FileBase DT3_rLS_rCA1_20151006_1524um_1224um ElecNo 14 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.51 and 0.77 GB. - 8 bytes per element (scalar), 34386600 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.25 and 0.37 GB. - 8 bytes per element (scalar), 16505568 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.06 and 0.09 GB. - 2 bytes per element (data_int), 16505568 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.03 and 0.05 GB. - 1 bytes per element (char), 16505568 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.03 and 0.05 GB. - 1 bytes per element (char), 16505568 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=687732, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.88 and 1.32 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 687732 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 687732 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 17 (6822 points): Lose 480.981355 but Gain 2184.187607 Iteration 0F (16.837624 sec): 19 clusters Score: Raw -79363270.472405 + Penalty 39315.376930 = -79323955.095474 nChanged 649674 Iteration 1F (25.421909 sec): 19 clusters Score: Raw -81675679.802856 + Penalty 39315.376930 = -81636364.425926 nChanged 297492 Iteration 2F (33.921043 sec): 19 clusters Score: Raw -82709362.940126 + Penalty 39315.376930 = -82670047.563195 nChanged 179662 Iteration 3F (42.452722 sec): 19 clusters Score: Raw -83176032.912130 + Penalty 39315.376930 = -83136717.535199 nChanged 100418 Iteration 4F (51.023621 sec): 19 clusters Score: Raw -83412436.042968 + Penalty 39315.376930 = -83373120.666037 nChanged 59712 Iteration 5F (59.291351 sec): 19 clusters Score: Raw -83528713.258980 + Penalty 39315.376930 = -83489397.882049 nChanged 40426 Iteration 6F (67.690989 sec): 19 clusters Score: Raw -83577789.523600 + Penalty 39315.376930 = -83538474.146669 nChanged 31279 Iteration 7Q (71.672202 sec): 19 clusters Score: Raw -83618359.105063 + Penalty 39315.376930 = -83579043.728132 nChanged 28465 Iteration 8Q (75.670400 sec): 19 clusters Score: Raw -83646887.547443 + Penalty 39315.376930 = -83607572.170513 nChanged 28662 Iteration 9Q (79.639135 sec): 19 clusters Score: Raw -83682764.096295 + Penalty 39315.376930 = -83643448.719364 nChanged 30648 Iteration 10Q (83.501936 sec): 19 clusters Score: Raw -83747167.119997 + Penalty 39315.376930 = -83707851.743066 nChanged 27007 Iteration 11Q (87.424315 sec): 19 clusters Score: Raw -83845626.822313 + Penalty 39315.376930 = -83806311.445382 nChanged 18906 Iteration 12Q (91.195684 sec): 19 clusters Score: Raw -83876698.622608 + Penalty 39315.376930 = -83837383.245678 nChanged 14629 Iteration 13Q (94.970729 sec): 19 clusters Score: Raw -83881685.074840 + Penalty 39315.376930 = -83842369.697910 nChanged 8556 Iteration 14Q (98.622325 sec): 19 clusters Score: Raw -83884123.709153 + Penalty 39315.376930 = -83844808.332222 nChanged 5960 Iteration 15Q (102.324788 sec): 19 clusters Score: Raw -83886045.402528 + Penalty 39315.376930 = -83846730.025598 nChanged 4769 Iteration 16Q (106.005210 sec): 19 clusters Score: Raw -83888100.639780 + Penalty 39315.376930 = -83848785.262849 nChanged 4044 Iteration 17Q (109.749636 sec): 19 clusters Score: Raw -83890416.813624 + Penalty 39315.376930 = -83851101.436694 nChanged 3671 Iteration 18Q (113.461707 sec): 19 clusters Score: Raw -83892766.157579 + Penalty 39315.376930 = -83853450.780649 nChanged 3320 Iteration 19Q (117.186707 sec): 19 clusters Score: Raw -83894643.046621 + Penalty 39315.376930 = -83855327.669691 nChanged 2959 Writing temp clu file Because OldScore, -83853450.780649, is greater than current (better) Score,-83855327.669691 Compute initial score before splitting: Score: Raw -83894643.046621 + Penalty 39315.376930 = -83855327.669691 Trying to split cluster 1 (2419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.453798 sec): 2 clusters Score: Raw -286374.106726 + Penalty 1266.055295 = -285108.051431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.494291 sec): 3 clusters Score: Raw -285276.828563 + Penalty 2532.110591 = -282744.717972 nChanged 895 SP:Iteration 1F (117.549180 sec): 3 clusters Score: Raw -285902.740324 + Penalty 2532.110591 = -283370.629733 nChanged 223 SP:Iteration 2F (117.583673 sec): 3 clusters Score: Raw -286058.767409 + Penalty 2532.110591 = -283526.656818 nChanged 130 SP:Iteration 3F (117.625523 sec): 3 clusters Score: Raw -286166.669411 + Penalty 2532.110591 = -283634.558820 nChanged 117 SP:Iteration 4Q (117.671000 sec): 3 clusters Score: Raw -286256.807336 + Penalty 2532.110591 = -283724.696745 nChanged 88 SP:Iteration 5Q (117.711066 sec): 3 clusters Score: Raw -286320.298449 + Penalty 2532.110591 = -283788.187858 nChanged 80 SP:Iteration 6Q (117.758045 sec): 3 clusters Score: Raw -286372.810588 + Penalty 2532.110591 = -283840.699997 nChanged 65 SP:Iteration 7Q (117.809605 sec): 3 clusters Score: Raw -286412.744749 + Penalty 2532.110591 = -283880.634158 nChanged 56 SP:Iteration 8Q (117.862180 sec): 3 clusters Score: Raw -286449.234509 + Penalty 2532.110591 = -283917.123918 nChanged 45 SP:Iteration 9Q (117.909085 sec): 3 clusters Score: Raw -286482.405001 + Penalty 2532.110591 = -283950.294410 nChanged 46 SP:Iteration 10Q (117.955645 sec): 3 clusters Score: Raw -286513.201860 + Penalty 2532.110591 = -283981.091269 nChanged 40 SP:Iteration 11Q (117.994899 sec): 3 clusters Score: Raw -286536.597989 + Penalty 2532.110591 = -284004.487398 nChanged 26 SP:Iteration 12Q (118.038875 sec): 3 clusters Score: Raw -286550.853978 + Penalty 2532.110591 = -284018.743387 nChanged 20 SP:Iteration 13Q (118.083212 sec): 3 clusters Score: Raw -286562.195076 + Penalty 2532.110591 = -284030.084485 nChanged 15 SP:Iteration 14Q (118.128291 sec): 3 clusters Score: Raw -286568.134711 + Penalty 2532.110591 = -284036.024120 nChanged 11 SP:Iteration 15Q (118.176915 sec): 3 clusters Score: Raw -286574.310382 + Penalty 2532.110591 = -284042.199791 nChanged 17 SP:Iteration 16Q (118.223028 sec): 3 clusters Score: Raw -286584.078869 + Penalty 2532.110591 = -284051.968278 nChanged 17 SP:Iteration 17Q (118.273587 sec): 3 clusters Score: Raw -286593.246154 + Penalty 2532.110591 = -284061.135563 nChanged 19 SP:Iteration 18Q (118.316368 sec): 3 clusters Score: Raw -286605.009138 + Penalty 2532.110591 = -284072.898547 nChanged 22 SP:Iteration 19Q (118.370601 sec): 3 clusters Score: Raw -286615.170653 + Penalty 2532.110591 = -284083.060062 nChanged 22 SP:Iteration 20F (118.421013 sec): 3 clusters Score: Raw -286625.261509 + Penalty 2532.110591 = -284093.150918 nChanged 19 SP:Iteration 21Q (118.466589 sec): 3 clusters Score: Raw -286632.695917 + Penalty 2532.110591 = -284100.585326 nChanged 16 SP:Iteration 22Q (118.509529 sec): 3 clusters Score: Raw -286638.564314 + Penalty 2532.110591 = -284106.453723 nChanged 12 SP:Iteration 23Q (118.544446 sec): 3 clusters Score: Raw -286645.107909 + Penalty 2532.110591 = -284112.997318 nChanged 12 SP:Iteration 24Q (118.588896 sec): 3 clusters Score: Raw -286653.904546 + Penalty 2532.110591 = -284121.793955 nChanged 20 SP:Iteration 25Q (118.633527 sec): 3 clusters Score: Raw -286666.235978 + Penalty 2532.110591 = -284134.125387 nChanged 13 SP:Iteration 26Q (118.681093 sec): 3 clusters Score: Raw -286676.267898 + Penalty 2532.110591 = -284144.157307 nChanged 16 SP:Iteration 27Q (118.722705 sec): 3 clusters Score: Raw -286684.727037 + Penalty 2532.110591 = -284152.616446 nChanged 17 SP:Iteration 28Q (118.769748 sec): 3 clusters Score: Raw -286695.589854 + Penalty 2532.110591 = -284163.479264 nChanged 17 SP:Iteration 29Q (118.824262 sec): 3 clusters Score: Raw -286705.268978 + Penalty 2532.110591 = -284173.158387 nChanged 19 SP:Iteration 30Q (118.856828 sec): 3 clusters Score: Raw -286715.324090 + Penalty 2532.110591 = -284183.213499 nChanged 11 SP:Iteration 31Q (118.902061 sec): 3 clusters Score: Raw -286721.958982 + Penalty 2532.110591 = -284189.848391 nChanged 11 SP:Iteration 32Q (118.944944 sec): 3 clusters Score: Raw -286728.020378 + Penalty 2532.110591 = -284195.909787 nChanged 16 SP:Iteration 33Q (118.990254 sec): 3 clusters Score: Raw -286736.638526 + Penalty 2532.110591 = -284204.527935 nChanged 6 SP:Iteration 34Q (119.035874 sec): 3 clusters Score: Raw -286739.188294 + Penalty 2532.110591 = -284207.077703 nChanged 6 SP:Iteration 35Q (119.081210 sec): 3 clusters Score: Raw -286742.015160 + Penalty 2532.110591 = -284209.904569 nChanged 7 SP:Iteration 36Q (119.128157 sec): 3 clusters Score: Raw -286744.890045 + Penalty 2532.110591 = -284212.779454 nChanged 6 SP:Iteration 37Q (119.170858 sec): 3 clusters Score: Raw -286747.515960 + Penalty 2532.110591 = -284215.405369 nChanged 7 SP:Iteration 38Q (119.208903 sec): 3 clusters Score: Raw -286749.662927 + Penalty 2532.110591 = -284217.552336 nChanged 5 SP:Iteration 39Q (119.249757 sec): 3 clusters Score: Raw -286752.552870 + Penalty 2532.110591 = -284220.442279 nChanged 8 SP:Iteration 40F (119.297328 sec): 3 clusters Score: Raw -286755.825154 + Penalty 2532.110591 = -284223.714563 nChanged 4 SP:Iteration 41Q (119.334824 sec): 3 clusters Score: Raw -286758.598455 + Penalty 2532.110591 = -284226.487864 nChanged 3 SP:Iteration 42Q (119.372963 sec): 3 clusters Score: Raw -286760.120982 + Penalty 2532.110591 = -284228.010391 nChanged 5 SP:Iteration 43Q (119.411215 sec): 3 clusters Score: Raw -286762.276250 + Penalty 2532.110591 = -284230.165659 nChanged 6 SP:Iteration 44Q (119.459444 sec): 3 clusters Score: Raw -286764.719916 + Penalty 2532.110591 = -284232.609325 nChanged 7 SP:Iteration 45Q (119.512280 sec): 3 clusters Score: Raw -286766.867259 + Penalty 2532.110591 = -284234.756668 nChanged 6 SP:Iteration 46Q (119.547225 sec): 3 clusters Score: Raw -286768.617157 + Penalty 2532.110591 = -284236.506566 nChanged 2 SP:Iteration 47Q (119.593941 sec): 3 clusters Score: Raw -286769.437722 + Penalty 2532.110591 = -284237.327131 nChanged 4 SP:Iteration 48Q (119.636477 sec): 3 clusters Score: Raw -286772.531776 + Penalty 2532.110591 = -284240.421185 nChanged 6 SP:Iteration 49Q (119.688103 sec): 3 clusters Score: Raw -286774.680663 + Penalty 2532.110591 = -284242.570072 nChanged 4 SP:Iteration 50Q (119.739721 sec): 3 clusters Score: Raw -286776.074224 + Penalty 2532.110591 = -284243.963633 nChanged 3 SP:Iteration 51Q (119.784973 sec): 3 clusters Score: Raw -286777.233055 + Penalty 2532.110591 = -284245.122464 nChanged 3 SP:Iteration 52Q (119.818202 sec): 3 clusters Score: Raw -286778.830246 + Penalty 2532.110591 = -284246.719655 nChanged 3 SP:Iteration 53Q (119.850640 sec): 3 clusters Score: Raw -286781.417774 + Penalty 2532.110591 = -284249.307183 nChanged 3 SP:Iteration 54Q (119.887216 sec): 3 clusters Score: Raw -286782.778925 + Penalty 2532.110591 = -284250.668334 nChanged 2 SP:Iteration 55Q (119.916447 sec): 3 clusters Score: Raw -286783.169438 + Penalty 2532.110591 = -284251.058847 nChanged 0 SP:Iteration 56F (119.959833 sec): 3 clusters Score: Raw -286783.169438 + Penalty 2532.110591 = -284251.058847 nChanged 0 Trying to split cluster 2 (18320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.010627 sec): 2 clusters Score: Raw -2076727.130515 + Penalty 1595.059154 = -2075132.071362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.070832 sec): 3 clusters Score: Raw -2065789.317840 + Penalty 3190.118307 = -2062599.199532 nChanged 8324 SP:Iteration 1F (120.153916 sec): 3 clusters Score: Raw -2071939.230301 + Penalty 3190.118307 = -2068749.111993 nChanged 1750 SP:Iteration 2F (120.229934 sec): 3 clusters Score: Raw -2073604.692510 + Penalty 3190.118307 = -2070414.574203 nChanged 1712 SP:Iteration 3F (120.295022 sec): 3 clusters Score: Raw -2075115.044886 + Penalty 3190.118307 = -2071924.926579 nChanged 1531 SP:Iteration 4F (120.363097 sec): 3 clusters Score: Raw -2076310.603792 + Penalty 3190.118307 = -2073120.485484 nChanged 1206 SP:Iteration 5F (120.442617 sec): 3 clusters Score: Raw -2077228.724955 + Penalty 3190.118307 = -2074038.606647 nChanged 991 SP:Iteration 6F (120.518889 sec): 3 clusters Score: Raw -2077855.655557 + Penalty 3190.118307 = -2074665.537249 nChanged 743 SP:Iteration 7Q (120.586974 sec): 3 clusters Score: Raw -2078255.391753 + Penalty 3190.118307 = -2075065.273446 nChanged 592 SP:Iteration 8Q (120.670245 sec): 3 clusters Score: Raw -2078590.308664 + Penalty 3190.118307 = -2075400.190356 nChanged 574 SP:Iteration 9Q (120.731003 sec): 3 clusters Score: Raw -2078951.663188 + Penalty 3190.118307 = -2075761.544881 nChanged 541 SP:Iteration 10Q (120.809230 sec): 3 clusters Score: Raw -2079263.796053 + Penalty 3190.118307 = -2076073.677746 nChanged 504 SP:Iteration 11Q (120.883234 sec): 3 clusters Score: Raw -2079573.502756 + Penalty 3190.118307 = -2076383.384448 nChanged 474 SP:Iteration 12Q (120.947572 sec): 3 clusters Score: Raw -2079871.369651 + Penalty 3190.118307 = -2076681.251344 nChanged 423 SP:Iteration 13Q (121.008270 sec): 3 clusters Score: Raw -2080107.520320 + Penalty 3190.118307 = -2076917.402012 nChanged 351 SP:Iteration 14Q (121.085619 sec): 3 clusters Score: Raw -2080261.550113 + Penalty 3190.118307 = -2077071.431806 nChanged 312 SP:Iteration 15Q (121.146168 sec): 3 clusters Score: Raw -2080405.811594 + Penalty 3190.118307 = -2077215.693287 nChanged 294 SP:Iteration 16Q (121.214820 sec): 3 clusters Score: Raw -2080575.384290 + Penalty 3190.118307 = -2077385.265983 nChanged 302 SP:Iteration 17Q (121.300209 sec): 3 clusters Score: Raw -2080791.704959 + Penalty 3190.118307 = -2077601.586651 nChanged 255 SP:Iteration 18Q (121.367828 sec): 3 clusters Score: Raw -2080997.649203 + Penalty 3190.118307 = -2077807.530896 nChanged 223 SP:Iteration 19Q (121.447479 sec): 3 clusters Score: Raw -2081153.234566 + Penalty 3190.118307 = -2077963.116258 nChanged 175 SP:Iteration 20F (121.513695 sec): 3 clusters Score: Raw -2081278.928563 + Penalty 3190.118307 = -2078088.810255 nChanged 174 SP:Iteration 21Q (121.574857 sec): 3 clusters Score: Raw -2081407.750106 + Penalty 3190.118307 = -2078217.631798 nChanged 167 SP:Iteration 22Q (121.649173 sec): 3 clusters Score: Raw -2081517.398672 + Penalty 3190.118307 = -2078327.280365 nChanged 159 SP:Iteration 23Q (121.719853 sec): 3 clusters Score: Raw -2081588.836091 + Penalty 3190.118307 = -2078398.717784 nChanged 132 SP:Iteration 24Q (121.783396 sec): 3 clusters Score: Raw -2081650.450203 + Penalty 3190.118307 = -2078460.331896 nChanged 144 SP:Iteration 25Q (121.856038 sec): 3 clusters Score: Raw -2081708.378966 + Penalty 3190.118307 = -2078518.260658 nChanged 124 SP:Iteration 26Q (121.920746 sec): 3 clusters Score: Raw -2081751.775615 + Penalty 3190.118307 = -2078561.657307 nChanged 127 SP:Iteration 27Q (121.997317 sec): 3 clusters Score: Raw -2081797.929728 + Penalty 3190.118307 = -2078607.811421 nChanged 146 SP:Iteration 28Q (122.056036 sec): 3 clusters Score: Raw -2081850.795331 + Penalty 3190.118307 = -2078660.677023 nChanged 141 SP:Iteration 29Q (122.133432 sec): 3 clusters Score: Raw -2081904.248440 + Penalty 3190.118307 = -2078714.130132 nChanged 175 SP:Iteration 30Q (122.200581 sec): 3 clusters Score: Raw -2081982.675337 + Penalty 3190.118307 = -2078792.557030 nChanged 202 SP:Iteration 31Q (122.269590 sec): 3 clusters Score: Raw -2082085.967278 + Penalty 3190.118307 = -2078895.848970 nChanged 225 SP:Iteration 32Q (122.331538 sec): 3 clusters Score: Raw -2082199.499383 + Penalty 3190.118307 = -2079009.381076 nChanged 262 SP:Iteration 33Q (122.411554 sec): 3 clusters Score: Raw -2082343.002133 + Penalty 3190.118307 = -2079152.883825 nChanged 289 SP:Iteration 34Q (122.476909 sec): 3 clusters Score: Raw -2082518.299215 + Penalty 3190.118307 = -2079328.180908 nChanged 298 SP:Iteration 35Q (122.544221 sec): 3 clusters Score: Raw -2082696.796392 + Penalty 3190.118307 = -2079506.678084 nChanged 322 SP:Iteration 36Q (122.615383 sec): 3 clusters Score: Raw -2082904.159600 + Penalty 3190.118307 = -2079714.041293 nChanged 319 SP:Iteration 37Q (122.679140 sec): 3 clusters Score: Raw -2083101.325564 + Penalty 3190.118307 = -2079911.207256 nChanged 321 SP:Iteration 38Q (122.744647 sec): 3 clusters Score: Raw -2083324.721373 + Penalty 3190.118307 = -2080134.603066 nChanged 344 SP:Iteration 39Q (122.821209 sec): 3 clusters Score: Raw -2083547.246052 + Penalty 3190.118307 = -2080357.127744 nChanged 315 SP:Iteration 40F (122.887869 sec): 3 clusters Score: Raw -2083780.055638 + Penalty 3190.118307 = -2080589.937331 nChanged 317 SP:Iteration 41Q (122.948876 sec): 3 clusters Score: Raw -2083991.636473 + Penalty 3190.118307 = -2080801.518166 nChanged 302 SP:Iteration 42Q (123.015662 sec): 3 clusters Score: Raw -2084174.607967 + Penalty 3190.118307 = -2080984.489659 nChanged 277 SP:Iteration 43Q (123.087102 sec): 3 clusters Score: Raw -2084324.209619 + Penalty 3190.118307 = -2081134.091312 nChanged 219 SP:Iteration 44Q (123.157524 sec): 3 clusters Score: Raw -2084427.806210 + Penalty 3190.118307 = -2081237.687903 nChanged 184 SP:Iteration 45Q (123.232630 sec): 3 clusters Score: Raw -2084502.860757 + Penalty 3190.118307 = -2081312.742450 nChanged 149 SP:Iteration 46Q (123.290452 sec): 3 clusters Score: Raw -2084553.333201 + Penalty 3190.118307 = -2081363.214893 nChanged 119 SP:Iteration 47Q (123.360616 sec): 3 clusters Score: Raw -2084585.245579 + Penalty 3190.118307 = -2081395.127272 nChanged 102 SP:Iteration 48Q (123.433117 sec): 3 clusters Score: Raw -2084609.625062 + Penalty 3190.118307 = -2081419.506754 nChanged 97 SP:Iteration 49Q (123.509316 sec): 3 clusters Score: Raw -2084631.517854 + Penalty 3190.118307 = -2081441.399547 nChanged 64 SP:Iteration 50Q (123.567242 sec): 3 clusters Score: Raw -2084641.392141 + Penalty 3190.118307 = -2081451.273834 nChanged 48 SP:Iteration 51Q (123.639135 sec): 3 clusters Score: Raw -2084647.195348 + Penalty 3190.118307 = -2081457.077041 nChanged 33 SP:Iteration 52Q (123.704848 sec): 3 clusters Score: Raw -2084650.122850 + Penalty 3190.118307 = -2081460.004543 nChanged 25 SP:Iteration 53Q (123.768984 sec): 3 clusters Score: Raw -2084652.091258 + Penalty 3190.118307 = -2081461.972951 nChanged 15 SP:Iteration 54Q (123.846808 sec): 3 clusters Score: Raw -2084653.178684 + Penalty 3190.118307 = -2081463.060376 nChanged 15 SP:Iteration 55Q (123.911847 sec): 3 clusters Score: Raw -2084654.242707 + Penalty 3190.118307 = -2081464.124400 nChanged 6 SP:Iteration 56Q (123.977699 sec): 3 clusters Score: Raw -2084654.583783 + Penalty 3190.118307 = -2081464.465476 nChanged 4 SP:Iteration 57Q (124.041063 sec): 3 clusters Score: Raw -2084654.815265 + Penalty 3190.118307 = -2081464.696957 nChanged 5 SP:Iteration 58Q (124.119850 sec): 3 clusters Score: Raw -2084655.061328 + Penalty 3190.118307 = -2081464.943020 nChanged 4 SP:Iteration 59Q (124.180841 sec): 3 clusters Score: Raw -2084655.301944 + Penalty 3190.118307 = -2081465.183636 nChanged 5 SP:Iteration 60F (124.257424 sec): 3 clusters Score: Raw -2084658.379474 + Penalty 3190.118307 = -2081468.261167 nChanged 5 SP:Iteration 61Q (124.324527 sec): 3 clusters Score: Raw -2084659.412659 + Penalty 3190.118307 = -2081469.294352 nChanged 15 SP:Iteration 62Q (124.388571 sec): 3 clusters Score: Raw -2084660.511681 + Penalty 3190.118307 = -2081470.393373 nChanged 13 SP:Iteration 63Q (124.463889 sec): 3 clusters Score: Raw -2084661.200272 + Penalty 3190.118307 = -2081471.081965 nChanged 4 SP:Iteration 64Q (124.525219 sec): 3 clusters Score: Raw -2084661.394148 + Penalty 3190.118307 = -2081471.275841 nChanged 1 SP:Iteration 65Q (124.597686 sec): 3 clusters Score: Raw -2084661.465389 + Penalty 3190.118307 = -2081471.347082 nChanged 2 SP:Iteration 66Q (124.678685 sec): 3 clusters Score: Raw -2084661.521301 + Penalty 3190.118307 = -2081471.402993 nChanged 2 SP:Iteration 67Q (124.746993 sec): 3 clusters Score: Raw -2084661.576109 + Penalty 3190.118307 = -2081471.457801 nChanged 1 SP:Iteration 68Q (124.815716 sec): 3 clusters Score: Raw -2084661.635069 + Penalty 3190.118307 = -2081471.516762 nChanged 1 SP:Iteration 69Q (124.879477 sec): 3 clusters Score: Raw -2084661.671498 + Penalty 3190.118307 = -2081471.553191 nChanged 1 SP:Iteration 70Q (124.948207 sec): 3 clusters Score: Raw -2084661.694712 + Penalty 3190.118307 = -2081471.576404 nChanged 0 SP:Iteration 71F (125.019087 sec): 3 clusters Score: Raw -2084661.694712 + Penalty 3190.118307 = -2081471.576404 nChanged 0 Score: Raw -83903259.334581 + Penalty 41499.564538 = -83861759.770043 Splitting cluster 2 changes total score from -83855327.669691 to -83861759.770043 So it's getting split into cluster 17. Trying to split cluster 3 (74791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.684105 sec): 2 clusters Score: Raw -9429868.954156 + Penalty 1823.648586 = -9428045.305570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.860508 sec): 3 clusters Score: Raw -9381662.690230 + Penalty 3647.297172 = -9378015.393059 nChanged 35704 SP:Iteration 1F (134.023575 sec): 3 clusters Score: Raw -9404753.403542 + Penalty 3647.297172 = -9401106.106370 nChanged 5132 SP:Iteration 2F (134.172854 sec): 3 clusters Score: Raw -9409634.458852 + Penalty 3647.297172 = -9405987.161680 nChanged 6785 SP:Iteration 3F (134.326435 sec): 3 clusters Score: Raw -9416692.882480 + Penalty 3647.297172 = -9413045.585308 nChanged 7733 SP:Iteration 4F (134.481868 sec): 3 clusters Score: Raw -9424464.915995 + Penalty 3647.297172 = -9420817.618824 nChanged 6805 SP:Iteration 5F (134.627103 sec): 3 clusters Score: Raw -9430703.092594 + Penalty 3647.297172 = -9427055.795423 nChanged 4447 SP:Iteration 6F (134.781841 sec): 3 clusters Score: Raw -9434180.978825 + Penalty 3647.297172 = -9430533.681653 nChanged 2496 SP:Iteration 7Q (134.940679 sec): 3 clusters Score: Raw -9435946.815021 + Penalty 3647.297172 = -9432299.517849 nChanged 1466 SP:Iteration 8Q (135.102878 sec): 3 clusters Score: Raw -9436813.862826 + Penalty 3647.297172 = -9433166.565655 nChanged 1037 SP:Iteration 9Q (135.264776 sec): 3 clusters Score: Raw -9437263.310776 + Penalty 3647.297172 = -9433616.013605 nChanged 754 SP:Iteration 10Q (135.429193 sec): 3 clusters Score: Raw -9437490.583940 + Penalty 3647.297172 = -9433843.286768 nChanged 591 SP:Iteration 11Q (135.597051 sec): 3 clusters Score: Raw -9437631.336347 + Penalty 3647.297172 = -9433984.039175 nChanged 453 SP:Iteration 12Q (135.761878 sec): 3 clusters Score: Raw -9437718.137916 + Penalty 3647.297172 = -9434070.840744 nChanged 370 SP:Iteration 13Q (135.921192 sec): 3 clusters Score: Raw -9437777.571439 + Penalty 3647.297172 = -9434130.274268 nChanged 334 SP:Iteration 14Q (136.079445 sec): 3 clusters Score: Raw -9437827.616967 + Penalty 3647.297172 = -9434180.319795 nChanged 296 SP:Iteration 15Q (136.232899 sec): 3 clusters Score: Raw -9437865.298944 + Penalty 3647.297172 = -9434218.001772 nChanged 254 SP:Iteration 16Q (136.385891 sec): 3 clusters Score: Raw -9437894.593403 + Penalty 3647.297172 = -9434247.296231 nChanged 207 SP:Iteration 17Q (136.544794 sec): 3 clusters Score: Raw -9437913.994995 + Penalty 3647.297172 = -9434266.697823 nChanged 177 SP:Iteration 18Q (136.699520 sec): 3 clusters Score: Raw -9437930.404050 + Penalty 3647.297172 = -9434283.106879 nChanged 162 SP:Iteration 19Q (136.859238 sec): 3 clusters Score: Raw -9437944.051672 + Penalty 3647.297172 = -9434296.754500 nChanged 148 SP:Iteration 20F (137.021428 sec): 3 clusters Score: Raw -9437954.977386 + Penalty 3647.297172 = -9434307.680214 nChanged 107 SP:Iteration 21Q (137.185991 sec): 3 clusters Score: Raw -9437961.729664 + Penalty 3647.297172 = -9434314.432493 nChanged 95 SP:Iteration 22Q (137.346762 sec): 3 clusters Score: Raw -9437967.349170 + Penalty 3647.297172 = -9434320.051998 nChanged 82 SP:Iteration 23Q (137.509817 sec): 3 clusters Score: Raw -9437971.966571 + Penalty 3647.297172 = -9434324.669399 nChanged 79 SP:Iteration 24Q (137.663425 sec): 3 clusters Score: Raw -9437976.554154 + Penalty 3647.297172 = -9434329.256983 nChanged 62 SP:Iteration 25Q (137.814930 sec): 3 clusters Score: Raw -9437979.996858 + Penalty 3647.297172 = -9434332.699687 nChanged 70 SP:Iteration 26Q (137.974422 sec): 3 clusters Score: Raw -9437983.295459 + Penalty 3647.297172 = -9434335.998287 nChanged 54 SP:Iteration 27Q (138.124238 sec): 3 clusters Score: Raw -9437985.454917 + Penalty 3647.297172 = -9434338.157746 nChanged 42 SP:Iteration 28Q (138.292788 sec): 3 clusters Score: Raw -9437987.145298 + Penalty 3647.297172 = -9434339.848126 nChanged 40 SP:Iteration 29Q (138.458290 sec): 3 clusters Score: Raw -9437988.720010 + Penalty 3647.297172 = -9434341.422838 nChanged 37 SP:Iteration 30Q (138.632326 sec): 3 clusters Score: Raw -9437989.919904 + Penalty 3647.297172 = -9434342.622732 nChanged 27 SP:Iteration 31Q (138.789878 sec): 3 clusters Score: Raw -9437990.747368 + Penalty 3647.297172 = -9434343.450197 nChanged 24 SP:Iteration 32Q (138.946204 sec): 3 clusters Score: Raw -9437991.429069 + Penalty 3647.297172 = -9434344.131897 nChanged 18 SP:Iteration 33Q (139.098693 sec): 3 clusters Score: Raw -9437992.080750 + Penalty 3647.297172 = -9434344.783579 nChanged 20 SP:Iteration 34Q (139.250022 sec): 3 clusters Score: Raw -9437993.011963 + Penalty 3647.297172 = -9434345.714791 nChanged 21 SP:Iteration 35Q (139.400408 sec): 3 clusters Score: Raw -9437993.565284 + Penalty 3647.297172 = -9434346.268112 nChanged 15 SP:Iteration 36Q (139.559486 sec): 3 clusters Score: Raw -9437994.019375 + Penalty 3647.297172 = -9434346.722203 nChanged 13 SP:Iteration 37Q (139.716928 sec): 3 clusters Score: Raw -9437994.299442 + Penalty 3647.297172 = -9434347.002270 nChanged 10 SP:Iteration 38Q (139.879719 sec): 3 clusters Score: Raw -9437994.513027 + Penalty 3647.297172 = -9434347.215856 nChanged 8 SP:Iteration 39Q (140.037139 sec): 3 clusters Score: Raw -9437994.753965 + Penalty 3647.297172 = -9434347.456794 nChanged 10 SP:Iteration 40F (140.202412 sec): 3 clusters Score: Raw -9437995.056505 + Penalty 3647.297172 = -9434347.759333 nChanged 12 SP:Iteration 41Q (140.366853 sec): 3 clusters Score: Raw -9437995.524441 + Penalty 3647.297172 = -9434348.227270 nChanged 15 SP:Iteration 42Q (140.528289 sec): 3 clusters Score: Raw -9437996.102813 + Penalty 3647.297172 = -9434348.805641 nChanged 12 SP:Iteration 43Q (140.680399 sec): 3 clusters Score: Raw -9437996.464019 + Penalty 3647.297172 = -9434349.166847 nChanged 11 SP:Iteration 44Q (140.847126 sec): 3 clusters Score: Raw -9437996.716568 + Penalty 3647.297172 = -9434349.419397 nChanged 7 SP:Iteration 45Q (141.000108 sec): 3 clusters Score: Raw -9437996.885013 + Penalty 3647.297172 = -9434349.587842 nChanged 8 SP:Iteration 46Q (141.163961 sec): 3 clusters Score: Raw -9437997.213181 + Penalty 3647.297172 = -9434349.916010 nChanged 9 SP:Iteration 47Q (141.327646 sec): 3 clusters Score: Raw -9437997.497984 + Penalty 3647.297172 = -9434350.200813 nChanged 4 SP:Iteration 48Q (141.490790 sec): 3 clusters Score: Raw -9437997.634969 + Penalty 3647.297172 = -9434350.337797 nChanged 8 SP:Iteration 49Q (141.655241 sec): 3 clusters Score: Raw -9437997.953717 + Penalty 3647.297172 = -9434350.656546 nChanged 12 SP:Iteration 50Q (141.811808 sec): 3 clusters Score: Raw -9437998.302602 + Penalty 3647.297172 = -9434351.005431 nChanged 3 SP:Iteration 51Q (141.967508 sec): 3 clusters Score: Raw -9437998.408668 + Penalty 3647.297172 = -9434351.111496 nChanged 5 SP:Iteration 52Q (142.124519 sec): 3 clusters Score: Raw -9437998.582961 + Penalty 3647.297172 = -9434351.285790 nChanged 7 SP:Iteration 53Q (142.273542 sec): 3 clusters Score: Raw -9437998.715247 + Penalty 3647.297172 = -9434351.418075 nChanged 8 SP:Iteration 54Q (142.422555 sec): 3 clusters Score: Raw -9437998.849008 + Penalty 3647.297172 = -9434351.551836 nChanged 7 SP:Iteration 55Q (142.584320 sec): 3 clusters Score: Raw -9437998.950744 + Penalty 3647.297172 = -9434351.653572 nChanged 0 SP:Iteration 56F (142.749934 sec): 3 clusters Score: Raw -9437998.950744 + Penalty 3647.297172 = -9434351.653572 nChanged 0 Score: Raw -83911389.331170 + Penalty 43683.752145 = -83867705.579025 Splitting cluster 3 changes total score from -83855327.669691 to -83867705.579025 So it's getting split into cluster 20. Trying to split cluster 4 (40761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.299547 sec): 2 clusters Score: Raw -5082708.611070 + Penalty 1725.015666 = -5080983.595405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.411553 sec): 3 clusters Score: Raw -5057189.025382 + Penalty 3450.031332 = -5053738.994050 nChanged 19062 SP:Iteration 1F (151.515116 sec): 3 clusters Score: Raw -5070897.280126 + Penalty 3450.031332 = -5067447.248794 nChanged 3778 SP:Iteration 2F (151.619450 sec): 3 clusters Score: Raw -5075197.148934 + Penalty 3450.031332 = -5071747.117602 nChanged 4202 SP:Iteration 3F (151.730632 sec): 3 clusters Score: Raw -5079839.485047 + Penalty 3450.031332 = -5076389.453715 nChanged 3782 SP:Iteration 4F (151.836585 sec): 3 clusters Score: Raw -5083354.827462 + Penalty 3450.031332 = -5079904.796131 nChanged 2812 SP:Iteration 5F (151.942737 sec): 3 clusters Score: Raw -5085373.660505 + Penalty 3450.031332 = -5081923.629173 nChanged 1892 SP:Iteration 6Q (152.053473 sec): 3 clusters Score: Raw -5086343.406249 + Penalty 3450.031332 = -5082893.374917 nChanged 1173 SP:Iteration 7Q (152.169278 sec): 3 clusters Score: Raw -5086768.225340 + Penalty 3450.031332 = -5083318.194009 nChanged 784 SP:Iteration 8Q (152.273116 sec): 3 clusters Score: Raw -5087005.807891 + Penalty 3450.031332 = -5083555.776559 nChanged 579 SP:Iteration 9Q (152.365892 sec): 3 clusters Score: Raw -5087135.819432 + Penalty 3450.031332 = -5083685.788100 nChanged 442 SP:Iteration 10Q (152.474967 sec): 3 clusters Score: Raw -5087223.949477 + Penalty 3450.031332 = -5083773.918145 nChanged 350 SP:Iteration 11Q (152.580666 sec): 3 clusters Score: Raw -5087278.169053 + Penalty 3450.031332 = -5083828.137721 nChanged 293 SP:Iteration 12Q (152.689036 sec): 3 clusters Score: Raw -5087315.630779 + Penalty 3450.031332 = -5083865.599448 nChanged 253 SP:Iteration 13Q (152.792143 sec): 3 clusters Score: Raw -5087346.882911 + Penalty 3450.031332 = -5083896.851579 nChanged 227 SP:Iteration 14Q (152.911130 sec): 3 clusters Score: Raw -5087371.920047 + Penalty 3450.031332 = -5083921.888716 nChanged 179 SP:Iteration 15Q (153.028114 sec): 3 clusters Score: Raw -5087389.775461 + Penalty 3450.031332 = -5083939.744129 nChanged 152 SP:Iteration 16Q (153.134639 sec): 3 clusters Score: Raw -5087402.569091 + Penalty 3450.031332 = -5083952.537760 nChanged 122 SP:Iteration 17Q (153.249194 sec): 3 clusters Score: Raw -5087411.056017 + Penalty 3450.031332 = -5083961.024685 nChanged 100 SP:Iteration 18Q (153.356997 sec): 3 clusters Score: Raw -5087416.864579 + Penalty 3450.031332 = -5083966.833247 nChanged 70 SP:Iteration 19Q (153.468581 sec): 3 clusters Score: Raw -5087420.155129 + Penalty 3450.031332 = -5083970.123798 nChanged 47 SP:Iteration 20F (153.576004 sec): 3 clusters Score: Raw -5087422.417691 + Penalty 3450.031332 = -5083972.386360 nChanged 54 SP:Iteration 21Q (153.681342 sec): 3 clusters Score: Raw -5087425.094331 + Penalty 3450.031332 = -5083975.062999 nChanged 55 SP:Iteration 22Q (153.788923 sec): 3 clusters Score: Raw -5087427.909390 + Penalty 3450.031332 = -5083977.878058 nChanged 49 SP:Iteration 23Q (153.892167 sec): 3 clusters Score: Raw -5087430.459880 + Penalty 3450.031332 = -5083980.428548 nChanged 53 SP:Iteration 24Q (154.001262 sec): 3 clusters Score: Raw -5087433.522011 + Penalty 3450.031332 = -5083983.490679 nChanged 53 SP:Iteration 25Q (154.097061 sec): 3 clusters Score: Raw -5087436.667220 + Penalty 3450.031332 = -5083986.635889 nChanged 54 SP:Iteration 26Q (154.215262 sec): 3 clusters Score: Raw -5087439.492699 + Penalty 3450.031332 = -5083989.461367 nChanged 39 SP:Iteration 27Q (154.326924 sec): 3 clusters Score: Raw -5087441.189233 + Penalty 3450.031332 = -5083991.157901 nChanged 39 SP:Iteration 28Q (154.426212 sec): 3 clusters Score: Raw -5087442.818344 + Penalty 3450.031332 = -5083992.787012 nChanged 30 SP:Iteration 29Q (154.531986 sec): 3 clusters Score: Raw -5087443.902466 + Penalty 3450.031332 = -5083993.871135 nChanged 26 SP:Iteration 30Q (154.646526 sec): 3 clusters Score: Raw -5087444.826165 + Penalty 3450.031332 = -5083994.794833 nChanged 27 SP:Iteration 31Q (154.745174 sec): 3 clusters Score: Raw -5087445.856466 + Penalty 3450.031332 = -5083995.825134 nChanged 22 SP:Iteration 32Q (154.859730 sec): 3 clusters Score: Raw -5087446.569832 + Penalty 3450.031332 = -5083996.538501 nChanged 17 SP:Iteration 33Q (154.960383 sec): 3 clusters Score: Raw -5087447.189522 + Penalty 3450.031332 = -5083997.158190 nChanged 9 SP:Iteration 34Q (155.073665 sec): 3 clusters Score: Raw -5087447.432964 + Penalty 3450.031332 = -5083997.401633 nChanged 6 SP:Iteration 35Q (155.185240 sec): 3 clusters Score: Raw -5087447.561780 + Penalty 3450.031332 = -5083997.530448 nChanged 2 SP:Iteration 36Q (155.292887 sec): 3 clusters Score: Raw -5087447.637592 + Penalty 3450.031332 = -5083997.606260 nChanged 4 SP:Iteration 37Q (155.396013 sec): 3 clusters Score: Raw -5087447.765244 + Penalty 3450.031332 = -5083997.733912 nChanged 2 SP:Iteration 38Q (155.516425 sec): 3 clusters Score: Raw -5087447.836439 + Penalty 3450.031332 = -5083997.805108 nChanged 1 SP:Iteration 39Q (155.624687 sec): 3 clusters Score: Raw -5087447.866708 + Penalty 3450.031332 = -5083997.835376 nChanged 1 SP:Iteration 40F (155.732991 sec): 3 clusters Score: Raw -5087447.959864 + Penalty 3450.031332 = -5083997.928532 nChanged 1 SP:Iteration 41Q (155.832353 sec): 3 clusters Score: Raw -5087447.988126 + Penalty 3450.031332 = -5083997.956794 nChanged 0 SP:Iteration 42F (155.925178 sec): 3 clusters Score: Raw -5087447.988126 + Penalty 3450.031332 = -5083997.956794 nChanged 0 Score: Raw -83916128.708226 + Penalty 45867.939752 = -83870260.768474 Splitting cluster 4 changes total score from -83855327.669691 to -83870260.768474 So it's getting split into cluster 21. Trying to split cluster 5 (20158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.666629 sec): 2 clusters Score: Raw -2555357.282464 + Penalty 1610.595433 = -2553746.687031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.757965 sec): 3 clusters Score: Raw -2543234.501765 + Penalty 3221.190866 = -2540013.310899 nChanged 9093 SP:Iteration 1F (164.832129 sec): 3 clusters Score: Raw -2548253.364795 + Penalty 3221.190866 = -2545032.173929 nChanged 1201 SP:Iteration 2F (164.900198 sec): 3 clusters Score: Raw -2548943.917976 + Penalty 3221.190866 = -2545722.727110 nChanged 1239 SP:Iteration 3F (164.945595 sec): 3 clusters Score: Raw -2549919.410259 + Penalty 3221.190866 = -2546698.219393 nChanged 1478 SP:Iteration 4F (165.036188 sec): 3 clusters Score: Raw -2551442.689214 + Penalty 3221.190866 = -2548221.498348 nChanged 1662 SP:Iteration 5F (165.114958 sec): 3 clusters Score: Raw -2553225.488048 + Penalty 3221.190866 = -2550004.297182 nChanged 1663 SP:Iteration 6F (165.183425 sec): 3 clusters Score: Raw -2555009.383357 + Penalty 3221.190866 = -2551788.192491 nChanged 1542 SP:Iteration 7F (165.254710 sec): 3 clusters Score: Raw -2556439.777912 + Penalty 3221.190866 = -2553218.587046 nChanged 1227 SP:Iteration 8F (165.327555 sec): 3 clusters Score: Raw -2557384.263170 + Penalty 3221.190866 = -2554163.072304 nChanged 870 SP:Iteration 9Q (165.407802 sec): 3 clusters Score: Raw -2557890.695429 + Penalty 3221.190866 = -2554669.504563 nChanged 568 SP:Iteration 10Q (165.471652 sec): 3 clusters Score: Raw -2558143.541930 + Penalty 3221.190866 = -2554922.351063 nChanged 356 SP:Iteration 11Q (165.541052 sec): 3 clusters Score: Raw -2558255.386375 + Penalty 3221.190866 = -2555034.195509 nChanged 256 SP:Iteration 12Q (165.617462 sec): 3 clusters Score: Raw -2558328.215258 + Penalty 3221.190866 = -2555107.024391 nChanged 183 SP:Iteration 13Q (165.683419 sec): 3 clusters Score: Raw -2558376.077537 + Penalty 3221.190866 = -2555154.886671 nChanged 153 SP:Iteration 14Q (165.764151 sec): 3 clusters Score: Raw -2558409.303776 + Penalty 3221.190866 = -2555188.112910 nChanged 127 SP:Iteration 15Q (165.837151 sec): 3 clusters Score: Raw -2558432.417963 + Penalty 3221.190866 = -2555211.227097 nChanged 94 SP:Iteration 16Q (165.906484 sec): 3 clusters Score: Raw -2558447.203679 + Penalty 3221.190866 = -2555226.012813 nChanged 88 SP:Iteration 17Q (165.987085 sec): 3 clusters Score: Raw -2558459.055661 + Penalty 3221.190866 = -2555237.864795 nChanged 71 SP:Iteration 18Q (166.066029 sec): 3 clusters Score: Raw -2558468.537295 + Penalty 3221.190866 = -2555247.346429 nChanged 63 SP:Iteration 19Q (166.131318 sec): 3 clusters Score: Raw -2558476.931799 + Penalty 3221.190866 = -2555255.740933 nChanged 60 SP:Iteration 20F (166.214953 sec): 3 clusters Score: Raw -2558483.951814 + Penalty 3221.190866 = -2555262.760948 nChanged 56 SP:Iteration 21Q (166.255126 sec): 3 clusters Score: Raw -2558490.921227 + Penalty 3221.190866 = -2555269.730361 nChanged 61 SP:Iteration 22Q (166.297051 sec): 3 clusters Score: Raw -2558497.767008 + Penalty 3221.190866 = -2555276.576142 nChanged 43 SP:Iteration 23Q (166.372532 sec): 3 clusters Score: Raw -2558502.443539 + Penalty 3221.190866 = -2555281.252673 nChanged 35 SP:Iteration 24Q (166.408579 sec): 3 clusters Score: Raw -2558506.284672 + Penalty 3221.190866 = -2555285.093805 nChanged 29 SP:Iteration 25Q (166.482725 sec): 3 clusters Score: Raw -2558508.989341 + Penalty 3221.190866 = -2555287.798475 nChanged 26 SP:Iteration 26Q (166.567798 sec): 3 clusters Score: Raw -2558511.323674 + Penalty 3221.190866 = -2555290.132807 nChanged 22 SP:Iteration 27Q (166.645144 sec): 3 clusters Score: Raw -2558513.072101 + Penalty 3221.190866 = -2555291.881235 nChanged 19 SP:Iteration 28Q (166.738412 sec): 3 clusters Score: Raw -2558514.286059 + Penalty 3221.190866 = -2555293.095193 nChanged 16 SP:Iteration 29Q (166.823991 sec): 3 clusters Score: Raw -2558515.405973 + Penalty 3221.190866 = -2555294.215107 nChanged 12 SP:Iteration 30Q (166.906342 sec): 3 clusters Score: Raw -2558516.191955 + Penalty 3221.190866 = -2555295.001089 nChanged 14 SP:Iteration 31Q (166.988353 sec): 3 clusters Score: Raw -2558516.987843 + Penalty 3221.190866 = -2555295.796977 nChanged 17 SP:Iteration 32Q (167.069457 sec): 3 clusters Score: Raw -2558517.699320 + Penalty 3221.190866 = -2555296.508454 nChanged 15 SP:Iteration 33Q (167.140807 sec): 3 clusters Score: Raw -2558518.540175 + Penalty 3221.190866 = -2555297.349309 nChanged 10 SP:Iteration 34Q (167.228682 sec): 3 clusters Score: Raw -2558519.473426 + Penalty 3221.190866 = -2555298.282560 nChanged 9 SP:Iteration 35Q (167.309643 sec): 3 clusters Score: Raw -2558520.027786 + Penalty 3221.190866 = -2555298.836920 nChanged 10 SP:Iteration 36Q (167.390506 sec): 3 clusters Score: Raw -2558520.478855 + Penalty 3221.190866 = -2555299.287989 nChanged 8 SP:Iteration 37Q (167.465300 sec): 3 clusters Score: Raw -2558520.839355 + Penalty 3221.190866 = -2555299.648489 nChanged 6 SP:Iteration 38Q (167.539858 sec): 3 clusters Score: Raw -2558521.114994 + Penalty 3221.190866 = -2555299.924128 nChanged 3 SP:Iteration 39Q (167.621053 sec): 3 clusters Score: Raw -2558521.284690 + Penalty 3221.190866 = -2555300.093824 nChanged 6 SP:Iteration 40F (167.684412 sec): 3 clusters Score: Raw -2558521.576615 + Penalty 3221.190866 = -2555300.385749 nChanged 1 SP:Iteration 41Q (167.761109 sec): 3 clusters Score: Raw -2558521.617076 + Penalty 3221.190866 = -2555300.426210 nChanged 2 SP:Iteration 42Q (167.823662 sec): 3 clusters Score: Raw -2558521.715706 + Penalty 3221.190866 = -2555300.524840 nChanged 0 SP:Iteration 43F (167.904542 sec): 3 clusters Score: Raw -2558521.715706 + Penalty 3221.190866 = -2555300.524840 nChanged 0 Score: Raw -83919293.141467 + Penalty 48052.127359 = -83871241.014108 Splitting cluster 5 changes total score from -83855327.669691 to -83871241.014108 So it's getting split into cluster 22. Trying to split cluster 6 (783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (177.716837 sec): 2 clusters Score: Raw -82194.609752 + Penalty 1082.759063 = -81111.850689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (177.762803 sec): 3 clusters Score: Raw -82173.372734 + Penalty 2165.518126 = -80007.854608 nChanged 278 SP:Iteration 1F (177.816692 sec): 3 clusters Score: Raw -83071.034091 + Penalty 2165.518126 = -80905.515965 nChanged 119 SP:Iteration 2F (177.854132 sec): 3 clusters Score: Raw -83504.590669 + Penalty 2165.518126 = -81339.072543 nChanged 53 SP:Iteration 3F (177.905019 sec): 3 clusters Score: Raw -83705.539463 + Penalty 2165.518126 = -81540.021337 nChanged 23 SP:Iteration 4Q (177.941625 sec): 3 clusters Score: Raw -83771.325083 + Penalty 2165.518126 = -81605.806957 nChanged 7 SP:Iteration 5Q (177.982103 sec): 3 clusters Score: Raw -83811.659555 + Penalty 2165.518126 = -81646.141429 nChanged 13 SP:Iteration 6Q (178.028017 sec): 3 clusters Score: Raw -83857.089990 + Penalty 2165.518126 = -81691.571864 nChanged 6 SP:Iteration 7Q (178.061095 sec): 3 clusters Score: Raw -83883.286023 + Penalty 2165.518126 = -81717.767897 nChanged 3 SP:Iteration 8Q (178.111002 sec): 3 clusters Score: Raw -83887.014932 + Penalty 2165.518126 = -81721.496806 nChanged 0 SP:Iteration 9F (178.137414 sec): 3 clusters Score: Raw -83891.474045 + Penalty 2165.518126 = -81725.955919 nChanged 1 SP:Iteration 10Q (178.184058 sec): 3 clusters Score: Raw -83898.191145 + Penalty 2165.518126 = -81732.673019 nChanged 2 SP:Iteration 11Q (178.224164 sec): 3 clusters Score: Raw -83913.160719 + Penalty 2165.518126 = -81747.642593 nChanged 1 SP:Iteration 12Q (178.276887 sec): 3 clusters Score: Raw -83913.574490 + Penalty 2165.518126 = -81748.056364 nChanged 0 SP:Iteration 13F (178.315216 sec): 3 clusters Score: Raw -83913.574490 + Penalty 2165.518126 = -81748.056364 nChanged 0 Score: Raw -83921012.106205 + Penalty 50236.314967 = -83870775.791238 Splitting cluster 6 changes total score from -83855327.669691 to -83870775.791238 So it's getting split into cluster 23. Trying to split cluster 7 (23560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (188.831163 sec): 2 clusters Score: Raw -2986816.066446 + Penalty 1635.937166 = -2985180.129280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (188.921495 sec): 3 clusters Score: Raw -2972505.986737 + Penalty 3271.874332 = -2969234.112405 nChanged 10602 SP:Iteration 1F (189.002664 sec): 3 clusters Score: Raw -2978533.193126 + Penalty 3271.874332 = -2975261.318794 nChanged 1443 SP:Iteration 2F (189.077771 sec): 3 clusters Score: Raw -2979304.842528 + Penalty 3271.874332 = -2976032.968195 nChanged 1568 SP:Iteration 3F (189.161107 sec): 3 clusters Score: Raw -2980406.522899 + Penalty 3271.874332 = -2977134.648567 nChanged 1812 SP:Iteration 4F (189.250348 sec): 3 clusters Score: Raw -2982006.327079 + Penalty 3271.874332 = -2978734.452746 nChanged 2033 SP:Iteration 5F (189.323896 sec): 3 clusters Score: Raw -2983938.083298 + Penalty 3271.874332 = -2980666.208966 nChanged 1920 SP:Iteration 6F (189.403459 sec): 3 clusters Score: Raw -2985716.646986 + Penalty 3271.874332 = -2982444.772654 nChanged 1513 SP:Iteration 7F (189.484534 sec): 3 clusters Score: Raw -2987063.407544 + Penalty 3271.874332 = -2983791.533212 nChanged 1210 SP:Iteration 8F (189.546662 sec): 3 clusters Score: Raw -2987814.938834 + Penalty 3271.874332 = -2984543.064501 nChanged 824 SP:Iteration 9Q (189.632342 sec): 3 clusters Score: Raw -2988233.607280 + Penalty 3271.874332 = -2984961.732947 nChanged 623 SP:Iteration 10Q (189.710955 sec): 3 clusters Score: Raw -2988497.903764 + Penalty 3271.874332 = -2985226.029431 nChanged 500 SP:Iteration 11Q (189.790723 sec): 3 clusters Score: Raw -2988703.344758 + Penalty 3271.874332 = -2985431.470425 nChanged 412 SP:Iteration 12Q (189.862125 sec): 3 clusters Score: Raw -2988862.366352 + Penalty 3271.874332 = -2985590.492020 nChanged 397 SP:Iteration 13Q (189.943676 sec): 3 clusters Score: Raw -2989020.005403 + Penalty 3271.874332 = -2985748.131070 nChanged 378 SP:Iteration 14Q (190.028306 sec): 3 clusters Score: Raw -2989171.250175 + Penalty 3271.874332 = -2985899.375843 nChanged 364 SP:Iteration 15Q (190.112168 sec): 3 clusters Score: Raw -2989322.901097 + Penalty 3271.874332 = -2986051.026765 nChanged 371 SP:Iteration 16Q (190.174121 sec): 3 clusters Score: Raw -2989509.598274 + Penalty 3271.874332 = -2986237.723942 nChanged 359 SP:Iteration 17Q (190.247462 sec): 3 clusters Score: Raw -2989703.785941 + Penalty 3271.874332 = -2986431.911609 nChanged 345 SP:Iteration 18Q (190.330555 sec): 3 clusters Score: Raw -2989897.533243 + Penalty 3271.874332 = -2986625.658910 nChanged 339 SP:Iteration 19Q (190.418687 sec): 3 clusters Score: Raw -2990124.610975 + Penalty 3271.874332 = -2986852.736642 nChanged 373 SP:Iteration 20F (190.489979 sec): 3 clusters Score: Raw -2990390.981635 + Penalty 3271.874332 = -2987119.107303 nChanged 412 SP:Iteration 21Q (190.565857 sec): 3 clusters Score: Raw -2990665.506397 + Penalty 3271.874332 = -2987393.632065 nChanged 364 SP:Iteration 22Q (190.652437 sec): 3 clusters Score: Raw -2990870.425785 + Penalty 3271.874332 = -2987598.551452 nChanged 337 SP:Iteration 23Q (190.726057 sec): 3 clusters Score: Raw -2991044.267111 + Penalty 3271.874332 = -2987772.392779 nChanged 282 SP:Iteration 24Q (190.797059 sec): 3 clusters Score: Raw -2991146.615998 + Penalty 3271.874332 = -2987874.741666 nChanged 212 SP:Iteration 25Q (190.862596 sec): 3 clusters Score: Raw -2991207.257244 + Penalty 3271.874332 = -2987935.382912 nChanged 151 SP:Iteration 26Q (190.932204 sec): 3 clusters Score: Raw -2991237.970043 + Penalty 3271.874332 = -2987966.095711 nChanged 109 SP:Iteration 27Q (191.021573 sec): 3 clusters Score: Raw -2991260.949676 + Penalty 3271.874332 = -2987989.075344 nChanged 98 SP:Iteration 28Q (191.074168 sec): 3 clusters Score: Raw -2991273.202999 + Penalty 3271.874332 = -2988001.328667 nChanged 67 SP:Iteration 29Q (191.151873 sec): 3 clusters Score: Raw -2991279.673806 + Penalty 3271.874332 = -2988007.799474 nChanged 37 SP:Iteration 30Q (191.229464 sec): 3 clusters Score: Raw -2991283.426715 + Penalty 3271.874332 = -2988011.552383 nChanged 28 SP:Iteration 31Q (191.308836 sec): 3 clusters Score: Raw -2991287.286688 + Penalty 3271.874332 = -2988015.412355 nChanged 35 SP:Iteration 32Q (191.378806 sec): 3 clusters Score: Raw -2991292.381152 + Penalty 3271.874332 = -2988020.506819 nChanged 39 SP:Iteration 33Q (191.453471 sec): 3 clusters Score: Raw -2991298.730442 + Penalty 3271.874332 = -2988026.856110 nChanged 44 SP:Iteration 34Q (191.544071 sec): 3 clusters Score: Raw -2991305.043014 + Penalty 3271.874332 = -2988033.168682 nChanged 39 SP:Iteration 35Q (191.614784 sec): 3 clusters Score: Raw -2991308.892325 + Penalty 3271.874332 = -2988037.017993 nChanged 29 SP:Iteration 36Q (191.694415 sec): 3 clusters Score: Raw -2991311.093666 + Penalty 3271.874332 = -2988039.219334 nChanged 22 SP:Iteration 37Q (191.772313 sec): 3 clusters Score: Raw -2991312.358214 + Penalty 3271.874332 = -2988040.483881 nChanged 10 SP:Iteration 38Q (191.857894 sec): 3 clusters Score: Raw -2991313.177552 + Penalty 3271.874332 = -2988041.303220 nChanged 15 SP:Iteration 39Q (191.929722 sec): 3 clusters Score: Raw -2991314.829275 + Penalty 3271.874332 = -2988042.954943 nChanged 16 SP:Iteration 40F (192.001885 sec): 3 clusters Score: Raw -2991316.165095 + Penalty 3271.874332 = -2988044.290763 nChanged 14 SP:Iteration 41Q (192.085325 sec): 3 clusters Score: Raw -2991316.866581 + Penalty 3271.874332 = -2988044.992249 nChanged 15 SP:Iteration 42Q (192.172274 sec): 3 clusters Score: Raw -2991318.001968 + Penalty 3271.874332 = -2988046.127636 nChanged 8 SP:Iteration 43Q (192.242661 sec): 3 clusters Score: Raw -2991318.374956 + Penalty 3271.874332 = -2988046.500624 nChanged 4 SP:Iteration 44Q (192.330444 sec): 3 clusters Score: Raw -2991318.516895 + Penalty 3271.874332 = -2988046.642563 nChanged 2 SP:Iteration 45Q (192.408304 sec): 3 clusters Score: Raw -2991318.587254 + Penalty 3271.874332 = -2988046.712922 nChanged 2 SP:Iteration 46Q (192.481486 sec): 3 clusters Score: Raw -2991318.739607 + Penalty 3271.874332 = -2988046.865275 nChanged 2 SP:Iteration 47Q (192.557272 sec): 3 clusters Score: Raw -2991318.813479 + Penalty 3271.874332 = -2988046.939147 nChanged 1 SP:Iteration 48Q (192.639424 sec): 3 clusters Score: Raw -2991318.835030 + Penalty 3271.874332 = -2988046.960698 nChanged 1 SP:Iteration 49Q (192.716457 sec): 3 clusters Score: Raw -2991318.969577 + Penalty 3271.874332 = -2988047.095245 nChanged 0 SP:Iteration 50F (192.788230 sec): 3 clusters Score: Raw -2991318.969577 + Penalty 3271.874332 = -2988047.095245 nChanged 0 Score: Raw -83925515.009337 + Penalty 52420.502574 = -83873094.506763 Splitting cluster 7 changes total score from -83855327.669691 to -83873094.506763 So it's getting split into cluster 24. Trying to split cluster 8 (11334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.895448 sec): 2 clusters Score: Raw -1361956.595153 + Penalty 1517.028880 = -1360439.566274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.960326 sec): 3 clusters Score: Raw -1355616.225210 + Penalty 3034.057759 = -1352582.167450 nChanged 4987 SP:Iteration 1F (203.023746 sec): 3 clusters Score: Raw -1360282.325423 + Penalty 3034.057759 = -1357248.267664 nChanged 1569 SP:Iteration 2F (203.086704 sec): 3 clusters Score: Raw -1366321.214740 + Penalty 3034.057759 = -1363287.156981 nChanged 1930 SP:Iteration 3F (203.144935 sec): 3 clusters Score: Raw -1371507.807517 + Penalty 3034.057759 = -1368473.749757 nChanged 920 SP:Iteration 4F (203.208916 sec): 3 clusters Score: Raw -1372555.143750 + Penalty 3034.057759 = -1369521.085991 nChanged 336 SP:Iteration 5Q (203.280557 sec): 3 clusters Score: Raw -1372786.658141 + Penalty 3034.057759 = -1369752.600382 nChanged 165 SP:Iteration 6Q (203.325486 sec): 3 clusters Score: Raw -1372877.024489 + Penalty 3034.057759 = -1369842.966729 nChanged 101 SP:Iteration 7Q (203.389244 sec): 3 clusters Score: Raw -1372914.274584 + Penalty 3034.057759 = -1369880.216825 nChanged 61 SP:Iteration 8Q (203.450296 sec): 3 clusters Score: Raw -1372936.128377 + Penalty 3034.057759 = -1369902.070618 nChanged 51 SP:Iteration 9Q (203.500770 sec): 3 clusters Score: Raw -1372948.069284 + Penalty 3034.057759 = -1369914.011525 nChanged 32 SP:Iteration 10Q (203.557470 sec): 3 clusters Score: Raw -1372954.721744 + Penalty 3034.057759 = -1369920.663985 nChanged 21 SP:Iteration 11Q (203.608587 sec): 3 clusters Score: Raw -1372958.673061 + Penalty 3034.057759 = -1369924.615301 nChanged 12 SP:Iteration 12Q (203.665054 sec): 3 clusters Score: Raw -1372960.752470 + Penalty 3034.057759 = -1369926.694710 nChanged 10 SP:Iteration 13Q (203.720963 sec): 3 clusters Score: Raw -1372962.494676 + Penalty 3034.057759 = -1369928.436916 nChanged 8 SP:Iteration 14Q (203.782491 sec): 3 clusters Score: Raw -1372963.307966 + Penalty 3034.057759 = -1369929.250206 nChanged 6 SP:Iteration 15Q (203.835158 sec): 3 clusters Score: Raw -1372963.821520 + Penalty 3034.057759 = -1369929.763760 nChanged 6 SP:Iteration 16Q (203.897338 sec): 3 clusters Score: Raw -1372964.278521 + Penalty 3034.057759 = -1369930.220761 nChanged 4 SP:Iteration 17Q (203.950781 sec): 3 clusters Score: Raw -1372965.140430 + Penalty 3034.057759 = -1369931.082671 nChanged 3 SP:Iteration 18Q (204.014206 sec): 3 clusters Score: Raw -1372965.478464 + Penalty 3034.057759 = -1369931.420705 nChanged 0 SP:Iteration 19F (204.078705 sec): 3 clusters Score: Raw -1372965.478464 + Penalty 3034.057759 = -1369931.420705 nChanged 0 Score: Raw -83936523.892647 + Penalty 54604.690181 = -83881919.202466 Splitting cluster 8 changes total score from -83855327.669691 to -83881919.202466 So it's getting split into cluster 25. Trying to split cluster 9 (26595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.644897 sec): 2 clusters Score: Raw -3348133.860280 + Penalty 1655.627757 = -3346478.232523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.729692 sec): 3 clusters Score: Raw -3331807.197549 + Penalty 3311.255515 = -3328495.942035 nChanged 12337 SP:Iteration 1F (214.803625 sec): 3 clusters Score: Raw -3338926.380794 + Penalty 3311.255515 = -3335615.125279 nChanged 1592 SP:Iteration 2F (214.893262 sec): 3 clusters Score: Raw -3339937.499843 + Penalty 3311.255515 = -3336626.244328 nChanged 1875 SP:Iteration 3F (214.976916 sec): 3 clusters Score: Raw -3341739.251648 + Penalty 3311.255515 = -3338427.996134 nChanged 2206 SP:Iteration 4F (215.057007 sec): 3 clusters Score: Raw -3343989.839343 + Penalty 3311.255515 = -3340678.583828 nChanged 2242 SP:Iteration 5F (215.152811 sec): 3 clusters Score: Raw -3345795.291950 + Penalty 3311.255515 = -3342484.036435 nChanged 1916 SP:Iteration 6F (215.236174 sec): 3 clusters Score: Raw -3347111.039128 + Penalty 3311.255515 = -3343799.783613 nChanged 1420 SP:Iteration 7F (215.309412 sec): 3 clusters Score: Raw -3347948.854829 + Penalty 3311.255515 = -3344637.599314 nChanged 1067 SP:Iteration 8Q (215.401001 sec): 3 clusters Score: Raw -3348483.208863 + Penalty 3311.255515 = -3345171.953348 nChanged 785 SP:Iteration 9Q (215.478940 sec): 3 clusters Score: Raw -3348828.803067 + Penalty 3311.255515 = -3345517.547553 nChanged 616 SP:Iteration 10Q (215.557326 sec): 3 clusters Score: Raw -3349064.645489 + Penalty 3311.255515 = -3345753.389974 nChanged 448 SP:Iteration 11Q (215.645307 sec): 3 clusters Score: Raw -3349229.680624 + Penalty 3311.255515 = -3345918.425110 nChanged 401 SP:Iteration 12Q (215.736108 sec): 3 clusters Score: Raw -3349363.029794 + Penalty 3311.255515 = -3346051.774279 nChanged 342 SP:Iteration 13Q (215.813784 sec): 3 clusters Score: Raw -3349470.972170 + Penalty 3311.255515 = -3346159.716655 nChanged 294 SP:Iteration 14Q (215.902973 sec): 3 clusters Score: Raw -3349542.199780 + Penalty 3311.255515 = -3346230.944265 nChanged 225 SP:Iteration 15Q (215.999163 sec): 3 clusters Score: Raw -3349587.043663 + Penalty 3311.255515 = -3346275.788148 nChanged 186 SP:Iteration 16Q (216.071887 sec): 3 clusters Score: Raw -3349625.025559 + Penalty 3311.255515 = -3346313.770044 nChanged 164 SP:Iteration 17Q (216.148847 sec): 3 clusters Score: Raw -3349654.822580 + Penalty 3311.255515 = -3346343.567065 nChanged 162 SP:Iteration 18Q (216.236804 sec): 3 clusters Score: Raw -3349686.330427 + Penalty 3311.255515 = -3346375.074912 nChanged 166 SP:Iteration 19Q (216.319742 sec): 3 clusters Score: Raw -3349721.904807 + Penalty 3311.255515 = -3346410.649292 nChanged 155 SP:Iteration 20F (216.408893 sec): 3 clusters Score: Raw -3349755.130747 + Penalty 3311.255515 = -3346443.875232 nChanged 168 SP:Iteration 21Q (216.492494 sec): 3 clusters Score: Raw -3349790.821599 + Penalty 3311.255515 = -3346479.566084 nChanged 174 SP:Iteration 22Q (216.577775 sec): 3 clusters Score: Raw -3349826.331974 + Penalty 3311.255515 = -3346515.076459 nChanged 172 SP:Iteration 23Q (216.661277 sec): 3 clusters Score: Raw -3349862.286106 + Penalty 3311.255515 = -3346551.030591 nChanged 167 SP:Iteration 24Q (216.742036 sec): 3 clusters Score: Raw -3349901.244211 + Penalty 3311.255515 = -3346589.988696 nChanged 197 SP:Iteration 25Q (216.834517 sec): 3 clusters Score: Raw -3349947.882185 + Penalty 3311.255515 = -3346636.626671 nChanged 184 SP:Iteration 26Q (216.926254 sec): 3 clusters Score: Raw -3349991.946024 + Penalty 3311.255515 = -3346680.690510 nChanged 198 SP:Iteration 27Q (216.999714 sec): 3 clusters Score: Raw -3350037.708752 + Penalty 3311.255515 = -3346726.453237 nChanged 179 SP:Iteration 28Q (217.097978 sec): 3 clusters Score: Raw -3350080.062854 + Penalty 3311.255515 = -3346768.807339 nChanged 174 SP:Iteration 29Q (217.183760 sec): 3 clusters Score: Raw -3350124.633694 + Penalty 3311.255515 = -3346813.378179 nChanged 162 SP:Iteration 30Q (217.271775 sec): 3 clusters Score: Raw -3350175.181401 + Penalty 3311.255515 = -3346863.925886 nChanged 178 SP:Iteration 31Q (217.355109 sec): 3 clusters Score: Raw -3350227.827720 + Penalty 3311.255515 = -3346916.572205 nChanged 169 SP:Iteration 32Q (217.439872 sec): 3 clusters Score: Raw -3350282.948321 + Penalty 3311.255515 = -3346971.692807 nChanged 181 SP:Iteration 33Q (217.525296 sec): 3 clusters Score: Raw -3350356.063709 + Penalty 3311.255515 = -3347044.808194 nChanged 197 SP:Iteration 34Q (217.611537 sec): 3 clusters Score: Raw -3350442.866201 + Penalty 3311.255515 = -3347131.610686 nChanged 178 SP:Iteration 35Q (217.700746 sec): 3 clusters Score: Raw -3350529.061834 + Penalty 3311.255515 = -3347217.806319 nChanged 169 SP:Iteration 36Q (217.795088 sec): 3 clusters Score: Raw -3350634.378291 + Penalty 3311.255515 = -3347323.122776 nChanged 164 SP:Iteration 37Q (217.882878 sec): 3 clusters Score: Raw -3350730.382384 + Penalty 3311.255515 = -3347419.126869 nChanged 150 SP:Iteration 38Q (217.968083 sec): 3 clusters Score: Raw -3350826.566353 + Penalty 3311.255515 = -3347515.310839 nChanged 129 SP:Iteration 39Q (218.056695 sec): 3 clusters Score: Raw -3350891.854070 + Penalty 3311.255515 = -3347580.598555 nChanged 128 SP:Iteration 40F (218.139059 sec): 3 clusters Score: Raw -3350943.738620 + Penalty 3311.255515 = -3347632.483105 nChanged 113 SP:Iteration 41Q (218.229329 sec): 3 clusters Score: Raw -3350985.070508 + Penalty 3311.255515 = -3347673.814993 nChanged 106 SP:Iteration 42Q (218.311060 sec): 3 clusters Score: Raw -3351016.132847 + Penalty 3311.255515 = -3347704.877332 nChanged 70 SP:Iteration 43Q (218.393121 sec): 3 clusters Score: Raw -3351034.044434 + Penalty 3311.255515 = -3347722.788920 nChanged 66 SP:Iteration 44Q (218.487187 sec): 3 clusters Score: Raw -3351052.483508 + Penalty 3311.255515 = -3347741.227993 nChanged 53 SP:Iteration 45Q (218.572758 sec): 3 clusters Score: Raw -3351065.322248 + Penalty 3311.255515 = -3347754.066734 nChanged 45 SP:Iteration 46Q (218.660457 sec): 3 clusters Score: Raw -3351074.208296 + Penalty 3311.255515 = -3347762.952781 nChanged 45 SP:Iteration 47Q (218.741031 sec): 3 clusters Score: Raw -3351082.245090 + Penalty 3311.255515 = -3347770.989575 nChanged 31 SP:Iteration 48Q (218.810827 sec): 3 clusters Score: Raw -3351088.488956 + Penalty 3311.255515 = -3347777.233441 nChanged 33 SP:Iteration 49Q (218.898486 sec): 3 clusters Score: Raw -3351096.502641 + Penalty 3311.255515 = -3347785.247127 nChanged 25 SP:Iteration 50Q (218.989140 sec): 3 clusters Score: Raw -3351102.207962 + Penalty 3311.255515 = -3347790.952447 nChanged 30 SP:Iteration 51Q (219.059483 sec): 3 clusters Score: Raw -3351111.523132 + Penalty 3311.255515 = -3347800.267617 nChanged 33 SP:Iteration 52Q (219.147359 sec): 3 clusters Score: Raw -3351119.867510 + Penalty 3311.255515 = -3347808.611996 nChanged 39 SP:Iteration 53Q (219.239172 sec): 3 clusters Score: Raw -3351130.024213 + Penalty 3311.255515 = -3347818.768698 nChanged 46 SP:Iteration 54Q (219.316223 sec): 3 clusters Score: Raw -3351144.226712 + Penalty 3311.255515 = -3347832.971198 nChanged 46 SP:Iteration 55Q (219.396806 sec): 3 clusters Score: Raw -3351161.746598 + Penalty 3311.255515 = -3347850.491083 nChanged 51 SP:Iteration 56Q (219.486997 sec): 3 clusters Score: Raw -3351180.714341 + Penalty 3311.255515 = -3347869.458826 nChanged 50 SP:Iteration 57Q (219.559463 sec): 3 clusters Score: Raw -3351199.781393 + Penalty 3311.255515 = -3347888.525878 nChanged 61 SP:Iteration 58Q (219.642628 sec): 3 clusters Score: Raw -3351233.808216 + Penalty 3311.255515 = -3347922.552701 nChanged 78 SP:Iteration 59Q (219.724678 sec): 3 clusters Score: Raw -3351286.090793 + Penalty 3311.255515 = -3347974.835278 nChanged 79 SP:Iteration 60F (219.807100 sec): 3 clusters Score: Raw -3351338.375929 + Penalty 3311.255515 = -3348027.120414 nChanged 101 SP:Iteration 61Q (219.885846 sec): 3 clusters Score: Raw -3351421.056512 + Penalty 3311.255515 = -3348109.800997 nChanged 96 SP:Iteration 62Q (219.955757 sec): 3 clusters Score: Raw -3351495.584315 + Penalty 3311.255515 = -3348184.328800 nChanged 91 SP:Iteration 63Q (220.031930 sec): 3 clusters Score: Raw -3351561.995682 + Penalty 3311.255515 = -3348250.740167 nChanged 72 SP:Iteration 64Q (220.117499 sec): 3 clusters Score: Raw -3351611.363385 + Penalty 3311.255515 = -3348300.107870 nChanged 51 SP:Iteration 65Q (220.195245 sec): 3 clusters Score: Raw -3351647.037581 + Penalty 3311.255515 = -3348335.782066 nChanged 45 SP:Iteration 66Q (220.267493 sec): 3 clusters Score: Raw -3351666.032389 + Penalty 3311.255515 = -3348354.776874 nChanged 38 SP:Iteration 67Q (220.348416 sec): 3 clusters Score: Raw -3351681.077303 + Penalty 3311.255515 = -3348369.821788 nChanged 33 SP:Iteration 68Q (220.427463 sec): 3 clusters Score: Raw -3351691.308756 + Penalty 3311.255515 = -3348380.053241 nChanged 26 SP:Iteration 69Q (220.514712 sec): 3 clusters Score: Raw -3351697.779514 + Penalty 3311.255515 = -3348386.523999 nChanged 16 SP:Iteration 70Q (220.588868 sec): 3 clusters Score: Raw -3351700.496703 + Penalty 3311.255515 = -3348389.241188 nChanged 10 SP:Iteration 71Q (220.675503 sec): 3 clusters Score: Raw -3351702.008476 + Penalty 3311.255515 = -3348390.752961 nChanged 5 SP:Iteration 72Q (220.755892 sec): 3 clusters Score: Raw -3351702.714033 + Penalty 3311.255515 = -3348391.458518 nChanged 3 SP:Iteration 73Q (220.837897 sec): 3 clusters Score: Raw -3351703.115949 + Penalty 3311.255515 = -3348391.860434 nChanged 1 SP:Iteration 74Q (220.918932 sec): 3 clusters Score: Raw -3351703.166499 + Penalty 3311.255515 = -3348391.910985 nChanged 0 SP:Iteration 75F (221.006970 sec): 3 clusters Score: Raw -3351703.166499 + Penalty 3311.255515 = -3348391.910985 nChanged 0 Score: Raw -83940093.198867 + Penalty 56788.877788 = -83883304.321079 Splitting cluster 9 changes total score from -83855327.669691 to -83883304.321079 So it's getting split into cluster 26. Trying to split cluster 10 (14549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.556156 sec): 2 clusters Score: Raw -1787096.325579 + Penalty 1557.607601 = -1785538.717979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.615909 sec): 3 clusters Score: Raw -1778666.751817 + Penalty 3115.215201 = -1775551.536616 nChanged 6513 SP:Iteration 1F (232.682998 sec): 3 clusters Score: Raw -1783368.382348 + Penalty 3115.215201 = -1780253.167147 nChanged 1584 SP:Iteration 2F (232.763122 sec): 3 clusters Score: Raw -1785164.335753 + Penalty 3115.215201 = -1782049.120552 nChanged 1503 SP:Iteration 3F (232.827344 sec): 3 clusters Score: Raw -1786844.372703 + Penalty 3115.215201 = -1783729.157502 nChanged 1323 SP:Iteration 4F (232.891610 sec): 3 clusters Score: Raw -1788140.777783 + Penalty 3115.215201 = -1785025.562582 nChanged 1024 SP:Iteration 5F (232.965054 sec): 3 clusters Score: Raw -1789163.023018 + Penalty 3115.215201 = -1786047.807817 nChanged 909 SP:Iteration 6F (233.036070 sec): 3 clusters Score: Raw -1790271.233714 + Penalty 3115.215201 = -1787156.018513 nChanged 938 SP:Iteration 7F (233.112451 sec): 3 clusters Score: Raw -1791476.717339 + Penalty 3115.215201 = -1788361.502138 nChanged 816 SP:Iteration 8F (233.163124 sec): 3 clusters Score: Raw -1792398.427245 + Penalty 3115.215201 = -1789283.212044 nChanged 598 SP:Iteration 9Q (233.245355 sec): 3 clusters Score: Raw -1792804.739059 + Penalty 3115.215201 = -1789689.523858 nChanged 333 SP:Iteration 10Q (233.313094 sec): 3 clusters Score: Raw -1792962.607197 + Penalty 3115.215201 = -1789847.391996 nChanged 221 SP:Iteration 11Q (233.374969 sec): 3 clusters Score: Raw -1793037.330407 + Penalty 3115.215201 = -1789922.115206 nChanged 139 SP:Iteration 12Q (233.455802 sec): 3 clusters Score: Raw -1793078.993298 + Penalty 3115.215201 = -1789963.778097 nChanged 111 SP:Iteration 13Q (233.527527 sec): 3 clusters Score: Raw -1793106.522262 + Penalty 3115.215201 = -1789991.307061 nChanged 86 SP:Iteration 14Q (233.597302 sec): 3 clusters Score: Raw -1793126.530895 + Penalty 3115.215201 = -1790011.315694 nChanged 69 SP:Iteration 15Q (233.661697 sec): 3 clusters Score: Raw -1793138.605625 + Penalty 3115.215201 = -1790023.390424 nChanged 54 SP:Iteration 16Q (233.722515 sec): 3 clusters Score: Raw -1793148.670218 + Penalty 3115.215201 = -1790033.455017 nChanged 46 SP:Iteration 17Q (233.792479 sec): 3 clusters Score: Raw -1793157.463796 + Penalty 3115.215201 = -1790042.248595 nChanged 40 SP:Iteration 18Q (233.871999 sec): 3 clusters Score: Raw -1793162.763225 + Penalty 3115.215201 = -1790047.548024 nChanged 30 SP:Iteration 19Q (233.937809 sec): 3 clusters Score: Raw -1793166.623249 + Penalty 3115.215201 = -1790051.408048 nChanged 24 SP:Iteration 20F (233.999649 sec): 3 clusters Score: Raw -1793169.483998 + Penalty 3115.215201 = -1790054.268797 nChanged 18 SP:Iteration 21Q (234.081890 sec): 3 clusters Score: Raw -1793171.459010 + Penalty 3115.215201 = -1790056.243809 nChanged 15 SP:Iteration 22Q (234.146482 sec): 3 clusters Score: Raw -1793172.808478 + Penalty 3115.215201 = -1790057.593277 nChanged 8 SP:Iteration 23Q (234.203392 sec): 3 clusters Score: Raw -1793173.572008 + Penalty 3115.215201 = -1790058.356807 nChanged 5 SP:Iteration 24Q (234.269751 sec): 3 clusters Score: Raw -1793173.954812 + Penalty 3115.215201 = -1790058.739611 nChanged 3 SP:Iteration 25Q (234.338078 sec): 3 clusters Score: Raw -1793174.127452 + Penalty 3115.215201 = -1790058.912250 nChanged 2 SP:Iteration 26Q (234.411683 sec): 3 clusters Score: Raw -1793174.361970 + Penalty 3115.215201 = -1790059.146769 nChanged 2 SP:Iteration 27Q (234.463651 sec): 3 clusters Score: Raw -1793174.521487 + Penalty 3115.215201 = -1790059.306286 nChanged 0 SP:Iteration 28F (234.528771 sec): 3 clusters Score: Raw -1793174.521487 + Penalty 3115.215201 = -1790059.306286 nChanged 0 Score: Raw -83946171.394774 + Penalty 58973.065396 = -83887198.329379 Splitting cluster 10 changes total score from -83855327.669691 to -83887198.329379 So it's getting split into cluster 27. Trying to split cluster 11 (58850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (245.952869 sec): 2 clusters Score: Raw -7282031.188991 + Penalty 1784.696406 = -7280246.492585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (246.098009 sec): 3 clusters Score: Raw -7244365.886214 + Penalty 3569.392812 = -7240796.493403 nChanged 27746 SP:Iteration 1F (246.242416 sec): 3 clusters Score: Raw -7261226.417889 + Penalty 3569.392812 = -7257657.025078 nChanged 3295 SP:Iteration 2F (246.384553 sec): 3 clusters Score: Raw -7263649.449519 + Penalty 3569.392812 = -7260080.056707 nChanged 3684 SP:Iteration 3F (246.522402 sec): 3 clusters Score: Raw -7266925.075721 + Penalty 3569.392812 = -7263355.682910 nChanged 3936 SP:Iteration 4F (246.654864 sec): 3 clusters Score: Raw -7270163.930659 + Penalty 3569.392812 = -7266594.537848 nChanged 3976 SP:Iteration 5F (246.796287 sec): 3 clusters Score: Raw -7272846.297953 + Penalty 3569.392812 = -7269276.905141 nChanged 3606 SP:Iteration 6F (246.934485 sec): 3 clusters Score: Raw -7274984.584380 + Penalty 3569.392812 = -7271415.191568 nChanged 3157 SP:Iteration 7F (247.074088 sec): 3 clusters Score: Raw -7276563.620966 + Penalty 3569.392812 = -7272994.228154 nChanged 2593 SP:Iteration 8Q (247.217607 sec): 3 clusters Score: Raw -7277670.735142 + Penalty 3569.392812 = -7274101.342330 nChanged 2240 SP:Iteration 9Q (247.345608 sec): 3 clusters Score: Raw -7278555.182555 + Penalty 3569.392812 = -7274985.789744 nChanged 1874 SP:Iteration 10Q (247.477922 sec): 3 clusters Score: Raw -7279359.513838 + Penalty 3569.392812 = -7275790.121027 nChanged 1787 SP:Iteration 11Q (247.618775 sec): 3 clusters Score: Raw -7280201.923451 + Penalty 3569.392812 = -7276632.530640 nChanged 1734 SP:Iteration 12Q (247.762347 sec): 3 clusters Score: Raw -7281046.398434 + Penalty 3569.392812 = -7277477.005623 nChanged 1675 SP:Iteration 13Q (247.910438 sec): 3 clusters Score: Raw -7281901.973849 + Penalty 3569.392812 = -7278332.581037 nChanged 1712 SP:Iteration 14Q (248.044680 sec): 3 clusters Score: Raw -7282860.375969 + Penalty 3569.392812 = -7279290.983157 nChanged 1739 SP:Iteration 15Q (248.194890 sec): 3 clusters Score: Raw -7283861.058609 + Penalty 3569.392812 = -7280291.665797 nChanged 1761 SP:Iteration 16Q (248.341228 sec): 3 clusters Score: Raw -7284874.342569 + Penalty 3569.392812 = -7281304.949757 nChanged 1666 SP:Iteration 17Q (248.566350 sec): 3 clusters Score: Raw -7285818.165901 + Penalty 3569.392812 = -7282248.773089 nChanged 1542 SP:Iteration 18Q (248.707683 sec): 3 clusters Score: Raw -7286618.651010 + Penalty 3569.392812 = -7283049.258199 nChanged 1345 SP:Iteration 19Q (248.846869 sec): 3 clusters Score: Raw -7287255.359238 + Penalty 3569.392812 = -7283685.966427 nChanged 1174 SP:Iteration 20F (248.979050 sec): 3 clusters Score: Raw -7287778.480435 + Penalty 3569.392812 = -7284209.087623 nChanged 1069 SP:Iteration 21Q (249.112000 sec): 3 clusters Score: Raw -7288250.778340 + Penalty 3569.392812 = -7284681.385528 nChanged 983 SP:Iteration 22Q (249.245077 sec): 3 clusters Score: Raw -7288699.187153 + Penalty 3569.392812 = -7285129.794341 nChanged 881 SP:Iteration 23Q (249.375411 sec): 3 clusters Score: Raw -7289083.153920 + Penalty 3569.392812 = -7285513.761108 nChanged 817 SP:Iteration 24Q (249.512737 sec): 3 clusters Score: Raw -7289441.806551 + Penalty 3569.392812 = -7285872.413739 nChanged 696 SP:Iteration 25Q (249.644223 sec): 3 clusters Score: Raw -7289753.945168 + Penalty 3569.392812 = -7286184.552357 nChanged 620 SP:Iteration 26Q (249.784545 sec): 3 clusters Score: Raw -7290056.201829 + Penalty 3569.392812 = -7286486.809017 nChanged 578 SP:Iteration 27Q (249.912007 sec): 3 clusters Score: Raw -7290371.749316 + Penalty 3569.392812 = -7286802.356504 nChanged 563 SP:Iteration 28Q (250.048705 sec): 3 clusters Score: Raw -7290697.552247 + Penalty 3569.392812 = -7287128.159435 nChanged 512 SP:Iteration 29Q (250.180519 sec): 3 clusters Score: Raw -7291003.796107 + Penalty 3569.392812 = -7287434.403295 nChanged 476 SP:Iteration 30Q (250.311039 sec): 3 clusters Score: Raw -7291282.064372 + Penalty 3569.392812 = -7287712.671560 nChanged 435 SP:Iteration 31Q (250.435404 sec): 3 clusters Score: Raw -7291506.415769 + Penalty 3569.392812 = -7287937.022957 nChanged 359 SP:Iteration 32Q (250.556612 sec): 3 clusters Score: Raw -7291647.872977 + Penalty 3569.392812 = -7288078.480166 nChanged 292 SP:Iteration 33Q (250.682672 sec): 3 clusters Score: Raw -7291744.743578 + Penalty 3569.392812 = -7288175.350766 nChanged 249 SP:Iteration 34Q (250.800483 sec): 3 clusters Score: Raw -7291815.751372 + Penalty 3569.392812 = -7288246.358560 nChanged 219 SP:Iteration 35Q (250.931586 sec): 3 clusters Score: Raw -7291859.836383 + Penalty 3569.392812 = -7288290.443571 nChanged 158 SP:Iteration 36Q (251.049756 sec): 3 clusters Score: Raw -7291886.023148 + Penalty 3569.392812 = -7288316.630336 nChanged 136 SP:Iteration 37Q (251.172869 sec): 3 clusters Score: Raw -7291904.469271 + Penalty 3569.392812 = -7288335.076460 nChanged 98 SP:Iteration 38Q (251.296913 sec): 3 clusters Score: Raw -7291914.901510 + Penalty 3569.392812 = -7288345.508699 nChanged 83 SP:Iteration 39Q (251.423601 sec): 3 clusters Score: Raw -7291922.211772 + Penalty 3569.392812 = -7288352.818961 nChanged 56 SP:Iteration 40F (251.552952 sec): 3 clusters Score: Raw -7291926.980146 + Penalty 3569.392812 = -7288357.587334 nChanged 48 SP:Iteration 41Q (251.684501 sec): 3 clusters Score: Raw -7291930.553140 + Penalty 3569.392812 = -7288361.160329 nChanged 39 SP:Iteration 42Q (251.802785 sec): 3 clusters Score: Raw -7291932.994276 + Penalty 3569.392812 = -7288363.601464 nChanged 28 SP:Iteration 43Q (251.911871 sec): 3 clusters Score: Raw -7291934.816820 + Penalty 3569.392812 = -7288365.424008 nChanged 23 SP:Iteration 44Q (252.030580 sec): 3 clusters Score: Raw -7291935.916177 + Penalty 3569.392812 = -7288366.523365 nChanged 16 SP:Iteration 45Q (252.154624 sec): 3 clusters Score: Raw -7291936.535193 + Penalty 3569.392812 = -7288367.142381 nChanged 9 SP:Iteration 46Q (252.277959 sec): 3 clusters Score: Raw -7291936.803256 + Penalty 3569.392812 = -7288367.410445 nChanged 6 SP:Iteration 47Q (252.401170 sec): 3 clusters Score: Raw -7291937.062798 + Penalty 3569.392812 = -7288367.669987 nChanged 6 SP:Iteration 48Q (252.537969 sec): 3 clusters Score: Raw -7291937.270769 + Penalty 3569.392812 = -7288367.877958 nChanged 7 SP:Iteration 49Q (252.673421 sec): 3 clusters Score: Raw -7291937.436758 + Penalty 3569.392812 = -7288368.043947 nChanged 6 SP:Iteration 50Q (252.800834 sec): 3 clusters Score: Raw -7291937.578838 + Penalty 3569.392812 = -7288368.186026 nChanged 3 SP:Iteration 51Q (252.937382 sec): 3 clusters Score: Raw -7291937.700139 + Penalty 3569.392812 = -7288368.307327 nChanged 3 SP:Iteration 52Q (253.069323 sec): 3 clusters Score: Raw -7291937.800768 + Penalty 3569.392812 = -7288368.407956 nChanged 6 SP:Iteration 53Q (253.185898 sec): 3 clusters Score: Raw -7291937.977973 + Penalty 3569.392812 = -7288368.585162 nChanged 8 SP:Iteration 54Q (253.316950 sec): 3 clusters Score: Raw -7291938.160380 + Penalty 3569.392812 = -7288368.767568 nChanged 7 SP:Iteration 55Q (253.451291 sec): 3 clusters Score: Raw -7291938.354369 + Penalty 3569.392812 = -7288368.961558 nChanged 4 SP:Iteration 56Q (253.590059 sec): 3 clusters Score: Raw -7291938.488314 + Penalty 3569.392812 = -7288369.095502 nChanged 6 SP:Iteration 57Q (253.721897 sec): 3 clusters Score: Raw -7291938.739418 + Penalty 3569.392812 = -7288369.346607 nChanged 1 SP:Iteration 58Q (253.841423 sec): 3 clusters Score: Raw -7291938.759314 + Penalty 3569.392812 = -7288369.366502 nChanged 0 SP:Iteration 59F (253.993516 sec): 3 clusters Score: Raw -7291938.759314 + Penalty 3569.392812 = -7288369.366502 nChanged 0 Score: Raw -83956078.965097 + Penalty 61157.253003 = -83894921.712094 Splitting cluster 11 changes total score from -83855327.669691 to -83894921.712094 So it's getting split into cluster 28. Trying to split cluster 12 (207774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (266.211747 sec): 2 clusters Score: Raw -26061571.036856 + Penalty 1989.683512 = -26059581.353344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (266.602030 sec): 3 clusters Score: Raw -25924289.987662 + Penalty 3979.367025 = -25920310.620637 nChanged 100535 SP:Iteration 1F (266.985296 sec): 3 clusters Score: Raw -25989314.365018 + Penalty 3979.367025 = -25985334.997993 nChanged 11403 SP:Iteration 2F (267.364511 sec): 3 clusters Score: Raw -25997881.809670 + Penalty 3979.367025 = -25993902.442645 nChanged 14808 SP:Iteration 3F (267.742400 sec): 3 clusters Score: Raw -26011161.547380 + Penalty 3979.367025 = -26007182.180355 nChanged 18492 SP:Iteration 4F (268.131088 sec): 3 clusters Score: Raw -26029903.248998 + Penalty 3979.367025 = -26025923.881974 nChanged 20670 SP:Iteration 5F (268.499920 sec): 3 clusters Score: Raw -26053793.943569 + Penalty 3979.367025 = -26049814.576544 nChanged 18426 SP:Iteration 6F (268.889304 sec): 3 clusters Score: Raw -26075713.284504 + Penalty 3979.367025 = -26071733.917479 nChanged 12234 SP:Iteration 7F (269.279304 sec): 3 clusters Score: Raw -26087931.092942 + Penalty 3979.367025 = -26083951.725917 nChanged 7282 SP:Iteration 8Q (269.660748 sec): 3 clusters Score: Raw -26093341.761970 + Penalty 3979.367025 = -26089362.394945 nChanged 4896 SP:Iteration 9Q (270.035897 sec): 3 clusters Score: Raw -26096294.895400 + Penalty 3979.367025 = -26092315.528375 nChanged 3606 SP:Iteration 10Q (270.409232 sec): 3 clusters Score: Raw -26098112.449823 + Penalty 3979.367025 = -26094133.082798 nChanged 2806 SP:Iteration 11Q (270.772341 sec): 3 clusters Score: Raw -26099229.258171 + Penalty 3979.367025 = -26095249.891146 nChanged 2100 SP:Iteration 12Q (271.118907 sec): 3 clusters Score: Raw -26099890.203103 + Penalty 3979.367025 = -26095910.836079 nChanged 1621 SP:Iteration 13Q (271.499077 sec): 3 clusters Score: Raw -26100295.480642 + Penalty 3979.367025 = -26096316.113618 nChanged 1226 SP:Iteration 14Q (271.881955 sec): 3 clusters Score: Raw -26100541.644148 + Penalty 3979.367025 = -26096562.277123 nChanged 905 SP:Iteration 15Q (272.254149 sec): 3 clusters Score: Raw -26100698.740655 + Penalty 3979.367025 = -26096719.373631 nChanged 716 SP:Iteration 16Q (272.620758 sec): 3 clusters Score: Raw -26100807.107523 + Penalty 3979.367025 = -26096827.740498 nChanged 555 SP:Iteration 17Q (272.991894 sec): 3 clusters Score: Raw -26100884.517932 + Penalty 3979.367025 = -26096905.150908 nChanged 469 SP:Iteration 18Q (273.347585 sec): 3 clusters Score: Raw -26100949.758680 + Penalty 3979.367025 = -26096970.391655 nChanged 416 SP:Iteration 19Q (273.702941 sec): 3 clusters Score: Raw -26100997.082457 + Penalty 3979.367025 = -26097017.715433 nChanged 368 SP:Iteration 20F (274.060621 sec): 3 clusters Score: Raw -26101036.902568 + Penalty 3979.367025 = -26097057.535543 nChanged 360 SP:Iteration 21Q (274.437138 sec): 3 clusters Score: Raw -26101076.267748 + Penalty 3979.367025 = -26097096.900723 nChanged 339 SP:Iteration 22Q (274.807862 sec): 3 clusters Score: Raw -26101110.072193 + Penalty 3979.367025 = -26097130.705169 nChanged 331 SP:Iteration 23Q (275.173385 sec): 3 clusters Score: Raw -26101141.294484 + Penalty 3979.367025 = -26097161.927459 nChanged 290 SP:Iteration 24Q (275.539917 sec): 3 clusters Score: Raw -26101168.666775 + Penalty 3979.367025 = -26097189.299751 nChanged 299 SP:Iteration 25Q (275.905559 sec): 3 clusters Score: Raw -26101196.111006 + Penalty 3979.367025 = -26097216.743981 nChanged 297 SP:Iteration 26Q (276.279579 sec): 3 clusters Score: Raw -26101219.323757 + Penalty 3979.367025 = -26097239.956732 nChanged 279 SP:Iteration 27Q (276.621157 sec): 3 clusters Score: Raw -26101236.630132 + Penalty 3979.367025 = -26097257.263108 nChanged 240 SP:Iteration 28Q (276.954183 sec): 3 clusters Score: Raw -26101251.960143 + Penalty 3979.367025 = -26097272.593119 nChanged 240 SP:Iteration 29Q (277.306834 sec): 3 clusters Score: Raw -26101268.472774 + Penalty 3979.367025 = -26097289.105749 nChanged 238 SP:Iteration 30Q (277.668705 sec): 3 clusters Score: Raw -26101283.621417 + Penalty 3979.367025 = -26097304.254393 nChanged 191 SP:Iteration 31Q (278.019134 sec): 3 clusters Score: Raw -26101294.049969 + Penalty 3979.367025 = -26097314.682944 nChanged 191 SP:Iteration 32Q (278.354070 sec): 3 clusters Score: Raw -26101302.923675 + Penalty 3979.367025 = -26097323.556651 nChanged 140 SP:Iteration 33Q (278.704699 sec): 3 clusters Score: Raw -26101309.657431 + Penalty 3979.367025 = -26097330.290407 nChanged 148 SP:Iteration 34Q (279.073195 sec): 3 clusters Score: Raw -26101317.333068 + Penalty 3979.367025 = -26097337.966044 nChanged 143 SP:Iteration 35Q (279.450007 sec): 3 clusters Score: Raw -26101324.090690 + Penalty 3979.367025 = -26097344.723665 nChanged 142 SP:Iteration 36Q (279.813532 sec): 3 clusters Score: Raw -26101328.891071 + Penalty 3979.367025 = -26097349.524047 nChanged 124 SP:Iteration 37Q (280.183160 sec): 3 clusters Score: Raw -26101332.463262 + Penalty 3979.367025 = -26097353.096238 nChanged 104 SP:Iteration 38Q (280.549065 sec): 3 clusters Score: Raw -26101335.900004 + Penalty 3979.367025 = -26097356.532980 nChanged 105 SP:Iteration 39Q (280.903921 sec): 3 clusters Score: Raw -26101339.166298 + Penalty 3979.367025 = -26097359.799274 nChanged 108 SP:Iteration 40F (281.294970 sec): 3 clusters Score: Raw -26101342.803359 + Penalty 3979.367025 = -26097363.436335 nChanged 104 SP:Iteration 41Q (281.625804 sec): 3 clusters Score: Raw -26101346.419950 + Penalty 3979.367025 = -26097367.052926 nChanged 103 SP:Iteration 42Q (281.982617 sec): 3 clusters Score: Raw -26101350.137896 + Penalty 3979.367025 = -26097370.770871 nChanged 103 SP:Iteration 43Q (282.338346 sec): 3 clusters Score: Raw -26101353.402243 + Penalty 3979.367025 = -26097374.035219 nChanged 85 SP:Iteration 44Q (282.674314 sec): 3 clusters Score: Raw -26101355.626767 + Penalty 3979.367025 = -26097376.259742 nChanged 76 SP:Iteration 45Q (283.006655 sec): 3 clusters Score: Raw -26101357.832006 + Penalty 3979.367025 = -26097378.464982 nChanged 83 SP:Iteration 46Q (283.370444 sec): 3 clusters Score: Raw -26101360.385203 + Penalty 3979.367025 = -26097381.018178 nChanged 88 SP:Iteration 47Q (283.734154 sec): 3 clusters Score: Raw -26101362.275611 + Penalty 3979.367025 = -26097382.908586 nChanged 67 SP:Iteration 48Q (284.093962 sec): 3 clusters Score: Raw -26101363.911115 + Penalty 3979.367025 = -26097384.544090 nChanged 56 SP:Iteration 49Q (284.418019 sec): 3 clusters Score: Raw -26101365.473916 + Penalty 3979.367025 = -26097386.106892 nChanged 61 SP:Iteration 50Q (284.777541 sec): 3 clusters Score: Raw -26101367.073790 + Penalty 3979.367025 = -26097387.706765 nChanged 72 SP:Iteration 51Q (285.135579 sec): 3 clusters Score: Raw -26101369.100653 + Penalty 3979.367025 = -26097389.733628 nChanged 64 SP:Iteration 52Q (285.468414 sec): 3 clusters Score: Raw -26101370.426439 + Penalty 3979.367025 = -26097391.059414 nChanged 54 SP:Iteration 53Q (285.801616 sec): 3 clusters Score: Raw -26101371.566592 + Penalty 3979.367025 = -26097392.199567 nChanged 48 SP:Iteration 54Q (286.171963 sec): 3 clusters Score: Raw -26101372.671907 + Penalty 3979.367025 = -26097393.304882 nChanged 48 SP:Iteration 55Q (286.531331 sec): 3 clusters Score: Raw -26101373.509146 + Penalty 3979.367025 = -26097394.142122 nChanged 38 SP:Iteration 56Q (286.861737 sec): 3 clusters Score: Raw -26101374.143876 + Penalty 3979.367025 = -26097394.776852 nChanged 31 SP:Iteration 57Q (287.212473 sec): 3 clusters Score: Raw -26101374.553162 + Penalty 3979.367025 = -26097395.186138 nChanged 30 SP:Iteration 58Q (287.548009 sec): 3 clusters Score: Raw -26101374.842125 + Penalty 3979.367025 = -26097395.475100 nChanged 23 SP:Iteration 59Q (287.909453 sec): 3 clusters Score: Raw -26101375.057741 + Penalty 3979.367025 = -26097395.690717 nChanged 23 SP:Iteration 60F (288.292061 sec): 3 clusters Score: Raw -26101375.274032 + Penalty 3979.367025 = -26097395.907008 nChanged 17 SP:Iteration 61Q (288.653960 sec): 3 clusters Score: Raw -26101375.454987 + Penalty 3979.367025 = -26097396.087962 nChanged 16 SP:Iteration 62Q (288.987557 sec): 3 clusters Score: Raw -26101375.637370 + Penalty 3979.367025 = -26097396.270346 nChanged 14 SP:Iteration 63Q (289.343671 sec): 3 clusters Score: Raw -26101375.782588 + Penalty 3979.367025 = -26097396.415564 nChanged 14 SP:Iteration 64Q (289.703487 sec): 3 clusters Score: Raw -26101375.919312 + Penalty 3979.367025 = -26097396.552287 nChanged 8 SP:Iteration 65Q (290.047286 sec): 3 clusters Score: Raw -26101375.988460 + Penalty 3979.367025 = -26097396.621436 nChanged 7 SP:Iteration 66Q (290.398397 sec): 3 clusters Score: Raw -26101376.034718 + Penalty 3979.367025 = -26097396.667693 nChanged 9 SP:Iteration 67Q (290.748535 sec): 3 clusters Score: Raw -26101376.077281 + Penalty 3979.367025 = -26097396.710257 nChanged 7 SP:Iteration 68Q (291.101841 sec): 3 clusters Score: Raw -26101376.104780 + Penalty 3979.367025 = -26097396.737756 nChanged 5 SP:Iteration 69Q (291.448822 sec): 3 clusters Score: Raw -26101376.137615 + Penalty 3979.367025 = -26097396.770591 nChanged 9 SP:Iteration 70Q (291.802844 sec): 3 clusters Score: Raw -26101376.191183 + Penalty 3979.367025 = -26097396.824158 nChanged 4 SP:Iteration 71Q (292.148376 sec): 3 clusters Score: Raw -26101376.228934 + Penalty 3979.367025 = -26097396.861909 nChanged 9 SP:Iteration 72Q (292.504493 sec): 3 clusters Score: Raw -26101376.284325 + Penalty 3979.367025 = -26097396.917300 nChanged 5 SP:Iteration 73Q (292.854924 sec): 3 clusters Score: Raw -26101376.309440 + Penalty 3979.367025 = -26097396.942415 nChanged 4 SP:Iteration 74Q (293.183373 sec): 3 clusters Score: Raw -26101376.346308 + Penalty 3979.367025 = -26097396.979283 nChanged 2 SP:Iteration 75Q (293.493309 sec): 3 clusters Score: Raw -26101376.365423 + Penalty 3979.367025 = -26097396.998398 nChanged 2 SP:Iteration 76Q (293.855707 sec): 3 clusters Score: Raw -26101376.386758 + Penalty 3979.367025 = -26097397.019734 nChanged 1 SP:Iteration 77Q (294.191858 sec): 3 clusters Score: Raw -26101376.402584 + Penalty 3979.367025 = -26097397.035559 nChanged 4 SP:Iteration 78Q (294.545880 sec): 3 clusters Score: Raw -26101376.427595 + Penalty 3979.367025 = -26097397.060571 nChanged 0 SP:Iteration 79F (294.919064 sec): 3 clusters Score: Raw -26101376.427595 + Penalty 3979.367025 = -26097397.060571 nChanged 0 Score: Raw -83995884.355836 + Penalty 63341.440610 = -83932542.915225 Splitting cluster 12 changes total score from -83855327.669691 to -83932542.915225 So it's getting split into cluster 29. Trying to split cluster 13 (30541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (307.058126 sec): 2 clusters Score: Raw -3787825.598701 + Penalty 1678.109115 = -3786147.489586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (307.163222 sec): 3 clusters Score: Raw -3768921.239476 + Penalty 3356.218230 = -3765565.021246 nChanged 14158 SP:Iteration 1F (307.264311 sec): 3 clusters Score: Raw -3777144.094851 + Penalty 3356.218230 = -3773787.876621 nChanged 1932 SP:Iteration 2F (307.350478 sec): 3 clusters Score: Raw -3778421.461886 + Penalty 3356.218230 = -3775065.243656 nChanged 2296 SP:Iteration 3F (307.443239 sec): 3 clusters Score: Raw -3780328.531157 + Penalty 3356.218230 = -3776972.312928 nChanged 2606 SP:Iteration 4F (307.510132 sec): 3 clusters Score: Raw -3782726.928947 + Penalty 3356.218230 = -3779370.710717 nChanged 2562 SP:Iteration 5F (307.612417 sec): 3 clusters Score: Raw -3785106.865850 + Penalty 3356.218230 = -3781750.647620 nChanged 2136 SP:Iteration 6F (307.707639 sec): 3 clusters Score: Raw -3786802.224307 + Penalty 3356.218230 = -3783446.006078 nChanged 1626 SP:Iteration 7F (307.806395 sec): 3 clusters Score: Raw -3787921.364701 + Penalty 3356.218230 = -3784565.146471 nChanged 1305 SP:Iteration 8Q (307.909956 sec): 3 clusters Score: Raw -3788790.371330 + Penalty 3356.218230 = -3785434.153100 nChanged 1073 SP:Iteration 9Q (308.002236 sec): 3 clusters Score: Raw -3789498.572156 + Penalty 3356.218230 = -3786142.353926 nChanged 870 SP:Iteration 10Q (308.097994 sec): 3 clusters Score: Raw -3790048.723971 + Penalty 3356.218230 = -3786692.505742 nChanged 723 SP:Iteration 11Q (308.208764 sec): 3 clusters Score: Raw -3790442.438489 + Penalty 3356.218230 = -3787086.220259 nChanged 549 SP:Iteration 12Q (308.301541 sec): 3 clusters Score: Raw -3790699.557315 + Penalty 3356.218230 = -3787343.339085 nChanged 456 SP:Iteration 13Q (308.399096 sec): 3 clusters Score: Raw -3790899.291458 + Penalty 3356.218230 = -3787543.073228 nChanged 383 SP:Iteration 14Q (308.491355 sec): 3 clusters Score: Raw -3791046.886906 + Penalty 3356.218230 = -3787690.668676 nChanged 301 SP:Iteration 15Q (308.557317 sec): 3 clusters Score: Raw -3791155.295360 + Penalty 3356.218230 = -3787799.077130 nChanged 269 SP:Iteration 16Q (308.650915 sec): 3 clusters Score: Raw -3791235.987090 + Penalty 3356.218230 = -3787879.768860 nChanged 227 SP:Iteration 17Q (308.741137 sec): 3 clusters Score: Raw -3791307.008319 + Penalty 3356.218230 = -3787950.790089 nChanged 198 SP:Iteration 18Q (308.832191 sec): 3 clusters Score: Raw -3791359.652178 + Penalty 3356.218230 = -3788003.433948 nChanged 182 SP:Iteration 19Q (308.928044 sec): 3 clusters Score: Raw -3791410.335003 + Penalty 3356.218230 = -3788054.116773 nChanged 193 SP:Iteration 20F (309.016782 sec): 3 clusters Score: Raw -3791474.821792 + Penalty 3356.218230 = -3788118.603563 nChanged 207 SP:Iteration 21Q (309.100526 sec): 3 clusters Score: Raw -3791533.912489 + Penalty 3356.218230 = -3788177.694259 nChanged 170 SP:Iteration 22Q (309.188440 sec): 3 clusters Score: Raw -3791577.944832 + Penalty 3356.218230 = -3788221.726602 nChanged 165 SP:Iteration 23Q (309.273778 sec): 3 clusters Score: Raw -3791620.298748 + Penalty 3356.218230 = -3788264.080518 nChanged 173 SP:Iteration 24Q (309.358265 sec): 3 clusters Score: Raw -3791661.560296 + Penalty 3356.218230 = -3788305.342066 nChanged 153 SP:Iteration 25Q (309.443157 sec): 3 clusters Score: Raw -3791698.091915 + Penalty 3356.218230 = -3788341.873686 nChanged 136 SP:Iteration 26Q (309.533016 sec): 3 clusters Score: Raw -3791728.285959 + Penalty 3356.218230 = -3788372.067729 nChanged 122 SP:Iteration 27Q (309.612430 sec): 3 clusters Score: Raw -3791757.181609 + Penalty 3356.218230 = -3788400.963380 nChanged 108 SP:Iteration 28Q (309.701934 sec): 3 clusters Score: Raw -3791786.597074 + Penalty 3356.218230 = -3788430.378845 nChanged 118 SP:Iteration 29Q (309.790387 sec): 3 clusters Score: Raw -3791821.996932 + Penalty 3356.218230 = -3788465.778702 nChanged 122 SP:Iteration 30Q (309.868468 sec): 3 clusters Score: Raw -3791857.265240 + Penalty 3356.218230 = -3788501.047010 nChanged 108 SP:Iteration 31Q (309.948288 sec): 3 clusters Score: Raw -3791891.515856 + Penalty 3356.218230 = -3788535.297626 nChanged 122 SP:Iteration 32Q (310.049888 sec): 3 clusters Score: Raw -3791928.391092 + Penalty 3356.218230 = -3788572.172862 nChanged 114 SP:Iteration 33Q (310.141602 sec): 3 clusters Score: Raw -3791958.134025 + Penalty 3356.218230 = -3788601.915795 nChanged 95 SP:Iteration 34Q (310.229783 sec): 3 clusters Score: Raw -3791982.079127 + Penalty 3356.218230 = -3788625.860898 nChanged 85 SP:Iteration 35Q (310.325993 sec): 3 clusters Score: Raw -3792003.548861 + Penalty 3356.218230 = -3788647.330631 nChanged 82 SP:Iteration 36Q (310.420392 sec): 3 clusters Score: Raw -3792029.501843 + Penalty 3356.218230 = -3788673.283613 nChanged 82 SP:Iteration 37Q (310.513310 sec): 3 clusters Score: Raw -3792054.141059 + Penalty 3356.218230 = -3788697.922829 nChanged 83 SP:Iteration 38Q (310.600467 sec): 3 clusters Score: Raw -3792080.991687 + Penalty 3356.218230 = -3788724.773457 nChanged 91 SP:Iteration 39Q (310.700546 sec): 3 clusters Score: Raw -3792104.984853 + Penalty 3356.218230 = -3788748.766623 nChanged 59 SP:Iteration 40F (310.798099 sec): 3 clusters Score: Raw -3792115.011442 + Penalty 3356.218230 = -3788758.793212 nChanged 53 SP:Iteration 41Q (310.893223 sec): 3 clusters Score: Raw -3792122.728258 + Penalty 3356.218230 = -3788766.510029 nChanged 43 SP:Iteration 42Q (310.987439 sec): 3 clusters Score: Raw -3792126.831329 + Penalty 3356.218230 = -3788770.613099 nChanged 24 SP:Iteration 43Q (311.076401 sec): 3 clusters Score: Raw -3792128.704641 + Penalty 3356.218230 = -3788772.486412 nChanged 19 SP:Iteration 44Q (311.164141 sec): 3 clusters Score: Raw -3792130.338983 + Penalty 3356.218230 = -3788774.120753 nChanged 15 SP:Iteration 45Q (311.258854 sec): 3 clusters Score: Raw -3792131.083745 + Penalty 3356.218230 = -3788774.865515 nChanged 11 SP:Iteration 46Q (311.361068 sec): 3 clusters Score: Raw -3792131.720846 + Penalty 3356.218230 = -3788775.502616 nChanged 9 SP:Iteration 47Q (311.442726 sec): 3 clusters Score: Raw -3792132.147511 + Penalty 3356.218230 = -3788775.929281 nChanged 5 SP:Iteration 48Q (311.533187 sec): 3 clusters Score: Raw -3792132.370406 + Penalty 3356.218230 = -3788776.152176 nChanged 3 SP:Iteration 49Q (311.635814 sec): 3 clusters Score: Raw -3792132.462470 + Penalty 3356.218230 = -3788776.244240 nChanged 3 SP:Iteration 50Q (311.730521 sec): 3 clusters Score: Raw -3792132.664420 + Penalty 3356.218230 = -3788776.446190 nChanged 4 SP:Iteration 51Q (311.818505 sec): 3 clusters Score: Raw -3792132.829743 + Penalty 3356.218230 = -3788776.611513 nChanged 2 SP:Iteration 52Q (311.912360 sec): 3 clusters Score: Raw -3792132.873419 + Penalty 3356.218230 = -3788776.655190 nChanged 0 SP:Iteration 53F (311.997110 sec): 3 clusters Score: Raw -3792132.873419 + Penalty 3356.218230 = -3788776.655190 nChanged 0 Score: Raw -84000191.630553 + Penalty 65525.628217 = -83934666.002336 Splitting cluster 13 changes total score from -83855327.669691 to -83934666.002336 So it's getting split into cluster 30. Trying to split cluster 14 (24011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (324.463212 sec): 2 clusters Score: Raw -2816073.524093 + Penalty 1639.018442 = -2814434.505651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (324.554122 sec): 3 clusters Score: Raw -2801641.366678 + Penalty 3278.036885 = -2798363.329793 nChanged 10933 SP:Iteration 1F (324.642543 sec): 3 clusters Score: Raw -2808529.621281 + Penalty 3278.036885 = -2805251.584396 nChanged 1833 SP:Iteration 2F (324.727157 sec): 3 clusters Score: Raw -2809726.739989 + Penalty 3278.036885 = -2806448.703104 nChanged 1878 SP:Iteration 3F (324.803587 sec): 3 clusters Score: Raw -2811058.267984 + Penalty 3278.036885 = -2807780.231099 nChanged 1800 SP:Iteration 4F (324.891957 sec): 3 clusters Score: Raw -2812443.689230 + Penalty 3278.036885 = -2809165.652345 nChanged 1614 SP:Iteration 5F (324.973580 sec): 3 clusters Score: Raw -2813901.629572 + Penalty 3278.036885 = -2810623.592687 nChanged 1491 SP:Iteration 6F (325.054540 sec): 3 clusters Score: Raw -2815477.796714 + Penalty 3278.036885 = -2812199.759829 nChanged 1412 SP:Iteration 7F (325.138664 sec): 3 clusters Score: Raw -2817500.806541 + Penalty 3278.036885 = -2814222.769656 nChanged 1437 SP:Iteration 8F (325.203596 sec): 3 clusters Score: Raw -2819907.085253 + Penalty 3278.036885 = -2816629.048369 nChanged 1395 SP:Iteration 9F (325.281103 sec): 3 clusters Score: Raw -2821864.517991 + Penalty 3278.036885 = -2818586.481106 nChanged 1267 SP:Iteration 10F (325.356370 sec): 3 clusters Score: Raw -2823274.015439 + Penalty 3278.036885 = -2819995.978554 nChanged 1053 SP:Iteration 11Q (325.445810 sec): 3 clusters Score: Raw -2824280.101789 + Penalty 3278.036885 = -2821002.064904 nChanged 825 SP:Iteration 12Q (325.523487 sec): 3 clusters Score: Raw -2824883.971377 + Penalty 3278.036885 = -2821605.934493 nChanged 575 SP:Iteration 13Q (325.612635 sec): 3 clusters Score: Raw -2825194.529669 + Penalty 3278.036885 = -2821916.492784 nChanged 477 SP:Iteration 14Q (325.695956 sec): 3 clusters Score: Raw -2825408.267812 + Penalty 3278.036885 = -2822130.230927 nChanged 361 SP:Iteration 15Q (325.775427 sec): 3 clusters Score: Raw -2825537.541065 + Penalty 3278.036885 = -2822259.504180 nChanged 289 SP:Iteration 16Q (325.849174 sec): 3 clusters Score: Raw -2825628.616884 + Penalty 3278.036885 = -2822350.579999 nChanged 259 SP:Iteration 17Q (325.933532 sec): 3 clusters Score: Raw -2825704.393007 + Penalty 3278.036885 = -2822426.356122 nChanged 211 SP:Iteration 18Q (325.997221 sec): 3 clusters Score: Raw -2825747.957567 + Penalty 3278.036885 = -2822469.920682 nChanged 166 SP:Iteration 19Q (326.076105 sec): 3 clusters Score: Raw -2825775.174429 + Penalty 3278.036885 = -2822497.137544 nChanged 118 SP:Iteration 20F (326.164643 sec): 3 clusters Score: Raw -2825790.326991 + Penalty 3278.036885 = -2822512.290106 nChanged 82 SP:Iteration 21Q (326.232132 sec): 3 clusters Score: Raw -2825799.905786 + Penalty 3278.036885 = -2822521.868901 nChanged 70 SP:Iteration 22Q (326.303501 sec): 3 clusters Score: Raw -2825808.531288 + Penalty 3278.036885 = -2822530.494403 nChanged 52 SP:Iteration 23Q (326.386641 sec): 3 clusters Score: Raw -2825813.576641 + Penalty 3278.036885 = -2822535.539756 nChanged 45 SP:Iteration 24Q (326.459410 sec): 3 clusters Score: Raw -2825817.629531 + Penalty 3278.036885 = -2822539.592646 nChanged 44 SP:Iteration 25Q (326.543574 sec): 3 clusters Score: Raw -2825821.691452 + Penalty 3278.036885 = -2822543.654567 nChanged 36 SP:Iteration 26Q (326.624859 sec): 3 clusters Score: Raw -2825824.351877 + Penalty 3278.036885 = -2822546.314993 nChanged 29 SP:Iteration 27Q (326.712874 sec): 3 clusters Score: Raw -2825826.274686 + Penalty 3278.036885 = -2822548.237801 nChanged 23 SP:Iteration 28Q (326.787516 sec): 3 clusters Score: Raw -2825827.887342 + Penalty 3278.036885 = -2822549.850457 nChanged 16 SP:Iteration 29Q (326.883053 sec): 3 clusters Score: Raw -2825828.856122 + Penalty 3278.036885 = -2822550.819237 nChanged 14 SP:Iteration 30Q (326.964197 sec): 3 clusters Score: Raw -2825829.484625 + Penalty 3278.036885 = -2822551.447740 nChanged 12 SP:Iteration 31Q (327.033738 sec): 3 clusters Score: Raw -2825829.872641 + Penalty 3278.036885 = -2822551.835756 nChanged 6 SP:Iteration 32Q (327.128304 sec): 3 clusters Score: Raw -2825830.144201 + Penalty 3278.036885 = -2822552.107317 nChanged 9 SP:Iteration 33Q (327.213808 sec): 3 clusters Score: Raw -2825830.646085 + Penalty 3278.036885 = -2822552.609200 nChanged 7 SP:Iteration 34Q (327.287706 sec): 3 clusters Score: Raw -2825830.916233 + Penalty 3278.036885 = -2822552.879348 nChanged 4 SP:Iteration 35Q (327.366365 sec): 3 clusters Score: Raw -2825831.076178 + Penalty 3278.036885 = -2822553.039294 nChanged 6 SP:Iteration 36Q (327.449131 sec): 3 clusters Score: Raw -2825831.264687 + Penalty 3278.036885 = -2822553.227802 nChanged 2 SP:Iteration 37Q (327.542267 sec): 3 clusters Score: Raw -2825831.297788 + Penalty 3278.036885 = -2822553.260903 nChanged 1 SP:Iteration 38Q (327.628184 sec): 3 clusters Score: Raw -2825831.344199 + Penalty 3278.036885 = -2822553.307314 nChanged 0 SP:Iteration 39F (327.712670 sec): 3 clusters Score: Raw -2825831.344199 + Penalty 3278.036885 = -2822553.307314 nChanged 0 Score: Raw -84009949.450660 + Penalty 67709.815825 = -83942239.634835 Splitting cluster 14 changes total score from -83855327.669691 to -83942239.634835 So it's getting split into cluster 31. Trying to split cluster 15 (30576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.730553 sec): 2 clusters Score: Raw -3825304.620708 + Penalty 1678.295233 = -3823626.325475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.828589 sec): 3 clusters Score: Raw -3806389.498554 + Penalty 3356.590467 = -3803032.908087 nChanged 14167 SP:Iteration 1F (340.928518 sec): 3 clusters Score: Raw -3815114.695271 + Penalty 3356.590467 = -3811758.104805 nChanged 2193 SP:Iteration 2F (341.026672 sec): 3 clusters Score: Raw -3816990.219105 + Penalty 3356.590467 = -3813633.628639 nChanged 2485 SP:Iteration 3F (341.122450 sec): 3 clusters Score: Raw -3819283.295417 + Penalty 3356.590467 = -3815926.704950 nChanged 2484 SP:Iteration 4F (341.210929 sec): 3 clusters Score: Raw -3821302.094718 + Penalty 3356.590467 = -3817945.504252 nChanged 2018 SP:Iteration 5F (341.309668 sec): 3 clusters Score: Raw -3822655.010574 + Penalty 3356.590467 = -3819298.420107 nChanged 1549 SP:Iteration 6F (341.393553 sec): 3 clusters Score: Raw -3823526.945544 + Penalty 3356.590467 = -3820170.355078 nChanged 1158 SP:Iteration 7Q (341.495862 sec): 3 clusters Score: Raw -3824068.168672 + Penalty 3356.590467 = -3820711.578205 nChanged 881 SP:Iteration 8Q (341.595677 sec): 3 clusters Score: Raw -3824449.841205 + Penalty 3356.590467 = -3821093.250739 nChanged 734 SP:Iteration 9Q (341.698885 sec): 3 clusters Score: Raw -3824738.223065 + Penalty 3356.590467 = -3821381.632598 nChanged 643 SP:Iteration 10Q (341.798760 sec): 3 clusters Score: Raw -3825007.815677 + Penalty 3356.590467 = -3821651.225210 nChanged 607 SP:Iteration 11Q (341.881470 sec): 3 clusters Score: Raw -3825244.690461 + Penalty 3356.590467 = -3821888.099994 nChanged 517 SP:Iteration 12Q (341.978453 sec): 3 clusters Score: Raw -3825423.078678 + Penalty 3356.590467 = -3822066.488211 nChanged 450 SP:Iteration 13Q (342.064766 sec): 3 clusters Score: Raw -3825570.104981 + Penalty 3356.590467 = -3822213.514515 nChanged 411 SP:Iteration 14Q (342.148495 sec): 3 clusters Score: Raw -3825692.825173 + Penalty 3356.590467 = -3822336.234707 nChanged 354 SP:Iteration 15Q (342.234206 sec): 3 clusters Score: Raw -3825785.661292 + Penalty 3356.590467 = -3822429.070825 nChanged 298 SP:Iteration 16Q (342.315748 sec): 3 clusters Score: Raw -3825860.971420 + Penalty 3356.590467 = -3822504.380953 nChanged 284 SP:Iteration 17Q (342.406635 sec): 3 clusters Score: Raw -3825928.645738 + Penalty 3356.590467 = -3822572.055271 nChanged 279 SP:Iteration 18Q (342.491566 sec): 3 clusters Score: Raw -3825984.471787 + Penalty 3356.590467 = -3822627.881320 nChanged 239 SP:Iteration 19Q (342.566466 sec): 3 clusters Score: Raw -3826035.332568 + Penalty 3356.590467 = -3822678.742102 nChanged 230 SP:Iteration 20F (342.659720 sec): 3 clusters Score: Raw -3826086.700855 + Penalty 3356.590467 = -3822730.110389 nChanged 237 SP:Iteration 21Q (342.749607 sec): 3 clusters Score: Raw -3826139.715796 + Penalty 3356.590467 = -3822783.125329 nChanged 245 SP:Iteration 22Q (342.837808 sec): 3 clusters Score: Raw -3826190.273996 + Penalty 3356.590467 = -3822833.683530 nChanged 239 SP:Iteration 23Q (342.922306 sec): 3 clusters Score: Raw -3826239.626376 + Penalty 3356.590467 = -3822883.035910 nChanged 257 SP:Iteration 24Q (343.011461 sec): 3 clusters Score: Raw -3826291.634932 + Penalty 3356.590467 = -3822935.044465 nChanged 229 SP:Iteration 25Q (343.098788 sec): 3 clusters Score: Raw -3826337.750181 + Penalty 3356.590467 = -3822981.159714 nChanged 233 SP:Iteration 26Q (343.185887 sec): 3 clusters Score: Raw -3826389.978845 + Penalty 3356.590467 = -3823033.388378 nChanged 260 SP:Iteration 27Q (343.270489 sec): 3 clusters Score: Raw -3826451.157676 + Penalty 3356.590467 = -3823094.567209 nChanged 267 SP:Iteration 28Q (343.359556 sec): 3 clusters Score: Raw -3826505.169096 + Penalty 3356.590467 = -3823148.578629 nChanged 260 SP:Iteration 29Q (343.447351 sec): 3 clusters Score: Raw -3826561.468732 + Penalty 3356.590467 = -3823204.878266 nChanged 287 SP:Iteration 30Q (343.536219 sec): 3 clusters Score: Raw -3826630.107515 + Penalty 3356.590467 = -3823273.517048 nChanged 317 SP:Iteration 31Q (343.640192 sec): 3 clusters Score: Raw -3826717.274547 + Penalty 3356.590467 = -3823360.684080 nChanged 334 SP:Iteration 32Q (343.737106 sec): 3 clusters Score: Raw -3826804.138379 + Penalty 3356.590467 = -3823447.547912 nChanged 327 SP:Iteration 33Q (343.837945 sec): 3 clusters Score: Raw -3826889.342023 + Penalty 3356.590467 = -3823532.751556 nChanged 348 SP:Iteration 34Q (343.936609 sec): 3 clusters Score: Raw -3826983.167215 + Penalty 3356.590467 = -3823626.576749 nChanged 373 SP:Iteration 35Q (344.033542 sec): 3 clusters Score: Raw -3827085.158670 + Penalty 3356.590467 = -3823728.568203 nChanged 361 SP:Iteration 36Q (344.132492 sec): 3 clusters Score: Raw -3827186.210862 + Penalty 3356.590467 = -3823829.620395 nChanged 387 SP:Iteration 37Q (344.231057 sec): 3 clusters Score: Raw -3827298.000766 + Penalty 3356.590467 = -3823941.410299 nChanged 421 SP:Iteration 38Q (344.328144 sec): 3 clusters Score: Raw -3827429.359135 + Penalty 3356.590467 = -3824072.768669 nChanged 458 SP:Iteration 39Q (344.424293 sec): 3 clusters Score: Raw -3827583.907184 + Penalty 3356.590467 = -3824227.316717 nChanged 477 SP:Iteration 40F (344.523416 sec): 3 clusters Score: Raw -3827755.142040 + Penalty 3356.590467 = -3824398.551573 nChanged 490 SP:Iteration 41Q (344.619965 sec): 3 clusters Score: Raw -3827937.818003 + Penalty 3356.590467 = -3824581.227536 nChanged 493 SP:Iteration 42Q (344.716507 sec): 3 clusters Score: Raw -3828123.741909 + Penalty 3356.590467 = -3824767.151442 nChanged 518 SP:Iteration 43Q (344.812552 sec): 3 clusters Score: Raw -3828319.980183 + Penalty 3356.590467 = -3824963.389716 nChanged 504 SP:Iteration 44Q (344.908657 sec): 3 clusters Score: Raw -3828504.854214 + Penalty 3356.590467 = -3825148.263748 nChanged 514 SP:Iteration 45Q (345.003293 sec): 3 clusters Score: Raw -3828695.945179 + Penalty 3356.590467 = -3825339.354713 nChanged 491 SP:Iteration 46Q (345.101506 sec): 3 clusters Score: Raw -3828875.007178 + Penalty 3356.590467 = -3825518.416711 nChanged 474 SP:Iteration 47Q (345.203220 sec): 3 clusters Score: Raw -3829034.512594 + Penalty 3356.590467 = -3825677.922127 nChanged 425 SP:Iteration 48Q (345.301734 sec): 3 clusters Score: Raw -3829164.365295 + Penalty 3356.590467 = -3825807.774829 nChanged 406 SP:Iteration 49Q (345.400412 sec): 3 clusters Score: Raw -3829292.505823 + Penalty 3356.590467 = -3825935.915357 nChanged 368 SP:Iteration 50Q (345.497917 sec): 3 clusters Score: Raw -3829402.973149 + Penalty 3356.590467 = -3826046.382682 nChanged 369 SP:Iteration 51Q (345.593369 sec): 3 clusters Score: Raw -3829511.393779 + Penalty 3356.590467 = -3826154.803313 nChanged 329 SP:Iteration 52Q (345.691487 sec): 3 clusters Score: Raw -3829599.094103 + Penalty 3356.590467 = -3826242.503637 nChanged 294 SP:Iteration 53Q (345.789480 sec): 3 clusters Score: Raw -3829674.252071 + Penalty 3356.590467 = -3826317.661605 nChanged 289 SP:Iteration 54Q (345.886951 sec): 3 clusters Score: Raw -3829751.684868 + Penalty 3356.590467 = -3826395.094402 nChanged 264 SP:Iteration 55Q (345.980967 sec): 3 clusters Score: Raw -3829816.376377 + Penalty 3356.590467 = -3826459.785910 nChanged 224 SP:Iteration 56Q (346.065915 sec): 3 clusters Score: Raw -3829870.263176 + Penalty 3356.590467 = -3826513.672709 nChanged 231 SP:Iteration 57Q (346.167066 sec): 3 clusters Score: Raw -3829921.323758 + Penalty 3356.590467 = -3826564.733291 nChanged 207 SP:Iteration 58Q (346.263188 sec): 3 clusters Score: Raw -3829971.726589 + Penalty 3356.590467 = -3826615.136123 nChanged 212 SP:Iteration 59Q (346.358703 sec): 3 clusters Score: Raw -3830018.710977 + Penalty 3356.590467 = -3826662.120511 nChanged 182 SP:Iteration 60F (346.459478 sec): 3 clusters Score: Raw -3830068.208401 + Penalty 3356.590467 = -3826711.617935 nChanged 169 SP:Iteration 61Q (346.556569 sec): 3 clusters Score: Raw -3830102.642337 + Penalty 3356.590467 = -3826746.051870 nChanged 152 SP:Iteration 62Q (346.653664 sec): 3 clusters Score: Raw -3830135.077382 + Penalty 3356.590467 = -3826778.486915 nChanged 158 SP:Iteration 63Q (346.741668 sec): 3 clusters Score: Raw -3830173.963200 + Penalty 3356.590467 = -3826817.372733 nChanged 166 SP:Iteration 64Q (346.827941 sec): 3 clusters Score: Raw -3830210.261920 + Penalty 3356.590467 = -3826853.671453 nChanged 140 SP:Iteration 65Q (346.919080 sec): 3 clusters Score: Raw -3830235.461422 + Penalty 3356.590467 = -3826878.870955 nChanged 118 SP:Iteration 66Q (347.009846 sec): 3 clusters Score: Raw -3830255.206945 + Penalty 3356.590467 = -3826898.616478 nChanged 112 SP:Iteration 67Q (347.099952 sec): 3 clusters Score: Raw -3830273.870682 + Penalty 3356.590467 = -3826917.280215 nChanged 114 SP:Iteration 68Q (347.189592 sec): 3 clusters Score: Raw -3830295.305795 + Penalty 3356.590467 = -3826938.715328 nChanged 122 SP:Iteration 69Q (347.279324 sec): 3 clusters Score: Raw -3830321.675184 + Penalty 3356.590467 = -3826965.084718 nChanged 123 SP:Iteration 70Q (347.367544 sec): 3 clusters Score: Raw -3830347.220394 + Penalty 3356.590467 = -3826990.629928 nChanged 103 SP:Iteration 71Q (347.468057 sec): 3 clusters Score: Raw -3830367.143959 + Penalty 3356.590467 = -3827010.553492 nChanged 105 SP:Iteration 72Q (347.530819 sec): 3 clusters Score: Raw -3830389.005340 + Penalty 3356.590467 = -3827032.414873 nChanged 97 SP:Iteration 73Q (347.613250 sec): 3 clusters Score: Raw -3830409.427769 + Penalty 3356.590467 = -3827052.837302 nChanged 83 SP:Iteration 74Q (347.699601 sec): 3 clusters Score: Raw -3830426.057609 + Penalty 3356.590467 = -3827069.467143 nChanged 78 SP:Iteration 75Q (347.780793 sec): 3 clusters Score: Raw -3830438.644574 + Penalty 3356.590467 = -3827082.054107 nChanged 60 SP:Iteration 76Q (347.867017 sec): 3 clusters Score: Raw -3830446.498616 + Penalty 3356.590467 = -3827089.908149 nChanged 62 SP:Iteration 77Q (347.953196 sec): 3 clusters Score: Raw -3830456.709020 + Penalty 3356.590467 = -3827100.118553 nChanged 59 SP:Iteration 78Q (348.037480 sec): 3 clusters Score: Raw -3830466.254014 + Penalty 3356.590467 = -3827109.663548 nChanged 66 SP:Iteration 79Q (348.119585 sec): 3 clusters Score: Raw -3830480.004532 + Penalty 3356.590467 = -3827123.414065 nChanged 71 SP:Iteration 80F (348.212406 sec): 3 clusters Score: Raw -3830495.269943 + Penalty 3356.590467 = -3827138.679477 nChanged 61 SP:Iteration 81Q (348.291617 sec): 3 clusters Score: Raw -3830508.641786 + Penalty 3356.590467 = -3827152.051320 nChanged 76 SP:Iteration 82Q (348.383138 sec): 3 clusters Score: Raw -3830522.824566 + Penalty 3356.590467 = -3827166.234099 nChanged 55 SP:Iteration 83Q (348.479911 sec): 3 clusters Score: Raw -3830529.981425 + Penalty 3356.590467 = -3827173.390958 nChanged 41 SP:Iteration 84Q (348.575219 sec): 3 clusters Score: Raw -3830534.406378 + Penalty 3356.590467 = -3827177.815912 nChanged 31 SP:Iteration 85Q (348.669720 sec): 3 clusters Score: Raw -3830537.242743 + Penalty 3356.590467 = -3827180.652277 nChanged 27 SP:Iteration 86Q (348.751458 sec): 3 clusters Score: Raw -3830539.957125 + Penalty 3356.590467 = -3827183.366659 nChanged 22 SP:Iteration 87Q (348.851774 sec): 3 clusters Score: Raw -3830542.602141 + Penalty 3356.590467 = -3827186.011674 nChanged 25 SP:Iteration 88Q (348.945159 sec): 3 clusters Score: Raw -3830545.941862 + Penalty 3356.590467 = -3827189.351396 nChanged 28 SP:Iteration 89Q (349.043177 sec): 3 clusters Score: Raw -3830549.842638 + Penalty 3356.590467 = -3827193.252171 nChanged 26 SP:Iteration 90Q (349.140774 sec): 3 clusters Score: Raw -3830553.334944 + Penalty 3356.590467 = -3827196.744478 nChanged 27 SP:Iteration 91Q (349.231009 sec): 3 clusters Score: Raw -3830557.153717 + Penalty 3356.590467 = -3827200.563250 nChanged 25 SP:Iteration 92Q (349.320730 sec): 3 clusters Score: Raw -3830559.573631 + Penalty 3356.590467 = -3827202.983165 nChanged 23 SP:Iteration 93Q (349.407078 sec): 3 clusters Score: Raw -3830561.636873 + Penalty 3356.590467 = -3827205.046407 nChanged 14 SP:Iteration 94Q (349.506001 sec): 3 clusters Score: Raw -3830562.599779 + Penalty 3356.590467 = -3827206.009312 nChanged 10 SP:Iteration 95Q (349.595461 sec): 3 clusters Score: Raw -3830563.112402 + Penalty 3356.590467 = -3827206.521935 nChanged 4 SP:Iteration 96Q (349.685111 sec): 3 clusters Score: Raw -3830563.355303 + Penalty 3356.590467 = -3827206.764836 nChanged 6 SP:Iteration 97Q (349.782955 sec): 3 clusters Score: Raw -3830563.935474 + Penalty 3356.590467 = -3827207.345008 nChanged 5 SP:Iteration 98Q (349.876739 sec): 3 clusters Score: Raw -3830564.253245 + Penalty 3356.590467 = -3827207.662779 nChanged 3 SP:Iteration 99Q (349.972884 sec): 3 clusters Score: Raw -3830564.467805 + Penalty 3356.590467 = -3827207.877338 nChanged 6 SP:Iteration 100F (350.069965 sec): 3 clusters Score: Raw -3830564.858607 + Penalty 3356.590467 = -3827208.268141 nChanged 7 SP:Iteration 101Q (350.166631 sec): 3 clusters Score: Raw -3830565.470547 + Penalty 3356.590467 = -3827208.880081 nChanged 7 SP:Iteration 102Q (350.250031 sec): 3 clusters Score: Raw -3830565.928910 + Penalty 3356.590467 = -3827209.338444 nChanged 3 SP:Iteration 103Q (350.353482 sec): 3 clusters Score: Raw -3830566.072737 + Penalty 3356.590467 = -3827209.482270 nChanged 5 SP:Iteration 104Q (350.444041 sec): 3 clusters Score: Raw -3830566.411528 + Penalty 3356.590467 = -3827209.821062 nChanged 4 SP:Iteration 105Q (350.520716 sec): 3 clusters Score: Raw -3830566.590126 + Penalty 3356.590467 = -3827209.999659 nChanged 4 SP:Iteration 106Q (350.615243 sec): 3 clusters Score: Raw -3830566.743318 + Penalty 3356.590467 = -3827210.152851 nChanged 4 SP:Iteration 107Q (350.704636 sec): 3 clusters Score: Raw -3830567.004783 + Penalty 3356.590467 = -3827210.414317 nChanged 2 SP:Iteration 108Q (350.787970 sec): 3 clusters Score: Raw -3830567.104879 + Penalty 3356.590467 = -3827210.514413 nChanged 8 SP:Iteration 109Q (350.878233 sec): 3 clusters Score: Raw -3830567.529114 + Penalty 3356.590467 = -3827210.938647 nChanged 6 SP:Iteration 110Q (350.968497 sec): 3 clusters Score: Raw -3830567.714790 + Penalty 3356.590467 = -3827211.124323 nChanged 2 SP:Iteration 111Q (351.052205 sec): 3 clusters Score: Raw -3830567.736665 + Penalty 3356.590467 = -3827211.146199 nChanged 0 SP:Iteration 112F (351.146645 sec): 3 clusters Score: Raw -3830567.736665 + Penalty 3356.590467 = -3827211.146199 nChanged 0 Score: Raw -84015212.566617 + Penalty 69894.003432 = -83945318.563186 Splitting cluster 15 changes total score from -83855327.669691 to -83945318.563186 So it's getting split into cluster 32. Trying to split cluster 16 (27026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (364.621453 sec): 2 clusters Score: Raw -3472841.629888 + Penalty 1658.240130 = -3471183.389758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (364.713223 sec): 3 clusters Score: Raw -3456354.451325 + Penalty 3316.480259 = -3453037.971066 nChanged 12452 SP:Iteration 1F (364.808256 sec): 3 clusters Score: Raw -3463143.214625 + Penalty 3316.480259 = -3459826.734366 nChanged 1302 SP:Iteration 2Q (364.904872 sec): 3 clusters Score: Raw -3463576.917456 + Penalty 3316.480259 = -3460260.437196 nChanged 1185 SP:Iteration 3Q (364.992069 sec): 3 clusters Score: Raw -3464052.737618 + Penalty 3316.480259 = -3460736.257358 nChanged 1276 SP:Iteration 4Q (365.082996 sec): 3 clusters Score: Raw -3464635.805876 + Penalty 3316.480259 = -3461319.325616 nChanged 1436 SP:Iteration 5F (365.166946 sec): 3 clusters Score: Raw -3465394.433241 + Penalty 3316.480259 = -3462077.952982 nChanged 1671 SP:Iteration 6F (365.254274 sec): 3 clusters Score: Raw -3466461.105902 + Penalty 3316.480259 = -3463144.625643 nChanged 1925 SP:Iteration 7F (365.337102 sec): 3 clusters Score: Raw -3467871.342070 + Penalty 3316.480259 = -3464554.861810 nChanged 1934 SP:Iteration 8F (365.416396 sec): 3 clusters Score: Raw -3469382.278156 + Penalty 3316.480259 = -3466065.797897 nChanged 1811 SP:Iteration 9F (365.500377 sec): 3 clusters Score: Raw -3470774.455122 + Penalty 3316.480259 = -3467457.974862 nChanged 1459 SP:Iteration 10F (365.577721 sec): 3 clusters Score: Raw -3471746.444891 + Penalty 3316.480259 = -3468429.964632 nChanged 1114 SP:Iteration 11Q (365.651553 sec): 3 clusters Score: Raw -3472409.435171 + Penalty 3316.480259 = -3469092.954911 nChanged 860 SP:Iteration 12Q (365.743541 sec): 3 clusters Score: Raw -3472962.712633 + Penalty 3316.480259 = -3469646.232373 nChanged 755 SP:Iteration 13Q (365.826483 sec): 3 clusters Score: Raw -3473469.114466 + Penalty 3316.480259 = -3470152.634206 nChanged 658 SP:Iteration 14Q (365.915552 sec): 3 clusters Score: Raw -3473850.325098 + Penalty 3316.480259 = -3470533.844839 nChanged 502 SP:Iteration 15Q (366.004004 sec): 3 clusters Score: Raw -3474047.964100 + Penalty 3316.480259 = -3470731.483841 nChanged 366 SP:Iteration 16Q (366.089213 sec): 3 clusters Score: Raw -3474168.375282 + Penalty 3316.480259 = -3470851.895022 nChanged 308 SP:Iteration 17Q (366.178377 sec): 3 clusters Score: Raw -3474255.216334 + Penalty 3316.480259 = -3470938.736074 nChanged 232 SP:Iteration 18Q (366.260014 sec): 3 clusters Score: Raw -3474303.667944 + Penalty 3316.480259 = -3470987.187685 nChanged 182 SP:Iteration 19Q (366.347003 sec): 3 clusters Score: Raw -3474334.270376 + Penalty 3316.480259 = -3471017.790116 nChanged 131 SP:Iteration 20F (366.434500 sec): 3 clusters Score: Raw -3474353.730915 + Penalty 3316.480259 = -3471037.250656 nChanged 108 SP:Iteration 21Q (366.539536 sec): 3 clusters Score: Raw -3474368.356999 + Penalty 3316.480259 = -3471051.876740 nChanged 90 SP:Iteration 22Q (366.637632 sec): 3 clusters Score: Raw -3474381.138987 + Penalty 3316.480259 = -3471064.658727 nChanged 74 SP:Iteration 23Q (366.724812 sec): 3 clusters Score: Raw -3474392.850308 + Penalty 3316.480259 = -3471076.370049 nChanged 65 SP:Iteration 24Q (366.826554 sec): 3 clusters Score: Raw -3474403.248232 + Penalty 3316.480259 = -3471086.767972 nChanged 63 SP:Iteration 25Q (366.908667 sec): 3 clusters Score: Raw -3474413.195995 + Penalty 3316.480259 = -3471096.715736 nChanged 74 SP:Iteration 26Q (367.013094 sec): 3 clusters Score: Raw -3474424.922122 + Penalty 3316.480259 = -3471108.441862 nChanged 65 SP:Iteration 27Q (367.099491 sec): 3 clusters Score: Raw -3474431.935518 + Penalty 3316.480259 = -3471115.455258 nChanged 54 SP:Iteration 28Q (367.205248 sec): 3 clusters Score: Raw -3474438.104257 + Penalty 3316.480259 = -3471121.623998 nChanged 55 SP:Iteration 29Q (367.285873 sec): 3 clusters Score: Raw -3474446.391376 + Penalty 3316.480259 = -3471129.911116 nChanged 48 SP:Iteration 30Q (367.389640 sec): 3 clusters Score: Raw -3474452.325778 + Penalty 3316.480259 = -3471135.845519 nChanged 30 SP:Iteration 31Q (367.484589 sec): 3 clusters Score: Raw -3474454.332653 + Penalty 3316.480259 = -3471137.852393 nChanged 22 SP:Iteration 32Q (367.579765 sec): 3 clusters Score: Raw -3474456.020289 + Penalty 3316.480259 = -3471139.540030 nChanged 15 SP:Iteration 33Q (367.663878 sec): 3 clusters Score: Raw -3474457.113451 + Penalty 3316.480259 = -3471140.633192 nChanged 15 SP:Iteration 34Q (367.764775 sec): 3 clusters Score: Raw -3474458.969226 + Penalty 3316.480259 = -3471142.488966 nChanged 26 SP:Iteration 35Q (367.862215 sec): 3 clusters Score: Raw -3474462.978799 + Penalty 3316.480259 = -3471146.498540 nChanged 31 SP:Iteration 36Q (367.950876 sec): 3 clusters Score: Raw -3474467.876077 + Penalty 3316.480259 = -3471151.395818 nChanged 31 SP:Iteration 37Q (368.047732 sec): 3 clusters Score: Raw -3474471.697636 + Penalty 3316.480259 = -3471155.217377 nChanged 22 SP:Iteration 38Q (368.145845 sec): 3 clusters Score: Raw -3474474.348004 + Penalty 3316.480259 = -3471157.867745 nChanged 26 SP:Iteration 39Q (368.237480 sec): 3 clusters Score: Raw -3474478.512963 + Penalty 3316.480259 = -3471162.032703 nChanged 38 SP:Iteration 40F (368.315236 sec): 3 clusters Score: Raw -3474485.662367 + Penalty 3316.480259 = -3471169.182108 nChanged 41 SP:Iteration 41Q (368.411401 sec): 3 clusters Score: Raw -3474491.473930 + Penalty 3316.480259 = -3471174.993671 nChanged 35 SP:Iteration 42Q (368.497796 sec): 3 clusters Score: Raw -3474496.297898 + Penalty 3316.480259 = -3471179.817639 nChanged 32 SP:Iteration 43Q (368.579654 sec): 3 clusters Score: Raw -3474500.342992 + Penalty 3316.480259 = -3471183.862732 nChanged 29 SP:Iteration 44Q (368.665024 sec): 3 clusters Score: Raw -3474503.966446 + Penalty 3316.480259 = -3471187.486186 nChanged 34 SP:Iteration 45Q (368.752247 sec): 3 clusters Score: Raw -3474509.034356 + Penalty 3316.480259 = -3471192.554097 nChanged 40 SP:Iteration 46Q (368.844393 sec): 3 clusters Score: Raw -3474514.697845 + Penalty 3316.480259 = -3471198.217585 nChanged 41 SP:Iteration 47Q (368.926565 sec): 3 clusters Score: Raw -3474519.933818 + Penalty 3316.480259 = -3471203.453558 nChanged 30 SP:Iteration 48Q (369.013051 sec): 3 clusters Score: Raw -3474522.982797 + Penalty 3316.480259 = -3471206.502537 nChanged 29 SP:Iteration 49Q (369.094105 sec): 3 clusters Score: Raw -3474526.114893 + Penalty 3316.480259 = -3471209.634633 nChanged 25 SP:Iteration 50Q (369.179219 sec): 3 clusters Score: Raw -3474529.068529 + Penalty 3316.480259 = -3471212.588270 nChanged 34 SP:Iteration 51Q (369.274166 sec): 3 clusters Score: Raw -3474533.086554 + Penalty 3316.480259 = -3471216.606295 nChanged 30 SP:Iteration 52Q (369.363826 sec): 3 clusters Score: Raw -3474536.880774 + Penalty 3316.480259 = -3471220.400515 nChanged 28 SP:Iteration 53Q (369.452120 sec): 3 clusters Score: Raw -3474540.247268 + Penalty 3316.480259 = -3471223.767008 nChanged 27 SP:Iteration 54Q (369.536420 sec): 3 clusters Score: Raw -3474543.943200 + Penalty 3316.480259 = -3471227.462940 nChanged 30 SP:Iteration 55Q (369.623805 sec): 3 clusters Score: Raw -3474548.593748 + Penalty 3316.480259 = -3471232.113489 nChanged 23 SP:Iteration 56Q (369.706458 sec): 3 clusters Score: Raw -3474551.678778 + Penalty 3316.480259 = -3471235.198518 nChanged 19 SP:Iteration 57Q (369.793069 sec): 3 clusters Score: Raw -3474554.319204 + Penalty 3316.480259 = -3471237.838945 nChanged 24 SP:Iteration 58Q (369.876467 sec): 3 clusters Score: Raw -3474556.850023 + Penalty 3316.480259 = -3471240.369764 nChanged 25 SP:Iteration 59Q (369.963195 sec): 3 clusters Score: Raw -3474559.627594 + Penalty 3316.480259 = -3471243.147335 nChanged 19 SP:Iteration 60F (370.055249 sec): 3 clusters Score: Raw -3474561.263040 + Penalty 3316.480259 = -3471244.782780 nChanged 18 SP:Iteration 61Q (370.149049 sec): 3 clusters Score: Raw -3474562.660772 + Penalty 3316.480259 = -3471246.180513 nChanged 19 SP:Iteration 62Q (370.231954 sec): 3 clusters Score: Raw -3474564.516279 + Penalty 3316.480259 = -3471248.036019 nChanged 17 SP:Iteration 63Q (370.328749 sec): 3 clusters Score: Raw -3474566.984521 + Penalty 3316.480259 = -3471250.504261 nChanged 16 SP:Iteration 64Q (370.419286 sec): 3 clusters Score: Raw -3474568.874993 + Penalty 3316.480259 = -3471252.394734 nChanged 17 SP:Iteration 65Q (370.514147 sec): 3 clusters Score: Raw -3474570.638675 + Penalty 3316.480259 = -3471254.158416 nChanged 14 SP:Iteration 66Q (370.605234 sec): 3 clusters Score: Raw -3474571.812874 + Penalty 3316.480259 = -3471255.332614 nChanged 13 SP:Iteration 67Q (370.699067 sec): 3 clusters Score: Raw -3474572.819307 + Penalty 3316.480259 = -3471256.339047 nChanged 9 SP:Iteration 68Q (370.793956 sec): 3 clusters Score: Raw -3474573.693049 + Penalty 3316.480259 = -3471257.212790 nChanged 7 SP:Iteration 69Q (370.885853 sec): 3 clusters Score: Raw -3474574.401154 + Penalty 3316.480259 = -3471257.920894 nChanged 10 SP:Iteration 70Q (370.979162 sec): 3 clusters Score: Raw -3474575.372205 + Penalty 3316.480259 = -3471258.891946 nChanged 10 SP:Iteration 71Q (371.056171 sec): 3 clusters Score: Raw -3474576.816597 + Penalty 3316.480259 = -3471260.336337 nChanged 14 SP:Iteration 72Q (371.140006 sec): 3 clusters Score: Raw -3474578.584835 + Penalty 3316.480259 = -3471262.104576 nChanged 11 SP:Iteration 73Q (371.225786 sec): 3 clusters Score: Raw -3474580.600967 + Penalty 3316.480259 = -3471264.120708 nChanged 14 SP:Iteration 74Q (371.313365 sec): 3 clusters Score: Raw -3474582.322518 + Penalty 3316.480259 = -3471265.842259 nChanged 16 SP:Iteration 75Q (371.408680 sec): 3 clusters Score: Raw -3474584.207301 + Penalty 3316.480259 = -3471267.727041 nChanged 16 SP:Iteration 76Q (371.499282 sec): 3 clusters Score: Raw -3474585.594718 + Penalty 3316.480259 = -3471269.114458 nChanged 12 SP:Iteration 77Q (371.589986 sec): 3 clusters Score: Raw -3474586.579223 + Penalty 3316.480259 = -3471270.098963 nChanged 11 SP:Iteration 78Q (371.682514 sec): 3 clusters Score: Raw -3474587.553637 + Penalty 3316.480259 = -3471271.073377 nChanged 15 SP:Iteration 79Q (371.771620 sec): 3 clusters Score: Raw -3474589.507596 + Penalty 3316.480259 = -3471273.027337 nChanged 13 SP:Iteration 80F (371.851721 sec): 3 clusters Score: Raw -3474590.933685 + Penalty 3316.480259 = -3471274.453426 nChanged 16 SP:Iteration 81Q (371.951560 sec): 3 clusters Score: Raw -3474593.037150 + Penalty 3316.480259 = -3471276.556890 nChanged 20 SP:Iteration 82Q (372.026744 sec): 3 clusters Score: Raw -3474595.125584 + Penalty 3316.480259 = -3471278.645324 nChanged 15 SP:Iteration 83Q (372.121719 sec): 3 clusters Score: Raw -3474596.566526 + Penalty 3316.480259 = -3471280.086267 nChanged 12 SP:Iteration 84Q (372.205547 sec): 3 clusters Score: Raw -3474598.325460 + Penalty 3316.480259 = -3471281.845200 nChanged 13 SP:Iteration 85Q (372.301431 sec): 3 clusters Score: Raw -3474599.535693 + Penalty 3316.480259 = -3471283.055434 nChanged 10 SP:Iteration 86Q (372.388957 sec): 3 clusters Score: Raw -3474600.381974 + Penalty 3316.480259 = -3471283.901715 nChanged 11 SP:Iteration 87Q (372.479432 sec): 3 clusters Score: Raw -3474601.393316 + Penalty 3316.480259 = -3471284.913057 nChanged 9 SP:Iteration 88Q (372.557908 sec): 3 clusters Score: Raw -3474602.874389 + Penalty 3316.480259 = -3471286.394129 nChanged 8 SP:Iteration 89Q (372.638153 sec): 3 clusters Score: Raw -3474603.733157 + Penalty 3316.480259 = -3471287.252898 nChanged 13 SP:Iteration 90Q (372.732103 sec): 3 clusters Score: Raw -3474605.686341 + Penalty 3316.480259 = -3471289.206082 nChanged 18 SP:Iteration 91Q (372.827381 sec): 3 clusters Score: Raw -3474607.627447 + Penalty 3316.480259 = -3471291.147187 nChanged 12 SP:Iteration 92Q (372.912348 sec): 3 clusters Score: Raw -3474608.666435 + Penalty 3316.480259 = -3471292.186175 nChanged 7 SP:Iteration 93Q (372.999159 sec): 3 clusters Score: Raw -3474609.193867 + Penalty 3316.480259 = -3471292.713608 nChanged 2 SP:Iteration 94Q (373.086910 sec): 3 clusters Score: Raw -3474609.515352 + Penalty 3316.480259 = -3471293.035093 nChanged 3 SP:Iteration 95Q (373.167567 sec): 3 clusters Score: Raw -3474609.680628 + Penalty 3316.480259 = -3471293.200369 nChanged 2 SP:Iteration 96Q (373.252840 sec): 3 clusters Score: Raw -3474609.945466 + Penalty 3316.480259 = -3471293.465206 nChanged 4 SP:Iteration 97Q (373.337911 sec): 3 clusters Score: Raw -3474610.315452 + Penalty 3316.480259 = -3471293.835192 nChanged 4 SP:Iteration 98Q (373.427613 sec): 3 clusters Score: Raw -3474610.829565 + Penalty 3316.480259 = -3471294.349306 nChanged 5 SP:Iteration 99Q (373.523312 sec): 3 clusters Score: Raw -3474611.419410 + Penalty 3316.480259 = -3471294.939150 nChanged 5 SP:Iteration 100F (373.610570 sec): 3 clusters Score: Raw -3474612.103914 + Penalty 3316.480259 = -3471295.623655 nChanged 8 SP:Iteration 101Q (373.700190 sec): 3 clusters Score: Raw -3474612.648040 + Penalty 3316.480259 = -3471296.167781 nChanged 5 SP:Iteration 102Q (373.788554 sec): 3 clusters Score: Raw -3474613.181950 + Penalty 3316.480259 = -3471296.701691 nChanged 3 SP:Iteration 103Q (373.888509 sec): 3 clusters Score: Raw -3474613.433809 + Penalty 3316.480259 = -3471296.953549 nChanged 4 SP:Iteration 104Q (373.974282 sec): 3 clusters Score: Raw -3474613.661935 + Penalty 3316.480259 = -3471297.181676 nChanged 4 SP:Iteration 105Q (374.068006 sec): 3 clusters Score: Raw -3474613.977757 + Penalty 3316.480259 = -3471297.497498 nChanged 5 SP:Iteration 106Q (374.154061 sec): 3 clusters Score: Raw -3474614.413522 + Penalty 3316.480259 = -3471297.933263 nChanged 7 SP:Iteration 107Q (374.254277 sec): 3 clusters Score: Raw -3474614.916369 + Penalty 3316.480259 = -3471298.436110 nChanged 5 SP:Iteration 108Q (374.347302 sec): 3 clusters Score: Raw -3474615.229972 + Penalty 3316.480259 = -3471298.749712 nChanged 4 SP:Iteration 109Q (374.439341 sec): 3 clusters Score: Raw -3474615.558679 + Penalty 3316.480259 = -3471299.078420 nChanged 4 SP:Iteration 110Q (374.532148 sec): 3 clusters Score: Raw -3474616.047289 + Penalty 3316.480259 = -3471299.567030 nChanged 2 SP:Iteration 111Q (374.618650 sec): 3 clusters Score: Raw -3474616.237649 + Penalty 3316.480259 = -3471299.757389 nChanged 2 SP:Iteration 112Q (374.713135 sec): 3 clusters Score: Raw -3474616.331465 + Penalty 3316.480259 = -3471299.851206 nChanged 1 SP:Iteration 113Q (374.805925 sec): 3 clusters Score: Raw -3474616.366179 + Penalty 3316.480259 = -3471299.885920 nChanged 0 SP:Iteration 114F (374.900575 sec): 3 clusters Score: Raw -3474616.366179 + Penalty 3316.480259 = -3471299.885920 nChanged 0 Score: Raw -84016987.302909 + Penalty 72078.191039 = -83944909.111869 Splitting cluster 16 changes total score from -83855327.669691 to -83944909.111869 So it's getting split into cluster 33. Trying to split cluster 18 (67676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (388.673059 sec): 2 clusters Score: Raw -8308017.931040 + Penalty 1807.404120 = -8306210.526920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (388.834628 sec): 3 clusters Score: Raw -8264583.967055 + Penalty 3614.808240 = -8260969.158815 nChanged 32135 SP:Iteration 1F (388.977535 sec): 3 clusters Score: Raw -8283176.418669 + Penalty 3614.808240 = -8279561.610430 nChanged 3065 SP:Iteration 2Q (389.123552 sec): 3 clusters Score: Raw -8284441.052874 + Penalty 3614.808240 = -8280826.244635 nChanged 3554 SP:Iteration 3F (389.266334 sec): 3 clusters Score: Raw -8286422.998879 + Penalty 3614.808240 = -8282808.190639 nChanged 4165 SP:Iteration 4F (389.415931 sec): 3 clusters Score: Raw -8289251.144858 + Penalty 3614.808240 = -8285636.336618 nChanged 4778 SP:Iteration 5F (389.572446 sec): 3 clusters Score: Raw -8292767.732810 + Penalty 3614.808240 = -8289152.924571 nChanged 4846 SP:Iteration 6F (389.731203 sec): 3 clusters Score: Raw -8296364.614412 + Penalty 3614.808240 = -8292749.806173 nChanged 4291 SP:Iteration 7F (389.886143 sec): 3 clusters Score: Raw -8299390.872700 + Penalty 3614.808240 = -8295776.064460 nChanged 3532 SP:Iteration 8F (390.036161 sec): 3 clusters Score: Raw -8301558.728726 + Penalty 3614.808240 = -8297943.920487 nChanged 2716 SP:Iteration 9Q (390.199845 sec): 3 clusters Score: Raw -8303009.276579 + Penalty 3614.808240 = -8299394.468340 nChanged 2041 SP:Iteration 10Q (390.345480 sec): 3 clusters Score: Raw -8303931.900801 + Penalty 3614.808240 = -8300317.092562 nChanged 1564 SP:Iteration 11Q (390.477357 sec): 3 clusters Score: Raw -8304545.952473 + Penalty 3614.808240 = -8300931.144233 nChanged 1235 SP:Iteration 12Q (390.629969 sec): 3 clusters Score: Raw -8304995.040469 + Penalty 3614.808240 = -8301380.232230 nChanged 1084 SP:Iteration 13Q (390.779670 sec): 3 clusters Score: Raw -8305397.279150 + Penalty 3614.808240 = -8301782.470910 nChanged 1017 SP:Iteration 14Q (390.931882 sec): 3 clusters Score: Raw -8305791.633900 + Penalty 3614.808240 = -8302176.825661 nChanged 1036 SP:Iteration 15Q (391.081253 sec): 3 clusters Score: Raw -8306206.339046 + Penalty 3614.808240 = -8302591.530806 nChanged 1083 SP:Iteration 16Q (391.234381 sec): 3 clusters Score: Raw -8306640.956732 + Penalty 3614.808240 = -8303026.148492 nChanged 1126 SP:Iteration 17Q (391.373368 sec): 3 clusters Score: Raw -8307092.530582 + Penalty 3614.808240 = -8303477.722343 nChanged 1094 SP:Iteration 18Q (391.525392 sec): 3 clusters Score: Raw -8307549.989054 + Penalty 3614.808240 = -8303935.180814 nChanged 1110 SP:Iteration 19Q (391.670721 sec): 3 clusters Score: Raw -8307990.931895 + Penalty 3614.808240 = -8304376.123656 nChanged 1054 SP:Iteration 20F (391.816956 sec): 3 clusters Score: Raw -8308391.930340 + Penalty 3614.808240 = -8304777.122100 nChanged 943 SP:Iteration 21Q (391.961148 sec): 3 clusters Score: Raw -8308693.713696 + Penalty 3614.808240 = -8305078.905456 nChanged 799 SP:Iteration 22Q (392.102908 sec): 3 clusters Score: Raw -8308922.329188 + Penalty 3614.808240 = -8305307.520948 nChanged 677 SP:Iteration 23Q (392.242827 sec): 3 clusters Score: Raw -8309080.249189 + Penalty 3614.808240 = -8305465.440950 nChanged 545 SP:Iteration 24Q (392.389059 sec): 3 clusters Score: Raw -8309195.342936 + Penalty 3614.808240 = -8305580.534696 nChanged 449 SP:Iteration 25Q (392.546703 sec): 3 clusters Score: Raw -8309277.802225 + Penalty 3614.808240 = -8305662.993986 nChanged 376 SP:Iteration 26Q (392.700997 sec): 3 clusters Score: Raw -8309337.329715 + Penalty 3614.808240 = -8305722.521475 nChanged 300 SP:Iteration 27Q (392.852100 sec): 3 clusters Score: Raw -8309381.066119 + Penalty 3614.808240 = -8305766.257880 nChanged 260 SP:Iteration 28Q (392.995690 sec): 3 clusters Score: Raw -8309410.882033 + Penalty 3614.808240 = -8305796.073794 nChanged 197 SP:Iteration 29Q (393.148336 sec): 3 clusters Score: Raw -8309426.323064 + Penalty 3614.808240 = -8305811.514824 nChanged 152 SP:Iteration 30Q (393.302025 sec): 3 clusters Score: Raw -8309435.502868 + Penalty 3614.808240 = -8305820.694628 nChanged 96 SP:Iteration 31Q (393.463207 sec): 3 clusters Score: Raw -8309440.324733 + Penalty 3614.808240 = -8305825.516493 nChanged 68 SP:Iteration 32Q (393.615174 sec): 3 clusters Score: Raw -8309443.262530 + Penalty 3614.808240 = -8305828.454290 nChanged 63 SP:Iteration 33Q (393.763457 sec): 3 clusters Score: Raw -8309447.084776 + Penalty 3614.808240 = -8305832.276536 nChanged 66 SP:Iteration 34Q (393.915800 sec): 3 clusters Score: Raw -8309450.145542 + Penalty 3614.808240 = -8305835.337302 nChanged 48 SP:Iteration 35Q (394.061953 sec): 3 clusters Score: Raw -8309452.579407 + Penalty 3614.808240 = -8305837.771167 nChanged 51 SP:Iteration 36Q (394.214039 sec): 3 clusters Score: Raw -8309455.015552 + Penalty 3614.808240 = -8305840.207313 nChanged 42 SP:Iteration 37Q (394.377602 sec): 3 clusters Score: Raw -8309457.136067 + Penalty 3614.808240 = -8305842.327827 nChanged 39 SP:Iteration 38Q (394.522982 sec): 3 clusters Score: Raw -8309458.564676 + Penalty 3614.808240 = -8305843.756437 nChanged 30 SP:Iteration 39Q (394.675440 sec): 3 clusters Score: Raw -8309459.459790 + Penalty 3614.808240 = -8305844.651550 nChanged 23 SP:Iteration 40F (394.834062 sec): 3 clusters Score: Raw -8309460.249753 + Penalty 3614.808240 = -8305845.441514 nChanged 23 SP:Iteration 41Q (394.975957 sec): 3 clusters Score: Raw -8309460.686079 + Penalty 3614.808240 = -8305845.877839 nChanged 18 SP:Iteration 42Q (395.123122 sec): 3 clusters Score: Raw -8309461.186103 + Penalty 3614.808240 = -8305846.377864 nChanged 18 SP:Iteration 43Q (395.270975 sec): 3 clusters Score: Raw -8309461.567692 + Penalty 3614.808240 = -8305846.759453 nChanged 14 SP:Iteration 44Q (395.428891 sec): 3 clusters Score: Raw -8309462.073782 + Penalty 3614.808240 = -8305847.265542 nChanged 16 SP:Iteration 45Q (395.583174 sec): 3 clusters Score: Raw -8309462.608960 + Penalty 3614.808240 = -8305847.800720 nChanged 18 SP:Iteration 46Q (395.725491 sec): 3 clusters Score: Raw -8309463.126317 + Penalty 3614.808240 = -8305848.318077 nChanged 14 SP:Iteration 47Q (395.881536 sec): 3 clusters Score: Raw -8309463.400399 + Penalty 3614.808240 = -8305848.592159 nChanged 16 SP:Iteration 48Q (396.028400 sec): 3 clusters Score: Raw -8309463.800364 + Penalty 3614.808240 = -8305848.992124 nChanged 15 SP:Iteration 49Q (396.186980 sec): 3 clusters Score: Raw -8309464.110127 + Penalty 3614.808240 = -8305849.301887 nChanged 10 SP:Iteration 50Q (396.339662 sec): 3 clusters Score: Raw -8309464.325216 + Penalty 3614.808240 = -8305849.516976 nChanged 9 SP:Iteration 51Q (396.490462 sec): 3 clusters Score: Raw -8309464.568397 + Penalty 3614.808240 = -8305849.760157 nChanged 9 SP:Iteration 52Q (396.638283 sec): 3 clusters Score: Raw -8309464.716504 + Penalty 3614.808240 = -8305849.908264 nChanged 3 SP:Iteration 53Q (396.785328 sec): 3 clusters Score: Raw -8309464.774579 + Penalty 3614.808240 = -8305849.966340 nChanged 2 SP:Iteration 54Q (396.934270 sec): 3 clusters Score: Raw -8309464.815118 + Penalty 3614.808240 = -8305850.006878 nChanged 2 SP:Iteration 55Q (397.068575 sec): 3 clusters Score: Raw -8309464.844029 + Penalty 3614.808240 = -8305850.035790 nChanged 1 SP:Iteration 56Q (397.211795 sec): 3 clusters Score: Raw -8309464.854027 + Penalty 3614.808240 = -8305850.045788 nChanged 2 SP:Iteration 57Q (397.340292 sec): 3 clusters Score: Raw -8309464.891281 + Penalty 3614.808240 = -8305850.083042 nChanged 4 SP:Iteration 58Q (397.482356 sec): 3 clusters Score: Raw -8309464.943596 + Penalty 3614.808240 = -8305850.135356 nChanged 3 SP:Iteration 59Q (397.618554 sec): 3 clusters Score: Raw -8309464.986373 + Penalty 3614.808240 = -8305850.178133 nChanged 4 SP:Iteration 60F (397.764899 sec): 3 clusters Score: Raw -8309465.028030 + Penalty 3614.808240 = -8305850.219790 nChanged 3 SP:Iteration 61Q (397.904628 sec): 3 clusters Score: Raw -8309465.083473 + Penalty 3614.808240 = -8305850.275234 nChanged 3 SP:Iteration 62Q (398.052559 sec): 3 clusters Score: Raw -8309465.139706 + Penalty 3614.808240 = -8305850.331466 nChanged 4 SP:Iteration 63Q (398.197632 sec): 3 clusters Score: Raw -8309465.200446 + Penalty 3614.808240 = -8305850.392206 nChanged 4 SP:Iteration 64Q (398.353118 sec): 3 clusters Score: Raw -8309465.307876 + Penalty 3614.808240 = -8305850.499637 nChanged 4 SP:Iteration 65Q (398.510033 sec): 3 clusters Score: Raw -8309465.357043 + Penalty 3614.808240 = -8305850.548803 nChanged 3 SP:Iteration 66Q (398.653985 sec): 3 clusters Score: Raw -8309465.421489 + Penalty 3614.808240 = -8305850.613249 nChanged 2 SP:Iteration 67Q (398.801830 sec): 3 clusters Score: Raw -8309465.456509 + Penalty 3614.808240 = -8305850.648269 nChanged 3 SP:Iteration 68Q (398.952512 sec): 3 clusters Score: Raw -8309465.497214 + Penalty 3614.808240 = -8305850.688974 nChanged 2 SP:Iteration 69Q (399.099499 sec): 3 clusters Score: Raw -8309465.522513 + Penalty 3614.808240 = -8305850.714273 nChanged 1 SP:Iteration 70Q (399.256519 sec): 3 clusters Score: Raw -8309465.525861 + Penalty 3614.808240 = -8305850.717621 nChanged 0 SP:Iteration 71F (399.415483 sec): 3 clusters Score: Raw -8309465.525861 + Penalty 3614.808240 = -8305850.717621 nChanged 0 Trying to split cluster 19 (7947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (399.455611 sec): 2 clusters Score: Raw -995332.096439 + Penalty 1459.339339 = -993872.757100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (399.517982 sec): 3 clusters Score: Raw -990971.216425 + Penalty 2918.678678 = -988052.537747 nChanged 3383 SP:Iteration 1F (399.571612 sec): 3 clusters Score: Raw -992851.956510 + Penalty 2918.678678 = -989933.277832 nChanged 586 SP:Iteration 2F (399.620378 sec): 3 clusters Score: Raw -993199.338046 + Penalty 2918.678678 = -990280.659368 nChanged 475 SP:Iteration 3F (399.675460 sec): 3 clusters Score: Raw -993490.667726 + Penalty 2918.678678 = -990571.989048 nChanged 458 SP:Iteration 4F (399.727310 sec): 3 clusters Score: Raw -993777.909141 + Penalty 2918.678678 = -990859.230463 nChanged 394 SP:Iteration 5Q (399.783817 sec): 3 clusters Score: Raw -994000.643441 + Penalty 2918.678678 = -991081.964763 nChanged 351 SP:Iteration 6Q (399.834569 sec): 3 clusters Score: Raw -994201.654459 + Penalty 2918.678678 = -991282.975781 nChanged 329 SP:Iteration 7Q (399.902746 sec): 3 clusters Score: Raw -994396.219154 + Penalty 2918.678678 = -991477.540476 nChanged 315 SP:Iteration 8Q (399.958854 sec): 3 clusters Score: Raw -994586.952552 + Penalty 2918.678678 = -991668.273874 nChanged 301 SP:Iteration 9Q (400.009655 sec): 3 clusters Score: Raw -994759.211466 + Penalty 2918.678678 = -991840.532789 nChanged 230 SP:Iteration 10Q (400.081129 sec): 3 clusters Score: Raw -994871.070501 + Penalty 2918.678678 = -991952.391824 nChanged 203 SP:Iteration 11Q (400.142364 sec): 3 clusters Score: Raw -994968.862663 + Penalty 2918.678678 = -992050.183985 nChanged 180 SP:Iteration 12Q (400.192190 sec): 3 clusters Score: Raw -995057.582977 + Penalty 2918.678678 = -992138.904300 nChanged 160 SP:Iteration 13Q (400.248792 sec): 3 clusters Score: Raw -995132.370966 + Penalty 2918.678678 = -992213.692288 nChanged 151 SP:Iteration 14Q (400.318678 sec): 3 clusters Score: Raw -995195.023614 + Penalty 2918.678678 = -992276.344936 nChanged 107 SP:Iteration 15Q (400.368008 sec): 3 clusters Score: Raw -995239.211695 + Penalty 2918.678678 = -992320.533017 nChanged 102 SP:Iteration 16Q (400.429335 sec): 3 clusters Score: Raw -995271.765638 + Penalty 2918.678678 = -992353.086961 nChanged 61 SP:Iteration 17Q (400.475710 sec): 3 clusters Score: Raw -995289.505599 + Penalty 2918.678678 = -992370.826921 nChanged 44 SP:Iteration 18Q (400.535773 sec): 3 clusters Score: Raw -995299.219255 + Penalty 2918.678678 = -992380.540577 nChanged 39 SP:Iteration 19Q (400.606009 sec): 3 clusters Score: Raw -995309.697723 + Penalty 2918.678678 = -992391.019045 nChanged 43 SP:Iteration 20F (400.658345 sec): 3 clusters Score: Raw -995321.586598 + Penalty 2918.678678 = -992402.907921 nChanged 35 SP:Iteration 21Q (400.716676 sec): 3 clusters Score: Raw -995328.417161 + Penalty 2918.678678 = -992409.738484 nChanged 34 SP:Iteration 22Q (400.774224 sec): 3 clusters Score: Raw -995335.069174 + Penalty 2918.678678 = -992416.390497 nChanged 30 SP:Iteration 23Q (400.828560 sec): 3 clusters Score: Raw -995340.343202 + Penalty 2918.678678 = -992421.664525 nChanged 25 SP:Iteration 24Q (400.875807 sec): 3 clusters Score: Raw -995344.351935 + Penalty 2918.678678 = -992425.673257 nChanged 16 SP:Iteration 25Q (400.934968 sec): 3 clusters Score: Raw -995346.910058 + Penalty 2918.678678 = -992428.231380 nChanged 14 SP:Iteration 26Q (400.989459 sec): 3 clusters Score: Raw -995349.488918 + Penalty 2918.678678 = -992430.810240 nChanged 17 SP:Iteration 27Q (401.042260 sec): 3 clusters Score: Raw -995354.080948 + Penalty 2918.678678 = -992435.402270 nChanged 26 SP:Iteration 28Q (401.101436 sec): 3 clusters Score: Raw -995361.440639 + Penalty 2918.678678 = -992442.761961 nChanged 31 SP:Iteration 29Q (401.149795 sec): 3 clusters Score: Raw -995368.282758 + Penalty 2918.678678 = -992449.604080 nChanged 30 SP:Iteration 30Q (401.202298 sec): 3 clusters Score: Raw -995373.965223 + Penalty 2918.678678 = -992455.286546 nChanged 24 SP:Iteration 31Q (401.251843 sec): 3 clusters Score: Raw -995378.775249 + Penalty 2918.678678 = -992460.096571 nChanged 22 SP:Iteration 32Q (401.308591 sec): 3 clusters Score: Raw -995384.214080 + Penalty 2918.678678 = -992465.535402 nChanged 17 SP:Iteration 33Q (401.366857 sec): 3 clusters Score: Raw -995388.194723 + Penalty 2918.678678 = -992469.516046 nChanged 24 SP:Iteration 34Q (401.416028 sec): 3 clusters Score: Raw -995394.044276 + Penalty 2918.678678 = -992475.365598 nChanged 25 SP:Iteration 35Q (401.486624 sec): 3 clusters Score: Raw -995399.473627 + Penalty 2918.678678 = -992480.794949 nChanged 20 SP:Iteration 36Q (401.518593 sec): 3 clusters Score: Raw -995404.092168 + Penalty 2918.678678 = -992485.413490 nChanged 18 SP:Iteration 37Q (401.583605 sec): 3 clusters Score: Raw -995408.109371 + Penalty 2918.678678 = -992489.430693 nChanged 18 SP:Iteration 38Q (401.634556 sec): 3 clusters Score: Raw -995411.849203 + Penalty 2918.678678 = -992493.170526 nChanged 16 SP:Iteration 39Q (401.686319 sec): 3 clusters Score: Raw -995414.336332 + Penalty 2918.678678 = -992495.657655 nChanged 15 SP:Iteration 40F (401.743194 sec): 3 clusters Score: Raw -995416.712388 + Penalty 2918.678678 = -992498.033711 nChanged 13 SP:Iteration 41Q (401.800319 sec): 3 clusters Score: Raw -995419.111970 + Penalty 2918.678678 = -992500.433292 nChanged 9 SP:Iteration 42Q (401.858867 sec): 3 clusters Score: Raw -995420.536519 + Penalty 2918.678678 = -992501.857841 nChanged 8 SP:Iteration 43Q (401.918418 sec): 3 clusters Score: Raw -995421.756700 + Penalty 2918.678678 = -992503.078022 nChanged 6 SP:Iteration 44Q (401.969040 sec): 3 clusters Score: Raw -995422.923054 + Penalty 2918.678678 = -992504.244376 nChanged 6 SP:Iteration 45Q (402.028181 sec): 3 clusters Score: Raw -995423.755842 + Penalty 2918.678678 = -992505.077164 nChanged 6 SP:Iteration 46Q (402.080646 sec): 3 clusters Score: Raw -995424.996679 + Penalty 2918.678678 = -992506.318001 nChanged 12 SP:Iteration 47Q (402.145147 sec): 3 clusters Score: Raw -995427.538220 + Penalty 2918.678678 = -992508.859542 nChanged 19 SP:Iteration 48Q (402.204558 sec): 3 clusters Score: Raw -995431.512034 + Penalty 2918.678678 = -992512.833357 nChanged 23 SP:Iteration 49Q (402.260089 sec): 3 clusters Score: Raw -995436.784631 + Penalty 2918.678678 = -992518.105953 nChanged 29 SP:Iteration 50Q (402.313767 sec): 3 clusters Score: Raw -995442.889990 + Penalty 2918.678678 = -992524.211313 nChanged 23 SP:Iteration 51Q (402.362536 sec): 3 clusters Score: Raw -995448.526128 + Penalty 2918.678678 = -992529.847450 nChanged 29 SP:Iteration 52Q (402.424876 sec): 3 clusters Score: Raw -995455.705909 + Penalty 2918.678678 = -992537.027231 nChanged 23 SP:Iteration 53Q (402.487234 sec): 3 clusters Score: Raw -995460.893443 + Penalty 2918.678678 = -992542.214765 nChanged 16 SP:Iteration 54Q (402.534262 sec): 3 clusters Score: Raw -995463.762788 + Penalty 2918.678678 = -992545.084110 nChanged 11 SP:Iteration 55Q (402.591666 sec): 3 clusters Score: Raw -995465.804940 + Penalty 2918.678678 = -992547.126262 nChanged 14 SP:Iteration 56Q (402.648763 sec): 3 clusters Score: Raw -995468.739583 + Penalty 2918.678678 = -992550.060906 nChanged 12 SP:Iteration 57Q (402.697521 sec): 3 clusters Score: Raw -995470.998694 + Penalty 2918.678678 = -992552.320016 nChanged 10 SP:Iteration 58Q (402.757691 sec): 3 clusters Score: Raw -995472.015087 + Penalty 2918.678678 = -992553.336409 nChanged 3 SP:Iteration 59Q (402.820090 sec): 3 clusters Score: Raw -995472.441024 + Penalty 2918.678678 = -992553.762346 nChanged 3 SP:Iteration 60F (402.882169 sec): 3 clusters Score: Raw -995472.801845 + Penalty 2918.678678 = -992554.123167 nChanged 2 SP:Iteration 61Q (402.940127 sec): 3 clusters Score: Raw -995472.907505 + Penalty 2918.678678 = -992554.228827 nChanged 1 SP:Iteration 62Q (402.999741 sec): 3 clusters Score: Raw -995472.982556 + Penalty 2918.678678 = -992554.303878 nChanged 0 SP:Iteration 63F (403.045763 sec): 3 clusters Score: Raw -995472.982556 + Penalty 2918.678678 = -992554.303878 nChanged 0 Iteration 20F (417.244228 sec): 34 clusters Score: Raw -84044089.620285 + Penalty 72078.191039 = -83972011.429246 nChanged 34198 Iteration 21Q (423.770265 sec): 34 clusters Score: Raw -84059802.053028 + Penalty 72078.191039 = -83987723.861989 nChanged 16515 Iteration 22Q (430.041395 sec): 34 clusters Score: Raw -84065638.696875 + Penalty 72078.191039 = -83993560.505836 nChanged 11496 Iteration 23Q (436.503602 sec): 34 clusters Score: Raw -84068859.399693 + Penalty 72078.191039 = -83996781.208654 nChanged 8791 Iteration 24Q (442.961581 sec): 34 clusters Score: Raw -84070987.296024 + Penalty 72078.191039 = -83998909.104985 nChanged 7246 Iteration 25Q (449.307336 sec): 34 clusters Score: Raw -84072561.211330 + Penalty 72078.191039 = -84000483.020291 nChanged 6152 Iteration 26Q (455.878422 sec): 34 clusters Score: Raw -84073725.553307 + Penalty 72078.191039 = -84001647.362268 nChanged 5122 Iteration 27Q (462.306965 sec): 34 clusters Score: Raw -84074582.123552 + Penalty 72078.191039 = -84002503.932513 nChanged 4426 Iteration 28Q (468.422143 sec): 34 clusters Score: Raw -84075276.413040 + Penalty 72078.191039 = -84003198.222001 nChanged 3879 Iteration 29Q (474.437697 sec): 34 clusters Score: Raw -84075864.125175 + Penalty 72078.191039 = -84003785.934135 nChanged 3567 Iteration 30Q (480.651781 sec): 34 clusters Score: Raw -84076456.270012 + Penalty 72078.191039 = -84004378.078973 nChanged 3299 Iteration 31Q (486.684740 sec): 34 clusters Score: Raw -84076988.180041 + Penalty 72078.191039 = -84004909.989002 nChanged 3124 Iteration 32Q (492.854023 sec): 34 clusters Score: Raw -84077458.778479 + Penalty 72078.191039 = -84005380.587440 nChanged 2938 Iteration 33Q (499.039784 sec): 34 clusters Score: Raw -84077869.690895 + Penalty 72078.191039 = -84005791.499856 nChanged 2740 Iteration 34Q (505.161033 sec): 34 clusters Score: Raw -84078245.674107 + Penalty 72078.191039 = -84006167.483068 nChanged 2626 Iteration 35Q (511.331578 sec): 34 clusters Score: Raw -84078589.052216 + Penalty 72078.191039 = -84006510.861176 nChanged 2470 Iteration 36Q (517.588141 sec): 34 clusters Score: Raw -84078933.840080 + Penalty 72078.191039 = -84006855.649041 nChanged 2540 Iteration 37Q (523.939158 sec): 34 clusters Score: Raw -84079303.792239 + Penalty 72078.191039 = -84007225.601200 nChanged 2562 Iteration 38Q (530.285673 sec): 34 clusters Score: Raw -84079710.159710 + Penalty 72078.191039 = -84007631.968671 nChanged 2654 Iteration 39Q (536.653910 sec): 34 clusters Score: Raw -84080150.480086 + Penalty 72078.191039 = -84008072.289047 nChanged 2675 Iteration 40F (550.305861 sec): 34 clusters Score: Raw -84081241.682945 + Penalty 72078.191039 = -84009163.491905 nChanged 3278 Iteration 41Q (556.713583 sec): 34 clusters Score: Raw -84082283.000016 + Penalty 72078.191039 = -84010204.808977 nChanged 3781 Iteration 42Q (563.491090 sec): 34 clusters Score: Raw -84083336.178458 + Penalty 72078.191039 = -84011257.987419 nChanged 4147 Iteration 43Q (570.160928 sec): 34 clusters Score: Raw -84084536.816149 + Penalty 72078.191039 = -84012458.625110 nChanged 4487 Iteration 44Q (576.888835 sec): 34 clusters Score: Raw -84085945.778977 + Penalty 72078.191039 = -84013867.587938 nChanged 4864 Iteration 45Q (583.598022 sec): 34 clusters Score: Raw -84087673.263649 + Penalty 72078.191039 = -84015595.072610 nChanged 5116 Iteration 46Q (590.205668 sec): 34 clusters Score: Raw -84089597.857490 + Penalty 72078.191039 = -84017519.666451 nChanged 5375 Iteration 47Q (596.627529 sec): 34 clusters Score: Raw -84091603.173634 + Penalty 72078.191039 = -84019524.982595 nChanged 5492 Iteration 48Q (602.947022 sec): 34 clusters Score: Raw -84093378.026761 + Penalty 72078.191039 = -84021299.835722 nChanged 5041 Iteration 49Q (609.563988 sec): 34 clusters Score: Raw -84094712.053428 + Penalty 72078.191039 = -84022633.862389 nChanged 4710 Iteration 50Q (615.175538 sec): 34 clusters Score: Raw -84095745.813884 + Penalty 72078.191039 = -84023667.622845 nChanged 4167 Iteration 51Q (621.681624 sec): 34 clusters Score: Raw -84096528.286905 + Penalty 72078.191039 = -84024450.095866 nChanged 3791 Iteration 52Q (628.122377 sec): 34 clusters Score: Raw -84097132.815525 + Penalty 72078.191039 = -84025054.624486 nChanged 3283 Iteration 53Q (634.522120 sec): 34 clusters Score: Raw -84097603.464813 + Penalty 72078.191039 = -84025525.273774 nChanged 2859 Iteration 54Q (641.101091 sec): 34 clusters Score: Raw -84097977.792651 + Penalty 72078.191039 = -84025899.601612 nChanged 2650 Iteration 55Q (647.623504 sec): 34 clusters Score: Raw -84098342.894320 + Penalty 72078.191039 = -84026264.703281 nChanged 2411 Iteration 56Q (653.980631 sec): 34 clusters Score: Raw -84098717.916560 + Penalty 72078.191039 = -84026639.725521 nChanged 2298 Iteration 57Q (660.486591 sec): 34 clusters Score: Raw -84099131.603473 + Penalty 72078.191039 = -84027053.412434 nChanged 2247 Iteration 58Q (667.074257 sec): 34 clusters Score: Raw -84099563.916069 + Penalty 72078.191039 = -84027485.725029 nChanged 2107 Writing temp clu file Because OldScore, -84027053.412434, is greater than current (better) Score,-84027485.725029 Compute initial score before splitting: Score: Raw -84099563.916069 + Penalty 72078.191039 = -84027485.725029 Trying to split cluster 1 (1522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (667.326983 sec): 2 clusters Score: Raw -181472.498575 + Penalty 1190.764337 = -180281.734237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (667.380024 sec): 3 clusters Score: Raw -180871.990472 + Penalty 2381.528675 = -178490.461797 nChanged 514 SP:Iteration 1F (667.431189 sec): 3 clusters Score: Raw -181209.745745 + Penalty 2381.528675 = -178828.217070 nChanged 94 SP:Iteration 2F (667.483096 sec): 3 clusters Score: Raw -181277.400951 + Penalty 2381.528675 = -178895.872276 nChanged 63 SP:Iteration 3Q (667.534917 sec): 3 clusters Score: Raw -181328.575535 + Penalty 2381.528675 = -178947.046860 nChanged 47 SP:Iteration 4Q (667.586128 sec): 3 clusters Score: Raw -181365.077450 + Penalty 2381.528675 = -178983.548775 nChanged 36 SP:Iteration 5Q (667.626196 sec): 3 clusters Score: Raw -181392.719909 + Penalty 2381.528675 = -179011.191234 nChanged 32 SP:Iteration 6Q (667.684282 sec): 3 clusters Score: Raw -181422.478669 + Penalty 2381.528675 = -179040.949994 nChanged 37 SP:Iteration 7Q (667.734201 sec): 3 clusters Score: Raw -181451.426478 + Penalty 2381.528675 = -179069.897803 nChanged 20 SP:Iteration 8Q (667.779664 sec): 3 clusters Score: Raw -181462.184496 + Penalty 2381.528675 = -179080.655821 nChanged 13 SP:Iteration 9Q (667.825130 sec): 3 clusters Score: Raw -181467.620421 + Penalty 2381.528675 = -179086.091746 nChanged 6 SP:Iteration 10Q (667.868880 sec): 3 clusters Score: Raw -181470.486782 + Penalty 2381.528675 = -179088.958107 nChanged 5 SP:Iteration 11Q (667.913693 sec): 3 clusters Score: Raw -181473.499767 + Penalty 2381.528675 = -179091.971092 nChanged 7 SP:Iteration 12Q (667.954831 sec): 3 clusters Score: Raw -181476.403538 + Penalty 2381.528675 = -179094.874863 nChanged 3 SP:Iteration 13Q (667.994431 sec): 3 clusters Score: Raw -181477.728159 + Penalty 2381.528675 = -179096.199484 nChanged 5 SP:Iteration 14Q (668.043739 sec): 3 clusters Score: Raw -181480.044749 + Penalty 2381.528675 = -179098.516074 nChanged 4 SP:Iteration 15Q (668.085399 sec): 3 clusters Score: Raw -181481.045023 + Penalty 2381.528675 = -179099.516348 nChanged 4 SP:Iteration 16Q (668.140402 sec): 3 clusters Score: Raw -181482.822826 + Penalty 2381.528675 = -179101.294152 nChanged 5 SP:Iteration 17Q (668.178732 sec): 3 clusters Score: Raw -181485.179995 + Penalty 2381.528675 = -179103.651320 nChanged 4 SP:Iteration 18Q (668.221379 sec): 3 clusters Score: Raw -181487.032493 + Penalty 2381.528675 = -179105.503818 nChanged 6 SP:Iteration 19Q (668.262033 sec): 3 clusters Score: Raw -181490.587248 + Penalty 2381.528675 = -179109.058573 nChanged 8 SP:Iteration 20F (668.304568 sec): 3 clusters Score: Raw -181493.842793 + Penalty 2381.528675 = -179112.314118 nChanged 6 SP:Iteration 21Q (668.358865 sec): 3 clusters Score: Raw -181496.850607 + Penalty 2381.528675 = -179115.321932 nChanged 4 SP:Iteration 22Q (668.394021 sec): 3 clusters Score: Raw -181498.441072 + Penalty 2381.528675 = -179116.912397 nChanged 4 SP:Iteration 23Q (668.427590 sec): 3 clusters Score: Raw -181502.417316 + Penalty 2381.528675 = -179120.888641 nChanged 5 SP:Iteration 24Q (668.459124 sec): 3 clusters Score: Raw -181509.576737 + Penalty 2381.528675 = -179128.048062 nChanged 10 SP:Iteration 25Q (668.489365 sec): 3 clusters Score: Raw -181518.214716 + Penalty 2381.528675 = -179136.686041 nChanged 12 SP:Iteration 26Q (668.536448 sec): 3 clusters Score: Raw -181524.102418 + Penalty 2381.528675 = -179142.573743 nChanged 9 SP:Iteration 27Q (668.580543 sec): 3 clusters Score: Raw -181530.698194 + Penalty 2381.528675 = -179149.169519 nChanged 8 SP:Iteration 28Q (668.616026 sec): 3 clusters Score: Raw -181534.575052 + Penalty 2381.528675 = -179153.046377 nChanged 3 SP:Iteration 29Q (668.678640 sec): 3 clusters Score: Raw -181536.069111 + Penalty 2381.528675 = -179154.540436 nChanged 5 SP:Iteration 30Q (668.715791 sec): 3 clusters Score: Raw -181539.239602 + Penalty 2381.528675 = -179157.710927 nChanged 3 SP:Iteration 31Q (668.771386 sec): 3 clusters Score: Raw -181540.661681 + Penalty 2381.528675 = -179159.133006 nChanged 0 SP:Iteration 32F (668.811170 sec): 3 clusters Score: Raw -181540.661681 + Penalty 2381.528675 = -179159.133006 nChanged 0 Trying to split cluster 2 (17308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.859140 sec): 2 clusters Score: Raw -2031605.019255 + Penalty 1585.825166 = -2030019.194089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.930827 sec): 3 clusters Score: Raw -2021256.343286 + Penalty 3171.650333 = -2018084.692953 nChanged 7822 SP:Iteration 1F (669.002093 sec): 3 clusters Score: Raw -2025988.368891 + Penalty 3171.650333 = -2022816.718559 nChanged 1302 SP:Iteration 2F (669.077704 sec): 3 clusters Score: Raw -2026845.834435 + Penalty 3171.650333 = -2023674.184103 nChanged 1262 SP:Iteration 3F (669.135754 sec): 3 clusters Score: Raw -2027691.187643 + Penalty 3171.650333 = -2024519.537310 nChanged 1154 SP:Iteration 4F (669.211130 sec): 3 clusters Score: Raw -2028495.980558 + Penalty 3171.650333 = -2025324.330225 nChanged 1051 SP:Iteration 5F (669.275889 sec): 3 clusters Score: Raw -2029224.472398 + Penalty 3171.650333 = -2026052.822065 nChanged 929 SP:Iteration 6F (669.346887 sec): 3 clusters Score: Raw -2029846.819025 + Penalty 3171.650333 = -2026675.168692 nChanged 789 SP:Iteration 7Q (669.425383 sec): 3 clusters Score: Raw -2030432.413819 + Penalty 3171.650333 = -2027260.763486 nChanged 658 SP:Iteration 8Q (669.498589 sec): 3 clusters Score: Raw -2030932.609279 + Penalty 3171.650333 = -2027760.958946 nChanged 577 SP:Iteration 9Q (669.557590 sec): 3 clusters Score: Raw -2031342.300533 + Penalty 3171.650333 = -2028170.650200 nChanged 418 SP:Iteration 10Q (669.635091 sec): 3 clusters Score: Raw -2031625.949023 + Penalty 3171.650333 = -2028454.298690 nChanged 323 SP:Iteration 11Q (669.695741 sec): 3 clusters Score: Raw -2031780.886467 + Penalty 3171.650333 = -2028609.236134 nChanged 237 SP:Iteration 12Q (669.765852 sec): 3 clusters Score: Raw -2031874.053953 + Penalty 3171.650333 = -2028702.403620 nChanged 183 SP:Iteration 13Q (669.838301 sec): 3 clusters Score: Raw -2031940.338859 + Penalty 3171.650333 = -2028768.688526 nChanged 158 SP:Iteration 14Q (669.913686 sec): 3 clusters Score: Raw -2032001.501023 + Penalty 3171.650333 = -2028829.850690 nChanged 132 SP:Iteration 15Q (669.984587 sec): 3 clusters Score: Raw -2032051.376344 + Penalty 3171.650333 = -2028879.726011 nChanged 127 SP:Iteration 16Q (670.063555 sec): 3 clusters Score: Raw -2032097.247070 + Penalty 3171.650333 = -2028925.596737 nChanged 115 SP:Iteration 17Q (670.122766 sec): 3 clusters Score: Raw -2032136.920340 + Penalty 3171.650333 = -2028965.270007 nChanged 106 SP:Iteration 18Q (670.200000 sec): 3 clusters Score: Raw -2032175.926413 + Penalty 3171.650333 = -2029004.276080 nChanged 105 SP:Iteration 19Q (670.263915 sec): 3 clusters Score: Raw -2032213.361111 + Penalty 3171.650333 = -2029041.710778 nChanged 83 SP:Iteration 20F (670.340608 sec): 3 clusters Score: Raw -2032240.785523 + Penalty 3171.650333 = -2029069.135190 nChanged 81 SP:Iteration 21Q (670.402715 sec): 3 clusters Score: Raw -2032265.508222 + Penalty 3171.650333 = -2029093.857889 nChanged 74 SP:Iteration 22Q (670.471599 sec): 3 clusters Score: Raw -2032290.755854 + Penalty 3171.650333 = -2029119.105521 nChanged 73 SP:Iteration 23Q (670.553885 sec): 3 clusters Score: Raw -2032313.988417 + Penalty 3171.650333 = -2029142.338084 nChanged 60 SP:Iteration 24Q (670.615497 sec): 3 clusters Score: Raw -2032328.067447 + Penalty 3171.650333 = -2029156.417114 nChanged 39 SP:Iteration 25Q (670.697695 sec): 3 clusters Score: Raw -2032337.964367 + Penalty 3171.650333 = -2029166.314034 nChanged 40 SP:Iteration 26Q (670.754753 sec): 3 clusters Score: Raw -2032349.986319 + Penalty 3171.650333 = -2029178.335986 nChanged 44 SP:Iteration 27Q (670.822253 sec): 3 clusters Score: Raw -2032361.438436 + Penalty 3171.650333 = -2029189.788103 nChanged 34 SP:Iteration 28Q (670.907190 sec): 3 clusters Score: Raw -2032372.085168 + Penalty 3171.650333 = -2029200.434835 nChanged 34 SP:Iteration 29Q (670.966202 sec): 3 clusters Score: Raw -2032381.659286 + Penalty 3171.650333 = -2029210.008953 nChanged 34 SP:Iteration 30Q (671.037461 sec): 3 clusters Score: Raw -2032390.544659 + Penalty 3171.650333 = -2029218.894326 nChanged 26 SP:Iteration 31Q (671.100695 sec): 3 clusters Score: Raw -2032396.782250 + Penalty 3171.650333 = -2029225.131917 nChanged 25 SP:Iteration 32Q (671.168457 sec): 3 clusters Score: Raw -2032401.858550 + Penalty 3171.650333 = -2029230.208217 nChanged 23 SP:Iteration 33Q (671.235550 sec): 3 clusters Score: Raw -2032407.378679 + Penalty 3171.650333 = -2029235.728346 nChanged 22 SP:Iteration 34Q (671.288351 sec): 3 clusters Score: Raw -2032412.519679 + Penalty 3171.650333 = -2029240.869346 nChanged 19 SP:Iteration 35Q (671.351696 sec): 3 clusters Score: Raw -2032417.835278 + Penalty 3171.650333 = -2029246.184945 nChanged 21 SP:Iteration 36Q (671.417002 sec): 3 clusters Score: Raw -2032422.667009 + Penalty 3171.650333 = -2029251.016676 nChanged 24 SP:Iteration 37Q (671.487585 sec): 3 clusters Score: Raw -2032427.576062 + Penalty 3171.650333 = -2029255.925729 nChanged 21 SP:Iteration 38Q (671.567335 sec): 3 clusters Score: Raw -2032432.122346 + Penalty 3171.650333 = -2029260.472013 nChanged 16 SP:Iteration 39Q (671.624690 sec): 3 clusters Score: Raw -2032434.910743 + Penalty 3171.650333 = -2029263.260410 nChanged 16 SP:Iteration 40F (671.700981 sec): 3 clusters Score: Raw -2032437.566281 + Penalty 3171.650333 = -2029265.915948 nChanged 17 SP:Iteration 41Q (671.763783 sec): 3 clusters Score: Raw -2032441.635960 + Penalty 3171.650333 = -2029269.985627 nChanged 21 SP:Iteration 42Q (671.840650 sec): 3 clusters Score: Raw -2032446.991872 + Penalty 3171.650333 = -2029275.341539 nChanged 24 SP:Iteration 43Q (671.904576 sec): 3 clusters Score: Raw -2032452.478097 + Penalty 3171.650333 = -2029280.827764 nChanged 22 SP:Iteration 44Q (671.970982 sec): 3 clusters Score: Raw -2032457.707438 + Penalty 3171.650333 = -2029286.057105 nChanged 20 SP:Iteration 45Q (672.042903 sec): 3 clusters Score: Raw -2032462.479348 + Penalty 3171.650333 = -2029290.829015 nChanged 15 SP:Iteration 46Q (672.123966 sec): 3 clusters Score: Raw -2032465.675852 + Penalty 3171.650333 = -2029294.025519 nChanged 15 SP:Iteration 47Q (672.195476 sec): 3 clusters Score: Raw -2032468.999045 + Penalty 3171.650333 = -2029297.348712 nChanged 16 SP:Iteration 48Q (672.249846 sec): 3 clusters Score: Raw -2032471.950266 + Penalty 3171.650333 = -2029300.299933 nChanged 16 SP:Iteration 49Q (672.319720 sec): 3 clusters Score: Raw -2032474.681522 + Penalty 3171.650333 = -2029303.031189 nChanged 17 SP:Iteration 50Q (672.394309 sec): 3 clusters Score: Raw -2032477.392797 + Penalty 3171.650333 = -2029305.742464 nChanged 15 SP:Iteration 51Q (672.464345 sec): 3 clusters Score: Raw -2032479.904932 + Penalty 3171.650333 = -2029308.254599 nChanged 9 SP:Iteration 52Q (672.529207 sec): 3 clusters Score: Raw -2032481.995217 + Penalty 3171.650333 = -2029310.344884 nChanged 15 SP:Iteration 53Q (672.589934 sec): 3 clusters Score: Raw -2032484.550065 + Penalty 3171.650333 = -2029312.899732 nChanged 11 SP:Iteration 54Q (672.654990 sec): 3 clusters Score: Raw -2032486.716664 + Penalty 3171.650333 = -2029315.066331 nChanged 12 SP:Iteration 55Q (672.714808 sec): 3 clusters Score: Raw -2032489.797758 + Penalty 3171.650333 = -2029318.147425 nChanged 11 SP:Iteration 56Q (672.774257 sec): 3 clusters Score: Raw -2032492.624781 + Penalty 3171.650333 = -2029320.974448 nChanged 7 SP:Iteration 57Q (672.841134 sec): 3 clusters Score: Raw -2032494.347731 + Penalty 3171.650333 = -2029322.697398 nChanged 8 SP:Iteration 58Q (672.902201 sec): 3 clusters Score: Raw -2032496.262457 + Penalty 3171.650333 = -2029324.612124 nChanged 9 SP:Iteration 59Q (672.962207 sec): 3 clusters Score: Raw -2032498.570815 + Penalty 3171.650333 = -2029326.920482 nChanged 14 SP:Iteration 60F (673.034693 sec): 3 clusters Score: Raw -2032501.531202 + Penalty 3171.650333 = -2029329.880869 nChanged 14 SP:Iteration 61Q (673.107861 sec): 3 clusters Score: Raw -2032504.474963 + Penalty 3171.650333 = -2029332.824630 nChanged 14 SP:Iteration 62Q (673.173095 sec): 3 clusters Score: Raw -2032506.701552 + Penalty 3171.650333 = -2029335.051219 nChanged 12 SP:Iteration 63Q (673.245766 sec): 3 clusters Score: Raw -2032508.586780 + Penalty 3171.650333 = -2029336.936447 nChanged 9 SP:Iteration 64Q (673.306255 sec): 3 clusters Score: Raw -2032510.579287 + Penalty 3171.650333 = -2029338.928954 nChanged 8 SP:Iteration 65Q (673.382067 sec): 3 clusters Score: Raw -2032513.181292 + Penalty 3171.650333 = -2029341.530959 nChanged 9 SP:Iteration 66Q (673.437103 sec): 3 clusters Score: Raw -2032516.210074 + Penalty 3171.650333 = -2029344.559741 nChanged 14 SP:Iteration 67Q (673.512003 sec): 3 clusters Score: Raw -2032520.165905 + Penalty 3171.650333 = -2029348.515572 nChanged 15 SP:Iteration 68Q (673.581012 sec): 3 clusters Score: Raw -2032523.554290 + Penalty 3171.650333 = -2029351.903957 nChanged 9 SP:Iteration 69Q (673.648289 sec): 3 clusters Score: Raw -2032524.933803 + Penalty 3171.650333 = -2029353.283470 nChanged 6 SP:Iteration 70Q (673.710822 sec): 3 clusters Score: Raw -2032526.009933 + Penalty 3171.650333 = -2029354.359601 nChanged 8 SP:Iteration 71Q (673.786492 sec): 3 clusters Score: Raw -2032527.301552 + Penalty 3171.650333 = -2029355.651219 nChanged 7 SP:Iteration 72Q (673.849709 sec): 3 clusters Score: Raw -2032529.491416 + Penalty 3171.650333 = -2029357.841083 nChanged 12 SP:Iteration 73Q (673.925073 sec): 3 clusters Score: Raw -2032532.500731 + Penalty 3171.650333 = -2029360.850398 nChanged 14 SP:Iteration 74Q (673.988649 sec): 3 clusters Score: Raw -2032536.571286 + Penalty 3171.650333 = -2029364.920953 nChanged 11 SP:Iteration 75Q (674.054815 sec): 3 clusters Score: Raw -2032538.735139 + Penalty 3171.650333 = -2029367.084806 nChanged 14 SP:Iteration 76Q (674.121082 sec): 3 clusters Score: Raw -2032541.600387 + Penalty 3171.650333 = -2029369.950054 nChanged 16 SP:Iteration 77Q (674.185897 sec): 3 clusters Score: Raw -2032545.213250 + Penalty 3171.650333 = -2029373.562917 nChanged 12 SP:Iteration 78Q (674.254062 sec): 3 clusters Score: Raw -2032547.753517 + Penalty 3171.650333 = -2029376.103184 nChanged 8 SP:Iteration 79Q (674.322761 sec): 3 clusters Score: Raw -2032549.253595 + Penalty 3171.650333 = -2029377.603262 nChanged 7 SP:Iteration 80F (674.391616 sec): 3 clusters Score: Raw -2032551.458651 + Penalty 3171.650333 = -2029379.808318 nChanged 12 SP:Iteration 81Q (674.457291 sec): 3 clusters Score: Raw -2032555.526063 + Penalty 3171.650333 = -2029383.875730 nChanged 16 SP:Iteration 82Q (674.530235 sec): 3 clusters Score: Raw -2032559.260655 + Penalty 3171.650333 = -2029387.610322 nChanged 9 SP:Iteration 83Q (674.594892 sec): 3 clusters Score: Raw -2032561.219497 + Penalty 3171.650333 = -2029389.569164 nChanged 6 SP:Iteration 84Q (674.662857 sec): 3 clusters Score: Raw -2032562.571014 + Penalty 3171.650333 = -2029390.920681 nChanged 7 SP:Iteration 85Q (674.716880 sec): 3 clusters Score: Raw -2032563.735302 + Penalty 3171.650333 = -2029392.084969 nChanged 2 SP:Iteration 86Q (674.782472 sec): 3 clusters Score: Raw -2032564.281688 + Penalty 3171.650333 = -2029392.631355 nChanged 6 SP:Iteration 87Q (674.855884 sec): 3 clusters Score: Raw -2032565.316741 + Penalty 3171.650333 = -2029393.666408 nChanged 7 SP:Iteration 88Q (674.913439 sec): 3 clusters Score: Raw -2032566.553653 + Penalty 3171.650333 = -2029394.903320 nChanged 9 SP:Iteration 89Q (674.981535 sec): 3 clusters Score: Raw -2032567.785224 + Penalty 3171.650333 = -2029396.134891 nChanged 7 SP:Iteration 90Q (675.050418 sec): 3 clusters Score: Raw -2032569.425722 + Penalty 3171.650333 = -2029397.775389 nChanged 9 SP:Iteration 91Q (675.127638 sec): 3 clusters Score: Raw -2032572.124903 + Penalty 3171.650333 = -2029400.474570 nChanged 7 SP:Iteration 92Q (675.193158 sec): 3 clusters Score: Raw -2032573.802321 + Penalty 3171.650333 = -2029402.151988 nChanged 3 SP:Iteration 93Q (675.262738 sec): 3 clusters Score: Raw -2032574.858040 + Penalty 3171.650333 = -2029403.207707 nChanged 9 SP:Iteration 94Q (675.331510 sec): 3 clusters Score: Raw -2032578.111568 + Penalty 3171.650333 = -2029406.461235 nChanged 12 SP:Iteration 95Q (675.401110 sec): 3 clusters Score: Raw -2032581.574337 + Penalty 3171.650333 = -2029409.924004 nChanged 17 SP:Iteration 96Q (675.460969 sec): 3 clusters Score: Raw -2032591.144186 + Penalty 3171.650333 = -2029419.493853 nChanged 28 SP:Iteration 97Q (675.525205 sec): 3 clusters Score: Raw -2032603.722364 + Penalty 3171.650333 = -2029432.072031 nChanged 22 SP:Iteration 98Q (675.588094 sec): 3 clusters Score: Raw -2032612.798205 + Penalty 3171.650333 = -2029441.147872 nChanged 25 SP:Iteration 99Q (675.658267 sec): 3 clusters Score: Raw -2032628.337409 + Penalty 3171.650333 = -2029456.687076 nChanged 37 SP:Iteration 100F (675.731573 sec): 3 clusters Score: Raw -2032653.393299 + Penalty 3171.650333 = -2029481.742966 nChanged 48 SP:Iteration 101Q (675.788938 sec): 3 clusters Score: Raw -2032700.143990 + Penalty 3171.650333 = -2029528.493657 nChanged 64 SP:Iteration 102Q (675.865386 sec): 3 clusters Score: Raw -2032758.844375 + Penalty 3171.650333 = -2029587.194042 nChanged 76 SP:Iteration 103Q (675.939059 sec): 3 clusters Score: Raw -2032803.082500 + Penalty 3171.650333 = -2029631.432168 nChanged 60 SP:Iteration 104Q (676.002403 sec): 3 clusters Score: Raw -2032834.128658 + Penalty 3171.650333 = -2029662.478325 nChanged 48 SP:Iteration 105Q (676.069594 sec): 3 clusters Score: Raw -2032857.019305 + Penalty 3171.650333 = -2029685.368972 nChanged 43 SP:Iteration 106Q (676.144978 sec): 3 clusters Score: Raw -2032874.979978 + Penalty 3171.650333 = -2029703.329645 nChanged 42 SP:Iteration 107Q (676.202509 sec): 3 clusters Score: Raw -2032895.957880 + Penalty 3171.650333 = -2029724.307547 nChanged 35 SP:Iteration 108Q (676.264566 sec): 3 clusters Score: Raw -2032912.084023 + Penalty 3171.650333 = -2029740.433690 nChanged 31 SP:Iteration 109Q (676.341636 sec): 3 clusters Score: Raw -2032926.435988 + Penalty 3171.650333 = -2029754.785655 nChanged 36 SP:Iteration 110Q (676.416578 sec): 3 clusters Score: Raw -2032938.752536 + Penalty 3171.650333 = -2029767.102204 nChanged 29 SP:Iteration 111Q (676.478084 sec): 3 clusters Score: Raw -2032947.493251 + Penalty 3171.650333 = -2029775.842918 nChanged 22 SP:Iteration 112Q (676.546334 sec): 3 clusters Score: Raw -2032953.343918 + Penalty 3171.650333 = -2029781.693585 nChanged 23 SP:Iteration 113Q (676.615719 sec): 3 clusters Score: Raw -2032959.344390 + Penalty 3171.650333 = -2029787.694057 nChanged 16 SP:Iteration 114Q (676.672999 sec): 3 clusters Score: Raw -2032963.616341 + Penalty 3171.650333 = -2029791.966008 nChanged 8 SP:Iteration 115Q (676.743662 sec): 3 clusters Score: Raw -2032966.028915 + Penalty 3171.650333 = -2029794.378582 nChanged 14 SP:Iteration 116Q (676.821680 sec): 3 clusters Score: Raw -2032970.785321 + Penalty 3171.650333 = -2029799.134988 nChanged 11 SP:Iteration 117Q (676.891284 sec): 3 clusters Score: Raw -2032974.307050 + Penalty 3171.650333 = -2029802.656717 nChanged 7 SP:Iteration 118Q (676.945927 sec): 3 clusters Score: Raw -2032975.559247 + Penalty 3171.650333 = -2029803.908914 nChanged 5 SP:Iteration 119Q (677.011472 sec): 3 clusters Score: Raw -2032976.085350 + Penalty 3171.650333 = -2029804.435017 nChanged 0 SP:Iteration 120F (677.088687 sec): 3 clusters Score: Raw -2032976.085350 + Penalty 3171.650333 = -2029804.435017 nChanged 0 Trying to split cluster 3 (58855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (677.182694 sec): 2 clusters Score: Raw -7488634.922499 + Penalty 1784.710212 = -7486850.212287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (677.316899 sec): 3 clusters Score: Raw -7450966.199513 + Penalty 3569.420423 = -7447396.779089 nChanged 28004 SP:Iteration 1F (677.455624 sec): 3 clusters Score: Raw -7467473.848684 + Penalty 3569.420423 = -7463904.428261 nChanged 2868 SP:Iteration 2Q (677.600143 sec): 3 clusters Score: Raw -7468756.898830 + Penalty 3569.420423 = -7465187.478407 nChanged 3299 SP:Iteration 3F (677.738891 sec): 3 clusters Score: Raw -7470707.456251 + Penalty 3569.420423 = -7467138.035828 nChanged 3888 SP:Iteration 4F (677.873447 sec): 3 clusters Score: Raw -7473718.440449 + Penalty 3569.420423 = -7470149.020025 nChanged 4355 SP:Iteration 5F (678.014424 sec): 3 clusters Score: Raw -7477720.987386 + Penalty 3569.420423 = -7474151.566963 nChanged 4252 SP:Iteration 6F (678.151702 sec): 3 clusters Score: Raw -7481237.886243 + Penalty 3569.420423 = -7477668.465820 nChanged 3346 SP:Iteration 7F (678.279553 sec): 3 clusters Score: Raw -7483269.360573 + Penalty 3569.420423 = -7479699.940150 nChanged 2249 SP:Iteration 8Q (678.415044 sec): 3 clusters Score: Raw -7484163.447334 + Penalty 3569.420423 = -7480594.026911 nChanged 1422 SP:Iteration 9Q (678.559903 sec): 3 clusters Score: Raw -7484633.729257 + Penalty 3569.420423 = -7481064.308834 nChanged 1117 SP:Iteration 10Q (678.684758 sec): 3 clusters Score: Raw -7484990.752413 + Penalty 3569.420423 = -7481421.331990 nChanged 935 SP:Iteration 11Q (678.822723 sec): 3 clusters Score: Raw -7485263.568783 + Penalty 3569.420423 = -7481694.148360 nChanged 849 SP:Iteration 12Q (678.952862 sec): 3 clusters Score: Raw -7485497.227366 + Penalty 3569.420423 = -7481927.806943 nChanged 748 SP:Iteration 13Q (679.100705 sec): 3 clusters Score: Raw -7485684.724121 + Penalty 3569.420423 = -7482115.303698 nChanged 681 SP:Iteration 14Q (679.232596 sec): 3 clusters Score: Raw -7485835.576796 + Penalty 3569.420423 = -7482266.156373 nChanged 616 SP:Iteration 15Q (679.374358 sec): 3 clusters Score: Raw -7485951.505380 + Penalty 3569.420423 = -7482382.084957 nChanged 535 SP:Iteration 16Q (679.511104 sec): 3 clusters Score: Raw -7486044.569033 + Penalty 3569.420423 = -7482475.148610 nChanged 449 SP:Iteration 17Q (679.641575 sec): 3 clusters Score: Raw -7486112.974767 + Penalty 3569.420423 = -7482543.554344 nChanged 400 SP:Iteration 18Q (679.771449 sec): 3 clusters Score: Raw -7486167.391534 + Penalty 3569.420423 = -7482597.971111 nChanged 332 SP:Iteration 19Q (679.902397 sec): 3 clusters Score: Raw -7486207.513266 + Penalty 3569.420423 = -7482638.092843 nChanged 287 SP:Iteration 20F (680.031183 sec): 3 clusters Score: Raw -7486234.137014 + Penalty 3569.420423 = -7482664.716591 nChanged 216 SP:Iteration 21Q (680.163764 sec): 3 clusters Score: Raw -7486252.368368 + Penalty 3569.420423 = -7482682.947945 nChanged 192 SP:Iteration 22Q (680.297339 sec): 3 clusters Score: Raw -7486268.964171 + Penalty 3569.420423 = -7482699.543748 nChanged 202 SP:Iteration 23Q (680.424547 sec): 3 clusters Score: Raw -7486284.404674 + Penalty 3569.420423 = -7482714.984251 nChanged 160 SP:Iteration 24Q (680.552289 sec): 3 clusters Score: Raw -7486293.653756 + Penalty 3569.420423 = -7482724.233333 nChanged 110 SP:Iteration 25Q (680.682541 sec): 3 clusters Score: Raw -7486300.238435 + Penalty 3569.420423 = -7482730.818012 nChanged 101 SP:Iteration 26Q (680.816271 sec): 3 clusters Score: Raw -7486306.805911 + Penalty 3569.420423 = -7482737.385488 nChanged 102 SP:Iteration 27Q (680.952609 sec): 3 clusters Score: Raw -7486313.076316 + Penalty 3569.420423 = -7482743.655893 nChanged 89 SP:Iteration 28Q (681.092440 sec): 3 clusters Score: Raw -7486318.299298 + Penalty 3569.420423 = -7482748.878875 nChanged 93 SP:Iteration 29Q (681.229623 sec): 3 clusters Score: Raw -7486322.353519 + Penalty 3569.420423 = -7482752.933096 nChanged 79 SP:Iteration 30Q (681.358791 sec): 3 clusters Score: Raw -7486325.663340 + Penalty 3569.420423 = -7482756.242917 nChanged 65 SP:Iteration 31Q (681.503254 sec): 3 clusters Score: Raw -7486328.505688 + Penalty 3569.420423 = -7482759.085265 nChanged 61 SP:Iteration 32Q (681.633319 sec): 3 clusters Score: Raw -7486330.741494 + Penalty 3569.420423 = -7482761.321071 nChanged 56 SP:Iteration 33Q (681.760831 sec): 3 clusters Score: Raw -7486332.681812 + Penalty 3569.420423 = -7482763.261389 nChanged 54 SP:Iteration 34Q (681.905181 sec): 3 clusters Score: Raw -7486334.096784 + Penalty 3569.420423 = -7482764.676361 nChanged 31 SP:Iteration 35Q (682.035319 sec): 3 clusters Score: Raw -7486334.999577 + Penalty 3569.420423 = -7482765.579154 nChanged 26 SP:Iteration 36Q (682.173990 sec): 3 clusters Score: Raw -7486335.758145 + Penalty 3569.420423 = -7482766.337722 nChanged 27 SP:Iteration 37Q (682.306830 sec): 3 clusters Score: Raw -7486336.780866 + Penalty 3569.420423 = -7482767.360443 nChanged 39 SP:Iteration 38Q (682.456228 sec): 3 clusters Score: Raw -7486338.098771 + Penalty 3569.420423 = -7482768.678348 nChanged 31 SP:Iteration 39Q (682.592034 sec): 3 clusters Score: Raw -7486339.212303 + Penalty 3569.420423 = -7482769.791880 nChanged 33 SP:Iteration 40F (682.727240 sec): 3 clusters Score: Raw -7486340.247669 + Penalty 3569.420423 = -7482770.827246 nChanged 25 SP:Iteration 41Q (682.860757 sec): 3 clusters Score: Raw -7486340.986875 + Penalty 3569.420423 = -7482771.566452 nChanged 35 SP:Iteration 42Q (683.003331 sec): 3 clusters Score: Raw -7486342.014163 + Penalty 3569.420423 = -7482772.593740 nChanged 36 SP:Iteration 43Q (683.137021 sec): 3 clusters Score: Raw -7486342.952752 + Penalty 3569.420423 = -7482773.532329 nChanged 28 SP:Iteration 44Q (683.273007 sec): 3 clusters Score: Raw -7486343.901731 + Penalty 3569.420423 = -7482774.481308 nChanged 27 SP:Iteration 45Q (683.417187 sec): 3 clusters Score: Raw -7486345.026509 + Penalty 3569.420423 = -7482775.606086 nChanged 40 SP:Iteration 46Q (683.550129 sec): 3 clusters Score: Raw -7486346.721055 + Penalty 3569.420423 = -7482777.300632 nChanged 38 SP:Iteration 47Q (683.673468 sec): 3 clusters Score: Raw -7486348.306947 + Penalty 3569.420423 = -7482778.886524 nChanged 39 SP:Iteration 48Q (683.811124 sec): 3 clusters Score: Raw -7486349.983834 + Penalty 3569.420423 = -7482780.563411 nChanged 42 SP:Iteration 49Q (683.946995 sec): 3 clusters Score: Raw -7486351.273395 + Penalty 3569.420423 = -7482781.852972 nChanged 35 SP:Iteration 50Q (684.081888 sec): 3 clusters Score: Raw -7486352.406949 + Penalty 3569.420423 = -7482782.986526 nChanged 35 SP:Iteration 51Q (684.214349 sec): 3 clusters Score: Raw -7486353.345407 + Penalty 3569.420423 = -7482783.924984 nChanged 29 SP:Iteration 52Q (684.355680 sec): 3 clusters Score: Raw -7486354.356413 + Penalty 3569.420423 = -7482784.935990 nChanged 33 SP:Iteration 53Q (684.495946 sec): 3 clusters Score: Raw -7486355.520371 + Penalty 3569.420423 = -7482786.099948 nChanged 36 SP:Iteration 54Q (684.625983 sec): 3 clusters Score: Raw -7486356.812228 + Penalty 3569.420423 = -7482787.391805 nChanged 40 SP:Iteration 55Q (684.756764 sec): 3 clusters Score: Raw -7486358.298374 + Penalty 3569.420423 = -7482788.877951 nChanged 42 SP:Iteration 56Q (684.905751 sec): 3 clusters Score: Raw -7486359.579972 + Penalty 3569.420423 = -7482790.159549 nChanged 38 SP:Iteration 57Q (685.045338 sec): 3 clusters Score: Raw -7486360.723154 + Penalty 3569.420423 = -7482791.302731 nChanged 31 SP:Iteration 58Q (685.187492 sec): 3 clusters Score: Raw -7486361.832744 + Penalty 3569.420423 = -7482792.412321 nChanged 27 SP:Iteration 59Q (685.336634 sec): 3 clusters Score: Raw -7486362.750010 + Penalty 3569.420423 = -7482793.329587 nChanged 24 SP:Iteration 60F (685.472118 sec): 3 clusters Score: Raw -7486363.645668 + Penalty 3569.420423 = -7482794.225245 nChanged 23 SP:Iteration 61Q (685.608168 sec): 3 clusters Score: Raw -7486364.203066 + Penalty 3569.420423 = -7482794.782643 nChanged 13 SP:Iteration 62Q (685.745057 sec): 3 clusters Score: Raw -7486364.526466 + Penalty 3569.420423 = -7482795.106043 nChanged 15 SP:Iteration 63Q (685.890694 sec): 3 clusters Score: Raw -7486364.754491 + Penalty 3569.420423 = -7482795.334068 nChanged 7 SP:Iteration 64Q (686.019313 sec): 3 clusters Score: Raw -7486364.840983 + Penalty 3569.420423 = -7482795.420560 nChanged 7 SP:Iteration 65Q (686.132850 sec): 3 clusters Score: Raw -7486365.014217 + Penalty 3569.420423 = -7482795.593794 nChanged 8 SP:Iteration 66Q (686.278759 sec): 3 clusters Score: Raw -7486365.208125 + Penalty 3569.420423 = -7482795.787702 nChanged 12 SP:Iteration 67Q (686.420424 sec): 3 clusters Score: Raw -7486365.577876 + Penalty 3569.420423 = -7482796.157453 nChanged 15 SP:Iteration 68Q (686.552721 sec): 3 clusters Score: Raw -7486366.060250 + Penalty 3569.420423 = -7482796.639826 nChanged 18 SP:Iteration 69Q (686.686049 sec): 3 clusters Score: Raw -7486366.784027 + Penalty 3569.420423 = -7482797.363604 nChanged 22 SP:Iteration 70Q (686.815194 sec): 3 clusters Score: Raw -7486367.389644 + Penalty 3569.420423 = -7482797.969221 nChanged 22 SP:Iteration 71Q (686.947716 sec): 3 clusters Score: Raw -7486368.280357 + Penalty 3569.420423 = -7482798.859934 nChanged 29 SP:Iteration 72Q (687.082429 sec): 3 clusters Score: Raw -7486369.364028 + Penalty 3569.420423 = -7482799.943605 nChanged 29 SP:Iteration 73Q (687.218802 sec): 3 clusters Score: Raw -7486370.594617 + Penalty 3569.420423 = -7482801.174194 nChanged 32 SP:Iteration 74Q (687.356582 sec): 3 clusters Score: Raw -7486371.591090 + Penalty 3569.420423 = -7482802.170667 nChanged 29 SP:Iteration 75Q (687.487462 sec): 3 clusters Score: Raw -7486372.281999 + Penalty 3569.420423 = -7482802.861576 nChanged 26 SP:Iteration 76Q (687.625897 sec): 3 clusters Score: Raw -7486372.935881 + Penalty 3569.420423 = -7482803.515458 nChanged 17 SP:Iteration 77Q (687.755693 sec): 3 clusters Score: Raw -7486373.320627 + Penalty 3569.420423 = -7482803.900204 nChanged 12 SP:Iteration 78Q (687.888654 sec): 3 clusters Score: Raw -7486373.552216 + Penalty 3569.420423 = -7482804.131793 nChanged 14 SP:Iteration 79Q (688.029764 sec): 3 clusters Score: Raw -7486373.925696 + Penalty 3569.420423 = -7482804.505273 nChanged 22 SP:Iteration 80F (688.174271 sec): 3 clusters Score: Raw -7486374.456899 + Penalty 3569.420423 = -7482805.036476 nChanged 19 SP:Iteration 81Q (688.312552 sec): 3 clusters Score: Raw -7486375.046195 + Penalty 3569.420423 = -7482805.625772 nChanged 20 SP:Iteration 82Q (688.450102 sec): 3 clusters Score: Raw -7486375.502440 + Penalty 3569.420423 = -7482806.082017 nChanged 20 SP:Iteration 83Q (688.598162 sec): 3 clusters Score: Raw -7486376.042371 + Penalty 3569.420423 = -7482806.621948 nChanged 17 SP:Iteration 84Q (688.721993 sec): 3 clusters Score: Raw -7486376.405424 + Penalty 3569.420423 = -7482806.985001 nChanged 17 SP:Iteration 85Q (688.858385 sec): 3 clusters Score: Raw -7486376.797834 + Penalty 3569.420423 = -7482807.377411 nChanged 22 SP:Iteration 86Q (689.002717 sec): 3 clusters Score: Raw -7486377.325419 + Penalty 3569.420423 = -7482807.904996 nChanged 23 SP:Iteration 87Q (689.141966 sec): 3 clusters Score: Raw -7486377.938239 + Penalty 3569.420423 = -7482808.517816 nChanged 16 SP:Iteration 88Q (689.279055 sec): 3 clusters Score: Raw -7486378.270200 + Penalty 3569.420423 = -7482808.849777 nChanged 14 SP:Iteration 89Q (689.404462 sec): 3 clusters Score: Raw -7486378.527890 + Penalty 3569.420423 = -7482809.107467 nChanged 6 SP:Iteration 90Q (689.534905 sec): 3 clusters Score: Raw -7486378.624859 + Penalty 3569.420423 = -7482809.204436 nChanged 8 SP:Iteration 91Q (689.669089 sec): 3 clusters Score: Raw -7486378.722483 + Penalty 3569.420423 = -7482809.302060 nChanged 3 SP:Iteration 92Q (689.804148 sec): 3 clusters Score: Raw -7486378.764763 + Penalty 3569.420423 = -7482809.344340 nChanged 2 SP:Iteration 93Q (689.942638 sec): 3 clusters Score: Raw -7486378.788618 + Penalty 3569.420423 = -7482809.368195 nChanged 3 SP:Iteration 94Q (690.076971 sec): 3 clusters Score: Raw -7486378.836936 + Penalty 3569.420423 = -7482809.416513 nChanged 2 SP:Iteration 95Q (690.207225 sec): 3 clusters Score: Raw -7486378.874528 + Penalty 3569.420423 = -7482809.454105 nChanged 3 SP:Iteration 96Q (690.338532 sec): 3 clusters Score: Raw -7486378.904448 + Penalty 3569.420423 = -7482809.484025 nChanged 3 SP:Iteration 97Q (690.467938 sec): 3 clusters Score: Raw -7486378.943024 + Penalty 3569.420423 = -7482809.522601 nChanged 3 SP:Iteration 98Q (690.601501 sec): 3 clusters Score: Raw -7486378.991666 + Penalty 3569.420423 = -7482809.571243 nChanged 2 SP:Iteration 99Q (690.717740 sec): 3 clusters Score: Raw -7486379.007998 + Penalty 3569.420423 = -7482809.587575 nChanged 2 SP:Iteration 100F (690.854343 sec): 3 clusters Score: Raw -7486379.040255 + Penalty 3569.420423 = -7482809.619832 nChanged 1 SP:Iteration 101Q (690.994830 sec): 3 clusters Score: Raw -7486379.047504 + Penalty 3569.420423 = -7482809.627081 nChanged 2 SP:Iteration 102Q (691.126611 sec): 3 clusters Score: Raw -7486379.057823 + Penalty 3569.420423 = -7482809.637400 nChanged 1 SP:Iteration 103Q (691.256291 sec): 3 clusters Score: Raw -7486379.066003 + Penalty 3569.420423 = -7482809.645580 nChanged 0 SP:Iteration 104F (691.390649 sec): 3 clusters Score: Raw -7486379.066003 + Penalty 3569.420423 = -7482809.645580 nChanged 0 Trying to split cluster 4 (15750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (691.443522 sec): 2 clusters Score: Raw -1957668.829979 + Penalty 1570.496792 = -1956098.333187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (691.497721 sec): 3 clusters Score: Raw -1948381.669652 + Penalty 3140.993584 = -1945240.676068 nChanged 7016 SP:Iteration 1F (691.571431 sec): 3 clusters Score: Raw -1952320.905944 + Penalty 3140.993584 = -1949179.912360 nChanged 1117 SP:Iteration 2F (691.648936 sec): 3 clusters Score: Raw -1952911.628835 + Penalty 3140.993584 = -1949770.635251 nChanged 1096 SP:Iteration 3F (691.716839 sec): 3 clusters Score: Raw -1953551.586559 + Penalty 3140.993584 = -1950410.592975 nChanged 1027 SP:Iteration 4F (691.777581 sec): 3 clusters Score: Raw -1954265.271128 + Penalty 3140.993584 = -1951124.277543 nChanged 1063 SP:Iteration 5F (691.836489 sec): 3 clusters Score: Raw -1955109.353458 + Penalty 3140.993584 = -1951968.359874 nChanged 1074 SP:Iteration 6F (691.915574 sec): 3 clusters Score: Raw -1956103.425305 + Penalty 3140.993584 = -1952962.431720 nChanged 936 SP:Iteration 7F (691.991366 sec): 3 clusters Score: Raw -1957022.778436 + Penalty 3140.993584 = -1953881.784852 nChanged 718 SP:Iteration 8Q (692.065597 sec): 3 clusters Score: Raw -1957752.507778 + Penalty 3140.993584 = -1954611.514194 nChanged 528 SP:Iteration 9Q (692.136618 sec): 3 clusters Score: Raw -1958310.149954 + Penalty 3140.993584 = -1955169.156369 nChanged 360 SP:Iteration 10Q (692.200469 sec): 3 clusters Score: Raw -1958613.638111 + Penalty 3140.993584 = -1955472.644527 nChanged 237 SP:Iteration 11Q (692.259063 sec): 3 clusters Score: Raw -1958783.506978 + Penalty 3140.993584 = -1955642.513393 nChanged 154 SP:Iteration 12Q (692.333267 sec): 3 clusters Score: Raw -1958865.070756 + Penalty 3140.993584 = -1955724.077171 nChanged 109 SP:Iteration 13Q (692.379022 sec): 3 clusters Score: Raw -1958906.490173 + Penalty 3140.993584 = -1955765.496589 nChanged 63 SP:Iteration 14Q (692.458530 sec): 3 clusters Score: Raw -1958926.573925 + Penalty 3140.993584 = -1955785.580341 nChanged 50 SP:Iteration 15Q (692.524501 sec): 3 clusters Score: Raw -1958941.402822 + Penalty 3140.993584 = -1955800.409238 nChanged 40 SP:Iteration 16Q (692.587448 sec): 3 clusters Score: Raw -1958953.537557 + Penalty 3140.993584 = -1955812.543972 nChanged 51 SP:Iteration 17Q (692.647641 sec): 3 clusters Score: Raw -1958965.427275 + Penalty 3140.993584 = -1955824.433690 nChanged 39 SP:Iteration 18Q (692.718929 sec): 3 clusters Score: Raw -1958975.954462 + Penalty 3140.993584 = -1955834.960878 nChanged 38 SP:Iteration 19Q (692.788700 sec): 3 clusters Score: Raw -1958986.810672 + Penalty 3140.993584 = -1955845.817088 nChanged 38 SP:Iteration 20F (692.869404 sec): 3 clusters Score: Raw -1958995.986341 + Penalty 3140.993584 = -1955854.992757 nChanged 22 SP:Iteration 21Q (692.927827 sec): 3 clusters Score: Raw -1959000.867383 + Penalty 3140.993584 = -1955859.873799 nChanged 17 SP:Iteration 22Q (693.004924 sec): 3 clusters Score: Raw -1959003.991945 + Penalty 3140.993584 = -1955862.998361 nChanged 16 SP:Iteration 23Q (693.071746 sec): 3 clusters Score: Raw -1959007.352714 + Penalty 3140.993584 = -1955866.359130 nChanged 15 SP:Iteration 24Q (693.144968 sec): 3 clusters Score: Raw -1959010.398593 + Penalty 3140.993584 = -1955869.405008 nChanged 18 SP:Iteration 25Q (693.210194 sec): 3 clusters Score: Raw -1959013.761714 + Penalty 3140.993584 = -1955872.768129 nChanged 14 SP:Iteration 26Q (693.285542 sec): 3 clusters Score: Raw -1959015.601162 + Penalty 3140.993584 = -1955874.607577 nChanged 10 SP:Iteration 27Q (693.347601 sec): 3 clusters Score: Raw -1959017.135035 + Penalty 3140.993584 = -1955876.141450 nChanged 8 SP:Iteration 28Q (693.425880 sec): 3 clusters Score: Raw -1959018.448054 + Penalty 3140.993584 = -1955877.454470 nChanged 6 SP:Iteration 29Q (693.493632 sec): 3 clusters Score: Raw -1959019.468554 + Penalty 3140.993584 = -1955878.474970 nChanged 7 SP:Iteration 30Q (693.548880 sec): 3 clusters Score: Raw -1959020.803166 + Penalty 3140.993584 = -1955879.809582 nChanged 8 SP:Iteration 31Q (693.626351 sec): 3 clusters Score: Raw -1959022.004587 + Penalty 3140.993584 = -1955881.011003 nChanged 8 SP:Iteration 32Q (693.687085 sec): 3 clusters Score: Raw -1959022.584857 + Penalty 3140.993584 = -1955881.591273 nChanged 2 SP:Iteration 33Q (693.760520 sec): 3 clusters Score: Raw -1959022.858294 + Penalty 3140.993584 = -1955881.864710 nChanged 2 SP:Iteration 34Q (693.824666 sec): 3 clusters Score: Raw -1959023.432345 + Penalty 3140.993584 = -1955882.438761 nChanged 5 SP:Iteration 35Q (693.891500 sec): 3 clusters Score: Raw -1959024.305649 + Penalty 3140.993584 = -1955883.312064 nChanged 5 SP:Iteration 36Q (693.952721 sec): 3 clusters Score: Raw -1959024.870201 + Penalty 3140.993584 = -1955883.876617 nChanged 5 SP:Iteration 37Q (694.023835 sec): 3 clusters Score: Raw -1959025.689973 + Penalty 3140.993584 = -1955884.696388 nChanged 3 SP:Iteration 38Q (694.094678 sec): 3 clusters Score: Raw -1959026.115267 + Penalty 3140.993584 = -1955885.121682 nChanged 3 SP:Iteration 39Q (694.153300 sec): 3 clusters Score: Raw -1959026.737417 + Penalty 3140.993584 = -1955885.743832 nChanged 3 SP:Iteration 40F (694.227498 sec): 3 clusters Score: Raw -1959027.219642 + Penalty 3140.993584 = -1955886.226058 nChanged 5 SP:Iteration 41Q (694.279976 sec): 3 clusters Score: Raw -1959027.869352 + Penalty 3140.993584 = -1955886.875768 nChanged 7 SP:Iteration 42Q (694.355327 sec): 3 clusters Score: Raw -1959028.994742 + Penalty 3140.993584 = -1955888.001157 nChanged 6 SP:Iteration 43Q (694.413095 sec): 3 clusters Score: Raw -1959029.859983 + Penalty 3140.993584 = -1955888.866399 nChanged 5 SP:Iteration 44Q (694.483394 sec): 3 clusters Score: Raw -1959030.452732 + Penalty 3140.993584 = -1955889.459147 nChanged 2 SP:Iteration 45Q (694.558117 sec): 3 clusters Score: Raw -1959030.831816 + Penalty 3140.993584 = -1955889.838231 nChanged 3 SP:Iteration 46Q (694.623723 sec): 3 clusters Score: Raw -1959031.079444 + Penalty 3140.993584 = -1955890.085859 nChanged 0 SP:Iteration 47F (694.695243 sec): 3 clusters Score: Raw -1959031.079444 + Penalty 3140.993584 = -1955890.085859 nChanged 0 Trying to split cluster 5 (8259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (694.722471 sec): 2 clusters Score: Raw -1043211.566130 + Penalty 1465.597054 = -1041745.969076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (694.783862 sec): 3 clusters Score: Raw -1038661.078880 + Penalty 2931.194108 = -1035729.884772 nChanged 3564 SP:Iteration 1F (694.834541 sec): 3 clusters Score: Raw -1040702.262160 + Penalty 2931.194108 = -1037771.068052 nChanged 593 SP:Iteration 2F (694.891793 sec): 3 clusters Score: Raw -1041106.736334 + Penalty 2931.194108 = -1038175.542226 nChanged 547 SP:Iteration 3F (694.960241 sec): 3 clusters Score: Raw -1041464.027464 + Penalty 2931.194108 = -1038532.833356 nChanged 506 SP:Iteration 4F (695.021397 sec): 3 clusters Score: Raw -1041808.346957 + Penalty 2931.194108 = -1038877.152849 nChanged 481 SP:Iteration 5F (695.077463 sec): 3 clusters Score: Raw -1042128.613342 + Penalty 2931.194108 = -1039197.419234 nChanged 454 SP:Iteration 6F (695.132861 sec): 3 clusters Score: Raw -1042435.452713 + Penalty 2931.194108 = -1039504.258605 nChanged 412 SP:Iteration 7Q (695.195079 sec): 3 clusters Score: Raw -1042685.550156 + Penalty 2931.194108 = -1039754.356048 nChanged 339 SP:Iteration 8Q (695.253124 sec): 3 clusters Score: Raw -1042880.530460 + Penalty 2931.194108 = -1039949.336353 nChanged 278 SP:Iteration 9Q (695.306085 sec): 3 clusters Score: Raw -1043022.433752 + Penalty 2931.194108 = -1040091.239644 nChanged 215 SP:Iteration 10Q (695.363026 sec): 3 clusters Score: Raw -1043125.767527 + Penalty 2931.194108 = -1040194.573419 nChanged 193 SP:Iteration 11Q (695.419867 sec): 3 clusters Score: Raw -1043208.356513 + Penalty 2931.194108 = -1040277.162405 nChanged 125 SP:Iteration 12Q (695.468803 sec): 3 clusters Score: Raw -1043250.716455 + Penalty 2931.194108 = -1040319.522347 nChanged 87 SP:Iteration 13Q (695.520524 sec): 3 clusters Score: Raw -1043277.115693 + Penalty 2931.194108 = -1040345.921585 nChanged 74 SP:Iteration 14Q (695.579831 sec): 3 clusters Score: Raw -1043299.459918 + Penalty 2931.194108 = -1040368.265810 nChanged 64 SP:Iteration 15Q (695.628474 sec): 3 clusters Score: Raw -1043315.106667 + Penalty 2931.194108 = -1040383.912559 nChanged 49 SP:Iteration 16Q (695.683610 sec): 3 clusters Score: Raw -1043327.881003 + Penalty 2931.194108 = -1040396.686895 nChanged 56 SP:Iteration 17Q (695.735516 sec): 3 clusters Score: Raw -1043343.167033 + Penalty 2931.194108 = -1040411.972925 nChanged 51 SP:Iteration 18Q (695.798058 sec): 3 clusters Score: Raw -1043355.152689 + Penalty 2931.194108 = -1040423.958581 nChanged 44 SP:Iteration 19Q (695.846084 sec): 3 clusters Score: Raw -1043365.041933 + Penalty 2931.194108 = -1040433.847825 nChanged 45 SP:Iteration 20F (695.902184 sec): 3 clusters Score: Raw -1043375.805300 + Penalty 2931.194108 = -1040444.611192 nChanged 43 SP:Iteration 21Q (695.966665 sec): 3 clusters Score: Raw -1043385.390110 + Penalty 2931.194108 = -1040454.196002 nChanged 34 SP:Iteration 22Q (696.018776 sec): 3 clusters Score: Raw -1043391.692003 + Penalty 2931.194108 = -1040460.497895 nChanged 30 SP:Iteration 23Q (696.073682 sec): 3 clusters Score: Raw -1043397.970666 + Penalty 2931.194108 = -1040466.776558 nChanged 33 SP:Iteration 24Q (696.145531 sec): 3 clusters Score: Raw -1043405.084684 + Penalty 2931.194108 = -1040473.890576 nChanged 23 SP:Iteration 25Q (696.203278 sec): 3 clusters Score: Raw -1043408.351796 + Penalty 2931.194108 = -1040477.157688 nChanged 16 SP:Iteration 26Q (696.259026 sec): 3 clusters Score: Raw -1043410.842790 + Penalty 2931.194108 = -1040479.648682 nChanged 10 SP:Iteration 27Q (696.312460 sec): 3 clusters Score: Raw -1043413.224305 + Penalty 2931.194108 = -1040482.030197 nChanged 21 SP:Iteration 28Q (696.361738 sec): 3 clusters Score: Raw -1043417.926642 + Penalty 2931.194108 = -1040486.732534 nChanged 25 SP:Iteration 29Q (696.416539 sec): 3 clusters Score: Raw -1043422.167340 + Penalty 2931.194108 = -1040490.973232 nChanged 26 SP:Iteration 30Q (696.479742 sec): 3 clusters Score: Raw -1043426.981750 + Penalty 2931.194108 = -1040495.787642 nChanged 29 SP:Iteration 31Q (696.535811 sec): 3 clusters Score: Raw -1043433.943765 + Penalty 2931.194108 = -1040502.749657 nChanged 29 SP:Iteration 32Q (696.588006 sec): 3 clusters Score: Raw -1043439.468794 + Penalty 2931.194108 = -1040508.274686 nChanged 21 SP:Iteration 33Q (696.649572 sec): 3 clusters Score: Raw -1043444.252116 + Penalty 2931.194108 = -1040513.058008 nChanged 21 SP:Iteration 34Q (696.702294 sec): 3 clusters Score: Raw -1043448.165620 + Penalty 2931.194108 = -1040516.971512 nChanged 12 SP:Iteration 35Q (696.761353 sec): 3 clusters Score: Raw -1043450.021370 + Penalty 2931.194108 = -1040518.827262 nChanged 10 SP:Iteration 36Q (696.825950 sec): 3 clusters Score: Raw -1043451.897382 + Penalty 2931.194108 = -1040520.703274 nChanged 10 SP:Iteration 37Q (696.889633 sec): 3 clusters Score: Raw -1043453.690840 + Penalty 2931.194108 = -1040522.496732 nChanged 9 SP:Iteration 38Q (696.950557 sec): 3 clusters Score: Raw -1043455.100535 + Penalty 2931.194108 = -1040523.906427 nChanged 4 SP:Iteration 39Q (697.015227 sec): 3 clusters Score: Raw -1043455.855767 + Penalty 2931.194108 = -1040524.661659 nChanged 5 SP:Iteration 40F (697.057115 sec): 3 clusters Score: Raw -1043456.535473 + Penalty 2931.194108 = -1040525.341365 nChanged 2 SP:Iteration 41Q (697.109294 sec): 3 clusters Score: Raw -1043456.752223 + Penalty 2931.194108 = -1040525.558115 nChanged 2 SP:Iteration 42Q (697.165721 sec): 3 clusters Score: Raw -1043456.899357 + Penalty 2931.194108 = -1040525.705249 nChanged 1 SP:Iteration 43Q (697.220741 sec): 3 clusters Score: Raw -1043457.138634 + Penalty 2931.194108 = -1040525.944526 nChanged 2 SP:Iteration 44Q (697.276594 sec): 3 clusters Score: Raw -1043457.670866 + Penalty 2931.194108 = -1040526.476758 nChanged 1 SP:Iteration 45Q (697.338221 sec): 3 clusters Score: Raw -1043457.695450 + Penalty 2931.194108 = -1040526.501342 nChanged 0 SP:Iteration 46F (697.395418 sec): 3 clusters Score: Raw -1043457.695450 + Penalty 2931.194108 = -1040526.501342 nChanged 0 Trying to split cluster 6 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (697.409831 sec): 2 clusters Score: Raw -69953.069628 + Penalty 1047.687203 = -68905.382425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (697.455802 sec): 3 clusters Score: Raw -69901.239824 + Penalty 2095.374405 = -67805.865419 nChanged 189 SP:Iteration 1F (697.506515 sec): 3 clusters Score: Raw -70175.909600 + Penalty 2095.374405 = -68080.535194 nChanged 55 SP:Iteration 2F (697.543510 sec): 3 clusters Score: Raw -70322.745080 + Penalty 2095.374405 = -68227.370674 nChanged 48 SP:Iteration 3F (697.597230 sec): 3 clusters Score: Raw -70446.523174 + Penalty 2095.374405 = -68351.148768 nChanged 36 SP:Iteration 4F (697.636952 sec): 3 clusters Score: Raw -70560.919574 + Penalty 2095.374405 = -68465.545169 nChanged 28 SP:Iteration 5Q (697.683000 sec): 3 clusters Score: Raw -70672.867128 + Penalty 2095.374405 = -68577.492723 nChanged 16 SP:Iteration 6Q (697.716466 sec): 3 clusters Score: Raw -70701.352432 + Penalty 2095.374405 = -68605.978027 nChanged 5 SP:Iteration 7Q (697.777710 sec): 3 clusters Score: Raw -70718.986259 + Penalty 2095.374405 = -68623.611853 nChanged 4 SP:Iteration 8Q (697.814792 sec): 3 clusters Score: Raw -70729.012822 + Penalty 2095.374405 = -68633.638417 nChanged 5 SP:Iteration 9Q (697.862076 sec): 3 clusters Score: Raw -70745.830166 + Penalty 2095.374405 = -68650.455761 nChanged 4 SP:Iteration 10Q (697.915576 sec): 3 clusters Score: Raw -70764.047982 + Penalty 2095.374405 = -68668.673577 nChanged 3 SP:Iteration 11Q (697.950227 sec): 3 clusters Score: Raw -70780.117208 + Penalty 2095.374405 = -68684.742802 nChanged 5 SP:Iteration 12Q (697.997665 sec): 3 clusters Score: Raw -70806.802077 + Penalty 2095.374405 = -68711.427672 nChanged 5 SP:Iteration 13Q (698.053065 sec): 3 clusters Score: Raw -70817.285758 + Penalty 2095.374405 = -68721.911353 nChanged 1 SP:Iteration 14Q (698.104413 sec): 3 clusters Score: Raw -70818.904293 + Penalty 2095.374405 = -68723.529888 nChanged 1 SP:Iteration 15Q (698.158170 sec): 3 clusters Score: Raw -70820.314758 + Penalty 2095.374405 = -68724.940353 nChanged 0 SP:Iteration 16F (698.203566 sec): 3 clusters Score: Raw -70820.314758 + Penalty 2095.374405 = -68724.940353 nChanged 0 Trying to split cluster 7 (13558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (698.249033 sec): 2 clusters Score: Raw -1680555.225245 + Penalty 1546.143959 = -1679009.081285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (698.310120 sec): 3 clusters Score: Raw -1672657.387068 + Penalty 3092.287919 = -1669565.099149 nChanged 5992 SP:Iteration 1F (698.372567 sec): 3 clusters Score: Raw -1675887.458751 + Penalty 3092.287919 = -1672795.170832 nChanged 869 SP:Iteration 2F (698.426003 sec): 3 clusters Score: Raw -1676361.544758 + Penalty 3092.287919 = -1673269.256839 nChanged 969 SP:Iteration 3F (698.481727 sec): 3 clusters Score: Raw -1677007.368500 + Penalty 3092.287919 = -1673915.080581 nChanged 995 SP:Iteration 4F (698.517711 sec): 3 clusters Score: Raw -1677762.043136 + Penalty 3092.287919 = -1674669.755217 nChanged 977 SP:Iteration 5F (698.587337 sec): 3 clusters Score: Raw -1678523.262666 + Penalty 3092.287919 = -1675430.974748 nChanged 845 SP:Iteration 6F (698.649883 sec): 3 clusters Score: Raw -1679168.734023 + Penalty 3092.287919 = -1676076.446104 nChanged 761 SP:Iteration 7F (698.709351 sec): 3 clusters Score: Raw -1679684.797735 + Penalty 3092.287919 = -1676592.509816 nChanged 644 SP:Iteration 8Q (698.769185 sec): 3 clusters Score: Raw -1680068.007936 + Penalty 3092.287919 = -1676975.720017 nChanged 465 SP:Iteration 9Q (698.835303 sec): 3 clusters Score: Raw -1680327.665256 + Penalty 3092.287919 = -1677235.377337 nChanged 351 SP:Iteration 10Q (698.905398 sec): 3 clusters Score: Raw -1680516.137644 + Penalty 3092.287919 = -1677423.849725 nChanged 287 SP:Iteration 11Q (698.963088 sec): 3 clusters Score: Raw -1680655.180401 + Penalty 3092.287919 = -1677562.892482 nChanged 226 SP:Iteration 12Q (699.033089 sec): 3 clusters Score: Raw -1680759.471606 + Penalty 3092.287919 = -1677667.183687 nChanged 184 SP:Iteration 13Q (699.096855 sec): 3 clusters Score: Raw -1680841.281590 + Penalty 3092.287919 = -1677748.993671 nChanged 174 SP:Iteration 14Q (699.165883 sec): 3 clusters Score: Raw -1680916.430392 + Penalty 3092.287919 = -1677824.142473 nChanged 161 SP:Iteration 15Q (699.231757 sec): 3 clusters Score: Raw -1680995.534567 + Penalty 3092.287919 = -1677903.246648 nChanged 159 SP:Iteration 16Q (699.295391 sec): 3 clusters Score: Raw -1681059.099120 + Penalty 3092.287919 = -1677966.811201 nChanged 142 SP:Iteration 17Q (699.363010 sec): 3 clusters Score: Raw -1681104.963898 + Penalty 3092.287919 = -1678012.675979 nChanged 100 SP:Iteration 18Q (699.413998 sec): 3 clusters Score: Raw -1681132.614626 + Penalty 3092.287919 = -1678040.326707 nChanged 72 SP:Iteration 19Q (699.473085 sec): 3 clusters Score: Raw -1681150.592602 + Penalty 3092.287919 = -1678058.304683 nChanged 62 SP:Iteration 20F (699.536400 sec): 3 clusters Score: Raw -1681163.270948 + Penalty 3092.287919 = -1678070.983029 nChanged 39 SP:Iteration 21Q (699.595148 sec): 3 clusters Score: Raw -1681170.251278 + Penalty 3092.287919 = -1678077.963359 nChanged 32 SP:Iteration 22Q (699.655924 sec): 3 clusters Score: Raw -1681176.557719 + Penalty 3092.287919 = -1678084.269800 nChanged 29 SP:Iteration 23Q (699.695545 sec): 3 clusters Score: Raw -1681181.746674 + Penalty 3092.287919 = -1678089.458756 nChanged 24 SP:Iteration 24Q (699.761187 sec): 3 clusters Score: Raw -1681185.439986 + Penalty 3092.287919 = -1678093.152067 nChanged 21 SP:Iteration 25Q (699.827107 sec): 3 clusters Score: Raw -1681189.461040 + Penalty 3092.287919 = -1678097.173121 nChanged 18 SP:Iteration 26Q (699.873706 sec): 3 clusters Score: Raw -1681192.083220 + Penalty 3092.287919 = -1678099.795301 nChanged 20 SP:Iteration 27Q (699.932214 sec): 3 clusters Score: Raw -1681195.012712 + Penalty 3092.287919 = -1678102.724793 nChanged 12 SP:Iteration 28Q (700.001304 sec): 3 clusters Score: Raw -1681196.547899 + Penalty 3092.287919 = -1678104.259980 nChanged 13 SP:Iteration 29Q (700.043393 sec): 3 clusters Score: Raw -1681197.737758 + Penalty 3092.287919 = -1678105.449839 nChanged 10 SP:Iteration 30Q (700.101299 sec): 3 clusters Score: Raw -1681199.307806 + Penalty 3092.287919 = -1678107.019887 nChanged 12 SP:Iteration 31Q (700.157716 sec): 3 clusters Score: Raw -1681201.102304 + Penalty 3092.287919 = -1678108.814385 nChanged 17 SP:Iteration 32Q (700.217663 sec): 3 clusters Score: Raw -1681203.780961 + Penalty 3092.287919 = -1678111.493042 nChanged 16 SP:Iteration 33Q (700.278565 sec): 3 clusters Score: Raw -1681206.541005 + Penalty 3092.287919 = -1678114.253086 nChanged 16 SP:Iteration 34Q (700.347672 sec): 3 clusters Score: Raw -1681209.626079 + Penalty 3092.287919 = -1678117.338160 nChanged 16 SP:Iteration 35Q (700.421434 sec): 3 clusters Score: Raw -1681212.488515 + Penalty 3092.287919 = -1678120.200596 nChanged 12 SP:Iteration 36Q (700.472312 sec): 3 clusters Score: Raw -1681214.175341 + Penalty 3092.287919 = -1678121.887422 nChanged 15 SP:Iteration 37Q (700.537183 sec): 3 clusters Score: Raw -1681216.723346 + Penalty 3092.287919 = -1678124.435428 nChanged 17 SP:Iteration 38Q (700.599704 sec): 3 clusters Score: Raw -1681219.323596 + Penalty 3092.287919 = -1678127.035677 nChanged 13 SP:Iteration 39Q (700.664495 sec): 3 clusters Score: Raw -1681220.698741 + Penalty 3092.287919 = -1678128.410823 nChanged 15 SP:Iteration 40F (700.731562 sec): 3 clusters Score: Raw -1681223.533002 + Penalty 3092.287919 = -1678131.245084 nChanged 13 SP:Iteration 41Q (700.785685 sec): 3 clusters Score: Raw -1681224.804265 + Penalty 3092.287919 = -1678132.516346 nChanged 8 SP:Iteration 42Q (700.856022 sec): 3 clusters Score: Raw -1681225.695612 + Penalty 3092.287919 = -1678133.407693 nChanged 7 SP:Iteration 43Q (700.919895 sec): 3 clusters Score: Raw -1681226.712965 + Penalty 3092.287919 = -1678134.425046 nChanged 5 SP:Iteration 44Q (700.975348 sec): 3 clusters Score: Raw -1681227.834454 + Penalty 3092.287919 = -1678135.546535 nChanged 7 SP:Iteration 45Q (701.036245 sec): 3 clusters Score: Raw -1681229.232851 + Penalty 3092.287919 = -1678136.944933 nChanged 5 SP:Iteration 46Q (701.095382 sec): 3 clusters Score: Raw -1681229.914090 + Penalty 3092.287919 = -1678137.626171 nChanged 6 SP:Iteration 47Q (701.157924 sec): 3 clusters Score: Raw -1681230.846949 + Penalty 3092.287919 = -1678138.559030 nChanged 6 SP:Iteration 48Q (701.210091 sec): 3 clusters Score: Raw -1681231.558878 + Penalty 3092.287919 = -1678139.270960 nChanged 4 SP:Iteration 49Q (701.272397 sec): 3 clusters Score: Raw -1681231.911741 + Penalty 3092.287919 = -1678139.623822 nChanged 3 SP:Iteration 50Q (701.333966 sec): 3 clusters Score: Raw -1681232.139004 + Penalty 3092.287919 = -1678139.851085 nChanged 0 SP:Iteration 51F (701.393739 sec): 3 clusters Score: Raw -1681232.139004 + Penalty 3092.287919 = -1678139.851085 nChanged 0 Trying to split cluster 8 (3577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (701.420029 sec): 2 clusters Score: Raw -426710.623920 + Penalty 1329.620458 = -425381.003462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (701.456433 sec): 3 clusters Score: Raw -424947.939672 + Penalty 2659.240915 = -422288.698757 nChanged 1418 SP:Iteration 1F (701.502539 sec): 3 clusters Score: Raw -425908.047104 + Penalty 2659.240915 = -423248.806189 nChanged 334 SP:Iteration 2F (701.542790 sec): 3 clusters Score: Raw -426288.795846 + Penalty 2659.240915 = -423629.554930 nChanged 295 SP:Iteration 3F (701.588179 sec): 3 clusters Score: Raw -426594.241864 + Penalty 2659.240915 = -423935.000949 nChanged 254 SP:Iteration 4F (701.640969 sec): 3 clusters Score: Raw -426796.544749 + Penalty 2659.240915 = -424137.303834 nChanged 188 SP:Iteration 5F (701.682146 sec): 3 clusters Score: Raw -426920.843584 + Penalty 2659.240915 = -424261.602668 nChanged 144 SP:Iteration 6Q (701.729331 sec): 3 clusters Score: Raw -427034.239306 + Penalty 2659.240915 = -424374.998390 nChanged 125 SP:Iteration 7Q (701.773533 sec): 3 clusters Score: Raw -427137.756147 + Penalty 2659.240915 = -424478.515232 nChanged 117 SP:Iteration 8Q (701.815861 sec): 3 clusters Score: Raw -427220.033399 + Penalty 2659.240915 = -424560.792483 nChanged 90 SP:Iteration 9Q (701.861755 sec): 3 clusters Score: Raw -427284.752799 + Penalty 2659.240915 = -424625.511883 nChanged 76 SP:Iteration 10Q (701.908932 sec): 3 clusters Score: Raw -427337.604790 + Penalty 2659.240915 = -424678.363875 nChanged 56 SP:Iteration 11Q (701.959820 sec): 3 clusters Score: Raw -427369.578774 + Penalty 2659.240915 = -424710.337859 nChanged 48 SP:Iteration 12Q (702.000261 sec): 3 clusters Score: Raw -427393.268822 + Penalty 2659.240915 = -424734.027907 nChanged 45 SP:Iteration 13Q (702.046311 sec): 3 clusters Score: Raw -427421.868421 + Penalty 2659.240915 = -424762.627506 nChanged 49 SP:Iteration 14Q (702.086418 sec): 3 clusters Score: Raw -427449.958641 + Penalty 2659.240915 = -424790.717726 nChanged 42 SP:Iteration 15Q (702.137074 sec): 3 clusters Score: Raw -427476.525143 + Penalty 2659.240915 = -424817.284227 nChanged 41 SP:Iteration 16Q (702.171301 sec): 3 clusters Score: Raw -427502.733723 + Penalty 2659.240915 = -424843.492808 nChanged 36 SP:Iteration 17Q (702.217555 sec): 3 clusters Score: Raw -427525.609566 + Penalty 2659.240915 = -424866.368651 nChanged 30 SP:Iteration 18Q (702.248206 sec): 3 clusters Score: Raw -427545.417499 + Penalty 2659.240915 = -424886.176584 nChanged 25 SP:Iteration 19Q (702.264966 sec): 3 clusters Score: Raw -427560.790417 + Penalty 2659.240915 = -424901.549501 nChanged 23 SP:Iteration 20F (702.307181 sec): 3 clusters Score: Raw -427576.284190 + Penalty 2659.240915 = -424917.043274 nChanged 23 SP:Iteration 21Q (702.358653 sec): 3 clusters Score: Raw -427591.242414 + Penalty 2659.240915 = -424932.001499 nChanged 13 SP:Iteration 22Q (702.397790 sec): 3 clusters Score: Raw -427598.034657 + Penalty 2659.240915 = -424938.793741 nChanged 10 SP:Iteration 23Q (702.444576 sec): 3 clusters Score: Raw -427603.549796 + Penalty 2659.240915 = -424944.308881 nChanged 9 SP:Iteration 24Q (702.491030 sec): 3 clusters Score: Raw -427607.397534 + Penalty 2659.240915 = -424948.156618 nChanged 6 SP:Iteration 25Q (702.535142 sec): 3 clusters Score: Raw -427610.525201 + Penalty 2659.240915 = -424951.284286 nChanged 5 SP:Iteration 26Q (702.576902 sec): 3 clusters Score: Raw -427613.084923 + Penalty 2659.240915 = -424953.844008 nChanged 6 SP:Iteration 27Q (702.617069 sec): 3 clusters Score: Raw -427615.381574 + Penalty 2659.240915 = -424956.140658 nChanged 5 SP:Iteration 28Q (702.665105 sec): 3 clusters Score: Raw -427619.394956 + Penalty 2659.240915 = -424960.154040 nChanged 8 SP:Iteration 29Q (702.712650 sec): 3 clusters Score: Raw -427622.452495 + Penalty 2659.240915 = -424963.211579 nChanged 3 SP:Iteration 30Q (702.751283 sec): 3 clusters Score: Raw -427623.772830 + Penalty 2659.240915 = -424964.531915 nChanged 4 SP:Iteration 31Q (702.791448 sec): 3 clusters Score: Raw -427626.069662 + Penalty 2659.240915 = -424966.828747 nChanged 3 SP:Iteration 32Q (702.830239 sec): 3 clusters Score: Raw -427627.295989 + Penalty 2659.240915 = -424968.055074 nChanged 3 SP:Iteration 33Q (702.878198 sec): 3 clusters Score: Raw -427628.456829 + Penalty 2659.240915 = -424969.215914 nChanged 3 SP:Iteration 34Q (702.915494 sec): 3 clusters Score: Raw -427629.995126 + Penalty 2659.240915 = -424970.754210 nChanged 1 SP:Iteration 35Q (702.950094 sec): 3 clusters Score: Raw -427630.590901 + Penalty 2659.240915 = -424971.349986 nChanged 1 SP:Iteration 36Q (703.003213 sec): 3 clusters Score: Raw -427631.833670 + Penalty 2659.240915 = -424972.592755 nChanged 1 SP:Iteration 37Q (703.050054 sec): 3 clusters Score: Raw -427632.711591 + Penalty 2659.240915 = -424973.470676 nChanged 0 SP:Iteration 38F (703.104041 sec): 3 clusters Score: Raw -427632.711591 + Penalty 2659.240915 = -424973.470676 nChanged 0 Trying to split cluster 9 (23225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (703.169143 sec): 2 clusters Score: Raw -2943398.493841 + Penalty 1633.609992 = -2941764.883849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (703.247951 sec): 3 clusters Score: Raw -2929357.663908 + Penalty 3267.219983 = -2926090.443925 nChanged 10615 SP:Iteration 1F (703.350226 sec): 3 clusters Score: Raw -2935313.437869 + Penalty 3267.219983 = -2932046.217886 nChanged 1352 SP:Iteration 2F (703.439247 sec): 3 clusters Score: Raw -2935932.129221 + Penalty 3267.219983 = -2932664.909238 nChanged 1274 SP:Iteration 3F (703.531095 sec): 3 clusters Score: Raw -2936549.693377 + Penalty 3267.219983 = -2933282.473393 nChanged 1224 SP:Iteration 4F (703.619147 sec): 3 clusters Score: Raw -2937215.209591 + Penalty 3267.219983 = -2933947.989607 nChanged 1254 SP:Iteration 5F (703.712417 sec): 3 clusters Score: Raw -2937956.833214 + Penalty 3267.219983 = -2934689.613231 nChanged 1284 SP:Iteration 6F (703.794179 sec): 3 clusters Score: Raw -2938770.069608 + Penalty 3267.219983 = -2935502.849625 nChanged 1329 SP:Iteration 7F (703.866035 sec): 3 clusters Score: Raw -2939610.338525 + Penalty 3267.219983 = -2936343.118541 nChanged 1278 SP:Iteration 8F (703.962793 sec): 3 clusters Score: Raw -2940390.471309 + Penalty 3267.219983 = -2937123.251326 nChanged 1091 SP:Iteration 9Q (704.051536 sec): 3 clusters Score: Raw -2940982.005368 + Penalty 3267.219983 = -2937714.785385 nChanged 875 SP:Iteration 10Q (704.137549 sec): 3 clusters Score: Raw -2941344.426866 + Penalty 3267.219983 = -2938077.206883 nChanged 634 SP:Iteration 11Q (704.211579 sec): 3 clusters Score: Raw -2941555.434101 + Penalty 3267.219983 = -2938288.214117 nChanged 448 SP:Iteration 12Q (704.310617 sec): 3 clusters Score: Raw -2941670.235141 + Penalty 3267.219983 = -2938403.015158 nChanged 329 SP:Iteration 13Q (704.393566 sec): 3 clusters Score: Raw -2941747.760964 + Penalty 3267.219983 = -2938480.540981 nChanged 283 SP:Iteration 14Q (704.475767 sec): 3 clusters Score: Raw -2941816.402297 + Penalty 3267.219983 = -2938549.182314 nChanged 272 SP:Iteration 15Q (704.568532 sec): 3 clusters Score: Raw -2941880.422682 + Penalty 3267.219983 = -2938613.202699 nChanged 243 SP:Iteration 16Q (704.647117 sec): 3 clusters Score: Raw -2941940.047053 + Penalty 3267.219983 = -2938672.827070 nChanged 254 SP:Iteration 17Q (704.746630 sec): 3 clusters Score: Raw -2941998.036325 + Penalty 3267.219983 = -2938730.816342 nChanged 244 SP:Iteration 18Q (704.840599 sec): 3 clusters Score: Raw -2942050.440821 + Penalty 3267.219983 = -2938783.220838 nChanged 224 SP:Iteration 19Q (704.925597 sec): 3 clusters Score: Raw -2942096.932879 + Penalty 3267.219983 = -2938829.712895 nChanged 209 SP:Iteration 20F (705.007497 sec): 3 clusters Score: Raw -2942133.725446 + Penalty 3267.219983 = -2938866.505463 nChanged 165 SP:Iteration 21Q (705.095262 sec): 3 clusters Score: Raw -2942160.452120 + Penalty 3267.219983 = -2938893.232136 nChanged 164 SP:Iteration 22Q (705.176923 sec): 3 clusters Score: Raw -2942189.602609 + Penalty 3267.219983 = -2938922.382626 nChanged 163 SP:Iteration 23Q (705.260276 sec): 3 clusters Score: Raw -2942216.238586 + Penalty 3267.219983 = -2938949.018603 nChanged 153 SP:Iteration 24Q (705.331806 sec): 3 clusters Score: Raw -2942240.086866 + Penalty 3267.219983 = -2938972.866883 nChanged 150 SP:Iteration 25Q (705.431724 sec): 3 clusters Score: Raw -2942265.104475 + Penalty 3267.219983 = -2938997.884492 nChanged 157 SP:Iteration 26Q (705.518729 sec): 3 clusters Score: Raw -2942290.669160 + Penalty 3267.219983 = -2939023.449177 nChanged 151 SP:Iteration 27Q (705.590262 sec): 3 clusters Score: Raw -2942315.663309 + Penalty 3267.219983 = -2939048.443326 nChanged 155 SP:Iteration 28Q (705.675211 sec): 3 clusters Score: Raw -2942338.169434 + Penalty 3267.219983 = -2939070.949450 nChanged 153 SP:Iteration 29Q (705.744458 sec): 3 clusters Score: Raw -2942364.553378 + Penalty 3267.219983 = -2939097.333395 nChanged 171 SP:Iteration 30Q (705.821648 sec): 3 clusters Score: Raw -2942392.095240 + Penalty 3267.219983 = -2939124.875257 nChanged 156 SP:Iteration 31Q (705.919244 sec): 3 clusters Score: Raw -2942419.384598 + Penalty 3267.219983 = -2939152.164614 nChanged 168 SP:Iteration 32Q (705.999775 sec): 3 clusters Score: Raw -2942449.127064 + Penalty 3267.219983 = -2939181.907081 nChanged 154 SP:Iteration 33Q (706.074808 sec): 3 clusters Score: Raw -2942475.447746 + Penalty 3267.219983 = -2939208.227763 nChanged 160 SP:Iteration 34Q (706.154534 sec): 3 clusters Score: Raw -2942503.816820 + Penalty 3267.219983 = -2939236.596837 nChanged 164 SP:Iteration 35Q (706.240024 sec): 3 clusters Score: Raw -2942532.568839 + Penalty 3267.219983 = -2939265.348856 nChanged 170 SP:Iteration 36Q (706.334520 sec): 3 clusters Score: Raw -2942561.201322 + Penalty 3267.219983 = -2939293.981338 nChanged 159 SP:Iteration 37Q (706.421693 sec): 3 clusters Score: Raw -2942584.451464 + Penalty 3267.219983 = -2939317.231481 nChanged 134 SP:Iteration 38Q (706.508394 sec): 3 clusters Score: Raw -2942605.218407 + Penalty 3267.219983 = -2939337.998424 nChanged 137 SP:Iteration 39Q (706.583082 sec): 3 clusters Score: Raw -2942626.531786 + Penalty 3267.219983 = -2939359.311803 nChanged 118 SP:Iteration 40F (706.657232 sec): 3 clusters Score: Raw -2942645.170154 + Penalty 3267.219983 = -2939377.950170 nChanged 121 SP:Iteration 41Q (706.738616 sec): 3 clusters Score: Raw -2942662.650775 + Penalty 3267.219983 = -2939395.430792 nChanged 123 SP:Iteration 42Q (706.823585 sec): 3 clusters Score: Raw -2942679.595874 + Penalty 3267.219983 = -2939412.375891 nChanged 108 SP:Iteration 43Q (706.906470 sec): 3 clusters Score: Raw -2942693.289016 + Penalty 3267.219983 = -2939426.069033 nChanged 99 SP:Iteration 44Q (706.995626 sec): 3 clusters Score: Raw -2942706.841508 + Penalty 3267.219983 = -2939439.621525 nChanged 95 SP:Iteration 45Q (707.071857 sec): 3 clusters Score: Raw -2942719.496435 + Penalty 3267.219983 = -2939452.276452 nChanged 98 SP:Iteration 46Q (707.148343 sec): 3 clusters Score: Raw -2942733.563928 + Penalty 3267.219983 = -2939466.343945 nChanged 98 SP:Iteration 47Q (707.231927 sec): 3 clusters Score: Raw -2942747.121304 + Penalty 3267.219983 = -2939479.901321 nChanged 84 SP:Iteration 48Q (707.321102 sec): 3 clusters Score: Raw -2942756.410371 + Penalty 3267.219983 = -2939489.190388 nChanged 73 SP:Iteration 49Q (707.392239 sec): 3 clusters Score: Raw -2942764.449220 + Penalty 3267.219983 = -2939497.229237 nChanged 64 SP:Iteration 50Q (707.473059 sec): 3 clusters Score: Raw -2942773.163807 + Penalty 3267.219983 = -2939505.943824 nChanged 88 SP:Iteration 51Q (707.554471 sec): 3 clusters Score: Raw -2942783.963400 + Penalty 3267.219983 = -2939516.743417 nChanged 90 SP:Iteration 52Q (707.635394 sec): 3 clusters Score: Raw -2942794.759898 + Penalty 3267.219983 = -2939527.539915 nChanged 97 SP:Iteration 53Q (707.718646 sec): 3 clusters Score: Raw -2942807.149181 + Penalty 3267.219983 = -2939539.929198 nChanged 91 SP:Iteration 54Q (707.795129 sec): 3 clusters Score: Raw -2942818.343707 + Penalty 3267.219983 = -2939551.123724 nChanged 87 SP:Iteration 55Q (707.870196 sec): 3 clusters Score: Raw -2942829.370235 + Penalty 3267.219983 = -2939562.150252 nChanged 93 SP:Iteration 56Q (707.937973 sec): 3 clusters Score: Raw -2942840.172923 + Penalty 3267.219983 = -2939572.952940 nChanged 107 SP:Iteration 57Q (708.024171 sec): 3 clusters Score: Raw -2942853.012216 + Penalty 3267.219983 = -2939585.792233 nChanged 99 SP:Iteration 58Q (708.108876 sec): 3 clusters Score: Raw -2942865.945465 + Penalty 3267.219983 = -2939598.725482 nChanged 88 SP:Iteration 59Q (708.197781 sec): 3 clusters Score: Raw -2942876.530811 + Penalty 3267.219983 = -2939609.310827 nChanged 88 SP:Iteration 60F (708.297036 sec): 3 clusters Score: Raw -2942888.141764 + Penalty 3267.219983 = -2939620.921781 nChanged 106 SP:Iteration 61Q (708.380054 sec): 3 clusters Score: Raw -2942903.406988 + Penalty 3267.219983 = -2939636.187004 nChanged 108 SP:Iteration 62Q (708.467065 sec): 3 clusters Score: Raw -2942920.008167 + Penalty 3267.219983 = -2939652.788184 nChanged 108 SP:Iteration 63Q (708.554333 sec): 3 clusters Score: Raw -2942936.864903 + Penalty 3267.219983 = -2939669.644920 nChanged 107 SP:Iteration 64Q (708.632026 sec): 3 clusters Score: Raw -2942950.755166 + Penalty 3267.219983 = -2939683.535182 nChanged 101 SP:Iteration 65Q (708.728433 sec): 3 clusters Score: Raw -2942965.784604 + Penalty 3267.219983 = -2939698.564621 nChanged 106 SP:Iteration 66Q (708.813500 sec): 3 clusters Score: Raw -2942982.146731 + Penalty 3267.219983 = -2939714.926748 nChanged 126 SP:Iteration 67Q (708.900328 sec): 3 clusters Score: Raw -2943003.304792 + Penalty 3267.219983 = -2939736.084809 nChanged 129 SP:Iteration 68Q (708.986999 sec): 3 clusters Score: Raw -2943026.831435 + Penalty 3267.219983 = -2939759.611452 nChanged 131 SP:Iteration 69Q (709.073277 sec): 3 clusters Score: Raw -2943050.721553 + Penalty 3267.219983 = -2939783.501570 nChanged 132 SP:Iteration 70Q (709.159162 sec): 3 clusters Score: Raw -2943076.383982 + Penalty 3267.219983 = -2939809.163999 nChanged 147 SP:Iteration 71Q (709.245294 sec): 3 clusters Score: Raw -2943102.523911 + Penalty 3267.219983 = -2939835.303928 nChanged 132 SP:Iteration 72Q (709.328820 sec): 3 clusters Score: Raw -2943126.656987 + Penalty 3267.219983 = -2939859.437004 nChanged 134 SP:Iteration 73Q (709.411863 sec): 3 clusters Score: Raw -2943151.749513 + Penalty 3267.219983 = -2939884.529530 nChanged 127 SP:Iteration 74Q (709.500741 sec): 3 clusters Score: Raw -2943177.186131 + Penalty 3267.219983 = -2939909.966148 nChanged 149 SP:Iteration 75Q (709.572946 sec): 3 clusters Score: Raw -2943209.649878 + Penalty 3267.219983 = -2939942.429895 nChanged 134 SP:Iteration 76Q (709.649876 sec): 3 clusters Score: Raw -2943238.068750 + Penalty 3267.219983 = -2939970.848767 nChanged 136 SP:Iteration 77Q (709.722347 sec): 3 clusters Score: Raw -2943265.510795 + Penalty 3267.219983 = -2939998.290812 nChanged 114 SP:Iteration 78Q (709.812253 sec): 3 clusters Score: Raw -2943286.873849 + Penalty 3267.219983 = -2940019.653866 nChanged 130 SP:Iteration 79Q (709.888904 sec): 3 clusters Score: Raw -2943312.199874 + Penalty 3267.219983 = -2940044.979891 nChanged 121 SP:Iteration 80F (709.980893 sec): 3 clusters Score: Raw -2943335.162770 + Penalty 3267.219983 = -2940067.942786 nChanged 122 SP:Iteration 81Q (710.065387 sec): 3 clusters Score: Raw -2943357.322656 + Penalty 3267.219983 = -2940090.102672 nChanged 127 SP:Iteration 82Q (710.137617 sec): 3 clusters Score: Raw -2943381.440846 + Penalty 3267.219983 = -2940114.220863 nChanged 134 SP:Iteration 83Q (710.220110 sec): 3 clusters Score: Raw -2943407.920333 + Penalty 3267.219983 = -2940140.700350 nChanged 132 SP:Iteration 84Q (710.309020 sec): 3 clusters Score: Raw -2943435.647813 + Penalty 3267.219983 = -2940168.427830 nChanged 132 SP:Iteration 85Q (710.396236 sec): 3 clusters Score: Raw -2943464.345554 + Penalty 3267.219983 = -2940197.125570 nChanged 149 SP:Iteration 86Q (710.474236 sec): 3 clusters Score: Raw -2943496.230027 + Penalty 3267.219983 = -2940229.010044 nChanged 131 SP:Iteration 87Q (710.564675 sec): 3 clusters Score: Raw -2943520.645789 + Penalty 3267.219983 = -2940253.425806 nChanged 117 SP:Iteration 88Q (710.643726 sec): 3 clusters Score: Raw -2943543.000107 + Penalty 3267.219983 = -2940275.780124 nChanged 95 SP:Iteration 89Q (710.713616 sec): 3 clusters Score: Raw -2943562.808098 + Penalty 3267.219983 = -2940295.588115 nChanged 111 SP:Iteration 90Q (710.807775 sec): 3 clusters Score: Raw -2943587.473048 + Penalty 3267.219983 = -2940320.253065 nChanged 117 SP:Iteration 91Q (710.890284 sec): 3 clusters Score: Raw -2943614.309215 + Penalty 3267.219983 = -2940347.089232 nChanged 119 SP:Iteration 92Q (710.964506 sec): 3 clusters Score: Raw -2943640.357965 + Penalty 3267.219983 = -2940373.137982 nChanged 110 SP:Iteration 93Q (711.041467 sec): 3 clusters Score: Raw -2943666.012516 + Penalty 3267.219983 = -2940398.792533 nChanged 115 SP:Iteration 94Q (711.129281 sec): 3 clusters Score: Raw -2943692.929311 + Penalty 3267.219983 = -2940425.709327 nChanged 115 SP:Iteration 95Q (711.217006 sec): 3 clusters Score: Raw -2943717.997980 + Penalty 3267.219983 = -2940450.777997 nChanged 106 SP:Iteration 96Q (711.300063 sec): 3 clusters Score: Raw -2943741.925169 + Penalty 3267.219983 = -2940474.705186 nChanged 108 SP:Iteration 97Q (711.375898 sec): 3 clusters Score: Raw -2943768.587397 + Penalty 3267.219983 = -2940501.367414 nChanged 105 SP:Iteration 98Q (711.458395 sec): 3 clusters Score: Raw -2943794.748826 + Penalty 3267.219983 = -2940527.528843 nChanged 96 SP:Iteration 99Q (711.535530 sec): 3 clusters Score: Raw -2943820.478853 + Penalty 3267.219983 = -2940553.258870 nChanged 89 SP:Iteration 100F (711.622103 sec): 3 clusters Score: Raw -2943841.931885 + Penalty 3267.219983 = -2940574.711902 nChanged 103 SP:Iteration 101Q (711.698066 sec): 3 clusters Score: Raw -2943867.199185 + Penalty 3267.219983 = -2940599.979202 nChanged 85 SP:Iteration 102Q (711.782311 sec): 3 clusters Score: Raw -2943886.208900 + Penalty 3267.219983 = -2940618.988917 nChanged 82 SP:Iteration 103Q (711.860683 sec): 3 clusters Score: Raw -2943905.303226 + Penalty 3267.219983 = -2940638.083243 nChanged 72 SP:Iteration 104Q (711.949739 sec): 3 clusters Score: Raw -2943921.474972 + Penalty 3267.219983 = -2940654.254989 nChanged 66 SP:Iteration 105Q (712.026792 sec): 3 clusters Score: Raw -2943937.611233 + Penalty 3267.219983 = -2940670.391249 nChanged 62 SP:Iteration 106Q (712.098633 sec): 3 clusters Score: Raw -2943953.476838 + Penalty 3267.219983 = -2940686.256855 nChanged 70 SP:Iteration 107Q (712.178592 sec): 3 clusters Score: Raw -2943971.066838 + Penalty 3267.219983 = -2940703.846855 nChanged 68 SP:Iteration 108Q (712.250832 sec): 3 clusters Score: Raw -2943984.635181 + Penalty 3267.219983 = -2940717.415198 nChanged 56 SP:Iteration 109Q (712.333039 sec): 3 clusters Score: Raw -2943995.906791 + Penalty 3267.219983 = -2940728.686808 nChanged 55 SP:Iteration 110Q (712.406774 sec): 3 clusters Score: Raw -2944007.607113 + Penalty 3267.219983 = -2940740.387130 nChanged 54 SP:Iteration 111Q (712.484736 sec): 3 clusters Score: Raw -2944018.158308 + Penalty 3267.219983 = -2940750.938325 nChanged 46 SP:Iteration 112Q (712.566945 sec): 3 clusters Score: Raw -2944027.774165 + Penalty 3267.219983 = -2940760.554182 nChanged 43 SP:Iteration 113Q (712.647016 sec): 3 clusters Score: Raw -2944035.778398 + Penalty 3267.219983 = -2940768.558414 nChanged 36 SP:Iteration 114Q (712.717438 sec): 3 clusters Score: Raw -2944044.551271 + Penalty 3267.219983 = -2940777.331288 nChanged 48 SP:Iteration 115Q (712.788478 sec): 3 clusters Score: Raw -2944055.359581 + Penalty 3267.219983 = -2940788.139598 nChanged 42 SP:Iteration 116Q (712.865243 sec): 3 clusters Score: Raw -2944064.791096 + Penalty 3267.219983 = -2940797.571113 nChanged 42 SP:Iteration 117Q (712.941540 sec): 3 clusters Score: Raw -2944075.408430 + Penalty 3267.219983 = -2940808.188447 nChanged 38 SP:Iteration 118Q (713.016041 sec): 3 clusters Score: Raw -2944086.243008 + Penalty 3267.219983 = -2940819.023025 nChanged 38 SP:Iteration 119Q (713.088732 sec): 3 clusters Score: Raw -2944093.561050 + Penalty 3267.219983 = -2940826.341067 nChanged 35 SP:Iteration 120F (713.166108 sec): 3 clusters Score: Raw -2944100.705297 + Penalty 3267.219983 = -2940833.485314 nChanged 32 SP:Iteration 121Q (713.237664 sec): 3 clusters Score: Raw -2944106.914222 + Penalty 3267.219983 = -2940839.694238 nChanged 24 SP:Iteration 122Q (713.311340 sec): 3 clusters Score: Raw -2944111.204744 + Penalty 3267.219983 = -2940843.984761 nChanged 23 SP:Iteration 123Q (713.387448 sec): 3 clusters Score: Raw -2944115.612197 + Penalty 3267.219983 = -2940848.392213 nChanged 27 SP:Iteration 124Q (713.465730 sec): 3 clusters Score: Raw -2944120.825639 + Penalty 3267.219983 = -2940853.605656 nChanged 24 SP:Iteration 125Q (713.542692 sec): 3 clusters Score: Raw -2944124.849295 + Penalty 3267.219983 = -2940857.629312 nChanged 17 SP:Iteration 126Q (713.608835 sec): 3 clusters Score: Raw -2944127.526488 + Penalty 3267.219983 = -2940860.306504 nChanged 17 SP:Iteration 127Q (713.684673 sec): 3 clusters Score: Raw -2944129.972369 + Penalty 3267.219983 = -2940862.752386 nChanged 12 SP:Iteration 128Q (713.754478 sec): 3 clusters Score: Raw -2944131.726229 + Penalty 3267.219983 = -2940864.506246 nChanged 7 SP:Iteration 129Q (713.824735 sec): 3 clusters Score: Raw -2944132.538296 + Penalty 3267.219983 = -2940865.318313 nChanged 12 SP:Iteration 130Q (713.902760 sec): 3 clusters Score: Raw -2944134.262456 + Penalty 3267.219983 = -2940867.042473 nChanged 12 SP:Iteration 131Q (713.981706 sec): 3 clusters Score: Raw -2944136.115205 + Penalty 3267.219983 = -2940868.895222 nChanged 11 SP:Iteration 132Q (714.058278 sec): 3 clusters Score: Raw -2944137.890118 + Penalty 3267.219983 = -2940870.670135 nChanged 11 SP:Iteration 133Q (714.146452 sec): 3 clusters Score: Raw -2944139.655741 + Penalty 3267.219983 = -2940872.435758 nChanged 11 SP:Iteration 134Q (714.222485 sec): 3 clusters Score: Raw -2944141.138223 + Penalty 3267.219983 = -2940873.918240 nChanged 7 SP:Iteration 135Q (714.303842 sec): 3 clusters Score: Raw -2944142.261664 + Penalty 3267.219983 = -2940875.041680 nChanged 12 SP:Iteration 136Q (714.385420 sec): 3 clusters Score: Raw -2944145.219200 + Penalty 3267.219983 = -2940877.999217 nChanged 15 SP:Iteration 137Q (714.464395 sec): 3 clusters Score: Raw -2944147.804863 + Penalty 3267.219983 = -2940880.584880 nChanged 11 SP:Iteration 138Q (714.542935 sec): 3 clusters Score: Raw -2944149.519490 + Penalty 3267.219983 = -2940882.299507 nChanged 8 SP:Iteration 139Q (714.610940 sec): 3 clusters Score: Raw -2944151.121748 + Penalty 3267.219983 = -2940883.901765 nChanged 12 SP:Iteration 140F (714.694043 sec): 3 clusters Score: Raw -2944152.902019 + Penalty 3267.219983 = -2940885.682036 nChanged 6 SP:Iteration 141Q (714.779535 sec): 3 clusters Score: Raw -2944153.819203 + Penalty 3267.219983 = -2940886.599220 nChanged 7 SP:Iteration 142Q (714.852225 sec): 3 clusters Score: Raw -2944154.743325 + Penalty 3267.219983 = -2940887.523342 nChanged 7 SP:Iteration 143Q (714.942038 sec): 3 clusters Score: Raw -2944155.776612 + Penalty 3267.219983 = -2940888.556629 nChanged 8 SP:Iteration 144Q (715.019333 sec): 3 clusters Score: Raw -2944157.083827 + Penalty 3267.219983 = -2940889.863844 nChanged 10 SP:Iteration 145Q (715.088486 sec): 3 clusters Score: Raw -2944158.790821 + Penalty 3267.219983 = -2940891.570837 nChanged 9 SP:Iteration 146Q (715.169983 sec): 3 clusters Score: Raw -2944160.038355 + Penalty 3267.219983 = -2940892.818371 nChanged 10 SP:Iteration 147Q (715.261597 sec): 3 clusters Score: Raw -2944161.613359 + Penalty 3267.219983 = -2940894.393376 nChanged 10 SP:Iteration 148Q (715.336686 sec): 3 clusters Score: Raw -2944164.117088 + Penalty 3267.219983 = -2940896.897105 nChanged 9 SP:Iteration 149Q (715.411893 sec): 3 clusters Score: Raw -2944165.904560 + Penalty 3267.219983 = -2940898.684576 nChanged 15 SP:Iteration 150Q (715.499613 sec): 3 clusters Score: Raw -2944169.696433 + Penalty 3267.219983 = -2940902.476450 nChanged 24 SP:Iteration 151Q (715.578368 sec): 3 clusters Score: Raw -2944175.908253 + Penalty 3267.219983 = -2940908.688270 nChanged 24 SP:Iteration 152Q (715.657715 sec): 3 clusters Score: Raw -2944182.049766 + Penalty 3267.219983 = -2940914.829782 nChanged 27 SP:Iteration 153Q (715.735487 sec): 3 clusters Score: Raw -2944188.153652 + Penalty 3267.219983 = -2940920.933669 nChanged 24 SP:Iteration 154Q (715.790624 sec): 3 clusters Score: Raw -2944193.646357 + Penalty 3267.219983 = -2940926.426374 nChanged 19 SP:Iteration 155Q (715.834043 sec): 3 clusters Score: Raw -2944198.178612 + Penalty 3267.219983 = -2940930.958629 nChanged 17 SP:Iteration 156Q (715.917544 sec): 3 clusters Score: Raw -2944201.579899 + Penalty 3267.219983 = -2940934.359916 nChanged 16 SP:Iteration 157Q (715.994937 sec): 3 clusters Score: Raw -2944204.902779 + Penalty 3267.219983 = -2940937.682796 nChanged 16 SP:Iteration 158Q (716.075188 sec): 3 clusters Score: Raw -2944208.402003 + Penalty 3267.219983 = -2940941.182020 nChanged 13 SP:Iteration 159Q (716.138066 sec): 3 clusters Score: Raw -2944210.639698 + Penalty 3267.219983 = -2940943.419715 nChanged 10 SP:Iteration 160F (716.215297 sec): 3 clusters Score: Raw -2944213.410644 + Penalty 3267.219983 = -2940946.190661 nChanged 16 SP:Iteration 161Q (716.285589 sec): 3 clusters Score: Raw -2944217.301321 + Penalty 3267.219983 = -2940950.081338 nChanged 18 SP:Iteration 162Q (716.359715 sec): 3 clusters Score: Raw -2944219.969311 + Penalty 3267.219983 = -2940952.749327 nChanged 10 SP:Iteration 163Q (716.436978 sec): 3 clusters Score: Raw -2944222.012209 + Penalty 3267.219983 = -2940954.792226 nChanged 6 SP:Iteration 164Q (716.504468 sec): 3 clusters Score: Raw -2944223.383520 + Penalty 3267.219983 = -2940956.163537 nChanged 6 SP:Iteration 165Q (716.580183 sec): 3 clusters Score: Raw -2944224.622235 + Penalty 3267.219983 = -2940957.402252 nChanged 6 SP:Iteration 166Q (716.653997 sec): 3 clusters Score: Raw -2944225.941727 + Penalty 3267.219983 = -2940958.721744 nChanged 10 SP:Iteration 167Q (716.723814 sec): 3 clusters Score: Raw -2944227.496600 + Penalty 3267.219983 = -2940960.276617 nChanged 5 SP:Iteration 168Q (716.786846 sec): 3 clusters Score: Raw -2944228.342681 + Penalty 3267.219983 = -2940961.122698 nChanged 6 SP:Iteration 169Q (716.864176 sec): 3 clusters Score: Raw -2944229.817550 + Penalty 3267.219983 = -2940962.597567 nChanged 7 SP:Iteration 170Q (716.935421 sec): 3 clusters Score: Raw -2944231.966346 + Penalty 3267.219983 = -2940964.746363 nChanged 10 SP:Iteration 171Q (717.008631 sec): 3 clusters Score: Raw -2944233.483300 + Penalty 3267.219983 = -2940966.263317 nChanged 8 SP:Iteration 172Q (717.084797 sec): 3 clusters Score: Raw -2944234.795579 + Penalty 3267.219983 = -2940967.575596 nChanged 7 SP:Iteration 173Q (717.155354 sec): 3 clusters Score: Raw -2944235.803826 + Penalty 3267.219983 = -2940968.583843 nChanged 4 SP:Iteration 174Q (717.231031 sec): 3 clusters Score: Raw -2944236.421760 + Penalty 3267.219983 = -2940969.201777 nChanged 2 SP:Iteration 175Q (717.304217 sec): 3 clusters Score: Raw -2944236.633168 + Penalty 3267.219983 = -2940969.413185 nChanged 1 SP:Iteration 176Q (717.380868 sec): 3 clusters Score: Raw -2944236.766405 + Penalty 3267.219983 = -2940969.546421 nChanged 1 SP:Iteration 177Q (717.466385 sec): 3 clusters Score: Raw -2944237.036987 + Penalty 3267.219983 = -2940969.817004 nChanged 5 SP:Iteration 178Q (717.545045 sec): 3 clusters Score: Raw -2944237.904372 + Penalty 3267.219983 = -2940970.684389 nChanged 5 SP:Iteration 179Q (717.616126 sec): 3 clusters Score: Raw -2944238.613654 + Penalty 3267.219983 = -2940971.393670 nChanged 4 SP:Iteration 180F (717.709582 sec): 3 clusters Score: Raw -2944239.485465 + Penalty 3267.219983 = -2940972.265482 nChanged 4 SP:Iteration 181Q (717.781656 sec): 3 clusters Score: Raw -2944240.001305 + Penalty 3267.219983 = -2940972.781322 nChanged 1 SP:Iteration 182Q (717.857933 sec): 3 clusters Score: Raw -2944240.175534 + Penalty 3267.219983 = -2940972.955551 nChanged 2 SP:Iteration 183Q (717.933811 sec): 3 clusters Score: Raw -2944240.463909 + Penalty 3267.219983 = -2940973.243926 nChanged 1 SP:Iteration 184Q (718.008288 sec): 3 clusters Score: Raw -2944240.574324 + Penalty 3267.219983 = -2940973.354341 nChanged 1 SP:Iteration 185Q (718.087936 sec): 3 clusters Score: Raw -2944240.768422 + Penalty 3267.219983 = -2940973.548439 nChanged 3 SP:Iteration 186Q (718.165024 sec): 3 clusters Score: Raw -2944241.161858 + Penalty 3267.219983 = -2940973.941874 nChanged 4 SP:Iteration 187Q (718.228167 sec): 3 clusters Score: Raw -2944241.964224 + Penalty 3267.219983 = -2940974.744240 nChanged 3 SP:Iteration 188Q (718.307146 sec): 3 clusters Score: Raw -2944242.398892 + Penalty 3267.219983 = -2940975.178909 nChanged 0 SP:Iteration 189F (718.389763 sec): 3 clusters Score: Raw -2944242.398892 + Penalty 3267.219983 = -2940975.178909 nChanged 0 Trying to split cluster 10 (12880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (718.430760 sec): 2 clusters Score: Raw -1605007.763971 + Penalty 1537.807537 = -1603469.956434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (718.487339 sec): 3 clusters Score: Raw -1597663.533465 + Penalty 3075.615075 = -1594587.918390 nChanged 5640 SP:Iteration 1F (718.566682 sec): 3 clusters Score: Raw -1601165.846797 + Penalty 3075.615075 = -1598090.231722 nChanged 1128 SP:Iteration 2F (718.624119 sec): 3 clusters Score: Raw -1602279.835281 + Penalty 3075.615075 = -1599204.220206 nChanged 1183 SP:Iteration 3F (718.700610 sec): 3 clusters Score: Raw -1603421.218478 + Penalty 3075.615075 = -1600345.603403 nChanged 1073 SP:Iteration 4F (718.759378 sec): 3 clusters Score: Raw -1604375.396013 + Penalty 3075.615075 = -1601299.780938 nChanged 806 SP:Iteration 5F (718.830777 sec): 3 clusters Score: Raw -1605075.878801 + Penalty 3075.615075 = -1602000.263726 nChanged 604 SP:Iteration 6Q (718.895384 sec): 3 clusters Score: Raw -1605634.101544 + Penalty 3075.615075 = -1602558.486469 nChanged 447 SP:Iteration 7Q (718.965307 sec): 3 clusters Score: Raw -1606007.609906 + Penalty 3075.615075 = -1602931.994831 nChanged 341 SP:Iteration 8Q (719.020019 sec): 3 clusters Score: Raw -1606265.674876 + Penalty 3075.615075 = -1603190.059801 nChanged 235 SP:Iteration 9Q (719.087860 sec): 3 clusters Score: Raw -1606442.995877 + Penalty 3075.615075 = -1603367.380802 nChanged 214 SP:Iteration 10Q (719.150738 sec): 3 clusters Score: Raw -1606607.935131 + Penalty 3075.615075 = -1603532.320056 nChanged 191 SP:Iteration 11Q (719.227998 sec): 3 clusters Score: Raw -1606766.577842 + Penalty 3075.615075 = -1603690.962767 nChanged 191 SP:Iteration 12Q (719.278067 sec): 3 clusters Score: Raw -1606903.437038 + Penalty 3075.615075 = -1603827.821964 nChanged 182 SP:Iteration 13Q (719.344672 sec): 3 clusters Score: Raw -1607032.287181 + Penalty 3075.615075 = -1603956.672107 nChanged 152 SP:Iteration 14Q (719.410672 sec): 3 clusters Score: Raw -1607156.473846 + Penalty 3075.615075 = -1604080.858772 nChanged 161 SP:Iteration 15Q (719.461585 sec): 3 clusters Score: Raw -1607312.436205 + Penalty 3075.615075 = -1604236.821130 nChanged 189 SP:Iteration 16Q (719.538553 sec): 3 clusters Score: Raw -1607537.918026 + Penalty 3075.615075 = -1604462.302951 nChanged 216 SP:Iteration 17Q (719.595798 sec): 3 clusters Score: Raw -1607804.247521 + Penalty 3075.615075 = -1604728.632447 nChanged 191 SP:Iteration 18Q (719.664293 sec): 3 clusters Score: Raw -1608028.444893 + Penalty 3075.615075 = -1604952.829818 nChanged 156 SP:Iteration 19Q (719.732539 sec): 3 clusters Score: Raw -1608119.716399 + Penalty 3075.615075 = -1605044.101324 nChanged 126 SP:Iteration 20F (719.784329 sec): 3 clusters Score: Raw -1608193.077719 + Penalty 3075.615075 = -1605117.462644 nChanged 112 SP:Iteration 21Q (719.840153 sec): 3 clusters Score: Raw -1608287.459152 + Penalty 3075.615075 = -1605211.844077 nChanged 121 SP:Iteration 22Q (719.896030 sec): 3 clusters Score: Raw -1608419.301372 + Penalty 3075.615075 = -1605343.686297 nChanged 159 SP:Iteration 23Q (719.950715 sec): 3 clusters Score: Raw -1608577.987328 + Penalty 3075.615075 = -1605502.372253 nChanged 140 SP:Iteration 24Q (720.006270 sec): 3 clusters Score: Raw -1608692.555892 + Penalty 3075.615075 = -1605616.940817 nChanged 121 SP:Iteration 25Q (720.069702 sec): 3 clusters Score: Raw -1608782.188421 + Penalty 3075.615075 = -1605706.573346 nChanged 113 SP:Iteration 26Q (720.133283 sec): 3 clusters Score: Raw -1608858.014915 + Penalty 3075.615075 = -1605782.399840 nChanged 110 SP:Iteration 27Q (720.197807 sec): 3 clusters Score: Raw -1608923.872313 + Penalty 3075.615075 = -1605848.257238 nChanged 87 SP:Iteration 28Q (720.261272 sec): 3 clusters Score: Raw -1608964.868162 + Penalty 3075.615075 = -1605889.253087 nChanged 68 SP:Iteration 29Q (720.324847 sec): 3 clusters Score: Raw -1608993.893713 + Penalty 3075.615075 = -1605918.278638 nChanged 50 SP:Iteration 30Q (720.390055 sec): 3 clusters Score: Raw -1609015.233018 + Penalty 3075.615075 = -1605939.617943 nChanged 37 SP:Iteration 31Q (720.442969 sec): 3 clusters Score: Raw -1609034.827431 + Penalty 3075.615075 = -1605959.212356 nChanged 23 SP:Iteration 32Q (720.500024 sec): 3 clusters Score: Raw -1609040.617658 + Penalty 3075.615075 = -1605965.002583 nChanged 17 SP:Iteration 33Q (720.554726 sec): 3 clusters Score: Raw -1609044.929166 + Penalty 3075.615075 = -1605969.314091 nChanged 9 SP:Iteration 34Q (720.617817 sec): 3 clusters Score: Raw -1609046.136252 + Penalty 3075.615075 = -1605970.521177 nChanged 6 SP:Iteration 35Q (720.678057 sec): 3 clusters Score: Raw -1609046.899128 + Penalty 3075.615075 = -1605971.284053 nChanged 7 SP:Iteration 36Q (720.723476 sec): 3 clusters Score: Raw -1609048.100615 + Penalty 3075.615075 = -1605972.485540 nChanged 4 SP:Iteration 37Q (720.776951 sec): 3 clusters Score: Raw -1609048.507015 + Penalty 3075.615075 = -1605972.891940 nChanged 5 SP:Iteration 38Q (720.843221 sec): 3 clusters Score: Raw -1609048.868533 + Penalty 3075.615075 = -1605973.253458 nChanged 5 SP:Iteration 39Q (720.898711 sec): 3 clusters Score: Raw -1609049.307901 + Penalty 3075.615075 = -1605973.692827 nChanged 2 SP:Iteration 40F (720.962515 sec): 3 clusters Score: Raw -1609071.904909 + Penalty 3075.615075 = -1605996.289834 nChanged 22 SP:Iteration 41Q (721.033534 sec): 3 clusters Score: Raw -1609084.155122 + Penalty 3075.615075 = -1606008.540047 nChanged 30 SP:Iteration 42Q (721.103981 sec): 3 clusters Score: Raw -1609097.329776 + Penalty 3075.615075 = -1606021.714701 nChanged 38 SP:Iteration 43Q (721.152424 sec): 3 clusters Score: Raw -1609113.317004 + Penalty 3075.615075 = -1606037.701929 nChanged 32 SP:Iteration 44Q (721.222130 sec): 3 clusters Score: Raw -1609129.374556 + Penalty 3075.615075 = -1606053.759481 nChanged 52 SP:Iteration 45Q (721.275700 sec): 3 clusters Score: Raw -1609149.295832 + Penalty 3075.615075 = -1606073.680758 nChanged 41 SP:Iteration 46Q (721.339014 sec): 3 clusters Score: Raw -1609163.142778 + Penalty 3075.615075 = -1606087.527703 nChanged 32 SP:Iteration 47Q (721.390356 sec): 3 clusters Score: Raw -1609175.302431 + Penalty 3075.615075 = -1606099.687357 nChanged 51 SP:Iteration 48Q (721.460611 sec): 3 clusters Score: Raw -1609197.948159 + Penalty 3075.615075 = -1606122.333084 nChanged 54 SP:Iteration 49Q (721.524228 sec): 3 clusters Score: Raw -1609228.686697 + Penalty 3075.615075 = -1606153.071622 nChanged 63 SP:Iteration 50Q (721.591484 sec): 3 clusters Score: Raw -1609263.313178 + Penalty 3075.615075 = -1606187.698103 nChanged 76 SP:Iteration 51Q (721.653903 sec): 3 clusters Score: Raw -1609306.611712 + Penalty 3075.615075 = -1606230.996637 nChanged 96 SP:Iteration 52Q (721.705432 sec): 3 clusters Score: Raw -1609372.257488 + Penalty 3075.615075 = -1606296.642413 nChanged 101 SP:Iteration 53Q (721.770594 sec): 3 clusters Score: Raw -1609442.030832 + Penalty 3075.615075 = -1606366.415757 nChanged 88 SP:Iteration 54Q (721.839961 sec): 3 clusters Score: Raw -1609487.550104 + Penalty 3075.615075 = -1606411.935029 nChanged 73 SP:Iteration 55Q (721.901790 sec): 3 clusters Score: Raw -1609534.194963 + Penalty 3075.615075 = -1606458.579888 nChanged 90 SP:Iteration 56Q (721.969446 sec): 3 clusters Score: Raw -1609582.612437 + Penalty 3075.615075 = -1606506.997362 nChanged 82 SP:Iteration 57Q (722.025675 sec): 3 clusters Score: Raw -1609625.840911 + Penalty 3075.615075 = -1606550.225836 nChanged 80 SP:Iteration 58Q (722.087865 sec): 3 clusters Score: Raw -1609667.268534 + Penalty 3075.615075 = -1606591.653459 nChanged 66 SP:Iteration 59Q (722.147583 sec): 3 clusters Score: Raw -1609694.369987 + Penalty 3075.615075 = -1606618.754913 nChanged 50 SP:Iteration 60F (722.223068 sec): 3 clusters Score: Raw -1609771.350687 + Penalty 3075.615075 = -1606695.735612 nChanged 91 SP:Iteration 61Q (722.284462 sec): 3 clusters Score: Raw -1609845.162939 + Penalty 3075.615075 = -1606769.547864 nChanged 99 SP:Iteration 62Q (722.348523 sec): 3 clusters Score: Raw -1609899.196439 + Penalty 3075.615075 = -1606823.581364 nChanged 67 SP:Iteration 63Q (722.407655 sec): 3 clusters Score: Raw -1609928.244121 + Penalty 3075.615075 = -1606852.629046 nChanged 69 SP:Iteration 64Q (722.476376 sec): 3 clusters Score: Raw -1609956.073490 + Penalty 3075.615075 = -1606880.458415 nChanged 72 SP:Iteration 65Q (722.542143 sec): 3 clusters Score: Raw -1609985.647763 + Penalty 3075.615075 = -1606910.032688 nChanged 64 SP:Iteration 66Q (722.608560 sec): 3 clusters Score: Raw -1610009.072183 + Penalty 3075.615075 = -1606933.457108 nChanged 51 SP:Iteration 67Q (722.662280 sec): 3 clusters Score: Raw -1610027.161186 + Penalty 3075.615075 = -1606951.546112 nChanged 51 SP:Iteration 68Q (722.731207 sec): 3 clusters Score: Raw -1610045.929605 + Penalty 3075.615075 = -1606970.314530 nChanged 53 SP:Iteration 69Q (722.786300 sec): 3 clusters Score: Raw -1610065.674456 + Penalty 3075.615075 = -1606990.059381 nChanged 61 SP:Iteration 70Q (722.843345 sec): 3 clusters Score: Raw -1610084.881517 + Penalty 3075.615075 = -1607009.266442 nChanged 47 SP:Iteration 71Q (722.898268 sec): 3 clusters Score: Raw -1610098.338934 + Penalty 3075.615075 = -1607022.723859 nChanged 47 SP:Iteration 72Q (722.957222 sec): 3 clusters Score: Raw -1610110.388904 + Penalty 3075.615075 = -1607034.773829 nChanged 38 SP:Iteration 73Q (723.021424 sec): 3 clusters Score: Raw -1610120.213574 + Penalty 3075.615075 = -1607044.598499 nChanged 45 SP:Iteration 74Q (723.082020 sec): 3 clusters Score: Raw -1610132.053155 + Penalty 3075.615075 = -1607056.438080 nChanged 29 SP:Iteration 75Q (723.143246 sec): 3 clusters Score: Raw -1610138.593378 + Penalty 3075.615075 = -1607062.978303 nChanged 31 SP:Iteration 76Q (723.203935 sec): 3 clusters Score: Raw -1610144.910068 + Penalty 3075.615075 = -1607069.294993 nChanged 24 SP:Iteration 77Q (723.263226 sec): 3 clusters Score: Raw -1610149.911715 + Penalty 3075.615075 = -1607074.296640 nChanged 17 SP:Iteration 78Q (723.329237 sec): 3 clusters Score: Raw -1610152.237606 + Penalty 3075.615075 = -1607076.622531 nChanged 8 SP:Iteration 79Q (723.378935 sec): 3 clusters Score: Raw -1610152.947635 + Penalty 3075.615075 = -1607077.332560 nChanged 4 SP:Iteration 80F (723.443283 sec): 3 clusters Score: Raw -1610153.342329 + Penalty 3075.615075 = -1607077.727255 nChanged 3 SP:Iteration 81Q (723.507474 sec): 3 clusters Score: Raw -1610153.733172 + Penalty 3075.615075 = -1607078.118097 nChanged 3 SP:Iteration 82Q (723.571963 sec): 3 clusters Score: Raw -1610153.922377 + Penalty 3075.615075 = -1607078.307303 nChanged 0 SP:Iteration 83F (723.641050 sec): 3 clusters Score: Raw -1610153.922377 + Penalty 3075.615075 = -1607078.307303 nChanged 0 Score: Raw -84104972.586541 + Penalty 74262.378646 = -84030710.207895 Splitting cluster 10 changes total score from -84027485.725029 to -84030710.207895 So it's getting split into cluster 34. Trying to split cluster 11 (15175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (740.019039 sec): 2 clusters Score: Raw -1908426.733869 + Penalty 1564.453250 = -1906862.280619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (740.089583 sec): 3 clusters Score: Raw -1899530.231864 + Penalty 3128.906500 = -1896401.325363 nChanged 6707 SP:Iteration 1F (740.145361 sec): 3 clusters Score: Raw -1903125.594720 + Penalty 3128.906500 = -1899996.688220 nChanged 867 SP:Iteration 2F (740.225326 sec): 3 clusters Score: Raw -1903495.308538 + Penalty 3128.906500 = -1900366.402038 nChanged 799 SP:Iteration 3F (740.284364 sec): 3 clusters Score: Raw -1903873.899734 + Penalty 3128.906500 = -1900744.993234 nChanged 826 SP:Iteration 4F (740.363628 sec): 3 clusters Score: Raw -1904299.672724 + Penalty 3128.906500 = -1901170.766224 nChanged 883 SP:Iteration 5F (740.435445 sec): 3 clusters Score: Raw -1904784.320520 + Penalty 3128.906500 = -1901655.414020 nChanged 844 SP:Iteration 6F (740.505747 sec): 3 clusters Score: Raw -1905248.303708 + Penalty 3128.906500 = -1902119.397208 nChanged 823 SP:Iteration 7F (740.566041 sec): 3 clusters Score: Raw -1905686.897005 + Penalty 3128.906500 = -1902557.990505 nChanged 718 SP:Iteration 8Q (740.637921 sec): 3 clusters Score: Raw -1906020.600333 + Penalty 3128.906500 = -1902891.693833 nChanged 575 SP:Iteration 9Q (740.708546 sec): 3 clusters Score: Raw -1906271.214567 + Penalty 3128.906500 = -1903142.308066 nChanged 500 SP:Iteration 10Q (740.785067 sec): 3 clusters Score: Raw -1906484.621815 + Penalty 3128.906500 = -1903355.715314 nChanged 410 SP:Iteration 11Q (740.852030 sec): 3 clusters Score: Raw -1906680.797400 + Penalty 3128.906500 = -1903551.890900 nChanged 401 SP:Iteration 12Q (740.928816 sec): 3 clusters Score: Raw -1906880.892369 + Penalty 3128.906500 = -1903751.985868 nChanged 358 SP:Iteration 13Q (740.997177 sec): 3 clusters Score: Raw -1907060.192787 + Penalty 3128.906500 = -1903931.286287 nChanged 360 SP:Iteration 14Q (741.059599 sec): 3 clusters Score: Raw -1907245.412022 + Penalty 3128.906500 = -1904116.505522 nChanged 368 SP:Iteration 15Q (741.132781 sec): 3 clusters Score: Raw -1907447.586498 + Penalty 3128.906500 = -1904318.679998 nChanged 321 SP:Iteration 16Q (741.207692 sec): 3 clusters Score: Raw -1907634.387011 + Penalty 3128.906500 = -1904505.480510 nChanged 283 SP:Iteration 17Q (741.262119 sec): 3 clusters Score: Raw -1907789.521372 + Penalty 3128.906500 = -1904660.614872 nChanged 275 SP:Iteration 18Q (741.332983 sec): 3 clusters Score: Raw -1907972.932763 + Penalty 3128.906500 = -1904844.026263 nChanged 284 SP:Iteration 19Q (741.416102 sec): 3 clusters Score: Raw -1908169.176195 + Penalty 3128.906500 = -1905040.269694 nChanged 251 SP:Iteration 20F (741.486146 sec): 3 clusters Score: Raw -1908318.847233 + Penalty 3128.906500 = -1905189.940733 nChanged 176 SP:Iteration 21Q (741.555475 sec): 3 clusters Score: Raw -1908417.596625 + Penalty 3128.906500 = -1905288.690125 nChanged 153 SP:Iteration 22Q (741.627427 sec): 3 clusters Score: Raw -1908492.359999 + Penalty 3128.906500 = -1905363.453499 nChanged 134 SP:Iteration 23Q (741.692956 sec): 3 clusters Score: Raw -1908574.815249 + Penalty 3128.906500 = -1905445.908748 nChanged 124 SP:Iteration 24Q (741.756485 sec): 3 clusters Score: Raw -1908641.914582 + Penalty 3128.906500 = -1905513.008082 nChanged 94 SP:Iteration 25Q (741.825421 sec): 3 clusters Score: Raw -1908678.150645 + Penalty 3128.906500 = -1905549.244144 nChanged 59 SP:Iteration 26Q (741.886694 sec): 3 clusters Score: Raw -1908701.134997 + Penalty 3128.906500 = -1905572.228496 nChanged 60 SP:Iteration 27Q (741.955840 sec): 3 clusters Score: Raw -1908730.945226 + Penalty 3128.906500 = -1905602.038726 nChanged 70 SP:Iteration 28Q (742.031236 sec): 3 clusters Score: Raw -1908760.378440 + Penalty 3128.906500 = -1905631.471939 nChanged 61 SP:Iteration 29Q (742.094667 sec): 3 clusters Score: Raw -1908792.258449 + Penalty 3128.906500 = -1905663.351948 nChanged 52 SP:Iteration 30Q (742.160680 sec): 3 clusters Score: Raw -1908823.329025 + Penalty 3128.906500 = -1905694.422525 nChanged 53 SP:Iteration 31Q (742.229915 sec): 3 clusters Score: Raw -1908852.145997 + Penalty 3128.906500 = -1905723.239497 nChanged 44 SP:Iteration 32Q (742.302217 sec): 3 clusters Score: Raw -1908879.019855 + Penalty 3128.906500 = -1905750.113355 nChanged 41 SP:Iteration 33Q (742.360041 sec): 3 clusters Score: Raw -1908901.382605 + Penalty 3128.906500 = -1905772.476105 nChanged 40 SP:Iteration 34Q (742.433853 sec): 3 clusters Score: Raw -1908917.299485 + Penalty 3128.906500 = -1905788.392985 nChanged 28 SP:Iteration 35Q (742.486781 sec): 3 clusters Score: Raw -1908931.466637 + Penalty 3128.906500 = -1905802.560137 nChanged 27 SP:Iteration 36Q (742.550208 sec): 3 clusters Score: Raw -1908943.466783 + Penalty 3128.906500 = -1905814.560283 nChanged 20 SP:Iteration 37Q (742.610505 sec): 3 clusters Score: Raw -1908954.165147 + Penalty 3128.906500 = -1905825.258647 nChanged 27 SP:Iteration 38Q (742.673595 sec): 3 clusters Score: Raw -1908969.184255 + Penalty 3128.906500 = -1905840.277755 nChanged 36 SP:Iteration 39Q (742.729602 sec): 3 clusters Score: Raw -1908994.436544 + Penalty 3128.906500 = -1905865.530044 nChanged 34 SP:Iteration 40F (742.804777 sec): 3 clusters Score: Raw -1909016.789052 + Penalty 3128.906500 = -1905887.882552 nChanged 25 SP:Iteration 41Q (742.866910 sec): 3 clusters Score: Raw -1909038.769237 + Penalty 3128.906500 = -1905909.862737 nChanged 26 SP:Iteration 42Q (742.924480 sec): 3 clusters Score: Raw -1909061.608406 + Penalty 3128.906500 = -1905932.701906 nChanged 35 SP:Iteration 43Q (742.981640 sec): 3 clusters Score: Raw -1909081.609816 + Penalty 3128.906500 = -1905952.703316 nChanged 34 SP:Iteration 44Q (743.051776 sec): 3 clusters Score: Raw -1909096.720246 + Penalty 3128.906500 = -1905967.813745 nChanged 21 SP:Iteration 45Q (743.126175 sec): 3 clusters Score: Raw -1909108.264193 + Penalty 3128.906500 = -1905979.357693 nChanged 16 SP:Iteration 46Q (743.183434 sec): 3 clusters Score: Raw -1909113.697696 + Penalty 3128.906500 = -1905984.791196 nChanged 14 SP:Iteration 47Q (743.260402 sec): 3 clusters Score: Raw -1909119.889024 + Penalty 3128.906500 = -1905990.982524 nChanged 14 SP:Iteration 48Q (743.329570 sec): 3 clusters Score: Raw -1909127.648270 + Penalty 3128.906500 = -1905998.741770 nChanged 19 SP:Iteration 49Q (743.400387 sec): 3 clusters Score: Raw -1909134.639265 + Penalty 3128.906500 = -1906005.732765 nChanged 14 SP:Iteration 50Q (743.471215 sec): 3 clusters Score: Raw -1909139.408101 + Penalty 3128.906500 = -1906010.501600 nChanged 14 SP:Iteration 51Q (743.527875 sec): 3 clusters Score: Raw -1909146.919384 + Penalty 3128.906500 = -1906018.012884 nChanged 18 SP:Iteration 52Q (743.606942 sec): 3 clusters Score: Raw -1909155.776390 + Penalty 3128.906500 = -1906026.869890 nChanged 20 SP:Iteration 53Q (743.676155 sec): 3 clusters Score: Raw -1909163.406275 + Penalty 3128.906500 = -1906034.499775 nChanged 14 SP:Iteration 54Q (743.748586 sec): 3 clusters Score: Raw -1909168.533768 + Penalty 3128.906500 = -1906039.627268 nChanged 15 SP:Iteration 55Q (743.820989 sec): 3 clusters Score: Raw -1909174.932136 + Penalty 3128.906500 = -1906046.025636 nChanged 11 SP:Iteration 56Q (743.892589 sec): 3 clusters Score: Raw -1909179.348586 + Penalty 3128.906500 = -1906050.442086 nChanged 17 SP:Iteration 57Q (743.964418 sec): 3 clusters Score: Raw -1909184.802130 + Penalty 3128.906500 = -1906055.895630 nChanged 11 SP:Iteration 58Q (744.036576 sec): 3 clusters Score: Raw -1909187.512757 + Penalty 3128.906500 = -1906058.606256 nChanged 6 SP:Iteration 59Q (744.108594 sec): 3 clusters Score: Raw -1909189.176263 + Penalty 3128.906500 = -1906060.269763 nChanged 7 SP:Iteration 60F (744.184036 sec): 3 clusters Score: Raw -1909191.426313 + Penalty 3128.906500 = -1906062.519813 nChanged 5 SP:Iteration 61Q (744.255502 sec): 3 clusters Score: Raw -1909193.039551 + Penalty 3128.906500 = -1906064.133051 nChanged 7 SP:Iteration 62Q (744.326921 sec): 3 clusters Score: Raw -1909196.104852 + Penalty 3128.906500 = -1906067.198352 nChanged 6 SP:Iteration 63Q (744.395380 sec): 3 clusters Score: Raw -1909198.044144 + Penalty 3128.906500 = -1906069.137644 nChanged 5 SP:Iteration 64Q (744.451704 sec): 3 clusters Score: Raw -1909199.918159 + Penalty 3128.906500 = -1906071.011659 nChanged 4 SP:Iteration 65Q (744.523892 sec): 3 clusters Score: Raw -1909201.174436 + Penalty 3128.906500 = -1906072.267936 nChanged 3 SP:Iteration 66Q (744.589934 sec): 3 clusters Score: Raw -1909202.652216 + Penalty 3128.906500 = -1906073.745715 nChanged 6 SP:Iteration 67Q (744.655179 sec): 3 clusters Score: Raw -1909205.235958 + Penalty 3128.906500 = -1906076.329457 nChanged 5 SP:Iteration 68Q (744.714897 sec): 3 clusters Score: Raw -1909206.672678 + Penalty 3128.906500 = -1906077.766178 nChanged 3 SP:Iteration 69Q (744.772828 sec): 3 clusters Score: Raw -1909207.891786 + Penalty 3128.906500 = -1906078.985286 nChanged 4 SP:Iteration 70Q (744.836457 sec): 3 clusters Score: Raw -1909209.767638 + Penalty 3128.906500 = -1906080.861137 nChanged 4 SP:Iteration 71Q (744.891648 sec): 3 clusters Score: Raw -1909210.917718 + Penalty 3128.906500 = -1906082.011218 nChanged 1 SP:Iteration 72Q (744.954099 sec): 3 clusters Score: Raw -1909211.310119 + Penalty 3128.906500 = -1906082.403619 nChanged 0 SP:Iteration 73F (745.022078 sec): 3 clusters Score: Raw -1909211.310119 + Penalty 3128.906500 = -1906082.403619 nChanged 0 Trying to split cluster 12 (81613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (745.148218 sec): 2 clusters Score: Raw -10312997.026561 + Penalty 1837.833374 = -10311159.193187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (745.327924 sec): 3 clusters Score: Raw -10260315.527395 + Penalty 3675.666749 = -10256639.860646 nChanged 38778 SP:Iteration 1F (745.496913 sec): 3 clusters Score: Raw -10282493.901921 + Penalty 3675.666749 = -10278818.235173 nChanged 2994 SP:Iteration 2Q (745.681766 sec): 3 clusters Score: Raw -10283233.203516 + Penalty 3675.666749 = -10279557.536767 nChanged 3093 SP:Iteration 3Q (745.875919 sec): 3 clusters Score: Raw -10284174.822679 + Penalty 3675.666749 = -10280499.155930 nChanged 3667 SP:Iteration 4Q (746.066433 sec): 3 clusters Score: Raw -10285639.353201 + Penalty 3675.666749 = -10281963.686452 nChanged 4651 SP:Iteration 5F (746.247096 sec): 3 clusters Score: Raw -10288136.314460 + Penalty 3675.666749 = -10284460.647712 nChanged 5810 SP:Iteration 6F (746.420483 sec): 3 clusters Score: Raw -10292163.275344 + Penalty 3675.666749 = -10288487.608595 nChanged 6664 SP:Iteration 7F (746.598658 sec): 3 clusters Score: Raw -10297695.458401 + Penalty 3675.666749 = -10294019.791653 nChanged 6295 SP:Iteration 8F (746.786385 sec): 3 clusters Score: Raw -10303440.420414 + Penalty 3675.666749 = -10299764.753665 nChanged 4732 SP:Iteration 9F (746.970840 sec): 3 clusters Score: Raw -10307665.778807 + Penalty 3675.666749 = -10303990.112058 nChanged 2942 SP:Iteration 10Q (747.153111 sec): 3 clusters Score: Raw -10310246.927477 + Penalty 3675.666749 = -10306571.260729 nChanged 1703 SP:Iteration 11Q (747.325731 sec): 3 clusters Score: Raw -10311654.787963 + Penalty 3675.666749 = -10307979.121215 nChanged 953 SP:Iteration 12Q (747.489432 sec): 3 clusters Score: Raw -10312396.474895 + Penalty 3675.666749 = -10308720.808146 nChanged 521 SP:Iteration 13Q (747.651224 sec): 3 clusters Score: Raw -10312795.080193 + Penalty 3675.666749 = -10309119.413445 nChanged 287 SP:Iteration 14Q (747.817360 sec): 3 clusters Score: Raw -10313009.474510 + Penalty 3675.666749 = -10309333.807762 nChanged 154 SP:Iteration 15Q (747.972982 sec): 3 clusters Score: Raw -10313099.925667 + Penalty 3675.666749 = -10309424.258918 nChanged 90 SP:Iteration 16Q (748.142767 sec): 3 clusters Score: Raw -10313157.264083 + Penalty 3675.666749 = -10309481.597334 nChanged 66 SP:Iteration 17Q (748.298369 sec): 3 clusters Score: Raw -10313199.279342 + Penalty 3675.666749 = -10309523.612594 nChanged 47 SP:Iteration 18Q (748.459337 sec): 3 clusters Score: Raw -10313228.162187 + Penalty 3675.666749 = -10309552.495438 nChanged 35 SP:Iteration 19Q (748.600716 sec): 3 clusters Score: Raw -10313247.490188 + Penalty 3675.666749 = -10309571.823440 nChanged 30 SP:Iteration 20F (748.781189 sec): 3 clusters Score: Raw -10313261.915941 + Penalty 3675.666749 = -10309586.249192 nChanged 19 SP:Iteration 21Q (748.932455 sec): 3 clusters Score: Raw -10313270.065321 + Penalty 3675.666749 = -10309594.398573 nChanged 15 SP:Iteration 22Q (749.087408 sec): 3 clusters Score: Raw -10313277.138847 + Penalty 3675.666749 = -10309601.472098 nChanged 13 SP:Iteration 23Q (749.239988 sec): 3 clusters Score: Raw -10313282.247176 + Penalty 3675.666749 = -10309606.580428 nChanged 10 SP:Iteration 24Q (749.401901 sec): 3 clusters Score: Raw -10313289.138667 + Penalty 3675.666749 = -10309613.471918 nChanged 13 SP:Iteration 25Q (749.561316 sec): 3 clusters Score: Raw -10313296.748844 + Penalty 3675.666749 = -10309621.082095 nChanged 11 SP:Iteration 26Q (749.714804 sec): 3 clusters Score: Raw -10313301.904261 + Penalty 3675.666749 = -10309626.237512 nChanged 8 SP:Iteration 27Q (749.867604 sec): 3 clusters Score: Raw -10313307.756672 + Penalty 3675.666749 = -10309632.089924 nChanged 5 SP:Iteration 28Q (750.023731 sec): 3 clusters Score: Raw -10313309.863844 + Penalty 3675.666749 = -10309634.197095 nChanged 2 SP:Iteration 29Q (750.179900 sec): 3 clusters Score: Raw -10313310.627108 + Penalty 3675.666749 = -10309634.960360 nChanged 2 SP:Iteration 30Q (750.328643 sec): 3 clusters Score: Raw -10313311.051040 + Penalty 3675.666749 = -10309635.384292 nChanged 0 SP:Iteration 31F (750.504587 sec): 3 clusters Score: Raw -10313311.051040 + Penalty 3675.666749 = -10309635.384292 nChanged 0 Trying to split cluster 13 (12236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (750.542155 sec): 2 clusters Score: Raw -1539774.416719 + Penalty 1529.472377 = -1538244.944342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (750.618341 sec): 3 clusters Score: Raw -1532737.053557 + Penalty 3058.944754 = -1529678.108802 nChanged 5342 SP:Iteration 1F (750.686732 sec): 3 clusters Score: Raw -1535856.037052 + Penalty 3058.944754 = -1532797.092298 nChanged 821 SP:Iteration 2F (750.745096 sec): 3 clusters Score: Raw -1536312.873668 + Penalty 3058.944754 = -1533253.928914 nChanged 788 SP:Iteration 3F (750.800498 sec): 3 clusters Score: Raw -1536842.491884 + Penalty 3058.944754 = -1533783.547130 nChanged 820 SP:Iteration 4F (750.865564 sec): 3 clusters Score: Raw -1537455.384207 + Penalty 3058.944754 = -1534396.439453 nChanged 845 SP:Iteration 5F (750.919321 sec): 3 clusters Score: Raw -1538171.351170 + Penalty 3058.944754 = -1535112.406416 nChanged 833 SP:Iteration 6F (750.990405 sec): 3 clusters Score: Raw -1538934.946013 + Penalty 3058.944754 = -1535876.001258 nChanged 727 SP:Iteration 7F (751.046773 sec): 3 clusters Score: Raw -1539581.178555 + Penalty 3058.944754 = -1536522.233800 nChanged 588 SP:Iteration 8Q (751.119417 sec): 3 clusters Score: Raw -1540151.639197 + Penalty 3058.944754 = -1537092.694443 nChanged 508 SP:Iteration 9Q (751.182790 sec): 3 clusters Score: Raw -1540633.358268 + Penalty 3058.944754 = -1537574.413514 nChanged 385 SP:Iteration 10Q (751.250712 sec): 3 clusters Score: Raw -1540921.568792 + Penalty 3058.944754 = -1537862.624038 nChanged 222 SP:Iteration 11Q (751.321575 sec): 3 clusters Score: Raw -1541036.444516 + Penalty 3058.944754 = -1537977.499761 nChanged 156 SP:Iteration 12Q (751.377294 sec): 3 clusters Score: Raw -1541109.999584 + Penalty 3058.944754 = -1538051.054830 nChanged 123 SP:Iteration 13Q (751.453883 sec): 3 clusters Score: Raw -1541155.962314 + Penalty 3058.944754 = -1538097.017560 nChanged 98 SP:Iteration 14Q (751.509529 sec): 3 clusters Score: Raw -1541186.675092 + Penalty 3058.944754 = -1538127.730338 nChanged 65 SP:Iteration 15Q (751.586194 sec): 3 clusters Score: Raw -1541207.956798 + Penalty 3058.944754 = -1538149.012043 nChanged 57 SP:Iteration 16Q (751.653585 sec): 3 clusters Score: Raw -1541225.390755 + Penalty 3058.944754 = -1538166.446001 nChanged 50 SP:Iteration 17Q (751.722008 sec): 3 clusters Score: Raw -1541236.924997 + Penalty 3058.944754 = -1538177.980243 nChanged 23 SP:Iteration 18Q (751.777966 sec): 3 clusters Score: Raw -1541240.854278 + Penalty 3058.944754 = -1538181.909523 nChanged 19 SP:Iteration 19Q (751.838640 sec): 3 clusters Score: Raw -1541243.950436 + Penalty 3058.944754 = -1538185.005682 nChanged 17 SP:Iteration 20F (751.904438 sec): 3 clusters Score: Raw -1541247.437135 + Penalty 3058.944754 = -1538188.492381 nChanged 16 SP:Iteration 21Q (751.962587 sec): 3 clusters Score: Raw -1541250.878322 + Penalty 3058.944754 = -1538191.933568 nChanged 17 SP:Iteration 22Q (752.027026 sec): 3 clusters Score: Raw -1541254.582610 + Penalty 3058.944754 = -1538195.637856 nChanged 26 SP:Iteration 23Q (752.099946 sec): 3 clusters Score: Raw -1541260.884491 + Penalty 3058.944754 = -1538201.939737 nChanged 27 SP:Iteration 24Q (752.163064 sec): 3 clusters Score: Raw -1541267.660282 + Penalty 3058.944754 = -1538208.715528 nChanged 30 SP:Iteration 25Q (752.225990 sec): 3 clusters Score: Raw -1541275.818810 + Penalty 3058.944754 = -1538216.874055 nChanged 30 SP:Iteration 26Q (752.289155 sec): 3 clusters Score: Raw -1541282.890102 + Penalty 3058.944754 = -1538223.945348 nChanged 35 SP:Iteration 27Q (752.345841 sec): 3 clusters Score: Raw -1541291.360301 + Penalty 3058.944754 = -1538232.415547 nChanged 23 SP:Iteration 28Q (752.421570 sec): 3 clusters Score: Raw -1541296.961682 + Penalty 3058.944754 = -1538238.016928 nChanged 18 SP:Iteration 29Q (752.475584 sec): 3 clusters Score: Raw -1541301.230091 + Penalty 3058.944754 = -1538242.285337 nChanged 18 SP:Iteration 30Q (752.543984 sec): 3 clusters Score: Raw -1541305.022774 + Penalty 3058.944754 = -1538246.078020 nChanged 14 SP:Iteration 31Q (752.613621 sec): 3 clusters Score: Raw -1541307.484746 + Penalty 3058.944754 = -1538248.539992 nChanged 12 SP:Iteration 32Q (752.669370 sec): 3 clusters Score: Raw -1541309.247701 + Penalty 3058.944754 = -1538250.302947 nChanged 14 SP:Iteration 33Q (752.736186 sec): 3 clusters Score: Raw -1541311.730188 + Penalty 3058.944754 = -1538252.785434 nChanged 11 SP:Iteration 34Q (752.808462 sec): 3 clusters Score: Raw -1541313.566590 + Penalty 3058.944754 = -1538254.621835 nChanged 10 SP:Iteration 35Q (752.878209 sec): 3 clusters Score: Raw -1541315.356781 + Penalty 3058.944754 = -1538256.412027 nChanged 8 SP:Iteration 36Q (752.934678 sec): 3 clusters Score: Raw -1541316.365125 + Penalty 3058.944754 = -1538257.420371 nChanged 9 SP:Iteration 37Q (753.010892 sec): 3 clusters Score: Raw -1541317.995022 + Penalty 3058.944754 = -1538259.050268 nChanged 7 SP:Iteration 38Q (753.077497 sec): 3 clusters Score: Raw -1541319.555154 + Penalty 3058.944754 = -1538260.610400 nChanged 6 SP:Iteration 39Q (753.133910 sec): 3 clusters Score: Raw -1541320.322120 + Penalty 3058.944754 = -1538261.377366 nChanged 4 SP:Iteration 40F (753.211261 sec): 3 clusters Score: Raw -1541320.743394 + Penalty 3058.944754 = -1538261.798640 nChanged 4 SP:Iteration 41Q (753.279199 sec): 3 clusters Score: Raw -1541321.164631 + Penalty 3058.944754 = -1538262.219877 nChanged 5 SP:Iteration 42Q (753.347736 sec): 3 clusters Score: Raw -1541321.696504 + Penalty 3058.944754 = -1538262.751749 nChanged 6 SP:Iteration 43Q (753.414771 sec): 3 clusters Score: Raw -1541322.507285 + Penalty 3058.944754 = -1538263.562531 nChanged 4 SP:Iteration 44Q (753.481721 sec): 3 clusters Score: Raw -1541323.111991 + Penalty 3058.944754 = -1538264.167237 nChanged 3 SP:Iteration 45Q (753.547740 sec): 3 clusters Score: Raw -1541323.298793 + Penalty 3058.944754 = -1538264.354038 nChanged 1 SP:Iteration 46Q (753.606436 sec): 3 clusters Score: Raw -1541323.383191 + Penalty 3058.944754 = -1538264.438437 nChanged 1 SP:Iteration 47Q (753.669641 sec): 3 clusters Score: Raw -1541323.676384 + Penalty 3058.944754 = -1538264.731629 nChanged 1 SP:Iteration 48Q (753.738692 sec): 3 clusters Score: Raw -1541323.819188 + Penalty 3058.944754 = -1538264.874434 nChanged 2 SP:Iteration 49Q (753.815087 sec): 3 clusters Score: Raw -1541324.034207 + Penalty 3058.944754 = -1538265.089453 nChanged 2 SP:Iteration 50Q (753.872418 sec): 3 clusters Score: Raw -1541324.237403 + Penalty 3058.944754 = -1538265.292649 nChanged 6 SP:Iteration 51Q (753.941065 sec): 3 clusters Score: Raw -1541324.989573 + Penalty 3058.944754 = -1538266.044819 nChanged 7 SP:Iteration 52Q (753.995179 sec): 3 clusters Score: Raw -1541326.038744 + Penalty 3058.944754 = -1538267.093989 nChanged 8 SP:Iteration 53Q (754.038857 sec): 3 clusters Score: Raw -1541327.025537 + Penalty 3058.944754 = -1538268.080782 nChanged 6 SP:Iteration 54Q (754.094824 sec): 3 clusters Score: Raw -1541327.535382 + Penalty 3058.944754 = -1538268.590628 nChanged 3 SP:Iteration 55Q (754.159674 sec): 3 clusters Score: Raw -1541327.844555 + Penalty 3058.944754 = -1538268.899801 nChanged 3 SP:Iteration 56Q (754.229774 sec): 3 clusters Score: Raw -1541328.067540 + Penalty 3058.944754 = -1538269.122786 nChanged 2 SP:Iteration 57Q (754.281837 sec): 3 clusters Score: Raw -1541328.322631 + Penalty 3058.944754 = -1538269.377877 nChanged 0 SP:Iteration 58F (754.343539 sec): 3 clusters Score: Raw -1541328.322631 + Penalty 3058.944754 = -1538269.377877 nChanged 0 Score: Raw -84106526.492454 + Penalty 76446.566254 = -84030079.926200 Splitting cluster 13 changes total score from -84027485.725029 to -84030079.926200 So it's getting split into cluster 35. Trying to split cluster 14 (10621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (768.853628 sec): 2 clusters Score: Raw -1278489.716447 + Penalty 1506.470624 = -1276983.245823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (768.917410 sec): 3 clusters Score: Raw -1272422.513803 + Penalty 3012.941247 = -1269409.572556 nChanged 4666 SP:Iteration 1F (768.980250 sec): 3 clusters Score: Raw -1275242.790472 + Penalty 3012.941247 = -1272229.849225 nChanged 916 SP:Iteration 2F (769.030114 sec): 3 clusters Score: Raw -1275974.993798 + Penalty 3012.941247 = -1272962.052551 nChanged 918 SP:Iteration 3F (769.092175 sec): 3 clusters Score: Raw -1276809.700611 + Penalty 3012.941247 = -1273796.759364 nChanged 878 SP:Iteration 4F (769.153269 sec): 3 clusters Score: Raw -1277615.229887 + Penalty 3012.941247 = -1274602.288640 nChanged 739 SP:Iteration 5F (769.214529 sec): 3 clusters Score: Raw -1278165.068344 + Penalty 3012.941247 = -1275152.127097 nChanged 518 SP:Iteration 6Q (769.272600 sec): 3 clusters Score: Raw -1278469.713007 + Penalty 3012.941247 = -1275456.771760 nChanged 331 SP:Iteration 7Q (769.332057 sec): 3 clusters Score: Raw -1278629.824512 + Penalty 3012.941247 = -1275616.883265 nChanged 208 SP:Iteration 8Q (769.403249 sec): 3 clusters Score: Raw -1278727.970302 + Penalty 3012.941247 = -1275715.029055 nChanged 170 SP:Iteration 9Q (769.456861 sec): 3 clusters Score: Raw -1278816.960066 + Penalty 3012.941247 = -1275804.018819 nChanged 136 SP:Iteration 10Q (769.530148 sec): 3 clusters Score: Raw -1278889.060112 + Penalty 3012.941247 = -1275876.118865 nChanged 113 SP:Iteration 11Q (769.588457 sec): 3 clusters Score: Raw -1278950.658827 + Penalty 3012.941247 = -1275937.717580 nChanged 94 SP:Iteration 12Q (769.648087 sec): 3 clusters Score: Raw -1279004.107075 + Penalty 3012.941247 = -1275991.165828 nChanged 87 SP:Iteration 13Q (769.709659 sec): 3 clusters Score: Raw -1279068.927532 + Penalty 3012.941247 = -1276055.986285 nChanged 92 SP:Iteration 14Q (769.778197 sec): 3 clusters Score: Raw -1279142.619246 + Penalty 3012.941247 = -1276129.677999 nChanged 83 SP:Iteration 15Q (769.830079 sec): 3 clusters Score: Raw -1279204.611143 + Penalty 3012.941247 = -1276191.669896 nChanged 78 SP:Iteration 16Q (769.891909 sec): 3 clusters Score: Raw -1279275.814009 + Penalty 3012.941247 = -1276262.872762 nChanged 92 SP:Iteration 17Q (769.962288 sec): 3 clusters Score: Raw -1279348.712336 + Penalty 3012.941247 = -1276335.771089 nChanged 85 SP:Iteration 18Q (770.022501 sec): 3 clusters Score: Raw -1279420.430885 + Penalty 3012.941247 = -1276407.489638 nChanged 88 SP:Iteration 19Q (770.073482 sec): 3 clusters Score: Raw -1279497.589080 + Penalty 3012.941247 = -1276484.647833 nChanged 87 SP:Iteration 20F (770.134082 sec): 3 clusters Score: Raw -1279571.076746 + Penalty 3012.941247 = -1276558.135499 nChanged 90 SP:Iteration 21Q (770.194041 sec): 3 clusters Score: Raw -1279649.112010 + Penalty 3012.941247 = -1276636.170763 nChanged 81 SP:Iteration 22Q (770.253227 sec): 3 clusters Score: Raw -1279708.509439 + Penalty 3012.941247 = -1276695.568192 nChanged 64 SP:Iteration 23Q (770.320614 sec): 3 clusters Score: Raw -1279737.954612 + Penalty 3012.941247 = -1276725.013365 nChanged 51 SP:Iteration 24Q (770.367664 sec): 3 clusters Score: Raw -1279758.839834 + Penalty 3012.941247 = -1276745.898587 nChanged 31 SP:Iteration 25Q (770.425850 sec): 3 clusters Score: Raw -1279767.691773 + Penalty 3012.941247 = -1276754.750526 nChanged 16 SP:Iteration 26Q (770.485264 sec): 3 clusters Score: Raw -1279772.357376 + Penalty 3012.941247 = -1276759.416129 nChanged 15 SP:Iteration 27Q (770.551477 sec): 3 clusters Score: Raw -1279776.417334 + Penalty 3012.941247 = -1276763.476087 nChanged 16 SP:Iteration 28Q (770.600961 sec): 3 clusters Score: Raw -1279780.739837 + Penalty 3012.941247 = -1276767.798590 nChanged 18 SP:Iteration 29Q (770.668831 sec): 3 clusters Score: Raw -1279786.107684 + Penalty 3012.941247 = -1276773.166437 nChanged 15 SP:Iteration 30Q (770.719739 sec): 3 clusters Score: Raw -1279789.780915 + Penalty 3012.941247 = -1276776.839668 nChanged 12 SP:Iteration 31Q (770.780432 sec): 3 clusters Score: Raw -1279792.664021 + Penalty 3012.941247 = -1276779.722774 nChanged 13 SP:Iteration 32Q (770.839877 sec): 3 clusters Score: Raw -1279795.995621 + Penalty 3012.941247 = -1276783.054374 nChanged 14 SP:Iteration 33Q (770.904080 sec): 3 clusters Score: Raw -1279800.536531 + Penalty 3012.941247 = -1276787.595284 nChanged 14 SP:Iteration 34Q (770.980330 sec): 3 clusters Score: Raw -1279803.897798 + Penalty 3012.941247 = -1276790.956551 nChanged 10 SP:Iteration 35Q (771.035014 sec): 3 clusters Score: Raw -1279806.155526 + Penalty 3012.941247 = -1276793.214279 nChanged 6 SP:Iteration 36Q (771.109841 sec): 3 clusters Score: Raw -1279807.475567 + Penalty 3012.941247 = -1276794.534320 nChanged 10 SP:Iteration 37Q (771.164610 sec): 3 clusters Score: Raw -1279808.887731 + Penalty 3012.941247 = -1276795.946484 nChanged 6 SP:Iteration 38Q (771.234827 sec): 3 clusters Score: Raw -1279809.956497 + Penalty 3012.941247 = -1276797.015250 nChanged 7 SP:Iteration 39Q (771.285111 sec): 3 clusters Score: Raw -1279811.850271 + Penalty 3012.941247 = -1276798.909024 nChanged 10 SP:Iteration 40F (771.347659 sec): 3 clusters Score: Raw -1279814.290408 + Penalty 3012.941247 = -1276801.349161 nChanged 9 SP:Iteration 41Q (771.411473 sec): 3 clusters Score: Raw -1279816.485391 + Penalty 3012.941247 = -1276803.544144 nChanged 13 SP:Iteration 42Q (771.474920 sec): 3 clusters Score: Raw -1279818.912751 + Penalty 3012.941247 = -1276805.971504 nChanged 11 SP:Iteration 43Q (771.531093 sec): 3 clusters Score: Raw -1279821.310123 + Penalty 3012.941247 = -1276808.368876 nChanged 11 SP:Iteration 44Q (771.604436 sec): 3 clusters Score: Raw -1279823.694579 + Penalty 3012.941247 = -1276810.753332 nChanged 12 SP:Iteration 45Q (771.657136 sec): 3 clusters Score: Raw -1279827.114259 + Penalty 3012.941247 = -1276814.173012 nChanged 11 SP:Iteration 46Q (771.726519 sec): 3 clusters Score: Raw -1279829.026354 + Penalty 3012.941247 = -1276816.085107 nChanged 8 SP:Iteration 47Q (771.780412 sec): 3 clusters Score: Raw -1279830.332079 + Penalty 3012.941247 = -1276817.390832 nChanged 6 SP:Iteration 48Q (771.839882 sec): 3 clusters Score: Raw -1279831.214213 + Penalty 3012.941247 = -1276818.272966 nChanged 7 SP:Iteration 49Q (771.912779 sec): 3 clusters Score: Raw -1279832.717412 + Penalty 3012.941247 = -1276819.776165 nChanged 10 SP:Iteration 50Q (771.972169 sec): 3 clusters Score: Raw -1279834.669155 + Penalty 3012.941247 = -1276821.727908 nChanged 10 SP:Iteration 51Q (772.016342 sec): 3 clusters Score: Raw -1279836.895055 + Penalty 3012.941247 = -1276823.953808 nChanged 6 SP:Iteration 52Q (772.083537 sec): 3 clusters Score: Raw -1279838.227351 + Penalty 3012.941247 = -1276825.286104 nChanged 6 SP:Iteration 53Q (772.152605 sec): 3 clusters Score: Raw -1279839.233005 + Penalty 3012.941247 = -1276826.291758 nChanged 5 SP:Iteration 54Q (772.208636 sec): 3 clusters Score: Raw -1279840.226719 + Penalty 3012.941247 = -1276827.285472 nChanged 5 SP:Iteration 55Q (772.271997 sec): 3 clusters Score: Raw -1279840.990447 + Penalty 3012.941247 = -1276828.049200 nChanged 4 SP:Iteration 56Q (772.332813 sec): 3 clusters Score: Raw -1279841.581262 + Penalty 3012.941247 = -1276828.640015 nChanged 2 SP:Iteration 57Q (772.397077 sec): 3 clusters Score: Raw -1279841.725908 + Penalty 3012.941247 = -1276828.784661 nChanged 1 SP:Iteration 58Q (772.462880 sec): 3 clusters Score: Raw -1279841.892576 + Penalty 3012.941247 = -1276828.951329 nChanged 2 SP:Iteration 59Q (772.527174 sec): 3 clusters Score: Raw -1279842.445258 + Penalty 3012.941247 = -1276829.504011 nChanged 5 SP:Iteration 60F (772.593156 sec): 3 clusters Score: Raw -1279843.238113 + Penalty 3012.941247 = -1276830.296866 nChanged 5 SP:Iteration 61Q (772.646213 sec): 3 clusters Score: Raw -1279844.863337 + Penalty 3012.941247 = -1276831.922090 nChanged 5 SP:Iteration 62Q (772.709354 sec): 3 clusters Score: Raw -1279845.780482 + Penalty 3012.941247 = -1276832.839235 nChanged 5 SP:Iteration 63Q (772.779896 sec): 3 clusters Score: Raw -1279846.846867 + Penalty 3012.941247 = -1276833.905620 nChanged 2 SP:Iteration 64Q (772.845122 sec): 3 clusters Score: Raw -1279847.140230 + Penalty 3012.941247 = -1276834.198983 nChanged 1 SP:Iteration 65Q (772.901176 sec): 3 clusters Score: Raw -1279847.982289 + Penalty 3012.941247 = -1276835.041042 nChanged 5 SP:Iteration 66Q (772.962992 sec): 3 clusters Score: Raw -1279848.923140 + Penalty 3012.941247 = -1276835.981893 nChanged 7 SP:Iteration 67Q (773.030222 sec): 3 clusters Score: Raw -1279851.168650 + Penalty 3012.941247 = -1276838.227403 nChanged 9 SP:Iteration 68Q (773.077868 sec): 3 clusters Score: Raw -1279854.422649 + Penalty 3012.941247 = -1276841.481402 nChanged 4 SP:Iteration 69Q (773.135635 sec): 3 clusters Score: Raw -1279855.754184 + Penalty 3012.941247 = -1276842.812937 nChanged 9 SP:Iteration 70Q (773.200326 sec): 3 clusters Score: Raw -1279858.792286 + Penalty 3012.941247 = -1276845.851039 nChanged 9 SP:Iteration 71Q (773.259016 sec): 3 clusters Score: Raw -1279861.634871 + Penalty 3012.941247 = -1276848.693624 nChanged 9 SP:Iteration 72Q (773.298655 sec): 3 clusters Score: Raw -1279863.589779 + Penalty 3012.941247 = -1276850.648532 nChanged 13 SP:Iteration 73Q (773.357711 sec): 3 clusters Score: Raw -1279868.127072 + Penalty 3012.941247 = -1276855.185825 nChanged 13 SP:Iteration 74Q (773.414829 sec): 3 clusters Score: Raw -1279870.590307 + Penalty 3012.941247 = -1276857.649060 nChanged 12 SP:Iteration 75Q (773.461983 sec): 3 clusters Score: Raw -1279873.269793 + Penalty 3012.941247 = -1276860.328546 nChanged 13 SP:Iteration 76Q (773.523704 sec): 3 clusters Score: Raw -1279875.590251 + Penalty 3012.941247 = -1276862.649004 nChanged 8 SP:Iteration 77Q (773.563966 sec): 3 clusters Score: Raw -1279877.029824 + Penalty 3012.941247 = -1276864.088577 nChanged 10 SP:Iteration 78Q (773.622582 sec): 3 clusters Score: Raw -1279879.098066 + Penalty 3012.941247 = -1276866.156819 nChanged 11 SP:Iteration 79Q (773.674318 sec): 3 clusters Score: Raw -1279881.601114 + Penalty 3012.941247 = -1276868.659867 nChanged 17 SP:Iteration 80F (773.735566 sec): 3 clusters Score: Raw -1279886.345051 + Penalty 3012.941247 = -1276873.403804 nChanged 10 SP:Iteration 81Q (773.794555 sec): 3 clusters Score: Raw -1279889.225054 + Penalty 3012.941247 = -1276876.283807 nChanged 9 SP:Iteration 82Q (773.854054 sec): 3 clusters Score: Raw -1279890.680379 + Penalty 3012.941247 = -1276877.739132 nChanged 7 SP:Iteration 83Q (773.919544 sec): 3 clusters Score: Raw -1279892.208731 + Penalty 3012.941247 = -1276879.267484 nChanged 8 SP:Iteration 84Q (773.980732 sec): 3 clusters Score: Raw -1279893.747702 + Penalty 3012.941247 = -1276880.806455 nChanged 9 SP:Iteration 85Q (774.035013 sec): 3 clusters Score: Raw -1279895.733226 + Penalty 3012.941247 = -1276882.791979 nChanged 5 SP:Iteration 86Q (774.095926 sec): 3 clusters Score: Raw -1279896.900515 + Penalty 3012.941247 = -1276883.959268 nChanged 7 SP:Iteration 87Q (774.151109 sec): 3 clusters Score: Raw -1279898.606111 + Penalty 3012.941247 = -1276885.664864 nChanged 8 SP:Iteration 88Q (774.213250 sec): 3 clusters Score: Raw -1279900.388485 + Penalty 3012.941247 = -1276887.447238 nChanged 1 SP:Iteration 89Q (774.282967 sec): 3 clusters Score: Raw -1279900.481355 + Penalty 3012.941247 = -1276887.540108 nChanged 4 SP:Iteration 90Q (774.331621 sec): 3 clusters Score: Raw -1279901.088471 + Penalty 3012.941247 = -1276888.147224 nChanged 4 SP:Iteration 91Q (774.395737 sec): 3 clusters Score: Raw -1279901.779978 + Penalty 3012.941247 = -1276888.838731 nChanged 4 SP:Iteration 92Q (774.458074 sec): 3 clusters Score: Raw -1279902.431292 + Penalty 3012.941247 = -1276889.490045 nChanged 3 SP:Iteration 93Q (774.521589 sec): 3 clusters Score: Raw -1279902.830194 + Penalty 3012.941247 = -1276889.888947 nChanged 1 SP:Iteration 94Q (774.582159 sec): 3 clusters Score: Raw -1279903.744402 + Penalty 3012.941247 = -1276890.803155 nChanged 0 SP:Iteration 95F (774.646749 sec): 3 clusters Score: Raw -1279903.744402 + Penalty 3012.941247 = -1276890.803155 nChanged 0 Trying to split cluster 15 (24601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (774.714241 sec): 2 clusters Score: Raw -3102461.327025 + Penalty 1642.963135 = -3100818.363890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (774.800158 sec): 3 clusters Score: Raw -3087415.217022 + Penalty 3285.926271 = -3084129.290751 nChanged 11286 SP:Iteration 1F (774.883449 sec): 3 clusters Score: Raw -3093900.092605 + Penalty 3285.926271 = -3090614.166335 nChanged 1262 SP:Iteration 2F (774.962183 sec): 3 clusters Score: Raw -3094365.580292 + Penalty 3285.926271 = -3091079.654021 nChanged 1233 SP:Iteration 3F (775.055993 sec): 3 clusters Score: Raw -3094866.784299 + Penalty 3285.926271 = -3091580.858028 nChanged 1246 SP:Iteration 4F (775.139789 sec): 3 clusters Score: Raw -3095484.848411 + Penalty 3285.926271 = -3092198.922141 nChanged 1342 SP:Iteration 5F (775.220759 sec): 3 clusters Score: Raw -3096349.321325 + Penalty 3285.926271 = -3093063.395054 nChanged 1534 SP:Iteration 6F (775.302061 sec): 3 clusters Score: Raw -3097476.854552 + Penalty 3285.926271 = -3094190.928281 nChanged 1558 SP:Iteration 7F (775.389814 sec): 3 clusters Score: Raw -3098699.044352 + Penalty 3285.926271 = -3095413.118081 nChanged 1520 SP:Iteration 8F (775.485520 sec): 3 clusters Score: Raw -3099816.294879 + Penalty 3285.926271 = -3096530.368608 nChanged 1263 SP:Iteration 9F (775.565797 sec): 3 clusters Score: Raw -3100571.985487 + Penalty 3285.926271 = -3097286.059216 nChanged 933 SP:Iteration 10Q (775.655544 sec): 3 clusters Score: Raw -3101011.424633 + Penalty 3285.926271 = -3097725.498363 nChanged 626 SP:Iteration 11Q (775.756245 sec): 3 clusters Score: Raw -3101244.710891 + Penalty 3285.926271 = -3097958.784620 nChanged 486 SP:Iteration 12Q (775.848070 sec): 3 clusters Score: Raw -3101391.310175 + Penalty 3285.926271 = -3098105.383905 nChanged 347 SP:Iteration 13Q (775.937549 sec): 3 clusters Score: Raw -3101483.758968 + Penalty 3285.926271 = -3098197.832697 nChanged 290 SP:Iteration 14Q (776.026753 sec): 3 clusters Score: Raw -3101559.020643 + Penalty 3285.926271 = -3098273.094373 nChanged 274 SP:Iteration 15Q (776.115117 sec): 3 clusters Score: Raw -3101634.941222 + Penalty 3285.926271 = -3098349.014951 nChanged 286 SP:Iteration 16Q (776.203676 sec): 3 clusters Score: Raw -3101729.229060 + Penalty 3285.926271 = -3098443.302789 nChanged 280 SP:Iteration 17Q (776.289842 sec): 3 clusters Score: Raw -3101825.322298 + Penalty 3285.926271 = -3098539.396028 nChanged 307 SP:Iteration 18Q (776.376494 sec): 3 clusters Score: Raw -3101940.829828 + Penalty 3285.926271 = -3098654.903558 nChanged 338 SP:Iteration 19Q (776.461394 sec): 3 clusters Score: Raw -3102068.487085 + Penalty 3285.926271 = -3098782.560814 nChanged 333 SP:Iteration 20F (776.547920 sec): 3 clusters Score: Raw -3102185.256041 + Penalty 3285.926271 = -3098899.329770 nChanged 298 SP:Iteration 21Q (776.633891 sec): 3 clusters Score: Raw -3102282.625373 + Penalty 3285.926271 = -3098996.699103 nChanged 281 SP:Iteration 22Q (776.718849 sec): 3 clusters Score: Raw -3102369.310429 + Penalty 3285.926271 = -3099083.384158 nChanged 259 SP:Iteration 23Q (776.803994 sec): 3 clusters Score: Raw -3102453.966681 + Penalty 3285.926271 = -3099168.040411 nChanged 245 SP:Iteration 24Q (776.888714 sec): 3 clusters Score: Raw -3102521.357579 + Penalty 3285.926271 = -3099235.431308 nChanged 206 SP:Iteration 25Q (776.970445 sec): 3 clusters Score: Raw -3102570.867825 + Penalty 3285.926271 = -3099284.941554 nChanged 171 SP:Iteration 26Q (777.049256 sec): 3 clusters Score: Raw -3102606.317177 + Penalty 3285.926271 = -3099320.390906 nChanged 157 SP:Iteration 27Q (777.128702 sec): 3 clusters Score: Raw -3102634.118819 + Penalty 3285.926271 = -3099348.192548 nChanged 124 SP:Iteration 28Q (777.204275 sec): 3 clusters Score: Raw -3102657.099010 + Penalty 3285.926271 = -3099371.172740 nChanged 128 SP:Iteration 29Q (777.288696 sec): 3 clusters Score: Raw -3102681.684144 + Penalty 3285.926271 = -3099395.757873 nChanged 131 SP:Iteration 30Q (777.376242 sec): 3 clusters Score: Raw -3102706.306103 + Penalty 3285.926271 = -3099420.379832 nChanged 133 SP:Iteration 31Q (777.467235 sec): 3 clusters Score: Raw -3102734.163492 + Penalty 3285.926271 = -3099448.237222 nChanged 115 SP:Iteration 32Q (777.554858 sec): 3 clusters Score: Raw -3102757.786484 + Penalty 3285.926271 = -3099471.860213 nChanged 116 SP:Iteration 33Q (777.642620 sec): 3 clusters Score: Raw -3102781.583501 + Penalty 3285.926271 = -3099495.657230 nChanged 128 SP:Iteration 34Q (777.728948 sec): 3 clusters Score: Raw -3102807.659846 + Penalty 3285.926271 = -3099521.733575 nChanged 100 SP:Iteration 35Q (777.815553 sec): 3 clusters Score: Raw -3102823.743092 + Penalty 3285.926271 = -3099537.816821 nChanged 90 SP:Iteration 36Q (777.902564 sec): 3 clusters Score: Raw -3102836.948741 + Penalty 3285.926271 = -3099551.022470 nChanged 73 SP:Iteration 37Q (777.982272 sec): 3 clusters Score: Raw -3102847.386583 + Penalty 3285.926271 = -3099561.460312 nChanged 77 SP:Iteration 38Q (778.069833 sec): 3 clusters Score: Raw -3102860.234654 + Penalty 3285.926271 = -3099574.308383 nChanged 85 SP:Iteration 39Q (778.148985 sec): 3 clusters Score: Raw -3102875.618062 + Penalty 3285.926271 = -3099589.691791 nChanged 76 SP:Iteration 40F (778.239550 sec): 3 clusters Score: Raw -3102887.369657 + Penalty 3285.926271 = -3099601.443386 nChanged 72 SP:Iteration 41Q (778.326810 sec): 3 clusters Score: Raw -3102899.098371 + Penalty 3285.926271 = -3099613.172101 nChanged 83 SP:Iteration 42Q (778.414643 sec): 3 clusters Score: Raw -3102911.194644 + Penalty 3285.926271 = -3099625.268373 nChanged 62 SP:Iteration 43Q (778.503553 sec): 3 clusters Score: Raw -3102919.319020 + Penalty 3285.926271 = -3099633.392750 nChanged 57 SP:Iteration 44Q (778.585674 sec): 3 clusters Score: Raw -3102927.325508 + Penalty 3285.926271 = -3099641.399237 nChanged 58 SP:Iteration 45Q (778.668238 sec): 3 clusters Score: Raw -3102936.188921 + Penalty 3285.926271 = -3099650.262651 nChanged 59 SP:Iteration 46Q (778.750190 sec): 3 clusters Score: Raw -3102943.898004 + Penalty 3285.926271 = -3099657.971734 nChanged 52 SP:Iteration 47Q (778.845397 sec): 3 clusters Score: Raw -3102951.271556 + Penalty 3285.926271 = -3099665.345285 nChanged 39 SP:Iteration 48Q (778.920204 sec): 3 clusters Score: Raw -3102955.098896 + Penalty 3285.926271 = -3099669.172626 nChanged 31 SP:Iteration 49Q (779.006223 sec): 3 clusters Score: Raw -3102958.104628 + Penalty 3285.926271 = -3099672.178357 nChanged 29 SP:Iteration 50Q (779.101991 sec): 3 clusters Score: Raw -3102960.927035 + Penalty 3285.926271 = -3099675.000765 nChanged 27 SP:Iteration 51Q (779.187445 sec): 3 clusters Score: Raw -3102963.368419 + Penalty 3285.926271 = -3099677.442148 nChanged 21 SP:Iteration 52Q (779.267645 sec): 3 clusters Score: Raw -3102965.680104 + Penalty 3285.926271 = -3099679.753833 nChanged 17 SP:Iteration 53Q (779.343675 sec): 3 clusters Score: Raw -3102967.440073 + Penalty 3285.926271 = -3099681.513802 nChanged 19 SP:Iteration 54Q (779.435784 sec): 3 clusters Score: Raw -3102968.849986 + Penalty 3285.926271 = -3099682.923716 nChanged 20 SP:Iteration 55Q (779.506584 sec): 3 clusters Score: Raw -3102970.581835 + Penalty 3285.926271 = -3099684.655564 nChanged 18 SP:Iteration 56Q (779.598590 sec): 3 clusters Score: Raw -3102972.232413 + Penalty 3285.926271 = -3099686.306142 nChanged 19 SP:Iteration 57Q (779.667729 sec): 3 clusters Score: Raw -3102974.032767 + Penalty 3285.926271 = -3099688.106497 nChanged 18 SP:Iteration 58Q (779.746422 sec): 3 clusters Score: Raw -3102975.960703 + Penalty 3285.926271 = -3099690.034432 nChanged 17 SP:Iteration 59Q (779.834295 sec): 3 clusters Score: Raw -3102979.083013 + Penalty 3285.926271 = -3099693.156742 nChanged 20 SP:Iteration 60F (779.905049 sec): 3 clusters Score: Raw -3102982.046969 + Penalty 3285.926271 = -3099696.120698 nChanged 24 SP:Iteration 61Q (779.993173 sec): 3 clusters Score: Raw -3102984.968129 + Penalty 3285.926271 = -3099699.041858 nChanged 29 SP:Iteration 62Q (780.071611 sec): 3 clusters Score: Raw -3102988.295714 + Penalty 3285.926271 = -3099702.369443 nChanged 27 SP:Iteration 63Q (780.142606 sec): 3 clusters Score: Raw -3102991.738687 + Penalty 3285.926271 = -3099705.812416 nChanged 28 SP:Iteration 64Q (780.219828 sec): 3 clusters Score: Raw -3102995.419427 + Penalty 3285.926271 = -3099709.493156 nChanged 35 SP:Iteration 65Q (780.296305 sec): 3 clusters Score: Raw -3102999.885600 + Penalty 3285.926271 = -3099713.959330 nChanged 37 SP:Iteration 66Q (780.372434 sec): 3 clusters Score: Raw -3103004.542814 + Penalty 3285.926271 = -3099718.616544 nChanged 37 SP:Iteration 67Q (780.449747 sec): 3 clusters Score: Raw -3103008.382957 + Penalty 3285.926271 = -3099722.456686 nChanged 32 SP:Iteration 68Q (780.525981 sec): 3 clusters Score: Raw -3103011.602201 + Penalty 3285.926271 = -3099725.675930 nChanged 27 SP:Iteration 69Q (780.603097 sec): 3 clusters Score: Raw -3103014.821212 + Penalty 3285.926271 = -3099728.894941 nChanged 25 SP:Iteration 70Q (780.683212 sec): 3 clusters Score: Raw -3103017.844019 + Penalty 3285.926271 = -3099731.917748 nChanged 28 SP:Iteration 71Q (780.777454 sec): 3 clusters Score: Raw -3103020.834755 + Penalty 3285.926271 = -3099734.908485 nChanged 21 SP:Iteration 72Q (780.866712 sec): 3 clusters Score: Raw -3103022.705056 + Penalty 3285.926271 = -3099736.778785 nChanged 14 SP:Iteration 73Q (780.944428 sec): 3 clusters Score: Raw -3103024.150570 + Penalty 3285.926271 = -3099738.224299 nChanged 14 SP:Iteration 74Q (780.990284 sec): 3 clusters Score: Raw -3103025.630208 + Penalty 3285.926271 = -3099739.703937 nChanged 15 SP:Iteration 75Q (781.038183 sec): 3 clusters Score: Raw -3103027.016982 + Penalty 3285.926271 = -3099741.090711 nChanged 13 SP:Iteration 76Q (781.121912 sec): 3 clusters Score: Raw -3103028.410172 + Penalty 3285.926271 = -3099742.483901 nChanged 10 SP:Iteration 77Q (781.207881 sec): 3 clusters Score: Raw -3103029.286589 + Penalty 3285.926271 = -3099743.360319 nChanged 7 SP:Iteration 78Q (781.296903 sec): 3 clusters Score: Raw -3103029.891469 + Penalty 3285.926271 = -3099743.965199 nChanged 5 SP:Iteration 79Q (781.382769 sec): 3 clusters Score: Raw -3103030.097144 + Penalty 3285.926271 = -3099744.170873 nChanged 3 SP:Iteration 80F (781.468803 sec): 3 clusters Score: Raw -3103030.218362 + Penalty 3285.926271 = -3099744.292092 nChanged 2 SP:Iteration 81Q (781.548579 sec): 3 clusters Score: Raw -3103030.384680 + Penalty 3285.926271 = -3099744.458409 nChanged 4 SP:Iteration 82Q (781.607986 sec): 3 clusters Score: Raw -3103030.550341 + Penalty 3285.926271 = -3099744.624070 nChanged 4 SP:Iteration 83Q (781.654980 sec): 3 clusters Score: Raw -3103030.870699 + Penalty 3285.926271 = -3099744.944429 nChanged 6 SP:Iteration 84Q (781.738765 sec): 3 clusters Score: Raw -3103031.442377 + Penalty 3285.926271 = -3099745.516106 nChanged 9 SP:Iteration 85Q (781.835111 sec): 3 clusters Score: Raw -3103032.301494 + Penalty 3285.926271 = -3099746.375223 nChanged 12 SP:Iteration 86Q (781.909793 sec): 3 clusters Score: Raw -3103033.434106 + Penalty 3285.926271 = -3099747.507836 nChanged 14 SP:Iteration 87Q (781.997441 sec): 3 clusters Score: Raw -3103034.606351 + Penalty 3285.926271 = -3099748.680080 nChanged 12 SP:Iteration 88Q (782.088079 sec): 3 clusters Score: Raw -3103035.539124 + Penalty 3285.926271 = -3099749.612854 nChanged 11 SP:Iteration 89Q (782.172542 sec): 3 clusters Score: Raw -3103036.280720 + Penalty 3285.926271 = -3099750.354449 nChanged 8 SP:Iteration 90Q (782.256959 sec): 3 clusters Score: Raw -3103036.875281 + Penalty 3285.926271 = -3099750.949011 nChanged 5 SP:Iteration 91Q (782.342081 sec): 3 clusters Score: Raw -3103037.093957 + Penalty 3285.926271 = -3099751.167686 nChanged 1 SP:Iteration 92Q (782.426182 sec): 3 clusters Score: Raw -3103037.161002 + Penalty 3285.926271 = -3099751.234731 nChanged 0 SP:Iteration 93F (782.505380 sec): 3 clusters Score: Raw -3103037.161002 + Penalty 3285.926271 = -3099751.234731 nChanged 0 Trying to split cluster 16 (23738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (782.571314 sec): 2 clusters Score: Raw -3074211.863357 + Penalty 1637.160268 = -3072574.703089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (782.649014 sec): 3 clusters Score: Raw -3059582.938361 + Penalty 3274.320536 = -3056308.617825 nChanged 10945 SP:Iteration 1F (782.735953 sec): 3 clusters Score: Raw -3065606.066739 + Penalty 3274.320536 = -3062331.746203 nChanged 1300 SP:Iteration 2F (782.823524 sec): 3 clusters Score: Raw -3066157.636390 + Penalty 3274.320536 = -3062883.315854 nChanged 1325 SP:Iteration 3F (782.910186 sec): 3 clusters Score: Raw -3066812.939753 + Penalty 3274.320536 = -3063538.619217 nChanged 1380 SP:Iteration 4F (782.997682 sec): 3 clusters Score: Raw -3067533.356338 + Penalty 3274.320536 = -3064259.035802 nChanged 1488 SP:Iteration 5F (783.082480 sec): 3 clusters Score: Raw -3068368.115451 + Penalty 3274.320536 = -3065093.794915 nChanged 1485 SP:Iteration 6F (783.169435 sec): 3 clusters Score: Raw -3069198.913590 + Penalty 3274.320536 = -3065924.593054 nChanged 1396 SP:Iteration 7F (783.255875 sec): 3 clusters Score: Raw -3069960.534154 + Penalty 3274.320536 = -3066686.213618 nChanged 1263 SP:Iteration 8F (783.335147 sec): 3 clusters Score: Raw -3070695.695361 + Penalty 3274.320536 = -3067421.374825 nChanged 1150 SP:Iteration 9Q (783.419830 sec): 3 clusters Score: Raw -3071391.151952 + Penalty 3274.320536 = -3068116.831415 nChanged 1034 SP:Iteration 10Q (783.503053 sec): 3 clusters Score: Raw -3072063.634461 + Penalty 3274.320536 = -3068789.313925 nChanged 907 SP:Iteration 11Q (783.574659 sec): 3 clusters Score: Raw -3072673.202524 + Penalty 3274.320536 = -3069398.881988 nChanged 746 SP:Iteration 12Q (783.656833 sec): 3 clusters Score: Raw -3073201.495174 + Penalty 3274.320536 = -3069927.174638 nChanged 588 SP:Iteration 13Q (783.736391 sec): 3 clusters Score: Raw -3073622.262616 + Penalty 3274.320536 = -3070347.942079 nChanged 405 SP:Iteration 14Q (783.807432 sec): 3 clusters Score: Raw -3073920.990134 + Penalty 3274.320536 = -3070646.669598 nChanged 293 SP:Iteration 15Q (783.888316 sec): 3 clusters Score: Raw -3074141.512406 + Penalty 3274.320536 = -3070867.191870 nChanged 180 SP:Iteration 16Q (783.959404 sec): 3 clusters Score: Raw -3074276.521671 + Penalty 3274.320536 = -3071002.201135 nChanged 102 SP:Iteration 17Q (784.036288 sec): 3 clusters Score: Raw -3074357.299913 + Penalty 3274.320536 = -3071082.979377 nChanged 82 SP:Iteration 18Q (784.110341 sec): 3 clusters Score: Raw -3074426.668390 + Penalty 3274.320536 = -3071152.347854 nChanged 60 SP:Iteration 19Q (784.153629 sec): 3 clusters Score: Raw -3074470.014247 + Penalty 3274.320536 = -3071195.693710 nChanged 33 SP:Iteration 20F (784.239381 sec): 3 clusters Score: Raw -3074491.150632 + Penalty 3274.320536 = -3071216.830096 nChanged 19 SP:Iteration 21Q (784.302663 sec): 3 clusters Score: Raw -3074505.700095 + Penalty 3274.320536 = -3071231.379559 nChanged 16 SP:Iteration 22Q (784.345762 sec): 3 clusters Score: Raw -3074515.448932 + Penalty 3274.320536 = -3071241.128396 nChanged 6 SP:Iteration 23Q (784.420202 sec): 3 clusters Score: Raw -3074520.252695 + Penalty 3274.320536 = -3071245.932159 nChanged 3 SP:Iteration 24Q (784.492637 sec): 3 clusters Score: Raw -3074523.300989 + Penalty 3274.320536 = -3071248.980453 nChanged 9 SP:Iteration 25Q (784.559503 sec): 3 clusters Score: Raw -3074529.650691 + Penalty 3274.320536 = -3071255.330155 nChanged 6 SP:Iteration 26Q (784.630335 sec): 3 clusters Score: Raw -3074536.452235 + Penalty 3274.320536 = -3071262.131699 nChanged 7 SP:Iteration 27Q (784.705659 sec): 3 clusters Score: Raw -3074542.360325 + Penalty 3274.320536 = -3071268.039789 nChanged 6 SP:Iteration 28Q (784.793557 sec): 3 clusters Score: Raw -3074545.654738 + Penalty 3274.320536 = -3071271.334201 nChanged 3 SP:Iteration 29Q (784.862392 sec): 3 clusters Score: Raw -3074547.075674 + Penalty 3274.320536 = -3071272.755138 nChanged 2 SP:Iteration 30Q (784.943933 sec): 3 clusters Score: Raw -3074548.219031 + Penalty 3274.320536 = -3071273.898495 nChanged 2 SP:Iteration 31Q (785.010969 sec): 3 clusters Score: Raw -3074549.093551 + Penalty 3274.320536 = -3071274.773014 nChanged 0 SP:Iteration 32F (785.091684 sec): 3 clusters Score: Raw -3074549.093551 + Penalty 3274.320536 = -3071274.773014 nChanged 0 Trying to split cluster 17 (13632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (785.144752 sec): 2 clusters Score: Raw -1576130.618550 + Penalty 1547.028478 = -1574583.590072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (785.211593 sec): 3 clusters Score: Raw -1568109.154514 + Penalty 3094.056956 = -1565015.097558 nChanged 6060 SP:Iteration 1F (785.281950 sec): 3 clusters Score: Raw -1571990.742767 + Penalty 3094.056956 = -1568896.685811 nChanged 1219 SP:Iteration 2F (785.358183 sec): 3 clusters Score: Raw -1573312.205856 + Penalty 3094.056956 = -1570218.148900 nChanged 1315 SP:Iteration 3F (785.431434 sec): 3 clusters Score: Raw -1574675.516938 + Penalty 3094.056956 = -1571581.459982 nChanged 1183 SP:Iteration 4F (785.506438 sec): 3 clusters Score: Raw -1575766.054532 + Penalty 3094.056956 = -1572671.997576 nChanged 972 SP:Iteration 5F (785.568715 sec): 3 clusters Score: Raw -1576499.297432 + Penalty 3094.056956 = -1573405.240476 nChanged 684 SP:Iteration 6F (785.655189 sec): 3 clusters Score: Raw -1576923.123931 + Penalty 3094.056956 = -1573829.066975 nChanged 539 SP:Iteration 7Q (785.727541 sec): 3 clusters Score: Raw -1577271.773362 + Penalty 3094.056956 = -1574177.716406 nChanged 468 SP:Iteration 8Q (785.797824 sec): 3 clusters Score: Raw -1577514.691219 + Penalty 3094.056956 = -1574420.634263 nChanged 375 SP:Iteration 9Q (785.874079 sec): 3 clusters Score: Raw -1577709.222564 + Penalty 3094.056956 = -1574615.165608 nChanged 315 SP:Iteration 10Q (785.937349 sec): 3 clusters Score: Raw -1577923.470712 + Penalty 3094.056956 = -1574829.413756 nChanged 324 SP:Iteration 11Q (786.026108 sec): 3 clusters Score: Raw -1578178.102981 + Penalty 3094.056956 = -1575084.046025 nChanged 347 SP:Iteration 12Q (786.087010 sec): 3 clusters Score: Raw -1578434.966286 + Penalty 3094.056956 = -1575340.909330 nChanged 311 SP:Iteration 13Q (786.161346 sec): 3 clusters Score: Raw -1578611.011919 + Penalty 3094.056956 = -1575516.954963 nChanged 263 SP:Iteration 14Q (786.246945 sec): 3 clusters Score: Raw -1578732.573499 + Penalty 3094.056956 = -1575638.516543 nChanged 221 SP:Iteration 15Q (786.310489 sec): 3 clusters Score: Raw -1578809.738755 + Penalty 3094.056956 = -1575715.681799 nChanged 175 SP:Iteration 16Q (786.392258 sec): 3 clusters Score: Raw -1578853.305599 + Penalty 3094.056956 = -1575759.248643 nChanged 115 SP:Iteration 17Q (786.470166 sec): 3 clusters Score: Raw -1578875.354772 + Penalty 3094.056956 = -1575781.297816 nChanged 93 SP:Iteration 18Q (786.530384 sec): 3 clusters Score: Raw -1578894.153022 + Penalty 3094.056956 = -1575800.096066 nChanged 77 SP:Iteration 19Q (786.617925 sec): 3 clusters Score: Raw -1578909.411506 + Penalty 3094.056956 = -1575815.354550 nChanged 68 SP:Iteration 20F (786.680736 sec): 3 clusters Score: Raw -1578929.128693 + Penalty 3094.056956 = -1575835.071737 nChanged 64 SP:Iteration 21Q (786.764897 sec): 3 clusters Score: Raw -1578945.100952 + Penalty 3094.056956 = -1575851.043997 nChanged 62 SP:Iteration 22Q (786.828662 sec): 3 clusters Score: Raw -1578961.385745 + Penalty 3094.056956 = -1575867.328789 nChanged 69 SP:Iteration 23Q (786.887057 sec): 3 clusters Score: Raw -1578978.660455 + Penalty 3094.056956 = -1575884.603499 nChanged 80 SP:Iteration 24Q (786.949137 sec): 3 clusters Score: Raw -1578999.925591 + Penalty 3094.056956 = -1575905.868635 nChanged 83 SP:Iteration 25Q (787.020715 sec): 3 clusters Score: Raw -1579023.713847 + Penalty 3094.056956 = -1575929.656891 nChanged 86 SP:Iteration 26Q (787.085821 sec): 3 clusters Score: Raw -1579047.251540 + Penalty 3094.056956 = -1575953.194584 nChanged 81 SP:Iteration 27Q (787.150461 sec): 3 clusters Score: Raw -1579068.492871 + Penalty 3094.056956 = -1575974.435916 nChanged 79 SP:Iteration 28Q (787.220728 sec): 3 clusters Score: Raw -1579085.978073 + Penalty 3094.056956 = -1575991.921117 nChanged 79 SP:Iteration 29Q (787.298052 sec): 3 clusters Score: Raw -1579101.071435 + Penalty 3094.056956 = -1576007.014479 nChanged 80 SP:Iteration 30Q (787.356486 sec): 3 clusters Score: Raw -1579115.440540 + Penalty 3094.056956 = -1576021.383584 nChanged 77 SP:Iteration 31Q (787.427964 sec): 3 clusters Score: Raw -1579129.507532 + Penalty 3094.056956 = -1576035.450576 nChanged 69 SP:Iteration 32Q (787.482286 sec): 3 clusters Score: Raw -1579141.893062 + Penalty 3094.056956 = -1576047.836106 nChanged 62 SP:Iteration 33Q (787.544955 sec): 3 clusters Score: Raw -1579150.663685 + Penalty 3094.056956 = -1576056.606729 nChanged 45 SP:Iteration 34Q (787.613126 sec): 3 clusters Score: Raw -1579157.378618 + Penalty 3094.056956 = -1576063.321662 nChanged 43 SP:Iteration 35Q (787.681539 sec): 3 clusters Score: Raw -1579164.964223 + Penalty 3094.056956 = -1576070.907267 nChanged 51 SP:Iteration 36Q (787.746907 sec): 3 clusters Score: Raw -1579173.117606 + Penalty 3094.056956 = -1576079.060650 nChanged 39 SP:Iteration 37Q (787.816726 sec): 3 clusters Score: Raw -1579180.825988 + Penalty 3094.056956 = -1576086.769032 nChanged 56 SP:Iteration 38Q (787.886237 sec): 3 clusters Score: Raw -1579189.907621 + Penalty 3094.056956 = -1576095.850665 nChanged 46 SP:Iteration 39Q (787.943965 sec): 3 clusters Score: Raw -1579197.186414 + Penalty 3094.056956 = -1576103.129458 nChanged 38 SP:Iteration 40F (788.007568 sec): 3 clusters Score: Raw -1579205.636546 + Penalty 3094.056956 = -1576111.579590 nChanged 37 SP:Iteration 41Q (788.071118 sec): 3 clusters Score: Raw -1579216.739388 + Penalty 3094.056956 = -1576122.682432 nChanged 53 SP:Iteration 42Q (788.136378 sec): 3 clusters Score: Raw -1579228.295554 + Penalty 3094.056956 = -1576134.238598 nChanged 55 SP:Iteration 43Q (788.199879 sec): 3 clusters Score: Raw -1579243.262072 + Penalty 3094.056956 = -1576149.205116 nChanged 64 SP:Iteration 44Q (788.264354 sec): 3 clusters Score: Raw -1579261.661858 + Penalty 3094.056956 = -1576167.604903 nChanged 71 SP:Iteration 45Q (788.330186 sec): 3 clusters Score: Raw -1579277.899417 + Penalty 3094.056956 = -1576183.842461 nChanged 59 SP:Iteration 46Q (788.394549 sec): 3 clusters Score: Raw -1579290.986748 + Penalty 3094.056956 = -1576196.929792 nChanged 59 SP:Iteration 47Q (788.454250 sec): 3 clusters Score: Raw -1579302.026990 + Penalty 3094.056956 = -1576207.970034 nChanged 46 SP:Iteration 48Q (788.516287 sec): 3 clusters Score: Raw -1579309.548107 + Penalty 3094.056956 = -1576215.491151 nChanged 40 SP:Iteration 49Q (788.578010 sec): 3 clusters Score: Raw -1579315.491499 + Penalty 3094.056956 = -1576221.434543 nChanged 23 SP:Iteration 50Q (788.643387 sec): 3 clusters Score: Raw -1579318.290852 + Penalty 3094.056956 = -1576224.233896 nChanged 24 SP:Iteration 51Q (788.720630 sec): 3 clusters Score: Raw -1579323.051528 + Penalty 3094.056956 = -1576228.994572 nChanged 31 SP:Iteration 52Q (788.793117 sec): 3 clusters Score: Raw -1579327.221832 + Penalty 3094.056956 = -1576233.164876 nChanged 22 SP:Iteration 53Q (788.848467 sec): 3 clusters Score: Raw -1579329.594092 + Penalty 3094.056956 = -1576235.537136 nChanged 21 SP:Iteration 54Q (788.928435 sec): 3 clusters Score: Raw -1579331.590661 + Penalty 3094.056956 = -1576237.533705 nChanged 11 SP:Iteration 55Q (788.986611 sec): 3 clusters Score: Raw -1579332.693694 + Penalty 3094.056956 = -1576238.636738 nChanged 12 SP:Iteration 56Q (789.050754 sec): 3 clusters Score: Raw -1579333.832726 + Penalty 3094.056956 = -1576239.775770 nChanged 12 SP:Iteration 57Q (789.113023 sec): 3 clusters Score: Raw -1579334.890376 + Penalty 3094.056956 = -1576240.833420 nChanged 13 SP:Iteration 58Q (789.183023 sec): 3 clusters Score: Raw -1579336.641509 + Penalty 3094.056956 = -1576242.584553 nChanged 16 SP:Iteration 59Q (789.256973 sec): 3 clusters Score: Raw -1579338.161428 + Penalty 3094.056956 = -1576244.104472 nChanged 9 SP:Iteration 60F (789.328084 sec): 3 clusters Score: Raw -1579339.216526 + Penalty 3094.056956 = -1576245.159570 nChanged 10 SP:Iteration 61Q (789.388965 sec): 3 clusters Score: Raw -1579340.959274 + Penalty 3094.056956 = -1576246.902318 nChanged 14 SP:Iteration 62Q (789.468061 sec): 3 clusters Score: Raw -1579343.432150 + Penalty 3094.056956 = -1576249.375194 nChanged 17 SP:Iteration 63Q (789.531636 sec): 3 clusters Score: Raw -1579345.754630 + Penalty 3094.056956 = -1576251.697674 nChanged 12 SP:Iteration 64Q (789.610961 sec): 3 clusters Score: Raw -1579346.930866 + Penalty 3094.056956 = -1576252.873910 nChanged 11 SP:Iteration 65Q (789.664149 sec): 3 clusters Score: Raw -1579348.315608 + Penalty 3094.056956 = -1576254.258652 nChanged 11 SP:Iteration 66Q (789.735927 sec): 3 clusters Score: Raw -1579349.342099 + Penalty 3094.056956 = -1576255.285143 nChanged 12 SP:Iteration 67Q (789.809518 sec): 3 clusters Score: Raw -1579350.887065 + Penalty 3094.056956 = -1576256.830109 nChanged 9 SP:Iteration 68Q (789.882848 sec): 3 clusters Score: Raw -1579352.018144 + Penalty 3094.056956 = -1576257.961188 nChanged 11 SP:Iteration 69Q (789.952881 sec): 3 clusters Score: Raw -1579353.701683 + Penalty 3094.056956 = -1576259.644727 nChanged 17 SP:Iteration 70Q (790.010879 sec): 3 clusters Score: Raw -1579356.139328 + Penalty 3094.056956 = -1576262.082372 nChanged 15 SP:Iteration 71Q (790.074414 sec): 3 clusters Score: Raw -1579358.047706 + Penalty 3094.056956 = -1576263.990750 nChanged 11 SP:Iteration 72Q (790.154134 sec): 3 clusters Score: Raw -1579359.458097 + Penalty 3094.056956 = -1576265.401141 nChanged 11 SP:Iteration 73Q (790.202559 sec): 3 clusters Score: Raw -1579361.207941 + Penalty 3094.056956 = -1576267.150985 nChanged 10 SP:Iteration 74Q (790.280140 sec): 3 clusters Score: Raw -1579362.151740 + Penalty 3094.056956 = -1576268.094784 nChanged 8 SP:Iteration 75Q (790.349096 sec): 3 clusters Score: Raw -1579363.123600 + Penalty 3094.056956 = -1576269.066645 nChanged 10 SP:Iteration 76Q (790.419828 sec): 3 clusters Score: Raw -1579364.096643 + Penalty 3094.056956 = -1576270.039687 nChanged 7 SP:Iteration 77Q (790.490696 sec): 3 clusters Score: Raw -1579364.721115 + Penalty 3094.056956 = -1576270.664159 nChanged 4 SP:Iteration 78Q (790.554464 sec): 3 clusters Score: Raw -1579365.010711 + Penalty 3094.056956 = -1576270.953755 nChanged 6 SP:Iteration 79Q (790.611801 sec): 3 clusters Score: Raw -1579365.627280 + Penalty 3094.056956 = -1576271.570324 nChanged 2 SP:Iteration 80F (790.676680 sec): 3 clusters Score: Raw -1579365.702759 + Penalty 3094.056956 = -1576271.645803 nChanged 0 Score: Raw -84109761.576663 + Penalty 78630.753861 = -84031130.822802 Splitting cluster 17 changes total score from -84027485.725029 to -84031130.822802 So it's getting split into cluster 36. Trying to split cluster 18 (57962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (806.709032 sec): 2 clusters Score: Raw -7158174.531260 + Penalty 1782.225722 = -7156392.305538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (806.852500 sec): 3 clusters Score: Raw -7121272.607857 + Penalty 3564.451443 = -7117708.156414 nChanged 27418 SP:Iteration 1F (806.988196 sec): 3 clusters Score: Raw -7137315.793166 + Penalty 3564.451443 = -7133751.341723 nChanged 2671 SP:Iteration 2Q (807.136729 sec): 3 clusters Score: Raw -7138373.338526 + Penalty 3564.451443 = -7134808.887083 nChanged 2938 SP:Iteration 3F (807.272752 sec): 3 clusters Score: Raw -7139709.518934 + Penalty 3564.451443 = -7136145.067490 nChanged 3267 SP:Iteration 4F (807.422031 sec): 3 clusters Score: Raw -7141500.438364 + Penalty 3564.451443 = -7137935.986921 nChanged 3591 SP:Iteration 5F (807.564283 sec): 3 clusters Score: Raw -7143783.355078 + Penalty 3564.451443 = -7140218.903635 nChanged 3867 SP:Iteration 6F (807.708014 sec): 3 clusters Score: Raw -7146701.384192 + Penalty 3564.451443 = -7143136.932749 nChanged 3918 SP:Iteration 7F (807.849387 sec): 3 clusters Score: Raw -7149868.086263 + Penalty 3564.451443 = -7146303.634819 nChanged 3396 SP:Iteration 8F (807.992664 sec): 3 clusters Score: Raw -7152164.205686 + Penalty 3564.451443 = -7148599.754243 nChanged 2478 SP:Iteration 9Q (808.129742 sec): 3 clusters Score: Raw -7153338.240075 + Penalty 3564.451443 = -7149773.788632 nChanged 1643 SP:Iteration 10Q (808.266878 sec): 3 clusters Score: Raw -7153906.769306 + Penalty 3564.451443 = -7150342.317862 nChanged 1108 SP:Iteration 11Q (808.402265 sec): 3 clusters Score: Raw -7154254.168392 + Penalty 3564.451443 = -7150689.716949 nChanged 935 SP:Iteration 12Q (808.528090 sec): 3 clusters Score: Raw -7154554.691982 + Penalty 3564.451443 = -7150990.240539 nChanged 909 SP:Iteration 13Q (808.656088 sec): 3 clusters Score: Raw -7154840.859381 + Penalty 3564.451443 = -7151276.407938 nChanged 840 SP:Iteration 14Q (808.780183 sec): 3 clusters Score: Raw -7155133.670664 + Penalty 3564.451443 = -7151569.219221 nChanged 842 SP:Iteration 15Q (808.908205 sec): 3 clusters Score: Raw -7155459.646715 + Penalty 3564.451443 = -7151895.195272 nChanged 852 SP:Iteration 16Q (809.040961 sec): 3 clusters Score: Raw -7155812.963109 + Penalty 3564.451443 = -7152248.511666 nChanged 857 SP:Iteration 17Q (809.176070 sec): 3 clusters Score: Raw -7156188.238967 + Penalty 3564.451443 = -7152623.787523 nChanged 840 SP:Iteration 18Q (809.313347 sec): 3 clusters Score: Raw -7156567.772542 + Penalty 3564.451443 = -7153003.321099 nChanged 779 SP:Iteration 19Q (809.450626 sec): 3 clusters Score: Raw -7156922.228219 + Penalty 3564.451443 = -7153357.776776 nChanged 759 SP:Iteration 20F (809.600362 sec): 3 clusters Score: Raw -7157266.246262 + Penalty 3564.451443 = -7153701.794819 nChanged 734 SP:Iteration 21Q (809.732533 sec): 3 clusters Score: Raw -7157575.369802 + Penalty 3564.451443 = -7154010.918359 nChanged 611 SP:Iteration 22Q (809.870277 sec): 3 clusters Score: Raw -7157798.319676 + Penalty 3564.451443 = -7154233.868233 nChanged 531 SP:Iteration 23Q (810.003016 sec): 3 clusters Score: Raw -7157972.625464 + Penalty 3564.451443 = -7154408.174021 nChanged 488 SP:Iteration 24Q (810.136445 sec): 3 clusters Score: Raw -7158113.866789 + Penalty 3564.451443 = -7154549.415345 nChanged 409 SP:Iteration 25Q (810.265161 sec): 3 clusters Score: Raw -7158231.665313 + Penalty 3564.451443 = -7154667.213870 nChanged 372 SP:Iteration 26Q (810.398305 sec): 3 clusters Score: Raw -7158312.232285 + Penalty 3564.451443 = -7154747.780842 nChanged 329 SP:Iteration 27Q (810.543260 sec): 3 clusters Score: Raw -7158376.678279 + Penalty 3564.451443 = -7154812.226835 nChanged 275 SP:Iteration 28Q (810.671416 sec): 3 clusters Score: Raw -7158426.191398 + Penalty 3564.451443 = -7154861.739955 nChanged 228 SP:Iteration 29Q (810.799837 sec): 3 clusters Score: Raw -7158463.711499 + Penalty 3564.451443 = -7154899.260056 nChanged 209 SP:Iteration 30Q (810.932770 sec): 3 clusters Score: Raw -7158493.417822 + Penalty 3564.451443 = -7154928.966378 nChanged 179 SP:Iteration 31Q (811.072493 sec): 3 clusters Score: Raw -7158514.882968 + Penalty 3564.451443 = -7154950.431525 nChanged 174 SP:Iteration 32Q (811.197168 sec): 3 clusters Score: Raw -7158534.997085 + Penalty 3564.451443 = -7154970.545641 nChanged 130 SP:Iteration 33Q (811.328519 sec): 3 clusters Score: Raw -7158547.643271 + Penalty 3564.451443 = -7154983.191828 nChanged 121 SP:Iteration 34Q (811.450499 sec): 3 clusters Score: Raw -7158559.602798 + Penalty 3564.451443 = -7154995.151355 nChanged 119 SP:Iteration 35Q (811.573426 sec): 3 clusters Score: Raw -7158572.761015 + Penalty 3564.451443 = -7155008.309572 nChanged 120 SP:Iteration 36Q (811.690700 sec): 3 clusters Score: Raw -7158584.116695 + Penalty 3564.451443 = -7155019.665252 nChanged 98 SP:Iteration 37Q (811.816034 sec): 3 clusters Score: Raw -7158593.291526 + Penalty 3564.451443 = -7155028.840083 nChanged 97 SP:Iteration 38Q (811.941363 sec): 3 clusters Score: Raw -7158602.156903 + Penalty 3564.451443 = -7155037.705460 nChanged 82 SP:Iteration 39Q (812.066932 sec): 3 clusters Score: Raw -7158608.730173 + Penalty 3564.451443 = -7155044.278730 nChanged 85 SP:Iteration 40F (812.205788 sec): 3 clusters Score: Raw -7158615.574840 + Penalty 3564.451443 = -7155051.123396 nChanged 66 SP:Iteration 41Q (812.334220 sec): 3 clusters Score: Raw -7158620.548305 + Penalty 3564.451443 = -7155056.096861 nChanged 69 SP:Iteration 42Q (812.464188 sec): 3 clusters Score: Raw -7158625.400412 + Penalty 3564.451443 = -7155060.948969 nChanged 76 SP:Iteration 43Q (812.600863 sec): 3 clusters Score: Raw -7158630.246311 + Penalty 3564.451443 = -7155065.794868 nChanged 54 SP:Iteration 44Q (812.734787 sec): 3 clusters Score: Raw -7158633.241112 + Penalty 3564.451443 = -7155068.789669 nChanged 58 SP:Iteration 45Q (812.869494 sec): 3 clusters Score: Raw -7158636.335872 + Penalty 3564.451443 = -7155071.884429 nChanged 45 SP:Iteration 46Q (813.004963 sec): 3 clusters Score: Raw -7158638.891673 + Penalty 3564.451443 = -7155074.440230 nChanged 33 SP:Iteration 47Q (813.140934 sec): 3 clusters Score: Raw -7158640.539026 + Penalty 3564.451443 = -7155076.087583 nChanged 27 SP:Iteration 48Q (813.265169 sec): 3 clusters Score: Raw -7158641.952294 + Penalty 3564.451443 = -7155077.500851 nChanged 32 SP:Iteration 49Q (813.400300 sec): 3 clusters Score: Raw -7158643.617152 + Penalty 3564.451443 = -7155079.165708 nChanged 36 SP:Iteration 50Q (813.537574 sec): 3 clusters Score: Raw -7158645.521286 + Penalty 3564.451443 = -7155081.069843 nChanged 21 SP:Iteration 51Q (813.661118 sec): 3 clusters Score: Raw -7158646.439041 + Penalty 3564.451443 = -7155081.987598 nChanged 31 SP:Iteration 52Q (813.806005 sec): 3 clusters Score: Raw -7158647.901762 + Penalty 3564.451443 = -7155083.450318 nChanged 29 SP:Iteration 53Q (813.926374 sec): 3 clusters Score: Raw -7158649.275041 + Penalty 3564.451443 = -7155084.823598 nChanged 33 SP:Iteration 54Q (814.064643 sec): 3 clusters Score: Raw -7158650.846998 + Penalty 3564.451443 = -7155086.395555 nChanged 28 SP:Iteration 55Q (814.198511 sec): 3 clusters Score: Raw -7158652.014568 + Penalty 3564.451443 = -7155087.563125 nChanged 24 SP:Iteration 56Q (814.316533 sec): 3 clusters Score: Raw -7158653.081149 + Penalty 3564.451443 = -7155088.629706 nChanged 23 SP:Iteration 57Q (814.425212 sec): 3 clusters Score: Raw -7158654.032833 + Penalty 3564.451443 = -7155089.581390 nChanged 23 SP:Iteration 58Q (814.554311 sec): 3 clusters Score: Raw -7158655.237779 + Penalty 3564.451443 = -7155090.786336 nChanged 29 SP:Iteration 59Q (814.676779 sec): 3 clusters Score: Raw -7158656.922581 + Penalty 3564.451443 = -7155092.471138 nChanged 37 SP:Iteration 60F (814.810796 sec): 3 clusters Score: Raw -7158658.976939 + Penalty 3564.451443 = -7155094.525496 nChanged 31 SP:Iteration 61Q (814.927867 sec): 3 clusters Score: Raw -7158660.815810 + Penalty 3564.451443 = -7155096.364367 nChanged 31 SP:Iteration 62Q (815.042777 sec): 3 clusters Score: Raw -7158662.623729 + Penalty 3564.451443 = -7155098.172286 nChanged 35 SP:Iteration 63Q (815.168619 sec): 3 clusters Score: Raw -7158664.884229 + Penalty 3564.451443 = -7155100.432786 nChanged 39 SP:Iteration 64Q (815.287501 sec): 3 clusters Score: Raw -7158666.824379 + Penalty 3564.451443 = -7155102.372936 nChanged 31 SP:Iteration 65Q (815.415455 sec): 3 clusters Score: Raw -7158668.963905 + Penalty 3564.451443 = -7155104.512462 nChanged 39 SP:Iteration 66Q (815.539566 sec): 3 clusters Score: Raw -7158670.704801 + Penalty 3564.451443 = -7155106.253358 nChanged 23 SP:Iteration 67Q (815.667217 sec): 3 clusters Score: Raw -7158671.512404 + Penalty 3564.451443 = -7155107.060961 nChanged 18 SP:Iteration 68Q (815.800537 sec): 3 clusters Score: Raw -7158672.199004 + Penalty 3564.451443 = -7155107.747561 nChanged 22 SP:Iteration 69Q (815.930762 sec): 3 clusters Score: Raw -7158673.175023 + Penalty 3564.451443 = -7155108.723580 nChanged 24 SP:Iteration 70Q (816.059047 sec): 3 clusters Score: Raw -7158674.116150 + Penalty 3564.451443 = -7155109.664706 nChanged 28 SP:Iteration 71Q (816.191311 sec): 3 clusters Score: Raw -7158675.328486 + Penalty 3564.451443 = -7155110.877043 nChanged 31 SP:Iteration 72Q (816.328569 sec): 3 clusters Score: Raw -7158677.054375 + Penalty 3564.451443 = -7155112.602932 nChanged 19 SP:Iteration 73Q (816.449976 sec): 3 clusters Score: Raw -7158677.954803 + Penalty 3564.451443 = -7155113.503360 nChanged 19 SP:Iteration 74Q (816.575131 sec): 3 clusters Score: Raw -7158678.909933 + Penalty 3564.451443 = -7155114.458490 nChanged 21 SP:Iteration 75Q (816.703722 sec): 3 clusters Score: Raw -7158680.258909 + Penalty 3564.451443 = -7155115.807465 nChanged 22 SP:Iteration 76Q (816.848304 sec): 3 clusters Score: Raw -7158681.341016 + Penalty 3564.451443 = -7155116.889573 nChanged 17 SP:Iteration 77Q (816.973095 sec): 3 clusters Score: Raw -7158682.027997 + Penalty 3564.451443 = -7155117.576554 nChanged 25 SP:Iteration 78Q (817.102052 sec): 3 clusters Score: Raw -7158683.125652 + Penalty 3564.451443 = -7155118.674208 nChanged 24 SP:Iteration 79Q (817.238116 sec): 3 clusters Score: Raw -7158684.128562 + Penalty 3564.451443 = -7155119.677118 nChanged 16 SP:Iteration 80F (817.368793 sec): 3 clusters Score: Raw -7158684.742221 + Penalty 3564.451443 = -7155120.290778 nChanged 20 SP:Iteration 81Q (817.487009 sec): 3 clusters Score: Raw -7158685.446612 + Penalty 3564.451443 = -7155120.995168 nChanged 15 SP:Iteration 82Q (817.616189 sec): 3 clusters Score: Raw -7158686.115071 + Penalty 3564.451443 = -7155121.663627 nChanged 17 SP:Iteration 83Q (817.740940 sec): 3 clusters Score: Raw -7158687.172037 + Penalty 3564.451443 = -7155122.720594 nChanged 22 SP:Iteration 84Q (817.863906 sec): 3 clusters Score: Raw -7158688.239750 + Penalty 3564.451443 = -7155123.788307 nChanged 29 SP:Iteration 85Q (817.983356 sec): 3 clusters Score: Raw -7158689.803098 + Penalty 3564.451443 = -7155125.351655 nChanged 28 SP:Iteration 86Q (818.104412 sec): 3 clusters Score: Raw -7158691.315673 + Penalty 3564.451443 = -7155126.864230 nChanged 30 SP:Iteration 87Q (818.226574 sec): 3 clusters Score: Raw -7158693.125516 + Penalty 3564.451443 = -7155128.674073 nChanged 28 SP:Iteration 88Q (818.339373 sec): 3 clusters Score: Raw -7158694.947151 + Penalty 3564.451443 = -7155130.495707 nChanged 32 SP:Iteration 89Q (818.453419 sec): 3 clusters Score: Raw -7158696.630344 + Penalty 3564.451443 = -7155132.178901 nChanged 25 SP:Iteration 90Q (818.580577 sec): 3 clusters Score: Raw -7158698.167628 + Penalty 3564.451443 = -7155133.716185 nChanged 34 SP:Iteration 91Q (818.715113 sec): 3 clusters Score: Raw -7158700.401788 + Penalty 3564.451443 = -7155135.950345 nChanged 34 SP:Iteration 92Q (818.843081 sec): 3 clusters Score: Raw -7158702.571000 + Penalty 3564.451443 = -7155138.119556 nChanged 37 SP:Iteration 93Q (818.974556 sec): 3 clusters Score: Raw -7158704.618258 + Penalty 3564.451443 = -7155140.166815 nChanged 31 SP:Iteration 94Q (819.105448 sec): 3 clusters Score: Raw -7158706.194066 + Penalty 3564.451443 = -7155141.742623 nChanged 31 SP:Iteration 95Q (819.233801 sec): 3 clusters Score: Raw -7158707.954410 + Penalty 3564.451443 = -7155143.502967 nChanged 38 SP:Iteration 96Q (819.371771 sec): 3 clusters Score: Raw -7158710.009608 + Penalty 3564.451443 = -7155145.558165 nChanged 35 SP:Iteration 97Q (819.492231 sec): 3 clusters Score: Raw -7158711.577390 + Penalty 3564.451443 = -7155147.125947 nChanged 28 SP:Iteration 98Q (819.616811 sec): 3 clusters Score: Raw -7158712.705499 + Penalty 3564.451443 = -7155148.254056 nChanged 12 SP:Iteration 99Q (819.748271 sec): 3 clusters Score: Raw -7158713.445352 + Penalty 3564.451443 = -7155148.993909 nChanged 13 SP:Iteration 100F (819.883203 sec): 3 clusters Score: Raw -7158714.035640 + Penalty 3564.451443 = -7155149.584197 nChanged 13 SP:Iteration 101Q (819.995888 sec): 3 clusters Score: Raw -7158714.680869 + Penalty 3564.451443 = -7155150.229426 nChanged 12 SP:Iteration 102Q (820.117734 sec): 3 clusters Score: Raw -7158715.241218 + Penalty 3564.451443 = -7155150.789775 nChanged 19 SP:Iteration 103Q (820.241947 sec): 3 clusters Score: Raw -7158716.222186 + Penalty 3564.451443 = -7155151.770743 nChanged 20 SP:Iteration 104Q (820.375218 sec): 3 clusters Score: Raw -7158717.423975 + Penalty 3564.451443 = -7155152.972532 nChanged 23 SP:Iteration 105Q (820.497808 sec): 3 clusters Score: Raw -7158718.641613 + Penalty 3564.451443 = -7155154.190170 nChanged 21 SP:Iteration 106Q (820.619457 sec): 3 clusters Score: Raw -7158720.116113 + Penalty 3564.451443 = -7155155.664669 nChanged 26 SP:Iteration 107Q (820.729493 sec): 3 clusters Score: Raw -7158722.515797 + Penalty 3564.451443 = -7155158.064353 nChanged 35 SP:Iteration 108Q (820.855166 sec): 3 clusters Score: Raw -7158725.244569 + Penalty 3564.451443 = -7155160.793126 nChanged 41 SP:Iteration 109Q (820.962541 sec): 3 clusters Score: Raw -7158728.372820 + Penalty 3564.451443 = -7155163.921377 nChanged 39 SP:Iteration 110Q (821.088430 sec): 3 clusters Score: Raw -7158731.165250 + Penalty 3564.451443 = -7155166.713807 nChanged 43 SP:Iteration 111Q (821.213630 sec): 3 clusters Score: Raw -7158734.016556 + Penalty 3564.451443 = -7155169.565113 nChanged 37 SP:Iteration 112Q (821.327765 sec): 3 clusters Score: Raw -7158736.961841 + Penalty 3564.451443 = -7155172.510398 nChanged 40 SP:Iteration 113Q (821.452664 sec): 3 clusters Score: Raw -7158739.840182 + Penalty 3564.451443 = -7155175.388738 nChanged 45 SP:Iteration 114Q (821.582284 sec): 3 clusters Score: Raw -7158743.083882 + Penalty 3564.451443 = -7155178.632439 nChanged 41 SP:Iteration 115Q (821.704553 sec): 3 clusters Score: Raw -7158746.181502 + Penalty 3564.451443 = -7155181.730059 nChanged 46 SP:Iteration 116Q (821.843071 sec): 3 clusters Score: Raw -7158750.526701 + Penalty 3564.451443 = -7155186.075257 nChanged 61 SP:Iteration 117Q (821.983793 sec): 3 clusters Score: Raw -7158756.675155 + Penalty 3564.451443 = -7155192.223712 nChanged 61 SP:Iteration 118Q (822.118673 sec): 3 clusters Score: Raw -7158762.861225 + Penalty 3564.451443 = -7155198.409782 nChanged 68 SP:Iteration 119Q (822.248362 sec): 3 clusters Score: Raw -7158769.567481 + Penalty 3564.451443 = -7155205.116037 nChanged 59 SP:Iteration 120F (822.397203 sec): 3 clusters Score: Raw -7158774.763353 + Penalty 3564.451443 = -7155210.311910 nChanged 52 SP:Iteration 121Q (822.521448 sec): 3 clusters Score: Raw -7158778.250140 + Penalty 3564.451443 = -7155213.798697 nChanged 40 SP:Iteration 122Q (822.647611 sec): 3 clusters Score: Raw -7158780.962313 + Penalty 3564.451443 = -7155216.510870 nChanged 39 SP:Iteration 123Q (822.773544 sec): 3 clusters Score: Raw -7158783.810668 + Penalty 3564.451443 = -7155219.359225 nChanged 34 SP:Iteration 124Q (822.900632 sec): 3 clusters Score: Raw -7158785.905675 + Penalty 3564.451443 = -7155221.454232 nChanged 38 SP:Iteration 125Q (823.032246 sec): 3 clusters Score: Raw -7158788.434967 + Penalty 3564.451443 = -7155223.983523 nChanged 32 SP:Iteration 126Q (823.160544 sec): 3 clusters Score: Raw -7158790.416344 + Penalty 3564.451443 = -7155225.964901 nChanged 30 SP:Iteration 127Q (823.287122 sec): 3 clusters Score: Raw -7158792.513150 + Penalty 3564.451443 = -7155228.061707 nChanged 32 SP:Iteration 128Q (823.418556 sec): 3 clusters Score: Raw -7158794.669447 + Penalty 3564.451443 = -7155230.218003 nChanged 43 SP:Iteration 129Q (823.546259 sec): 3 clusters Score: Raw -7158798.483028 + Penalty 3564.451443 = -7155234.031585 nChanged 57 SP:Iteration 130Q (823.670213 sec): 3 clusters Score: Raw -7158803.291321 + Penalty 3564.451443 = -7155238.839877 nChanged 61 SP:Iteration 131Q (823.803988 sec): 3 clusters Score: Raw -7158807.497709 + Penalty 3564.451443 = -7155243.046266 nChanged 51 SP:Iteration 132Q (823.922228 sec): 3 clusters Score: Raw -7158810.718227 + Penalty 3564.451443 = -7155246.266784 nChanged 34 SP:Iteration 133Q (824.047302 sec): 3 clusters Score: Raw -7158812.965889 + Penalty 3564.451443 = -7155248.514445 nChanged 35 SP:Iteration 134Q (824.173425 sec): 3 clusters Score: Raw -7158815.052427 + Penalty 3564.451443 = -7155250.600984 nChanged 35 SP:Iteration 135Q (824.283590 sec): 3 clusters Score: Raw -7158817.532763 + Penalty 3564.451443 = -7155253.081320 nChanged 34 SP:Iteration 136Q (824.399944 sec): 3 clusters Score: Raw -7158820.397653 + Penalty 3564.451443 = -7155255.946210 nChanged 37 SP:Iteration 137Q (824.518019 sec): 3 clusters Score: Raw -7158823.467426 + Penalty 3564.451443 = -7155259.015983 nChanged 30 SP:Iteration 138Q (824.645233 sec): 3 clusters Score: Raw -7158825.858386 + Penalty 3564.451443 = -7155261.406942 nChanged 32 SP:Iteration 139Q (824.772016 sec): 3 clusters Score: Raw -7158828.084657 + Penalty 3564.451443 = -7155263.633214 nChanged 29 SP:Iteration 140F (824.912250 sec): 3 clusters Score: Raw -7158830.244113 + Penalty 3564.451443 = -7155265.792669 nChanged 31 SP:Iteration 141Q (825.041054 sec): 3 clusters Score: Raw -7158832.803426 + Penalty 3564.451443 = -7155268.351983 nChanged 37 SP:Iteration 142Q (825.175428 sec): 3 clusters Score: Raw -7158835.822693 + Penalty 3564.451443 = -7155271.371250 nChanged 30 SP:Iteration 143Q (825.294071 sec): 3 clusters Score: Raw -7158837.993600 + Penalty 3564.451443 = -7155273.542157 nChanged 28 SP:Iteration 144Q (825.425664 sec): 3 clusters Score: Raw -7158839.405012 + Penalty 3564.451443 = -7155274.953569 nChanged 22 SP:Iteration 145Q (825.551068 sec): 3 clusters Score: Raw -7158840.743574 + Penalty 3564.451443 = -7155276.292131 nChanged 24 SP:Iteration 146Q (825.673851 sec): 3 clusters Score: Raw -7158842.439856 + Penalty 3564.451443 = -7155277.988413 nChanged 23 SP:Iteration 147Q (825.812586 sec): 3 clusters Score: Raw -7158843.904921 + Penalty 3564.451443 = -7155279.453478 nChanged 24 SP:Iteration 148Q (825.932341 sec): 3 clusters Score: Raw -7158845.884662 + Penalty 3564.451443 = -7155281.433218 nChanged 26 SP:Iteration 149Q (826.048692 sec): 3 clusters Score: Raw -7158847.351283 + Penalty 3564.451443 = -7155282.899840 nChanged 23 SP:Iteration 150Q (826.168938 sec): 3 clusters Score: Raw -7158848.759690 + Penalty 3564.451443 = -7155284.308247 nChanged 22 SP:Iteration 151Q (826.289666 sec): 3 clusters Score: Raw -7158849.956504 + Penalty 3564.451443 = -7155285.505061 nChanged 15 SP:Iteration 152Q (826.408837 sec): 3 clusters Score: Raw -7158850.954476 + Penalty 3564.451443 = -7155286.503033 nChanged 13 SP:Iteration 153Q (826.541312 sec): 3 clusters Score: Raw -7158851.687513 + Penalty 3564.451443 = -7155287.236070 nChanged 14 SP:Iteration 154Q (826.664785 sec): 3 clusters Score: Raw -7158852.401954 + Penalty 3564.451443 = -7155287.950511 nChanged 15 SP:Iteration 155Q (826.791784 sec): 3 clusters Score: Raw -7158853.264637 + Penalty 3564.451443 = -7155288.813194 nChanged 13 SP:Iteration 156Q (826.921888 sec): 3 clusters Score: Raw -7158853.984151 + Penalty 3564.451443 = -7155289.532708 nChanged 12 SP:Iteration 157Q (827.033899 sec): 3 clusters Score: Raw -7158854.768867 + Penalty 3564.451443 = -7155290.317424 nChanged 16 SP:Iteration 158Q (827.146572 sec): 3 clusters Score: Raw -7158855.758083 + Penalty 3564.451443 = -7155291.306639 nChanged 15 SP:Iteration 159Q (827.267940 sec): 3 clusters Score: Raw -7158856.554215 + Penalty 3564.451443 = -7155292.102772 nChanged 14 SP:Iteration 160F (827.400762 sec): 3 clusters Score: Raw -7158857.306617 + Penalty 3564.451443 = -7155292.855174 nChanged 17 SP:Iteration 161Q (827.522012 sec): 3 clusters Score: Raw -7158858.105148 + Penalty 3564.451443 = -7155293.653704 nChanged 13 SP:Iteration 162Q (827.639955 sec): 3 clusters Score: Raw -7158858.717577 + Penalty 3564.451443 = -7155294.266133 nChanged 7 SP:Iteration 163Q (827.748934 sec): 3 clusters Score: Raw -7158859.064171 + Penalty 3564.451443 = -7155294.612727 nChanged 8 SP:Iteration 164Q (827.873805 sec): 3 clusters Score: Raw -7158859.609032 + Penalty 3564.451443 = -7155295.157589 nChanged 13 SP:Iteration 165Q (828.001387 sec): 3 clusters Score: Raw -7158860.637328 + Penalty 3564.451443 = -7155296.185885 nChanged 19 SP:Iteration 166Q (828.141322 sec): 3 clusters Score: Raw -7158861.918448 + Penalty 3564.451443 = -7155297.467005 nChanged 20 SP:Iteration 167Q (828.265377 sec): 3 clusters Score: Raw -7158863.417384 + Penalty 3564.451443 = -7155298.965940 nChanged 16 SP:Iteration 168Q (828.399993 sec): 3 clusters Score: Raw -7158864.295042 + Penalty 3564.451443 = -7155299.843598 nChanged 12 SP:Iteration 169Q (828.526963 sec): 3 clusters Score: Raw -7158864.926528 + Penalty 3564.451443 = -7155300.475084 nChanged 9 SP:Iteration 170Q (828.651542 sec): 3 clusters Score: Raw -7158865.346257 + Penalty 3564.451443 = -7155300.894814 nChanged 11 SP:Iteration 171Q (828.787695 sec): 3 clusters Score: Raw -7158865.933515 + Penalty 3564.451443 = -7155301.482072 nChanged 9 SP:Iteration 172Q (828.917345 sec): 3 clusters Score: Raw -7158866.311652 + Penalty 3564.451443 = -7155301.860208 nChanged 11 SP:Iteration 173Q (829.037336 sec): 3 clusters Score: Raw -7158866.944770 + Penalty 3564.451443 = -7155302.493327 nChanged 10 SP:Iteration 174Q (829.158170 sec): 3 clusters Score: Raw -7158867.502803 + Penalty 3564.451443 = -7155303.051360 nChanged 11 SP:Iteration 175Q (829.289844 sec): 3 clusters Score: Raw -7158868.075000 + Penalty 3564.451443 = -7155303.623556 nChanged 8 SP:Iteration 176Q (829.426132 sec): 3 clusters Score: Raw -7158868.408090 + Penalty 3564.451443 = -7155303.956647 nChanged 5 SP:Iteration 177Q (829.558907 sec): 3 clusters Score: Raw -7158868.624472 + Penalty 3564.451443 = -7155304.173029 nChanged 5 SP:Iteration 178Q (829.681770 sec): 3 clusters Score: Raw -7158868.850117 + Penalty 3564.451443 = -7155304.398674 nChanged 8 SP:Iteration 179Q (829.817320 sec): 3 clusters Score: Raw -7158869.150864 + Penalty 3564.451443 = -7155304.699421 nChanged 10 SP:Iteration 180F (829.947546 sec): 3 clusters Score: Raw -7158869.589163 + Penalty 3564.451443 = -7155305.137719 nChanged 5 SP:Iteration 181Q (830.057733 sec): 3 clusters Score: Raw -7158869.808954 + Penalty 3564.451443 = -7155305.357511 nChanged 5 SP:Iteration 182Q (830.189806 sec): 3 clusters Score: Raw -7158870.021182 + Penalty 3564.451443 = -7155305.569739 nChanged 7 SP:Iteration 183Q (830.310859 sec): 3 clusters Score: Raw -7158870.323880 + Penalty 3564.451443 = -7155305.872437 nChanged 8 SP:Iteration 184Q (830.432513 sec): 3 clusters Score: Raw -7158870.543044 + Penalty 3564.451443 = -7155306.091601 nChanged 1 SP:Iteration 185Q (830.538900 sec): 3 clusters Score: Raw -7158870.599823 + Penalty 3564.451443 = -7155306.148380 nChanged 3 SP:Iteration 186Q (830.657434 sec): 3 clusters Score: Raw -7158870.689527 + Penalty 3564.451443 = -7155306.238084 nChanged 2 SP:Iteration 187Q (830.779021 sec): 3 clusters Score: Raw -7158870.742553 + Penalty 3564.451443 = -7155306.291109 nChanged 2 SP:Iteration 188Q (830.896408 sec): 3 clusters Score: Raw -7158870.843054 + Penalty 3564.451443 = -7155306.391611 nChanged 2 SP:Iteration 189Q (831.022885 sec): 3 clusters Score: Raw -7158870.942689 + Penalty 3564.451443 = -7155306.491246 nChanged 1 SP:Iteration 190Q (831.152679 sec): 3 clusters Score: Raw -7158871.003460 + Penalty 3564.451443 = -7155306.552017 nChanged 1 SP:Iteration 191Q (831.279291 sec): 3 clusters Score: Raw -7158871.030788 + Penalty 3564.451443 = -7155306.579344 nChanged 0 SP:Iteration 192F (831.408308 sec): 3 clusters Score: Raw -7158871.030788 + Penalty 3564.451443 = -7155306.579344 nChanged 0 Trying to split cluster 19 (8471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (831.454377 sec): 2 clusters Score: Raw -1062488.684718 + Penalty 1469.715625 = -1061018.969093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (831.514486 sec): 3 clusters Score: Raw -1057763.957718 + Penalty 2939.431249 = -1054824.526468 nChanged 3565 SP:Iteration 1F (831.578140 sec): 3 clusters Score: Raw -1059948.270954 + Penalty 2939.431249 = -1057008.839705 nChanged 658 SP:Iteration 2F (831.639140 sec): 3 clusters Score: Raw -1060378.558862 + Penalty 2939.431249 = -1057439.127613 nChanged 580 SP:Iteration 3F (831.688415 sec): 3 clusters Score: Raw -1060732.530264 + Penalty 2939.431249 = -1057793.099015 nChanged 475 SP:Iteration 4F (831.750548 sec): 3 clusters Score: Raw -1061040.899124 + Penalty 2939.431249 = -1058101.467875 nChanged 427 SP:Iteration 5F (831.818807 sec): 3 clusters Score: Raw -1061307.169125 + Penalty 2939.431249 = -1058367.737876 nChanged 381 SP:Iteration 6Q (831.869890 sec): 3 clusters Score: Raw -1061562.794440 + Penalty 2939.431249 = -1058623.363191 nChanged 339 SP:Iteration 7Q (831.932596 sec): 3 clusters Score: Raw -1061792.072150 + Penalty 2939.431249 = -1058852.640900 nChanged 309 SP:Iteration 8Q (832.001272 sec): 3 clusters Score: Raw -1061986.121697 + Penalty 2939.431249 = -1059046.690447 nChanged 260 SP:Iteration 9Q (832.056918 sec): 3 clusters Score: Raw -1062150.856799 + Penalty 2939.431249 = -1059211.425550 nChanged 209 SP:Iteration 10Q (832.116766 sec): 3 clusters Score: Raw -1062286.907003 + Penalty 2939.431249 = -1059347.475753 nChanged 158 SP:Iteration 11Q (832.177729 sec): 3 clusters Score: Raw -1062390.664278 + Penalty 2939.431249 = -1059451.233028 nChanged 130 SP:Iteration 12Q (832.245026 sec): 3 clusters Score: Raw -1062475.634279 + Penalty 2939.431249 = -1059536.203030 nChanged 101 SP:Iteration 13Q (832.295054 sec): 3 clusters Score: Raw -1062546.755129 + Penalty 2939.431249 = -1059607.323880 nChanged 92 SP:Iteration 14Q (832.357401 sec): 3 clusters Score: Raw -1062605.879367 + Penalty 2939.431249 = -1059666.448118 nChanged 64 SP:Iteration 15Q (832.408218 sec): 3 clusters Score: Raw -1062654.806234 + Penalty 2939.431249 = -1059715.374985 nChanged 51 SP:Iteration 16Q (832.472773 sec): 3 clusters Score: Raw -1062687.022197 + Penalty 2939.431249 = -1059747.590947 nChanged 37 SP:Iteration 17Q (832.521257 sec): 3 clusters Score: Raw -1062712.914277 + Penalty 2939.431249 = -1059773.483028 nChanged 29 SP:Iteration 18Q (832.583684 sec): 3 clusters Score: Raw -1062737.757747 + Penalty 2939.431249 = -1059798.326498 nChanged 31 SP:Iteration 19Q (832.629045 sec): 3 clusters Score: Raw -1062756.482342 + Penalty 2939.431249 = -1059817.051093 nChanged 23 SP:Iteration 20F (832.685341 sec): 3 clusters Score: Raw -1062772.353920 + Penalty 2939.431249 = -1059832.922671 nChanged 21 SP:Iteration 21Q (832.744526 sec): 3 clusters Score: Raw -1062788.339942 + Penalty 2939.431249 = -1059848.908693 nChanged 17 SP:Iteration 22Q (832.806027 sec): 3 clusters Score: Raw -1062797.330038 + Penalty 2939.431249 = -1059857.898788 nChanged 8 SP:Iteration 23Q (832.855956 sec): 3 clusters Score: Raw -1062801.027931 + Penalty 2939.431249 = -1059861.596681 nChanged 6 SP:Iteration 24Q (832.908251 sec): 3 clusters Score: Raw -1062804.367466 + Penalty 2939.431249 = -1059864.936216 nChanged 3 SP:Iteration 25Q (832.968869 sec): 3 clusters Score: Raw -1062806.420875 + Penalty 2939.431249 = -1059866.989625 nChanged 3 SP:Iteration 26Q (833.021166 sec): 3 clusters Score: Raw -1062807.409225 + Penalty 2939.431249 = -1059867.977975 nChanged 1 SP:Iteration 27Q (833.076220 sec): 3 clusters Score: Raw -1062807.857890 + Penalty 2939.431249 = -1059868.426641 nChanged 1 SP:Iteration 28Q (833.123054 sec): 3 clusters Score: Raw -1062809.014032 + Penalty 2939.431249 = -1059869.582783 nChanged 2 SP:Iteration 29Q (833.186830 sec): 3 clusters Score: Raw -1062810.536267 + Penalty 2939.431249 = -1059871.105017 nChanged 6 SP:Iteration 30Q (833.234546 sec): 3 clusters Score: Raw -1062814.919323 + Penalty 2939.431249 = -1059875.488073 nChanged 4 SP:Iteration 31Q (833.299477 sec): 3 clusters Score: Raw -1062816.310913 + Penalty 2939.431249 = -1059876.879664 nChanged 2 SP:Iteration 32Q (833.349197 sec): 3 clusters Score: Raw -1062816.766246 + Penalty 2939.431249 = -1059877.334996 nChanged 0 SP:Iteration 33F (833.413005 sec): 3 clusters Score: Raw -1062816.766246 + Penalty 2939.431249 = -1059877.334996 nChanged 0 Trying to split cluster 20 (14033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (833.443811 sec): 2 clusters Score: Raw -1748397.343592 + Penalty 1551.739634 = -1746845.603958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (833.513324 sec): 3 clusters Score: Raw -1740164.879271 + Penalty 3103.479268 = -1737061.400003 nChanged 6220 SP:Iteration 1F (833.584782 sec): 3 clusters Score: Raw -1743709.772316 + Penalty 3103.479268 = -1740606.293048 nChanged 912 SP:Iteration 2F (833.637215 sec): 3 clusters Score: Raw -1744126.850468 + Penalty 3103.479268 = -1741023.371200 nChanged 836 SP:Iteration 3F (833.703239 sec): 3 clusters Score: Raw -1744511.898082 + Penalty 3103.479268 = -1741408.418814 nChanged 727 SP:Iteration 4F (833.760435 sec): 3 clusters Score: Raw -1744849.113405 + Penalty 3103.479268 = -1741745.634138 nChanged 709 SP:Iteration 5F (833.826298 sec): 3 clusters Score: Raw -1745198.982283 + Penalty 3103.479268 = -1742095.503016 nChanged 687 SP:Iteration 6Q (833.886074 sec): 3 clusters Score: Raw -1745563.919005 + Penalty 3103.479268 = -1742460.439738 nChanged 639 SP:Iteration 7Q (833.949971 sec): 3 clusters Score: Raw -1745900.962762 + Penalty 3103.479268 = -1742797.483494 nChanged 563 SP:Iteration 8Q (834.021491 sec): 3 clusters Score: Raw -1746177.700257 + Penalty 3103.479268 = -1743074.220989 nChanged 544 SP:Iteration 9Q (834.091405 sec): 3 clusters Score: Raw -1746458.663622 + Penalty 3103.479268 = -1743355.184355 nChanged 520 SP:Iteration 10Q (834.157269 sec): 3 clusters Score: Raw -1746713.912422 + Penalty 3103.479268 = -1743610.433155 nChanged 495 SP:Iteration 11Q (834.225132 sec): 3 clusters Score: Raw -1746950.292535 + Penalty 3103.479268 = -1743846.813268 nChanged 517 SP:Iteration 12Q (834.301217 sec): 3 clusters Score: Raw -1747230.126405 + Penalty 3103.479268 = -1744126.647137 nChanged 528 SP:Iteration 13Q (834.360018 sec): 3 clusters Score: Raw -1747546.296288 + Penalty 3103.479268 = -1744442.817020 nChanged 598 SP:Iteration 14Q (834.439696 sec): 3 clusters Score: Raw -1747866.913754 + Penalty 3103.479268 = -1744763.434487 nChanged 540 SP:Iteration 15Q (834.504012 sec): 3 clusters Score: Raw -1748168.194718 + Penalty 3103.479268 = -1745064.715451 nChanged 531 SP:Iteration 16Q (834.588426 sec): 3 clusters Score: Raw -1748446.634236 + Penalty 3103.479268 = -1745343.154968 nChanged 443 SP:Iteration 17Q (834.662963 sec): 3 clusters Score: Raw -1748646.016986 + Penalty 3103.479268 = -1745542.537718 nChanged 348 SP:Iteration 18Q (834.737218 sec): 3 clusters Score: Raw -1748789.850964 + Penalty 3103.479268 = -1745686.371696 nChanged 306 SP:Iteration 19Q (834.801336 sec): 3 clusters Score: Raw -1748903.990116 + Penalty 3103.479268 = -1745800.510848 nChanged 254 SP:Iteration 20F (834.874462 sec): 3 clusters Score: Raw -1748991.356203 + Penalty 3103.479268 = -1745887.876935 nChanged 223 SP:Iteration 21Q (834.948435 sec): 3 clusters Score: Raw -1749061.799701 + Penalty 3103.479268 = -1745958.320433 nChanged 185 SP:Iteration 22Q (835.022282 sec): 3 clusters Score: Raw -1749119.600491 + Penalty 3103.479268 = -1746016.121223 nChanged 161 SP:Iteration 23Q (835.092711 sec): 3 clusters Score: Raw -1749167.289884 + Penalty 3103.479268 = -1746063.810617 nChanged 148 SP:Iteration 24Q (835.174142 sec): 3 clusters Score: Raw -1749210.833510 + Penalty 3103.479268 = -1746107.354243 nChanged 135 SP:Iteration 25Q (835.246014 sec): 3 clusters Score: Raw -1749246.926074 + Penalty 3103.479268 = -1746143.446806 nChanged 121 SP:Iteration 26Q (835.321414 sec): 3 clusters Score: Raw -1749279.757482 + Penalty 3103.479268 = -1746176.278214 nChanged 92 SP:Iteration 27Q (835.385548 sec): 3 clusters Score: Raw -1749302.566530 + Penalty 3103.479268 = -1746199.087262 nChanged 84 SP:Iteration 28Q (835.463614 sec): 3 clusters Score: Raw -1749321.194040 + Penalty 3103.479268 = -1746217.714772 nChanged 78 SP:Iteration 29Q (835.527544 sec): 3 clusters Score: Raw -1749338.973017 + Penalty 3103.479268 = -1746235.493749 nChanged 73 SP:Iteration 30Q (835.588909 sec): 3 clusters Score: Raw -1749355.245692 + Penalty 3103.479268 = -1746251.766424 nChanged 70 SP:Iteration 31Q (835.655363 sec): 3 clusters Score: Raw -1749371.029866 + Penalty 3103.479268 = -1746267.550598 nChanged 51 SP:Iteration 32Q (835.730413 sec): 3 clusters Score: Raw -1749381.753833 + Penalty 3103.479268 = -1746278.274565 nChanged 50 SP:Iteration 33Q (835.804474 sec): 3 clusters Score: Raw -1749393.304423 + Penalty 3103.479268 = -1746289.825155 nChanged 53 SP:Iteration 34Q (835.866951 sec): 3 clusters Score: Raw -1749405.546282 + Penalty 3103.479268 = -1746302.067015 nChanged 47 SP:Iteration 35Q (835.940332 sec): 3 clusters Score: Raw -1749414.689707 + Penalty 3103.479268 = -1746311.210439 nChanged 48 SP:Iteration 36Q (836.011003 sec): 3 clusters Score: Raw -1749425.124517 + Penalty 3103.479268 = -1746321.645249 nChanged 55 SP:Iteration 37Q (836.086156 sec): 3 clusters Score: Raw -1749438.825627 + Penalty 3103.479268 = -1746335.346359 nChanged 65 SP:Iteration 38Q (836.151941 sec): 3 clusters Score: Raw -1749459.063142 + Penalty 3103.479268 = -1746355.583874 nChanged 64 SP:Iteration 39Q (836.208360 sec): 3 clusters Score: Raw -1749484.962395 + Penalty 3103.479268 = -1746381.483127 nChanged 58 SP:Iteration 40F (836.272699 sec): 3 clusters Score: Raw -1749509.975536 + Penalty 3103.479268 = -1746406.496268 nChanged 55 SP:Iteration 41Q (836.346101 sec): 3 clusters Score: Raw -1749532.446616 + Penalty 3103.479268 = -1746428.967348 nChanged 50 SP:Iteration 42Q (836.412660 sec): 3 clusters Score: Raw -1749558.828613 + Penalty 3103.479268 = -1746455.349345 nChanged 54 SP:Iteration 43Q (836.482601 sec): 3 clusters Score: Raw -1749582.307275 + Penalty 3103.479268 = -1746478.828007 nChanged 48 SP:Iteration 44Q (836.547407 sec): 3 clusters Score: Raw -1749599.294307 + Penalty 3103.479268 = -1746495.815039 nChanged 48 SP:Iteration 45Q (836.623226 sec): 3 clusters Score: Raw -1749612.033082 + Penalty 3103.479268 = -1746508.553814 nChanged 34 SP:Iteration 46Q (836.692061 sec): 3 clusters Score: Raw -1749617.916237 + Penalty 3103.479268 = -1746514.436970 nChanged 28 SP:Iteration 47Q (836.762667 sec): 3 clusters Score: Raw -1749622.370879 + Penalty 3103.479268 = -1746518.891611 nChanged 27 SP:Iteration 48Q (836.821926 sec): 3 clusters Score: Raw -1749628.277521 + Penalty 3103.479268 = -1746524.798253 nChanged 25 SP:Iteration 49Q (836.894735 sec): 3 clusters Score: Raw -1749632.687886 + Penalty 3103.479268 = -1746529.208618 nChanged 20 SP:Iteration 50Q (836.953017 sec): 3 clusters Score: Raw -1749636.309345 + Penalty 3103.479268 = -1746532.830077 nChanged 21 SP:Iteration 51Q (837.017839 sec): 3 clusters Score: Raw -1749640.423073 + Penalty 3103.479268 = -1746536.943806 nChanged 19 SP:Iteration 52Q (837.074592 sec): 3 clusters Score: Raw -1749643.860066 + Penalty 3103.479268 = -1746540.380799 nChanged 19 SP:Iteration 53Q (837.138498 sec): 3 clusters Score: Raw -1749647.539475 + Penalty 3103.479268 = -1746544.060208 nChanged 16 SP:Iteration 54Q (837.200529 sec): 3 clusters Score: Raw -1749650.886178 + Penalty 3103.479268 = -1746547.406911 nChanged 17 SP:Iteration 55Q (837.265694 sec): 3 clusters Score: Raw -1749653.761678 + Penalty 3103.479268 = -1746550.282410 nChanged 19 SP:Iteration 56Q (837.332975 sec): 3 clusters Score: Raw -1749656.600757 + Penalty 3103.479268 = -1746553.121489 nChanged 22 SP:Iteration 57Q (837.399689 sec): 3 clusters Score: Raw -1749660.596731 + Penalty 3103.479268 = -1746557.117463 nChanged 20 SP:Iteration 58Q (837.465483 sec): 3 clusters Score: Raw -1749663.644651 + Penalty 3103.479268 = -1746560.165384 nChanged 13 SP:Iteration 59Q (837.529287 sec): 3 clusters Score: Raw -1749664.902093 + Penalty 3103.479268 = -1746561.422825 nChanged 12 SP:Iteration 60F (837.597917 sec): 3 clusters Score: Raw -1749666.225978 + Penalty 3103.479268 = -1746562.746710 nChanged 10 SP:Iteration 61Q (837.673562 sec): 3 clusters Score: Raw -1749667.677477 + Penalty 3103.479268 = -1746564.198209 nChanged 9 SP:Iteration 62Q (837.733317 sec): 3 clusters Score: Raw -1749669.567930 + Penalty 3103.479268 = -1746566.088662 nChanged 11 SP:Iteration 63Q (837.793939 sec): 3 clusters Score: Raw -1749671.026969 + Penalty 3103.479268 = -1746567.547701 nChanged 10 SP:Iteration 64Q (837.861118 sec): 3 clusters Score: Raw -1749672.610161 + Penalty 3103.479268 = -1746569.130893 nChanged 12 SP:Iteration 65Q (837.932258 sec): 3 clusters Score: Raw -1749674.222839 + Penalty 3103.479268 = -1746570.743571 nChanged 6 SP:Iteration 66Q (837.990449 sec): 3 clusters Score: Raw -1749674.924847 + Penalty 3103.479268 = -1746571.445579 nChanged 4 SP:Iteration 67Q (838.064244 sec): 3 clusters Score: Raw -1749675.378155 + Penalty 3103.479268 = -1746571.898887 nChanged 7 SP:Iteration 68Q (838.124575 sec): 3 clusters Score: Raw -1749676.402911 + Penalty 3103.479268 = -1746572.923643 nChanged 3 SP:Iteration 69Q (838.180691 sec): 3 clusters Score: Raw -1749677.231310 + Penalty 3103.479268 = -1746573.752042 nChanged 1 SP:Iteration 70Q (838.246132 sec): 3 clusters Score: Raw -1749677.288253 + Penalty 3103.479268 = -1746573.808986 nChanged 3 SP:Iteration 71Q (838.318038 sec): 3 clusters Score: Raw -1749677.545454 + Penalty 3103.479268 = -1746574.066186 nChanged 1 SP:Iteration 72Q (838.390292 sec): 3 clusters Score: Raw -1749677.700378 + Penalty 3103.479268 = -1746574.221110 nChanged 0 SP:Iteration 73F (838.461893 sec): 3 clusters Score: Raw -1749677.700378 + Penalty 3103.479268 = -1746574.221110 nChanged 0 Trying to split cluster 21 (25504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (838.535072 sec): 2 clusters Score: Raw -3227425.858344 + Penalty 1648.820970 = -3225777.037375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (838.621667 sec): 3 clusters Score: Raw -3211831.805045 + Penalty 3297.641939 = -3208534.163106 nChanged 11740 SP:Iteration 1F (838.712203 sec): 3 clusters Score: Raw -3219215.164330 + Penalty 3297.641939 = -3215917.522391 nChanged 1886 SP:Iteration 2F (838.799254 sec): 3 clusters Score: Raw -3220480.517775 + Penalty 3297.641939 = -3217182.875836 nChanged 1967 SP:Iteration 3F (838.884111 sec): 3 clusters Score: Raw -3221901.453465 + Penalty 3297.641939 = -3218603.811526 nChanged 1970 SP:Iteration 4F (838.964423 sec): 3 clusters Score: Raw -3223357.518974 + Penalty 3297.641939 = -3220059.877035 nChanged 1772 SP:Iteration 5F (839.064073 sec): 3 clusters Score: Raw -3224641.218506 + Penalty 3297.641939 = -3221343.576567 nChanged 1531 SP:Iteration 6F (839.154136 sec): 3 clusters Score: Raw -3225623.713469 + Penalty 3297.641939 = -3222326.071530 nChanged 1193 SP:Iteration 7Q (839.244262 sec): 3 clusters Score: Raw -3226302.448867 + Penalty 3297.641939 = -3223004.806928 nChanged 934 SP:Iteration 8Q (839.320312 sec): 3 clusters Score: Raw -3226787.709388 + Penalty 3297.641939 = -3223490.067449 nChanged 781 SP:Iteration 9Q (839.418082 sec): 3 clusters Score: Raw -3227199.867993 + Penalty 3297.641939 = -3223902.226054 nChanged 710 SP:Iteration 10Q (839.512344 sec): 3 clusters Score: Raw -3227590.541415 + Penalty 3297.641939 = -3224292.899476 nChanged 604 SP:Iteration 11Q (839.600003 sec): 3 clusters Score: Raw -3227915.227492 + Penalty 3297.641939 = -3224617.585553 nChanged 562 SP:Iteration 12Q (839.695479 sec): 3 clusters Score: Raw -3228205.112892 + Penalty 3297.641939 = -3224907.470953 nChanged 496 SP:Iteration 13Q (839.786196 sec): 3 clusters Score: Raw -3228465.516494 + Penalty 3297.641939 = -3225167.874555 nChanged 432 SP:Iteration 14Q (839.874477 sec): 3 clusters Score: Raw -3228681.403468 + Penalty 3297.641939 = -3225383.761529 nChanged 381 SP:Iteration 15Q (839.974630 sec): 3 clusters Score: Raw -3228846.762930 + Penalty 3297.641939 = -3225549.120991 nChanged 356 SP:Iteration 16Q (840.068561 sec): 3 clusters Score: Raw -3229000.163844 + Penalty 3297.641939 = -3225702.521905 nChanged 345 SP:Iteration 17Q (840.161901 sec): 3 clusters Score: Raw -3229181.109120 + Penalty 3297.641939 = -3225883.467181 nChanged 355 SP:Iteration 18Q (840.253606 sec): 3 clusters Score: Raw -3229378.846186 + Penalty 3297.641939 = -3226081.204247 nChanged 392 SP:Iteration 19Q (840.347937 sec): 3 clusters Score: Raw -3229587.820518 + Penalty 3297.641939 = -3226290.178579 nChanged 391 SP:Iteration 20F (840.433701 sec): 3 clusters Score: Raw -3229791.388291 + Penalty 3297.641939 = -3226493.746352 nChanged 360 SP:Iteration 21Q (840.514651 sec): 3 clusters Score: Raw -3229970.276517 + Penalty 3297.641939 = -3226672.634578 nChanged 306 SP:Iteration 22Q (840.599934 sec): 3 clusters Score: Raw -3230108.633326 + Penalty 3297.641939 = -3226810.991387 nChanged 265 SP:Iteration 23Q (840.684013 sec): 3 clusters Score: Raw -3230221.371017 + Penalty 3297.641939 = -3226923.729078 nChanged 228 SP:Iteration 24Q (840.765360 sec): 3 clusters Score: Raw -3230302.119599 + Penalty 3297.641939 = -3227004.477660 nChanged 172 SP:Iteration 25Q (840.853321 sec): 3 clusters Score: Raw -3230352.855803 + Penalty 3297.641939 = -3227055.213863 nChanged 122 SP:Iteration 26Q (840.936524 sec): 3 clusters Score: Raw -3230396.138384 + Penalty 3297.641939 = -3227098.496445 nChanged 118 SP:Iteration 27Q (841.021893 sec): 3 clusters Score: Raw -3230435.678177 + Penalty 3297.641939 = -3227138.036238 nChanged 97 SP:Iteration 28Q (841.106375 sec): 3 clusters Score: Raw -3230472.932164 + Penalty 3297.641939 = -3227175.290225 nChanged 103 SP:Iteration 29Q (841.191057 sec): 3 clusters Score: Raw -3230504.285084 + Penalty 3297.641939 = -3227206.643145 nChanged 94 SP:Iteration 30Q (841.275866 sec): 3 clusters Score: Raw -3230534.246727 + Penalty 3297.641939 = -3227236.604788 nChanged 80 SP:Iteration 31Q (841.360400 sec): 3 clusters Score: Raw -3230557.794365 + Penalty 3297.641939 = -3227260.152426 nChanged 69 SP:Iteration 32Q (841.445174 sec): 3 clusters Score: Raw -3230572.849940 + Penalty 3297.641939 = -3227275.208001 nChanged 57 SP:Iteration 33Q (841.529701 sec): 3 clusters Score: Raw -3230581.354113 + Penalty 3297.641939 = -3227283.712174 nChanged 38 SP:Iteration 34Q (841.612575 sec): 3 clusters Score: Raw -3230587.225074 + Penalty 3297.641939 = -3227289.583135 nChanged 29 SP:Iteration 35Q (841.689262 sec): 3 clusters Score: Raw -3230590.976288 + Penalty 3297.641939 = -3227293.334349 nChanged 23 SP:Iteration 36Q (841.774862 sec): 3 clusters Score: Raw -3230593.457714 + Penalty 3297.641939 = -3227295.815775 nChanged 19 SP:Iteration 37Q (841.867212 sec): 3 clusters Score: Raw -3230594.901402 + Penalty 3297.641939 = -3227297.259463 nChanged 12 SP:Iteration 38Q (841.950671 sec): 3 clusters Score: Raw -3230595.836170 + Penalty 3297.641939 = -3227298.194231 nChanged 11 SP:Iteration 39Q (842.045879 sec): 3 clusters Score: Raw -3230596.749888 + Penalty 3297.641939 = -3227299.107949 nChanged 10 SP:Iteration 40F (842.136331 sec): 3 clusters Score: Raw -3230597.850981 + Penalty 3297.641939 = -3227300.209042 nChanged 12 SP:Iteration 41Q (842.216682 sec): 3 clusters Score: Raw -3230598.687595 + Penalty 3297.641939 = -3227301.045656 nChanged 11 SP:Iteration 42Q (842.305119 sec): 3 clusters Score: Raw -3230599.528066 + Penalty 3297.641939 = -3227301.886127 nChanged 12 SP:Iteration 43Q (842.389002 sec): 3 clusters Score: Raw -3230600.467067 + Penalty 3297.641939 = -3227302.825128 nChanged 14 SP:Iteration 44Q (842.478237 sec): 3 clusters Score: Raw -3230601.300599 + Penalty 3297.641939 = -3227303.658660 nChanged 9 SP:Iteration 45Q (842.563645 sec): 3 clusters Score: Raw -3230601.697960 + Penalty 3297.641939 = -3227304.056021 nChanged 2 SP:Iteration 46Q (842.651398 sec): 3 clusters Score: Raw -3230601.843418 + Penalty 3297.641939 = -3227304.201479 nChanged 3 SP:Iteration 47Q (842.739938 sec): 3 clusters Score: Raw -3230601.956648 + Penalty 3297.641939 = -3227304.314709 nChanged 2 SP:Iteration 48Q (842.828867 sec): 3 clusters Score: Raw -3230602.011307 + Penalty 3297.641939 = -3227304.369368 nChanged 2 SP:Iteration 49Q (842.916033 sec): 3 clusters Score: Raw -3230602.071364 + Penalty 3297.641939 = -3227304.429425 nChanged 3 SP:Iteration 50Q (843.002754 sec): 3 clusters Score: Raw -3230602.160843 + Penalty 3297.641939 = -3227304.518904 nChanged 1 SP:Iteration 51Q (843.094753 sec): 3 clusters Score: Raw -3230602.170021 + Penalty 3297.641939 = -3227304.528082 nChanged 0 SP:Iteration 52F (843.184994 sec): 3 clusters Score: Raw -3230602.170021 + Penalty 3297.641939 = -3227304.528082 nChanged 0 Score: Raw -84112937.888340 + Penalty 80814.941468 = -84032122.946872 Splitting cluster 21 changes total score from -84027485.725029 to -84032122.946872 So it's getting split into cluster 37. Trying to split cluster 22 (11817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (858.734082 sec): 2 clusters Score: Raw -1520334.236025 + Penalty 1523.810348 = -1518810.425676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (858.786840 sec): 3 clusters Score: Raw -1513585.682276 + Penalty 3047.620697 = -1510538.061579 nChanged 5136 SP:Iteration 1F (858.850096 sec): 3 clusters Score: Raw -1516336.356855 + Penalty 3047.620697 = -1513288.736158 nChanged 636 SP:Iteration 2F (858.919842 sec): 3 clusters Score: Raw -1516605.882589 + Penalty 3047.620697 = -1513558.261893 nChanged 576 SP:Iteration 3Q (858.972528 sec): 3 clusters Score: Raw -1516859.761242 + Penalty 3047.620697 = -1513812.140546 nChanged 526 SP:Iteration 4Q (859.034684 sec): 3 clusters Score: Raw -1517090.647330 + Penalty 3047.620697 = -1514043.026633 nChanged 479 SP:Iteration 5Q (859.098012 sec): 3 clusters Score: Raw -1517308.316447 + Penalty 3047.620697 = -1514260.695750 nChanged 473 SP:Iteration 6Q (859.161793 sec): 3 clusters Score: Raw -1517577.410281 + Penalty 3047.620697 = -1514529.789584 nChanged 447 SP:Iteration 7Q (859.230589 sec): 3 clusters Score: Raw -1517851.592085 + Penalty 3047.620697 = -1514803.971388 nChanged 487 SP:Iteration 8Q (859.288534 sec): 3 clusters Score: Raw -1518147.363812 + Penalty 3047.620697 = -1515099.743115 nChanged 459 SP:Iteration 9Q (859.352741 sec): 3 clusters Score: Raw -1518418.338154 + Penalty 3047.620697 = -1515370.717458 nChanged 456 SP:Iteration 10Q (859.414840 sec): 3 clusters Score: Raw -1518703.391541 + Penalty 3047.620697 = -1515655.770844 nChanged 503 SP:Iteration 11Q (859.477943 sec): 3 clusters Score: Raw -1519020.209498 + Penalty 3047.620697 = -1515972.588801 nChanged 478 SP:Iteration 12Q (859.550047 sec): 3 clusters Score: Raw -1519327.564283 + Penalty 3047.620697 = -1516279.943586 nChanged 467 SP:Iteration 13Q (859.612543 sec): 3 clusters Score: Raw -1519571.430113 + Penalty 3047.620697 = -1516523.809416 nChanged 378 SP:Iteration 14Q (859.664742 sec): 3 clusters Score: Raw -1519723.049481 + Penalty 3047.620697 = -1516675.428784 nChanged 271 SP:Iteration 15Q (859.722829 sec): 3 clusters Score: Raw -1519823.021909 + Penalty 3047.620697 = -1516775.401212 nChanged 217 SP:Iteration 16Q (859.782572 sec): 3 clusters Score: Raw -1519893.820977 + Penalty 3047.620697 = -1516846.200281 nChanged 185 SP:Iteration 17Q (859.844817 sec): 3 clusters Score: Raw -1519949.249134 + Penalty 3047.620697 = -1516901.628437 nChanged 136 SP:Iteration 18Q (859.911310 sec): 3 clusters Score: Raw -1519991.762384 + Penalty 3047.620697 = -1516944.141688 nChanged 132 SP:Iteration 19Q (859.981441 sec): 3 clusters Score: Raw -1520026.786350 + Penalty 3047.620697 = -1516979.165654 nChanged 106 SP:Iteration 20F (860.036839 sec): 3 clusters Score: Raw -1520052.086682 + Penalty 3047.620697 = -1517004.465985 nChanged 107 SP:Iteration 21Q (860.112002 sec): 3 clusters Score: Raw -1520078.296842 + Penalty 3047.620697 = -1517030.676145 nChanged 96 SP:Iteration 22Q (860.174255 sec): 3 clusters Score: Raw -1520098.222586 + Penalty 3047.620697 = -1517050.601889 nChanged 77 SP:Iteration 23Q (860.242961 sec): 3 clusters Score: Raw -1520111.966898 + Penalty 3047.620697 = -1517064.346202 nChanged 65 SP:Iteration 24Q (860.318739 sec): 3 clusters Score: Raw -1520123.040045 + Penalty 3047.620697 = -1517075.419348 nChanged 50 SP:Iteration 25Q (860.384943 sec): 3 clusters Score: Raw -1520132.922750 + Penalty 3047.620697 = -1517085.302053 nChanged 54 SP:Iteration 26Q (860.443404 sec): 3 clusters Score: Raw -1520141.559028 + Penalty 3047.620697 = -1517093.938331 nChanged 43 SP:Iteration 27Q (860.510080 sec): 3 clusters Score: Raw -1520147.604447 + Penalty 3047.620697 = -1517099.983750 nChanged 33 SP:Iteration 28Q (860.588253 sec): 3 clusters Score: Raw -1520152.019260 + Penalty 3047.620697 = -1517104.398563 nChanged 24 SP:Iteration 29Q (860.658613 sec): 3 clusters Score: Raw -1520154.321687 + Penalty 3047.620697 = -1517106.700991 nChanged 14 SP:Iteration 30Q (860.728400 sec): 3 clusters Score: Raw -1520155.689656 + Penalty 3047.620697 = -1517108.068959 nChanged 13 SP:Iteration 31Q (860.797879 sec): 3 clusters Score: Raw -1520156.924350 + Penalty 3047.620697 = -1517109.303653 nChanged 11 SP:Iteration 32Q (860.852465 sec): 3 clusters Score: Raw -1520157.890647 + Penalty 3047.620697 = -1517110.269951 nChanged 13 SP:Iteration 33Q (860.919772 sec): 3 clusters Score: Raw -1520159.807059 + Penalty 3047.620697 = -1517112.186362 nChanged 14 SP:Iteration 34Q (860.991260 sec): 3 clusters Score: Raw -1520161.814950 + Penalty 3047.620697 = -1517114.194253 nChanged 16 SP:Iteration 35Q (861.051603 sec): 3 clusters Score: Raw -1520163.161732 + Penalty 3047.620697 = -1517115.541035 nChanged 10 SP:Iteration 36Q (861.130505 sec): 3 clusters Score: Raw -1520164.365958 + Penalty 3047.620697 = -1517116.745262 nChanged 18 SP:Iteration 37Q (861.199126 sec): 3 clusters Score: Raw -1520166.852892 + Penalty 3047.620697 = -1517119.232195 nChanged 12 SP:Iteration 38Q (861.256222 sec): 3 clusters Score: Raw -1520167.818713 + Penalty 3047.620697 = -1517120.198016 nChanged 13 SP:Iteration 39Q (861.329018 sec): 3 clusters Score: Raw -1520168.897048 + Penalty 3047.620697 = -1517121.276352 nChanged 6 SP:Iteration 40F (861.393096 sec): 3 clusters Score: Raw -1520169.243672 + Penalty 3047.620697 = -1517121.622975 nChanged 3 SP:Iteration 41Q (861.449688 sec): 3 clusters Score: Raw -1520169.428316 + Penalty 3047.620697 = -1517121.807620 nChanged 2 SP:Iteration 42Q (861.528501 sec): 3 clusters Score: Raw -1520169.782338 + Penalty 3047.620697 = -1517122.161641 nChanged 5 SP:Iteration 43Q (861.595694 sec): 3 clusters Score: Raw -1520170.146963 + Penalty 3047.620697 = -1517122.526266 nChanged 3 SP:Iteration 44Q (861.663528 sec): 3 clusters Score: Raw -1520170.364149 + Penalty 3047.620697 = -1517122.743452 nChanged 3 SP:Iteration 45Q (861.729988 sec): 3 clusters Score: Raw -1520170.619178 + Penalty 3047.620697 = -1517122.998481 nChanged 2 SP:Iteration 46Q (861.786188 sec): 3 clusters Score: Raw -1520170.788223 + Penalty 3047.620697 = -1517123.167527 nChanged 2 SP:Iteration 47Q (861.852199 sec): 3 clusters Score: Raw -1520171.012641 + Penalty 3047.620697 = -1517123.391945 nChanged 5 SP:Iteration 48Q (861.915914 sec): 3 clusters Score: Raw -1520171.342806 + Penalty 3047.620697 = -1517123.722109 nChanged 5 SP:Iteration 49Q (861.986613 sec): 3 clusters Score: Raw -1520171.687565 + Penalty 3047.620697 = -1517124.066868 nChanged 4 SP:Iteration 50Q (862.039681 sec): 3 clusters Score: Raw -1520172.051569 + Penalty 3047.620697 = -1517124.430872 nChanged 8 SP:Iteration 51Q (862.099917 sec): 3 clusters Score: Raw -1520172.611742 + Penalty 3047.620697 = -1517124.991045 nChanged 4 SP:Iteration 52Q (862.173228 sec): 3 clusters Score: Raw -1520172.882368 + Penalty 3047.620697 = -1517125.261672 nChanged 5 SP:Iteration 53Q (862.224990 sec): 3 clusters Score: Raw -1520173.181377 + Penalty 3047.620697 = -1517125.560680 nChanged 3 SP:Iteration 54Q (862.293527 sec): 3 clusters Score: Raw -1520173.367792 + Penalty 3047.620697 = -1517125.747095 nChanged 1 SP:Iteration 55Q (862.343844 sec): 3 clusters Score: Raw -1520173.407866 + Penalty 3047.620697 = -1517125.787170 nChanged 1 SP:Iteration 56Q (862.404142 sec): 3 clusters Score: Raw -1520173.473835 + Penalty 3047.620697 = -1517125.853138 nChanged 1 SP:Iteration 57Q (862.470910 sec): 3 clusters Score: Raw -1520173.520894 + Penalty 3047.620697 = -1517125.900197 nChanged 0 SP:Iteration 58F (862.535838 sec): 3 clusters Score: Raw -1520173.520894 + Penalty 3047.620697 = -1517125.900197 nChanged 0 Trying to split cluster 23 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (862.550093 sec): 2 clusters Score: Raw -42307.676844 + Penalty 981.154024 = -41326.522820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (862.592874 sec): 3 clusters Score: Raw -42347.483703 + Penalty 1962.308049 = -40385.175654 nChanged 108 SP:Iteration 1F (862.640710 sec): 3 clusters Score: Raw -42676.908948 + Penalty 1962.308049 = -40714.600899 nChanged 37 SP:Iteration 2F (862.675662 sec): 3 clusters Score: Raw -42919.866066 + Penalty 1962.308049 = -40957.558017 nChanged 27 SP:Iteration 3F (862.723442 sec): 3 clusters Score: Raw -43051.209417 + Penalty 1962.308049 = -41088.901368 nChanged 14 SP:Iteration 4Q (862.758007 sec): 3 clusters Score: Raw -43091.127164 + Penalty 1962.308049 = -41128.819115 nChanged 5 SP:Iteration 5Q (862.804378 sec): 3 clusters Score: Raw -43101.055776 + Penalty 1962.308049 = -41138.747727 nChanged 4 SP:Iteration 6Q (862.863111 sec): 3 clusters Score: Raw -43107.650279 + Penalty 1962.308049 = -41145.342230 nChanged 2 SP:Iteration 7Q (862.910194 sec): 3 clusters Score: Raw -43112.989370 + Penalty 1962.308049 = -41150.681321 nChanged 1 SP:Iteration 8Q (862.961064 sec): 3 clusters Score: Raw -43113.891129 + Penalty 1962.308049 = -41151.583080 nChanged 0 SP:Iteration 9F (863.008359 sec): 3 clusters Score: Raw -43113.891129 + Penalty 1962.308049 = -41151.583080 nChanged 0 Trying to split cluster 24 (11100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (863.049996 sec): 2 clusters Score: Raw -1437166.903049 + Penalty 1513.638813 = -1435653.264236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (863.120473 sec): 3 clusters Score: Raw -1430862.717535 + Penalty 3027.277626 = -1427835.439909 nChanged 4746 SP:Iteration 1F (863.188544 sec): 3 clusters Score: Raw -1433356.487990 + Penalty 3027.277626 = -1430329.210364 nChanged 706 SP:Iteration 2F (863.252277 sec): 3 clusters Score: Raw -1433691.308469 + Penalty 3027.277626 = -1430664.030843 nChanged 603 SP:Iteration 3F (863.316374 sec): 3 clusters Score: Raw -1434022.002051 + Penalty 3027.277626 = -1430994.724426 nChanged 602 SP:Iteration 4F (863.366431 sec): 3 clusters Score: Raw -1434372.168891 + Penalty 3027.277626 = -1431344.891266 nChanged 589 SP:Iteration 5F (863.434645 sec): 3 clusters Score: Raw -1434715.207383 + Penalty 3027.277626 = -1431687.929758 nChanged 552 SP:Iteration 6Q (863.493576 sec): 3 clusters Score: Raw -1434998.401605 + Penalty 3027.277626 = -1431971.123979 nChanged 499 SP:Iteration 7Q (863.551588 sec): 3 clusters Score: Raw -1435242.622182 + Penalty 3027.277626 = -1432215.344556 nChanged 459 SP:Iteration 8Q (863.613522 sec): 3 clusters Score: Raw -1435456.938340 + Penalty 3027.277626 = -1432429.660714 nChanged 418 SP:Iteration 9Q (863.688215 sec): 3 clusters Score: Raw -1435651.811270 + Penalty 3027.277626 = -1432624.533644 nChanged 357 SP:Iteration 10Q (863.758371 sec): 3 clusters Score: Raw -1435792.881677 + Penalty 3027.277626 = -1432765.604051 nChanged 278 SP:Iteration 11Q (863.823825 sec): 3 clusters Score: Raw -1435904.437864 + Penalty 3027.277626 = -1432877.160238 nChanged 254 SP:Iteration 12Q (863.883353 sec): 3 clusters Score: Raw -1436000.987557 + Penalty 3027.277626 = -1432973.709931 nChanged 232 SP:Iteration 13Q (863.952888 sec): 3 clusters Score: Raw -1436090.720397 + Penalty 3027.277626 = -1433063.442772 nChanged 188 SP:Iteration 14Q (864.023816 sec): 3 clusters Score: Raw -1436150.317443 + Penalty 3027.277626 = -1433123.039817 nChanged 162 SP:Iteration 15Q (864.081765 sec): 3 clusters Score: Raw -1436199.467332 + Penalty 3027.277626 = -1433172.189706 nChanged 170 SP:Iteration 16Q (864.146947 sec): 3 clusters Score: Raw -1436243.910131 + Penalty 3027.277626 = -1433216.632506 nChanged 142 SP:Iteration 17Q (864.213432 sec): 3 clusters Score: Raw -1436277.634747 + Penalty 3027.277626 = -1433250.357121 nChanged 126 SP:Iteration 18Q (864.288104 sec): 3 clusters Score: Raw -1436304.002024 + Penalty 3027.277626 = -1433276.724399 nChanged 94 SP:Iteration 19Q (864.353618 sec): 3 clusters Score: Raw -1436322.021797 + Penalty 3027.277626 = -1433294.744172 nChanged 83 SP:Iteration 20F (864.414565 sec): 3 clusters Score: Raw -1436338.991816 + Penalty 3027.277626 = -1433311.714190 nChanged 75 SP:Iteration 21Q (864.481905 sec): 3 clusters Score: Raw -1436352.006405 + Penalty 3027.277626 = -1433324.728779 nChanged 53 SP:Iteration 22Q (864.554615 sec): 3 clusters Score: Raw -1436359.626583 + Penalty 3027.277626 = -1433332.348957 nChanged 43 SP:Iteration 23Q (864.619321 sec): 3 clusters Score: Raw -1436366.186987 + Penalty 3027.277626 = -1433338.909361 nChanged 36 SP:Iteration 24Q (864.684064 sec): 3 clusters Score: Raw -1436371.936406 + Penalty 3027.277626 = -1433344.658780 nChanged 30 SP:Iteration 25Q (864.738143 sec): 3 clusters Score: Raw -1436375.915695 + Penalty 3027.277626 = -1433348.638069 nChanged 24 SP:Iteration 26Q (864.809106 sec): 3 clusters Score: Raw -1436378.218827 + Penalty 3027.277626 = -1433350.941201 nChanged 23 SP:Iteration 27Q (864.871141 sec): 3 clusters Score: Raw -1436381.297474 + Penalty 3027.277626 = -1433354.019849 nChanged 31 SP:Iteration 28Q (864.937926 sec): 3 clusters Score: Raw -1436384.003017 + Penalty 3027.277626 = -1433356.725391 nChanged 22 SP:Iteration 29Q (864.992059 sec): 3 clusters Score: Raw -1436386.614155 + Penalty 3027.277626 = -1433359.336530 nChanged 23 SP:Iteration 30Q (865.063032 sec): 3 clusters Score: Raw -1436390.033704 + Penalty 3027.277626 = -1433362.756078 nChanged 24 SP:Iteration 31Q (865.124383 sec): 3 clusters Score: Raw -1436392.785267 + Penalty 3027.277626 = -1433365.507641 nChanged 21 SP:Iteration 32Q (865.177008 sec): 3 clusters Score: Raw -1436395.657613 + Penalty 3027.277626 = -1433368.379987 nChanged 23 SP:Iteration 33Q (865.239733 sec): 3 clusters Score: Raw -1436398.070497 + Penalty 3027.277626 = -1433370.792871 nChanged 16 SP:Iteration 34Q (865.312781 sec): 3 clusters Score: Raw -1436399.430953 + Penalty 3027.277626 = -1433372.153327 nChanged 15 SP:Iteration 35Q (865.364414 sec): 3 clusters Score: Raw -1436400.662620 + Penalty 3027.277626 = -1433373.384994 nChanged 12 SP:Iteration 36Q (865.427144 sec): 3 clusters Score: Raw -1436401.780126 + Penalty 3027.277626 = -1433374.502500 nChanged 17 SP:Iteration 37Q (865.490404 sec): 3 clusters Score: Raw -1436403.342706 + Penalty 3027.277626 = -1433376.065080 nChanged 20 SP:Iteration 38Q (865.563117 sec): 3 clusters Score: Raw -1436406.169747 + Penalty 3027.277626 = -1433378.892121 nChanged 15 SP:Iteration 39Q (865.614010 sec): 3 clusters Score: Raw -1436407.919762 + Penalty 3027.277626 = -1433380.642136 nChanged 12 SP:Iteration 40F (865.675079 sec): 3 clusters Score: Raw -1436409.361090 + Penalty 3027.277626 = -1433382.083464 nChanged 21 SP:Iteration 41Q (865.737852 sec): 3 clusters Score: Raw -1436412.287748 + Penalty 3027.277626 = -1433385.010122 nChanged 19 SP:Iteration 42Q (865.806310 sec): 3 clusters Score: Raw -1436414.596994 + Penalty 3027.277626 = -1433387.319368 nChanged 21 SP:Iteration 43Q (865.868210 sec): 3 clusters Score: Raw -1436417.580245 + Penalty 3027.277626 = -1433390.302619 nChanged 24 SP:Iteration 44Q (865.919201 sec): 3 clusters Score: Raw -1436420.756510 + Penalty 3027.277626 = -1433393.478884 nChanged 23 SP:Iteration 45Q (865.978475 sec): 3 clusters Score: Raw -1436423.313371 + Penalty 3027.277626 = -1433396.035745 nChanged 23 SP:Iteration 46Q (866.039090 sec): 3 clusters Score: Raw -1436426.241824 + Penalty 3027.277626 = -1433398.964198 nChanged 27 SP:Iteration 47Q (866.102995 sec): 3 clusters Score: Raw -1436428.738352 + Penalty 3027.277626 = -1433401.460726 nChanged 23 SP:Iteration 48Q (866.157934 sec): 3 clusters Score: Raw -1436431.005414 + Penalty 3027.277626 = -1433403.727789 nChanged 19 SP:Iteration 49Q (866.218427 sec): 3 clusters Score: Raw -1436433.676033 + Penalty 3027.277626 = -1433406.398407 nChanged 20 SP:Iteration 50Q (866.286599 sec): 3 clusters Score: Raw -1436436.515007 + Penalty 3027.277626 = -1433409.237382 nChanged 19 SP:Iteration 51Q (866.336995 sec): 3 clusters Score: Raw -1436439.770211 + Penalty 3027.277626 = -1433412.492585 nChanged 19 SP:Iteration 52Q (866.407135 sec): 3 clusters Score: Raw -1436442.491845 + Penalty 3027.277626 = -1433415.214219 nChanged 15 SP:Iteration 53Q (866.458205 sec): 3 clusters Score: Raw -1436444.283733 + Penalty 3027.277626 = -1433417.006107 nChanged 18 SP:Iteration 54Q (866.523201 sec): 3 clusters Score: Raw -1436446.252291 + Penalty 3027.277626 = -1433418.974665 nChanged 19 SP:Iteration 55Q (866.585211 sec): 3 clusters Score: Raw -1436448.315028 + Penalty 3027.277626 = -1433421.037402 nChanged 11 SP:Iteration 56Q (866.651859 sec): 3 clusters Score: Raw -1436449.845933 + Penalty 3027.277626 = -1433422.568307 nChanged 18 SP:Iteration 57Q (866.718048 sec): 3 clusters Score: Raw -1436451.542643 + Penalty 3027.277626 = -1433424.265017 nChanged 13 SP:Iteration 58Q (866.792642 sec): 3 clusters Score: Raw -1436452.604706 + Penalty 3027.277626 = -1433425.327080 nChanged 6 SP:Iteration 59Q (866.859348 sec): 3 clusters Score: Raw -1436453.478908 + Penalty 3027.277626 = -1433426.201282 nChanged 10 SP:Iteration 60F (866.920613 sec): 3 clusters Score: Raw -1436454.970165 + Penalty 3027.277626 = -1433427.692539 nChanged 10 SP:Iteration 61Q (866.992775 sec): 3 clusters Score: Raw -1436455.839866 + Penalty 3027.277626 = -1433428.562240 nChanged 9 SP:Iteration 62Q (867.048927 sec): 3 clusters Score: Raw -1436456.846793 + Penalty 3027.277626 = -1433429.569167 nChanged 10 SP:Iteration 63Q (867.119623 sec): 3 clusters Score: Raw -1436457.945233 + Penalty 3027.277626 = -1433430.667607 nChanged 12 SP:Iteration 64Q (867.183663 sec): 3 clusters Score: Raw -1436458.783977 + Penalty 3027.277626 = -1433431.506351 nChanged 8 SP:Iteration 65Q (867.252031 sec): 3 clusters Score: Raw -1436459.645971 + Penalty 3027.277626 = -1433432.368346 nChanged 11 SP:Iteration 66Q (867.308055 sec): 3 clusters Score: Raw -1436460.806787 + Penalty 3027.277626 = -1433433.529161 nChanged 9 SP:Iteration 67Q (867.375091 sec): 3 clusters Score: Raw -1436461.422369 + Penalty 3027.277626 = -1433434.144743 nChanged 6 SP:Iteration 68Q (867.451473 sec): 3 clusters Score: Raw -1436461.969952 + Penalty 3027.277626 = -1433434.692326 nChanged 7 SP:Iteration 69Q (867.517163 sec): 3 clusters Score: Raw -1436462.464827 + Penalty 3027.277626 = -1433435.187201 nChanged 4 SP:Iteration 70Q (867.583051 sec): 3 clusters Score: Raw -1436462.709831 + Penalty 3027.277626 = -1433435.432205 nChanged 5 SP:Iteration 71Q (867.635731 sec): 3 clusters Score: Raw -1436463.255512 + Penalty 3027.277626 = -1433435.977886 nChanged 8 SP:Iteration 72Q (867.709649 sec): 3 clusters Score: Raw -1436464.081948 + Penalty 3027.277626 = -1433436.804322 nChanged 8 SP:Iteration 73Q (867.766421 sec): 3 clusters Score: Raw -1436464.684142 + Penalty 3027.277626 = -1433437.406516 nChanged 8 SP:Iteration 74Q (867.842614 sec): 3 clusters Score: Raw -1436465.382021 + Penalty 3027.277626 = -1433438.104395 nChanged 2 SP:Iteration 75Q (867.909105 sec): 3 clusters Score: Raw -1436465.560875 + Penalty 3027.277626 = -1433438.283249 nChanged 2 SP:Iteration 76Q (867.969693 sec): 3 clusters Score: Raw -1436465.646077 + Penalty 3027.277626 = -1433438.368451 nChanged 2 SP:Iteration 77Q (868.022761 sec): 3 clusters Score: Raw -1436465.817841 + Penalty 3027.277626 = -1433438.540215 nChanged 2 SP:Iteration 78Q (868.099998 sec): 3 clusters Score: Raw -1436465.921381 + Penalty 3027.277626 = -1433438.643755 nChanged 1 SP:Iteration 79Q (868.153762 sec): 3 clusters Score: Raw -1436465.960651 + Penalty 3027.277626 = -1433438.683026 nChanged 0 SP:Iteration 80F (868.217106 sec): 3 clusters Score: Raw -1436465.960651 + Penalty 3027.277626 = -1433438.683026 nChanged 0 Trying to split cluster 25 (12863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (868.272521 sec): 2 clusters Score: Raw -1584893.783360 + Penalty 1537.592916 = -1583356.190444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (868.342583 sec): 3 clusters Score: Raw -1577471.710454 + Penalty 3075.185832 = -1574396.524622 nChanged 5636 SP:Iteration 1F (868.401148 sec): 3 clusters Score: Raw -1581097.746219 + Penalty 3075.185832 = -1578022.560387 nChanged 1092 SP:Iteration 2F (868.480495 sec): 3 clusters Score: Raw -1582030.988953 + Penalty 3075.185832 = -1578955.803121 nChanged 1094 SP:Iteration 3F (868.550988 sec): 3 clusters Score: Raw -1583074.541961 + Penalty 3075.185832 = -1579999.356129 nChanged 1036 SP:Iteration 4F (868.603243 sec): 3 clusters Score: Raw -1583952.510643 + Penalty 3075.185832 = -1580877.324811 nChanged 855 SP:Iteration 5F (868.678407 sec): 3 clusters Score: Raw -1584562.098753 + Penalty 3075.185832 = -1581486.912921 nChanged 692 SP:Iteration 6F (868.734893 sec): 3 clusters Score: Raw -1584954.358496 + Penalty 3075.185832 = -1581879.172664 nChanged 509 SP:Iteration 7Q (868.782639 sec): 3 clusters Score: Raw -1585217.137672 + Penalty 3075.185832 = -1582141.951841 nChanged 405 SP:Iteration 8Q (868.849543 sec): 3 clusters Score: Raw -1585403.346363 + Penalty 3075.185832 = -1582328.160531 nChanged 339 SP:Iteration 9Q (868.909673 sec): 3 clusters Score: Raw -1585547.095100 + Penalty 3075.185832 = -1582471.909268 nChanged 277 SP:Iteration 10Q (868.969643 sec): 3 clusters Score: Raw -1585656.343275 + Penalty 3075.185832 = -1582581.157443 nChanged 241 SP:Iteration 11Q (869.037125 sec): 3 clusters Score: Raw -1585751.041161 + Penalty 3075.185832 = -1582675.855330 nChanged 211 SP:Iteration 12Q (869.091289 sec): 3 clusters Score: Raw -1585836.437001 + Penalty 3075.185832 = -1582761.251169 nChanged 195 SP:Iteration 13Q (869.157077 sec): 3 clusters Score: Raw -1585912.894451 + Penalty 3075.185832 = -1582837.708619 nChanged 181 SP:Iteration 14Q (869.217058 sec): 3 clusters Score: Raw -1585978.000215 + Penalty 3075.185832 = -1582902.814383 nChanged 176 SP:Iteration 15Q (869.276455 sec): 3 clusters Score: Raw -1586032.378539 + Penalty 3075.185832 = -1582957.192707 nChanged 155 SP:Iteration 16Q (869.343762 sec): 3 clusters Score: Raw -1586080.949725 + Penalty 3075.185832 = -1583005.763893 nChanged 131 SP:Iteration 17Q (869.394641 sec): 3 clusters Score: Raw -1586117.327386 + Penalty 3075.185832 = -1583042.141554 nChanged 103 SP:Iteration 18Q (869.462083 sec): 3 clusters Score: Raw -1586140.147580 + Penalty 3075.185832 = -1583064.961748 nChanged 87 SP:Iteration 19Q (869.512932 sec): 3 clusters Score: Raw -1586158.198806 + Penalty 3075.185832 = -1583083.012974 nChanged 88 SP:Iteration 20F (869.571848 sec): 3 clusters Score: Raw -1586179.169712 + Penalty 3075.185832 = -1583103.983880 nChanged 83 SP:Iteration 21Q (869.635254 sec): 3 clusters Score: Raw -1586196.353847 + Penalty 3075.185832 = -1583121.168015 nChanged 71 SP:Iteration 22Q (869.693805 sec): 3 clusters Score: Raw -1586213.040162 + Penalty 3075.185832 = -1583137.854330 nChanged 62 SP:Iteration 23Q (869.754319 sec): 3 clusters Score: Raw -1586222.251072 + Penalty 3075.185832 = -1583147.065240 nChanged 44 SP:Iteration 24Q (869.814510 sec): 3 clusters Score: Raw -1586228.500031 + Penalty 3075.185832 = -1583153.314200 nChanged 39 SP:Iteration 25Q (869.889430 sec): 3 clusters Score: Raw -1586233.761262 + Penalty 3075.185832 = -1583158.575430 nChanged 45 SP:Iteration 26Q (869.956622 sec): 3 clusters Score: Raw -1586240.887836 + Penalty 3075.185832 = -1583165.702004 nChanged 45 SP:Iteration 27Q (870.010633 sec): 3 clusters Score: Raw -1586250.099609 + Penalty 3075.185832 = -1583174.913777 nChanged 51 SP:Iteration 28Q (870.074636 sec): 3 clusters Score: Raw -1586259.855624 + Penalty 3075.185832 = -1583184.669792 nChanged 60 SP:Iteration 29Q (870.143221 sec): 3 clusters Score: Raw -1586272.577694 + Penalty 3075.185832 = -1583197.391862 nChanged 61 SP:Iteration 30Q (870.212670 sec): 3 clusters Score: Raw -1586285.130342 + Penalty 3075.185832 = -1583209.944510 nChanged 71 SP:Iteration 31Q (870.289790 sec): 3 clusters Score: Raw -1586299.316628 + Penalty 3075.185832 = -1583224.130796 nChanged 61 SP:Iteration 32Q (870.358640 sec): 3 clusters Score: Raw -1586311.555869 + Penalty 3075.185832 = -1583236.370037 nChanged 64 SP:Iteration 33Q (870.421168 sec): 3 clusters Score: Raw -1586323.557366 + Penalty 3075.185832 = -1583248.371534 nChanged 74 SP:Iteration 34Q (870.483330 sec): 3 clusters Score: Raw -1586342.027880 + Penalty 3075.185832 = -1583266.842048 nChanged 88 SP:Iteration 35Q (870.561856 sec): 3 clusters Score: Raw -1586366.070789 + Penalty 3075.185832 = -1583290.884957 nChanged 93 SP:Iteration 36Q (870.631372 sec): 3 clusters Score: Raw -1586392.008723 + Penalty 3075.185832 = -1583316.822891 nChanged 111 SP:Iteration 37Q (870.692660 sec): 3 clusters Score: Raw -1586425.185555 + Penalty 3075.185832 = -1583349.999723 nChanged 111 SP:Iteration 38Q (870.750387 sec): 3 clusters Score: Raw -1586462.088914 + Penalty 3075.185832 = -1583386.903082 nChanged 138 SP:Iteration 39Q (870.826759 sec): 3 clusters Score: Raw -1586514.003167 + Penalty 3075.185832 = -1583438.817335 nChanged 151 SP:Iteration 40F (870.884817 sec): 3 clusters Score: Raw -1586571.141133 + Penalty 3075.185832 = -1583495.955302 nChanged 152 SP:Iteration 41Q (870.950106 sec): 3 clusters Score: Raw -1586633.119451 + Penalty 3075.185832 = -1583557.933619 nChanged 161 SP:Iteration 42Q (871.022345 sec): 3 clusters Score: Raw -1586698.864527 + Penalty 3075.185832 = -1583623.678695 nChanged 177 SP:Iteration 43Q (871.076254 sec): 3 clusters Score: Raw -1586764.860809 + Penalty 3075.185832 = -1583689.674977 nChanged 164 SP:Iteration 44Q (871.153211 sec): 3 clusters Score: Raw -1586831.971109 + Penalty 3075.185832 = -1583756.785277 nChanged 153 SP:Iteration 45Q (871.211700 sec): 3 clusters Score: Raw -1586884.180769 + Penalty 3075.185832 = -1583808.994937 nChanged 136 SP:Iteration 46Q (871.291925 sec): 3 clusters Score: Raw -1586926.894514 + Penalty 3075.185832 = -1583851.708682 nChanged 124 SP:Iteration 47Q (871.361053 sec): 3 clusters Score: Raw -1586961.380183 + Penalty 3075.185832 = -1583886.194351 nChanged 90 SP:Iteration 48Q (871.419461 sec): 3 clusters Score: Raw -1586980.148180 + Penalty 3075.185832 = -1583904.962349 nChanged 75 SP:Iteration 49Q (871.495031 sec): 3 clusters Score: Raw -1586996.041458 + Penalty 3075.185832 = -1583920.855626 nChanged 66 SP:Iteration 50Q (871.560917 sec): 3 clusters Score: Raw -1587008.233030 + Penalty 3075.185832 = -1583933.047198 nChanged 47 SP:Iteration 51Q (871.631489 sec): 3 clusters Score: Raw -1587015.125212 + Penalty 3075.185832 = -1583939.939380 nChanged 43 SP:Iteration 52Q (871.691874 sec): 3 clusters Score: Raw -1587022.906319 + Penalty 3075.185832 = -1583947.720487 nChanged 37 SP:Iteration 53Q (871.755249 sec): 3 clusters Score: Raw -1587029.668014 + Penalty 3075.185832 = -1583954.482182 nChanged 35 SP:Iteration 54Q (871.830194 sec): 3 clusters Score: Raw -1587036.211506 + Penalty 3075.185832 = -1583961.025675 nChanged 34 SP:Iteration 55Q (871.889144 sec): 3 clusters Score: Raw -1587040.415584 + Penalty 3075.185832 = -1583965.229752 nChanged 27 SP:Iteration 56Q (871.960010 sec): 3 clusters Score: Raw -1587043.606300 + Penalty 3075.185832 = -1583968.420468 nChanged 17 SP:Iteration 57Q (872.022716 sec): 3 clusters Score: Raw -1587045.722076 + Penalty 3075.185832 = -1583970.536244 nChanged 12 SP:Iteration 58Q (872.104209 sec): 3 clusters Score: Raw -1587046.715820 + Penalty 3075.185832 = -1583971.529988 nChanged 6 SP:Iteration 59Q (872.174938 sec): 3 clusters Score: Raw -1587047.404971 + Penalty 3075.185832 = -1583972.219139 nChanged 3 SP:Iteration 60F (872.245510 sec): 3 clusters Score: Raw -1587047.853732 + Penalty 3075.185832 = -1583972.667900 nChanged 4 SP:Iteration 61Q (872.316541 sec): 3 clusters Score: Raw -1587048.469799 + Penalty 3075.185832 = -1583973.283967 nChanged 4 SP:Iteration 62Q (872.381844 sec): 3 clusters Score: Raw -1587048.740563 + Penalty 3075.185832 = -1583973.554731 nChanged 2 SP:Iteration 63Q (872.445114 sec): 3 clusters Score: Raw -1587048.969702 + Penalty 3075.185832 = -1583973.783870 nChanged 3 SP:Iteration 64Q (872.513663 sec): 3 clusters Score: Raw -1587049.191883 + Penalty 3075.185832 = -1583974.006051 nChanged 1 SP:Iteration 65Q (872.578801 sec): 3 clusters Score: Raw -1587049.284163 + Penalty 3075.185832 = -1583974.098331 nChanged 2 SP:Iteration 66Q (872.634679 sec): 3 clusters Score: Raw -1587049.370458 + Penalty 3075.185832 = -1583974.184626 nChanged 3 SP:Iteration 67Q (872.697672 sec): 3 clusters Score: Raw -1587049.510952 + Penalty 3075.185832 = -1583974.325121 nChanged 5 SP:Iteration 68Q (872.763507 sec): 3 clusters Score: Raw -1587049.819846 + Penalty 3075.185832 = -1583974.634014 nChanged 6 SP:Iteration 69Q (872.829359 sec): 3 clusters Score: Raw -1587050.534371 + Penalty 3075.185832 = -1583975.348539 nChanged 6 SP:Iteration 70Q (872.897278 sec): 3 clusters Score: Raw -1587050.946404 + Penalty 3075.185832 = -1583975.760573 nChanged 1 SP:Iteration 71Q (872.962495 sec): 3 clusters Score: Raw -1587050.994703 + Penalty 3075.185832 = -1583975.808871 nChanged 0 SP:Iteration 72F (873.030887 sec): 3 clusters Score: Raw -1587050.994703 + Penalty 3075.185832 = -1583975.808871 nChanged 0 Score: Raw -84115095.099682 + Penalty 82999.129075 = -84032095.970607 Splitting cluster 25 changes total score from -84027485.725029 to -84032095.970607 So it's getting split into cluster 38. Trying to split cluster 26 (3160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (888.786127 sec): 2 clusters Score: Raw -400067.020657 + Penalty 1309.478187 = -398757.542469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (888.838675 sec): 3 clusters Score: Raw -398566.972698 + Penalty 2618.956375 = -395948.016323 nChanged 1212 SP:Iteration 1F (888.889460 sec): 3 clusters Score: Raw -399317.964117 + Penalty 2618.956375 = -396699.007742 nChanged 261 SP:Iteration 2F (888.928632 sec): 3 clusters Score: Raw -399508.786762 + Penalty 2618.956375 = -396889.830387 nChanged 216 SP:Iteration 3F (888.940357 sec): 3 clusters Score: Raw -399655.683501 + Penalty 2618.956375 = -397036.727126 nChanged 156 SP:Iteration 4Q (888.956132 sec): 3 clusters Score: Raw -399769.070225 + Penalty 2618.956375 = -397150.113850 nChanged 120 SP:Iteration 5Q (888.971594 sec): 3 clusters Score: Raw -399850.424537 + Penalty 2618.956375 = -397231.468163 nChanged 123 SP:Iteration 6Q (888.987041 sec): 3 clusters Score: Raw -399944.593099 + Penalty 2618.956375 = -397325.636724 nChanged 107 SP:Iteration 7Q (889.002334 sec): 3 clusters Score: Raw -400023.322544 + Penalty 2618.956375 = -397404.366170 nChanged 97 SP:Iteration 8Q (889.017771 sec): 3 clusters Score: Raw -400081.577993 + Penalty 2618.956375 = -397462.621618 nChanged 71 SP:Iteration 9Q (889.033221 sec): 3 clusters Score: Raw -400128.512102 + Penalty 2618.956375 = -397509.555728 nChanged 65 SP:Iteration 10Q (889.084331 sec): 3 clusters Score: Raw -400165.795609 + Penalty 2618.956375 = -397546.839234 nChanged 42 SP:Iteration 11Q (889.141725 sec): 3 clusters Score: Raw -400191.425595 + Penalty 2618.956375 = -397572.469221 nChanged 38 SP:Iteration 12Q (889.177943 sec): 3 clusters Score: Raw -400212.318522 + Penalty 2618.956375 = -397593.362147 nChanged 26 SP:Iteration 13Q (889.221358 sec): 3 clusters Score: Raw -400225.920832 + Penalty 2618.956375 = -397606.964457 nChanged 27 SP:Iteration 14Q (889.267908 sec): 3 clusters Score: Raw -400236.727752 + Penalty 2618.956375 = -397617.771378 nChanged 21 SP:Iteration 15Q (889.309899 sec): 3 clusters Score: Raw -400247.861485 + Penalty 2618.956375 = -397628.905110 nChanged 23 SP:Iteration 16Q (889.359221 sec): 3 clusters Score: Raw -400257.083113 + Penalty 2618.956375 = -397638.126738 nChanged 12 SP:Iteration 17Q (889.396448 sec): 3 clusters Score: Raw -400263.121699 + Penalty 2618.956375 = -397644.165325 nChanged 11 SP:Iteration 18Q (889.444731 sec): 3 clusters Score: Raw -400267.861845 + Penalty 2618.956375 = -397648.905470 nChanged 12 SP:Iteration 19Q (889.495129 sec): 3 clusters Score: Raw -400273.207635 + Penalty 2618.956375 = -397654.251261 nChanged 5 SP:Iteration 20F (889.544070 sec): 3 clusters Score: Raw -400275.194130 + Penalty 2618.956375 = -397656.237755 nChanged 3 SP:Iteration 21Q (889.584108 sec): 3 clusters Score: Raw -400275.905054 + Penalty 2618.956375 = -397656.948679 nChanged 0 SP:Iteration 22F (889.637253 sec): 3 clusters Score: Raw -400275.905054 + Penalty 2618.956375 = -397656.948679 nChanged 0 Trying to split cluster 27 (1844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (889.663454 sec): 2 clusters Score: Raw -211270.196621 + Penalty 1221.950016 = -210048.246605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (889.704357 sec): 3 clusters Score: Raw -210589.433876 + Penalty 2443.900031 = -208145.533844 nChanged 642 SP:Iteration 1F (889.751948 sec): 3 clusters Score: Raw -211105.069176 + Penalty 2443.900031 = -208661.169144 nChanged 175 SP:Iteration 2F (889.794065 sec): 3 clusters Score: Raw -211340.719067 + Penalty 2443.900031 = -208896.819036 nChanged 136 SP:Iteration 3F (889.840539 sec): 3 clusters Score: Raw -211506.002319 + Penalty 2443.900031 = -209062.102288 nChanged 95 SP:Iteration 4F (889.874701 sec): 3 clusters Score: Raw -211594.287047 + Penalty 2443.900031 = -209150.387016 nChanged 62 SP:Iteration 5Q (889.915917 sec): 3 clusters Score: Raw -211651.566512 + Penalty 2443.900031 = -209207.666480 nChanged 50 SP:Iteration 6Q (889.968921 sec): 3 clusters Score: Raw -211694.956764 + Penalty 2443.900031 = -209251.056732 nChanged 39 SP:Iteration 7Q (890.007504 sec): 3 clusters Score: Raw -211729.349131 + Penalty 2443.900031 = -209285.449099 nChanged 45 SP:Iteration 8Q (890.044753 sec): 3 clusters Score: Raw -211785.757948 + Penalty 2443.900031 = -209341.857917 nChanged 47 SP:Iteration 9Q (890.089195 sec): 3 clusters Score: Raw -211834.502229 + Penalty 2443.900031 = -209390.602197 nChanged 38 SP:Iteration 10Q (890.137754 sec): 3 clusters Score: Raw -211878.022501 + Penalty 2443.900031 = -209434.122469 nChanged 42 SP:Iteration 11Q (890.186069 sec): 3 clusters Score: Raw -211907.869868 + Penalty 2443.900031 = -209463.969837 nChanged 28 SP:Iteration 12Q (890.227934 sec): 3 clusters Score: Raw -211932.464538 + Penalty 2443.900031 = -209488.564507 nChanged 27 SP:Iteration 13Q (890.272346 sec): 3 clusters Score: Raw -211959.150324 + Penalty 2443.900031 = -209515.250293 nChanged 24 SP:Iteration 14Q (890.316714 sec): 3 clusters Score: Raw -211976.308420 + Penalty 2443.900031 = -209532.408388 nChanged 15 SP:Iteration 15Q (890.351885 sec): 3 clusters Score: Raw -211982.913136 + Penalty 2443.900031 = -209539.013104 nChanged 5 SP:Iteration 16Q (890.397032 sec): 3 clusters Score: Raw -211984.683589 + Penalty 2443.900031 = -209540.783557 nChanged 4 SP:Iteration 17Q (890.437413 sec): 3 clusters Score: Raw -211987.533625 + Penalty 2443.900031 = -209543.633593 nChanged 3 SP:Iteration 18Q (890.476399 sec): 3 clusters Score: Raw -211989.022091 + Penalty 2443.900031 = -209545.122059 nChanged 1 SP:Iteration 19Q (890.515026 sec): 3 clusters Score: Raw -211989.437826 + Penalty 2443.900031 = -209545.537795 nChanged 1 SP:Iteration 20F (890.559227 sec): 3 clusters Score: Raw -211990.235958 + Penalty 2443.900031 = -209546.335927 nChanged 1 SP:Iteration 21Q (890.595030 sec): 3 clusters Score: Raw -211990.707415 + Penalty 2443.900031 = -209546.807383 nChanged 2 SP:Iteration 22Q (890.643129 sec): 3 clusters Score: Raw -211994.156721 + Penalty 2443.900031 = -209550.256690 nChanged 6 SP:Iteration 23Q (890.675309 sec): 3 clusters Score: Raw -211998.351209 + Penalty 2443.900031 = -209554.451177 nChanged 8 SP:Iteration 24Q (890.716686 sec): 3 clusters Score: Raw -212006.621468 + Penalty 2443.900031 = -209562.721436 nChanged 10 SP:Iteration 25Q (890.761399 sec): 3 clusters Score: Raw -212013.505187 + Penalty 2443.900031 = -209569.605156 nChanged 9 SP:Iteration 26Q (890.814701 sec): 3 clusters Score: Raw -212018.469020 + Penalty 2443.900031 = -209574.568989 nChanged 3 SP:Iteration 27Q (890.853729 sec): 3 clusters Score: Raw -212023.249050 + Penalty 2443.900031 = -209579.349019 nChanged 7 SP:Iteration 28Q (890.903005 sec): 3 clusters Score: Raw -212034.057313 + Penalty 2443.900031 = -209590.157282 nChanged 8 SP:Iteration 29Q (890.950925 sec): 3 clusters Score: Raw -212039.318429 + Penalty 2443.900031 = -209595.418398 nChanged 8 SP:Iteration 30Q (890.993922 sec): 3 clusters Score: Raw -212045.162876 + Penalty 2443.900031 = -209601.262845 nChanged 11 SP:Iteration 31Q (891.046867 sec): 3 clusters Score: Raw -212051.844819 + Penalty 2443.900031 = -209607.944787 nChanged 5 SP:Iteration 32Q (891.087639 sec): 3 clusters Score: Raw -212055.028771 + Penalty 2443.900031 = -209611.128740 nChanged 5 SP:Iteration 33Q (891.112352 sec): 3 clusters Score: Raw -212056.940676 + Penalty 2443.900031 = -209613.040645 nChanged 1 SP:Iteration 34Q (891.145836 sec): 3 clusters Score: Raw -212058.335120 + Penalty 2443.900031 = -209614.435088 nChanged 3 SP:Iteration 35Q (891.195420 sec): 3 clusters Score: Raw -212060.072923 + Penalty 2443.900031 = -209616.172892 nChanged 3 SP:Iteration 36Q (891.236676 sec): 3 clusters Score: Raw -212062.577975 + Penalty 2443.900031 = -209618.677943 nChanged 3 SP:Iteration 37Q (891.274031 sec): 3 clusters Score: Raw -212064.948767 + Penalty 2443.900031 = -209621.048736 nChanged 1 SP:Iteration 38Q (891.304311 sec): 3 clusters Score: Raw -212065.163299 + Penalty 2443.900031 = -209621.263268 nChanged 1 SP:Iteration 39Q (891.354670 sec): 3 clusters Score: Raw -212065.455373 + Penalty 2443.900031 = -209621.555342 nChanged 0 SP:Iteration 40F (891.405328 sec): 3 clusters Score: Raw -212065.455373 + Penalty 2443.900031 = -209621.555342 nChanged 0 Trying to split cluster 28 (47638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (891.485143 sec): 2 clusters Score: Raw -5931701.609206 + Penalty 1750.350232 = -5929951.258974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (891.603105 sec): 3 clusters Score: Raw -5901582.621138 + Penalty 3500.700463 = -5898081.920674 nChanged 22347 SP:Iteration 1F (891.725939 sec): 3 clusters Score: Raw -5914699.449426 + Penalty 3500.700463 = -5911198.748963 nChanged 2288 SP:Iteration 2Q (891.839528 sec): 3 clusters Score: Raw -5915710.280373 + Penalty 3500.700463 = -5912209.579909 nChanged 2482 SP:Iteration 3F (891.957455 sec): 3 clusters Score: Raw -5917045.577524 + Penalty 3500.700463 = -5913544.877061 nChanged 2695 SP:Iteration 4F (892.079813 sec): 3 clusters Score: Raw -5918655.362399 + Penalty 3500.700463 = -5915154.661935 nChanged 2938 SP:Iteration 5F (892.195534 sec): 3 clusters Score: Raw -5920745.321692 + Penalty 3500.700463 = -5917244.621228 nChanged 3204 SP:Iteration 6F (892.289061 sec): 3 clusters Score: Raw -5923330.705670 + Penalty 3500.700463 = -5919830.005206 nChanged 3161 SP:Iteration 7F (892.407906 sec): 3 clusters Score: Raw -5925740.982165 + Penalty 3500.700463 = -5922240.281701 nChanged 2488 SP:Iteration 8F (892.521483 sec): 3 clusters Score: Raw -5927096.977088 + Penalty 3500.700463 = -5923596.276624 nChanged 1643 SP:Iteration 9Q (892.643316 sec): 3 clusters Score: Raw -5927643.143344 + Penalty 3500.700463 = -5924142.442880 nChanged 880 SP:Iteration 10Q (892.758691 sec): 3 clusters Score: Raw -5927860.735214 + Penalty 3500.700463 = -5924360.034751 nChanged 611 SP:Iteration 11Q (892.882916 sec): 3 clusters Score: Raw -5927991.219385 + Penalty 3500.700463 = -5924490.518921 nChanged 471 SP:Iteration 12Q (892.971224 sec): 3 clusters Score: Raw -5928093.461366 + Penalty 3500.700463 = -5924592.760903 nChanged 422 SP:Iteration 13Q (893.092549 sec): 3 clusters Score: Raw -5928176.936800 + Penalty 3500.700463 = -5924676.236337 nChanged 404 SP:Iteration 14Q (893.210115 sec): 3 clusters Score: Raw -5928254.419088 + Penalty 3500.700463 = -5924753.718625 nChanged 378 SP:Iteration 15Q (893.324733 sec): 3 clusters Score: Raw -5928324.795163 + Penalty 3500.700463 = -5924824.094699 nChanged 371 SP:Iteration 16Q (893.449618 sec): 3 clusters Score: Raw -5928392.509571 + Penalty 3500.700463 = -5924891.809108 nChanged 376 SP:Iteration 17Q (893.558949 sec): 3 clusters Score: Raw -5928458.097672 + Penalty 3500.700463 = -5924957.397208 nChanged 340 SP:Iteration 18Q (893.675352 sec): 3 clusters Score: Raw -5928515.762589 + Penalty 3500.700463 = -5925015.062126 nChanged 318 SP:Iteration 19Q (893.793010 sec): 3 clusters Score: Raw -5928571.024564 + Penalty 3500.700463 = -5925070.324100 nChanged 335 SP:Iteration 20F (893.912403 sec): 3 clusters Score: Raw -5928630.014427 + Penalty 3500.700463 = -5925129.313963 nChanged 329 SP:Iteration 21Q (894.027187 sec): 3 clusters Score: Raw -5928681.459191 + Penalty 3500.700463 = -5925180.758727 nChanged 295 SP:Iteration 22Q (894.149269 sec): 3 clusters Score: Raw -5928727.394783 + Penalty 3500.700463 = -5925226.694320 nChanged 317 SP:Iteration 23Q (894.242674 sec): 3 clusters Score: Raw -5928774.133045 + Penalty 3500.700463 = -5925273.432581 nChanged 285 SP:Iteration 24Q (894.363521 sec): 3 clusters Score: Raw -5928818.181936 + Penalty 3500.700463 = -5925317.481473 nChanged 267 SP:Iteration 25Q (894.467228 sec): 3 clusters Score: Raw -5928852.371464 + Penalty 3500.700463 = -5925351.671001 nChanged 250 SP:Iteration 26Q (894.580994 sec): 3 clusters Score: Raw -5928886.237130 + Penalty 3500.700463 = -5925385.536667 nChanged 252 SP:Iteration 27Q (894.667854 sec): 3 clusters Score: Raw -5928919.648601 + Penalty 3500.700463 = -5925418.948138 nChanged 245 SP:Iteration 28Q (894.789204 sec): 3 clusters Score: Raw -5928952.758250 + Penalty 3500.700463 = -5925452.057787 nChanged 244 SP:Iteration 29Q (894.906467 sec): 3 clusters Score: Raw -5928988.113275 + Penalty 3500.700463 = -5925487.412811 nChanged 249 SP:Iteration 30Q (895.025207 sec): 3 clusters Score: Raw -5929021.769777 + Penalty 3500.700463 = -5925521.069314 nChanged 237 SP:Iteration 31Q (895.139630 sec): 3 clusters Score: Raw -5929050.942240 + Penalty 3500.700463 = -5925550.241777 nChanged 219 SP:Iteration 32Q (895.257180 sec): 3 clusters Score: Raw -5929079.425840 + Penalty 3500.700463 = -5925578.725377 nChanged 225 SP:Iteration 33Q (895.358746 sec): 3 clusters Score: Raw -5929111.470404 + Penalty 3500.700463 = -5925610.769941 nChanged 234 SP:Iteration 34Q (895.484888 sec): 3 clusters Score: Raw -5929144.781317 + Penalty 3500.700463 = -5925644.080854 nChanged 242 SP:Iteration 35Q (895.600882 sec): 3 clusters Score: Raw -5929182.007053 + Penalty 3500.700463 = -5925681.306590 nChanged 278 SP:Iteration 36Q (895.723324 sec): 3 clusters Score: Raw -5929223.364453 + Penalty 3500.700463 = -5925722.663990 nChanged 266 SP:Iteration 37Q (895.849312 sec): 3 clusters Score: Raw -5929264.391765 + Penalty 3500.700463 = -5925763.691302 nChanged 287 SP:Iteration 38Q (895.962329 sec): 3 clusters Score: Raw -5929309.668158 + Penalty 3500.700463 = -5925808.967694 nChanged 284 SP:Iteration 39Q (896.080251 sec): 3 clusters Score: Raw -5929353.989351 + Penalty 3500.700463 = -5925853.288887 nChanged 290 SP:Iteration 40F (896.202983 sec): 3 clusters Score: Raw -5929401.391687 + Penalty 3500.700463 = -5925900.691224 nChanged 316 SP:Iteration 41Q (896.313870 sec): 3 clusters Score: Raw -5929461.745931 + Penalty 3500.700463 = -5925961.045468 nChanged 356 SP:Iteration 42Q (896.438696 sec): 3 clusters Score: Raw -5929539.283826 + Penalty 3500.700463 = -5926038.583363 nChanged 392 SP:Iteration 43Q (896.545714 sec): 3 clusters Score: Raw -5929622.198059 + Penalty 3500.700463 = -5926121.497595 nChanged 370 SP:Iteration 44Q (896.667003 sec): 3 clusters Score: Raw -5929695.064397 + Penalty 3500.700463 = -5926194.363934 nChanged 357 SP:Iteration 45Q (896.751889 sec): 3 clusters Score: Raw -5929766.191816 + Penalty 3500.700463 = -5926265.491352 nChanged 347 SP:Iteration 46Q (896.858049 sec): 3 clusters Score: Raw -5929834.530898 + Penalty 3500.700463 = -5926333.830434 nChanged 354 SP:Iteration 47Q (896.978082 sec): 3 clusters Score: Raw -5929904.203465 + Penalty 3500.700463 = -5926403.503002 nChanged 336 SP:Iteration 48Q (897.093396 sec): 3 clusters Score: Raw -5929972.870499 + Penalty 3500.700463 = -5926472.170036 nChanged 371 SP:Iteration 49Q (897.208387 sec): 3 clusters Score: Raw -5930055.292403 + Penalty 3500.700463 = -5926554.591940 nChanged 398 SP:Iteration 50Q (897.324204 sec): 3 clusters Score: Raw -5930145.203749 + Penalty 3500.700463 = -5926644.503286 nChanged 399 SP:Iteration 51Q (897.439544 sec): 3 clusters Score: Raw -5930237.028124 + Penalty 3500.700463 = -5926736.327660 nChanged 404 SP:Iteration 52Q (897.549064 sec): 3 clusters Score: Raw -5930336.358602 + Penalty 3500.700463 = -5926835.658138 nChanged 427 SP:Iteration 53Q (897.670287 sec): 3 clusters Score: Raw -5930444.322763 + Penalty 3500.700463 = -5926943.622300 nChanged 400 SP:Iteration 54Q (897.748875 sec): 3 clusters Score: Raw -5930544.788884 + Penalty 3500.700463 = -5927044.088420 nChanged 381 SP:Iteration 55Q (897.853025 sec): 3 clusters Score: Raw -5930635.247735 + Penalty 3500.700463 = -5927134.547272 nChanged 403 SP:Iteration 56Q (897.962499 sec): 3 clusters Score: Raw -5930726.255704 + Penalty 3500.700463 = -5927225.555240 nChanged 383 SP:Iteration 57Q (898.082023 sec): 3 clusters Score: Raw -5930816.465450 + Penalty 3500.700463 = -5927315.764987 nChanged 371 SP:Iteration 58Q (898.196392 sec): 3 clusters Score: Raw -5930908.753649 + Penalty 3500.700463 = -5927408.053186 nChanged 360 SP:Iteration 59Q (898.303255 sec): 3 clusters Score: Raw -5930994.881722 + Penalty 3500.700463 = -5927494.181259 nChanged 355 SP:Iteration 60F (898.417276 sec): 3 clusters Score: Raw -5931082.121320 + Penalty 3500.700463 = -5927581.420856 nChanged 326 SP:Iteration 61Q (898.529192 sec): 3 clusters Score: Raw -5931152.219095 + Penalty 3500.700463 = -5927651.518632 nChanged 298 SP:Iteration 62Q (898.631123 sec): 3 clusters Score: Raw -5931215.762370 + Penalty 3500.700463 = -5927715.061907 nChanged 300 SP:Iteration 63Q (898.735259 sec): 3 clusters Score: Raw -5931277.984094 + Penalty 3500.700463 = -5927777.283631 nChanged 285 SP:Iteration 64Q (898.839312 sec): 3 clusters Score: Raw -5931343.040076 + Penalty 3500.700463 = -5927842.339613 nChanged 274 SP:Iteration 65Q (898.958445 sec): 3 clusters Score: Raw -5931412.382869 + Penalty 3500.700463 = -5927911.682406 nChanged 277 SP:Iteration 66Q (899.065526 sec): 3 clusters Score: Raw -5931483.122596 + Penalty 3500.700463 = -5927982.422133 nChanged 265 SP:Iteration 67Q (899.184634 sec): 3 clusters Score: Raw -5931550.021073 + Penalty 3500.700463 = -5928049.320609 nChanged 269 SP:Iteration 68Q (899.297721 sec): 3 clusters Score: Raw -5931622.129003 + Penalty 3500.700463 = -5928121.428539 nChanged 276 SP:Iteration 69Q (899.412866 sec): 3 clusters Score: Raw -5931700.321761 + Penalty 3500.700463 = -5928199.621298 nChanged 256 SP:Iteration 70Q (899.520434 sec): 3 clusters Score: Raw -5931785.954745 + Penalty 3500.700463 = -5928285.254281 nChanged 282 SP:Iteration 71Q (899.628357 sec): 3 clusters Score: Raw -5931890.665711 + Penalty 3500.700463 = -5928389.965247 nChanged 307 SP:Iteration 72Q (899.739013 sec): 3 clusters Score: Raw -5932014.739040 + Penalty 3500.700463 = -5928514.038577 nChanged 302 SP:Iteration 73Q (899.840619 sec): 3 clusters Score: Raw -5932150.287225 + Penalty 3500.700463 = -5928649.586762 nChanged 279 SP:Iteration 74Q (899.947728 sec): 3 clusters Score: Raw -5932293.213263 + Penalty 3500.700463 = -5928792.512800 nChanged 270 SP:Iteration 75Q (900.060297 sec): 3 clusters Score: Raw -5932421.107033 + Penalty 3500.700463 = -5928920.406570 nChanged 243 SP:Iteration 76Q (900.147451 sec): 3 clusters Score: Raw -5932524.417773 + Penalty 3500.700463 = -5929023.717310 nChanged 202 SP:Iteration 77Q (900.253406 sec): 3 clusters Score: Raw -5932593.916910 + Penalty 3500.700463 = -5929093.216447 nChanged 178 SP:Iteration 78Q (900.365483 sec): 3 clusters Score: Raw -5932643.173711 + Penalty 3500.700463 = -5929142.473248 nChanged 145 SP:Iteration 79Q (900.471863 sec): 3 clusters Score: Raw -5932682.046392 + Penalty 3500.700463 = -5929181.345928 nChanged 123 SP:Iteration 80F (900.591851 sec): 3 clusters Score: Raw -5932706.845098 + Penalty 3500.700463 = -5929206.144635 nChanged 99 SP:Iteration 81Q (900.698480 sec): 3 clusters Score: Raw -5932723.836148 + Penalty 3500.700463 = -5929223.135685 nChanged 88 SP:Iteration 82Q (900.806874 sec): 3 clusters Score: Raw -5932737.915970 + Penalty 3500.700463 = -5929237.215506 nChanged 69 SP:Iteration 83Q (900.909455 sec): 3 clusters Score: Raw -5932750.112766 + Penalty 3500.700463 = -5929249.412303 nChanged 60 SP:Iteration 84Q (901.017303 sec): 3 clusters Score: Raw -5932760.855435 + Penalty 3500.700463 = -5929260.154972 nChanged 48 SP:Iteration 85Q (901.121679 sec): 3 clusters Score: Raw -5932767.908064 + Penalty 3500.700463 = -5929267.207601 nChanged 42 SP:Iteration 86Q (901.216683 sec): 3 clusters Score: Raw -5932773.202583 + Penalty 3500.700463 = -5929272.502120 nChanged 37 SP:Iteration 87Q (901.311597 sec): 3 clusters Score: Raw -5932777.804182 + Penalty 3500.700463 = -5929277.103719 nChanged 38 SP:Iteration 88Q (901.416131 sec): 3 clusters Score: Raw -5932782.441128 + Penalty 3500.700463 = -5929281.740665 nChanged 37 SP:Iteration 89Q (901.518770 sec): 3 clusters Score: Raw -5932786.509774 + Penalty 3500.700463 = -5929285.809311 nChanged 24 SP:Iteration 90Q (901.624243 sec): 3 clusters Score: Raw -5932789.324769 + Penalty 3500.700463 = -5929288.624306 nChanged 21 SP:Iteration 91Q (901.740987 sec): 3 clusters Score: Raw -5932791.448690 + Penalty 3500.700463 = -5929290.748226 nChanged 21 SP:Iteration 92Q (901.844080 sec): 3 clusters Score: Raw -5932793.272224 + Penalty 3500.700463 = -5929292.571761 nChanged 20 SP:Iteration 93Q (901.954631 sec): 3 clusters Score: Raw -5932794.828655 + Penalty 3500.700463 = -5929294.128191 nChanged 11 SP:Iteration 94Q (902.065434 sec): 3 clusters Score: Raw -5932795.550093 + Penalty 3500.700463 = -5929294.849629 nChanged 7 SP:Iteration 95Q (902.162025 sec): 3 clusters Score: Raw -5932795.975220 + Penalty 3500.700463 = -5929295.274757 nChanged 3 SP:Iteration 96Q (902.249452 sec): 3 clusters Score: Raw -5932796.274671 + Penalty 3500.700463 = -5929295.574208 nChanged 4 SP:Iteration 97Q (902.357932 sec): 3 clusters Score: Raw -5932796.552703 + Penalty 3500.700463 = -5929295.852240 nChanged 8 SP:Iteration 98Q (902.463597 sec): 3 clusters Score: Raw -5932797.018809 + Penalty 3500.700463 = -5929296.318346 nChanged 10 SP:Iteration 99Q (902.561746 sec): 3 clusters Score: Raw -5932797.748613 + Penalty 3500.700463 = -5929297.048150 nChanged 4 SP:Iteration 100F (902.673042 sec): 3 clusters Score: Raw -5932798.079196 + Penalty 3500.700463 = -5929297.378733 nChanged 8 SP:Iteration 101Q (902.772181 sec): 3 clusters Score: Raw -5932798.755376 + Penalty 3500.700463 = -5929298.054913 nChanged 12 SP:Iteration 102Q (902.870409 sec): 3 clusters Score: Raw -5932799.523319 + Penalty 3500.700463 = -5929298.822855 nChanged 7 SP:Iteration 103Q (902.974129 sec): 3 clusters Score: Raw -5932799.876144 + Penalty 3500.700463 = -5929299.175680 nChanged 4 SP:Iteration 104Q (903.083424 sec): 3 clusters Score: Raw -5932800.124944 + Penalty 3500.700463 = -5929299.424481 nChanged 2 SP:Iteration 105Q (903.189326 sec): 3 clusters Score: Raw -5932800.235907 + Penalty 3500.700463 = -5929299.535444 nChanged 3 SP:Iteration 106Q (903.296135 sec): 3 clusters Score: Raw -5932800.320929 + Penalty 3500.700463 = -5929299.620465 nChanged 4 SP:Iteration 107Q (903.397280 sec): 3 clusters Score: Raw -5932800.670675 + Penalty 3500.700463 = -5929299.970211 nChanged 2 SP:Iteration 108Q (903.496683 sec): 3 clusters Score: Raw -5932800.909655 + Penalty 3500.700463 = -5929300.209192 nChanged 2 SP:Iteration 109Q (903.602204 sec): 3 clusters Score: Raw -5932801.219949 + Penalty 3500.700463 = -5929300.519485 nChanged 6 SP:Iteration 110Q (903.709361 sec): 3 clusters Score: Raw -5932801.580669 + Penalty 3500.700463 = -5929300.880205 nChanged 4 SP:Iteration 111Q (903.816826 sec): 3 clusters Score: Raw -5932801.874315 + Penalty 3500.700463 = -5929301.173852 nChanged 4 SP:Iteration 112Q (903.920416 sec): 3 clusters Score: Raw -5932802.170643 + Penalty 3500.700463 = -5929301.470180 nChanged 2 SP:Iteration 113Q (904.033516 sec): 3 clusters Score: Raw -5932802.365113 + Penalty 3500.700463 = -5929301.664650 nChanged 3 SP:Iteration 114Q (904.130758 sec): 3 clusters Score: Raw -5932802.510242 + Penalty 3500.700463 = -5929301.809778 nChanged 3 SP:Iteration 115Q (904.220755 sec): 3 clusters Score: Raw -5932802.750136 + Penalty 3500.700463 = -5929302.049673 nChanged 2 SP:Iteration 116Q (904.326748 sec): 3 clusters Score: Raw -5932802.848598 + Penalty 3500.700463 = -5929302.148135 nChanged 1 SP:Iteration 117Q (904.428939 sec): 3 clusters Score: Raw -5932802.881304 + Penalty 3500.700463 = -5929302.180841 nChanged 1 SP:Iteration 118Q (904.535953 sec): 3 clusters Score: Raw -5932802.952840 + Penalty 3500.700463 = -5929302.252377 nChanged 3 SP:Iteration 119Q (904.641621 sec): 3 clusters Score: Raw -5932803.074408 + Penalty 3500.700463 = -5929302.373944 nChanged 4 SP:Iteration 120F (904.766159 sec): 3 clusters Score: Raw -5932803.312683 + Penalty 3500.700463 = -5929302.612220 nChanged 3 SP:Iteration 121Q (904.869174 sec): 3 clusters Score: Raw -5932803.582895 + Penalty 3500.700463 = -5929302.882431 nChanged 6 SP:Iteration 122Q (904.970220 sec): 3 clusters Score: Raw -5932804.082498 + Penalty 3500.700463 = -5929303.382035 nChanged 9 SP:Iteration 123Q (905.067082 sec): 3 clusters Score: Raw -5932804.998795 + Penalty 3500.700463 = -5929304.298331 nChanged 11 SP:Iteration 124Q (905.166521 sec): 3 clusters Score: Raw -5932806.060718 + Penalty 3500.700463 = -5929305.360255 nChanged 9 SP:Iteration 125Q (905.267398 sec): 3 clusters Score: Raw -5932806.917867 + Penalty 3500.700463 = -5929306.217404 nChanged 13 SP:Iteration 126Q (905.360847 sec): 3 clusters Score: Raw -5932808.152911 + Penalty 3500.700463 = -5929307.452448 nChanged 12 SP:Iteration 127Q (905.459133 sec): 3 clusters Score: Raw -5932808.888820 + Penalty 3500.700463 = -5929308.188357 nChanged 9 SP:Iteration 128Q (905.560545 sec): 3 clusters Score: Raw -5932809.855053 + Penalty 3500.700463 = -5929309.154590 nChanged 11 SP:Iteration 129Q (905.670138 sec): 3 clusters Score: Raw -5932810.855773 + Penalty 3500.700463 = -5929310.155310 nChanged 9 SP:Iteration 130Q (905.768358 sec): 3 clusters Score: Raw -5932811.711237 + Penalty 3500.700463 = -5929311.010774 nChanged 9 SP:Iteration 131Q (905.879008 sec): 3 clusters Score: Raw -5932812.574062 + Penalty 3500.700463 = -5929311.873599 nChanged 7 SP:Iteration 132Q (905.983375 sec): 3 clusters Score: Raw -5932813.021200 + Penalty 3500.700463 = -5929312.320737 nChanged 2 SP:Iteration 133Q (906.086863 sec): 3 clusters Score: Raw -5932813.194036 + Penalty 3500.700463 = -5929312.493573 nChanged 3 SP:Iteration 134Q (906.179695 sec): 3 clusters Score: Raw -5932813.605632 + Penalty 3500.700463 = -5929312.905169 nChanged 2 SP:Iteration 135Q (906.286330 sec): 3 clusters Score: Raw -5932813.733260 + Penalty 3500.700463 = -5929313.032797 nChanged 0 SP:Iteration 136F (906.407216 sec): 3 clusters Score: Raw -5932813.733260 + Penalty 3500.700463 = -5929313.032797 nChanged 0 Trying to split cluster 29 (111443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (906.553390 sec): 2 clusters Score: Raw -14151076.813876 + Penalty 1888.456136 = -14149188.357740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (906.770940 sec): 3 clusters Score: Raw -14078179.723098 + Penalty 3776.912272 = -14074402.810826 nChanged 53343 SP:Iteration 1F (906.964748 sec): 3 clusters Score: Raw -14109950.535354 + Penalty 3776.912272 = -14106173.623082 nChanged 4618 SP:Iteration 2Q (907.175706 sec): 3 clusters Score: Raw -14111476.374494 + Penalty 3776.912272 = -14107699.462222 nChanged 4930 SP:Iteration 3Q (907.399081 sec): 3 clusters Score: Raw -14113347.088833 + Penalty 3776.912272 = -14109570.176561 nChanged 5537 SP:Iteration 4Q (907.625835 sec): 3 clusters Score: Raw -14115795.495777 + Penalty 3776.912272 = -14112018.583505 nChanged 6057 SP:Iteration 5F (907.846572 sec): 3 clusters Score: Raw -14118805.500523 + Penalty 3776.912272 = -14115028.588251 nChanged 6583 SP:Iteration 6F (908.060903 sec): 3 clusters Score: Raw -14122314.512728 + Penalty 3776.912272 = -14118537.600457 nChanged 6704 SP:Iteration 7F (908.273408 sec): 3 clusters Score: Raw -14126050.916723 + Penalty 3776.912272 = -14122274.004452 nChanged 6355 SP:Iteration 8F (908.480201 sec): 3 clusters Score: Raw -14129647.965409 + Penalty 3776.912272 = -14125871.053137 nChanged 5660 SP:Iteration 9F (908.685312 sec): 3 clusters Score: Raw -14132820.381052 + Penalty 3776.912272 = -14129043.468780 nChanged 4695 SP:Iteration 10Q (908.911692 sec): 3 clusters Score: Raw -14135205.084644 + Penalty 3776.912272 = -14131428.172372 nChanged 3857 SP:Iteration 11Q (909.137843 sec): 3 clusters Score: Raw -14136831.521552 + Penalty 3776.912272 = -14133054.609280 nChanged 3027 SP:Iteration 12Q (909.347619 sec): 3 clusters Score: Raw -14137908.864268 + Penalty 3776.912272 = -14134131.951996 nChanged 2413 SP:Iteration 13Q (909.551523 sec): 3 clusters Score: Raw -14138644.022587 + Penalty 3776.912272 = -14134867.110315 nChanged 1898 SP:Iteration 14Q (909.779399 sec): 3 clusters Score: Raw -14139173.453330 + Penalty 3776.912272 = -14135396.541058 nChanged 1648 SP:Iteration 15Q (909.976762 sec): 3 clusters Score: Raw -14139602.215515 + Penalty 3776.912272 = -14135825.303243 nChanged 1621 SP:Iteration 16Q (910.198582 sec): 3 clusters Score: Raw -14140022.078255 + Penalty 3776.912272 = -14136245.165984 nChanged 1632 SP:Iteration 17Q (910.420244 sec): 3 clusters Score: Raw -14140457.173496 + Penalty 3776.912272 = -14136680.261225 nChanged 1688 SP:Iteration 18Q (910.645780 sec): 3 clusters Score: Raw -14140926.627655 + Penalty 3776.912272 = -14137149.715383 nChanged 1784 SP:Iteration 19Q (910.868125 sec): 3 clusters Score: Raw -14141456.379284 + Penalty 3776.912272 = -14137679.467012 nChanged 1865 SP:Iteration 20F (911.073953 sec): 3 clusters Score: Raw -14142039.234175 + Penalty 3776.912272 = -14138262.321903 nChanged 1828 SP:Iteration 21Q (911.297078 sec): 3 clusters Score: Raw -14142621.453937 + Penalty 3776.912272 = -14138844.541665 nChanged 1757 SP:Iteration 22Q (911.497377 sec): 3 clusters Score: Raw -14143196.343852 + Penalty 3776.912272 = -14139419.431581 nChanged 1746 SP:Iteration 23Q (911.708600 sec): 3 clusters Score: Raw -14143828.048696 + Penalty 3776.912272 = -14140051.136424 nChanged 1764 SP:Iteration 24Q (911.922896 sec): 3 clusters Score: Raw -14144529.739036 + Penalty 3776.912272 = -14140752.826765 nChanged 1693 SP:Iteration 25Q (912.143699 sec): 3 clusters Score: Raw -14145264.456983 + Penalty 3776.912272 = -14141487.544711 nChanged 1718 SP:Iteration 26Q (912.357398 sec): 3 clusters Score: Raw -14146079.601152 + Penalty 3776.912272 = -14142302.688880 nChanged 1602 SP:Iteration 27Q (912.563697 sec): 3 clusters Score: Raw -14146919.217156 + Penalty 3776.912272 = -14143142.304884 nChanged 1521 SP:Iteration 28Q (912.772165 sec): 3 clusters Score: Raw -14147752.277321 + Penalty 3776.912272 = -14143975.365049 nChanged 1472 SP:Iteration 29Q (912.975230 sec): 3 clusters Score: Raw -14148557.382569 + Penalty 3776.912272 = -14144780.470297 nChanged 1344 SP:Iteration 30Q (913.181394 sec): 3 clusters Score: Raw -14149286.346322 + Penalty 3776.912272 = -14145509.434050 nChanged 1241 SP:Iteration 31Q (913.353415 sec): 3 clusters Score: Raw -14149899.468962 + Penalty 3776.912272 = -14146122.556690 nChanged 1050 SP:Iteration 32Q (913.551059 sec): 3 clusters Score: Raw -14150381.545020 + Penalty 3776.912272 = -14146604.632749 nChanged 921 SP:Iteration 33Q (913.760057 sec): 3 clusters Score: Raw -14150747.260934 + Penalty 3776.912272 = -14146970.348662 nChanged 774 SP:Iteration 34Q (913.952640 sec): 3 clusters Score: Raw -14151015.888027 + Penalty 3776.912272 = -14147238.975756 nChanged 654 SP:Iteration 35Q (914.148238 sec): 3 clusters Score: Raw -14151211.445194 + Penalty 3776.912272 = -14147434.532923 nChanged 561 SP:Iteration 36Q (914.333744 sec): 3 clusters Score: Raw -14151370.689852 + Penalty 3776.912272 = -14147593.777580 nChanged 500 SP:Iteration 37Q (914.513922 sec): 3 clusters Score: Raw -14151485.811882 + Penalty 3776.912272 = -14147708.899610 nChanged 393 SP:Iteration 38Q (914.707842 sec): 3 clusters Score: Raw -14151565.634551 + Penalty 3776.912272 = -14147788.722279 nChanged 354 SP:Iteration 39Q (914.905795 sec): 3 clusters Score: Raw -14151629.220221 + Penalty 3776.912272 = -14147852.307949 nChanged 310 SP:Iteration 40F (915.106565 sec): 3 clusters Score: Raw -14151680.860391 + Penalty 3776.912272 = -14147903.948120 nChanged 256 SP:Iteration 41Q (915.294409 sec): 3 clusters Score: Raw -14151716.892710 + Penalty 3776.912272 = -14147939.980438 nChanged 215 SP:Iteration 42Q (915.487844 sec): 3 clusters Score: Raw -14151745.478127 + Penalty 3776.912272 = -14147968.565855 nChanged 210 SP:Iteration 43Q (915.691594 sec): 3 clusters Score: Raw -14151773.347477 + Penalty 3776.912272 = -14147996.435205 nChanged 213 SP:Iteration 44Q (915.887614 sec): 3 clusters Score: Raw -14151800.310255 + Penalty 3776.912272 = -14148023.397983 nChanged 199 SP:Iteration 45Q (916.052052 sec): 3 clusters Score: Raw -14151823.420884 + Penalty 3776.912272 = -14148046.508612 nChanged 185 SP:Iteration 46Q (916.249541 sec): 3 clusters Score: Raw -14151844.271126 + Penalty 3776.912272 = -14148067.358854 nChanged 164 SP:Iteration 47Q (916.441931 sec): 3 clusters Score: Raw -14151862.948760 + Penalty 3776.912272 = -14148086.036489 nChanged 165 SP:Iteration 48Q (916.594747 sec): 3 clusters Score: Raw -14151881.452204 + Penalty 3776.912272 = -14148104.539932 nChanged 171 SP:Iteration 49Q (916.748312 sec): 3 clusters Score: Raw -14151899.716712 + Penalty 3776.912272 = -14148122.804441 nChanged 163 SP:Iteration 50Q (916.901691 sec): 3 clusters Score: Raw -14151916.568814 + Penalty 3776.912272 = -14148139.656543 nChanged 143 SP:Iteration 51Q (917.055393 sec): 3 clusters Score: Raw -14151928.826445 + Penalty 3776.912272 = -14148151.914173 nChanged 122 SP:Iteration 52Q (917.209270 sec): 3 clusters Score: Raw -14151939.621777 + Penalty 3776.912272 = -14148162.709505 nChanged 129 SP:Iteration 53Q (917.361661 sec): 3 clusters Score: Raw -14151951.370093 + Penalty 3776.912272 = -14148174.457821 nChanged 131 SP:Iteration 54Q (917.529651 sec): 3 clusters Score: Raw -14151962.175873 + Penalty 3776.912272 = -14148185.263601 nChanged 115 SP:Iteration 55Q (917.725970 sec): 3 clusters Score: Raw -14151971.362506 + Penalty 3776.912272 = -14148194.450234 nChanged 106 SP:Iteration 56Q (917.918869 sec): 3 clusters Score: Raw -14151979.651183 + Penalty 3776.912272 = -14148202.738911 nChanged 93 SP:Iteration 57Q (918.111629 sec): 3 clusters Score: Raw -14151986.173993 + Penalty 3776.912272 = -14148209.261721 nChanged 89 SP:Iteration 58Q (918.294766 sec): 3 clusters Score: Raw -14151992.327981 + Penalty 3776.912272 = -14148215.415709 nChanged 98 SP:Iteration 59Q (918.489870 sec): 3 clusters Score: Raw -14151999.801583 + Penalty 3776.912272 = -14148222.889311 nChanged 103 SP:Iteration 60F (918.693798 sec): 3 clusters Score: Raw -14152007.358912 + Penalty 3776.912272 = -14148230.446640 nChanged 89 SP:Iteration 61Q (918.885239 sec): 3 clusters Score: Raw -14152013.709363 + Penalty 3776.912272 = -14148236.797091 nChanged 105 SP:Iteration 62Q (919.076677 sec): 3 clusters Score: Raw -14152022.976559 + Penalty 3776.912272 = -14148246.064287 nChanged 107 SP:Iteration 63Q (919.263766 sec): 3 clusters Score: Raw -14152031.833853 + Penalty 3776.912272 = -14148254.921581 nChanged 85 SP:Iteration 64Q (919.463248 sec): 3 clusters Score: Raw -14152038.097583 + Penalty 3776.912272 = -14148261.185312 nChanged 73 SP:Iteration 65Q (919.653770 sec): 3 clusters Score: Raw -14152043.289392 + Penalty 3776.912272 = -14148266.377120 nChanged 64 SP:Iteration 66Q (919.845501 sec): 3 clusters Score: Raw -14152046.759598 + Penalty 3776.912272 = -14148269.847326 nChanged 51 SP:Iteration 67Q (920.041247 sec): 3 clusters Score: Raw -14152049.899113 + Penalty 3776.912272 = -14148272.986841 nChanged 54 SP:Iteration 68Q (920.238388 sec): 3 clusters Score: Raw -14152052.451656 + Penalty 3776.912272 = -14148275.539385 nChanged 42 SP:Iteration 69Q (920.434457 sec): 3 clusters Score: Raw -14152053.987836 + Penalty 3776.912272 = -14148277.075564 nChanged 28 SP:Iteration 70Q (920.624153 sec): 3 clusters Score: Raw -14152054.989290 + Penalty 3776.912272 = -14148278.077018 nChanged 26 SP:Iteration 71Q (920.812938 sec): 3 clusters Score: Raw -14152056.093842 + Penalty 3776.912272 = -14148279.181570 nChanged 31 SP:Iteration 72Q (921.009593 sec): 3 clusters Score: Raw -14152057.340141 + Penalty 3776.912272 = -14148280.427870 nChanged 27 SP:Iteration 73Q (921.199754 sec): 3 clusters Score: Raw -14152058.655949 + Penalty 3776.912272 = -14148281.743677 nChanged 30 SP:Iteration 74Q (921.381633 sec): 3 clusters Score: Raw -14152060.044656 + Penalty 3776.912272 = -14148283.132384 nChanged 40 SP:Iteration 75Q (921.576419 sec): 3 clusters Score: Raw -14152061.985984 + Penalty 3776.912272 = -14148285.073712 nChanged 35 SP:Iteration 76Q (921.768293 sec): 3 clusters Score: Raw -14152063.328316 + Penalty 3776.912272 = -14148286.416045 nChanged 20 SP:Iteration 77Q (921.965141 sec): 3 clusters Score: Raw -14152064.356013 + Penalty 3776.912272 = -14148287.443742 nChanged 29 SP:Iteration 78Q (922.160690 sec): 3 clusters Score: Raw -14152065.826639 + Penalty 3776.912272 = -14148288.914367 nChanged 29 SP:Iteration 79Q (922.348860 sec): 3 clusters Score: Raw -14152067.258875 + Penalty 3776.912272 = -14148290.346604 nChanged 36 SP:Iteration 80F (922.574345 sec): 3 clusters Score: Raw -14152069.414370 + Penalty 3776.912272 = -14148292.502098 nChanged 35 SP:Iteration 81Q (922.768639 sec): 3 clusters Score: Raw -14152071.278265 + Penalty 3776.912272 = -14148294.365993 nChanged 40 SP:Iteration 82Q (922.961334 sec): 3 clusters Score: Raw -14152073.301033 + Penalty 3776.912272 = -14148296.388761 nChanged 36 SP:Iteration 83Q (923.139985 sec): 3 clusters Score: Raw -14152075.019355 + Penalty 3776.912272 = -14148298.107083 nChanged 34 SP:Iteration 84Q (923.328811 sec): 3 clusters Score: Raw -14152076.371246 + Penalty 3776.912272 = -14148299.458974 nChanged 23 SP:Iteration 85Q (923.528077 sec): 3 clusters Score: Raw -14152077.319003 + Penalty 3776.912272 = -14148300.406731 nChanged 20 SP:Iteration 86Q (923.724496 sec): 3 clusters Score: Raw -14152078.426929 + Penalty 3776.912272 = -14148301.514657 nChanged 25 SP:Iteration 87Q (923.919210 sec): 3 clusters Score: Raw -14152079.776871 + Penalty 3776.912272 = -14148302.864600 nChanged 27 SP:Iteration 88Q (924.108767 sec): 3 clusters Score: Raw -14152080.724577 + Penalty 3776.912272 = -14148303.812305 nChanged 18 SP:Iteration 89Q (924.303427 sec): 3 clusters Score: Raw -14152081.500009 + Penalty 3776.912272 = -14148304.587738 nChanged 23 SP:Iteration 90Q (924.495364 sec): 3 clusters Score: Raw -14152082.447565 + Penalty 3776.912272 = -14148305.535293 nChanged 20 SP:Iteration 91Q (924.685633 sec): 3 clusters Score: Raw -14152083.296084 + Penalty 3776.912272 = -14148306.383812 nChanged 16 SP:Iteration 92Q (924.886293 sec): 3 clusters Score: Raw -14152083.838654 + Penalty 3776.912272 = -14148306.926383 nChanged 12 SP:Iteration 93Q (925.081460 sec): 3 clusters Score: Raw -14152084.165036 + Penalty 3776.912272 = -14148307.252764 nChanged 11 SP:Iteration 94Q (925.277814 sec): 3 clusters Score: Raw -14152084.465929 + Penalty 3776.912272 = -14148307.553657 nChanged 11 SP:Iteration 95Q (925.473869 sec): 3 clusters Score: Raw -14152084.844771 + Penalty 3776.912272 = -14148307.932499 nChanged 8 SP:Iteration 96Q (925.658046 sec): 3 clusters Score: Raw -14152085.046698 + Penalty 3776.912272 = -14148308.134426 nChanged 5 SP:Iteration 97Q (925.844707 sec): 3 clusters Score: Raw -14152085.255993 + Penalty 3776.912272 = -14148308.343722 nChanged 11 SP:Iteration 98Q (926.030962 sec): 3 clusters Score: Raw -14152085.712978 + Penalty 3776.912272 = -14148308.800706 nChanged 23 SP:Iteration 99Q (926.220210 sec): 3 clusters Score: Raw -14152086.769940 + Penalty 3776.912272 = -14148309.857668 nChanged 21 SP:Iteration 100F (926.429591 sec): 3 clusters Score: Raw -14152087.756531 + Penalty 3776.912272 = -14148310.844259 nChanged 25 SP:Iteration 101Q (926.619941 sec): 3 clusters Score: Raw -14152089.163652 + Penalty 3776.912272 = -14148312.251380 nChanged 29 SP:Iteration 102Q (926.809896 sec): 3 clusters Score: Raw -14152090.719480 + Penalty 3776.912272 = -14148313.807209 nChanged 23 SP:Iteration 103Q (927.019411 sec): 3 clusters Score: Raw -14152091.695830 + Penalty 3776.912272 = -14148314.783559 nChanged 26 SP:Iteration 104Q (927.220699 sec): 3 clusters Score: Raw -14152092.867618 + Penalty 3776.912272 = -14148315.955346 nChanged 28 SP:Iteration 105Q (927.423949 sec): 3 clusters Score: Raw -14152094.166438 + Penalty 3776.912272 = -14148317.254167 nChanged 27 SP:Iteration 106Q (927.604719 sec): 3 clusters Score: Raw -14152095.567452 + Penalty 3776.912272 = -14148318.655180 nChanged 27 SP:Iteration 107Q (927.803311 sec): 3 clusters Score: Raw -14152097.022952 + Penalty 3776.912272 = -14148320.110681 nChanged 23 SP:Iteration 108Q (927.995013 sec): 3 clusters Score: Raw -14152098.023237 + Penalty 3776.912272 = -14148321.110965 nChanged 35 SP:Iteration 109Q (928.180058 sec): 3 clusters Score: Raw -14152099.818659 + Penalty 3776.912272 = -14148322.906387 nChanged 31 SP:Iteration 110Q (928.380667 sec): 3 clusters Score: Raw -14152101.248420 + Penalty 3776.912272 = -14148324.336148 nChanged 27 SP:Iteration 111Q (928.579925 sec): 3 clusters Score: Raw -14152102.598170 + Penalty 3776.912272 = -14148325.685898 nChanged 38 SP:Iteration 112Q (928.771945 sec): 3 clusters Score: Raw -14152104.422887 + Penalty 3776.912272 = -14148327.510615 nChanged 39 SP:Iteration 113Q (928.968624 sec): 3 clusters Score: Raw -14152106.480394 + Penalty 3776.912272 = -14148329.568122 nChanged 33 SP:Iteration 114Q (929.163600 sec): 3 clusters Score: Raw -14152107.928011 + Penalty 3776.912272 = -14148331.015739 nChanged 41 SP:Iteration 115Q (929.357213 sec): 3 clusters Score: Raw -14152109.945720 + Penalty 3776.912272 = -14148333.033448 nChanged 40 SP:Iteration 116Q (929.546916 sec): 3 clusters Score: Raw -14152111.958323 + Penalty 3776.912272 = -14148335.046051 nChanged 40 SP:Iteration 117Q (929.737665 sec): 3 clusters Score: Raw -14152113.877791 + Penalty 3776.912272 = -14148336.965519 nChanged 35 SP:Iteration 118Q (929.929529 sec): 3 clusters Score: Raw -14152116.069113 + Penalty 3776.912272 = -14148339.156841 nChanged 43 SP:Iteration 119Q (930.123069 sec): 3 clusters Score: Raw -14152118.411353 + Penalty 3776.912272 = -14148341.499081 nChanged 35 SP:Iteration 120F (930.338575 sec): 3 clusters Score: Raw -14152120.595455 + Penalty 3776.912272 = -14148343.683183 nChanged 33 SP:Iteration 121Q (930.530307 sec): 3 clusters Score: Raw -14152122.345754 + Penalty 3776.912272 = -14148345.433482 nChanged 38 SP:Iteration 122Q (930.728823 sec): 3 clusters Score: Raw -14152124.297190 + Penalty 3776.912272 = -14148347.384919 nChanged 36 SP:Iteration 123Q (930.940732 sec): 3 clusters Score: Raw -14152126.579462 + Penalty 3776.912272 = -14148349.667190 nChanged 28 SP:Iteration 124Q (931.152952 sec): 3 clusters Score: Raw -14152127.888448 + Penalty 3776.912272 = -14148350.976176 nChanged 26 SP:Iteration 125Q (931.354775 sec): 3 clusters Score: Raw -14152129.079643 + Penalty 3776.912272 = -14148352.167372 nChanged 30 SP:Iteration 126Q (931.546312 sec): 3 clusters Score: Raw -14152130.651725 + Penalty 3776.912272 = -14148353.739453 nChanged 33 SP:Iteration 127Q (931.735186 sec): 3 clusters Score: Raw -14152132.244344 + Penalty 3776.912272 = -14148355.332072 nChanged 29 SP:Iteration 128Q (931.927071 sec): 3 clusters Score: Raw -14152133.850325 + Penalty 3776.912272 = -14148356.938053 nChanged 30 SP:Iteration 129Q (932.122465 sec): 3 clusters Score: Raw -14152135.499824 + Penalty 3776.912272 = -14148358.587552 nChanged 28 SP:Iteration 130Q (932.311521 sec): 3 clusters Score: Raw -14152136.754205 + Penalty 3776.912272 = -14148359.841933 nChanged 23 SP:Iteration 131Q (932.497216 sec): 3 clusters Score: Raw -14152137.799230 + Penalty 3776.912272 = -14148360.886958 nChanged 15 SP:Iteration 132Q (932.691755 sec): 3 clusters Score: Raw -14152138.378576 + Penalty 3776.912272 = -14148361.466304 nChanged 14 SP:Iteration 133Q (932.887824 sec): 3 clusters Score: Raw -14152138.958609 + Penalty 3776.912272 = -14148362.046337 nChanged 11 SP:Iteration 134Q (933.085078 sec): 3 clusters Score: Raw -14152139.412210 + Penalty 3776.912272 = -14148362.499938 nChanged 14 SP:Iteration 135Q (933.279681 sec): 3 clusters Score: Raw -14152140.011418 + Penalty 3776.912272 = -14148363.099146 nChanged 17 SP:Iteration 136Q (933.467157 sec): 3 clusters Score: Raw -14152140.520256 + Penalty 3776.912272 = -14148363.607984 nChanged 8 SP:Iteration 137Q (933.654763 sec): 3 clusters Score: Raw -14152140.713563 + Penalty 3776.912272 = -14148363.801291 nChanged 7 SP:Iteration 138Q (933.839328 sec): 3 clusters Score: Raw -14152141.005611 + Penalty 3776.912272 = -14148364.093340 nChanged 10 SP:Iteration 139Q (934.029839 sec): 3 clusters Score: Raw -14152141.383144 + Penalty 3776.912272 = -14148364.470872 nChanged 13 SP:Iteration 140F (934.253499 sec): 3 clusters Score: Raw -14152141.766129 + Penalty 3776.912272 = -14148364.853858 nChanged 12 SP:Iteration 141Q (934.437783 sec): 3 clusters Score: Raw -14152142.386613 + Penalty 3776.912272 = -14148365.474341 nChanged 13 SP:Iteration 142Q (934.630618 sec): 3 clusters Score: Raw -14152142.910223 + Penalty 3776.912272 = -14148365.997951 nChanged 12 SP:Iteration 143Q (934.825151 sec): 3 clusters Score: Raw -14152143.352051 + Penalty 3776.912272 = -14148366.439779 nChanged 14 SP:Iteration 144Q (935.020889 sec): 3 clusters Score: Raw -14152144.044802 + Penalty 3776.912272 = -14148367.132531 nChanged 18 SP:Iteration 145Q (935.211885 sec): 3 clusters Score: Raw -14152145.057801 + Penalty 3776.912272 = -14148368.145529 nChanged 22 SP:Iteration 146Q (935.406810 sec): 3 clusters Score: Raw -14152146.270550 + Penalty 3776.912272 = -14148369.358278 nChanged 20 SP:Iteration 147Q (935.597889 sec): 3 clusters Score: Raw -14152147.075136 + Penalty 3776.912272 = -14148370.162865 nChanged 11 SP:Iteration 148Q (935.792823 sec): 3 clusters Score: Raw -14152147.487793 + Penalty 3776.912272 = -14148370.575522 nChanged 13 SP:Iteration 149Q (935.983416 sec): 3 clusters Score: Raw -14152147.908724 + Penalty 3776.912272 = -14148370.996452 nChanged 10 SP:Iteration 150Q (936.160365 sec): 3 clusters Score: Raw -14152148.294869 + Penalty 3776.912272 = -14148371.382597 nChanged 11 SP:Iteration 151Q (936.344699 sec): 3 clusters Score: Raw -14152148.626580 + Penalty 3776.912272 = -14148371.714308 nChanged 13 SP:Iteration 152Q (936.540494 sec): 3 clusters Score: Raw -14152149.064727 + Penalty 3776.912272 = -14148372.152455 nChanged 11 SP:Iteration 153Q (936.718805 sec): 3 clusters Score: Raw -14152149.455226 + Penalty 3776.912272 = -14148372.542954 nChanged 13 SP:Iteration 154Q (936.908308 sec): 3 clusters Score: Raw -14152149.905091 + Penalty 3776.912272 = -14148372.992819 nChanged 12 SP:Iteration 155Q (937.086808 sec): 3 clusters Score: Raw -14152150.359207 + Penalty 3776.912272 = -14148373.446935 nChanged 15 SP:Iteration 156Q (937.267693 sec): 3 clusters Score: Raw -14152150.978243 + Penalty 3776.912272 = -14148374.065972 nChanged 13 SP:Iteration 157Q (937.459224 sec): 3 clusters Score: Raw -14152151.641083 + Penalty 3776.912272 = -14148374.728811 nChanged 14 SP:Iteration 158Q (937.657124 sec): 3 clusters Score: Raw -14152152.331406 + Penalty 3776.912272 = -14148375.419134 nChanged 15 SP:Iteration 159Q (937.857161 sec): 3 clusters Score: Raw -14152153.029308 + Penalty 3776.912272 = -14148376.117036 nChanged 12 SP:Iteration 160F (938.067789 sec): 3 clusters Score: Raw -14152153.539685 + Penalty 3776.912272 = -14148376.627413 nChanged 14 SP:Iteration 161Q (938.255957 sec): 3 clusters Score: Raw -14152153.954695 + Penalty 3776.912272 = -14148377.042424 nChanged 8 SP:Iteration 162Q (938.446485 sec): 3 clusters Score: Raw -14152154.155445 + Penalty 3776.912272 = -14148377.243174 nChanged 6 SP:Iteration 163Q (938.653795 sec): 3 clusters Score: Raw -14152154.340964 + Penalty 3776.912272 = -14148377.428693 nChanged 6 SP:Iteration 164Q (938.832954 sec): 3 clusters Score: Raw -14152154.486998 + Penalty 3776.912272 = -14148377.574726 nChanged 3 SP:Iteration 165Q (939.014936 sec): 3 clusters Score: Raw -14152154.585445 + Penalty 3776.912272 = -14148377.673173 nChanged 2 SP:Iteration 166Q (939.196728 sec): 3 clusters Score: Raw -14152154.601216 + Penalty 3776.912272 = -14148377.688944 nChanged 0 SP:Iteration 167F (939.426526 sec): 3 clusters Score: Raw -14152154.601216 + Penalty 3776.912272 = -14148377.688944 nChanged 0 Trying to split cluster 30 (7210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (939.472422 sec): 2 clusters Score: Raw -904327.792730 + Penalty 1443.523937 = -902884.268793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (939.532466 sec): 3 clusters Score: Raw -900404.810094 + Penalty 2887.047875 = -897517.762219 nChanged 2997 SP:Iteration 1F (939.584330 sec): 3 clusters Score: Raw -902028.023184 + Penalty 2887.047875 = -899140.975309 nChanged 554 SP:Iteration 2F (939.634700 sec): 3 clusters Score: Raw -902346.448433 + Penalty 2887.047875 = -899459.400558 nChanged 441 SP:Iteration 3F (939.692285 sec): 3 clusters Score: Raw -902651.555894 + Penalty 2887.047875 = -899764.508019 nChanged 440 SP:Iteration 4F (939.739746 sec): 3 clusters Score: Raw -902946.174190 + Penalty 2887.047875 = -900059.126315 nChanged 415 SP:Iteration 5F (939.790687 sec): 3 clusters Score: Raw -903239.941444 + Penalty 2887.047875 = -900352.893570 nChanged 384 SP:Iteration 6F (939.841356 sec): 3 clusters Score: Raw -903533.260458 + Penalty 2887.047875 = -900646.212583 nChanged 352 SP:Iteration 7Q (939.890644 sec): 3 clusters Score: Raw -903818.636505 + Penalty 2887.047875 = -900931.588630 nChanged 283 SP:Iteration 8Q (939.938287 sec): 3 clusters Score: Raw -904040.809634 + Penalty 2887.047875 = -901153.761759 nChanged 240 SP:Iteration 9Q (939.990226 sec): 3 clusters Score: Raw -904222.219763 + Penalty 2887.047875 = -901335.171888 nChanged 191 SP:Iteration 10Q (940.046997 sec): 3 clusters Score: Raw -904362.866748 + Penalty 2887.047875 = -901475.818873 nChanged 156 SP:Iteration 11Q (940.104372 sec): 3 clusters Score: Raw -904448.506455 + Penalty 2887.047875 = -901561.458580 nChanged 112 SP:Iteration 12Q (940.160632 sec): 3 clusters Score: Raw -904495.172182 + Penalty 2887.047875 = -901608.124307 nChanged 91 SP:Iteration 13Q (940.212289 sec): 3 clusters Score: Raw -904541.067324 + Penalty 2887.047875 = -901654.019449 nChanged 81 SP:Iteration 14Q (940.258396 sec): 3 clusters Score: Raw -904579.570665 + Penalty 2887.047875 = -901692.522790 nChanged 68 SP:Iteration 15Q (940.299889 sec): 3 clusters Score: Raw -904606.110554 + Penalty 2887.047875 = -901719.062679 nChanged 62 SP:Iteration 16Q (940.351514 sec): 3 clusters Score: Raw -904630.646170 + Penalty 2887.047875 = -901743.598295 nChanged 47 SP:Iteration 17Q (940.417578 sec): 3 clusters Score: Raw -904651.982254 + Penalty 2887.047875 = -901764.934380 nChanged 41 SP:Iteration 18Q (940.463090 sec): 3 clusters Score: Raw -904675.467201 + Penalty 2887.047875 = -901788.419326 nChanged 49 SP:Iteration 19Q (940.509571 sec): 3 clusters Score: Raw -904696.568318 + Penalty 2887.047875 = -901809.520443 nChanged 36 SP:Iteration 20F (940.566752 sec): 3 clusters Score: Raw -904710.891760 + Penalty 2887.047875 = -901823.843885 nChanged 28 SP:Iteration 21Q (940.617154 sec): 3 clusters Score: Raw -904719.768820 + Penalty 2887.047875 = -901832.720946 nChanged 23 SP:Iteration 22Q (940.673704 sec): 3 clusters Score: Raw -904727.344832 + Penalty 2887.047875 = -901840.296957 nChanged 28 SP:Iteration 23Q (940.731013 sec): 3 clusters Score: Raw -904738.031795 + Penalty 2887.047875 = -901850.983920 nChanged 29 SP:Iteration 24Q (940.783987 sec): 3 clusters Score: Raw -904749.077022 + Penalty 2887.047875 = -901862.029147 nChanged 27 SP:Iteration 25Q (940.841530 sec): 3 clusters Score: Raw -904763.293544 + Penalty 2887.047875 = -901876.245670 nChanged 25 SP:Iteration 26Q (940.899470 sec): 3 clusters Score: Raw -904773.795662 + Penalty 2887.047875 = -901886.747787 nChanged 29 SP:Iteration 27Q (940.964238 sec): 3 clusters Score: Raw -904782.500925 + Penalty 2887.047875 = -901895.453050 nChanged 18 SP:Iteration 28Q (941.022716 sec): 3 clusters Score: Raw -904788.178609 + Penalty 2887.047875 = -901901.130734 nChanged 14 SP:Iteration 29Q (941.076009 sec): 3 clusters Score: Raw -904791.947399 + Penalty 2887.047875 = -901904.899524 nChanged 8 SP:Iteration 30Q (941.133528 sec): 3 clusters Score: Raw -904794.825401 + Penalty 2887.047875 = -901907.777526 nChanged 10 SP:Iteration 31Q (941.184229 sec): 3 clusters Score: Raw -904797.716754 + Penalty 2887.047875 = -901910.668879 nChanged 8 SP:Iteration 32Q (941.228265 sec): 3 clusters Score: Raw -904799.543285 + Penalty 2887.047875 = -901912.495410 nChanged 3 SP:Iteration 33Q (941.292830 sec): 3 clusters Score: Raw -904800.207935 + Penalty 2887.047875 = -901913.160060 nChanged 3 SP:Iteration 34Q (941.340418 sec): 3 clusters Score: Raw -904801.066482 + Penalty 2887.047875 = -901914.018608 nChanged 3 SP:Iteration 35Q (941.406966 sec): 3 clusters Score: Raw -904801.765926 + Penalty 2887.047875 = -901914.718051 nChanged 2 SP:Iteration 36Q (941.454408 sec): 3 clusters Score: Raw -904802.232334 + Penalty 2887.047875 = -901915.184459 nChanged 1 SP:Iteration 37Q (941.506502 sec): 3 clusters Score: Raw -904802.545693 + Penalty 2887.047875 = -901915.497818 nChanged 1 SP:Iteration 38Q (941.565303 sec): 3 clusters Score: Raw -904802.686621 + Penalty 2887.047875 = -901915.638746 nChanged 2 SP:Iteration 39Q (941.616375 sec): 3 clusters Score: Raw -904803.435260 + Penalty 2887.047875 = -901916.387385 nChanged 6 SP:Iteration 40F (941.669538 sec): 3 clusters Score: Raw -904805.994251 + Penalty 2887.047875 = -901918.946376 nChanged 7 SP:Iteration 41Q (941.731231 sec): 3 clusters Score: Raw -904808.032103 + Penalty 2887.047875 = -901920.984228 nChanged 5 SP:Iteration 42Q (941.777183 sec): 3 clusters Score: Raw -904809.282418 + Penalty 2887.047875 = -901922.234543 nChanged 6 SP:Iteration 43Q (941.840270 sec): 3 clusters Score: Raw -904810.657979 + Penalty 2887.047875 = -901923.610105 nChanged 7 SP:Iteration 44Q (941.886762 sec): 3 clusters Score: Raw -904813.036819 + Penalty 2887.047875 = -901925.988944 nChanged 2 SP:Iteration 45Q (941.953696 sec): 3 clusters Score: Raw -904813.751748 + Penalty 2887.047875 = -901926.703873 nChanged 4 SP:Iteration 46Q (941.998097 sec): 3 clusters Score: Raw -904814.925243 + Penalty 2887.047875 = -901927.877368 nChanged 3 SP:Iteration 47Q (942.052355 sec): 3 clusters Score: Raw -904815.824802 + Penalty 2887.047875 = -901928.776927 nChanged 4 SP:Iteration 48Q (942.105439 sec): 3 clusters Score: Raw -904816.802762 + Penalty 2887.047875 = -901929.754887 nChanged 3 SP:Iteration 49Q (942.159564 sec): 3 clusters Score: Raw -904817.794539 + Penalty 2887.047875 = -901930.746664 nChanged 2 SP:Iteration 50Q (942.222181 sec): 3 clusters Score: Raw -904818.460907 + Penalty 2887.047875 = -901931.413033 nChanged 3 SP:Iteration 51Q (942.272336 sec): 3 clusters Score: Raw -904819.555227 + Penalty 2887.047875 = -901932.507352 nChanged 2 SP:Iteration 52Q (942.321796 sec): 3 clusters Score: Raw -904820.470902 + Penalty 2887.047875 = -901933.423027 nChanged 2 SP:Iteration 53Q (942.375985 sec): 3 clusters Score: Raw -904821.109337 + Penalty 2887.047875 = -901934.061462 nChanged 1 SP:Iteration 54Q (942.423464 sec): 3 clusters Score: Raw -904821.172745 + Penalty 2887.047875 = -901934.124871 nChanged 0 SP:Iteration 55F (942.474815 sec): 3 clusters Score: Raw -904821.172745 + Penalty 2887.047875 = -901934.124871 nChanged 0 Trying to split cluster 31 (14956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (942.515301 sec): 2 clusters Score: Raw -1758707.975834 + Penalty 1562.091023 = -1757145.884811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (942.579448 sec): 3 clusters Score: Raw -1749906.353479 + Penalty 3124.182047 = -1746782.171432 nChanged 6705 SP:Iteration 1F (942.643068 sec): 3 clusters Score: Raw -1753661.115689 + Penalty 3124.182047 = -1750536.933642 nChanged 989 SP:Iteration 2F (942.709951 sec): 3 clusters Score: Raw -1754252.541057 + Penalty 3124.182047 = -1751128.359010 nChanged 995 SP:Iteration 3F (942.770253 sec): 3 clusters Score: Raw -1754836.774175 + Penalty 3124.182047 = -1751712.592129 nChanged 1009 SP:Iteration 4F (942.845592 sec): 3 clusters Score: Raw -1755506.946468 + Penalty 3124.182047 = -1752382.764422 nChanged 977 SP:Iteration 5F (942.915580 sec): 3 clusters Score: Raw -1756129.994020 + Penalty 3124.182047 = -1753005.811973 nChanged 902 SP:Iteration 6F (942.975453 sec): 3 clusters Score: Raw -1756662.764146 + Penalty 3124.182047 = -1753538.582099 nChanged 740 SP:Iteration 7Q (943.047595 sec): 3 clusters Score: Raw -1757037.357671 + Penalty 3124.182047 = -1753913.175624 nChanged 608 SP:Iteration 8Q (943.118014 sec): 3 clusters Score: Raw -1757353.487821 + Penalty 3124.182047 = -1754229.305774 nChanged 513 SP:Iteration 9Q (943.202088 sec): 3 clusters Score: Raw -1757612.153160 + Penalty 3124.182047 = -1754487.971113 nChanged 485 SP:Iteration 10Q (943.262527 sec): 3 clusters Score: Raw -1757885.937205 + Penalty 3124.182047 = -1754761.755158 nChanged 489 SP:Iteration 11Q (943.347431 sec): 3 clusters Score: Raw -1758175.748776 + Penalty 3124.182047 = -1755051.566730 nChanged 502 SP:Iteration 12Q (943.407586 sec): 3 clusters Score: Raw -1758478.687675 + Penalty 3124.182047 = -1755354.505628 nChanged 504 SP:Iteration 13Q (943.475383 sec): 3 clusters Score: Raw -1758769.392008 + Penalty 3124.182047 = -1755645.209961 nChanged 484 SP:Iteration 14Q (943.548109 sec): 3 clusters Score: Raw -1759019.343435 + Penalty 3124.182047 = -1755895.161388 nChanged 447 SP:Iteration 15Q (943.618165 sec): 3 clusters Score: Raw -1759227.019212 + Penalty 3124.182047 = -1756102.837165 nChanged 362 SP:Iteration 16Q (943.698105 sec): 3 clusters Score: Raw -1759388.278848 + Penalty 3124.182047 = -1756264.096801 nChanged 298 SP:Iteration 17Q (943.758004 sec): 3 clusters Score: Raw -1759514.631376 + Penalty 3124.182047 = -1756390.449329 nChanged 237 SP:Iteration 18Q (943.830826 sec): 3 clusters Score: Raw -1759623.839525 + Penalty 3124.182047 = -1756499.657478 nChanged 190 SP:Iteration 19Q (943.894603 sec): 3 clusters Score: Raw -1759706.118676 + Penalty 3124.182047 = -1756581.936629 nChanged 173 SP:Iteration 20F (943.962902 sec): 3 clusters Score: Raw -1759779.603550 + Penalty 3124.182047 = -1756655.421503 nChanged 143 SP:Iteration 21Q (944.034269 sec): 3 clusters Score: Raw -1759841.271591 + Penalty 3124.182047 = -1756717.089544 nChanged 123 SP:Iteration 22Q (944.114384 sec): 3 clusters Score: Raw -1759891.705542 + Penalty 3124.182047 = -1756767.523496 nChanged 100 SP:Iteration 23Q (944.187650 sec): 3 clusters Score: Raw -1759926.705640 + Penalty 3124.182047 = -1756802.523593 nChanged 83 SP:Iteration 24Q (944.244085 sec): 3 clusters Score: Raw -1759955.782149 + Penalty 3124.182047 = -1756831.600102 nChanged 81 SP:Iteration 25Q (944.310103 sec): 3 clusters Score: Raw -1759984.773397 + Penalty 3124.182047 = -1756860.591350 nChanged 64 SP:Iteration 26Q (944.375818 sec): 3 clusters Score: Raw -1760005.690132 + Penalty 3124.182047 = -1756881.508086 nChanged 63 SP:Iteration 27Q (944.455341 sec): 3 clusters Score: Raw -1760026.575221 + Penalty 3124.182047 = -1756902.393174 nChanged 72 SP:Iteration 28Q (944.523794 sec): 3 clusters Score: Raw -1760051.998724 + Penalty 3124.182047 = -1756927.816677 nChanged 60 SP:Iteration 29Q (944.589129 sec): 3 clusters Score: Raw -1760075.405355 + Penalty 3124.182047 = -1756951.223308 nChanged 61 SP:Iteration 30Q (944.652249 sec): 3 clusters Score: Raw -1760106.005065 + Penalty 3124.182047 = -1756981.823018 nChanged 60 SP:Iteration 31Q (944.733872 sec): 3 clusters Score: Raw -1760134.517830 + Penalty 3124.182047 = -1757010.335783 nChanged 61 SP:Iteration 32Q (944.794755 sec): 3 clusters Score: Raw -1760150.319500 + Penalty 3124.182047 = -1757026.137454 nChanged 48 SP:Iteration 33Q (944.869484 sec): 3 clusters Score: Raw -1760163.958288 + Penalty 3124.182047 = -1757039.776241 nChanged 40 SP:Iteration 34Q (944.925201 sec): 3 clusters Score: Raw -1760174.905358 + Penalty 3124.182047 = -1757050.723312 nChanged 32 SP:Iteration 35Q (944.988746 sec): 3 clusters Score: Raw -1760183.447894 + Penalty 3124.182047 = -1757059.265847 nChanged 36 SP:Iteration 36Q (945.067863 sec): 3 clusters Score: Raw -1760190.851050 + Penalty 3124.182047 = -1757066.669003 nChanged 27 SP:Iteration 37Q (945.141655 sec): 3 clusters Score: Raw -1760195.654667 + Penalty 3124.182047 = -1757071.472620 nChanged 21 SP:Iteration 38Q (945.204979 sec): 3 clusters Score: Raw -1760198.862537 + Penalty 3124.182047 = -1757074.680491 nChanged 13 SP:Iteration 39Q (945.282341 sec): 3 clusters Score: Raw -1760200.414584 + Penalty 3124.182047 = -1757076.232537 nChanged 5 SP:Iteration 40F (945.352935 sec): 3 clusters Score: Raw -1760200.805366 + Penalty 3124.182047 = -1757076.623320 nChanged 4 SP:Iteration 41Q (945.419368 sec): 3 clusters Score: Raw -1760201.343535 + Penalty 3124.182047 = -1757077.161488 nChanged 6 SP:Iteration 42Q (945.474995 sec): 3 clusters Score: Raw -1760202.310284 + Penalty 3124.182047 = -1757078.128237 nChanged 5 SP:Iteration 43Q (945.558176 sec): 3 clusters Score: Raw -1760203.203686 + Penalty 3124.182047 = -1757079.021639 nChanged 5 SP:Iteration 44Q (945.619310 sec): 3 clusters Score: Raw -1760203.899466 + Penalty 3124.182047 = -1757079.717419 nChanged 4 SP:Iteration 45Q (945.688231 sec): 3 clusters Score: Raw -1760204.428627 + Penalty 3124.182047 = -1757080.246580 nChanged 3 SP:Iteration 46Q (945.754558 sec): 3 clusters Score: Raw -1760204.826668 + Penalty 3124.182047 = -1757080.644621 nChanged 2 SP:Iteration 47Q (945.817791 sec): 3 clusters Score: Raw -1760204.984928 + Penalty 3124.182047 = -1757080.802881 nChanged 3 SP:Iteration 48Q (945.888441 sec): 3 clusters Score: Raw -1760205.274916 + Penalty 3124.182047 = -1757081.092869 nChanged 3 SP:Iteration 49Q (945.943555 sec): 3 clusters Score: Raw -1760205.498079 + Penalty 3124.182047 = -1757081.316033 nChanged 0 SP:Iteration 50F (946.023929 sec): 3 clusters Score: Raw -1760205.498079 + Penalty 3124.182047 = -1757081.316033 nChanged 0 Trying to split cluster 32 (16921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (946.072723 sec): 2 clusters Score: Raw -2171405.442755 + Penalty 1582.150494 = -2169823.292261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (946.141708 sec): 3 clusters Score: Raw -2161480.513541 + Penalty 3164.300988 = -2158316.212553 nChanged 7522 SP:Iteration 1F (946.205854 sec): 3 clusters Score: Raw -2165511.474444 + Penalty 3164.300988 = -2162347.173456 nChanged 890 SP:Iteration 2F (946.264215 sec): 3 clusters Score: Raw -2165919.122650 + Penalty 3164.300988 = -2162754.821662 nChanged 970 SP:Iteration 3F (946.338918 sec): 3 clusters Score: Raw -2166473.725363 + Penalty 3164.300988 = -2163309.424374 nChanged 1108 SP:Iteration 4F (946.405185 sec): 3 clusters Score: Raw -2167224.756227 + Penalty 3164.300988 = -2164060.455238 nChanged 1211 SP:Iteration 5F (946.483417 sec): 3 clusters Score: Raw -2168143.592161 + Penalty 3164.300988 = -2164979.291172 nChanged 1236 SP:Iteration 6F (946.552693 sec): 3 clusters Score: Raw -2169183.849937 + Penalty 3164.300988 = -2166019.548949 nChanged 1123 SP:Iteration 7F (946.629807 sec): 3 clusters Score: Raw -2170177.238047 + Penalty 3164.300988 = -2167012.937059 nChanged 859 SP:Iteration 8F (946.697758 sec): 3 clusters Score: Raw -2170879.875211 + Penalty 3164.300988 = -2167715.574223 nChanged 573 SP:Iteration 9Q (946.768716 sec): 3 clusters Score: Raw -2171282.474392 + Penalty 3164.300988 = -2168118.173403 nChanged 408 SP:Iteration 10Q (946.834845 sec): 3 clusters Score: Raw -2171517.452283 + Penalty 3164.300988 = -2168353.151295 nChanged 273 SP:Iteration 11Q (946.893539 sec): 3 clusters Score: Raw -2171646.834545 + Penalty 3164.300988 = -2168482.533557 nChanged 187 SP:Iteration 12Q (946.965594 sec): 3 clusters Score: Raw -2171727.507062 + Penalty 3164.300988 = -2168563.206074 nChanged 150 SP:Iteration 13Q (947.025428 sec): 3 clusters Score: Raw -2171783.885681 + Penalty 3164.300988 = -2168619.584693 nChanged 117 SP:Iteration 14Q (947.099603 sec): 3 clusters Score: Raw -2171821.933204 + Penalty 3164.300988 = -2168657.632216 nChanged 93 SP:Iteration 15Q (947.164388 sec): 3 clusters Score: Raw -2171848.400995 + Penalty 3164.300988 = -2168684.100007 nChanged 82 SP:Iteration 16Q (947.241054 sec): 3 clusters Score: Raw -2171871.991309 + Penalty 3164.300988 = -2168707.690321 nChanged 81 SP:Iteration 17Q (947.309400 sec): 3 clusters Score: Raw -2171892.242248 + Penalty 3164.300988 = -2168727.941260 nChanged 62 SP:Iteration 18Q (947.372658 sec): 3 clusters Score: Raw -2171904.504329 + Penalty 3164.300988 = -2168740.203341 nChanged 54 SP:Iteration 19Q (947.429437 sec): 3 clusters Score: Raw -2171915.858201 + Penalty 3164.300988 = -2168751.557213 nChanged 51 SP:Iteration 20F (947.510150 sec): 3 clusters Score: Raw -2171927.335072 + Penalty 3164.300988 = -2168763.034084 nChanged 50 SP:Iteration 21Q (947.586761 sec): 3 clusters Score: Raw -2171937.720864 + Penalty 3164.300988 = -2168773.419875 nChanged 45 SP:Iteration 22Q (947.656864 sec): 3 clusters Score: Raw -2171946.436458 + Penalty 3164.300988 = -2168782.135470 nChanged 41 SP:Iteration 23Q (947.717496 sec): 3 clusters Score: Raw -2171953.564652 + Penalty 3164.300988 = -2168789.263664 nChanged 36 SP:Iteration 24Q (947.785889 sec): 3 clusters Score: Raw -2171960.667982 + Penalty 3164.300988 = -2168796.366994 nChanged 37 SP:Iteration 25Q (947.855961 sec): 3 clusters Score: Raw -2171968.730844 + Penalty 3164.300988 = -2168804.429855 nChanged 28 SP:Iteration 26Q (947.918128 sec): 3 clusters Score: Raw -2171976.015646 + Penalty 3164.300988 = -2168811.714658 nChanged 27 SP:Iteration 27Q (947.992614 sec): 3 clusters Score: Raw -2171980.900982 + Penalty 3164.300988 = -2168816.599994 nChanged 25 SP:Iteration 28Q (948.054661 sec): 3 clusters Score: Raw -2171984.795378 + Penalty 3164.300988 = -2168820.494390 nChanged 19 SP:Iteration 29Q (948.123587 sec): 3 clusters Score: Raw -2171987.520358 + Penalty 3164.300988 = -2168823.219370 nChanged 17 SP:Iteration 30Q (948.193907 sec): 3 clusters Score: Raw -2171990.355840 + Penalty 3164.300988 = -2168826.054852 nChanged 17 SP:Iteration 31Q (948.259535 sec): 3 clusters Score: Raw -2171992.370969 + Penalty 3164.300988 = -2168828.069980 nChanged 12 SP:Iteration 32Q (948.333103 sec): 3 clusters Score: Raw -2171994.145503 + Penalty 3164.300988 = -2168829.844515 nChanged 9 SP:Iteration 33Q (948.394034 sec): 3 clusters Score: Raw -2171995.592687 + Penalty 3164.300988 = -2168831.291699 nChanged 7 SP:Iteration 34Q (948.469194 sec): 3 clusters Score: Raw -2171996.989344 + Penalty 3164.300988 = -2168832.688355 nChanged 6 SP:Iteration 35Q (948.545863 sec): 3 clusters Score: Raw -2171998.199685 + Penalty 3164.300988 = -2168833.898697 nChanged 11 SP:Iteration 36Q (948.623418 sec): 3 clusters Score: Raw -2171999.634166 + Penalty 3164.300988 = -2168835.333178 nChanged 11 SP:Iteration 37Q (948.699949 sec): 3 clusters Score: Raw -2172000.842729 + Penalty 3164.300988 = -2168836.541741 nChanged 8 SP:Iteration 38Q (948.768685 sec): 3 clusters Score: Raw -2172001.673796 + Penalty 3164.300988 = -2168837.372807 nChanged 6 SP:Iteration 39Q (948.824860 sec): 3 clusters Score: Raw -2172002.241452 + Penalty 3164.300988 = -2168837.940464 nChanged 6 SP:Iteration 40F (948.891967 sec): 3 clusters Score: Raw -2172003.412533 + Penalty 3164.300988 = -2168839.111545 nChanged 12 SP:Iteration 41Q (948.962823 sec): 3 clusters Score: Raw -2172005.026761 + Penalty 3164.300988 = -2168840.725773 nChanged 10 SP:Iteration 42Q (949.039378 sec): 3 clusters Score: Raw -2172006.344206 + Penalty 3164.300988 = -2168842.043218 nChanged 8 SP:Iteration 43Q (949.108750 sec): 3 clusters Score: Raw -2172007.647088 + Penalty 3164.300988 = -2168843.346100 nChanged 12 SP:Iteration 44Q (949.167274 sec): 3 clusters Score: Raw -2172009.497434 + Penalty 3164.300988 = -2168845.196446 nChanged 16 SP:Iteration 45Q (949.231849 sec): 3 clusters Score: Raw -2172012.391093 + Penalty 3164.300988 = -2168848.090104 nChanged 12 SP:Iteration 46Q (949.304306 sec): 3 clusters Score: Raw -2172014.446387 + Penalty 3164.300988 = -2168850.145398 nChanged 18 SP:Iteration 47Q (949.369654 sec): 3 clusters Score: Raw -2172017.643714 + Penalty 3164.300988 = -2168853.342725 nChanged 17 SP:Iteration 48Q (949.442863 sec): 3 clusters Score: Raw -2172020.753611 + Penalty 3164.300988 = -2168856.452623 nChanged 14 SP:Iteration 49Q (949.508804 sec): 3 clusters Score: Raw -2172022.929803 + Penalty 3164.300988 = -2168858.628815 nChanged 11 SP:Iteration 50Q (949.557621 sec): 3 clusters Score: Raw -2172024.415108 + Penalty 3164.300988 = -2168860.114120 nChanged 10 SP:Iteration 51Q (949.627564 sec): 3 clusters Score: Raw -2172026.385556 + Penalty 3164.300988 = -2168862.084568 nChanged 25 SP:Iteration 52Q (949.690761 sec): 3 clusters Score: Raw -2172031.245472 + Penalty 3164.300988 = -2168866.944484 nChanged 20 SP:Iteration 53Q (949.739211 sec): 3 clusters Score: Raw -2172035.902970 + Penalty 3164.300988 = -2168871.601981 nChanged 21 SP:Iteration 54Q (949.807279 sec): 3 clusters Score: Raw -2172039.625888 + Penalty 3164.300988 = -2168875.324900 nChanged 13 SP:Iteration 55Q (949.891189 sec): 3 clusters Score: Raw -2172041.988829 + Penalty 3164.300988 = -2168877.687841 nChanged 16 SP:Iteration 56Q (949.937144 sec): 3 clusters Score: Raw -2172045.876341 + Penalty 3164.300988 = -2168881.575353 nChanged 23 SP:Iteration 57Q (949.994882 sec): 3 clusters Score: Raw -2172050.527219 + Penalty 3164.300988 = -2168886.226231 nChanged 15 SP:Iteration 58Q (950.061883 sec): 3 clusters Score: Raw -2172053.240780 + Penalty 3164.300988 = -2168888.939792 nChanged 22 SP:Iteration 59Q (950.127011 sec): 3 clusters Score: Raw -2172057.486714 + Penalty 3164.300988 = -2168893.185726 nChanged 14 SP:Iteration 60F (950.205822 sec): 3 clusters Score: Raw -2172059.387286 + Penalty 3164.300988 = -2168895.086298 nChanged 9 SP:Iteration 61Q (950.256957 sec): 3 clusters Score: Raw -2172060.906404 + Penalty 3164.300988 = -2168896.605415 nChanged 8 SP:Iteration 62Q (950.325664 sec): 3 clusters Score: Raw -2172062.484178 + Penalty 3164.300988 = -2168898.183190 nChanged 3 SP:Iteration 63Q (950.380635 sec): 3 clusters Score: Raw -2172062.790668 + Penalty 3164.300988 = -2168898.489680 nChanged 4 SP:Iteration 64Q (950.454543 sec): 3 clusters Score: Raw -2172063.516575 + Penalty 3164.300988 = -2168899.215587 nChanged 1 SP:Iteration 65Q (950.526209 sec): 3 clusters Score: Raw -2172063.643590 + Penalty 3164.300988 = -2168899.342602 nChanged 0 SP:Iteration 66F (950.592221 sec): 3 clusters Score: Raw -2172063.643590 + Penalty 3164.300988 = -2168899.342602 nChanged 0 Trying to split cluster 33 (5156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (950.620148 sec): 2 clusters Score: Raw -634004.732238 + Penalty 1389.036409 = -632615.695829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (950.681994 sec): 3 clusters Score: Raw -631320.391534 + Penalty 2778.072818 = -628542.318716 nChanged 2105 SP:Iteration 1F (950.724517 sec): 3 clusters Score: Raw -632607.147252 + Penalty 2778.072818 = -629829.074433 nChanged 413 SP:Iteration 2F (950.776076 sec): 3 clusters Score: Raw -632855.214953 + Penalty 2778.072818 = -630077.142134 nChanged 319 SP:Iteration 3F (950.837153 sec): 3 clusters Score: Raw -633056.086937 + Penalty 2778.072818 = -630278.014118 nChanged 253 SP:Iteration 4Q (950.880008 sec): 3 clusters Score: Raw -633186.005048 + Penalty 2778.072818 = -630407.932230 nChanged 201 SP:Iteration 5Q (950.931631 sec): 3 clusters Score: Raw -633284.562880 + Penalty 2778.072818 = -630506.490062 nChanged 174 SP:Iteration 6Q (950.981521 sec): 3 clusters Score: Raw -633377.235662 + Penalty 2778.072818 = -630599.162844 nChanged 159 SP:Iteration 7Q (951.030388 sec): 3 clusters Score: Raw -633455.315215 + Penalty 2778.072818 = -630677.242397 nChanged 150 SP:Iteration 8Q (951.096967 sec): 3 clusters Score: Raw -633516.638691 + Penalty 2778.072818 = -630738.565873 nChanged 125 SP:Iteration 9Q (951.146789 sec): 3 clusters Score: Raw -633581.519172 + Penalty 2778.072818 = -630803.446353 nChanged 118 SP:Iteration 10Q (951.185947 sec): 3 clusters Score: Raw -633637.828469 + Penalty 2778.072818 = -630859.755650 nChanged 114 SP:Iteration 11Q (951.249109 sec): 3 clusters Score: Raw -633687.631223 + Penalty 2778.072818 = -630909.558405 nChanged 102 SP:Iteration 12Q (951.288930 sec): 3 clusters Score: Raw -633724.383989 + Penalty 2778.072818 = -630946.311171 nChanged 81 SP:Iteration 13Q (951.340400 sec): 3 clusters Score: Raw -633759.667759 + Penalty 2778.072818 = -630981.594940 nChanged 88 SP:Iteration 14Q (951.396398 sec): 3 clusters Score: Raw -633788.836428 + Penalty 2778.072818 = -631010.763610 nChanged 71 SP:Iteration 15Q (951.449880 sec): 3 clusters Score: Raw -633811.594039 + Penalty 2778.072818 = -631033.521221 nChanged 66 SP:Iteration 16Q (951.499474 sec): 3 clusters Score: Raw -633828.656031 + Penalty 2778.072818 = -631050.583212 nChanged 62 SP:Iteration 17Q (951.544916 sec): 3 clusters Score: Raw -633848.520025 + Penalty 2778.072818 = -631070.447207 nChanged 48 SP:Iteration 18Q (951.590359 sec): 3 clusters Score: Raw -633862.322448 + Penalty 2778.072818 = -631084.249630 nChanged 44 SP:Iteration 19Q (951.639760 sec): 3 clusters Score: Raw -633873.767880 + Penalty 2778.072818 = -631095.695062 nChanged 39 SP:Iteration 20F (951.702420 sec): 3 clusters Score: Raw -633886.980964 + Penalty 2778.072818 = -631108.908146 nChanged 47 SP:Iteration 21Q (951.748274 sec): 3 clusters Score: Raw -633903.312938 + Penalty 2778.072818 = -631125.240119 nChanged 52 SP:Iteration 22Q (951.807067 sec): 3 clusters Score: Raw -633920.706784 + Penalty 2778.072818 = -631142.633966 nChanged 43 SP:Iteration 23Q (951.859209 sec): 3 clusters Score: Raw -633934.164983 + Penalty 2778.072818 = -631156.092164 nChanged 41 SP:Iteration 24Q (951.896528 sec): 3 clusters Score: Raw -633944.795228 + Penalty 2778.072818 = -631166.722410 nChanged 35 SP:Iteration 25Q (951.957854 sec): 3 clusters Score: Raw -633953.289813 + Penalty 2778.072818 = -631175.216995 nChanged 25 SP:Iteration 26Q (951.995683 sec): 3 clusters Score: Raw -633959.131481 + Penalty 2778.072818 = -631181.058662 nChanged 16 SP:Iteration 27Q (952.042559 sec): 3 clusters Score: Raw -633962.443019 + Penalty 2778.072818 = -631184.370200 nChanged 14 SP:Iteration 28Q (952.096276 sec): 3 clusters Score: Raw -633965.781733 + Penalty 2778.072818 = -631187.708915 nChanged 12 SP:Iteration 29Q (952.157488 sec): 3 clusters Score: Raw -633970.286108 + Penalty 2778.072818 = -631192.213290 nChanged 15 SP:Iteration 30Q (952.206510 sec): 3 clusters Score: Raw -633974.779369 + Penalty 2778.072818 = -631196.706551 nChanged 14 SP:Iteration 31Q (952.259838 sec): 3 clusters Score: Raw -633978.028533 + Penalty 2778.072818 = -631199.955715 nChanged 11 SP:Iteration 32Q (952.301529 sec): 3 clusters Score: Raw -633980.116640 + Penalty 2778.072818 = -631202.043821 nChanged 9 SP:Iteration 33Q (952.360862 sec): 3 clusters Score: Raw -633982.870334 + Penalty 2778.072818 = -631204.797515 nChanged 14 SP:Iteration 34Q (952.402263 sec): 3 clusters Score: Raw -633985.370094 + Penalty 2778.072818 = -631207.297275 nChanged 13 SP:Iteration 35Q (952.463524 sec): 3 clusters Score: Raw -633987.799452 + Penalty 2778.072818 = -631209.726634 nChanged 5 SP:Iteration 36Q (952.503398 sec): 3 clusters Score: Raw -633988.438512 + Penalty 2778.072818 = -631210.365693 nChanged 3 SP:Iteration 37Q (952.553896 sec): 3 clusters Score: Raw -633988.848826 + Penalty 2778.072818 = -631210.776008 nChanged 1 SP:Iteration 38Q (952.617319 sec): 3 clusters Score: Raw -633988.965149 + Penalty 2778.072818 = -631210.892331 nChanged 1 SP:Iteration 39Q (952.673265 sec): 3 clusters Score: Raw -633989.092873 + Penalty 2778.072818 = -631211.020054 nChanged 0 SP:Iteration 40F (952.704410 sec): 3 clusters Score: Raw -633989.092873 + Penalty 2778.072818 = -631211.020054 nChanged 0 Iteration 59Q (960.389069 sec): 39 clusters Score: Raw -84118589.357852 + Penalty 82999.129075 = -84035590.228777 nChanged 6914 Iteration 60F (977.363589 sec): 39 clusters Score: Raw -84121705.704296 + Penalty 82999.129075 = -84038706.575220 nChanged 5461 Iteration 61Q (984.456602 sec): 39 clusters Score: Raw -84123408.803820 + Penalty 82999.129075 = -84040409.674745 nChanged 4085 Iteration 62Q (991.517122 sec): 39 clusters Score: Raw -84124425.110970 + Penalty 82999.129075 = -84041425.981895 nChanged 3485 Iteration 63Q (998.894342 sec): 39 clusters Score: Raw -84125122.706796 + Penalty 82999.129075 = -84042123.577720 nChanged 3057 Iteration 64Q (1006.183405 sec): 39 clusters Score: Raw -84125651.523180 + Penalty 82999.129075 = -84042652.394105 nChanged 2632 Iteration 65Q (1013.450176 sec): 39 clusters Score: Raw -84126050.786608 + Penalty 82999.129075 = -84043051.657532 nChanged 2372 Iteration 66Q (1020.617561 sec): 39 clusters Score: Raw -84126385.195363 + Penalty 82999.129075 = -84043386.066288 nChanged 2127 Iteration 67Q (1027.634365 sec): 39 clusters Score: Raw -84126661.877670 + Penalty 82999.129075 = -84043662.748594 nChanged 1901 Iteration 68Q (1034.076075 sec): 39 clusters Score: Raw -84126896.472157 + Penalty 82999.129075 = -84043897.343081 nChanged 1808 Iteration 69Q (1040.910341 sec): 39 clusters Score: Raw -84127099.753385 + Penalty 82999.129075 = -84044100.624310 nChanged 1700 Iteration 70Q (1047.873260 sec): 39 clusters Score: Raw -84127286.420940 + Penalty 82999.129075 = -84044287.291864 nChanged 1560 Iteration 71Q (1054.365319 sec): 39 clusters Score: Raw -84127460.777992 + Penalty 82999.129075 = -84044461.648916 nChanged 1500 Iteration 72Q (1061.191518 sec): 39 clusters Score: Raw -84127629.060418 + Penalty 82999.129075 = -84044629.931342 nChanged 1422 Iteration 73Q (1068.034986 sec): 39 clusters Score: Raw -84127795.176969 + Penalty 82999.129075 = -84044796.047893 nChanged 1433 Iteration 74Q (1074.880653 sec): 39 clusters Score: Raw -84127956.930868 + Penalty 82999.129075 = -84044957.801793 nChanged 1342 Iteration 75Q (1081.661365 sec): 39 clusters Score: Raw -84128125.716499 + Penalty 82999.129075 = -84045126.587423 nChanged 1371 Iteration 76Q (1088.269011 sec): 39 clusters Score: Raw -84128315.311308 + Penalty 82999.129075 = -84045316.182232 nChanged 1396 Iteration 77Q (1095.008975 sec): 39 clusters Score: Raw -84128529.345160 + Penalty 82999.129075 = -84045530.216084 nChanged 1394 Iteration 78Q (1101.629679 sec): 39 clusters Score: Raw -84128769.880585 + Penalty 82999.129075 = -84045770.751509 nChanged 1323 Iteration 79Q (1108.844504 sec): 39 clusters Score: Raw -84129010.971638 + Penalty 82999.129075 = -84046011.842562 nChanged 1388 Iteration 80F (1125.618828 sec): 39 clusters Score: Raw -84129333.256142 + Penalty 82999.129075 = -84046334.127066 nChanged 1434 Iteration 81Q (1132.625964 sec): 39 clusters Score: Raw -84129641.637481 + Penalty 82999.129075 = -84046642.508405 nChanged 1385 Iteration 82Q (1139.639807 sec): 39 clusters Score: Raw -84129893.892623 + Penalty 82999.129075 = -84046894.763548 nChanged 1407 Iteration 83Q (1146.573409 sec): 39 clusters Score: Raw -84130124.682037 + Penalty 82999.129075 = -84047125.552962 nChanged 1348 Iteration 84Q (1153.500882 sec): 39 clusters Score: Raw -84130318.351916 + Penalty 82999.129075 = -84047319.222840 nChanged 1296 Iteration 85Q (1160.689682 sec): 39 clusters Score: Raw -84130502.028644 + Penalty 82999.129075 = -84047502.899568 nChanged 1320 Iteration 86Q (1167.897713 sec): 39 clusters Score: Raw -84130668.623709 + Penalty 82999.129075 = -84047669.494633 nChanged 1242 Iteration 87Q (1174.696039 sec): 39 clusters Score: Raw -84130817.096087 + Penalty 82999.129075 = -84047817.967012 nChanged 1244 Iteration 88Q (1181.270560 sec): 39 clusters Score: Raw -84130959.305549 + Penalty 82999.129075 = -84047960.176474 nChanged 1224 Iteration 89Q (1188.108053 sec): 39 clusters Score: Raw -84131090.247453 + Penalty 82999.129075 = -84048091.118378 nChanged 1157 Iteration 90Q (1194.926053 sec): 39 clusters Score: Raw -84131201.182594 + Penalty 82999.129075 = -84048202.053518 nChanged 1052 Iteration 91Q (1202.042235 sec): 39 clusters Score: Raw -84131298.500774 + Penalty 82999.129075 = -84048299.371699 nChanged 984 Iteration 92Q (1209.073845 sec): 39 clusters Score: Raw -84131381.681822 + Penalty 82999.129075 = -84048382.552747 nChanged 978 Iteration 93Q (1216.070384 sec): 39 clusters Score: Raw -84131462.179058 + Penalty 82999.129075 = -84048463.049982 nChanged 964 Iteration 94Q (1223.151852 sec): 39 clusters Score: Raw -84131544.490743 + Penalty 82999.129075 = -84048545.361668 nChanged 960 Iteration 95Q (1229.942210 sec): 39 clusters Score: Raw -84131624.257226 + Penalty 82999.129075 = -84048625.128151 nChanged 946 Iteration 96Q (1236.354806 sec): 39 clusters Score: Raw -84131707.831984 + Penalty 82999.129075 = -84048708.702909 nChanged 908 Iteration 97Q (1243.565236 sec): 39 clusters Score: Raw -84131779.670489 + Penalty 82999.129075 = -84048780.541413 nChanged 893 Iteration 98Q (1250.822347 sec): 39 clusters Score: Raw -84131848.311209 + Penalty 82999.129075 = -84048849.182134 nChanged 823 Writing temp clu file Because OldScore, -84048780.541413, is greater than current (better) Score,-84048849.182134 Compute initial score before splitting: Score: Raw -84131848.311209 + Penalty 82999.129075 = -84048849.182134 Trying to split cluster 1 (2556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1251.087061 sec): 2 clusters Score: Raw -305159.572719 + Penalty 1275.007308 = -303884.565411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1251.140967 sec): 3 clusters Score: Raw -304016.319686 + Penalty 2550.014615 = -301466.305071 nChanged 930 SP:Iteration 1F (1251.191318 sec): 3 clusters Score: Raw -304681.680248 + Penalty 2550.014615 = -302131.665633 nChanged 228 SP:Iteration 2F (1251.241904 sec): 3 clusters Score: Raw -304879.043724 + Penalty 2550.014615 = -302329.029109 nChanged 155 SP:Iteration 3F (1251.293199 sec): 3 clusters Score: Raw -305004.055138 + Penalty 2550.014615 = -302454.040523 nChanged 137 SP:Iteration 4F (1251.344310 sec): 3 clusters Score: Raw -305141.885845 + Penalty 2550.014615 = -302591.871230 nChanged 136 SP:Iteration 5F (1251.396345 sec): 3 clusters Score: Raw -305303.717548 + Penalty 2550.014615 = -302753.702933 nChanged 122 SP:Iteration 6Q (1251.448715 sec): 3 clusters Score: Raw -305448.561429 + Penalty 2550.014615 = -302898.546814 nChanged 111 SP:Iteration 7Q (1251.500436 sec): 3 clusters Score: Raw -305573.308985 + Penalty 2550.014615 = -303023.294370 nChanged 107 SP:Iteration 8Q (1251.552300 sec): 3 clusters Score: Raw -305702.127496 + Penalty 2550.014615 = -303152.112881 nChanged 77 SP:Iteration 9Q (1251.604895 sec): 3 clusters Score: Raw -305779.961626 + Penalty 2550.014615 = -303229.947011 nChanged 49 SP:Iteration 10Q (1251.665638 sec): 3 clusters Score: Raw -305816.341630 + Penalty 2550.014615 = -303266.327015 nChanged 35 SP:Iteration 11Q (1251.716389 sec): 3 clusters Score: Raw -305839.778604 + Penalty 2550.014615 = -303289.763989 nChanged 24 SP:Iteration 12Q (1251.769413 sec): 3 clusters Score: Raw -305862.413367 + Penalty 2550.014615 = -303312.398752 nChanged 28 SP:Iteration 13Q (1251.807554 sec): 3 clusters Score: Raw -305880.252260 + Penalty 2550.014615 = -303330.237645 nChanged 23 SP:Iteration 14Q (1251.861147 sec): 3 clusters Score: Raw -305894.252092 + Penalty 2550.014615 = -303344.237477 nChanged 15 SP:Iteration 15Q (1251.905127 sec): 3 clusters Score: Raw -305905.809346 + Penalty 2550.014615 = -303355.794731 nChanged 17 SP:Iteration 16Q (1251.948681 sec): 3 clusters Score: Raw -305918.156101 + Penalty 2550.014615 = -303368.141486 nChanged 20 SP:Iteration 17Q (1252.012342 sec): 3 clusters Score: Raw -305936.720348 + Penalty 2550.014615 = -303386.705733 nChanged 31 SP:Iteration 18Q (1252.050766 sec): 3 clusters Score: Raw -305974.303278 + Penalty 2550.014615 = -303424.288663 nChanged 46 SP:Iteration 19Q (1252.105597 sec): 3 clusters Score: Raw -306036.547138 + Penalty 2550.014615 = -303486.532523 nChanged 57 SP:Iteration 20F (1252.153580 sec): 3 clusters Score: Raw -306120.936525 + Penalty 2550.014615 = -303570.921910 nChanged 52 SP:Iteration 21Q (1252.194343 sec): 3 clusters Score: Raw -306191.347591 + Penalty 2550.014615 = -303641.332976 nChanged 46 SP:Iteration 22Q (1252.249450 sec): 3 clusters Score: Raw -306245.596721 + Penalty 2550.014615 = -303695.582106 nChanged 34 SP:Iteration 23Q (1252.296298 sec): 3 clusters Score: Raw -306270.889742 + Penalty 2550.014615 = -303720.875127 nChanged 23 SP:Iteration 24Q (1252.342923 sec): 3 clusters Score: Raw -306286.237566 + Penalty 2550.014615 = -303736.222951 nChanged 14 SP:Iteration 25Q (1252.388972 sec): 3 clusters Score: Raw -306298.404982 + Penalty 2550.014615 = -303748.390367 nChanged 15 SP:Iteration 26Q (1252.428684 sec): 3 clusters Score: Raw -306309.773327 + Penalty 2550.014615 = -303759.758712 nChanged 12 SP:Iteration 27Q (1252.476664 sec): 3 clusters Score: Raw -306319.888777 + Penalty 2550.014615 = -303769.874162 nChanged 13 SP:Iteration 28Q (1252.532061 sec): 3 clusters Score: Raw -306327.095504 + Penalty 2550.014615 = -303777.080889 nChanged 5 SP:Iteration 29Q (1252.577153 sec): 3 clusters Score: Raw -306329.071351 + Penalty 2550.014615 = -303779.056736 nChanged 3 SP:Iteration 30Q (1252.612982 sec): 3 clusters Score: Raw -306330.011045 + Penalty 2550.014615 = -303779.996430 nChanged 0 SP:Iteration 31F (1252.669635 sec): 3 clusters Score: Raw -306330.011045 + Penalty 2550.014615 = -303779.996430 nChanged 0 Trying to split cluster 2 (17202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1252.719599 sec): 2 clusters Score: Raw -2025942.751034 + Penalty 1584.826902 = -2024357.924132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1252.795865 sec): 3 clusters Score: Raw -2015744.469980 + Penalty 3169.653804 = -2012574.816176 nChanged 7664 SP:Iteration 1F (1252.865681 sec): 3 clusters Score: Raw -2020397.538267 + Penalty 3169.653804 = -2017227.884463 nChanged 1319 SP:Iteration 2F (1252.935514 sec): 3 clusters Score: Raw -2021219.325565 + Penalty 3169.653804 = -2018049.671761 nChanged 1258 SP:Iteration 3F (1253.005204 sec): 3 clusters Score: Raw -2022053.803464 + Penalty 3169.653804 = -2018884.149660 nChanged 1213 SP:Iteration 4F (1253.064257 sec): 3 clusters Score: Raw -2022840.001230 + Penalty 3169.653804 = -2019670.347426 nChanged 1060 SP:Iteration 5F (1253.136370 sec): 3 clusters Score: Raw -2023529.841499 + Penalty 3169.653804 = -2020360.187696 nChanged 912 SP:Iteration 6F (1253.207667 sec): 3 clusters Score: Raw -2024143.411887 + Penalty 3169.653804 = -2020973.758083 nChanged 785 SP:Iteration 7Q (1253.286030 sec): 3 clusters Score: Raw -2024655.895786 + Penalty 3169.653804 = -2021486.241982 nChanged 677 SP:Iteration 8Q (1253.360929 sec): 3 clusters Score: Raw -2025082.045057 + Penalty 3169.653804 = -2021912.391253 nChanged 528 SP:Iteration 9Q (1253.428345 sec): 3 clusters Score: Raw -2025376.479084 + Penalty 3169.653804 = -2022206.825280 nChanged 401 SP:Iteration 10Q (1253.504610 sec): 3 clusters Score: Raw -2025585.033220 + Penalty 3169.653804 = -2022415.379416 nChanged 342 SP:Iteration 11Q (1253.593112 sec): 3 clusters Score: Raw -2025765.803832 + Penalty 3169.653804 = -2022596.150028 nChanged 306 SP:Iteration 12Q (1253.665499 sec): 3 clusters Score: Raw -2025920.074987 + Penalty 3169.653804 = -2022750.421183 nChanged 273 SP:Iteration 13Q (1253.728885 sec): 3 clusters Score: Raw -2026058.461516 + Penalty 3169.653804 = -2022888.807712 nChanged 258 SP:Iteration 14Q (1253.794036 sec): 3 clusters Score: Raw -2026185.219071 + Penalty 3169.653804 = -2023015.565267 nChanged 225 SP:Iteration 15Q (1253.852089 sec): 3 clusters Score: Raw -2026306.281640 + Penalty 3169.653804 = -2023136.627836 nChanged 181 SP:Iteration 16Q (1253.925550 sec): 3 clusters Score: Raw -2026390.969545 + Penalty 3169.653804 = -2023221.315741 nChanged 147 SP:Iteration 17Q (1253.996471 sec): 3 clusters Score: Raw -2026467.451359 + Penalty 3169.653804 = -2023297.797555 nChanged 127 SP:Iteration 18Q (1254.060290 sec): 3 clusters Score: Raw -2026528.760576 + Penalty 3169.653804 = -2023359.106772 nChanged 103 SP:Iteration 19Q (1254.117998 sec): 3 clusters Score: Raw -2026577.282429 + Penalty 3169.653804 = -2023407.628625 nChanged 102 SP:Iteration 20F (1254.174693 sec): 3 clusters Score: Raw -2026619.711580 + Penalty 3169.653804 = -2023450.057776 nChanged 97 SP:Iteration 21Q (1254.239417 sec): 3 clusters Score: Raw -2026664.279693 + Penalty 3169.653804 = -2023494.625889 nChanged 90 SP:Iteration 22Q (1254.313605 sec): 3 clusters Score: Raw -2026702.877165 + Penalty 3169.653804 = -2023533.223361 nChanged 79 SP:Iteration 23Q (1254.377528 sec): 3 clusters Score: Raw -2026745.803228 + Penalty 3169.653804 = -2023576.149424 nChanged 86 SP:Iteration 24Q (1254.442125 sec): 3 clusters Score: Raw -2026794.419588 + Penalty 3169.653804 = -2023624.765784 nChanged 77 SP:Iteration 25Q (1254.505420 sec): 3 clusters Score: Raw -2026836.705827 + Penalty 3169.653804 = -2023667.052023 nChanged 70 SP:Iteration 26Q (1254.567034 sec): 3 clusters Score: Raw -2026864.242951 + Penalty 3169.653804 = -2023694.589147 nChanged 60 SP:Iteration 27Q (1254.628158 sec): 3 clusters Score: Raw -2026886.225694 + Penalty 3169.653804 = -2023716.571890 nChanged 49 SP:Iteration 28Q (1254.697750 sec): 3 clusters Score: Raw -2026908.262738 + Penalty 3169.653804 = -2023738.608934 nChanged 39 SP:Iteration 29Q (1254.760580 sec): 3 clusters Score: Raw -2026925.373959 + Penalty 3169.653804 = -2023755.720155 nChanged 41 SP:Iteration 30Q (1254.824262 sec): 3 clusters Score: Raw -2026945.180226 + Penalty 3169.653804 = -2023775.526422 nChanged 46 SP:Iteration 31Q (1254.893678 sec): 3 clusters Score: Raw -2026962.031787 + Penalty 3169.653804 = -2023792.377983 nChanged 51 SP:Iteration 32Q (1254.961399 sec): 3 clusters Score: Raw -2026986.453770 + Penalty 3169.653804 = -2023816.799966 nChanged 54 SP:Iteration 33Q (1255.032162 sec): 3 clusters Score: Raw -2027010.791499 + Penalty 3169.653804 = -2023841.137695 nChanged 44 SP:Iteration 34Q (1255.106551 sec): 3 clusters Score: Raw -2027025.385190 + Penalty 3169.653804 = -2023855.731386 nChanged 35 SP:Iteration 35Q (1255.179691 sec): 3 clusters Score: Raw -2027037.662853 + Penalty 3169.653804 = -2023868.009049 nChanged 36 SP:Iteration 36Q (1255.254309 sec): 3 clusters Score: Raw -2027048.279055 + Penalty 3169.653804 = -2023878.625252 nChanged 25 SP:Iteration 37Q (1255.330244 sec): 3 clusters Score: Raw -2027057.296276 + Penalty 3169.653804 = -2023887.642472 nChanged 21 SP:Iteration 38Q (1255.405467 sec): 3 clusters Score: Raw -2027063.096105 + Penalty 3169.653804 = -2023893.442301 nChanged 16 SP:Iteration 39Q (1255.479413 sec): 3 clusters Score: Raw -2027069.021746 + Penalty 3169.653804 = -2023899.367942 nChanged 14 SP:Iteration 40F (1255.551303 sec): 3 clusters Score: Raw -2027073.062434 + Penalty 3169.653804 = -2023903.408630 nChanged 17 SP:Iteration 41Q (1255.615389 sec): 3 clusters Score: Raw -2027076.919834 + Penalty 3169.653804 = -2023907.266030 nChanged 16 SP:Iteration 42Q (1255.698765 sec): 3 clusters Score: Raw -2027079.747433 + Penalty 3169.653804 = -2023910.093629 nChanged 10 SP:Iteration 43Q (1255.773668 sec): 3 clusters Score: Raw -2027081.420254 + Penalty 3169.653804 = -2023911.766450 nChanged 5 SP:Iteration 44Q (1255.848413 sec): 3 clusters Score: Raw -2027083.041578 + Penalty 3169.653804 = -2023913.387774 nChanged 6 SP:Iteration 45Q (1255.914941 sec): 3 clusters Score: Raw -2027084.327023 + Penalty 3169.653804 = -2023914.673219 nChanged 10 SP:Iteration 46Q (1255.985478 sec): 3 clusters Score: Raw -2027085.999537 + Penalty 3169.653804 = -2023916.345733 nChanged 4 SP:Iteration 47Q (1256.057051 sec): 3 clusters Score: Raw -2027086.693422 + Penalty 3169.653804 = -2023917.039618 nChanged 3 SP:Iteration 48Q (1256.126446 sec): 3 clusters Score: Raw -2027087.402635 + Penalty 3169.653804 = -2023917.748831 nChanged 5 SP:Iteration 49Q (1256.197885 sec): 3 clusters Score: Raw -2027088.277494 + Penalty 3169.653804 = -2023918.623690 nChanged 3 SP:Iteration 50Q (1256.273378 sec): 3 clusters Score: Raw -2027088.971803 + Penalty 3169.653804 = -2023919.317999 nChanged 3 SP:Iteration 51Q (1256.348451 sec): 3 clusters Score: Raw -2027089.348394 + Penalty 3169.653804 = -2023919.694590 nChanged 3 SP:Iteration 52Q (1256.420691 sec): 3 clusters Score: Raw -2027090.738735 + Penalty 3169.653804 = -2023921.084931 nChanged 4 SP:Iteration 53Q (1256.491936 sec): 3 clusters Score: Raw -2027091.578370 + Penalty 3169.653804 = -2023921.924566 nChanged 6 SP:Iteration 54Q (1256.566109 sec): 3 clusters Score: Raw -2027092.520784 + Penalty 3169.653804 = -2023922.866980 nChanged 6 SP:Iteration 55Q (1256.637798 sec): 3 clusters Score: Raw -2027093.738452 + Penalty 3169.653804 = -2023924.084648 nChanged 7 SP:Iteration 56Q (1256.712198 sec): 3 clusters Score: Raw -2027095.217189 + Penalty 3169.653804 = -2023925.563385 nChanged 8 SP:Iteration 57Q (1256.785359 sec): 3 clusters Score: Raw -2027096.456202 + Penalty 3169.653804 = -2023926.802398 nChanged 3 SP:Iteration 58Q (1256.858443 sec): 3 clusters Score: Raw -2027096.958680 + Penalty 3169.653804 = -2023927.304877 nChanged 4 SP:Iteration 59Q (1256.930727 sec): 3 clusters Score: Raw -2027097.556172 + Penalty 3169.653804 = -2023927.902368 nChanged 3 SP:Iteration 60F (1257.008414 sec): 3 clusters Score: Raw -2027098.328311 + Penalty 3169.653804 = -2023928.674507 nChanged 3 SP:Iteration 61Q (1257.081639 sec): 3 clusters Score: Raw -2027098.991551 + Penalty 3169.653804 = -2023929.337747 nChanged 3 SP:Iteration 62Q (1257.150221 sec): 3 clusters Score: Raw -2027099.675423 + Penalty 3169.653804 = -2023930.021619 nChanged 2 SP:Iteration 63Q (1257.219049 sec): 3 clusters Score: Raw -2027100.244556 + Penalty 3169.653804 = -2023930.590752 nChanged 2 SP:Iteration 64Q (1257.290581 sec): 3 clusters Score: Raw -2027100.528162 + Penalty 3169.653804 = -2023930.874358 nChanged 1 SP:Iteration 65Q (1257.344133 sec): 3 clusters Score: Raw -2027100.581695 + Penalty 3169.653804 = -2023930.927891 nChanged 0 SP:Iteration 66F (1257.411628 sec): 3 clusters Score: Raw -2027100.581695 + Penalty 3169.653804 = -2023930.927891 nChanged 0 Trying to split cluster 3 (58058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1257.526916 sec): 2 clusters Score: Raw -7391919.007248 + Penalty 1782.494641 = -7390136.512608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1257.658354 sec): 3 clusters Score: Raw -7354838.241358 + Penalty 3564.989282 = -7351273.252077 nChanged 27474 SP:Iteration 1F (1257.789927 sec): 3 clusters Score: Raw -7371123.982626 + Penalty 3564.989282 = -7367558.993344 nChanged 2901 SP:Iteration 2Q (1257.926011 sec): 3 clusters Score: Raw -7372313.119894 + Penalty 3564.989282 = -7368748.130613 nChanged 3367 SP:Iteration 3F (1258.058989 sec): 3 clusters Score: Raw -7373954.782489 + Penalty 3564.989282 = -7370389.793207 nChanged 3706 SP:Iteration 4F (1258.190521 sec): 3 clusters Score: Raw -7376011.577900 + Penalty 3564.989282 = -7372446.588618 nChanged 3874 SP:Iteration 5F (1258.321563 sec): 3 clusters Score: Raw -7378399.015737 + Penalty 3564.989282 = -7374834.026456 nChanged 3821 SP:Iteration 6F (1258.454867 sec): 3 clusters Score: Raw -7380963.662406 + Penalty 3564.989282 = -7377398.673124 nChanged 3578 SP:Iteration 7F (1258.589175 sec): 3 clusters Score: Raw -7383615.578522 + Penalty 3564.989282 = -7380050.589240 nChanged 3036 SP:Iteration 8F (1258.731234 sec): 3 clusters Score: Raw -7386021.864458 + Penalty 3564.989282 = -7382456.875176 nChanged 2502 SP:Iteration 9Q (1258.883185 sec): 3 clusters Score: Raw -7388194.031494 + Penalty 3564.989282 = -7384629.042213 nChanged 1902 SP:Iteration 10Q (1259.029967 sec): 3 clusters Score: Raw -7389951.702195 + Penalty 3564.989282 = -7386386.712913 nChanged 1239 SP:Iteration 11Q (1259.171152 sec): 3 clusters Score: Raw -7391097.264971 + Penalty 3564.989282 = -7387532.275689 nChanged 831 SP:Iteration 12Q (1259.310756 sec): 3 clusters Score: Raw -7391808.645886 + Penalty 3564.989282 = -7388243.656604 nChanged 599 SP:Iteration 13Q (1259.448241 sec): 3 clusters Score: Raw -7392231.965960 + Penalty 3564.989282 = -7388666.976678 nChanged 430 SP:Iteration 14Q (1259.580176 sec): 3 clusters Score: Raw -7392487.514535 + Penalty 3564.989282 = -7388922.525254 nChanged 333 SP:Iteration 15Q (1259.708749 sec): 3 clusters Score: Raw -7392658.114293 + Penalty 3564.989282 = -7389093.125012 nChanged 254 SP:Iteration 16Q (1259.847031 sec): 3 clusters Score: Raw -7392769.886571 + Penalty 3564.989282 = -7389204.897289 nChanged 199 SP:Iteration 17Q (1259.972119 sec): 3 clusters Score: Raw -7392851.193410 + Penalty 3564.989282 = -7389286.204129 nChanged 163 SP:Iteration 18Q (1260.099187 sec): 3 clusters Score: Raw -7392909.276996 + Penalty 3564.989282 = -7389344.287714 nChanged 127 SP:Iteration 19Q (1260.222839 sec): 3 clusters Score: Raw -7392952.345736 + Penalty 3564.989282 = -7389387.356454 nChanged 123 SP:Iteration 20F (1260.370220 sec): 3 clusters Score: Raw -7392988.953758 + Penalty 3564.989282 = -7389423.964476 nChanged 83 SP:Iteration 21Q (1260.503291 sec): 3 clusters Score: Raw -7393011.491777 + Penalty 3564.989282 = -7389446.502496 nChanged 72 SP:Iteration 22Q (1260.623030 sec): 3 clusters Score: Raw -7393029.454926 + Penalty 3564.989282 = -7389464.465644 nChanged 66 SP:Iteration 23Q (1260.742021 sec): 3 clusters Score: Raw -7393044.229441 + Penalty 3564.989282 = -7389479.240160 nChanged 46 SP:Iteration 24Q (1260.863891 sec): 3 clusters Score: Raw -7393051.660244 + Penalty 3564.989282 = -7389486.670962 nChanged 41 SP:Iteration 25Q (1260.982943 sec): 3 clusters Score: Raw -7393058.925728 + Penalty 3564.989282 = -7389493.936446 nChanged 35 SP:Iteration 26Q (1261.102297 sec): 3 clusters Score: Raw -7393063.429907 + Penalty 3564.989282 = -7389498.440626 nChanged 22 SP:Iteration 27Q (1261.223817 sec): 3 clusters Score: Raw -7393066.844328 + Penalty 3564.989282 = -7389501.855047 nChanged 25 SP:Iteration 28Q (1261.344095 sec): 3 clusters Score: Raw -7393071.290729 + Penalty 3564.989282 = -7389506.301447 nChanged 34 SP:Iteration 29Q (1261.463666 sec): 3 clusters Score: Raw -7393077.183796 + Penalty 3564.989282 = -7389512.194514 nChanged 18 SP:Iteration 30Q (1261.598837 sec): 3 clusters Score: Raw -7393080.763521 + Penalty 3564.989282 = -7389515.774239 nChanged 17 SP:Iteration 31Q (1261.731254 sec): 3 clusters Score: Raw -7393083.016950 + Penalty 3564.989282 = -7389518.027668 nChanged 15 SP:Iteration 32Q (1261.855735 sec): 3 clusters Score: Raw -7393084.522598 + Penalty 3564.989282 = -7389519.533316 nChanged 8 SP:Iteration 33Q (1261.989816 sec): 3 clusters Score: Raw -7393085.777328 + Penalty 3564.989282 = -7389520.788047 nChanged 10 SP:Iteration 34Q (1262.122048 sec): 3 clusters Score: Raw -7393087.093081 + Penalty 3564.989282 = -7389522.103799 nChanged 8 SP:Iteration 35Q (1262.252666 sec): 3 clusters Score: Raw -7393088.430354 + Penalty 3564.989282 = -7389523.441072 nChanged 8 SP:Iteration 36Q (1262.385596 sec): 3 clusters Score: Raw -7393089.139706 + Penalty 3564.989282 = -7389524.150424 nChanged 2 SP:Iteration 37Q (1262.518361 sec): 3 clusters Score: Raw -7393089.257071 + Penalty 3564.989282 = -7389524.267789 nChanged 0 SP:Iteration 38F (1262.654770 sec): 3 clusters Score: Raw -7393089.257071 + Penalty 3564.989282 = -7389524.267789 nChanged 0 Trying to split cluster 4 (12701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1262.707581 sec): 2 clusters Score: Raw -1591174.941883 + Penalty 1535.533352 = -1589639.408531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1262.776465 sec): 3 clusters Score: Raw -1583870.525788 + Penalty 3071.066703 = -1580799.459085 nChanged 5502 SP:Iteration 1F (1262.844753 sec): 3 clusters Score: Raw -1586923.438928 + Penalty 3071.066703 = -1583852.372225 nChanged 806 SP:Iteration 2F (1262.911411 sec): 3 clusters Score: Raw -1587271.547438 + Penalty 3071.066703 = -1584200.480735 nChanged 692 SP:Iteration 3F (1262.978317 sec): 3 clusters Score: Raw -1587602.210448 + Penalty 3071.066703 = -1584531.143745 nChanged 661 SP:Iteration 4F (1263.048023 sec): 3 clusters Score: Raw -1587941.784569 + Penalty 3071.066703 = -1584870.717866 nChanged 671 SP:Iteration 5F (1263.113877 sec): 3 clusters Score: Raw -1588320.850047 + Penalty 3071.066703 = -1585249.783343 nChanged 698 SP:Iteration 6F (1263.182113 sec): 3 clusters Score: Raw -1588769.280380 + Penalty 3071.066703 = -1585698.213677 nChanged 666 SP:Iteration 7F (1263.255545 sec): 3 clusters Score: Raw -1589215.224621 + Penalty 3071.066703 = -1586144.157918 nChanged 605 SP:Iteration 8Q (1263.320067 sec): 3 clusters Score: Raw -1589665.236476 + Penalty 3071.066703 = -1586594.169773 nChanged 539 SP:Iteration 9Q (1263.391811 sec): 3 clusters Score: Raw -1590072.556134 + Penalty 3071.066703 = -1587001.489431 nChanged 473 SP:Iteration 10Q (1263.462415 sec): 3 clusters Score: Raw -1590442.526622 + Penalty 3071.066703 = -1587371.459919 nChanged 378 SP:Iteration 11Q (1263.539323 sec): 3 clusters Score: Raw -1590788.656067 + Penalty 3071.066703 = -1587717.589364 nChanged 318 SP:Iteration 12Q (1263.608697 sec): 3 clusters Score: Raw -1591097.233355 + Penalty 3071.066703 = -1588026.166652 nChanged 254 SP:Iteration 13Q (1263.668474 sec): 3 clusters Score: Raw -1591353.608425 + Penalty 3071.066703 = -1588282.541722 nChanged 203 SP:Iteration 14Q (1263.744446 sec): 3 clusters Score: Raw -1591529.640167 + Penalty 3071.066703 = -1588458.573464 nChanged 142 SP:Iteration 15Q (1263.801331 sec): 3 clusters Score: Raw -1591634.740067 + Penalty 3071.066703 = -1588563.673364 nChanged 119 SP:Iteration 16Q (1263.868995 sec): 3 clusters Score: Raw -1591739.416748 + Penalty 3071.066703 = -1588668.350045 nChanged 80 SP:Iteration 17Q (1263.943689 sec): 3 clusters Score: Raw -1591806.223646 + Penalty 3071.066703 = -1588735.156943 nChanged 57 SP:Iteration 18Q (1264.008517 sec): 3 clusters Score: Raw -1591853.170745 + Penalty 3071.066703 = -1588782.104042 nChanged 55 SP:Iteration 19Q (1264.072497 sec): 3 clusters Score: Raw -1591892.049781 + Penalty 3071.066703 = -1588820.983078 nChanged 44 SP:Iteration 20F (1264.136672 sec): 3 clusters Score: Raw -1591915.418847 + Penalty 3071.066703 = -1588844.352144 nChanged 41 SP:Iteration 21Q (1264.196452 sec): 3 clusters Score: Raw -1591933.424062 + Penalty 3071.066703 = -1588862.357359 nChanged 30 SP:Iteration 22Q (1264.249864 sec): 3 clusters Score: Raw -1591946.066405 + Penalty 3071.066703 = -1588874.999702 nChanged 36 SP:Iteration 23Q (1264.306689 sec): 3 clusters Score: Raw -1591963.048155 + Penalty 3071.066703 = -1588891.981452 nChanged 25 SP:Iteration 24Q (1264.366264 sec): 3 clusters Score: Raw -1591974.179201 + Penalty 3071.066703 = -1588903.112498 nChanged 21 SP:Iteration 25Q (1264.448318 sec): 3 clusters Score: Raw -1591981.416565 + Penalty 3071.066703 = -1588910.349862 nChanged 14 SP:Iteration 26Q (1264.518394 sec): 3 clusters Score: Raw -1591986.696903 + Penalty 3071.066703 = -1588915.630200 nChanged 5 SP:Iteration 27Q (1264.575401 sec): 3 clusters Score: Raw -1591987.574253 + Penalty 3071.066703 = -1588916.507550 nChanged 2 SP:Iteration 28Q (1264.654444 sec): 3 clusters Score: Raw -1591987.867370 + Penalty 3071.066703 = -1588916.800667 nChanged 1 SP:Iteration 29Q (1264.721186 sec): 3 clusters Score: Raw -1591988.103710 + Penalty 3071.066703 = -1588917.037006 nChanged 3 SP:Iteration 30Q (1264.780572 sec): 3 clusters Score: Raw -1591988.591242 + Penalty 3071.066703 = -1588917.524539 nChanged 0 SP:Iteration 31F (1264.839429 sec): 3 clusters Score: Raw -1591988.591242 + Penalty 3071.066703 = -1588917.524539 nChanged 0 Trying to split cluster 5 (6391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1264.884678 sec): 2 clusters Score: Raw -805300.305538 + Penalty 1423.929980 = -803876.375558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1264.937113 sec): 3 clusters Score: Raw -801924.759815 + Penalty 2847.859960 = -799076.899855 nChanged 2671 SP:Iteration 1F (1264.989411 sec): 3 clusters Score: Raw -803573.001342 + Penalty 2847.859960 = -800725.141382 nChanged 559 SP:Iteration 2F (1265.046840 sec): 3 clusters Score: Raw -803978.671780 + Penalty 2847.859960 = -801130.811820 nChanged 487 SP:Iteration 3F (1265.091772 sec): 3 clusters Score: Raw -804335.218601 + Penalty 2847.859960 = -801487.358641 nChanged 400 SP:Iteration 4F (1265.156728 sec): 3 clusters Score: Raw -804630.440324 + Penalty 2847.859960 = -801782.580365 nChanged 315 SP:Iteration 5Q (1265.209306 sec): 3 clusters Score: Raw -804872.464643 + Penalty 2847.859960 = -802024.604683 nChanged 278 SP:Iteration 6Q (1265.270221 sec): 3 clusters Score: Raw -805095.339847 + Penalty 2847.859960 = -802247.479888 nChanged 234 SP:Iteration 7Q (1265.330513 sec): 3 clusters Score: Raw -805266.881802 + Penalty 2847.859960 = -802419.021842 nChanged 185 SP:Iteration 8Q (1265.390171 sec): 3 clusters Score: Raw -805385.570638 + Penalty 2847.859960 = -802537.710678 nChanged 142 SP:Iteration 9Q (1265.447938 sec): 3 clusters Score: Raw -805475.899409 + Penalty 2847.859960 = -802628.039449 nChanged 105 SP:Iteration 10Q (1265.503293 sec): 3 clusters Score: Raw -805533.403871 + Penalty 2847.859960 = -802685.543912 nChanged 87 SP:Iteration 11Q (1265.556580 sec): 3 clusters Score: Raw -805572.980724 + Penalty 2847.859960 = -802725.120765 nChanged 67 SP:Iteration 12Q (1265.613772 sec): 3 clusters Score: Raw -805596.140777 + Penalty 2847.859960 = -802748.280818 nChanged 46 SP:Iteration 13Q (1265.655780 sec): 3 clusters Score: Raw -805614.758127 + Penalty 2847.859960 = -802766.898167 nChanged 48 SP:Iteration 14Q (1265.717969 sec): 3 clusters Score: Raw -805632.311990 + Penalty 2847.859960 = -802784.452031 nChanged 44 SP:Iteration 15Q (1265.772623 sec): 3 clusters Score: Raw -805644.488306 + Penalty 2847.859960 = -802796.628346 nChanged 23 SP:Iteration 16Q (1265.820421 sec): 3 clusters Score: Raw -805649.916843 + Penalty 2847.859960 = -802802.056883 nChanged 14 SP:Iteration 17Q (1265.885422 sec): 3 clusters Score: Raw -805653.879659 + Penalty 2847.859960 = -802806.019700 nChanged 14 SP:Iteration 18Q (1265.932386 sec): 3 clusters Score: Raw -805657.284634 + Penalty 2847.859960 = -802809.424675 nChanged 10 SP:Iteration 19Q (1265.991487 sec): 3 clusters Score: Raw -805659.035238 + Penalty 2847.859960 = -802811.175278 nChanged 5 SP:Iteration 20F (1266.039282 sec): 3 clusters Score: Raw -805660.406031 + Penalty 2847.859960 = -802812.546072 nChanged 4 SP:Iteration 21Q (1266.083293 sec): 3 clusters Score: Raw -805661.170687 + Penalty 2847.859960 = -802813.310727 nChanged 4 SP:Iteration 22Q (1266.147631 sec): 3 clusters Score: Raw -805661.742845 + Penalty 2847.859960 = -802813.882886 nChanged 2 SP:Iteration 23Q (1266.204862 sec): 3 clusters Score: Raw -805662.114652 + Penalty 2847.859960 = -802814.254693 nChanged 0 SP:Iteration 24F (1266.262537 sec): 3 clusters Score: Raw -805662.114652 + Penalty 2847.859960 = -802814.254693 nChanged 0 Trying to split cluster 6 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1266.287434 sec): 2 clusters Score: Raw -66758.977489 + Penalty 1040.041835 = -65718.935654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1266.331958 sec): 3 clusters Score: Raw -66712.571245 + Penalty 2080.083670 = -64632.487575 nChanged 152 SP:Iteration 1F (1266.364877 sec): 3 clusters Score: Raw -67019.648257 + Penalty 2080.083670 = -64939.564588 nChanged 77 SP:Iteration 2F (1266.405036 sec): 3 clusters Score: Raw -67281.386341 + Penalty 2080.083670 = -65201.302671 nChanged 60 SP:Iteration 3F (1266.445044 sec): 3 clusters Score: Raw -67537.751860 + Penalty 2080.083670 = -65457.668190 nChanged 38 SP:Iteration 4F (1266.487218 sec): 3 clusters Score: Raw -67715.281503 + Penalty 2080.083670 = -65635.197834 nChanged 26 SP:Iteration 5Q (1266.521780 sec): 3 clusters Score: Raw -67801.992339 + Penalty 2080.083670 = -65721.908669 nChanged 11 SP:Iteration 6Q (1266.565679 sec): 3 clusters Score: Raw -67837.799002 + Penalty 2080.083670 = -65757.715332 nChanged 5 SP:Iteration 7Q (1266.615844 sec): 3 clusters Score: Raw -67852.558199 + Penalty 2080.083670 = -65772.474529 nChanged 1 SP:Iteration 8Q (1266.648152 sec): 3 clusters Score: Raw -67853.211234 + Penalty 2080.083670 = -65773.127564 nChanged 0 SP:Iteration 9F (1266.686601 sec): 3 clusters Score: Raw -67853.211234 + Penalty 2080.083670 = -65773.127564 nChanged 0 Score: Raw -84132982.013792 + Penalty 85183.316683 = -84047798.697109 Splitting cluster 6 changes total score from -84048849.182134 to -84047798.697109 So it's not getting split. Trying to split cluster 7 (14065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1284.058930 sec): 2 clusters Score: Raw -1739663.526866 + Penalty 1552.109767 = -1738111.417099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1284.118112 sec): 3 clusters Score: Raw -1731511.503026 + Penalty 3104.219534 = -1728407.283492 nChanged 6256 SP:Iteration 1F (1284.189612 sec): 3 clusters Score: Raw -1735251.709730 + Penalty 3104.219534 = -1732147.490196 nChanged 1054 SP:Iteration 2F (1284.242301 sec): 3 clusters Score: Raw -1735944.411311 + Penalty 3104.219534 = -1732840.191776 nChanged 1090 SP:Iteration 3F (1284.308704 sec): 3 clusters Score: Raw -1736742.186527 + Penalty 3104.219534 = -1733637.966993 nChanged 1010 SP:Iteration 4F (1284.380595 sec): 3 clusters Score: Raw -1737475.477202 + Penalty 3104.219534 = -1734371.257667 nChanged 889 SP:Iteration 5F (1284.438252 sec): 3 clusters Score: Raw -1738070.823438 + Penalty 3104.219534 = -1734966.603903 nChanged 781 SP:Iteration 6F (1284.508528 sec): 3 clusters Score: Raw -1738543.278455 + Penalty 3104.219534 = -1735439.058921 nChanged 640 SP:Iteration 7Q (1284.569872 sec): 3 clusters Score: Raw -1738893.727108 + Penalty 3104.219534 = -1735789.507573 nChanged 528 SP:Iteration 8Q (1284.641892 sec): 3 clusters Score: Raw -1739165.363649 + Penalty 3104.219534 = -1736061.144114 nChanged 411 SP:Iteration 9Q (1284.696335 sec): 3 clusters Score: Raw -1739352.746331 + Penalty 3104.219534 = -1736248.526796 nChanged 323 SP:Iteration 10Q (1284.763668 sec): 3 clusters Score: Raw -1739489.878338 + Penalty 3104.219534 = -1736385.658804 nChanged 263 SP:Iteration 11Q (1284.835773 sec): 3 clusters Score: Raw -1739601.682757 + Penalty 3104.219534 = -1736497.463223 nChanged 245 SP:Iteration 12Q (1284.897066 sec): 3 clusters Score: Raw -1739699.949140 + Penalty 3104.219534 = -1736595.729606 nChanged 206 SP:Iteration 13Q (1284.970960 sec): 3 clusters Score: Raw -1739776.513486 + Penalty 3104.219534 = -1736672.293951 nChanged 171 SP:Iteration 14Q (1285.032675 sec): 3 clusters Score: Raw -1739837.975530 + Penalty 3104.219534 = -1736733.755996 nChanged 158 SP:Iteration 15Q (1285.095543 sec): 3 clusters Score: Raw -1739894.920215 + Penalty 3104.219534 = -1736790.700680 nChanged 146 SP:Iteration 16Q (1285.161608 sec): 3 clusters Score: Raw -1739955.204680 + Penalty 3104.219534 = -1736850.985146 nChanged 134 SP:Iteration 17Q (1285.233520 sec): 3 clusters Score: Raw -1740026.971146 + Penalty 3104.219534 = -1736922.751611 nChanged 148 SP:Iteration 18Q (1285.299859 sec): 3 clusters Score: Raw -1740104.482669 + Penalty 3104.219534 = -1737000.263134 nChanged 149 SP:Iteration 19Q (1285.363701 sec): 3 clusters Score: Raw -1740168.537393 + Penalty 3104.219534 = -1737064.317859 nChanged 122 SP:Iteration 20F (1285.426432 sec): 3 clusters Score: Raw -1740218.773181 + Penalty 3104.219534 = -1737114.553647 nChanged 124 SP:Iteration 21Q (1285.495586 sec): 3 clusters Score: Raw -1740263.610087 + Penalty 3104.219534 = -1737159.390553 nChanged 98 SP:Iteration 22Q (1285.558360 sec): 3 clusters Score: Raw -1740297.949106 + Penalty 3104.219534 = -1737193.729571 nChanged 83 SP:Iteration 23Q (1285.615827 sec): 3 clusters Score: Raw -1740323.906625 + Penalty 3104.219534 = -1737219.687090 nChanged 85 SP:Iteration 24Q (1285.673412 sec): 3 clusters Score: Raw -1740350.560423 + Penalty 3104.219534 = -1737246.340889 nChanged 82 SP:Iteration 25Q (1285.738223 sec): 3 clusters Score: Raw -1740376.921293 + Penalty 3104.219534 = -1737272.701759 nChanged 86 SP:Iteration 26Q (1285.800035 sec): 3 clusters Score: Raw -1740401.912977 + Penalty 3104.219534 = -1737297.693443 nChanged 81 SP:Iteration 27Q (1285.856624 sec): 3 clusters Score: Raw -1740419.989763 + Penalty 3104.219534 = -1737315.770229 nChanged 54 SP:Iteration 28Q (1285.923189 sec): 3 clusters Score: Raw -1740433.164497 + Penalty 3104.219534 = -1737328.944962 nChanged 49 SP:Iteration 29Q (1285.991475 sec): 3 clusters Score: Raw -1740446.846604 + Penalty 3104.219534 = -1737342.627070 nChanged 51 SP:Iteration 30Q (1286.055287 sec): 3 clusters Score: Raw -1740461.513444 + Penalty 3104.219534 = -1737357.293910 nChanged 44 SP:Iteration 31Q (1286.111861 sec): 3 clusters Score: Raw -1740473.572157 + Penalty 3104.219534 = -1737369.352623 nChanged 43 SP:Iteration 32Q (1286.169627 sec): 3 clusters Score: Raw -1740485.724837 + Penalty 3104.219534 = -1737381.505303 nChanged 36 SP:Iteration 33Q (1286.235997 sec): 3 clusters Score: Raw -1740495.120456 + Penalty 3104.219534 = -1737390.900922 nChanged 31 SP:Iteration 34Q (1286.300791 sec): 3 clusters Score: Raw -1740504.852516 + Penalty 3104.219534 = -1737400.632982 nChanged 27 SP:Iteration 35Q (1286.362652 sec): 3 clusters Score: Raw -1740510.708608 + Penalty 3104.219534 = -1737406.489074 nChanged 25 SP:Iteration 36Q (1286.422895 sec): 3 clusters Score: Raw -1740516.577210 + Penalty 3104.219534 = -1737412.357676 nChanged 27 SP:Iteration 37Q (1286.492339 sec): 3 clusters Score: Raw -1740524.764787 + Penalty 3104.219534 = -1737420.545253 nChanged 22 SP:Iteration 38Q (1286.559014 sec): 3 clusters Score: Raw -1740531.605237 + Penalty 3104.219534 = -1737427.385702 nChanged 19 SP:Iteration 39Q (1286.617967 sec): 3 clusters Score: Raw -1740536.698852 + Penalty 3104.219534 = -1737432.479318 nChanged 17 SP:Iteration 40F (1286.691677 sec): 3 clusters Score: Raw -1740539.262082 + Penalty 3104.219534 = -1737435.042548 nChanged 9 SP:Iteration 41Q (1286.751589 sec): 3 clusters Score: Raw -1740540.935716 + Penalty 3104.219534 = -1737436.716182 nChanged 8 SP:Iteration 42Q (1286.826439 sec): 3 clusters Score: Raw -1740542.342287 + Penalty 3104.219534 = -1737438.122753 nChanged 13 SP:Iteration 43Q (1286.876967 sec): 3 clusters Score: Raw -1740544.460897 + Penalty 3104.219534 = -1737440.241362 nChanged 17 SP:Iteration 44Q (1286.934633 sec): 3 clusters Score: Raw -1740548.482586 + Penalty 3104.219534 = -1737444.263052 nChanged 13 SP:Iteration 45Q (1287.002421 sec): 3 clusters Score: Raw -1740551.602145 + Penalty 3104.219534 = -1737447.382610 nChanged 13 SP:Iteration 46Q (1287.072090 sec): 3 clusters Score: Raw -1740554.638983 + Penalty 3104.219534 = -1737450.419449 nChanged 13 SP:Iteration 47Q (1287.129180 sec): 3 clusters Score: Raw -1740556.785275 + Penalty 3104.219534 = -1737452.565741 nChanged 11 SP:Iteration 48Q (1287.201083 sec): 3 clusters Score: Raw -1740558.590257 + Penalty 3104.219534 = -1737454.370723 nChanged 14 SP:Iteration 49Q (1287.273890 sec): 3 clusters Score: Raw -1740561.425903 + Penalty 3104.219534 = -1737457.206368 nChanged 18 SP:Iteration 50Q (1287.327534 sec): 3 clusters Score: Raw -1740564.685365 + Penalty 3104.219534 = -1737460.465830 nChanged 15 SP:Iteration 51Q (1287.385904 sec): 3 clusters Score: Raw -1740568.629243 + Penalty 3104.219534 = -1737464.409709 nChanged 21 SP:Iteration 52Q (1287.449309 sec): 3 clusters Score: Raw -1740573.757999 + Penalty 3104.219534 = -1737469.538465 nChanged 13 SP:Iteration 53Q (1287.507320 sec): 3 clusters Score: Raw -1740577.281559 + Penalty 3104.219534 = -1737473.062025 nChanged 18 SP:Iteration 54Q (1287.568657 sec): 3 clusters Score: Raw -1740580.437817 + Penalty 3104.219534 = -1737476.218283 nChanged 10 SP:Iteration 55Q (1287.643486 sec): 3 clusters Score: Raw -1740582.711774 + Penalty 3104.219534 = -1737478.492239 nChanged 10 SP:Iteration 56Q (1287.703454 sec): 3 clusters Score: Raw -1740584.835059 + Penalty 3104.219534 = -1737480.615525 nChanged 6 SP:Iteration 57Q (1287.766386 sec): 3 clusters Score: Raw -1740585.909160 + Penalty 3104.219534 = -1737481.689625 nChanged 4 SP:Iteration 58Q (1287.827378 sec): 3 clusters Score: Raw -1740586.347384 + Penalty 3104.219534 = -1737482.127849 nChanged 2 SP:Iteration 59Q (1287.900716 sec): 3 clusters Score: Raw -1740586.564286 + Penalty 3104.219534 = -1737482.344752 nChanged 2 SP:Iteration 60F (1287.956863 sec): 3 clusters Score: Raw -1740587.024708 + Penalty 3104.219534 = -1737482.805173 nChanged 3 SP:Iteration 61Q (1288.028887 sec): 3 clusters Score: Raw -1740587.453836 + Penalty 3104.219534 = -1737483.234302 nChanged 3 SP:Iteration 62Q (1288.081729 sec): 3 clusters Score: Raw -1740587.651685 + Penalty 3104.219534 = -1737483.432151 nChanged 2 SP:Iteration 63Q (1288.141275 sec): 3 clusters Score: Raw -1740587.970390 + Penalty 3104.219534 = -1737483.750856 nChanged 3 SP:Iteration 64Q (1288.207592 sec): 3 clusters Score: Raw -1740588.224370 + Penalty 3104.219534 = -1737484.004836 nChanged 3 SP:Iteration 65Q (1288.266971 sec): 3 clusters Score: Raw -1740588.571806 + Penalty 3104.219534 = -1737484.352272 nChanged 2 SP:Iteration 66Q (1288.334683 sec): 3 clusters Score: Raw -1740588.824889 + Penalty 3104.219534 = -1737484.605355 nChanged 1 SP:Iteration 67Q (1288.397355 sec): 3 clusters Score: Raw -1740588.917632 + Penalty 3104.219534 = -1737484.698098 nChanged 0 SP:Iteration 68F (1288.457756 sec): 3 clusters Score: Raw -1740588.917632 + Penalty 3104.219534 = -1737484.698098 nChanged 0 Trying to split cluster 8 (4838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1288.493059 sec): 2 clusters Score: Raw -580063.434029 + Penalty 1378.691712 = -578684.742316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1288.537373 sec): 3 clusters Score: Raw -577572.441082 + Penalty 2757.383425 = -574815.057658 nChanged 1900 SP:Iteration 1F (1288.586953 sec): 3 clusters Score: Raw -578788.550369 + Penalty 2757.383425 = -576031.166944 nChanged 415 SP:Iteration 2F (1288.636566 sec): 3 clusters Score: Raw -579087.642704 + Penalty 2757.383425 = -576330.259279 nChanged 325 SP:Iteration 3F (1288.689577 sec): 3 clusters Score: Raw -579304.112667 + Penalty 2757.383425 = -576546.729242 nChanged 265 SP:Iteration 4F (1288.731492 sec): 3 clusters Score: Raw -579478.956526 + Penalty 2757.383425 = -576721.573101 nChanged 220 SP:Iteration 5Q (1288.774199 sec): 3 clusters Score: Raw -579638.254877 + Penalty 2757.383425 = -576880.871452 nChanged 202 SP:Iteration 6Q (1288.819439 sec): 3 clusters Score: Raw -579770.040386 + Penalty 2757.383425 = -577012.656961 nChanged 173 SP:Iteration 7Q (1288.867409 sec): 3 clusters Score: Raw -579872.844996 + Penalty 2757.383425 = -577115.461572 nChanged 138 SP:Iteration 8Q (1288.920131 sec): 3 clusters Score: Raw -579942.969018 + Penalty 2757.383425 = -577185.585594 nChanged 112 SP:Iteration 9Q (1288.971161 sec): 3 clusters Score: Raw -579999.644920 + Penalty 2757.383425 = -577242.261496 nChanged 93 SP:Iteration 10Q (1289.019859 sec): 3 clusters Score: Raw -580044.881277 + Penalty 2757.383425 = -577287.497853 nChanged 70 SP:Iteration 11Q (1289.078529 sec): 3 clusters Score: Raw -580077.880360 + Penalty 2757.383425 = -577320.496935 nChanged 54 SP:Iteration 12Q (1289.128285 sec): 3 clusters Score: Raw -580103.539224 + Penalty 2757.383425 = -577346.155799 nChanged 48 SP:Iteration 13Q (1289.176443 sec): 3 clusters Score: Raw -580124.614888 + Penalty 2757.383425 = -577367.231463 nChanged 42 SP:Iteration 14Q (1289.227273 sec): 3 clusters Score: Raw -580138.697914 + Penalty 2757.383425 = -577381.314489 nChanged 41 SP:Iteration 15Q (1289.275475 sec): 3 clusters Score: Raw -580153.223296 + Penalty 2757.383425 = -577395.839872 nChanged 35 SP:Iteration 16Q (1289.317828 sec): 3 clusters Score: Raw -580165.694860 + Penalty 2757.383425 = -577408.311435 nChanged 26 SP:Iteration 17Q (1289.362028 sec): 3 clusters Score: Raw -580175.777959 + Penalty 2757.383425 = -577418.394534 nChanged 30 SP:Iteration 18Q (1289.417956 sec): 3 clusters Score: Raw -580186.548998 + Penalty 2757.383425 = -577429.165574 nChanged 30 SP:Iteration 19Q (1289.458300 sec): 3 clusters Score: Raw -580198.838258 + Penalty 2757.383425 = -577441.454834 nChanged 28 SP:Iteration 20F (1289.514271 sec): 3 clusters Score: Raw -580208.773893 + Penalty 2757.383425 = -577451.390468 nChanged 27 SP:Iteration 21Q (1289.557165 sec): 3 clusters Score: Raw -580219.443583 + Penalty 2757.383425 = -577462.060158 nChanged 28 SP:Iteration 22Q (1289.604788 sec): 3 clusters Score: Raw -580233.262037 + Penalty 2757.383425 = -577475.878612 nChanged 39 SP:Iteration 23Q (1289.653551 sec): 3 clusters Score: Raw -580253.805713 + Penalty 2757.383425 = -577496.422289 nChanged 33 SP:Iteration 24Q (1289.694338 sec): 3 clusters Score: Raw -580270.860927 + Penalty 2757.383425 = -577513.477502 nChanged 45 SP:Iteration 25Q (1289.738509 sec): 3 clusters Score: Raw -580289.359122 + Penalty 2757.383425 = -577531.975698 nChanged 37 SP:Iteration 26Q (1289.788710 sec): 3 clusters Score: Raw -580303.201721 + Penalty 2757.383425 = -577545.818296 nChanged 30 SP:Iteration 27Q (1289.840188 sec): 3 clusters Score: Raw -580313.705798 + Penalty 2757.383425 = -577556.322373 nChanged 26 SP:Iteration 28Q (1289.888362 sec): 3 clusters Score: Raw -580321.570692 + Penalty 2757.383425 = -577564.187268 nChanged 19 SP:Iteration 29Q (1289.945674 sec): 3 clusters Score: Raw -580326.637115 + Penalty 2757.383425 = -577569.253691 nChanged 18 SP:Iteration 30Q (1289.997831 sec): 3 clusters Score: Raw -580332.688242 + Penalty 2757.383425 = -577575.304817 nChanged 18 SP:Iteration 31Q (1290.041133 sec): 3 clusters Score: Raw -580338.665891 + Penalty 2757.383425 = -577581.282466 nChanged 13 SP:Iteration 32Q (1290.084958 sec): 3 clusters Score: Raw -580340.998116 + Penalty 2757.383425 = -577583.614692 nChanged 6 SP:Iteration 33Q (1290.130301 sec): 3 clusters Score: Raw -580342.247188 + Penalty 2757.383425 = -577584.863763 nChanged 4 SP:Iteration 34Q (1290.183683 sec): 3 clusters Score: Raw -580343.450224 + Penalty 2757.383425 = -577586.066799 nChanged 5 SP:Iteration 35Q (1290.233544 sec): 3 clusters Score: Raw -580344.373611 + Penalty 2757.383425 = -577586.990187 nChanged 5 SP:Iteration 36Q (1290.281939 sec): 3 clusters Score: Raw -580345.456194 + Penalty 2757.383425 = -577588.072769 nChanged 6 SP:Iteration 37Q (1290.331323 sec): 3 clusters Score: Raw -580347.376186 + Penalty 2757.383425 = -577589.992762 nChanged 5 SP:Iteration 38Q (1290.380375 sec): 3 clusters Score: Raw -580348.724548 + Penalty 2757.383425 = -577591.341124 nChanged 2 SP:Iteration 39Q (1290.433633 sec): 3 clusters Score: Raw -580349.005879 + Penalty 2757.383425 = -577591.622454 nChanged 2 SP:Iteration 40F (1290.493717 sec): 3 clusters Score: Raw -580349.356942 + Penalty 2757.383425 = -577591.973518 nChanged 4 SP:Iteration 41Q (1290.541522 sec): 3 clusters Score: Raw -580350.232739 + Penalty 2757.383425 = -577592.849315 nChanged 1 SP:Iteration 42Q (1290.581864 sec): 3 clusters Score: Raw -580350.427690 + Penalty 2757.383425 = -577593.044265 nChanged 0 SP:Iteration 43F (1290.622026 sec): 3 clusters Score: Raw -580350.427690 + Penalty 2757.383425 = -577593.044265 nChanged 0 Trying to split cluster 9 (20880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1290.673726 sec): 2 clusters Score: Raw -2646376.377055 + Penalty 1616.313894 = -2644760.063161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1290.752149 sec): 3 clusters Score: Raw -2633877.319891 + Penalty 3232.627789 = -2630644.692102 nChanged 9487 SP:Iteration 1F (1290.834701 sec): 3 clusters Score: Raw -2639305.702998 + Penalty 3232.627789 = -2636073.075209 nChanged 1186 SP:Iteration 2F (1290.919854 sec): 3 clusters Score: Raw -2639937.488419 + Penalty 3232.627789 = -2636704.860630 nChanged 1281 SP:Iteration 3F (1290.994044 sec): 3 clusters Score: Raw -2640671.054403 + Penalty 3232.627789 = -2637438.426614 nChanged 1205 SP:Iteration 4F (1291.069862 sec): 3 clusters Score: Raw -2641403.359452 + Penalty 3232.627789 = -2638170.731663 nChanged 1210 SP:Iteration 5F (1291.153186 sec): 3 clusters Score: Raw -2642118.144714 + Penalty 3232.627789 = -2638885.516925 nChanged 1137 SP:Iteration 6F (1291.217265 sec): 3 clusters Score: Raw -2642882.213917 + Penalty 3232.627789 = -2639649.586128 nChanged 1146 SP:Iteration 7F (1291.303473 sec): 3 clusters Score: Raw -2643701.500252 + Penalty 3232.627789 = -2640468.872464 nChanged 1046 SP:Iteration 8F (1291.378735 sec): 3 clusters Score: Raw -2644366.232244 + Penalty 3232.627789 = -2641133.604456 nChanged 894 SP:Iteration 9Q (1291.457724 sec): 3 clusters Score: Raw -2644839.221169 + Penalty 3232.627789 = -2641606.593381 nChanged 667 SP:Iteration 10Q (1291.534493 sec): 3 clusters Score: Raw -2645120.012482 + Penalty 3232.627789 = -2641887.384693 nChanged 512 SP:Iteration 11Q (1291.599407 sec): 3 clusters Score: Raw -2645319.746771 + Penalty 3232.627789 = -2642087.118982 nChanged 416 SP:Iteration 12Q (1291.679126 sec): 3 clusters Score: Raw -2645469.366801 + Penalty 3232.627789 = -2642236.739012 nChanged 344 SP:Iteration 13Q (1291.763475 sec): 3 clusters Score: Raw -2645579.932027 + Penalty 3232.627789 = -2642347.304239 nChanged 274 SP:Iteration 14Q (1291.837439 sec): 3 clusters Score: Raw -2645659.638326 + Penalty 3232.627789 = -2642427.010538 nChanged 249 SP:Iteration 15Q (1291.913438 sec): 3 clusters Score: Raw -2645727.307126 + Penalty 3232.627789 = -2642494.679337 nChanged 218 SP:Iteration 16Q (1291.997699 sec): 3 clusters Score: Raw -2645786.372307 + Penalty 3232.627789 = -2642553.744519 nChanged 202 SP:Iteration 17Q (1292.069776 sec): 3 clusters Score: Raw -2645837.475741 + Penalty 3232.627789 = -2642604.847953 nChanged 159 SP:Iteration 18Q (1292.147843 sec): 3 clusters Score: Raw -2645871.059362 + Penalty 3232.627789 = -2642638.431573 nChanged 143 SP:Iteration 19Q (1292.230939 sec): 3 clusters Score: Raw -2645897.294113 + Penalty 3232.627789 = -2642664.666324 nChanged 144 SP:Iteration 20F (1292.308722 sec): 3 clusters Score: Raw -2645926.846982 + Penalty 3232.627789 = -2642694.219194 nChanged 136 SP:Iteration 21Q (1292.398896 sec): 3 clusters Score: Raw -2645955.714414 + Penalty 3232.627789 = -2642723.086626 nChanged 141 SP:Iteration 22Q (1292.478941 sec): 3 clusters Score: Raw -2645981.104023 + Penalty 3232.627789 = -2642748.476234 nChanged 111 SP:Iteration 23Q (1292.562206 sec): 3 clusters Score: Raw -2646001.544408 + Penalty 3232.627789 = -2642768.916620 nChanged 103 SP:Iteration 24Q (1292.637755 sec): 3 clusters Score: Raw -2646017.210537 + Penalty 3232.627789 = -2642784.582748 nChanged 85 SP:Iteration 25Q (1292.721735 sec): 3 clusters Score: Raw -2646028.621035 + Penalty 3232.627789 = -2642795.993247 nChanged 82 SP:Iteration 26Q (1292.803854 sec): 3 clusters Score: Raw -2646039.734545 + Penalty 3232.627789 = -2642807.106756 nChanged 78 SP:Iteration 27Q (1292.866803 sec): 3 clusters Score: Raw -2646053.353953 + Penalty 3232.627789 = -2642820.726164 nChanged 88 SP:Iteration 28Q (1292.939551 sec): 3 clusters Score: Raw -2646068.108976 + Penalty 3232.627789 = -2642835.481188 nChanged 95 SP:Iteration 29Q (1293.025611 sec): 3 clusters Score: Raw -2646088.608412 + Penalty 3232.627789 = -2642855.980623 nChanged 107 SP:Iteration 30Q (1293.102659 sec): 3 clusters Score: Raw -2646112.072106 + Penalty 3232.627789 = -2642879.444318 nChanged 106 SP:Iteration 31Q (1293.189584 sec): 3 clusters Score: Raw -2646133.836571 + Penalty 3232.627789 = -2642901.208782 nChanged 106 SP:Iteration 32Q (1293.266486 sec): 3 clusters Score: Raw -2646155.195001 + Penalty 3232.627789 = -2642922.567212 nChanged 93 SP:Iteration 33Q (1293.340676 sec): 3 clusters Score: Raw -2646176.153003 + Penalty 3232.627789 = -2642943.525214 nChanged 102 SP:Iteration 34Q (1293.411564 sec): 3 clusters Score: Raw -2646199.466905 + Penalty 3232.627789 = -2642966.839116 nChanged 115 SP:Iteration 35Q (1293.496038 sec): 3 clusters Score: Raw -2646219.723849 + Penalty 3232.627789 = -2642987.096060 nChanged 94 SP:Iteration 36Q (1293.561093 sec): 3 clusters Score: Raw -2646238.565228 + Penalty 3232.627789 = -2643005.937440 nChanged 96 SP:Iteration 37Q (1293.636957 sec): 3 clusters Score: Raw -2646261.828915 + Penalty 3232.627789 = -2643029.201126 nChanged 108 SP:Iteration 38Q (1293.717204 sec): 3 clusters Score: Raw -2646291.638367 + Penalty 3232.627789 = -2643059.010579 nChanged 123 SP:Iteration 39Q (1293.778779 sec): 3 clusters Score: Raw -2646330.087822 + Penalty 3232.627789 = -2643097.460033 nChanged 145 SP:Iteration 40F (1293.859282 sec): 3 clusters Score: Raw -2646384.685262 + Penalty 3232.627789 = -2643152.057473 nChanged 161 SP:Iteration 41Q (1293.931694 sec): 3 clusters Score: Raw -2646442.434432 + Penalty 3232.627789 = -2643209.806643 nChanged 163 SP:Iteration 42Q (1294.002948 sec): 3 clusters Score: Raw -2646511.797856 + Penalty 3232.627789 = -2643279.170067 nChanged 179 SP:Iteration 43Q (1294.076204 sec): 3 clusters Score: Raw -2646576.412696 + Penalty 3232.627789 = -2643343.784907 nChanged 172 SP:Iteration 44Q (1294.154978 sec): 3 clusters Score: Raw -2646633.830202 + Penalty 3232.627789 = -2643401.202413 nChanged 173 SP:Iteration 45Q (1294.218187 sec): 3 clusters Score: Raw -2646700.858520 + Penalty 3232.627789 = -2643468.230732 nChanged 178 SP:Iteration 46Q (1294.295270 sec): 3 clusters Score: Raw -2646762.056960 + Penalty 3232.627789 = -2643529.429171 nChanged 161 SP:Iteration 47Q (1294.357320 sec): 3 clusters Score: Raw -2646807.758899 + Penalty 3232.627789 = -2643575.131110 nChanged 140 SP:Iteration 48Q (1294.423837 sec): 3 clusters Score: Raw -2646838.385075 + Penalty 3232.627789 = -2643605.757287 nChanged 104 SP:Iteration 49Q (1294.503877 sec): 3 clusters Score: Raw -2646862.359704 + Penalty 3232.627789 = -2643629.731916 nChanged 116 SP:Iteration 50Q (1294.571568 sec): 3 clusters Score: Raw -2646883.236156 + Penalty 3232.627789 = -2643650.608368 nChanged 90 SP:Iteration 51Q (1294.655943 sec): 3 clusters Score: Raw -2646900.034982 + Penalty 3232.627789 = -2643667.407193 nChanged 81 SP:Iteration 52Q (1294.726427 sec): 3 clusters Score: Raw -2646915.842511 + Penalty 3232.627789 = -2643683.214723 nChanged 76 SP:Iteration 53Q (1294.794643 sec): 3 clusters Score: Raw -2646930.846728 + Penalty 3232.627789 = -2643698.218939 nChanged 66 SP:Iteration 54Q (1294.873445 sec): 3 clusters Score: Raw -2646943.689210 + Penalty 3232.627789 = -2643711.061421 nChanged 74 SP:Iteration 55Q (1294.959065 sec): 3 clusters Score: Raw -2646956.454654 + Penalty 3232.627789 = -2643723.826866 nChanged 75 SP:Iteration 56Q (1295.028358 sec): 3 clusters Score: Raw -2646969.784094 + Penalty 3232.627789 = -2643737.156305 nChanged 69 SP:Iteration 57Q (1295.106165 sec): 3 clusters Score: Raw -2646982.351388 + Penalty 3232.627789 = -2643749.723600 nChanged 66 SP:Iteration 58Q (1295.192799 sec): 3 clusters Score: Raw -2646995.345855 + Penalty 3232.627789 = -2643762.718067 nChanged 74 SP:Iteration 59Q (1295.266552 sec): 3 clusters Score: Raw -2647007.512741 + Penalty 3232.627789 = -2643774.884953 nChanged 54 SP:Iteration 60F (1295.343215 sec): 3 clusters Score: Raw -2647015.887298 + Penalty 3232.627789 = -2643783.259509 nChanged 47 SP:Iteration 61Q (1295.421909 sec): 3 clusters Score: Raw -2647024.213165 + Penalty 3232.627789 = -2643791.585376 nChanged 51 SP:Iteration 62Q (1295.501084 sec): 3 clusters Score: Raw -2647031.119970 + Penalty 3232.627789 = -2643798.492181 nChanged 44 SP:Iteration 63Q (1295.572739 sec): 3 clusters Score: Raw -2647037.559634 + Penalty 3232.627789 = -2643804.931846 nChanged 52 SP:Iteration 64Q (1295.640094 sec): 3 clusters Score: Raw -2647043.159915 + Penalty 3232.627789 = -2643810.532126 nChanged 41 SP:Iteration 65Q (1295.718947 sec): 3 clusters Score: Raw -2647048.183475 + Penalty 3232.627789 = -2643815.555686 nChanged 38 SP:Iteration 66Q (1295.786142 sec): 3 clusters Score: Raw -2647051.732333 + Penalty 3232.627789 = -2643819.104545 nChanged 30 SP:Iteration 67Q (1295.868115 sec): 3 clusters Score: Raw -2647053.900971 + Penalty 3232.627789 = -2643821.273183 nChanged 22 SP:Iteration 68Q (1295.939311 sec): 3 clusters Score: Raw -2647055.638414 + Penalty 3232.627789 = -2643823.010625 nChanged 20 SP:Iteration 69Q (1296.011580 sec): 3 clusters Score: Raw -2647058.158663 + Penalty 3232.627789 = -2643825.530874 nChanged 21 SP:Iteration 70Q (1296.077564 sec): 3 clusters Score: Raw -2647060.325956 + Penalty 3232.627789 = -2643827.698167 nChanged 22 SP:Iteration 71Q (1296.159435 sec): 3 clusters Score: Raw -2647062.511694 + Penalty 3232.627789 = -2643829.883905 nChanged 27 SP:Iteration 72Q (1296.222791 sec): 3 clusters Score: Raw -2647065.219574 + Penalty 3232.627789 = -2643832.591786 nChanged 29 SP:Iteration 73Q (1296.302884 sec): 3 clusters Score: Raw -2647067.709322 + Penalty 3232.627789 = -2643835.081533 nChanged 25 SP:Iteration 74Q (1296.373667 sec): 3 clusters Score: Raw -2647069.879207 + Penalty 3232.627789 = -2643837.251419 nChanged 22 SP:Iteration 75Q (1296.451068 sec): 3 clusters Score: Raw -2647072.794261 + Penalty 3232.627789 = -2643840.166472 nChanged 24 SP:Iteration 76Q (1296.539403 sec): 3 clusters Score: Raw -2647075.111058 + Penalty 3232.627789 = -2643842.483269 nChanged 28 SP:Iteration 77Q (1296.606982 sec): 3 clusters Score: Raw -2647078.248312 + Penalty 3232.627789 = -2643845.620523 nChanged 33 SP:Iteration 78Q (1296.680033 sec): 3 clusters Score: Raw -2647081.360784 + Penalty 3232.627789 = -2643848.732996 nChanged 23 SP:Iteration 79Q (1296.755735 sec): 3 clusters Score: Raw -2647083.375516 + Penalty 3232.627789 = -2643850.747727 nChanged 19 SP:Iteration 80F (1296.829542 sec): 3 clusters Score: Raw -2647085.861009 + Penalty 3232.627789 = -2643853.233220 nChanged 29 SP:Iteration 81Q (1296.893054 sec): 3 clusters Score: Raw -2647089.053175 + Penalty 3232.627789 = -2643856.425386 nChanged 31 SP:Iteration 82Q (1296.965607 sec): 3 clusters Score: Raw -2647092.046390 + Penalty 3232.627789 = -2643859.418601 nChanged 23 SP:Iteration 83Q (1297.036782 sec): 3 clusters Score: Raw -2647094.103904 + Penalty 3232.627789 = -2643861.476115 nChanged 23 SP:Iteration 84Q (1297.101321 sec): 3 clusters Score: Raw -2647096.455333 + Penalty 3232.627789 = -2643863.827544 nChanged 22 SP:Iteration 85Q (1297.177322 sec): 3 clusters Score: Raw -2647098.273403 + Penalty 3232.627789 = -2643865.645615 nChanged 17 SP:Iteration 86Q (1297.247907 sec): 3 clusters Score: Raw -2647099.678616 + Penalty 3232.627789 = -2643867.050827 nChanged 15 SP:Iteration 87Q (1297.313854 sec): 3 clusters Score: Raw -2647100.618663 + Penalty 3232.627789 = -2643867.990874 nChanged 8 SP:Iteration 88Q (1297.393149 sec): 3 clusters Score: Raw -2647101.016134 + Penalty 3232.627789 = -2643868.388345 nChanged 8 SP:Iteration 89Q (1297.469676 sec): 3 clusters Score: Raw -2647101.617659 + Penalty 3232.627789 = -2643868.989870 nChanged 8 SP:Iteration 90Q (1297.545096 sec): 3 clusters Score: Raw -2647102.254193 + Penalty 3232.627789 = -2643869.626404 nChanged 8 SP:Iteration 91Q (1297.613501 sec): 3 clusters Score: Raw -2647103.025407 + Penalty 3232.627789 = -2643870.397618 nChanged 6 SP:Iteration 92Q (1297.690329 sec): 3 clusters Score: Raw -2647103.508905 + Penalty 3232.627789 = -2643870.881117 nChanged 8 SP:Iteration 93Q (1297.772083 sec): 3 clusters Score: Raw -2647104.203433 + Penalty 3232.627789 = -2643871.575644 nChanged 8 SP:Iteration 94Q (1297.834361 sec): 3 clusters Score: Raw -2647104.535431 + Penalty 3232.627789 = -2643871.907642 nChanged 6 SP:Iteration 95Q (1297.901860 sec): 3 clusters Score: Raw -2647105.158845 + Penalty 3232.627789 = -2643872.531056 nChanged 6 SP:Iteration 96Q (1297.978374 sec): 3 clusters Score: Raw -2647105.951041 + Penalty 3232.627789 = -2643873.323253 nChanged 7 SP:Iteration 97Q (1298.053598 sec): 3 clusters Score: Raw -2647106.344602 + Penalty 3232.627789 = -2643873.716814 nChanged 5 SP:Iteration 98Q (1298.139552 sec): 3 clusters Score: Raw -2647106.698917 + Penalty 3232.627789 = -2643874.071128 nChanged 7 SP:Iteration 99Q (1298.211995 sec): 3 clusters Score: Raw -2647107.169988 + Penalty 3232.627789 = -2643874.542200 nChanged 2 SP:Iteration 100F (1298.287751 sec): 3 clusters Score: Raw -2647107.266009 + Penalty 3232.627789 = -2643874.638220 nChanged 3 SP:Iteration 101Q (1298.354415 sec): 3 clusters Score: Raw -2647107.647978 + Penalty 3232.627789 = -2643875.020189 nChanged 5 SP:Iteration 102Q (1298.426908 sec): 3 clusters Score: Raw -2647107.930821 + Penalty 3232.627789 = -2643875.303032 nChanged 3 SP:Iteration 103Q (1298.501020 sec): 3 clusters Score: Raw -2647108.268586 + Penalty 3232.627789 = -2643875.640797 nChanged 5 SP:Iteration 104Q (1298.572546 sec): 3 clusters Score: Raw -2647108.726067 + Penalty 3232.627789 = -2643876.098279 nChanged 9 SP:Iteration 105Q (1298.643666 sec): 3 clusters Score: Raw -2647109.581051 + Penalty 3232.627789 = -2643876.953263 nChanged 7 SP:Iteration 106Q (1298.712493 sec): 3 clusters Score: Raw -2647110.317783 + Penalty 3232.627789 = -2643877.689994 nChanged 7 SP:Iteration 107Q (1298.793717 sec): 3 clusters Score: Raw -2647110.895876 + Penalty 3232.627789 = -2643878.268087 nChanged 8 SP:Iteration 108Q (1298.865322 sec): 3 clusters Score: Raw -2647111.470142 + Penalty 3232.627789 = -2643878.842354 nChanged 4 SP:Iteration 109Q (1298.929392 sec): 3 clusters Score: Raw -2647111.813887 + Penalty 3232.627789 = -2643879.186098 nChanged 5 SP:Iteration 110Q (1299.005934 sec): 3 clusters Score: Raw -2647112.132063 + Penalty 3232.627789 = -2643879.504275 nChanged 5 SP:Iteration 111Q (1299.071705 sec): 3 clusters Score: Raw -2647112.668170 + Penalty 3232.627789 = -2643880.040382 nChanged 4 SP:Iteration 112Q (1299.141798 sec): 3 clusters Score: Raw -2647112.999461 + Penalty 3232.627789 = -2643880.371672 nChanged 2 SP:Iteration 113Q (1299.219610 sec): 3 clusters Score: Raw -2647113.093776 + Penalty 3232.627789 = -2643880.465988 nChanged 3 SP:Iteration 114Q (1299.282295 sec): 3 clusters Score: Raw -2647113.208324 + Penalty 3232.627789 = -2643880.580535 nChanged 1 SP:Iteration 115Q (1299.349460 sec): 3 clusters Score: Raw -2647113.254283 + Penalty 3232.627789 = -2643880.626494 nChanged 0 SP:Iteration 116F (1299.432850 sec): 3 clusters Score: Raw -2647113.254283 + Penalty 3232.627789 = -2643880.626494 nChanged 0 Trying to split cluster 10 (6170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1299.462634 sec): 2 clusters Score: Raw -772851.489263 + Penalty 1418.211294 = -771433.277969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1299.510904 sec): 3 clusters Score: Raw -769530.373029 + Penalty 2836.422588 = -766693.950441 nChanged 2556 SP:Iteration 1F (1299.552621 sec): 3 clusters Score: Raw -770957.561165 + Penalty 2836.422588 = -768121.138577 nChanged 424 SP:Iteration 2F (1299.614615 sec): 3 clusters Score: Raw -771186.366448 + Penalty 2836.422588 = -768349.943860 nChanged 313 SP:Iteration 3F (1299.662883 sec): 3 clusters Score: Raw -771381.794318 + Penalty 2836.422588 = -768545.371730 nChanged 301 SP:Iteration 4Q (1299.716019 sec): 3 clusters Score: Raw -771564.919902 + Penalty 2836.422588 = -768728.497314 nChanged 287 SP:Iteration 5Q (1299.763637 sec): 3 clusters Score: Raw -771778.540939 + Penalty 2836.422588 = -768942.118351 nChanged 306 SP:Iteration 6Q (1299.815692 sec): 3 clusters Score: Raw -772019.768827 + Penalty 2836.422588 = -769183.346239 nChanged 302 SP:Iteration 7Q (1299.867590 sec): 3 clusters Score: Raw -772267.983261 + Penalty 2836.422588 = -769431.560673 nChanged 246 SP:Iteration 8Q (1299.921277 sec): 3 clusters Score: Raw -772422.107276 + Penalty 2836.422588 = -769585.684688 nChanged 205 SP:Iteration 9Q (1299.969703 sec): 3 clusters Score: Raw -772544.957929 + Penalty 2836.422588 = -769708.535341 nChanged 180 SP:Iteration 10Q (1300.015897 sec): 3 clusters Score: Raw -772630.050570 + Penalty 2836.422588 = -769793.627982 nChanged 141 SP:Iteration 11Q (1300.076019 sec): 3 clusters Score: Raw -772702.031546 + Penalty 2836.422588 = -769865.608958 nChanged 127 SP:Iteration 12Q (1300.119991 sec): 3 clusters Score: Raw -772757.920657 + Penalty 2836.422588 = -769921.498069 nChanged 108 SP:Iteration 13Q (1300.171594 sec): 3 clusters Score: Raw -772806.076405 + Penalty 2836.422588 = -769969.653817 nChanged 71 SP:Iteration 14Q (1300.230676 sec): 3 clusters Score: Raw -772834.802410 + Penalty 2836.422588 = -769998.379822 nChanged 72 SP:Iteration 15Q (1300.288604 sec): 3 clusters Score: Raw -772858.593109 + Penalty 2836.422588 = -770022.170521 nChanged 63 SP:Iteration 16Q (1300.339007 sec): 3 clusters Score: Raw -772881.884980 + Penalty 2836.422588 = -770045.462392 nChanged 57 SP:Iteration 17Q (1300.382878 sec): 3 clusters Score: Raw -772904.082003 + Penalty 2836.422588 = -770067.659415 nChanged 60 SP:Iteration 18Q (1300.445117 sec): 3 clusters Score: Raw -772929.106253 + Penalty 2836.422588 = -770092.683665 nChanged 60 SP:Iteration 19Q (1300.494438 sec): 3 clusters Score: Raw -772955.161980 + Penalty 2836.422588 = -770118.739392 nChanged 50 SP:Iteration 20F (1300.551899 sec): 3 clusters Score: Raw -772970.403703 + Penalty 2836.422588 = -770133.981115 nChanged 40 SP:Iteration 21Q (1300.607579 sec): 3 clusters Score: Raw -772984.867075 + Penalty 2836.422588 = -770148.444487 nChanged 39 SP:Iteration 22Q (1300.663586 sec): 3 clusters Score: Raw -772999.144446 + Penalty 2836.422588 = -770162.721858 nChanged 38 SP:Iteration 23Q (1300.705550 sec): 3 clusters Score: Raw -773010.025658 + Penalty 2836.422588 = -770173.603070 nChanged 24 SP:Iteration 24Q (1300.754761 sec): 3 clusters Score: Raw -773016.524187 + Penalty 2836.422588 = -770180.101599 nChanged 18 SP:Iteration 25Q (1300.812809 sec): 3 clusters Score: Raw -773021.905584 + Penalty 2836.422588 = -770185.482996 nChanged 26 SP:Iteration 26Q (1300.866143 sec): 3 clusters Score: Raw -773029.841011 + Penalty 2836.422588 = -770193.418423 nChanged 31 SP:Iteration 27Q (1300.916663 sec): 3 clusters Score: Raw -773039.033374 + Penalty 2836.422588 = -770202.610786 nChanged 29 SP:Iteration 28Q (1300.967967 sec): 3 clusters Score: Raw -773050.158904 + Penalty 2836.422588 = -770213.736316 nChanged 32 SP:Iteration 29Q (1301.018062 sec): 3 clusters Score: Raw -773065.418285 + Penalty 2836.422588 = -770228.995697 nChanged 30 SP:Iteration 30Q (1301.070221 sec): 3 clusters Score: Raw -773079.584011 + Penalty 2836.422588 = -770243.161423 nChanged 36 SP:Iteration 31Q (1301.119582 sec): 3 clusters Score: Raw -773093.395664 + Penalty 2836.422588 = -770256.973076 nChanged 31 SP:Iteration 32Q (1301.170335 sec): 3 clusters Score: Raw -773108.697790 + Penalty 2836.422588 = -770272.275202 nChanged 36 SP:Iteration 33Q (1301.220642 sec): 3 clusters Score: Raw -773121.106497 + Penalty 2836.422588 = -770284.683909 nChanged 35 SP:Iteration 34Q (1301.271411 sec): 3 clusters Score: Raw -773134.647255 + Penalty 2836.422588 = -770298.224667 nChanged 33 SP:Iteration 35Q (1301.321552 sec): 3 clusters Score: Raw -773149.863792 + Penalty 2836.422588 = -770313.441204 nChanged 33 SP:Iteration 36Q (1301.371386 sec): 3 clusters Score: Raw -773164.126461 + Penalty 2836.422588 = -770327.703873 nChanged 31 SP:Iteration 37Q (1301.420055 sec): 3 clusters Score: Raw -773180.884145 + Penalty 2836.422588 = -770344.461557 nChanged 29 SP:Iteration 38Q (1301.470658 sec): 3 clusters Score: Raw -773196.441975 + Penalty 2836.422588 = -770360.019387 nChanged 27 SP:Iteration 39Q (1301.520905 sec): 3 clusters Score: Raw -773214.524873 + Penalty 2836.422588 = -770378.102285 nChanged 34 SP:Iteration 40F (1301.577167 sec): 3 clusters Score: Raw -773231.197390 + Penalty 2836.422588 = -770394.774802 nChanged 28 SP:Iteration 41Q (1301.615426 sec): 3 clusters Score: Raw -773241.800192 + Penalty 2836.422588 = -770405.377604 nChanged 21 SP:Iteration 42Q (1301.677916 sec): 3 clusters Score: Raw -773249.924724 + Penalty 2836.422588 = -770413.502136 nChanged 20 SP:Iteration 43Q (1301.719677 sec): 3 clusters Score: Raw -773257.647425 + Penalty 2836.422588 = -770421.224837 nChanged 13 SP:Iteration 44Q (1301.787790 sec): 3 clusters Score: Raw -773261.867386 + Penalty 2836.422588 = -770425.444798 nChanged 8 SP:Iteration 45Q (1301.826138 sec): 3 clusters Score: Raw -773264.167106 + Penalty 2836.422588 = -770427.744518 nChanged 8 SP:Iteration 46Q (1301.882387 sec): 3 clusters Score: Raw -773266.619168 + Penalty 2836.422588 = -770430.196580 nChanged 3 SP:Iteration 47Q (1301.934382 sec): 3 clusters Score: Raw -773267.298352 + Penalty 2836.422588 = -770430.875764 nChanged 4 SP:Iteration 48Q (1301.984657 sec): 3 clusters Score: Raw -773269.872625 + Penalty 2836.422588 = -770433.450037 nChanged 9 SP:Iteration 49Q (1302.038414 sec): 3 clusters Score: Raw -773272.894664 + Penalty 2836.422588 = -770436.472076 nChanged 5 SP:Iteration 50Q (1302.091167 sec): 3 clusters Score: Raw -773274.064699 + Penalty 2836.422588 = -770437.642111 nChanged 4 SP:Iteration 51Q (1302.142353 sec): 3 clusters Score: Raw -773275.594510 + Penalty 2836.422588 = -770439.171922 nChanged 6 SP:Iteration 52Q (1302.187785 sec): 3 clusters Score: Raw -773277.437339 + Penalty 2836.422588 = -770441.014751 nChanged 10 SP:Iteration 53Q (1302.233492 sec): 3 clusters Score: Raw -773280.916998 + Penalty 2836.422588 = -770444.494410 nChanged 7 SP:Iteration 54Q (1302.284362 sec): 3 clusters Score: Raw -773282.294108 + Penalty 2836.422588 = -770445.871520 nChanged 3 SP:Iteration 55Q (1302.342733 sec): 3 clusters Score: Raw -773283.316134 + Penalty 2836.422588 = -770446.893546 nChanged 4 SP:Iteration 56Q (1302.394709 sec): 3 clusters Score: Raw -773284.510918 + Penalty 2836.422588 = -770448.088330 nChanged 4 SP:Iteration 57Q (1302.453186 sec): 3 clusters Score: Raw -773285.983548 + Penalty 2836.422588 = -770449.560960 nChanged 2 SP:Iteration 58Q (1302.500842 sec): 3 clusters Score: Raw -773287.079383 + Penalty 2836.422588 = -770450.656795 nChanged 0 SP:Iteration 59F (1302.564627 sec): 3 clusters Score: Raw -773287.079383 + Penalty 2836.422588 = -770450.656795 nChanged 0 Trying to split cluster 11 (16810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1302.608776 sec): 2 clusters Score: Raw -2114449.511005 + Penalty 1581.080999 = -2112868.430006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1302.685604 sec): 3 clusters Score: Raw -2104477.448390 + Penalty 3162.161999 = -2101315.286392 nChanged 7463 SP:Iteration 1F (1302.748978 sec): 3 clusters Score: Raw -2108519.784205 + Penalty 3162.161999 = -2105357.622207 nChanged 946 SP:Iteration 2F (1302.828826 sec): 3 clusters Score: Raw -2108890.768038 + Penalty 3162.161999 = -2105728.606040 nChanged 822 SP:Iteration 3Q (1302.895622 sec): 3 clusters Score: Raw -2109245.309938 + Penalty 3162.161999 = -2106083.147939 nChanged 819 SP:Iteration 4Q (1302.975851 sec): 3 clusters Score: Raw -2109663.540283 + Penalty 3162.161999 = -2106501.378284 nChanged 882 SP:Iteration 5F (1303.036279 sec): 3 clusters Score: Raw -2110175.613967 + Penalty 3162.161999 = -2107013.451969 nChanged 967 SP:Iteration 6F (1303.102046 sec): 3 clusters Score: Raw -2110823.450490 + Penalty 3162.161999 = -2107661.288492 nChanged 993 SP:Iteration 7F (1303.177453 sec): 3 clusters Score: Raw -2111561.700204 + Penalty 3162.161999 = -2108399.538205 nChanged 958 SP:Iteration 8F (1303.250460 sec): 3 clusters Score: Raw -2112283.787980 + Penalty 3162.161999 = -2109121.625981 nChanged 835 SP:Iteration 9Q (1303.326250 sec): 3 clusters Score: Raw -2112853.790738 + Penalty 3162.161999 = -2109691.628739 nChanged 653 SP:Iteration 10Q (1303.403363 sec): 3 clusters Score: Raw -2113261.233551 + Penalty 3162.161999 = -2110099.071553 nChanged 492 SP:Iteration 11Q (1303.471503 sec): 3 clusters Score: Raw -2113538.771449 + Penalty 3162.161999 = -2110376.609451 nChanged 392 SP:Iteration 12Q (1303.536109 sec): 3 clusters Score: Raw -2113741.275687 + Penalty 3162.161999 = -2110579.113688 nChanged 284 SP:Iteration 13Q (1303.615693 sec): 3 clusters Score: Raw -2113881.333197 + Penalty 3162.161999 = -2110719.171198 nChanged 230 SP:Iteration 14Q (1303.680535 sec): 3 clusters Score: Raw -2113979.789490 + Penalty 3162.161999 = -2110817.627492 nChanged 181 SP:Iteration 15Q (1303.744831 sec): 3 clusters Score: Raw -2114065.777315 + Penalty 3162.161999 = -2110903.615316 nChanged 174 SP:Iteration 16Q (1303.815116 sec): 3 clusters Score: Raw -2114138.467361 + Penalty 3162.161999 = -2110976.305362 nChanged 151 SP:Iteration 17Q (1303.883309 sec): 3 clusters Score: Raw -2114194.447025 + Penalty 3162.161999 = -2111032.285026 nChanged 116 SP:Iteration 18Q (1303.952317 sec): 3 clusters Score: Raw -2114245.332572 + Penalty 3162.161999 = -2111083.170573 nChanged 127 SP:Iteration 19Q (1304.031224 sec): 3 clusters Score: Raw -2114301.434991 + Penalty 3162.161999 = -2111139.272993 nChanged 108 SP:Iteration 20F (1304.109016 sec): 3 clusters Score: Raw -2114341.985402 + Penalty 3162.161999 = -2111179.823404 nChanged 87 SP:Iteration 21Q (1304.164942 sec): 3 clusters Score: Raw -2114373.644516 + Penalty 3162.161999 = -2111211.482518 nChanged 80 SP:Iteration 22Q (1304.242630 sec): 3 clusters Score: Raw -2114406.312401 + Penalty 3162.161999 = -2111244.150402 nChanged 85 SP:Iteration 23Q (1304.299414 sec): 3 clusters Score: Raw -2114439.708392 + Penalty 3162.161999 = -2111277.546393 nChanged 71 SP:Iteration 24Q (1304.365171 sec): 3 clusters Score: Raw -2114468.549246 + Penalty 3162.161999 = -2111306.387247 nChanged 76 SP:Iteration 25Q (1304.440063 sec): 3 clusters Score: Raw -2114494.847693 + Penalty 3162.161999 = -2111332.685695 nChanged 57 SP:Iteration 26Q (1304.504554 sec): 3 clusters Score: Raw -2114517.039282 + Penalty 3162.161999 = -2111354.877284 nChanged 60 SP:Iteration 27Q (1304.568689 sec): 3 clusters Score: Raw -2114536.353329 + Penalty 3162.161999 = -2111374.191330 nChanged 54 SP:Iteration 28Q (1304.623926 sec): 3 clusters Score: Raw -2114555.301933 + Penalty 3162.161999 = -2111393.139935 nChanged 55 SP:Iteration 29Q (1304.701009 sec): 3 clusters Score: Raw -2114573.321761 + Penalty 3162.161999 = -2111411.159763 nChanged 46 SP:Iteration 30Q (1304.765409 sec): 3 clusters Score: Raw -2114590.999344 + Penalty 3162.161999 = -2111428.837345 nChanged 47 SP:Iteration 31Q (1304.828664 sec): 3 clusters Score: Raw -2114605.844680 + Penalty 3162.161999 = -2111443.682682 nChanged 37 SP:Iteration 32Q (1304.889246 sec): 3 clusters Score: Raw -2114617.817690 + Penalty 3162.161999 = -2111455.655691 nChanged 27 SP:Iteration 33Q (1304.957194 sec): 3 clusters Score: Raw -2114627.979557 + Penalty 3162.161999 = -2111465.817558 nChanged 27 SP:Iteration 34Q (1305.015552 sec): 3 clusters Score: Raw -2114637.241870 + Penalty 3162.161999 = -2111475.079871 nChanged 33 SP:Iteration 35Q (1305.091726 sec): 3 clusters Score: Raw -2114649.385609 + Penalty 3162.161999 = -2111487.223610 nChanged 26 SP:Iteration 36Q (1305.153405 sec): 3 clusters Score: Raw -2114661.937284 + Penalty 3162.161999 = -2111499.775286 nChanged 24 SP:Iteration 37Q (1305.218561 sec): 3 clusters Score: Raw -2114673.347351 + Penalty 3162.161999 = -2111511.185352 nChanged 22 SP:Iteration 38Q (1305.295810 sec): 3 clusters Score: Raw -2114684.713494 + Penalty 3162.161999 = -2111522.551496 nChanged 21 SP:Iteration 39Q (1305.356189 sec): 3 clusters Score: Raw -2114693.731770 + Penalty 3162.161999 = -2111531.569772 nChanged 20 SP:Iteration 40F (1305.425849 sec): 3 clusters Score: Raw -2114703.270830 + Penalty 3162.161999 = -2111541.108831 nChanged 15 SP:Iteration 41Q (1305.498743 sec): 3 clusters Score: Raw -2114708.444804 + Penalty 3162.161999 = -2111546.282805 nChanged 13 SP:Iteration 42Q (1305.571579 sec): 3 clusters Score: Raw -2114714.440971 + Penalty 3162.161999 = -2111552.278972 nChanged 14 SP:Iteration 43Q (1305.632818 sec): 3 clusters Score: Raw -2114718.346701 + Penalty 3162.161999 = -2111556.184703 nChanged 8 SP:Iteration 44Q (1305.703709 sec): 3 clusters Score: Raw -2114721.529053 + Penalty 3162.161999 = -2111559.367055 nChanged 6 SP:Iteration 45Q (1305.757837 sec): 3 clusters Score: Raw -2114723.592515 + Penalty 3162.161999 = -2111561.430516 nChanged 6 SP:Iteration 46Q (1305.825073 sec): 3 clusters Score: Raw -2114725.362236 + Penalty 3162.161999 = -2111563.200238 nChanged 6 SP:Iteration 47Q (1305.894931 sec): 3 clusters Score: Raw -2114727.589190 + Penalty 3162.161999 = -2111565.427191 nChanged 3 SP:Iteration 48Q (1305.965884 sec): 3 clusters Score: Raw -2114728.651546 + Penalty 3162.161999 = -2111566.489547 nChanged 1 SP:Iteration 49Q (1306.018954 sec): 3 clusters Score: Raw -2114728.847441 + Penalty 3162.161999 = -2111566.685443 nChanged 1 SP:Iteration 50Q (1306.095917 sec): 3 clusters Score: Raw -2114729.316921 + Penalty 3162.161999 = -2111567.154923 nChanged 2 SP:Iteration 51Q (1306.162235 sec): 3 clusters Score: Raw -2114729.631401 + Penalty 3162.161999 = -2111567.469403 nChanged 1 SP:Iteration 52Q (1306.219930 sec): 3 clusters Score: Raw -2114730.271225 + Penalty 3162.161999 = -2111568.109227 nChanged 3 SP:Iteration 53Q (1306.298848 sec): 3 clusters Score: Raw -2114731.232924 + Penalty 3162.161999 = -2111569.070925 nChanged 3 SP:Iteration 54Q (1306.364395 sec): 3 clusters Score: Raw -2114732.421985 + Penalty 3162.161999 = -2111570.259986 nChanged 3 SP:Iteration 55Q (1306.436167 sec): 3 clusters Score: Raw -2114733.714304 + Penalty 3162.161999 = -2111571.552305 nChanged 4 SP:Iteration 56Q (1306.504260 sec): 3 clusters Score: Raw -2114734.706313 + Penalty 3162.161999 = -2111572.544315 nChanged 3 SP:Iteration 57Q (1306.558914 sec): 3 clusters Score: Raw -2114736.853553 + Penalty 3162.161999 = -2111574.691554 nChanged 4 SP:Iteration 58Q (1306.635456 sec): 3 clusters Score: Raw -2114739.274669 + Penalty 3162.161999 = -2111577.112671 nChanged 4 SP:Iteration 59Q (1306.701144 sec): 3 clusters Score: Raw -2114740.252114 + Penalty 3162.161999 = -2111578.090116 nChanged 3 SP:Iteration 60F (1306.775183 sec): 3 clusters Score: Raw -2114741.293333 + Penalty 3162.161999 = -2111579.131335 nChanged 4 SP:Iteration 61Q (1306.830231 sec): 3 clusters Score: Raw -2114742.557709 + Penalty 3162.161999 = -2111580.395710 nChanged 1 SP:Iteration 62Q (1306.905403 sec): 3 clusters Score: Raw -2114742.992818 + Penalty 3162.161999 = -2111580.830819 nChanged 0 SP:Iteration 63F (1306.962380 sec): 3 clusters Score: Raw -2114742.992818 + Penalty 3162.161999 = -2111580.830819 nChanged 0 Trying to split cluster 12 (71084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1307.083450 sec): 2 clusters Score: Raw -8993923.575164 + Penalty 1815.387853 = -8992108.187311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1307.239680 sec): 3 clusters Score: Raw -8948150.721290 + Penalty 3630.775705 = -8944519.945584 nChanged 33679 SP:Iteration 1F (1307.388315 sec): 3 clusters Score: Raw -8968367.269514 + Penalty 3630.775705 = -8964736.493809 nChanged 3856 SP:Iteration 2F (1307.539564 sec): 3 clusters Score: Raw -8970126.451409 + Penalty 3630.775705 = -8966495.675704 nChanged 4723 SP:Iteration 3F (1307.693808 sec): 3 clusters Score: Raw -8972968.180600 + Penalty 3630.775705 = -8969337.404895 nChanged 5591 SP:Iteration 4F (1307.846247 sec): 3 clusters Score: Raw -8977140.451259 + Penalty 3630.775705 = -8973509.675553 nChanged 5880 SP:Iteration 5F (1307.998458 sec): 3 clusters Score: Raw -8982129.168561 + Penalty 3630.775705 = -8978498.392855 nChanged 5070 SP:Iteration 6F (1308.158630 sec): 3 clusters Score: Raw -8986680.965048 + Penalty 3630.775705 = -8983050.189343 nChanged 3797 SP:Iteration 7F (1308.303409 sec): 3 clusters Score: Raw -8990063.683776 + Penalty 3630.775705 = -8986432.908070 nChanged 2386 SP:Iteration 8Q (1308.460511 sec): 3 clusters Score: Raw -8992122.874713 + Penalty 3630.775705 = -8988492.099007 nChanged 1319 SP:Iteration 9Q (1308.617927 sec): 3 clusters Score: Raw -8993233.022504 + Penalty 3630.775705 = -8989602.246798 nChanged 631 SP:Iteration 10Q (1308.750567 sec): 3 clusters Score: Raw -8993700.513694 + Penalty 3630.775705 = -8990069.737988 nChanged 314 SP:Iteration 11Q (1308.903100 sec): 3 clusters Score: Raw -8993913.935003 + Penalty 3630.775705 = -8990283.159298 nChanged 173 SP:Iteration 12Q (1309.042434 sec): 3 clusters Score: Raw -8994035.936237 + Penalty 3630.775705 = -8990405.160532 nChanged 120 SP:Iteration 13Q (1309.178553 sec): 3 clusters Score: Raw -8994120.575667 + Penalty 3630.775705 = -8990489.799962 nChanged 71 SP:Iteration 14Q (1309.311003 sec): 3 clusters Score: Raw -8994165.278856 + Penalty 3630.775705 = -8990534.503151 nChanged 52 SP:Iteration 15Q (1309.447720 sec): 3 clusters Score: Raw -8994195.354371 + Penalty 3630.775705 = -8990564.578666 nChanged 30 SP:Iteration 16Q (1309.589136 sec): 3 clusters Score: Raw -8994211.246691 + Penalty 3630.775705 = -8990580.470985 nChanged 23 SP:Iteration 17Q (1309.733473 sec): 3 clusters Score: Raw -8994222.751977 + Penalty 3630.775705 = -8990591.976272 nChanged 15 SP:Iteration 18Q (1309.864923 sec): 3 clusters Score: Raw -8994232.755057 + Penalty 3630.775705 = -8990601.979351 nChanged 13 SP:Iteration 19Q (1309.995619 sec): 3 clusters Score: Raw -8994240.071483 + Penalty 3630.775705 = -8990609.295777 nChanged 16 SP:Iteration 20F (1310.156183 sec): 3 clusters Score: Raw -8994251.536795 + Penalty 3630.775705 = -8990620.761090 nChanged 14 SP:Iteration 21Q (1310.303875 sec): 3 clusters Score: Raw -8994257.930591 + Penalty 3630.775705 = -8990627.154885 nChanged 13 SP:Iteration 22Q (1310.439770 sec): 3 clusters Score: Raw -8994265.807818 + Penalty 3630.775705 = -8990635.032112 nChanged 11 SP:Iteration 23Q (1310.574998 sec): 3 clusters Score: Raw -8994274.350099 + Penalty 3630.775705 = -8990643.574394 nChanged 12 SP:Iteration 24Q (1310.705188 sec): 3 clusters Score: Raw -8994281.485984 + Penalty 3630.775705 = -8990650.710278 nChanged 7 SP:Iteration 25Q (1310.847611 sec): 3 clusters Score: Raw -8994286.195041 + Penalty 3630.775705 = -8990655.419336 nChanged 11 SP:Iteration 26Q (1310.979435 sec): 3 clusters Score: Raw -8994291.708446 + Penalty 3630.775705 = -8990660.932740 nChanged 7 SP:Iteration 27Q (1311.118572 sec): 3 clusters Score: Raw -8994296.035119 + Penalty 3630.775705 = -8990665.259414 nChanged 5 SP:Iteration 28Q (1311.257955 sec): 3 clusters Score: Raw -8994298.766152 + Penalty 3630.775705 = -8990667.990446 nChanged 0 SP:Iteration 29F (1311.412194 sec): 3 clusters Score: Raw -8994298.766152 + Penalty 3630.775705 = -8990667.990446 nChanged 0 Trying to split cluster 13 (5780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1311.451277 sec): 2 clusters Score: Raw -729225.988043 + Penalty 1407.600831 = -727818.387212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1311.509452 sec): 3 clusters Score: Raw -726194.312218 + Penalty 2815.201663 = -723379.110556 nChanged 2384 SP:Iteration 1F (1311.562804 sec): 3 clusters Score: Raw -727520.362232 + Penalty 2815.201663 = -724705.160570 nChanged 404 SP:Iteration 2F (1311.606365 sec): 3 clusters Score: Raw -727724.449731 + Penalty 2815.201663 = -724909.248068 nChanged 290 SP:Iteration 3F (1311.659521 sec): 3 clusters Score: Raw -727862.218261 + Penalty 2815.201663 = -725047.016598 nChanged 235 SP:Iteration 4Q (1311.712593 sec): 3 clusters Score: Raw -727978.033225 + Penalty 2815.201663 = -725162.831563 nChanged 206 SP:Iteration 5Q (1311.776223 sec): 3 clusters Score: Raw -728086.206371 + Penalty 2815.201663 = -725271.004708 nChanged 200 SP:Iteration 6Q (1311.830350 sec): 3 clusters Score: Raw -728188.086875 + Penalty 2815.201663 = -725372.885213 nChanged 221 SP:Iteration 7Q (1311.886316 sec): 3 clusters Score: Raw -728316.979768 + Penalty 2815.201663 = -725501.778105 nChanged 232 SP:Iteration 8Q (1311.928624 sec): 3 clusters Score: Raw -728456.909059 + Penalty 2815.201663 = -725641.707396 nChanged 216 SP:Iteration 9Q (1311.979149 sec): 3 clusters Score: Raw -728588.312416 + Penalty 2815.201663 = -725773.110754 nChanged 212 SP:Iteration 10Q (1312.030276 sec): 3 clusters Score: Raw -728735.568650 + Penalty 2815.201663 = -725920.366987 nChanged 189 SP:Iteration 11Q (1312.073814 sec): 3 clusters Score: Raw -728852.780861 + Penalty 2815.201663 = -726037.579198 nChanged 177 SP:Iteration 12Q (1312.123344 sec): 3 clusters Score: Raw -728974.377082 + Penalty 2815.201663 = -726159.175419 nChanged 155 SP:Iteration 13Q (1312.168596 sec): 3 clusters Score: Raw -729077.490244 + Penalty 2815.201663 = -726262.288581 nChanged 148 SP:Iteration 14Q (1312.217978 sec): 3 clusters Score: Raw -729177.985134 + Penalty 2815.201663 = -726362.783471 nChanged 109 SP:Iteration 15Q (1312.263918 sec): 3 clusters Score: Raw -729250.881693 + Penalty 2815.201663 = -726435.680030 nChanged 100 SP:Iteration 16Q (1312.319517 sec): 3 clusters Score: Raw -729319.949334 + Penalty 2815.201663 = -726504.747671 nChanged 86 SP:Iteration 17Q (1312.374508 sec): 3 clusters Score: Raw -729392.571794 + Penalty 2815.201663 = -726577.370132 nChanged 75 SP:Iteration 18Q (1312.423369 sec): 3 clusters Score: Raw -729440.788584 + Penalty 2815.201663 = -726625.586921 nChanged 50 SP:Iteration 19Q (1312.465740 sec): 3 clusters Score: Raw -729469.599486 + Penalty 2815.201663 = -726654.397824 nChanged 44 SP:Iteration 20F (1312.527885 sec): 3 clusters Score: Raw -729494.882879 + Penalty 2815.201663 = -726679.681217 nChanged 30 SP:Iteration 21Q (1312.575089 sec): 3 clusters Score: Raw -729511.830725 + Penalty 2815.201663 = -726696.629063 nChanged 24 SP:Iteration 22Q (1312.637697 sec): 3 clusters Score: Raw -729525.051317 + Penalty 2815.201663 = -726709.849655 nChanged 20 SP:Iteration 23Q (1312.679711 sec): 3 clusters Score: Raw -729537.182877 + Penalty 2815.201663 = -726721.981214 nChanged 15 SP:Iteration 24Q (1312.725468 sec): 3 clusters Score: Raw -729543.416473 + Penalty 2815.201663 = -726728.214811 nChanged 17 SP:Iteration 25Q (1312.769849 sec): 3 clusters Score: Raw -729551.897387 + Penalty 2815.201663 = -726736.695725 nChanged 12 SP:Iteration 26Q (1312.825940 sec): 3 clusters Score: Raw -729559.982694 + Penalty 2815.201663 = -726744.781032 nChanged 16 SP:Iteration 27Q (1312.883004 sec): 3 clusters Score: Raw -729567.726911 + Penalty 2815.201663 = -726752.525248 nChanged 12 SP:Iteration 28Q (1312.935979 sec): 3 clusters Score: Raw -729575.794371 + Penalty 2815.201663 = -726760.592708 nChanged 10 SP:Iteration 29Q (1312.977700 sec): 3 clusters Score: Raw -729580.005185 + Penalty 2815.201663 = -726764.803523 nChanged 6 SP:Iteration 30Q (1313.031578 sec): 3 clusters Score: Raw -729582.549675 + Penalty 2815.201663 = -726767.348012 nChanged 3 SP:Iteration 31Q (1313.082245 sec): 3 clusters Score: Raw -729583.404764 + Penalty 2815.201663 = -726768.203101 nChanged 3 SP:Iteration 32Q (1313.138007 sec): 3 clusters Score: Raw -729584.197352 + Penalty 2815.201663 = -726768.995689 nChanged 1 SP:Iteration 33Q (1313.179584 sec): 3 clusters Score: Raw -729584.608327 + Penalty 2815.201663 = -726769.406664 nChanged 1 SP:Iteration 34Q (1313.237840 sec): 3 clusters Score: Raw -729585.391126 + Penalty 2815.201663 = -726770.189463 nChanged 2 SP:Iteration 35Q (1313.279193 sec): 3 clusters Score: Raw -729587.003197 + Penalty 2815.201663 = -726771.801535 nChanged 4 SP:Iteration 36Q (1313.332482 sec): 3 clusters Score: Raw -729589.289918 + Penalty 2815.201663 = -726774.088256 nChanged 4 SP:Iteration 37Q (1313.395137 sec): 3 clusters Score: Raw -729591.157545 + Penalty 2815.201663 = -726775.955882 nChanged 6 SP:Iteration 38Q (1313.451031 sec): 3 clusters Score: Raw -729593.114992 + Penalty 2815.201663 = -726777.913329 nChanged 4 SP:Iteration 39Q (1313.510398 sec): 3 clusters Score: Raw -729594.316677 + Penalty 2815.201663 = -726779.115014 nChanged 3 SP:Iteration 40F (1313.545494 sec): 3 clusters Score: Raw -729594.978781 + Penalty 2815.201663 = -726779.777119 nChanged 2 SP:Iteration 41Q (1313.603053 sec): 3 clusters Score: Raw -729595.517394 + Penalty 2815.201663 = -726780.315732 nChanged 1 SP:Iteration 42Q (1313.660305 sec): 3 clusters Score: Raw -729595.622084 + Penalty 2815.201663 = -726780.420421 nChanged 0 SP:Iteration 43F (1313.714548 sec): 3 clusters Score: Raw -729595.622084 + Penalty 2815.201663 = -726780.420421 nChanged 0 Trying to split cluster 14 (9691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1313.742679 sec): 2 clusters Score: Raw -1172614.486277 + Penalty 1491.579846 = -1171122.906431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1313.813603 sec): 3 clusters Score: Raw -1167176.404854 + Penalty 2983.159692 = -1164193.245162 nChanged 4180 SP:Iteration 1F (1313.870101 sec): 3 clusters Score: Raw -1169537.639611 + Penalty 2983.159692 = -1166554.479919 nChanged 690 SP:Iteration 2F (1313.932229 sec): 3 clusters Score: Raw -1169977.084765 + Penalty 2983.159692 = -1166993.925073 nChanged 670 SP:Iteration 3F (1313.981421 sec): 3 clusters Score: Raw -1170470.366430 + Penalty 2983.159692 = -1167487.206738 nChanged 719 SP:Iteration 4F (1314.052953 sec): 3 clusters Score: Raw -1171022.135478 + Penalty 2983.159692 = -1168038.975786 nChanged 725 SP:Iteration 5F (1314.112700 sec): 3 clusters Score: Raw -1171600.980482 + Penalty 2983.159692 = -1168617.820790 nChanged 683 SP:Iteration 6F (1314.181267 sec): 3 clusters Score: Raw -1172203.388081 + Penalty 2983.159692 = -1169220.228389 nChanged 577 SP:Iteration 7F (1314.255224 sec): 3 clusters Score: Raw -1172823.079146 + Penalty 2983.159692 = -1169839.919454 nChanged 502 SP:Iteration 8F (1314.308151 sec): 3 clusters Score: Raw -1173294.700097 + Penalty 2983.159692 = -1170311.540405 nChanged 345 SP:Iteration 9Q (1314.374821 sec): 3 clusters Score: Raw -1173474.177081 + Penalty 2983.159692 = -1170491.017389 nChanged 186 SP:Iteration 10Q (1314.448414 sec): 3 clusters Score: Raw -1173545.593985 + Penalty 2983.159692 = -1170562.434292 nChanged 135 SP:Iteration 11Q (1314.522410 sec): 3 clusters Score: Raw -1173591.187061 + Penalty 2983.159692 = -1170608.027369 nChanged 112 SP:Iteration 12Q (1314.587253 sec): 3 clusters Score: Raw -1173628.122188 + Penalty 2983.159692 = -1170644.962496 nChanged 93 SP:Iteration 13Q (1314.643913 sec): 3 clusters Score: Raw -1173657.992311 + Penalty 2983.159692 = -1170674.832619 nChanged 67 SP:Iteration 14Q (1314.722592 sec): 3 clusters Score: Raw -1173677.284633 + Penalty 2983.159692 = -1170694.124941 nChanged 57 SP:Iteration 15Q (1314.789682 sec): 3 clusters Score: Raw -1173692.604720 + Penalty 2983.159692 = -1170709.445028 nChanged 35 SP:Iteration 16Q (1314.858665 sec): 3 clusters Score: Raw -1173700.470896 + Penalty 2983.159692 = -1170717.311204 nChanged 31 SP:Iteration 17Q (1314.921260 sec): 3 clusters Score: Raw -1173707.370190 + Penalty 2983.159692 = -1170724.210498 nChanged 26 SP:Iteration 18Q (1314.979642 sec): 3 clusters Score: Raw -1173712.624367 + Penalty 2983.159692 = -1170729.464674 nChanged 21 SP:Iteration 19Q (1315.048967 sec): 3 clusters Score: Raw -1173716.926916 + Penalty 2983.159692 = -1170733.767224 nChanged 15 SP:Iteration 20F (1315.103533 sec): 3 clusters Score: Raw -1173720.192458 + Penalty 2983.159692 = -1170737.032766 nChanged 12 SP:Iteration 21Q (1315.168135 sec): 3 clusters Score: Raw -1173723.296399 + Penalty 2983.159692 = -1170740.136707 nChanged 17 SP:Iteration 22Q (1315.230134 sec): 3 clusters Score: Raw -1173727.939710 + Penalty 2983.159692 = -1170744.780018 nChanged 22 SP:Iteration 23Q (1315.307193 sec): 3 clusters Score: Raw -1173732.553293 + Penalty 2983.159692 = -1170749.393601 nChanged 14 SP:Iteration 24Q (1315.375128 sec): 3 clusters Score: Raw -1173737.098670 + Penalty 2983.159692 = -1170753.938978 nChanged 20 SP:Iteration 25Q (1315.427812 sec): 3 clusters Score: Raw -1173743.689821 + Penalty 2983.159692 = -1170760.530129 nChanged 19 SP:Iteration 26Q (1315.491752 sec): 3 clusters Score: Raw -1173747.652016 + Penalty 2983.159692 = -1170764.492324 nChanged 9 SP:Iteration 27Q (1315.556765 sec): 3 clusters Score: Raw -1173749.645015 + Penalty 2983.159692 = -1170766.485323 nChanged 9 SP:Iteration 28Q (1315.619861 sec): 3 clusters Score: Raw -1173751.659805 + Penalty 2983.159692 = -1170768.500113 nChanged 8 SP:Iteration 29Q (1315.676933 sec): 3 clusters Score: Raw -1173753.010998 + Penalty 2983.159692 = -1170769.851306 nChanged 8 SP:Iteration 30Q (1315.749613 sec): 3 clusters Score: Raw -1173754.035057 + Penalty 2983.159692 = -1170770.875365 nChanged 6 SP:Iteration 31Q (1315.798631 sec): 3 clusters Score: Raw -1173754.764352 + Penalty 2983.159692 = -1170771.604660 nChanged 2 SP:Iteration 32Q (1315.849831 sec): 3 clusters Score: Raw -1173755.271525 + Penalty 2983.159692 = -1170772.111833 nChanged 2 SP:Iteration 33Q (1315.907219 sec): 3 clusters Score: Raw -1173755.661741 + Penalty 2983.159692 = -1170772.502048 nChanged 1 SP:Iteration 34Q (1315.980938 sec): 3 clusters Score: Raw -1173755.755232 + Penalty 2983.159692 = -1170772.595539 nChanged 2 SP:Iteration 35Q (1316.028763 sec): 3 clusters Score: Raw -1173756.333048 + Penalty 2983.159692 = -1170773.173356 nChanged 2 SP:Iteration 36Q (1316.086538 sec): 3 clusters Score: Raw -1173756.482047 + Penalty 2983.159692 = -1170773.322355 nChanged 0 SP:Iteration 37F (1316.153211 sec): 3 clusters Score: Raw -1173756.482047 + Penalty 2983.159692 = -1170773.322355 nChanged 0 Trying to split cluster 15 (21456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1316.197288 sec): 2 clusters Score: Raw -2709727.707160 + Penalty 1620.735936 = -2708106.971224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1316.281643 sec): 3 clusters Score: Raw -2696793.408800 + Penalty 3241.471872 = -2693551.936928 nChanged 9709 SP:Iteration 1F (1316.348785 sec): 3 clusters Score: Raw -2702166.415112 + Penalty 3241.471872 = -2698924.943240 nChanged 1202 SP:Iteration 2F (1316.421109 sec): 3 clusters Score: Raw -2702730.429934 + Penalty 3241.471872 = -2699488.958062 nChanged 1222 SP:Iteration 3F (1316.483153 sec): 3 clusters Score: Raw -2703329.372536 + Penalty 3241.471872 = -2700087.900664 nChanged 1267 SP:Iteration 4F (1316.560878 sec): 3 clusters Score: Raw -2703989.925037 + Penalty 3241.471872 = -2700748.453165 nChanged 1228 SP:Iteration 5F (1316.645939 sec): 3 clusters Score: Raw -2704652.764697 + Penalty 3241.471872 = -2701411.292825 nChanged 1203 SP:Iteration 6F (1316.733811 sec): 3 clusters Score: Raw -2705266.243816 + Penalty 3241.471872 = -2702024.771944 nChanged 1112 SP:Iteration 7F (1316.803423 sec): 3 clusters Score: Raw -2705811.666425 + Penalty 3241.471872 = -2702570.194553 nChanged 1010 SP:Iteration 8Q (1316.879713 sec): 3 clusters Score: Raw -2706276.330246 + Penalty 3241.471872 = -2703034.858374 nChanged 849 SP:Iteration 9Q (1316.956055 sec): 3 clusters Score: Raw -2706639.215312 + Penalty 3241.471872 = -2703397.743440 nChanged 742 SP:Iteration 10Q (1317.044543 sec): 3 clusters Score: Raw -2706956.091838 + Penalty 3241.471872 = -2703714.619966 nChanged 654 SP:Iteration 11Q (1317.109314 sec): 3 clusters Score: Raw -2707221.593616 + Penalty 3241.471872 = -2703980.121744 nChanged 578 SP:Iteration 12Q (1317.182620 sec): 3 clusters Score: Raw -2707426.452894 + Penalty 3241.471872 = -2704184.981022 nChanged 514 SP:Iteration 13Q (1317.265187 sec): 3 clusters Score: Raw -2707597.824607 + Penalty 3241.471872 = -2704356.352735 nChanged 488 SP:Iteration 14Q (1317.321556 sec): 3 clusters Score: Raw -2707760.800877 + Penalty 3241.471872 = -2704519.329005 nChanged 486 SP:Iteration 15Q (1317.407563 sec): 3 clusters Score: Raw -2707923.376852 + Penalty 3241.471872 = -2704681.904980 nChanged 438 SP:Iteration 16Q (1317.481382 sec): 3 clusters Score: Raw -2708083.883953 + Penalty 3241.471872 = -2704842.412081 nChanged 421 SP:Iteration 17Q (1317.558410 sec): 3 clusters Score: Raw -2708242.796818 + Penalty 3241.471872 = -2705001.324946 nChanged 384 SP:Iteration 18Q (1317.625090 sec): 3 clusters Score: Raw -2708398.470433 + Penalty 3241.471872 = -2705156.998561 nChanged 371 SP:Iteration 19Q (1317.698431 sec): 3 clusters Score: Raw -2708533.454765 + Penalty 3241.471872 = -2705291.982893 nChanged 322 SP:Iteration 20F (1317.774687 sec): 3 clusters Score: Raw -2708638.421340 + Penalty 3241.471872 = -2705396.949468 nChanged 270 SP:Iteration 21Q (1317.853787 sec): 3 clusters Score: Raw -2708725.712560 + Penalty 3241.471872 = -2705484.240688 nChanged 234 SP:Iteration 22Q (1317.934868 sec): 3 clusters Score: Raw -2708791.629052 + Penalty 3241.471872 = -2705550.157180 nChanged 232 SP:Iteration 23Q (1318.019614 sec): 3 clusters Score: Raw -2708855.059365 + Penalty 3241.471872 = -2705613.587493 nChanged 219 SP:Iteration 24Q (1318.091066 sec): 3 clusters Score: Raw -2708921.302116 + Penalty 3241.471872 = -2705679.830244 nChanged 227 SP:Iteration 25Q (1318.175202 sec): 3 clusters Score: Raw -2708990.444344 + Penalty 3241.471872 = -2705748.972472 nChanged 218 SP:Iteration 26Q (1318.249259 sec): 3 clusters Score: Raw -2709054.080631 + Penalty 3241.471872 = -2705812.608760 nChanged 188 SP:Iteration 27Q (1318.320258 sec): 3 clusters Score: Raw -2709107.052861 + Penalty 3241.471872 = -2705865.580989 nChanged 176 SP:Iteration 28Q (1318.382387 sec): 3 clusters Score: Raw -2709153.489070 + Penalty 3241.471872 = -2705912.017198 nChanged 199 SP:Iteration 29Q (1318.452473 sec): 3 clusters Score: Raw -2709207.241435 + Penalty 3241.471872 = -2705965.769563 nChanged 194 SP:Iteration 30Q (1318.528519 sec): 3 clusters Score: Raw -2709267.176273 + Penalty 3241.471872 = -2706025.704401 nChanged 213 SP:Iteration 31Q (1318.606034 sec): 3 clusters Score: Raw -2709345.461892 + Penalty 3241.471872 = -2706103.990020 nChanged 213 SP:Iteration 32Q (1318.675787 sec): 3 clusters Score: Raw -2709424.032457 + Penalty 3241.471872 = -2706182.560585 nChanged 232 SP:Iteration 33Q (1318.751245 sec): 3 clusters Score: Raw -2709503.997974 + Penalty 3241.471872 = -2706262.526102 nChanged 214 SP:Iteration 34Q (1318.822944 sec): 3 clusters Score: Raw -2709576.420480 + Penalty 3241.471872 = -2706334.948609 nChanged 176 SP:Iteration 35Q (1318.900483 sec): 3 clusters Score: Raw -2709634.042148 + Penalty 3241.471872 = -2706392.570276 nChanged 168 SP:Iteration 36Q (1318.976561 sec): 3 clusters Score: Raw -2709683.777417 + Penalty 3241.471872 = -2706442.305545 nChanged 138 SP:Iteration 37Q (1319.057323 sec): 3 clusters Score: Raw -2709719.915964 + Penalty 3241.471872 = -2706478.444092 nChanged 123 SP:Iteration 38Q (1319.124452 sec): 3 clusters Score: Raw -2709749.163889 + Penalty 3241.471872 = -2706507.692017 nChanged 115 SP:Iteration 39Q (1319.196604 sec): 3 clusters Score: Raw -2709778.789549 + Penalty 3241.471872 = -2706537.317678 nChanged 124 SP:Iteration 40F (1319.274311 sec): 3 clusters Score: Raw -2709813.624712 + Penalty 3241.471872 = -2706572.152841 nChanged 131 SP:Iteration 41Q (1319.347648 sec): 3 clusters Score: Raw -2709849.447280 + Penalty 3241.471872 = -2706607.975408 nChanged 136 SP:Iteration 42Q (1319.425045 sec): 3 clusters Score: Raw -2709886.889618 + Penalty 3241.471872 = -2706645.417746 nChanged 133 SP:Iteration 43Q (1319.499275 sec): 3 clusters Score: Raw -2709917.883423 + Penalty 3241.471872 = -2706676.411551 nChanged 119 SP:Iteration 44Q (1319.577336 sec): 3 clusters Score: Raw -2709942.775325 + Penalty 3241.471872 = -2706701.303454 nChanged 109 SP:Iteration 45Q (1319.646985 sec): 3 clusters Score: Raw -2709964.070373 + Penalty 3241.471872 = -2706722.598501 nChanged 97 SP:Iteration 46Q (1319.714510 sec): 3 clusters Score: Raw -2709982.687295 + Penalty 3241.471872 = -2706741.215423 nChanged 99 SP:Iteration 47Q (1319.791196 sec): 3 clusters Score: Raw -2710002.020414 + Penalty 3241.471872 = -2706760.548542 nChanged 109 SP:Iteration 48Q (1319.857383 sec): 3 clusters Score: Raw -2710024.545760 + Penalty 3241.471872 = -2706783.073888 nChanged 94 SP:Iteration 49Q (1319.922389 sec): 3 clusters Score: Raw -2710043.802978 + Penalty 3241.471872 = -2706802.331106 nChanged 98 SP:Iteration 50Q (1319.996415 sec): 3 clusters Score: Raw -2710065.985798 + Penalty 3241.471872 = -2706824.513927 nChanged 93 SP:Iteration 51Q (1320.066060 sec): 3 clusters Score: Raw -2710084.131569 + Penalty 3241.471872 = -2706842.659697 nChanged 84 SP:Iteration 52Q (1320.149793 sec): 3 clusters Score: Raw -2710097.925843 + Penalty 3241.471872 = -2706856.453971 nChanged 79 SP:Iteration 53Q (1320.217607 sec): 3 clusters Score: Raw -2710110.561513 + Penalty 3241.471872 = -2706869.089641 nChanged 64 SP:Iteration 54Q (1320.294419 sec): 3 clusters Score: Raw -2710120.870303 + Penalty 3241.471872 = -2706879.398432 nChanged 62 SP:Iteration 55Q (1320.370235 sec): 3 clusters Score: Raw -2710133.027163 + Penalty 3241.471872 = -2706891.555291 nChanged 88 SP:Iteration 56Q (1320.418658 sec): 3 clusters Score: Raw -2710152.986713 + Penalty 3241.471872 = -2706911.514841 nChanged 86 SP:Iteration 57Q (1320.490895 sec): 3 clusters Score: Raw -2710172.552593 + Penalty 3241.471872 = -2706931.080721 nChanged 95 SP:Iteration 58Q (1320.572053 sec): 3 clusters Score: Raw -2710193.674839 + Penalty 3241.471872 = -2706952.202968 nChanged 98 SP:Iteration 59Q (1320.645286 sec): 3 clusters Score: Raw -2710214.666721 + Penalty 3241.471872 = -2706973.194849 nChanged 93 SP:Iteration 60F (1320.718303 sec): 3 clusters Score: Raw -2710234.869713 + Penalty 3241.471872 = -2706993.397842 nChanged 88 SP:Iteration 61Q (1320.795447 sec): 3 clusters Score: Raw -2710254.260309 + Penalty 3241.471872 = -2707012.788437 nChanged 95 SP:Iteration 62Q (1320.873146 sec): 3 clusters Score: Raw -2710276.443838 + Penalty 3241.471872 = -2707034.971966 nChanged 95 SP:Iteration 63Q (1320.942615 sec): 3 clusters Score: Raw -2710300.650154 + Penalty 3241.471872 = -2707059.178282 nChanged 92 SP:Iteration 64Q (1321.006232 sec): 3 clusters Score: Raw -2710321.725847 + Penalty 3241.471872 = -2707080.253976 nChanged 78 SP:Iteration 65Q (1321.065175 sec): 3 clusters Score: Raw -2710338.374424 + Penalty 3241.471872 = -2707096.902552 nChanged 79 SP:Iteration 66Q (1321.113762 sec): 3 clusters Score: Raw -2710356.230692 + Penalty 3241.471872 = -2707114.758820 nChanged 72 SP:Iteration 67Q (1321.153619 sec): 3 clusters Score: Raw -2710372.831627 + Penalty 3241.471872 = -2707131.359756 nChanged 52 SP:Iteration 68Q (1321.214652 sec): 3 clusters Score: Raw -2710383.189553 + Penalty 3241.471872 = -2707141.717681 nChanged 56 SP:Iteration 69Q (1321.283301 sec): 3 clusters Score: Raw -2710395.445863 + Penalty 3241.471872 = -2707153.973991 nChanged 57 SP:Iteration 70Q (1321.339336 sec): 3 clusters Score: Raw -2710408.028560 + Penalty 3241.471872 = -2707166.556688 nChanged 44 SP:Iteration 71Q (1321.404067 sec): 3 clusters Score: Raw -2710417.466779 + Penalty 3241.471872 = -2707175.994907 nChanged 36 SP:Iteration 72Q (1321.476264 sec): 3 clusters Score: Raw -2710426.489823 + Penalty 3241.471872 = -2707185.017952 nChanged 39 SP:Iteration 73Q (1321.557199 sec): 3 clusters Score: Raw -2710434.046764 + Penalty 3241.471872 = -2707192.574892 nChanged 33 SP:Iteration 74Q (1321.619354 sec): 3 clusters Score: Raw -2710440.410581 + Penalty 3241.471872 = -2707198.938709 nChanged 38 SP:Iteration 75Q (1321.690702 sec): 3 clusters Score: Raw -2710447.505380 + Penalty 3241.471872 = -2707206.033508 nChanged 31 SP:Iteration 76Q (1321.762646 sec): 3 clusters Score: Raw -2710454.352725 + Penalty 3241.471872 = -2707212.880853 nChanged 35 SP:Iteration 77Q (1321.839850 sec): 3 clusters Score: Raw -2710460.551695 + Penalty 3241.471872 = -2707219.079823 nChanged 24 SP:Iteration 78Q (1321.909083 sec): 3 clusters Score: Raw -2710463.646458 + Penalty 3241.471872 = -2707222.174586 nChanged 21 SP:Iteration 79Q (1321.984398 sec): 3 clusters Score: Raw -2710467.209563 + Penalty 3241.471872 = -2707225.737692 nChanged 15 SP:Iteration 80F (1322.058405 sec): 3 clusters Score: Raw -2710469.430874 + Penalty 3241.471872 = -2707227.959002 nChanged 13 SP:Iteration 81Q (1322.118547 sec): 3 clusters Score: Raw -2710471.673917 + Penalty 3241.471872 = -2707230.202045 nChanged 9 SP:Iteration 82Q (1322.188901 sec): 3 clusters Score: Raw -2710473.127128 + Penalty 3241.471872 = -2707231.655256 nChanged 11 SP:Iteration 83Q (1322.254776 sec): 3 clusters Score: Raw -2710474.854130 + Penalty 3241.471872 = -2707233.382258 nChanged 12 SP:Iteration 84Q (1322.325639 sec): 3 clusters Score: Raw -2710476.813083 + Penalty 3241.471872 = -2707235.341211 nChanged 14 SP:Iteration 85Q (1322.396442 sec): 3 clusters Score: Raw -2710478.408207 + Penalty 3241.471872 = -2707236.936335 nChanged 3 SP:Iteration 86Q (1322.460561 sec): 3 clusters Score: Raw -2710478.790290 + Penalty 3241.471872 = -2707237.318418 nChanged 3 SP:Iteration 87Q (1322.538187 sec): 3 clusters Score: Raw -2710478.981512 + Penalty 3241.471872 = -2707237.509640 nChanged 2 SP:Iteration 88Q (1322.603651 sec): 3 clusters Score: Raw -2710479.278258 + Penalty 3241.471872 = -2707237.806387 nChanged 3 SP:Iteration 89Q (1322.670748 sec): 3 clusters Score: Raw -2710479.591518 + Penalty 3241.471872 = -2707238.119646 nChanged 2 SP:Iteration 90Q (1322.741446 sec): 3 clusters Score: Raw -2710479.783537 + Penalty 3241.471872 = -2707238.311665 nChanged 3 SP:Iteration 91Q (1322.816394 sec): 3 clusters Score: Raw -2710480.224438 + Penalty 3241.471872 = -2707238.752566 nChanged 8 SP:Iteration 92Q (1322.895736 sec): 3 clusters Score: Raw -2710481.141380 + Penalty 3241.471872 = -2707239.669508 nChanged 6 SP:Iteration 93Q (1322.965496 sec): 3 clusters Score: Raw -2710482.187446 + Penalty 3241.471872 = -2707240.715574 nChanged 6 SP:Iteration 94Q (1323.051679 sec): 3 clusters Score: Raw -2710482.932679 + Penalty 3241.471872 = -2707241.460807 nChanged 4 SP:Iteration 95Q (1323.118373 sec): 3 clusters Score: Raw -2710483.281961 + Penalty 3241.471872 = -2707241.810089 nChanged 2 SP:Iteration 96Q (1323.199103 sec): 3 clusters Score: Raw -2710483.485626 + Penalty 3241.471872 = -2707242.013755 nChanged 2 SP:Iteration 97Q (1323.275095 sec): 3 clusters Score: Raw -2710483.724960 + Penalty 3241.471872 = -2707242.253089 nChanged 1 SP:Iteration 98Q (1323.351393 sec): 3 clusters Score: Raw -2710483.849443 + Penalty 3241.471872 = -2707242.377571 nChanged 1 SP:Iteration 99Q (1323.410033 sec): 3 clusters Score: Raw -2710483.976524 + Penalty 3241.471872 = -2707242.504653 nChanged 0 SP:Iteration 100F (1323.479343 sec): 3 clusters Score: Raw -2710483.976524 + Penalty 3241.471872 = -2707242.504653 nChanged 0 Trying to split cluster 16 (24153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1323.534620 sec): 2 clusters Score: Raw -3125149.978776 + Penalty 1639.976630 = -3123510.002146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1323.613734 sec): 3 clusters Score: Raw -3110615.629909 + Penalty 3279.953259 = -3107335.676650 nChanged 10940 SP:Iteration 1F (1323.703220 sec): 3 clusters Score: Raw -3116580.518648 + Penalty 3279.953259 = -3113300.565389 nChanged 1334 SP:Iteration 2F (1323.784916 sec): 3 clusters Score: Raw -3117116.038115 + Penalty 3279.953259 = -3113836.084855 nChanged 1267 SP:Iteration 3F (1323.863131 sec): 3 clusters Score: Raw -3117656.223736 + Penalty 3279.953259 = -3114376.270477 nChanged 1250 SP:Iteration 4F (1323.944149 sec): 3 clusters Score: Raw -3118198.046899 + Penalty 3279.953259 = -3114918.093639 nChanged 1211 SP:Iteration 5F (1324.023276 sec): 3 clusters Score: Raw -3118739.121126 + Penalty 3279.953259 = -3115459.167866 nChanged 1197 SP:Iteration 6Q (1324.103774 sec): 3 clusters Score: Raw -3119284.198554 + Penalty 3279.953259 = -3116004.245295 nChanged 1173 SP:Iteration 7Q (1324.181731 sec): 3 clusters Score: Raw -3119877.510304 + Penalty 3279.953259 = -3116597.557044 nChanged 1197 SP:Iteration 8Q (1324.252331 sec): 3 clusters Score: Raw -3120542.961078 + Penalty 3279.953259 = -3117263.007819 nChanged 1104 SP:Iteration 9Q (1324.332221 sec): 3 clusters Score: Raw -3121175.548821 + Penalty 3279.953259 = -3117895.595562 nChanged 1006 SP:Iteration 10Q (1324.425779 sec): 3 clusters Score: Raw -3121770.383699 + Penalty 3279.953259 = -3118490.430440 nChanged 927 SP:Iteration 11Q (1324.513143 sec): 3 clusters Score: Raw -3122325.728412 + Penalty 3279.953259 = -3119045.775152 nChanged 833 SP:Iteration 12Q (1324.584053 sec): 3 clusters Score: Raw -3122855.884790 + Penalty 3279.953259 = -3119575.931530 nChanged 751 SP:Iteration 13Q (1324.638341 sec): 3 clusters Score: Raw -3123364.239617 + Penalty 3279.953259 = -3120084.286358 nChanged 637 SP:Iteration 14Q (1324.728415 sec): 3 clusters Score: Raw -3123814.504466 + Penalty 3279.953259 = -3120534.551207 nChanged 525 SP:Iteration 15Q (1324.796556 sec): 3 clusters Score: Raw -3124190.596272 + Penalty 3279.953259 = -3120910.643013 nChanged 419 SP:Iteration 16Q (1324.885544 sec): 3 clusters Score: Raw -3124484.187648 + Penalty 3279.953259 = -3121204.234389 nChanged 313 SP:Iteration 17Q (1324.962576 sec): 3 clusters Score: Raw -3124697.496780 + Penalty 3279.953259 = -3121417.543521 nChanged 236 SP:Iteration 18Q (1325.043006 sec): 3 clusters Score: Raw -3124864.281348 + Penalty 3279.953259 = -3121584.328088 nChanged 166 SP:Iteration 19Q (1325.107851 sec): 3 clusters Score: Raw -3124974.772233 + Penalty 3279.953259 = -3121694.818974 nChanged 129 SP:Iteration 20F (1325.198238 sec): 3 clusters Score: Raw -3125068.851626 + Penalty 3279.953259 = -3121788.898367 nChanged 92 SP:Iteration 21Q (1325.265345 sec): 3 clusters Score: Raw -3125137.113098 + Penalty 3279.953259 = -3121857.159839 nChanged 78 SP:Iteration 22Q (1325.348794 sec): 3 clusters Score: Raw -3125187.666939 + Penalty 3279.953259 = -3121907.713680 nChanged 52 SP:Iteration 23Q (1325.409840 sec): 3 clusters Score: Raw -3125219.659629 + Penalty 3279.953259 = -3121939.706370 nChanged 30 SP:Iteration 24Q (1325.481865 sec): 3 clusters Score: Raw -3125239.526274 + Penalty 3279.953259 = -3121959.573015 nChanged 23 SP:Iteration 25Q (1325.549967 sec): 3 clusters Score: Raw -3125254.263527 + Penalty 3279.953259 = -3121974.310268 nChanged 24 SP:Iteration 26Q (1325.623739 sec): 3 clusters Score: Raw -3125268.689674 + Penalty 3279.953259 = -3121988.736414 nChanged 18 SP:Iteration 27Q (1325.693023 sec): 3 clusters Score: Raw -3125279.000162 + Penalty 3279.953259 = -3121999.046903 nChanged 13 SP:Iteration 28Q (1325.762238 sec): 3 clusters Score: Raw -3125285.708734 + Penalty 3279.953259 = -3122005.755475 nChanged 12 SP:Iteration 29Q (1325.824812 sec): 3 clusters Score: Raw -3125291.044690 + Penalty 3279.953259 = -3122011.091431 nChanged 6 SP:Iteration 30Q (1325.893905 sec): 3 clusters Score: Raw -3125293.391607 + Penalty 3279.953259 = -3122013.438348 nChanged 7 SP:Iteration 31Q (1325.959251 sec): 3 clusters Score: Raw -3125296.575394 + Penalty 3279.953259 = -3122016.622134 nChanged 7 SP:Iteration 32Q (1326.036856 sec): 3 clusters Score: Raw -3125300.375621 + Penalty 3279.953259 = -3122020.422362 nChanged 2 SP:Iteration 33Q (1326.096846 sec): 3 clusters Score: Raw -3125301.360583 + Penalty 3279.953259 = -3122021.407324 nChanged 3 SP:Iteration 34Q (1326.172800 sec): 3 clusters Score: Raw -3125302.367103 + Penalty 3279.953259 = -3122022.413844 nChanged 0 SP:Iteration 35F (1326.251372 sec): 3 clusters Score: Raw -3125302.367103 + Penalty 3279.953259 = -3122022.413844 nChanged 0 Trying to split cluster 17 (4378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1326.279345 sec): 2 clusters Score: Raw -513668.883213 + Penalty 1362.456433 = -512306.426780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1326.312538 sec): 3 clusters Score: Raw -511477.948677 + Penalty 2724.912865 = -508753.035812 nChanged 1733 SP:Iteration 1F (1326.366440 sec): 3 clusters Score: Raw -512501.660465 + Penalty 2724.912865 = -509776.747599 nChanged 323 SP:Iteration 2F (1326.404882 sec): 3 clusters Score: Raw -512741.980238 + Penalty 2724.912865 = -510017.067373 nChanged 275 SP:Iteration 3F (1326.448039 sec): 3 clusters Score: Raw -512973.228421 + Penalty 2724.912865 = -510248.315556 nChanged 292 SP:Iteration 4F (1326.502686 sec): 3 clusters Score: Raw -513263.946533 + Penalty 2724.912865 = -510539.033668 nChanged 264 SP:Iteration 5F (1326.549388 sec): 3 clusters Score: Raw -513516.543966 + Penalty 2724.912865 = -510791.631101 nChanged 236 SP:Iteration 6F (1326.600718 sec): 3 clusters Score: Raw -513713.860063 + Penalty 2724.912865 = -510988.947197 nChanged 191 SP:Iteration 7Q (1326.647256 sec): 3 clusters Score: Raw -513836.064652 + Penalty 2724.912865 = -511111.151786 nChanged 162 SP:Iteration 8Q (1326.683606 sec): 3 clusters Score: Raw -513923.248542 + Penalty 2724.912865 = -511198.335676 nChanged 106 SP:Iteration 9Q (1326.725435 sec): 3 clusters Score: Raw -513974.352170 + Penalty 2724.912865 = -511249.439304 nChanged 73 SP:Iteration 10Q (1326.775297 sec): 3 clusters Score: Raw -514003.590075 + Penalty 2724.912865 = -511278.677210 nChanged 60 SP:Iteration 11Q (1326.819529 sec): 3 clusters Score: Raw -514034.445354 + Penalty 2724.912865 = -511309.532489 nChanged 55 SP:Iteration 12Q (1326.875560 sec): 3 clusters Score: Raw -514058.358918 + Penalty 2724.912865 = -511333.446053 nChanged 42 SP:Iteration 13Q (1326.924726 sec): 3 clusters Score: Raw -514072.452197 + Penalty 2724.912865 = -511347.539332 nChanged 29 SP:Iteration 14Q (1326.965328 sec): 3 clusters Score: Raw -514081.188108 + Penalty 2724.912865 = -511356.275243 nChanged 20 SP:Iteration 15Q (1327.012222 sec): 3 clusters Score: Raw -514088.502506 + Penalty 2724.912865 = -511363.589641 nChanged 21 SP:Iteration 16Q (1327.073120 sec): 3 clusters Score: Raw -514094.205650 + Penalty 2724.912865 = -511369.292784 nChanged 15 SP:Iteration 17Q (1327.122757 sec): 3 clusters Score: Raw -514098.472962 + Penalty 2724.912865 = -511373.560097 nChanged 14 SP:Iteration 18Q (1327.158832 sec): 3 clusters Score: Raw -514101.869417 + Penalty 2724.912865 = -511376.956552 nChanged 13 SP:Iteration 19Q (1327.206345 sec): 3 clusters Score: Raw -514105.202432 + Penalty 2724.912865 = -511380.289567 nChanged 15 SP:Iteration 20F (1327.256556 sec): 3 clusters Score: Raw -514110.998889 + Penalty 2724.912865 = -511386.086023 nChanged 19 SP:Iteration 21Q (1327.300627 sec): 3 clusters Score: Raw -514114.793119 + Penalty 2724.912865 = -511389.880253 nChanged 14 SP:Iteration 22Q (1327.352561 sec): 3 clusters Score: Raw -514117.671160 + Penalty 2724.912865 = -511392.758295 nChanged 11 SP:Iteration 23Q (1327.389187 sec): 3 clusters Score: Raw -514120.033439 + Penalty 2724.912865 = -511395.120574 nChanged 6 SP:Iteration 24Q (1327.438709 sec): 3 clusters Score: Raw -514121.484103 + Penalty 2724.912865 = -511396.571238 nChanged 6 SP:Iteration 25Q (1327.482609 sec): 3 clusters Score: Raw -514122.832913 + Penalty 2724.912865 = -511397.920047 nChanged 3 SP:Iteration 26Q (1327.532383 sec): 3 clusters Score: Raw -514123.303025 + Penalty 2724.912865 = -511398.390159 nChanged 4 SP:Iteration 27Q (1327.577369 sec): 3 clusters Score: Raw -514124.100766 + Penalty 2724.912865 = -511399.187900 nChanged 4 SP:Iteration 28Q (1327.623328 sec): 3 clusters Score: Raw -514124.807775 + Penalty 2724.912865 = -511399.894910 nChanged 1 SP:Iteration 29Q (1327.670990 sec): 3 clusters Score: Raw -514125.021222 + Penalty 2724.912865 = -511400.108357 nChanged 1 SP:Iteration 30Q (1327.719757 sec): 3 clusters Score: Raw -514125.181935 + Penalty 2724.912865 = -511400.269070 nChanged 0 SP:Iteration 31F (1327.771195 sec): 3 clusters Score: Raw -514125.181935 + Penalty 2724.912865 = -511400.269070 nChanged 0 Trying to split cluster 18 (59111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1327.869148 sec): 2 clusters Score: Raw -7304248.396834 + Penalty 1785.415501 = -7302462.981333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1328.009492 sec): 3 clusters Score: Raw -7266500.929661 + Penalty 3570.831001 = -7262930.098659 nChanged 27820 SP:Iteration 1F (1328.146722 sec): 3 clusters Score: Raw -7282890.439301 + Penalty 3570.831001 = -7279319.608300 nChanged 2813 SP:Iteration 2Q (1328.295000 sec): 3 clusters Score: Raw -7284068.325727 + Penalty 3570.831001 = -7280497.494726 nChanged 3190 SP:Iteration 3F (1328.419146 sec): 3 clusters Score: Raw -7285822.997857 + Penalty 3570.831001 = -7282252.166856 nChanged 3772 SP:Iteration 4F (1328.567547 sec): 3 clusters Score: Raw -7288447.502446 + Penalty 3570.831001 = -7284876.671445 nChanged 4209 SP:Iteration 5F (1328.715837 sec): 3 clusters Score: Raw -7291896.111349 + Penalty 3570.831001 = -7288325.280348 nChanged 4202 SP:Iteration 6F (1328.860155 sec): 3 clusters Score: Raw -7295180.438239 + Penalty 3570.831001 = -7291609.607238 nChanged 3613 SP:Iteration 7F (1328.995507 sec): 3 clusters Score: Raw -7297439.543134 + Penalty 3570.831001 = -7293868.712133 nChanged 2568 SP:Iteration 8Q (1329.151441 sec): 3 clusters Score: Raw -7298587.362448 + Penalty 3570.831001 = -7295016.531447 nChanged 1692 SP:Iteration 9Q (1329.289188 sec): 3 clusters Score: Raw -7299166.828300 + Penalty 3570.831001 = -7295595.997299 nChanged 1194 SP:Iteration 10Q (1329.421340 sec): 3 clusters Score: Raw -7299571.521533 + Penalty 3570.831001 = -7296000.690532 nChanged 1065 SP:Iteration 11Q (1329.561230 sec): 3 clusters Score: Raw -7299955.970858 + Penalty 3570.831001 = -7296385.139856 nChanged 1076 SP:Iteration 12Q (1329.708881 sec): 3 clusters Score: Raw -7300407.289165 + Penalty 3570.831001 = -7296836.458164 nChanged 1161 SP:Iteration 13Q (1329.843345 sec): 3 clusters Score: Raw -7300954.478966 + Penalty 3570.831001 = -7297383.647965 nChanged 1183 SP:Iteration 14Q (1329.975787 sec): 3 clusters Score: Raw -7301600.983460 + Penalty 3570.831001 = -7298030.152459 nChanged 1146 SP:Iteration 15Q (1330.121746 sec): 3 clusters Score: Raw -7302229.441295 + Penalty 3570.831001 = -7298658.610293 nChanged 1039 SP:Iteration 16Q (1330.246505 sec): 3 clusters Score: Raw -7302778.100508 + Penalty 3570.831001 = -7299207.269507 nChanged 976 SP:Iteration 17Q (1330.388469 sec): 3 clusters Score: Raw -7303262.039137 + Penalty 3570.831001 = -7299691.208136 nChanged 840 SP:Iteration 18Q (1330.517964 sec): 3 clusters Score: Raw -7303645.762218 + Penalty 3570.831001 = -7300074.931217 nChanged 720 SP:Iteration 19Q (1330.619464 sec): 3 clusters Score: Raw -7303922.333456 + Penalty 3570.831001 = -7300351.502455 nChanged 601 SP:Iteration 20F (1330.747297 sec): 3 clusters Score: Raw -7304118.079127 + Penalty 3570.831001 = -7300547.248126 nChanged 495 SP:Iteration 21Q (1330.883705 sec): 3 clusters Score: Raw -7304257.153315 + Penalty 3570.831001 = -7300686.322314 nChanged 408 SP:Iteration 22Q (1331.017329 sec): 3 clusters Score: Raw -7304361.142766 + Penalty 3570.831001 = -7300790.311765 nChanged 341 SP:Iteration 23Q (1331.136785 sec): 3 clusters Score: Raw -7304433.946567 + Penalty 3570.831001 = -7300863.115566 nChanged 284 SP:Iteration 24Q (1331.268985 sec): 3 clusters Score: Raw -7304485.953631 + Penalty 3570.831001 = -7300915.122630 nChanged 241 SP:Iteration 25Q (1331.401830 sec): 3 clusters Score: Raw -7304527.462079 + Penalty 3570.831001 = -7300956.631078 nChanged 227 SP:Iteration 26Q (1331.529074 sec): 3 clusters Score: Raw -7304562.376791 + Penalty 3570.831001 = -7300991.545790 nChanged 194 SP:Iteration 27Q (1331.655497 sec): 3 clusters Score: Raw -7304591.309224 + Penalty 3570.831001 = -7301020.478223 nChanged 188 SP:Iteration 28Q (1331.771849 sec): 3 clusters Score: Raw -7304616.470709 + Penalty 3570.831001 = -7301045.639708 nChanged 180 SP:Iteration 29Q (1331.891947 sec): 3 clusters Score: Raw -7304637.208279 + Penalty 3570.831001 = -7301066.377278 nChanged 136 SP:Iteration 30Q (1332.023012 sec): 3 clusters Score: Raw -7304650.403488 + Penalty 3570.831001 = -7301079.572487 nChanged 112 SP:Iteration 31Q (1332.157168 sec): 3 clusters Score: Raw -7304660.834786 + Penalty 3570.831001 = -7301090.003785 nChanged 105 SP:Iteration 32Q (1332.286274 sec): 3 clusters Score: Raw -7304670.332177 + Penalty 3570.831001 = -7301099.501176 nChanged 99 SP:Iteration 33Q (1332.413708 sec): 3 clusters Score: Raw -7304678.909617 + Penalty 3570.831001 = -7301108.078616 nChanged 88 SP:Iteration 34Q (1332.545907 sec): 3 clusters Score: Raw -7304686.277429 + Penalty 3570.831001 = -7301115.446428 nChanged 78 SP:Iteration 35Q (1332.672448 sec): 3 clusters Score: Raw -7304692.163073 + Penalty 3570.831001 = -7301121.332072 nChanged 58 SP:Iteration 36Q (1332.807748 sec): 3 clusters Score: Raw -7304696.334154 + Penalty 3570.831001 = -7301125.503153 nChanged 58 SP:Iteration 37Q (1332.921750 sec): 3 clusters Score: Raw -7304700.261588 + Penalty 3570.831001 = -7301129.430586 nChanged 53 SP:Iteration 38Q (1333.052776 sec): 3 clusters Score: Raw -7304703.966373 + Penalty 3570.831001 = -7301133.135372 nChanged 49 SP:Iteration 39Q (1333.188499 sec): 3 clusters Score: Raw -7304707.052854 + Penalty 3570.831001 = -7301136.221853 nChanged 48 SP:Iteration 40F (1333.338181 sec): 3 clusters Score: Raw -7304709.907696 + Penalty 3570.831001 = -7301139.076695 nChanged 47 SP:Iteration 41Q (1333.466321 sec): 3 clusters Score: Raw -7304712.857757 + Penalty 3570.831001 = -7301142.026756 nChanged 42 SP:Iteration 42Q (1333.594781 sec): 3 clusters Score: Raw -7304715.524652 + Penalty 3570.831001 = -7301144.693651 nChanged 42 SP:Iteration 43Q (1333.730628 sec): 3 clusters Score: Raw -7304718.050735 + Penalty 3570.831001 = -7301147.219734 nChanged 43 SP:Iteration 44Q (1333.859228 sec): 3 clusters Score: Raw -7304720.571659 + Penalty 3570.831001 = -7301149.740658 nChanged 42 SP:Iteration 45Q (1333.952549 sec): 3 clusters Score: Raw -7304722.832146 + Penalty 3570.831001 = -7301152.001145 nChanged 40 SP:Iteration 46Q (1334.070490 sec): 3 clusters Score: Raw -7304724.978246 + Penalty 3570.831001 = -7301154.147245 nChanged 35 SP:Iteration 47Q (1334.205983 sec): 3 clusters Score: Raw -7304726.660946 + Penalty 3570.831001 = -7301155.829945 nChanged 34 SP:Iteration 48Q (1334.334500 sec): 3 clusters Score: Raw -7304728.278913 + Penalty 3570.831001 = -7301157.447912 nChanged 32 SP:Iteration 49Q (1334.456590 sec): 3 clusters Score: Raw -7304729.997620 + Penalty 3570.831001 = -7301159.166619 nChanged 29 SP:Iteration 50Q (1334.586143 sec): 3 clusters Score: Raw -7304731.476154 + Penalty 3570.831001 = -7301160.645153 nChanged 22 SP:Iteration 51Q (1334.712130 sec): 3 clusters Score: Raw -7304732.662531 + Penalty 3570.831001 = -7301161.831530 nChanged 26 SP:Iteration 52Q (1334.825720 sec): 3 clusters Score: Raw -7304733.728542 + Penalty 3570.831001 = -7301162.897541 nChanged 22 SP:Iteration 53Q (1334.940666 sec): 3 clusters Score: Raw -7304734.572347 + Penalty 3570.831001 = -7301163.741346 nChanged 21 SP:Iteration 54Q (1335.073378 sec): 3 clusters Score: Raw -7304735.573859 + Penalty 3570.831001 = -7301164.742858 nChanged 22 SP:Iteration 55Q (1335.206273 sec): 3 clusters Score: Raw -7304736.609894 + Penalty 3570.831001 = -7301165.778893 nChanged 28 SP:Iteration 56Q (1335.324900 sec): 3 clusters Score: Raw -7304737.669137 + Penalty 3570.831001 = -7301166.838136 nChanged 21 SP:Iteration 57Q (1335.449967 sec): 3 clusters Score: Raw -7304738.784733 + Penalty 3570.831001 = -7301167.953732 nChanged 29 SP:Iteration 58Q (1335.581968 sec): 3 clusters Score: Raw -7304740.491304 + Penalty 3570.831001 = -7301169.660303 nChanged 29 SP:Iteration 59Q (1335.696732 sec): 3 clusters Score: Raw -7304742.090658 + Penalty 3570.831001 = -7301171.259657 nChanged 34 SP:Iteration 60F (1335.833419 sec): 3 clusters Score: Raw -7304743.464662 + Penalty 3570.831001 = -7301172.633661 nChanged 19 SP:Iteration 61Q (1335.959937 sec): 3 clusters Score: Raw -7304744.135639 + Penalty 3570.831001 = -7301173.304638 nChanged 18 SP:Iteration 62Q (1336.093268 sec): 3 clusters Score: Raw -7304744.812400 + Penalty 3570.831001 = -7301173.981399 nChanged 12 SP:Iteration 63Q (1336.218676 sec): 3 clusters Score: Raw -7304745.339035 + Penalty 3570.831001 = -7301174.508034 nChanged 10 SP:Iteration 64Q (1336.342403 sec): 3 clusters Score: Raw -7304745.757160 + Penalty 3570.831001 = -7301174.926158 nChanged 11 SP:Iteration 65Q (1336.477382 sec): 3 clusters Score: Raw -7304746.278146 + Penalty 3570.831001 = -7301175.447145 nChanged 12 SP:Iteration 66Q (1336.607428 sec): 3 clusters Score: Raw -7304746.728754 + Penalty 3570.831001 = -7301175.897753 nChanged 13 SP:Iteration 67Q (1336.722504 sec): 3 clusters Score: Raw -7304747.192338 + Penalty 3570.831001 = -7301176.361337 nChanged 10 SP:Iteration 68Q (1336.842529 sec): 3 clusters Score: Raw -7304747.562401 + Penalty 3570.831001 = -7301176.731399 nChanged 7 SP:Iteration 69Q (1336.974752 sec): 3 clusters Score: Raw -7304747.720975 + Penalty 3570.831001 = -7301176.889973 nChanged 8 SP:Iteration 70Q (1337.095614 sec): 3 clusters Score: Raw -7304747.911353 + Penalty 3570.831001 = -7301177.080352 nChanged 10 SP:Iteration 71Q (1337.217378 sec): 3 clusters Score: Raw -7304748.274424 + Penalty 3570.831001 = -7301177.443423 nChanged 4 SP:Iteration 72Q (1337.323836 sec): 3 clusters Score: Raw -7304748.456764 + Penalty 3570.831001 = -7301177.625763 nChanged 7 SP:Iteration 73Q (1337.458215 sec): 3 clusters Score: Raw -7304748.812602 + Penalty 3570.831001 = -7301177.981601 nChanged 5 SP:Iteration 74Q (1337.593685 sec): 3 clusters Score: Raw -7304748.949011 + Penalty 3570.831001 = -7301178.118010 nChanged 6 SP:Iteration 75Q (1337.722209 sec): 3 clusters Score: Raw -7304749.136980 + Penalty 3570.831001 = -7301178.305979 nChanged 4 SP:Iteration 76Q (1337.850234 sec): 3 clusters Score: Raw -7304749.234320 + Penalty 3570.831001 = -7301178.403319 nChanged 0 SP:Iteration 77F (1337.993112 sec): 3 clusters Score: Raw -7304749.234320 + Penalty 3570.831001 = -7301178.403319 nChanged 0 Trying to split cluster 19 (8439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1338.031518 sec): 2 clusters Score: Raw -1058826.831803 + Penalty 1469.100603 = -1057357.731200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1338.089335 sec): 3 clusters Score: Raw -1054189.809452 + Penalty 2938.201207 = -1051251.608246 nChanged 3589 SP:Iteration 1F (1338.151657 sec): 3 clusters Score: Raw -1056123.778864 + Penalty 2938.201207 = -1053185.577657 nChanged 534 SP:Iteration 2F (1338.196809 sec): 3 clusters Score: Raw -1056349.061307 + Penalty 2938.201207 = -1053410.860101 nChanged 403 SP:Iteration 3Q (1338.245974 sec): 3 clusters Score: Raw -1056506.923220 + Penalty 2938.201207 = -1053568.722014 nChanged 328 SP:Iteration 4Q (1338.306377 sec): 3 clusters Score: Raw -1056643.188095 + Penalty 2938.201207 = -1053704.986889 nChanged 302 SP:Iteration 5Q (1338.365770 sec): 3 clusters Score: Raw -1056763.295828 + Penalty 2938.201207 = -1053825.094621 nChanged 280 SP:Iteration 6Q (1338.414753 sec): 3 clusters Score: Raw -1056884.669818 + Penalty 2938.201207 = -1053946.468612 nChanged 250 SP:Iteration 7Q (1338.473484 sec): 3 clusters Score: Raw -1056996.329025 + Penalty 2938.201207 = -1054058.127818 nChanged 277 SP:Iteration 8Q (1338.529425 sec): 3 clusters Score: Raw -1057131.989656 + Penalty 2938.201207 = -1054193.788450 nChanged 292 SP:Iteration 9Q (1338.585079 sec): 3 clusters Score: Raw -1057284.814224 + Penalty 2938.201207 = -1054346.613018 nChanged 280 SP:Iteration 10Q (1338.644386 sec): 3 clusters Score: Raw -1057436.380915 + Penalty 2938.201207 = -1054498.179708 nChanged 287 SP:Iteration 11Q (1338.695677 sec): 3 clusters Score: Raw -1057604.932793 + Penalty 2938.201207 = -1054666.731586 nChanged 305 SP:Iteration 12Q (1338.754840 sec): 3 clusters Score: Raw -1057795.604995 + Penalty 2938.201207 = -1054857.403788 nChanged 294 SP:Iteration 13Q (1338.816213 sec): 3 clusters Score: Raw -1057972.255511 + Penalty 2938.201207 = -1055034.054305 nChanged 272 SP:Iteration 14Q (1338.873834 sec): 3 clusters Score: Raw -1058139.930087 + Penalty 2938.201207 = -1055201.728880 nChanged 236 SP:Iteration 15Q (1338.924531 sec): 3 clusters Score: Raw -1058284.994524 + Penalty 2938.201207 = -1055346.793318 nChanged 213 SP:Iteration 16Q (1338.985112 sec): 3 clusters Score: Raw -1058421.595780 + Penalty 2938.201207 = -1055483.394573 nChanged 184 SP:Iteration 17Q (1339.037669 sec): 3 clusters Score: Raw -1058527.315728 + Penalty 2938.201207 = -1055589.114521 nChanged 164 SP:Iteration 18Q (1339.086805 sec): 3 clusters Score: Raw -1058618.955174 + Penalty 2938.201207 = -1055680.753967 nChanged 134 SP:Iteration 19Q (1339.141112 sec): 3 clusters Score: Raw -1058692.375217 + Penalty 2938.201207 = -1055754.174011 nChanged 123 SP:Iteration 20F (1339.195905 sec): 3 clusters Score: Raw -1058768.959162 + Penalty 2938.201207 = -1055830.757955 nChanged 119 SP:Iteration 21Q (1339.239925 sec): 3 clusters Score: Raw -1058832.419030 + Penalty 2938.201207 = -1055894.217824 nChanged 112 SP:Iteration 22Q (1339.303560 sec): 3 clusters Score: Raw -1058883.278307 + Penalty 2938.201207 = -1055945.077100 nChanged 75 SP:Iteration 23Q (1339.355583 sec): 3 clusters Score: Raw -1058917.795567 + Penalty 2938.201207 = -1055979.594361 nChanged 69 SP:Iteration 24Q (1339.408255 sec): 3 clusters Score: Raw -1058950.903914 + Penalty 2938.201207 = -1056012.702708 nChanged 59 SP:Iteration 25Q (1339.467337 sec): 3 clusters Score: Raw -1058979.555836 + Penalty 2938.201207 = -1056041.354629 nChanged 61 SP:Iteration 26Q (1339.515744 sec): 3 clusters Score: Raw -1059003.132720 + Penalty 2938.201207 = -1056064.931513 nChanged 53 SP:Iteration 27Q (1339.582988 sec): 3 clusters Score: Raw -1059023.595272 + Penalty 2938.201207 = -1056085.394065 nChanged 42 SP:Iteration 28Q (1339.638353 sec): 3 clusters Score: Raw -1059038.791281 + Penalty 2938.201207 = -1056100.590075 nChanged 35 SP:Iteration 29Q (1339.690203 sec): 3 clusters Score: Raw -1059050.720804 + Penalty 2938.201207 = -1056112.519597 nChanged 35 SP:Iteration 30Q (1339.737051 sec): 3 clusters Score: Raw -1059060.576100 + Penalty 2938.201207 = -1056122.374893 nChanged 32 SP:Iteration 31Q (1339.800502 sec): 3 clusters Score: Raw -1059068.235636 + Penalty 2938.201207 = -1056130.034429 nChanged 38 SP:Iteration 32Q (1339.834490 sec): 3 clusters Score: Raw -1059079.959914 + Penalty 2938.201207 = -1056141.758707 nChanged 31 SP:Iteration 33Q (1339.873811 sec): 3 clusters Score: Raw -1059090.360997 + Penalty 2938.201207 = -1056152.159790 nChanged 33 SP:Iteration 34Q (1339.929786 sec): 3 clusters Score: Raw -1059099.048162 + Penalty 2938.201207 = -1056160.846955 nChanged 21 SP:Iteration 35Q (1339.973112 sec): 3 clusters Score: Raw -1059105.281451 + Penalty 2938.201207 = -1056167.080244 nChanged 13 SP:Iteration 36Q (1340.020933 sec): 3 clusters Score: Raw -1059108.028924 + Penalty 2938.201207 = -1056169.827717 nChanged 14 SP:Iteration 37Q (1340.077007 sec): 3 clusters Score: Raw -1059110.961404 + Penalty 2938.201207 = -1056172.760198 nChanged 13 SP:Iteration 38Q (1340.140003 sec): 3 clusters Score: Raw -1059114.262587 + Penalty 2938.201207 = -1056176.061380 nChanged 13 SP:Iteration 39Q (1340.196847 sec): 3 clusters Score: Raw -1059116.550171 + Penalty 2938.201207 = -1056178.348964 nChanged 8 SP:Iteration 40F (1340.252445 sec): 3 clusters Score: Raw -1059118.842372 + Penalty 2938.201207 = -1056180.641166 nChanged 10 SP:Iteration 41Q (1340.303256 sec): 3 clusters Score: Raw -1059121.416547 + Penalty 2938.201207 = -1056183.215341 nChanged 17 SP:Iteration 42Q (1340.352677 sec): 3 clusters Score: Raw -1059124.192730 + Penalty 2938.201207 = -1056185.991524 nChanged 15 SP:Iteration 43Q (1340.404935 sec): 3 clusters Score: Raw -1059126.471674 + Penalty 2938.201207 = -1056188.270467 nChanged 8 SP:Iteration 44Q (1340.461808 sec): 3 clusters Score: Raw -1059128.124757 + Penalty 2938.201207 = -1056189.923550 nChanged 4 SP:Iteration 45Q (1340.516814 sec): 3 clusters Score: Raw -1059129.311893 + Penalty 2938.201207 = -1056191.110686 nChanged 4 SP:Iteration 46Q (1340.577640 sec): 3 clusters Score: Raw -1059129.871332 + Penalty 2938.201207 = -1056191.670125 nChanged 3 SP:Iteration 47Q (1340.636353 sec): 3 clusters Score: Raw -1059130.477743 + Penalty 2938.201207 = -1056192.276536 nChanged 6 SP:Iteration 48Q (1340.694886 sec): 3 clusters Score: Raw -1059131.585737 + Penalty 2938.201207 = -1056193.384530 nChanged 4 SP:Iteration 49Q (1340.751925 sec): 3 clusters Score: Raw -1059132.205735 + Penalty 2938.201207 = -1056194.004528 nChanged 5 SP:Iteration 50Q (1340.808018 sec): 3 clusters Score: Raw -1059133.473924 + Penalty 2938.201207 = -1056195.272717 nChanged 6 SP:Iteration 51Q (1340.858489 sec): 3 clusters Score: Raw -1059134.609582 + Penalty 2938.201207 = -1056196.408375 nChanged 6 SP:Iteration 52Q (1340.899714 sec): 3 clusters Score: Raw -1059135.844108 + Penalty 2938.201207 = -1056197.642902 nChanged 5 SP:Iteration 53Q (1340.954417 sec): 3 clusters Score: Raw -1059136.703521 + Penalty 2938.201207 = -1056198.502314 nChanged 5 SP:Iteration 54Q (1341.012595 sec): 3 clusters Score: Raw -1059137.545944 + Penalty 2938.201207 = -1056199.344737 nChanged 3 SP:Iteration 55Q (1341.073235 sec): 3 clusters Score: Raw -1059137.887045 + Penalty 2938.201207 = -1056199.685838 nChanged 0 SP:Iteration 56F (1341.125815 sec): 3 clusters Score: Raw -1059137.887045 + Penalty 2938.201207 = -1056199.685838 nChanged 0 Trying to split cluster 20 (13138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1341.162945 sec): 2 clusters Score: Raw -1645285.111907 + Penalty 1541.030412 = -1643744.081495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1341.226251 sec): 3 clusters Score: Raw -1637703.966663 + Penalty 3082.060824 = -1634621.905839 nChanged 5764 SP:Iteration 1F (1341.304032 sec): 3 clusters Score: Raw -1641052.423797 + Penalty 3082.060824 = -1637970.362974 nChanged 796 SP:Iteration 2F (1341.350901 sec): 3 clusters Score: Raw -1641472.907371 + Penalty 3082.060824 = -1638390.846548 nChanged 760 SP:Iteration 3F (1341.422270 sec): 3 clusters Score: Raw -1641899.625496 + Penalty 3082.060824 = -1638817.564672 nChanged 695 SP:Iteration 4F (1341.482355 sec): 3 clusters Score: Raw -1642315.430261 + Penalty 3082.060824 = -1639233.369437 nChanged 689 SP:Iteration 5F (1341.536966 sec): 3 clusters Score: Raw -1642761.948048 + Penalty 3082.060824 = -1639679.887224 nChanged 685 SP:Iteration 6F (1341.605841 sec): 3 clusters Score: Raw -1643196.709326 + Penalty 3082.060824 = -1640114.648502 nChanged 608 SP:Iteration 7Q (1341.674561 sec): 3 clusters Score: Raw -1643611.524818 + Penalty 3082.060824 = -1640529.463994 nChanged 599 SP:Iteration 8Q (1341.737453 sec): 3 clusters Score: Raw -1643979.775066 + Penalty 3082.060824 = -1640897.714242 nChanged 477 SP:Iteration 9Q (1341.777142 sec): 3 clusters Score: Raw -1644244.411000 + Penalty 3082.060824 = -1641162.350176 nChanged 364 SP:Iteration 10Q (1341.816677 sec): 3 clusters Score: Raw -1644414.998000 + Penalty 3082.060824 = -1641332.937177 nChanged 254 SP:Iteration 11Q (1341.851998 sec): 3 clusters Score: Raw -1644504.651846 + Penalty 3082.060824 = -1641422.591022 nChanged 197 SP:Iteration 12Q (1341.889278 sec): 3 clusters Score: Raw -1644573.993369 + Penalty 3082.060824 = -1641491.932545 nChanged 187 SP:Iteration 13Q (1341.921789 sec): 3 clusters Score: Raw -1644639.130889 + Penalty 3082.060824 = -1641557.070065 nChanged 158 SP:Iteration 14Q (1341.993065 sec): 3 clusters Score: Raw -1644691.014669 + Penalty 3082.060824 = -1641608.953845 nChanged 132 SP:Iteration 15Q (1342.060599 sec): 3 clusters Score: Raw -1644725.645242 + Penalty 3082.060824 = -1641643.584418 nChanged 111 SP:Iteration 16Q (1342.129442 sec): 3 clusters Score: Raw -1644757.496192 + Penalty 3082.060824 = -1641675.435368 nChanged 109 SP:Iteration 17Q (1342.196334 sec): 3 clusters Score: Raw -1644789.686949 + Penalty 3082.060824 = -1641707.626125 nChanged 116 SP:Iteration 18Q (1342.268579 sec): 3 clusters Score: Raw -1644825.032823 + Penalty 3082.060824 = -1641742.971999 nChanged 101 SP:Iteration 19Q (1342.326655 sec): 3 clusters Score: Raw -1644849.868694 + Penalty 3082.060824 = -1641767.807870 nChanged 93 SP:Iteration 20F (1342.371424 sec): 3 clusters Score: Raw -1644869.611491 + Penalty 3082.060824 = -1641787.550668 nChanged 88 SP:Iteration 21Q (1342.431335 sec): 3 clusters Score: Raw -1644888.389021 + Penalty 3082.060824 = -1641806.328197 nChanged 86 SP:Iteration 22Q (1342.493232 sec): 3 clusters Score: Raw -1644906.750918 + Penalty 3082.060824 = -1641824.690094 nChanged 80 SP:Iteration 23Q (1342.546604 sec): 3 clusters Score: Raw -1644923.850665 + Penalty 3082.060824 = -1641841.789841 nChanged 87 SP:Iteration 24Q (1342.612283 sec): 3 clusters Score: Raw -1644945.766426 + Penalty 3082.060824 = -1641863.705602 nChanged 76 SP:Iteration 25Q (1342.675786 sec): 3 clusters Score: Raw -1644966.653211 + Penalty 3082.060824 = -1641884.592387 nChanged 72 SP:Iteration 26Q (1342.742800 sec): 3 clusters Score: Raw -1644981.093289 + Penalty 3082.060824 = -1641899.032465 nChanged 63 SP:Iteration 27Q (1342.803726 sec): 3 clusters Score: Raw -1644993.585453 + Penalty 3082.060824 = -1641911.524629 nChanged 77 SP:Iteration 28Q (1342.874322 sec): 3 clusters Score: Raw -1645010.299901 + Penalty 3082.060824 = -1641928.239077 nChanged 69 SP:Iteration 29Q (1342.905124 sec): 3 clusters Score: Raw -1645025.861006 + Penalty 3082.060824 = -1641943.800182 nChanged 57 SP:Iteration 30Q (1342.936306 sec): 3 clusters Score: Raw -1645036.697692 + Penalty 3082.060824 = -1641954.636868 nChanged 53 SP:Iteration 31Q (1342.975492 sec): 3 clusters Score: Raw -1645047.552866 + Penalty 3082.060824 = -1641965.492042 nChanged 59 SP:Iteration 32Q (1343.008415 sec): 3 clusters Score: Raw -1645060.294884 + Penalty 3082.060824 = -1641978.234060 nChanged 54 SP:Iteration 33Q (1343.039408 sec): 3 clusters Score: Raw -1645073.891235 + Penalty 3082.060824 = -1641991.830411 nChanged 56 SP:Iteration 34Q (1343.087239 sec): 3 clusters Score: Raw -1645085.908149 + Penalty 3082.060824 = -1642003.847325 nChanged 53 SP:Iteration 35Q (1343.143792 sec): 3 clusters Score: Raw -1645096.166212 + Penalty 3082.060824 = -1642014.105388 nChanged 52 SP:Iteration 36Q (1343.211317 sec): 3 clusters Score: Raw -1645106.960553 + Penalty 3082.060824 = -1642024.899729 nChanged 60 SP:Iteration 37Q (1343.279193 sec): 3 clusters Score: Raw -1645122.984951 + Penalty 3082.060824 = -1642040.924127 nChanged 56 SP:Iteration 38Q (1343.342536 sec): 3 clusters Score: Raw -1645139.750295 + Penalty 3082.060824 = -1642057.689472 nChanged 62 SP:Iteration 39Q (1343.406518 sec): 3 clusters Score: Raw -1645158.235098 + Penalty 3082.060824 = -1642076.174274 nChanged 61 SP:Iteration 40F (1343.477768 sec): 3 clusters Score: Raw -1645178.258898 + Penalty 3082.060824 = -1642096.198074 nChanged 69 SP:Iteration 41Q (1343.528278 sec): 3 clusters Score: Raw -1645197.630652 + Penalty 3082.060824 = -1642115.569828 nChanged 60 SP:Iteration 42Q (1343.595950 sec): 3 clusters Score: Raw -1645216.370238 + Penalty 3082.060824 = -1642134.309414 nChanged 44 SP:Iteration 43Q (1343.653837 sec): 3 clusters Score: Raw -1645228.742311 + Penalty 3082.060824 = -1642146.681487 nChanged 49 SP:Iteration 44Q (1343.723879 sec): 3 clusters Score: Raw -1645244.262869 + Penalty 3082.060824 = -1642162.202045 nChanged 45 SP:Iteration 45Q (1343.790287 sec): 3 clusters Score: Raw -1645255.877849 + Penalty 3082.060824 = -1642173.817025 nChanged 49 SP:Iteration 46Q (1343.833267 sec): 3 clusters Score: Raw -1645268.257619 + Penalty 3082.060824 = -1642186.196795 nChanged 50 SP:Iteration 47Q (1343.894414 sec): 3 clusters Score: Raw -1645280.831404 + Penalty 3082.060824 = -1642198.770580 nChanged 48 SP:Iteration 48Q (1343.959694 sec): 3 clusters Score: Raw -1645294.680958 + Penalty 3082.060824 = -1642212.620134 nChanged 44 SP:Iteration 49Q (1344.024126 sec): 3 clusters Score: Raw -1645311.190539 + Penalty 3082.060824 = -1642229.129715 nChanged 48 SP:Iteration 50Q (1344.084397 sec): 3 clusters Score: Raw -1645326.763684 + Penalty 3082.060824 = -1642244.702860 nChanged 49 SP:Iteration 51Q (1344.148204 sec): 3 clusters Score: Raw -1645341.847856 + Penalty 3082.060824 = -1642259.787032 nChanged 41 SP:Iteration 52Q (1344.208420 sec): 3 clusters Score: Raw -1645353.943394 + Penalty 3082.060824 = -1642271.882571 nChanged 43 SP:Iteration 53Q (1344.268647 sec): 3 clusters Score: Raw -1645365.703533 + Penalty 3082.060824 = -1642283.642709 nChanged 42 SP:Iteration 54Q (1344.340619 sec): 3 clusters Score: Raw -1645381.663871 + Penalty 3082.060824 = -1642299.603047 nChanged 58 SP:Iteration 55Q (1344.390787 sec): 3 clusters Score: Raw -1645406.943107 + Penalty 3082.060824 = -1642324.882283 nChanged 63 SP:Iteration 56Q (1344.455741 sec): 3 clusters Score: Raw -1645431.314281 + Penalty 3082.060824 = -1642349.253457 nChanged 55 SP:Iteration 57Q (1344.522468 sec): 3 clusters Score: Raw -1645455.612365 + Penalty 3082.060824 = -1642373.551541 nChanged 45 SP:Iteration 58Q (1344.576171 sec): 3 clusters Score: Raw -1645478.842071 + Penalty 3082.060824 = -1642396.781247 nChanged 57 SP:Iteration 59Q (1344.646136 sec): 3 clusters Score: Raw -1645505.618353 + Penalty 3082.060824 = -1642423.557529 nChanged 45 SP:Iteration 60F (1344.694979 sec): 3 clusters Score: Raw -1645522.169732 + Penalty 3082.060824 = -1642440.108908 nChanged 34 SP:Iteration 61Q (1344.758969 sec): 3 clusters Score: Raw -1645536.280085 + Penalty 3082.060824 = -1642454.219261 nChanged 30 SP:Iteration 62Q (1344.808610 sec): 3 clusters Score: Raw -1645550.464379 + Penalty 3082.060824 = -1642468.403555 nChanged 33 SP:Iteration 63Q (1344.884775 sec): 3 clusters Score: Raw -1645569.871573 + Penalty 3082.060824 = -1642487.810749 nChanged 43 SP:Iteration 64Q (1344.937201 sec): 3 clusters Score: Raw -1645588.139198 + Penalty 3082.060824 = -1642506.078374 nChanged 40 SP:Iteration 65Q (1345.007083 sec): 3 clusters Score: Raw -1645604.780398 + Penalty 3082.060824 = -1642522.719574 nChanged 41 SP:Iteration 66Q (1345.054303 sec): 3 clusters Score: Raw -1645623.965485 + Penalty 3082.060824 = -1642541.904661 nChanged 39 SP:Iteration 67Q (1345.110119 sec): 3 clusters Score: Raw -1645643.216770 + Penalty 3082.060824 = -1642561.155946 nChanged 22 SP:Iteration 68Q (1345.168589 sec): 3 clusters Score: Raw -1645657.052892 + Penalty 3082.060824 = -1642574.992068 nChanged 29 SP:Iteration 69Q (1345.227367 sec): 3 clusters Score: Raw -1645671.856611 + Penalty 3082.060824 = -1642589.795787 nChanged 24 SP:Iteration 70Q (1345.290881 sec): 3 clusters Score: Raw -1645685.090745 + Penalty 3082.060824 = -1642603.029922 nChanged 15 SP:Iteration 71Q (1345.357027 sec): 3 clusters Score: Raw -1645691.998203 + Penalty 3082.060824 = -1642609.937379 nChanged 11 SP:Iteration 72Q (1345.411190 sec): 3 clusters Score: Raw -1645698.376176 + Penalty 3082.060824 = -1642616.315352 nChanged 20 SP:Iteration 73Q (1345.481175 sec): 3 clusters Score: Raw -1645707.182417 + Penalty 3082.060824 = -1642625.121593 nChanged 16 SP:Iteration 74Q (1345.532457 sec): 3 clusters Score: Raw -1645715.770129 + Penalty 3082.060824 = -1642633.709306 nChanged 22 SP:Iteration 75Q (1345.588672 sec): 3 clusters Score: Raw -1645726.407761 + Penalty 3082.060824 = -1642644.346937 nChanged 13 SP:Iteration 76Q (1345.657662 sec): 3 clusters Score: Raw -1645732.895439 + Penalty 3082.060824 = -1642650.834615 nChanged 11 SP:Iteration 77Q (1345.718020 sec): 3 clusters Score: Raw -1645739.334196 + Penalty 3082.060824 = -1642657.273372 nChanged 11 SP:Iteration 78Q (1345.767128 sec): 3 clusters Score: Raw -1645745.136624 + Penalty 3082.060824 = -1642663.075800 nChanged 12 SP:Iteration 79Q (1345.826681 sec): 3 clusters Score: Raw -1645751.645425 + Penalty 3082.060824 = -1642669.584602 nChanged 9 SP:Iteration 80F (1345.889878 sec): 3 clusters Score: Raw -1645756.842668 + Penalty 3082.060824 = -1642674.781845 nChanged 7 SP:Iteration 81Q (1345.953198 sec): 3 clusters Score: Raw -1645760.237565 + Penalty 3082.060824 = -1642678.176741 nChanged 7 SP:Iteration 82Q (1346.031150 sec): 3 clusters Score: Raw -1645764.025954 + Penalty 3082.060824 = -1642681.965130 nChanged 5 SP:Iteration 83Q (1346.095867 sec): 3 clusters Score: Raw -1645768.675050 + Penalty 3082.060824 = -1642686.614226 nChanged 10 SP:Iteration 84Q (1346.151810 sec): 3 clusters Score: Raw -1645775.346576 + Penalty 3082.060824 = -1642693.285752 nChanged 9 SP:Iteration 85Q (1346.210069 sec): 3 clusters Score: Raw -1645784.053444 + Penalty 3082.060824 = -1642701.992620 nChanged 15 SP:Iteration 86Q (1346.259267 sec): 3 clusters Score: Raw -1645794.580311 + Penalty 3082.060824 = -1642712.519487 nChanged 10 SP:Iteration 87Q (1346.328023 sec): 3 clusters Score: Raw -1645798.659611 + Penalty 3082.060824 = -1642716.598787 nChanged 1 SP:Iteration 88Q (1346.385407 sec): 3 clusters Score: Raw -1645798.864856 + Penalty 3082.060824 = -1642716.804032 nChanged 1 SP:Iteration 89Q (1346.436281 sec): 3 clusters Score: Raw -1645799.395461 + Penalty 3082.060824 = -1642717.334637 nChanged 0 SP:Iteration 90F (1346.508766 sec): 3 clusters Score: Raw -1645799.395461 + Penalty 3082.060824 = -1642717.334637 nChanged 0 Trying to split cluster 21 (25164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1346.563298 sec): 2 clusters Score: Raw -3196745.439087 + Penalty 1646.640073 = -3195098.799014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1346.644920 sec): 3 clusters Score: Raw -3181421.277313 + Penalty 3293.280146 = -3178127.997167 nChanged 11543 SP:Iteration 1F (1346.723079 sec): 3 clusters Score: Raw -3187984.290936 + Penalty 3293.280146 = -3184691.010790 nChanged 1572 SP:Iteration 2F (1346.818189 sec): 3 clusters Score: Raw -3188750.329379 + Penalty 3293.280146 = -3185457.049232 nChanged 1572 SP:Iteration 3F (1346.900405 sec): 3 clusters Score: Raw -3189553.289521 + Penalty 3293.280146 = -3186260.009375 nChanged 1596 SP:Iteration 4F (1346.982981 sec): 3 clusters Score: Raw -3190446.173422 + Penalty 3293.280146 = -3187152.893276 nChanged 1552 SP:Iteration 5F (1347.067387 sec): 3 clusters Score: Raw -3191377.762546 + Penalty 3293.280146 = -3188084.482400 nChanged 1547 SP:Iteration 6F (1347.161440 sec): 3 clusters Score: Raw -3192389.532752 + Penalty 3293.280146 = -3189096.252605 nChanged 1468 SP:Iteration 7F (1347.235345 sec): 3 clusters Score: Raw -3193428.421211 + Penalty 3293.280146 = -3190135.141065 nChanged 1325 SP:Iteration 8F (1347.320458 sec): 3 clusters Score: Raw -3194457.565890 + Penalty 3293.280146 = -3191164.285744 nChanged 1185 SP:Iteration 9Q (1347.408787 sec): 3 clusters Score: Raw -3195428.478248 + Penalty 3293.280146 = -3192135.198102 nChanged 840 SP:Iteration 10Q (1347.484587 sec): 3 clusters Score: Raw -3196087.638820 + Penalty 3293.280146 = -3192794.358673 nChanged 552 SP:Iteration 11Q (1347.547584 sec): 3 clusters Score: Raw -3196509.619872 + Penalty 3293.280146 = -3193216.339726 nChanged 309 SP:Iteration 12Q (1347.634962 sec): 3 clusters Score: Raw -3196727.309928 + Penalty 3293.280146 = -3193434.029782 nChanged 174 SP:Iteration 13Q (1347.722334 sec): 3 clusters Score: Raw -3196848.485296 + Penalty 3293.280146 = -3193555.205150 nChanged 91 SP:Iteration 14Q (1347.796363 sec): 3 clusters Score: Raw -3196909.852579 + Penalty 3293.280146 = -3193616.572433 nChanged 70 SP:Iteration 15Q (1347.886590 sec): 3 clusters Score: Raw -3196967.065305 + Penalty 3293.280146 = -3193673.785159 nChanged 54 SP:Iteration 16Q (1347.963243 sec): 3 clusters Score: Raw -3197007.176578 + Penalty 3293.280146 = -3193713.896432 nChanged 33 SP:Iteration 17Q (1348.023445 sec): 3 clusters Score: Raw -3197030.510882 + Penalty 3293.280146 = -3193737.230736 nChanged 31 SP:Iteration 18Q (1348.103945 sec): 3 clusters Score: Raw -3197054.647187 + Penalty 3293.280146 = -3193761.367040 nChanged 27 SP:Iteration 19Q (1348.170203 sec): 3 clusters Score: Raw -3197078.888775 + Penalty 3293.280146 = -3193785.608629 nChanged 19 SP:Iteration 20F (1348.254148 sec): 3 clusters Score: Raw -3197094.565541 + Penalty 3293.280146 = -3193801.285395 nChanged 13 SP:Iteration 21Q (1348.336938 sec): 3 clusters Score: Raw -3197104.167005 + Penalty 3293.280146 = -3193810.886859 nChanged 6 SP:Iteration 22Q (1348.418401 sec): 3 clusters Score: Raw -3197107.640370 + Penalty 3293.280146 = -3193814.360224 nChanged 6 SP:Iteration 23Q (1348.485917 sec): 3 clusters Score: Raw -3197111.197380 + Penalty 3293.280146 = -3193817.917234 nChanged 4 SP:Iteration 24Q (1348.566512 sec): 3 clusters Score: Raw -3197112.983753 + Penalty 3293.280146 = -3193819.703607 nChanged 3 SP:Iteration 25Q (1348.643841 sec): 3 clusters Score: Raw -3197114.767764 + Penalty 3293.280146 = -3193821.487618 nChanged 3 SP:Iteration 26Q (1348.712047 sec): 3 clusters Score: Raw -3197117.329687 + Penalty 3293.280146 = -3193824.049541 nChanged 6 SP:Iteration 27Q (1348.792898 sec): 3 clusters Score: Raw -3197120.975395 + Penalty 3293.280146 = -3193827.695249 nChanged 7 SP:Iteration 28Q (1348.864899 sec): 3 clusters Score: Raw -3197124.593799 + Penalty 3293.280146 = -3193831.313653 nChanged 0 SP:Iteration 29F (1348.951532 sec): 3 clusters Score: Raw -3197124.593799 + Penalty 3293.280146 = -3193831.313653 nChanged 0 Trying to split cluster 22 (11928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1348.991510 sec): 2 clusters Score: Raw -1533806.626972 + Penalty 1525.329627 = -1532281.297345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1349.058997 sec): 3 clusters Score: Raw -1526994.757844 + Penalty 3050.659253 = -1523944.098591 nChanged 5176 SP:Iteration 1F (1349.112960 sec): 3 clusters Score: Raw -1529917.633780 + Penalty 3050.659253 = -1526866.974526 nChanged 907 SP:Iteration 2F (1349.146732 sec): 3 clusters Score: Raw -1530532.227419 + Penalty 3050.659253 = -1527481.568166 nChanged 956 SP:Iteration 3F (1349.214345 sec): 3 clusters Score: Raw -1531242.024713 + Penalty 3050.659253 = -1528191.365459 nChanged 895 SP:Iteration 4F (1349.267240 sec): 3 clusters Score: Raw -1531928.909118 + Penalty 3050.659253 = -1528878.249864 nChanged 819 SP:Iteration 5F (1349.329479 sec): 3 clusters Score: Raw -1532574.957355 + Penalty 3050.659253 = -1529524.298101 nChanged 675 SP:Iteration 6F (1349.368719 sec): 3 clusters Score: Raw -1533016.174200 + Penalty 3050.659253 = -1529965.514947 nChanged 474 SP:Iteration 7Q (1349.431310 sec): 3 clusters Score: Raw -1533283.870727 + Penalty 3050.659253 = -1530233.211473 nChanged 345 SP:Iteration 8Q (1349.483369 sec): 3 clusters Score: Raw -1533457.809929 + Penalty 3050.659253 = -1530407.150675 nChanged 260 SP:Iteration 9Q (1349.549557 sec): 3 clusters Score: Raw -1533568.768682 + Penalty 3050.659253 = -1530518.109429 nChanged 169 SP:Iteration 10Q (1349.614302 sec): 3 clusters Score: Raw -1533634.746542 + Penalty 3050.659253 = -1530584.087289 nChanged 135 SP:Iteration 11Q (1349.678175 sec): 3 clusters Score: Raw -1533691.978193 + Penalty 3050.659253 = -1530641.318939 nChanged 117 SP:Iteration 12Q (1349.729294 sec): 3 clusters Score: Raw -1533733.221680 + Penalty 3050.659253 = -1530682.562426 nChanged 93 SP:Iteration 13Q (1349.778542 sec): 3 clusters Score: Raw -1533763.928037 + Penalty 3050.659253 = -1530713.268784 nChanged 76 SP:Iteration 14Q (1349.838282 sec): 3 clusters Score: Raw -1533790.792378 + Penalty 3050.659253 = -1530740.133125 nChanged 73 SP:Iteration 15Q (1349.902849 sec): 3 clusters Score: Raw -1533816.607193 + Penalty 3050.659253 = -1530765.947940 nChanged 71 SP:Iteration 16Q (1349.958271 sec): 3 clusters Score: Raw -1533844.263957 + Penalty 3050.659253 = -1530793.604704 nChanged 62 SP:Iteration 17Q (1350.025913 sec): 3 clusters Score: Raw -1533868.103143 + Penalty 3050.659253 = -1530817.443890 nChanged 55 SP:Iteration 18Q (1350.095441 sec): 3 clusters Score: Raw -1533893.811878 + Penalty 3050.659253 = -1530843.152624 nChanged 68 SP:Iteration 19Q (1350.144064 sec): 3 clusters Score: Raw -1533924.757446 + Penalty 3050.659253 = -1530874.098193 nChanged 54 SP:Iteration 20F (1350.206959 sec): 3 clusters Score: Raw -1533951.905701 + Penalty 3050.659253 = -1530901.246448 nChanged 50 SP:Iteration 21Q (1350.256458 sec): 3 clusters Score: Raw -1533979.122043 + Penalty 3050.659253 = -1530928.462789 nChanged 52 SP:Iteration 22Q (1350.316388 sec): 3 clusters Score: Raw -1534007.937493 + Penalty 3050.659253 = -1530957.278240 nChanged 59 SP:Iteration 23Q (1350.378590 sec): 3 clusters Score: Raw -1534041.130943 + Penalty 3050.659253 = -1530990.471689 nChanged 49 SP:Iteration 24Q (1350.433124 sec): 3 clusters Score: Raw -1534077.158472 + Penalty 3050.659253 = -1531026.499218 nChanged 66 SP:Iteration 25Q (1350.495002 sec): 3 clusters Score: Raw -1534124.401269 + Penalty 3050.659253 = -1531073.742016 nChanged 50 SP:Iteration 26Q (1350.545457 sec): 3 clusters Score: Raw -1534156.925215 + Penalty 3050.659253 = -1531106.265962 nChanged 54 SP:Iteration 27Q (1350.601375 sec): 3 clusters Score: Raw -1534195.426457 + Penalty 3050.659253 = -1531144.767204 nChanged 54 SP:Iteration 28Q (1350.661958 sec): 3 clusters Score: Raw -1534227.850283 + Penalty 3050.659253 = -1531177.191029 nChanged 41 SP:Iteration 29Q (1350.717400 sec): 3 clusters Score: Raw -1534250.229184 + Penalty 3050.659253 = -1531199.569931 nChanged 35 SP:Iteration 30Q (1350.772640 sec): 3 clusters Score: Raw -1534264.265632 + Penalty 3050.659253 = -1531213.606379 nChanged 20 SP:Iteration 31Q (1350.830766 sec): 3 clusters Score: Raw -1534269.436401 + Penalty 3050.659253 = -1531218.777148 nChanged 15 SP:Iteration 32Q (1350.893178 sec): 3 clusters Score: Raw -1534273.139329 + Penalty 3050.659253 = -1531222.480075 nChanged 10 SP:Iteration 33Q (1350.945922 sec): 3 clusters Score: Raw -1534274.772849 + Penalty 3050.659253 = -1531224.113596 nChanged 7 SP:Iteration 34Q (1350.999033 sec): 3 clusters Score: Raw -1534276.149561 + Penalty 3050.659253 = -1531225.490308 nChanged 7 SP:Iteration 35Q (1351.070783 sec): 3 clusters Score: Raw -1534277.692389 + Penalty 3050.659253 = -1531227.033135 nChanged 4 SP:Iteration 36Q (1351.127391 sec): 3 clusters Score: Raw -1534278.824177 + Penalty 3050.659253 = -1531228.164924 nChanged 4 SP:Iteration 37Q (1351.190468 sec): 3 clusters Score: Raw -1534279.984781 + Penalty 3050.659253 = -1531229.325528 nChanged 7 SP:Iteration 38Q (1351.244331 sec): 3 clusters Score: Raw -1534281.831431 + Penalty 3050.659253 = -1531231.172178 nChanged 8 SP:Iteration 39Q (1351.308061 sec): 3 clusters Score: Raw -1534284.220776 + Penalty 3050.659253 = -1531233.561523 nChanged 8 SP:Iteration 40F (1351.360809 sec): 3 clusters Score: Raw -1534287.039340 + Penalty 3050.659253 = -1531236.380086 nChanged 7 SP:Iteration 41Q (1351.431660 sec): 3 clusters Score: Raw -1534289.208727 + Penalty 3050.659253 = -1531238.549473 nChanged 6 SP:Iteration 42Q (1351.484560 sec): 3 clusters Score: Raw -1534291.446618 + Penalty 3050.659253 = -1531240.787365 nChanged 7 SP:Iteration 43Q (1351.540587 sec): 3 clusters Score: Raw -1534293.593743 + Penalty 3050.659253 = -1531242.934490 nChanged 4 SP:Iteration 44Q (1351.599985 sec): 3 clusters Score: Raw -1534295.746697 + Penalty 3050.659253 = -1531245.087444 nChanged 7 SP:Iteration 45Q (1351.670133 sec): 3 clusters Score: Raw -1534298.083943 + Penalty 3050.659253 = -1531247.424690 nChanged 9 SP:Iteration 46Q (1351.723357 sec): 3 clusters Score: Raw -1534300.737697 + Penalty 3050.659253 = -1531250.078444 nChanged 8 SP:Iteration 47Q (1351.786461 sec): 3 clusters Score: Raw -1534302.955012 + Penalty 3050.659253 = -1531252.295758 nChanged 7 SP:Iteration 48Q (1351.847501 sec): 3 clusters Score: Raw -1534304.397389 + Penalty 3050.659253 = -1531253.738136 nChanged 6 SP:Iteration 49Q (1351.904291 sec): 3 clusters Score: Raw -1534306.118780 + Penalty 3050.659253 = -1531255.459527 nChanged 7 SP:Iteration 50Q (1351.959357 sec): 3 clusters Score: Raw -1534307.539290 + Penalty 3050.659253 = -1531256.880037 nChanged 6 SP:Iteration 51Q (1352.017163 sec): 3 clusters Score: Raw -1534308.475169 + Penalty 3050.659253 = -1531257.815916 nChanged 2 SP:Iteration 52Q (1352.085532 sec): 3 clusters Score: Raw -1534309.093590 + Penalty 3050.659253 = -1531258.434337 nChanged 2 SP:Iteration 53Q (1352.143213 sec): 3 clusters Score: Raw -1534309.410576 + Penalty 3050.659253 = -1531258.751322 nChanged 0 SP:Iteration 54F (1352.203499 sec): 3 clusters Score: Raw -1534309.410576 + Penalty 3050.659253 = -1531258.751322 nChanged 0 Trying to split cluster 23 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1352.220606 sec): 2 clusters Score: Raw -41122.054205 + Penalty 976.830916 = -40145.223290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1352.258329 sec): 3 clusters Score: Raw -41305.081590 + Penalty 1953.661832 = -39351.419758 nChanged 110 SP:Iteration 1F (1352.304929 sec): 3 clusters Score: Raw -41662.388577 + Penalty 1953.661832 = -39708.726745 nChanged 38 SP:Iteration 2F (1352.332815 sec): 3 clusters Score: Raw -41837.237654 + Penalty 1953.661832 = -39883.575823 nChanged 20 SP:Iteration 3Q (1352.376032 sec): 3 clusters Score: Raw -41953.434303 + Penalty 1953.661832 = -39999.772471 nChanged 14 SP:Iteration 4Q (1352.423316 sec): 3 clusters Score: Raw -42002.190549 + Penalty 1953.661832 = -40048.528717 nChanged 9 SP:Iteration 5Q (1352.455264 sec): 3 clusters Score: Raw -42020.438458 + Penalty 1953.661832 = -40066.776626 nChanged 2 SP:Iteration 6Q (1352.490824 sec): 3 clusters Score: Raw -42025.513940 + Penalty 1953.661832 = -40071.852109 nChanged 4 SP:Iteration 7Q (1352.533292 sec): 3 clusters Score: Raw -42052.210385 + Penalty 1953.661832 = -40098.548553 nChanged 6 SP:Iteration 8Q (1352.589367 sec): 3 clusters Score: Raw -42081.758479 + Penalty 1953.661832 = -40128.096648 nChanged 5 SP:Iteration 9Q (1352.623896 sec): 3 clusters Score: Raw -42122.486320 + Penalty 1953.661832 = -40168.824488 nChanged 7 SP:Iteration 10Q (1352.665749 sec): 3 clusters Score: Raw -42156.696524 + Penalty 1953.661832 = -40203.034692 nChanged 6 SP:Iteration 11Q (1352.698893 sec): 3 clusters Score: Raw -42178.378152 + Penalty 1953.661832 = -40224.716321 nChanged 5 SP:Iteration 12Q (1352.732927 sec): 3 clusters Score: Raw -42197.199279 + Penalty 1953.661832 = -40243.537447 nChanged 3 SP:Iteration 13Q (1352.774853 sec): 3 clusters Score: Raw -42221.457930 + Penalty 1953.661832 = -40267.796098 nChanged 4 SP:Iteration 14Q (1352.810482 sec): 3 clusters Score: Raw -42245.075852 + Penalty 1953.661832 = -40291.414020 nChanged 2 SP:Iteration 15Q (1352.863295 sec): 3 clusters Score: Raw -42256.966776 + Penalty 1953.661832 = -40303.304944 nChanged 2 SP:Iteration 16Q (1352.912449 sec): 3 clusters Score: Raw -42266.656922 + Penalty 1953.661832 = -40312.995090 nChanged 6 SP:Iteration 17Q (1352.953991 sec): 3 clusters Score: Raw -42309.908068 + Penalty 1953.661832 = -40356.246236 nChanged 5 SP:Iteration 18Q (1352.991293 sec): 3 clusters Score: Raw -42335.147234 + Penalty 1953.661832 = -40381.485402 nChanged 2 SP:Iteration 19Q (1353.050601 sec): 3 clusters Score: Raw -42342.858679 + Penalty 1953.661832 = -40389.196848 nChanged 0 SP:Iteration 20F (1353.087628 sec): 3 clusters Score: Raw -42342.858679 + Penalty 1953.661832 = -40389.196848 nChanged 0 Score: Raw -84133108.584521 + Penalty 85183.316683 = -84047925.267839 Splitting cluster 23 changes total score from -84048849.182134 to -84047925.267839 So it's not getting split. Trying to split cluster 24 (10828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1371.079269 sec): 2 clusters Score: Raw -1404015.651592 + Penalty 1509.607231 = -1402506.044361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1371.138911 sec): 3 clusters Score: Raw -1397892.165958 + Penalty 3019.214461 = -1394872.951497 nChanged 4671 SP:Iteration 1F (1371.201195 sec): 3 clusters Score: Raw -1400362.609514 + Penalty 3019.214461 = -1397343.395052 nChanged 684 SP:Iteration 2F (1371.257312 sec): 3 clusters Score: Raw -1400675.632892 + Penalty 3019.214461 = -1397656.418430 nChanged 629 SP:Iteration 3F (1371.308885 sec): 3 clusters Score: Raw -1400966.167483 + Penalty 3019.214461 = -1397946.953022 nChanged 531 SP:Iteration 4Q (1371.373583 sec): 3 clusters Score: Raw -1401211.498168 + Penalty 3019.214461 = -1398192.283707 nChanged 467 SP:Iteration 5Q (1371.436360 sec): 3 clusters Score: Raw -1401415.190085 + Penalty 3019.214461 = -1398395.975624 nChanged 426 SP:Iteration 6Q (1371.497099 sec): 3 clusters Score: Raw -1401583.785701 + Penalty 3019.214461 = -1398564.571239 nChanged 390 SP:Iteration 7Q (1371.566895 sec): 3 clusters Score: Raw -1401739.442748 + Penalty 3019.214461 = -1398720.228286 nChanged 348 SP:Iteration 8Q (1371.617452 sec): 3 clusters Score: Raw -1401881.128355 + Penalty 3019.214461 = -1398861.913893 nChanged 326 SP:Iteration 9Q (1371.673234 sec): 3 clusters Score: Raw -1402027.127328 + Penalty 3019.214461 = -1399007.912866 nChanged 333 SP:Iteration 10Q (1371.731888 sec): 3 clusters Score: Raw -1402198.225008 + Penalty 3019.214461 = -1399179.010547 nChanged 358 SP:Iteration 11Q (1371.786186 sec): 3 clusters Score: Raw -1402366.473507 + Penalty 3019.214461 = -1399347.259045 nChanged 341 SP:Iteration 12Q (1371.857037 sec): 3 clusters Score: Raw -1402518.418999 + Penalty 3019.214461 = -1399499.204537 nChanged 282 SP:Iteration 13Q (1371.919709 sec): 3 clusters Score: Raw -1402638.364215 + Penalty 3019.214461 = -1399619.149754 nChanged 251 SP:Iteration 14Q (1371.989036 sec): 3 clusters Score: Raw -1402731.468681 + Penalty 3019.214461 = -1399712.254219 nChanged 238 SP:Iteration 15Q (1372.050249 sec): 3 clusters Score: Raw -1402820.341690 + Penalty 3019.214461 = -1399801.127229 nChanged 220 SP:Iteration 16Q (1372.100450 sec): 3 clusters Score: Raw -1402895.148785 + Penalty 3019.214461 = -1399875.934323 nChanged 190 SP:Iteration 17Q (1372.167084 sec): 3 clusters Score: Raw -1402955.160645 + Penalty 3019.214461 = -1399935.946184 nChanged 156 SP:Iteration 18Q (1372.236354 sec): 3 clusters Score: Raw -1402994.289476 + Penalty 3019.214461 = -1399975.075014 nChanged 127 SP:Iteration 19Q (1372.302167 sec): 3 clusters Score: Raw -1403021.716834 + Penalty 3019.214461 = -1400002.502373 nChanged 91 SP:Iteration 20F (1372.362692 sec): 3 clusters Score: Raw -1403041.279769 + Penalty 3019.214461 = -1400022.065308 nChanged 92 SP:Iteration 21Q (1372.421674 sec): 3 clusters Score: Raw -1403060.261694 + Penalty 3019.214461 = -1400041.047232 nChanged 70 SP:Iteration 22Q (1372.499102 sec): 3 clusters Score: Raw -1403073.819231 + Penalty 3019.214461 = -1400054.604770 nChanged 71 SP:Iteration 23Q (1372.567993 sec): 3 clusters Score: Raw -1403090.592485 + Penalty 3019.214461 = -1400071.378023 nChanged 78 SP:Iteration 24Q (1372.634742 sec): 3 clusters Score: Raw -1403105.517590 + Penalty 3019.214461 = -1400086.303128 nChanged 68 SP:Iteration 25Q (1372.703198 sec): 3 clusters Score: Raw -1403117.064438 + Penalty 3019.214461 = -1400097.849976 nChanged 61 SP:Iteration 26Q (1372.758036 sec): 3 clusters Score: Raw -1403129.863177 + Penalty 3019.214461 = -1400110.648716 nChanged 74 SP:Iteration 27Q (1372.830518 sec): 3 clusters Score: Raw -1403145.206192 + Penalty 3019.214461 = -1400125.991730 nChanged 70 SP:Iteration 28Q (1372.892316 sec): 3 clusters Score: Raw -1403155.201133 + Penalty 3019.214461 = -1400135.986672 nChanged 52 SP:Iteration 29Q (1372.958565 sec): 3 clusters Score: Raw -1403165.413714 + Penalty 3019.214461 = -1400146.199253 nChanged 63 SP:Iteration 30Q (1373.023779 sec): 3 clusters Score: Raw -1403178.618975 + Penalty 3019.214461 = -1400159.404513 nChanged 60 SP:Iteration 31Q (1373.092545 sec): 3 clusters Score: Raw -1403190.769118 + Penalty 3019.214461 = -1400171.554657 nChanged 63 SP:Iteration 32Q (1373.154312 sec): 3 clusters Score: Raw -1403206.211950 + Penalty 3019.214461 = -1400186.997488 nChanged 69 SP:Iteration 33Q (1373.210315 sec): 3 clusters Score: Raw -1403221.776478 + Penalty 3019.214461 = -1400202.562016 nChanged 77 SP:Iteration 34Q (1373.277804 sec): 3 clusters Score: Raw -1403239.520795 + Penalty 3019.214461 = -1400220.306333 nChanged 69 SP:Iteration 35Q (1373.331275 sec): 3 clusters Score: Raw -1403252.752013 + Penalty 3019.214461 = -1400233.537551 nChanged 69 SP:Iteration 36Q (1373.399317 sec): 3 clusters Score: Raw -1403264.318358 + Penalty 3019.214461 = -1400245.103897 nChanged 52 SP:Iteration 37Q (1373.477442 sec): 3 clusters Score: Raw -1403271.729576 + Penalty 3019.214461 = -1400252.515114 nChanged 42 SP:Iteration 38Q (1373.537621 sec): 3 clusters Score: Raw -1403278.444562 + Penalty 3019.214461 = -1400259.230100 nChanged 41 SP:Iteration 39Q (1373.597119 sec): 3 clusters Score: Raw -1403284.869788 + Penalty 3019.214461 = -1400265.655326 nChanged 35 SP:Iteration 40F (1373.663158 sec): 3 clusters Score: Raw -1403290.627431 + Penalty 3019.214461 = -1400271.412970 nChanged 29 SP:Iteration 41Q (1373.722758 sec): 3 clusters Score: Raw -1403294.568934 + Penalty 3019.214461 = -1400275.354472 nChanged 34 SP:Iteration 42Q (1373.788046 sec): 3 clusters Score: Raw -1403299.707018 + Penalty 3019.214461 = -1400280.492557 nChanged 41 SP:Iteration 43Q (1373.865798 sec): 3 clusters Score: Raw -1403306.331920 + Penalty 3019.214461 = -1400287.117459 nChanged 46 SP:Iteration 44Q (1373.932374 sec): 3 clusters Score: Raw -1403314.251229 + Penalty 3019.214461 = -1400295.036767 nChanged 45 SP:Iteration 45Q (1373.990052 sec): 3 clusters Score: Raw -1403322.097862 + Penalty 3019.214461 = -1400302.883401 nChanged 40 SP:Iteration 46Q (1374.060578 sec): 3 clusters Score: Raw -1403328.691112 + Penalty 3019.214461 = -1400309.476651 nChanged 47 SP:Iteration 47Q (1374.117478 sec): 3 clusters Score: Raw -1403336.319976 + Penalty 3019.214461 = -1400317.105515 nChanged 45 SP:Iteration 48Q (1374.192015 sec): 3 clusters Score: Raw -1403345.462837 + Penalty 3019.214461 = -1400326.248376 nChanged 50 SP:Iteration 49Q (1374.262976 sec): 3 clusters Score: Raw -1403353.124243 + Penalty 3019.214461 = -1400333.909781 nChanged 39 SP:Iteration 50Q (1374.314602 sec): 3 clusters Score: Raw -1403359.099435 + Penalty 3019.214461 = -1400339.884973 nChanged 35 SP:Iteration 51Q (1374.392794 sec): 3 clusters Score: Raw -1403364.127129 + Penalty 3019.214461 = -1400344.912668 nChanged 33 SP:Iteration 52Q (1374.457909 sec): 3 clusters Score: Raw -1403369.491131 + Penalty 3019.214461 = -1400350.276669 nChanged 35 SP:Iteration 53Q (1374.519055 sec): 3 clusters Score: Raw -1403375.156465 + Penalty 3019.214461 = -1400355.942003 nChanged 34 SP:Iteration 54Q (1374.591624 sec): 3 clusters Score: Raw -1403379.469151 + Penalty 3019.214461 = -1400360.254689 nChanged 32 SP:Iteration 55Q (1374.654067 sec): 3 clusters Score: Raw -1403382.658891 + Penalty 3019.214461 = -1400363.444430 nChanged 21 SP:Iteration 56Q (1374.716476 sec): 3 clusters Score: Raw -1403385.494075 + Penalty 3019.214461 = -1400366.279613 nChanged 22 SP:Iteration 57Q (1374.787003 sec): 3 clusters Score: Raw -1403387.971288 + Penalty 3019.214461 = -1400368.756826 nChanged 20 SP:Iteration 58Q (1374.854482 sec): 3 clusters Score: Raw -1403389.962844 + Penalty 3019.214461 = -1400370.748382 nChanged 18 SP:Iteration 59Q (1374.908233 sec): 3 clusters Score: Raw -1403392.660982 + Penalty 3019.214461 = -1400373.446520 nChanged 29 SP:Iteration 60F (1374.979174 sec): 3 clusters Score: Raw -1403395.823120 + Penalty 3019.214461 = -1400376.608658 nChanged 20 SP:Iteration 61Q (1375.047389 sec): 3 clusters Score: Raw -1403397.499058 + Penalty 3019.214461 = -1400378.284597 nChanged 8 SP:Iteration 62Q (1375.112442 sec): 3 clusters Score: Raw -1403398.484622 + Penalty 3019.214461 = -1400379.270161 nChanged 9 SP:Iteration 63Q (1375.166356 sec): 3 clusters Score: Raw -1403399.240229 + Penalty 3019.214461 = -1400380.025768 nChanged 16 SP:Iteration 64Q (1375.227262 sec): 3 clusters Score: Raw -1403400.961032 + Penalty 3019.214461 = -1400381.746570 nChanged 16 SP:Iteration 65Q (1375.283880 sec): 3 clusters Score: Raw -1403402.979188 + Penalty 3019.214461 = -1400383.764726 nChanged 19 SP:Iteration 66Q (1375.346638 sec): 3 clusters Score: Raw -1403404.947560 + Penalty 3019.214461 = -1400385.733099 nChanged 14 SP:Iteration 67Q (1375.408094 sec): 3 clusters Score: Raw -1403406.343044 + Penalty 3019.214461 = -1400387.128582 nChanged 17 SP:Iteration 68Q (1375.459068 sec): 3 clusters Score: Raw -1403407.561285 + Penalty 3019.214461 = -1400388.346824 nChanged 8 SP:Iteration 69Q (1375.521194 sec): 3 clusters Score: Raw -1403408.162463 + Penalty 3019.214461 = -1400388.948002 nChanged 5 SP:Iteration 70Q (1375.574087 sec): 3 clusters Score: Raw -1403408.845488 + Penalty 3019.214461 = -1400389.631027 nChanged 8 SP:Iteration 71Q (1375.625150 sec): 3 clusters Score: Raw -1403409.771699 + Penalty 3019.214461 = -1400390.557238 nChanged 10 SP:Iteration 72Q (1375.690849 sec): 3 clusters Score: Raw -1403410.591437 + Penalty 3019.214461 = -1400391.376975 nChanged 6 SP:Iteration 73Q (1375.753373 sec): 3 clusters Score: Raw -1403411.208290 + Penalty 3019.214461 = -1400391.993828 nChanged 1 SP:Iteration 74Q (1375.814053 sec): 3 clusters Score: Raw -1403411.264332 + Penalty 3019.214461 = -1400392.049870 nChanged 1 SP:Iteration 75Q (1375.875525 sec): 3 clusters Score: Raw -1403411.346474 + Penalty 3019.214461 = -1400392.132012 nChanged 2 SP:Iteration 76Q (1375.937409 sec): 3 clusters Score: Raw -1403411.468503 + Penalty 3019.214461 = -1400392.254042 nChanged 0 SP:Iteration 77F (1375.996412 sec): 3 clusters Score: Raw -1403411.468503 + Penalty 3019.214461 = -1400392.254042 nChanged 0 Trying to split cluster 25 (6467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1376.028041 sec): 2 clusters Score: Raw -795479.889949 + Penalty 1425.850985 = -794054.038964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1376.078930 sec): 3 clusters Score: Raw -792100.896774 + Penalty 2851.701970 = -789249.194804 nChanged 2659 SP:Iteration 1F (1376.131632 sec): 3 clusters Score: Raw -793695.263538 + Penalty 2851.701970 = -790843.561567 nChanged 571 SP:Iteration 2F (1376.180514 sec): 3 clusters Score: Raw -794117.686102 + Penalty 2851.701970 = -791265.984131 nChanged 490 SP:Iteration 3F (1376.237910 sec): 3 clusters Score: Raw -794444.008020 + Penalty 2851.701970 = -791592.306049 nChanged 386 SP:Iteration 4F (1376.283893 sec): 3 clusters Score: Raw -794731.050638 + Penalty 2851.701970 = -791879.348667 nChanged 334 SP:Iteration 5F (1376.346964 sec): 3 clusters Score: Raw -795018.957164 + Penalty 2851.701970 = -792167.255194 nChanged 316 SP:Iteration 6Q (1376.391504 sec): 3 clusters Score: Raw -795347.834670 + Penalty 2851.701970 = -792496.132699 nChanged 311 SP:Iteration 7Q (1376.437788 sec): 3 clusters Score: Raw -795637.532941 + Penalty 2851.701970 = -792785.830970 nChanged 276 SP:Iteration 8Q (1376.495153 sec): 3 clusters Score: Raw -795856.566170 + Penalty 2851.701970 = -793004.864199 nChanged 205 SP:Iteration 9Q (1376.551386 sec): 3 clusters Score: Raw -796004.151547 + Penalty 2851.701970 = -793152.449577 nChanged 159 SP:Iteration 10Q (1376.601948 sec): 3 clusters Score: Raw -796090.937051 + Penalty 2851.701970 = -793239.235080 nChanged 115 SP:Iteration 11Q (1376.653736 sec): 3 clusters Score: Raw -796144.643763 + Penalty 2851.701970 = -793292.941793 nChanged 93 SP:Iteration 12Q (1376.711647 sec): 3 clusters Score: Raw -796187.295855 + Penalty 2851.701970 = -793335.593885 nChanged 77 SP:Iteration 13Q (1376.764371 sec): 3 clusters Score: Raw -796217.570204 + Penalty 2851.701970 = -793365.868234 nChanged 55 SP:Iteration 14Q (1376.825890 sec): 3 clusters Score: Raw -796236.802935 + Penalty 2851.701970 = -793385.100964 nChanged 46 SP:Iteration 15Q (1376.867662 sec): 3 clusters Score: Raw -796253.804646 + Penalty 2851.701970 = -793402.102675 nChanged 38 SP:Iteration 16Q (1376.915763 sec): 3 clusters Score: Raw -796262.421775 + Penalty 2851.701970 = -793410.719804 nChanged 32 SP:Iteration 17Q (1376.970996 sec): 3 clusters Score: Raw -796269.805826 + Penalty 2851.701970 = -793418.103855 nChanged 24 SP:Iteration 18Q (1377.023160 sec): 3 clusters Score: Raw -796276.826752 + Penalty 2851.701970 = -793425.124781 nChanged 28 SP:Iteration 19Q (1377.078372 sec): 3 clusters Score: Raw -796284.747978 + Penalty 2851.701970 = -793433.046007 nChanged 28 SP:Iteration 20F (1377.131209 sec): 3 clusters Score: Raw -796293.819012 + Penalty 2851.701970 = -793442.117042 nChanged 32 SP:Iteration 21Q (1377.171156 sec): 3 clusters Score: Raw -796301.831416 + Penalty 2851.701970 = -793450.129446 nChanged 28 SP:Iteration 22Q (1377.219870 sec): 3 clusters Score: Raw -796307.601008 + Penalty 2851.701970 = -793455.899038 nChanged 22 SP:Iteration 23Q (1377.271686 sec): 3 clusters Score: Raw -796313.024727 + Penalty 2851.701970 = -793461.322757 nChanged 14 SP:Iteration 24Q (1377.320769 sec): 3 clusters Score: Raw -796315.908461 + Penalty 2851.701970 = -793464.206490 nChanged 10 SP:Iteration 25Q (1377.373435 sec): 3 clusters Score: Raw -796318.333307 + Penalty 2851.701970 = -793466.631336 nChanged 13 SP:Iteration 26Q (1377.423486 sec): 3 clusters Score: Raw -796321.480576 + Penalty 2851.701970 = -793469.778605 nChanged 17 SP:Iteration 27Q (1377.484296 sec): 3 clusters Score: Raw -796325.460595 + Penalty 2851.701970 = -793473.758624 nChanged 13 SP:Iteration 28Q (1377.546277 sec): 3 clusters Score: Raw -796327.814441 + Penalty 2851.701970 = -793476.112471 nChanged 11 SP:Iteration 29Q (1377.585760 sec): 3 clusters Score: Raw -796330.256441 + Penalty 2851.701970 = -793478.554470 nChanged 7 SP:Iteration 30Q (1377.641328 sec): 3 clusters Score: Raw -796331.894379 + Penalty 2851.701970 = -793480.192409 nChanged 5 SP:Iteration 31Q (1377.695520 sec): 3 clusters Score: Raw -796332.855920 + Penalty 2851.701970 = -793481.153950 nChanged 8 SP:Iteration 32Q (1377.743752 sec): 3 clusters Score: Raw -796334.541433 + Penalty 2851.701970 = -793482.839462 nChanged 10 SP:Iteration 33Q (1377.806076 sec): 3 clusters Score: Raw -796335.536818 + Penalty 2851.701970 = -793483.834848 nChanged 6 SP:Iteration 34Q (1377.850819 sec): 3 clusters Score: Raw -796337.196754 + Penalty 2851.701970 = -793485.494784 nChanged 9 SP:Iteration 35Q (1377.914725 sec): 3 clusters Score: Raw -796340.175899 + Penalty 2851.701970 = -793488.473929 nChanged 14 SP:Iteration 36Q (1377.960055 sec): 3 clusters Score: Raw -796345.087495 + Penalty 2851.701970 = -793493.385524 nChanged 18 SP:Iteration 37Q (1378.012772 sec): 3 clusters Score: Raw -796352.565380 + Penalty 2851.701970 = -793500.863410 nChanged 13 SP:Iteration 38Q (1378.064014 sec): 3 clusters Score: Raw -796357.797952 + Penalty 2851.701970 = -793506.095982 nChanged 21 SP:Iteration 39Q (1378.115589 sec): 3 clusters Score: Raw -796365.828476 + Penalty 2851.701970 = -793514.126505 nChanged 23 SP:Iteration 40F (1378.172190 sec): 3 clusters Score: Raw -796374.791173 + Penalty 2851.701970 = -793523.089202 nChanged 25 SP:Iteration 41Q (1378.233655 sec): 3 clusters Score: Raw -796382.763972 + Penalty 2851.701970 = -793531.062001 nChanged 33 SP:Iteration 42Q (1378.284406 sec): 3 clusters Score: Raw -796391.042460 + Penalty 2851.701970 = -793539.340489 nChanged 26 SP:Iteration 43Q (1378.331681 sec): 3 clusters Score: Raw -796398.418127 + Penalty 2851.701970 = -793546.716156 nChanged 21 SP:Iteration 44Q (1378.377534 sec): 3 clusters Score: Raw -796404.044474 + Penalty 2851.701970 = -793552.342504 nChanged 18 SP:Iteration 45Q (1378.436645 sec): 3 clusters Score: Raw -796409.554904 + Penalty 2851.701970 = -793557.852934 nChanged 19 SP:Iteration 46Q (1378.489039 sec): 3 clusters Score: Raw -796413.733722 + Penalty 2851.701970 = -793562.031751 nChanged 15 SP:Iteration 47Q (1378.548051 sec): 3 clusters Score: Raw -796417.579925 + Penalty 2851.701970 = -793565.877954 nChanged 17 SP:Iteration 48Q (1378.612076 sec): 3 clusters Score: Raw -796420.966920 + Penalty 2851.701970 = -793569.264950 nChanged 13 SP:Iteration 49Q (1378.656935 sec): 3 clusters Score: Raw -796423.597928 + Penalty 2851.701970 = -793571.895958 nChanged 11 SP:Iteration 50Q (1378.694938 sec): 3 clusters Score: Raw -796425.771792 + Penalty 2851.701970 = -793574.069822 nChanged 11 SP:Iteration 51Q (1378.743595 sec): 3 clusters Score: Raw -796427.662509 + Penalty 2851.701970 = -793575.960538 nChanged 7 SP:Iteration 52Q (1378.801352 sec): 3 clusters Score: Raw -796429.870545 + Penalty 2851.701970 = -793578.168575 nChanged 13 SP:Iteration 53Q (1378.851469 sec): 3 clusters Score: Raw -796433.734520 + Penalty 2851.701970 = -793582.032549 nChanged 17 SP:Iteration 54Q (1378.899413 sec): 3 clusters Score: Raw -796439.357966 + Penalty 2851.701970 = -793587.655996 nChanged 18 SP:Iteration 55Q (1378.950843 sec): 3 clusters Score: Raw -796444.043205 + Penalty 2851.701970 = -793592.341235 nChanged 17 SP:Iteration 56Q (1379.015992 sec): 3 clusters Score: Raw -796448.027991 + Penalty 2851.701970 = -793596.326021 nChanged 14 SP:Iteration 57Q (1379.061644 sec): 3 clusters Score: Raw -796450.010135 + Penalty 2851.701970 = -793598.308164 nChanged 10 SP:Iteration 58Q (1379.121525 sec): 3 clusters Score: Raw -796451.709329 + Penalty 2851.701970 = -793600.007359 nChanged 4 SP:Iteration 59Q (1379.171823 sec): 3 clusters Score: Raw -796452.154244 + Penalty 2851.701970 = -793600.452274 nChanged 4 SP:Iteration 60F (1379.218825 sec): 3 clusters Score: Raw -796452.877214 + Penalty 2851.701970 = -793601.175243 nChanged 3 SP:Iteration 61Q (1379.273745 sec): 3 clusters Score: Raw -796453.353493 + Penalty 2851.701970 = -793601.651523 nChanged 2 SP:Iteration 62Q (1379.322897 sec): 3 clusters Score: Raw -796453.603090 + Penalty 2851.701970 = -793601.901119 nChanged 2 SP:Iteration 63Q (1379.373232 sec): 3 clusters Score: Raw -796453.910357 + Penalty 2851.701970 = -793602.208387 nChanged 0 SP:Iteration 64F (1379.430987 sec): 3 clusters Score: Raw -796453.910357 + Penalty 2851.701970 = -793602.208387 nChanged 0 Trying to split cluster 26 (3793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1379.459387 sec): 2 clusters Score: Raw -481997.383960 + Penalty 1339.148288 = -480658.235672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1379.519312 sec): 3 clusters Score: Raw -480115.219108 + Penalty 2678.296576 = -477436.922532 nChanged 1492 SP:Iteration 1F (1379.555157 sec): 3 clusters Score: Raw -480980.327744 + Penalty 2678.296576 = -478302.031168 nChanged 277 SP:Iteration 2F (1379.605952 sec): 3 clusters Score: Raw -481121.685471 + Penalty 2678.296576 = -478443.388895 nChanged 181 SP:Iteration 3Q (1379.659332 sec): 3 clusters Score: Raw -481206.090470 + Penalty 2678.296576 = -478527.793893 nChanged 141 SP:Iteration 4Q (1379.709477 sec): 3 clusters Score: Raw -481263.866249 + Penalty 2678.296576 = -478585.569673 nChanged 110 SP:Iteration 5Q (1379.773963 sec): 3 clusters Score: Raw -481311.579330 + Penalty 2678.296576 = -478633.282754 nChanged 92 SP:Iteration 6Q (1379.817354 sec): 3 clusters Score: Raw -481361.847717 + Penalty 2678.296576 = -478683.551141 nChanged 97 SP:Iteration 7Q (1379.866550 sec): 3 clusters Score: Raw -481417.468769 + Penalty 2678.296576 = -478739.172193 nChanged 81 SP:Iteration 8Q (1379.921403 sec): 3 clusters Score: Raw -481467.170263 + Penalty 2678.296576 = -478788.873687 nChanged 78 SP:Iteration 9Q (1379.967678 sec): 3 clusters Score: Raw -481503.006581 + Penalty 2678.296576 = -478824.710005 nChanged 67 SP:Iteration 10Q (1380.013314 sec): 3 clusters Score: Raw -481542.506751 + Penalty 2678.296576 = -478864.210175 nChanged 89 SP:Iteration 11Q (1380.067445 sec): 3 clusters Score: Raw -481587.085886 + Penalty 2678.296576 = -478908.789310 nChanged 85 SP:Iteration 12Q (1380.108652 sec): 3 clusters Score: Raw -481644.477573 + Penalty 2678.296576 = -478966.180997 nChanged 101 SP:Iteration 13Q (1380.154286 sec): 3 clusters Score: Raw -481690.695178 + Penalty 2678.296576 = -479012.398602 nChanged 86 SP:Iteration 14Q (1380.207261 sec): 3 clusters Score: Raw -481739.502958 + Penalty 2678.296576 = -479061.206382 nChanged 94 SP:Iteration 15Q (1380.245362 sec): 3 clusters Score: Raw -481803.689637 + Penalty 2678.296576 = -479125.393061 nChanged 103 SP:Iteration 16Q (1380.292367 sec): 3 clusters Score: Raw -481872.757249 + Penalty 2678.296576 = -479194.460673 nChanged 109 SP:Iteration 17Q (1380.343011 sec): 3 clusters Score: Raw -481947.057584 + Penalty 2678.296576 = -479268.761008 nChanged 112 SP:Iteration 18Q (1380.395316 sec): 3 clusters Score: Raw -482019.038930 + Penalty 2678.296576 = -479340.742354 nChanged 89 SP:Iteration 19Q (1380.442851 sec): 3 clusters Score: Raw -482079.260871 + Penalty 2678.296576 = -479400.964295 nChanged 90 SP:Iteration 20F (1380.493812 sec): 3 clusters Score: Raw -482131.094143 + Penalty 2678.296576 = -479452.797567 nChanged 82 SP:Iteration 21Q (1380.539029 sec): 3 clusters Score: Raw -482181.251072 + Penalty 2678.296576 = -479502.954496 nChanged 79 SP:Iteration 22Q (1380.582247 sec): 3 clusters Score: Raw -482227.316816 + Penalty 2678.296576 = -479549.020240 nChanged 75 SP:Iteration 23Q (1380.627977 sec): 3 clusters Score: Raw -482263.402655 + Penalty 2678.296576 = -479585.106079 nChanged 50 SP:Iteration 24Q (1380.674707 sec): 3 clusters Score: Raw -482290.266249 + Penalty 2678.296576 = -479611.969673 nChanged 47 SP:Iteration 25Q (1380.721090 sec): 3 clusters Score: Raw -482315.519187 + Penalty 2678.296576 = -479637.222610 nChanged 50 SP:Iteration 26Q (1380.772832 sec): 3 clusters Score: Raw -482341.212486 + Penalty 2678.296576 = -479662.915910 nChanged 44 SP:Iteration 27Q (1380.825098 sec): 3 clusters Score: Raw -482362.339114 + Penalty 2678.296576 = -479684.042538 nChanged 33 SP:Iteration 28Q (1380.876298 sec): 3 clusters Score: Raw -482378.071272 + Penalty 2678.296576 = -479699.774696 nChanged 31 SP:Iteration 29Q (1380.927346 sec): 3 clusters Score: Raw -482396.805079 + Penalty 2678.296576 = -479718.508503 nChanged 38 SP:Iteration 30Q (1380.977992 sec): 3 clusters Score: Raw -482414.306565 + Penalty 2678.296576 = -479736.009989 nChanged 40 SP:Iteration 31Q (1381.032270 sec): 3 clusters Score: Raw -482434.421417 + Penalty 2678.296576 = -479756.124841 nChanged 29 SP:Iteration 32Q (1381.071729 sec): 3 clusters Score: Raw -482446.987449 + Penalty 2678.296576 = -479768.690873 nChanged 20 SP:Iteration 33Q (1381.114402 sec): 3 clusters Score: Raw -482456.502537 + Penalty 2678.296576 = -479778.205961 nChanged 17 SP:Iteration 34Q (1381.161209 sec): 3 clusters Score: Raw -482462.672200 + Penalty 2678.296576 = -479784.375624 nChanged 9 SP:Iteration 35Q (1381.218639 sec): 3 clusters Score: Raw -482465.332317 + Penalty 2678.296576 = -479787.035741 nChanged 3 SP:Iteration 36Q (1381.254803 sec): 3 clusters Score: Raw -482466.787644 + Penalty 2678.296576 = -479788.491068 nChanged 6 SP:Iteration 37Q (1381.303345 sec): 3 clusters Score: Raw -482468.389002 + Penalty 2678.296576 = -479790.092426 nChanged 5 SP:Iteration 38Q (1381.348632 sec): 3 clusters Score: Raw -482469.592707 + Penalty 2678.296576 = -479791.296131 nChanged 3 SP:Iteration 39Q (1381.405831 sec): 3 clusters Score: Raw -482470.475289 + Penalty 2678.296576 = -479792.178713 nChanged 2 SP:Iteration 40F (1381.451864 sec): 3 clusters Score: Raw -482470.948861 + Penalty 2678.296576 = -479792.652285 nChanged 3 SP:Iteration 41Q (1381.499112 sec): 3 clusters Score: Raw -482471.479403 + Penalty 2678.296576 = -479793.182827 nChanged 0 SP:Iteration 42F (1381.538680 sec): 3 clusters Score: Raw -482471.479403 + Penalty 2678.296576 = -479793.182827 nChanged 0 Trying to split cluster 27 (1801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.575853 sec): 2 clusters Score: Raw -206728.632993 + Penalty 1218.115819 = -205510.517174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.624516 sec): 3 clusters Score: Raw -206009.749270 + Penalty 2436.231637 = -203573.517633 nChanged 669 SP:Iteration 1F (1381.672715 sec): 3 clusters Score: Raw -206689.303579 + Penalty 2436.231637 = -204253.071942 nChanged 194 SP:Iteration 2F (1381.709952 sec): 3 clusters Score: Raw -206931.309896 + Penalty 2436.231637 = -204495.078259 nChanged 107 SP:Iteration 3F (1381.758137 sec): 3 clusters Score: Raw -207045.418683 + Penalty 2436.231637 = -204609.187046 nChanged 88 SP:Iteration 4Q (1381.808090 sec): 3 clusters Score: Raw -207120.072886 + Penalty 2436.231637 = -204683.841249 nChanged 60 SP:Iteration 5Q (1381.851363 sec): 3 clusters Score: Raw -207176.803188 + Penalty 2436.231637 = -204740.571551 nChanged 42 SP:Iteration 6Q (1381.906294 sec): 3 clusters Score: Raw -207215.410158 + Penalty 2436.231637 = -204779.178520 nChanged 33 SP:Iteration 7Q (1381.938517 sec): 3 clusters Score: Raw -207241.690128 + Penalty 2436.231637 = -204805.458491 nChanged 21 SP:Iteration 8Q (1381.980801 sec): 3 clusters Score: Raw -207254.155957 + Penalty 2436.231637 = -204817.924320 nChanged 16 SP:Iteration 9Q (1382.025245 sec): 3 clusters Score: Raw -207267.597207 + Penalty 2436.231637 = -204831.365570 nChanged 11 SP:Iteration 10Q (1382.067560 sec): 3 clusters Score: Raw -207276.106149 + Penalty 2436.231637 = -204839.874512 nChanged 11 SP:Iteration 11Q (1382.108022 sec): 3 clusters Score: Raw -207282.423520 + Penalty 2436.231637 = -204846.191883 nChanged 9 SP:Iteration 12Q (1382.152139 sec): 3 clusters Score: Raw -207286.163162 + Penalty 2436.231637 = -204849.931525 nChanged 5 SP:Iteration 13Q (1382.195608 sec): 3 clusters Score: Raw -207287.947948 + Penalty 2436.231637 = -204851.716310 nChanged 4 SP:Iteration 14Q (1382.241697 sec): 3 clusters Score: Raw -207289.720127 + Penalty 2436.231637 = -204853.488489 nChanged 5 SP:Iteration 15Q (1382.293883 sec): 3 clusters Score: Raw -207292.031978 + Penalty 2436.231637 = -204855.800341 nChanged 3 SP:Iteration 16Q (1382.341285 sec): 3 clusters Score: Raw -207294.176882 + Penalty 2436.231637 = -204857.945244 nChanged 7 SP:Iteration 17Q (1382.378308 sec): 3 clusters Score: Raw -207297.915825 + Penalty 2436.231637 = -204861.684187 nChanged 4 SP:Iteration 18Q (1382.421941 sec): 3 clusters Score: Raw -207300.794500 + Penalty 2436.231637 = -204864.562863 nChanged 7 SP:Iteration 19Q (1382.463536 sec): 3 clusters Score: Raw -207306.560297 + Penalty 2436.231637 = -204870.328660 nChanged 8 SP:Iteration 20F (1382.509313 sec): 3 clusters Score: Raw -207312.944438 + Penalty 2436.231637 = -204876.712801 nChanged 14 SP:Iteration 21Q (1382.559193 sec): 3 clusters Score: Raw -207326.860821 + Penalty 2436.231637 = -204890.629184 nChanged 18 SP:Iteration 22Q (1382.605429 sec): 3 clusters Score: Raw -207342.526174 + Penalty 2436.231637 = -204906.294537 nChanged 16 SP:Iteration 23Q (1382.648147 sec): 3 clusters Score: Raw -207350.881755 + Penalty 2436.231637 = -204914.650118 nChanged 17 SP:Iteration 24Q (1382.698880 sec): 3 clusters Score: Raw -207361.284123 + Penalty 2436.231637 = -204925.052486 nChanged 15 SP:Iteration 25Q (1382.734533 sec): 3 clusters Score: Raw -207376.877563 + Penalty 2436.231637 = -204940.645926 nChanged 14 SP:Iteration 26Q (1382.779448 sec): 3 clusters Score: Raw -207384.816684 + Penalty 2436.231637 = -204948.585047 nChanged 9 SP:Iteration 27Q (1382.826164 sec): 3 clusters Score: Raw -207391.071284 + Penalty 2436.231637 = -204954.839647 nChanged 6 SP:Iteration 28Q (1382.864458 sec): 3 clusters Score: Raw -207395.471366 + Penalty 2436.231637 = -204959.239729 nChanged 5 SP:Iteration 29Q (1382.902126 sec): 3 clusters Score: Raw -207400.104616 + Penalty 2436.231637 = -204963.872979 nChanged 8 SP:Iteration 30Q (1382.951274 sec): 3 clusters Score: Raw -207406.194725 + Penalty 2436.231637 = -204969.963088 nChanged 5 SP:Iteration 31Q (1383.006490 sec): 3 clusters Score: Raw -207408.574249 + Penalty 2436.231637 = -204972.342612 nChanged 5 SP:Iteration 32Q (1383.035259 sec): 3 clusters Score: Raw -207409.959259 + Penalty 2436.231637 = -204973.727622 nChanged 2 SP:Iteration 33Q (1383.075902 sec): 3 clusters Score: Raw -207410.612439 + Penalty 2436.231637 = -204974.380802 nChanged 1 SP:Iteration 34Q (1383.116676 sec): 3 clusters Score: Raw -207410.868737 + Penalty 2436.231637 = -204974.637100 nChanged 0 SP:Iteration 35F (1383.165157 sec): 3 clusters Score: Raw -207410.868737 + Penalty 2436.231637 = -204974.637100 nChanged 0 Trying to split cluster 28 (44984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.252385 sec): 2 clusters Score: Raw -5609648.716950 + Penalty 1741.035099 = -5607907.681851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.352287 sec): 3 clusters Score: Raw -5581145.796759 + Penalty 3482.070199 = -5577663.726561 nChanged 21161 SP:Iteration 1F (1383.465383 sec): 3 clusters Score: Raw -5593512.355267 + Penalty 3482.070199 = -5590030.285068 nChanged 1925 SP:Iteration 2Q (1383.590025 sec): 3 clusters Score: Raw -5594102.259538 + Penalty 3482.070199 = -5590620.189339 nChanged 1881 SP:Iteration 3Q (1383.706352 sec): 3 clusters Score: Raw -5594740.556587 + Penalty 3482.070199 = -5591258.486389 nChanged 2011 SP:Iteration 4Q (1383.828102 sec): 3 clusters Score: Raw -5595492.705282 + Penalty 3482.070199 = -5592010.635084 nChanged 2073 SP:Iteration 5Q (1383.949971 sec): 3 clusters Score: Raw -5596344.676925 + Penalty 3482.070199 = -5592862.606726 nChanged 2172 SP:Iteration 6Q (1384.074655 sec): 3 clusters Score: Raw -5597344.021889 + Penalty 3482.070199 = -5593861.951690 nChanged 2272 SP:Iteration 7F (1384.189361 sec): 3 clusters Score: Raw -5598582.056922 + Penalty 3482.070199 = -5595099.986723 nChanged 2401 SP:Iteration 8F (1384.309229 sec): 3 clusters Score: Raw -5600141.213511 + Penalty 3482.070199 = -5596659.143312 nChanged 2553 SP:Iteration 9F (1384.422202 sec): 3 clusters Score: Raw -5602245.397189 + Penalty 3482.070199 = -5598763.326990 nChanged 2815 SP:Iteration 10F (1384.540588 sec): 3 clusters Score: Raw -5604647.289509 + Penalty 3482.070199 = -5601165.219310 nChanged 2473 SP:Iteration 11F (1384.641013 sec): 3 clusters Score: Raw -5606545.655736 + Penalty 3482.070199 = -5603063.585537 nChanged 1970 SP:Iteration 12Q (1384.776079 sec): 3 clusters Score: Raw -5607809.097484 + Penalty 3482.070199 = -5604327.027285 nChanged 1467 SP:Iteration 13Q (1384.886826 sec): 3 clusters Score: Raw -5608615.290981 + Penalty 3482.070199 = -5605133.220782 nChanged 1116 SP:Iteration 14Q (1384.998630 sec): 3 clusters Score: Raw -5609124.403583 + Penalty 3482.070199 = -5605642.333385 nChanged 849 SP:Iteration 15Q (1385.115973 sec): 3 clusters Score: Raw -5609443.713996 + Penalty 3482.070199 = -5605961.643797 nChanged 674 SP:Iteration 16Q (1385.222531 sec): 3 clusters Score: Raw -5609672.587508 + Penalty 3482.070199 = -5606190.517309 nChanged 588 SP:Iteration 17Q (1385.334730 sec): 3 clusters Score: Raw -5609845.479599 + Penalty 3482.070199 = -5606363.409400 nChanged 505 SP:Iteration 18Q (1385.443419 sec): 3 clusters Score: Raw -5609969.282436 + Penalty 3482.070199 = -5606487.212238 nChanged 404 SP:Iteration 19Q (1385.553616 sec): 3 clusters Score: Raw -5610057.859711 + Penalty 3482.070199 = -5606575.789512 nChanged 338 SP:Iteration 20F (1385.671985 sec): 3 clusters Score: Raw -5610126.031413 + Penalty 3482.070199 = -5606643.961214 nChanged 329 SP:Iteration 21Q (1385.787325 sec): 3 clusters Score: Raw -5610202.760272 + Penalty 3482.070199 = -5606720.690073 nChanged 318 SP:Iteration 22Q (1385.891331 sec): 3 clusters Score: Raw -5610279.243784 + Penalty 3482.070199 = -5606797.173585 nChanged 309 SP:Iteration 23Q (1386.015307 sec): 3 clusters Score: Raw -5610353.905868 + Penalty 3482.070199 = -5606871.835669 nChanged 317 SP:Iteration 24Q (1386.132294 sec): 3 clusters Score: Raw -5610431.350636 + Penalty 3482.070199 = -5606949.280437 nChanged 303 SP:Iteration 25Q (1386.233474 sec): 3 clusters Score: Raw -5610505.822560 + Penalty 3482.070199 = -5607023.752362 nChanged 331 SP:Iteration 26Q (1386.353392 sec): 3 clusters Score: Raw -5610600.369413 + Penalty 3482.070199 = -5607118.299214 nChanged 376 SP:Iteration 27Q (1386.457537 sec): 3 clusters Score: Raw -5610712.385409 + Penalty 3482.070199 = -5607230.315210 nChanged 420 SP:Iteration 28Q (1386.566323 sec): 3 clusters Score: Raw -5610841.488655 + Penalty 3482.070199 = -5607359.418456 nChanged 430 SP:Iteration 29Q (1386.680532 sec): 3 clusters Score: Raw -5610980.574624 + Penalty 3482.070199 = -5607498.504426 nChanged 446 SP:Iteration 30Q (1386.775805 sec): 3 clusters Score: Raw -5611124.181794 + Penalty 3482.070199 = -5607642.111595 nChanged 420 SP:Iteration 31Q (1386.890370 sec): 3 clusters Score: Raw -5611251.514763 + Penalty 3482.070199 = -5607769.444564 nChanged 375 SP:Iteration 32Q (1386.997881 sec): 3 clusters Score: Raw -5611350.028844 + Penalty 3482.070199 = -5607867.958645 nChanged 334 SP:Iteration 33Q (1387.111688 sec): 3 clusters Score: Raw -5611429.615187 + Penalty 3482.070199 = -5607947.544989 nChanged 326 SP:Iteration 34Q (1387.222146 sec): 3 clusters Score: Raw -5611502.947813 + Penalty 3482.070199 = -5608020.877614 nChanged 297 SP:Iteration 35Q (1387.324987 sec): 3 clusters Score: Raw -5611561.740593 + Penalty 3482.070199 = -5608079.670395 nChanged 262 SP:Iteration 36Q (1387.441265 sec): 3 clusters Score: Raw -5611613.197658 + Penalty 3482.070199 = -5608131.127460 nChanged 269 SP:Iteration 37Q (1387.550782 sec): 3 clusters Score: Raw -5611664.158275 + Penalty 3482.070199 = -5608182.088076 nChanged 258 SP:Iteration 38Q (1387.658655 sec): 3 clusters Score: Raw -5611706.504305 + Penalty 3482.070199 = -5608224.434106 nChanged 218 SP:Iteration 39Q (1387.776662 sec): 3 clusters Score: Raw -5611739.297209 + Penalty 3482.070199 = -5608257.227010 nChanged 187 SP:Iteration 40F (1387.878980 sec): 3 clusters Score: Raw -5611763.211703 + Penalty 3482.070199 = -5608281.141504 nChanged 151 SP:Iteration 41Q (1387.983923 sec): 3 clusters Score: Raw -5611780.761042 + Penalty 3482.070199 = -5608298.690843 nChanged 139 SP:Iteration 42Q (1388.102006 sec): 3 clusters Score: Raw -5611796.927025 + Penalty 3482.070199 = -5608314.856826 nChanged 130 SP:Iteration 43Q (1388.213074 sec): 3 clusters Score: Raw -5611811.075404 + Penalty 3482.070199 = -5608329.005205 nChanged 132 SP:Iteration 44Q (1388.320985 sec): 3 clusters Score: Raw -5611823.984835 + Penalty 3482.070199 = -5608341.914636 nChanged 133 SP:Iteration 45Q (1388.438607 sec): 3 clusters Score: Raw -5611837.693145 + Penalty 3482.070199 = -5608355.622947 nChanged 125 SP:Iteration 46Q (1388.540358 sec): 3 clusters Score: Raw -5611850.408143 + Penalty 3482.070199 = -5608368.337944 nChanged 121 SP:Iteration 47Q (1388.649517 sec): 3 clusters Score: Raw -5611862.237256 + Penalty 3482.070199 = -5608380.167057 nChanged 116 SP:Iteration 48Q (1388.752317 sec): 3 clusters Score: Raw -5611872.466559 + Penalty 3482.070199 = -5608390.396361 nChanged 102 SP:Iteration 49Q (1388.855007 sec): 3 clusters Score: Raw -5611880.059543 + Penalty 3482.070199 = -5608397.989345 nChanged 93 SP:Iteration 50Q (1388.964927 sec): 3 clusters Score: Raw -5611887.420633 + Penalty 3482.070199 = -5608405.350434 nChanged 83 SP:Iteration 51Q (1389.075106 sec): 3 clusters Score: Raw -5611893.790201 + Penalty 3482.070199 = -5608411.720002 nChanged 86 SP:Iteration 52Q (1389.184197 sec): 3 clusters Score: Raw -5611900.343261 + Penalty 3482.070199 = -5608418.273062 nChanged 78 SP:Iteration 53Q (1389.307805 sec): 3 clusters Score: Raw -5611906.396551 + Penalty 3482.070199 = -5608424.326352 nChanged 67 SP:Iteration 54Q (1389.419138 sec): 3 clusters Score: Raw -5611910.511474 + Penalty 3482.070199 = -5608428.441275 nChanged 50 SP:Iteration 55Q (1389.531877 sec): 3 clusters Score: Raw -5611913.303812 + Penalty 3482.070199 = -5608431.233613 nChanged 39 SP:Iteration 56Q (1389.631737 sec): 3 clusters Score: Raw -5611915.394542 + Penalty 3482.070199 = -5608433.324343 nChanged 48 SP:Iteration 57Q (1389.739531 sec): 3 clusters Score: Raw -5611918.363072 + Penalty 3482.070199 = -5608436.292873 nChanged 57 SP:Iteration 58Q (1389.856978 sec): 3 clusters Score: Raw -5611922.066581 + Penalty 3482.070199 = -5608439.996383 nChanged 52 SP:Iteration 59Q (1389.974438 sec): 3 clusters Score: Raw -5611924.818618 + Penalty 3482.070199 = -5608442.748419 nChanged 42 SP:Iteration 60F (1390.086454 sec): 3 clusters Score: Raw -5611927.293874 + Penalty 3482.070199 = -5608445.223676 nChanged 33 SP:Iteration 61Q (1390.202624 sec): 3 clusters Score: Raw -5611928.862881 + Penalty 3482.070199 = -5608446.792682 nChanged 32 SP:Iteration 62Q (1390.314163 sec): 3 clusters Score: Raw -5611930.361665 + Penalty 3482.070199 = -5608448.291467 nChanged 35 SP:Iteration 63Q (1390.422110 sec): 3 clusters Score: Raw -5611932.123878 + Penalty 3482.070199 = -5608450.053680 nChanged 42 SP:Iteration 64Q (1390.533887 sec): 3 clusters Score: Raw -5611934.219859 + Penalty 3482.070199 = -5608452.149660 nChanged 46 SP:Iteration 65Q (1390.633224 sec): 3 clusters Score: Raw -5611936.714038 + Penalty 3482.070199 = -5608454.643839 nChanged 41 SP:Iteration 66Q (1390.749754 sec): 3 clusters Score: Raw -5611938.830441 + Penalty 3482.070199 = -5608456.760242 nChanged 37 SP:Iteration 67Q (1390.858203 sec): 3 clusters Score: Raw -5611941.050960 + Penalty 3482.070199 = -5608458.980761 nChanged 33 SP:Iteration 68Q (1390.969830 sec): 3 clusters Score: Raw -5611942.581310 + Penalty 3482.070199 = -5608460.511111 nChanged 30 SP:Iteration 69Q (1391.085681 sec): 3 clusters Score: Raw -5611943.688254 + Penalty 3482.070199 = -5608461.618055 nChanged 24 SP:Iteration 70Q (1391.199254 sec): 3 clusters Score: Raw -5611944.613561 + Penalty 3482.070199 = -5608462.543362 nChanged 22 SP:Iteration 71Q (1391.298794 sec): 3 clusters Score: Raw -5611945.398823 + Penalty 3482.070199 = -5608463.328624 nChanged 20 SP:Iteration 72Q (1391.419099 sec): 3 clusters Score: Raw -5611946.008776 + Penalty 3482.070199 = -5608463.938577 nChanged 16 SP:Iteration 73Q (1391.532682 sec): 3 clusters Score: Raw -5611946.617282 + Penalty 3482.070199 = -5608464.547084 nChanged 15 SP:Iteration 74Q (1391.638118 sec): 3 clusters Score: Raw -5611947.107459 + Penalty 3482.070199 = -5608465.037260 nChanged 12 SP:Iteration 75Q (1391.755133 sec): 3 clusters Score: Raw -5611947.777107 + Penalty 3482.070199 = -5608465.706909 nChanged 18 SP:Iteration 76Q (1391.857770 sec): 3 clusters Score: Raw -5611948.544328 + Penalty 3482.070199 = -5608466.474130 nChanged 20 SP:Iteration 77Q (1391.963519 sec): 3 clusters Score: Raw -5611949.490780 + Penalty 3482.070199 = -5608467.420581 nChanged 19 SP:Iteration 78Q (1392.081126 sec): 3 clusters Score: Raw -5611950.027501 + Penalty 3482.070199 = -5608467.957302 nChanged 11 SP:Iteration 79Q (1392.188781 sec): 3 clusters Score: Raw -5611950.273494 + Penalty 3482.070199 = -5608468.203295 nChanged 5 SP:Iteration 80F (1392.306850 sec): 3 clusters Score: Raw -5611950.375149 + Penalty 3482.070199 = -5608468.304951 nChanged 5 SP:Iteration 81Q (1392.404390 sec): 3 clusters Score: Raw -5611950.490858 + Penalty 3482.070199 = -5608468.420659 nChanged 4 SP:Iteration 82Q (1392.510284 sec): 3 clusters Score: Raw -5611950.641994 + Penalty 3482.070199 = -5608468.571796 nChanged 5 SP:Iteration 83Q (1392.611476 sec): 3 clusters Score: Raw -5611950.759598 + Penalty 3482.070199 = -5608468.689399 nChanged 5 SP:Iteration 84Q (1392.739012 sec): 3 clusters Score: Raw -5611950.882324 + Penalty 3482.070199 = -5608468.812125 nChanged 5 SP:Iteration 85Q (1392.841000 sec): 3 clusters Score: Raw -5611951.094134 + Penalty 3482.070199 = -5608469.023935 nChanged 4 SP:Iteration 86Q (1392.936910 sec): 3 clusters Score: Raw -5611951.194507 + Penalty 3482.070199 = -5608469.124308 nChanged 2 SP:Iteration 87Q (1393.042806 sec): 3 clusters Score: Raw -5611951.233323 + Penalty 3482.070199 = -5608469.163124 nChanged 2 SP:Iteration 88Q (1393.154003 sec): 3 clusters Score: Raw -5611951.293983 + Penalty 3482.070199 = -5608469.223784 nChanged 4 SP:Iteration 89Q (1393.269491 sec): 3 clusters Score: Raw -5611951.454865 + Penalty 3482.070199 = -5608469.384666 nChanged 9 SP:Iteration 90Q (1393.369250 sec): 3 clusters Score: Raw -5611951.796112 + Penalty 3482.070199 = -5608469.725913 nChanged 6 SP:Iteration 91Q (1393.473035 sec): 3 clusters Score: Raw -5611951.981322 + Penalty 3482.070199 = -5608469.911124 nChanged 9 SP:Iteration 92Q (1393.584475 sec): 3 clusters Score: Raw -5611952.209420 + Penalty 3482.070199 = -5608470.139221 nChanged 7 SP:Iteration 93Q (1393.700552 sec): 3 clusters Score: Raw -5611952.355156 + Penalty 3482.070199 = -5608470.284958 nChanged 6 SP:Iteration 94Q (1393.806236 sec): 3 clusters Score: Raw -5611952.561829 + Penalty 3482.070199 = -5608470.491630 nChanged 6 SP:Iteration 95Q (1393.901034 sec): 3 clusters Score: Raw -5611952.707222 + Penalty 3482.070199 = -5608470.637024 nChanged 3 SP:Iteration 96Q (1394.022352 sec): 3 clusters Score: Raw -5611952.777981 + Penalty 3482.070199 = -5608470.707782 nChanged 5 SP:Iteration 97Q (1394.141235 sec): 3 clusters Score: Raw -5611952.898565 + Penalty 3482.070199 = -5608470.828366 nChanged 4 SP:Iteration 98Q (1394.258654 sec): 3 clusters Score: Raw -5611952.969886 + Penalty 3482.070199 = -5608470.899687 nChanged 3 SP:Iteration 99Q (1394.371719 sec): 3 clusters Score: Raw -5611953.026014 + Penalty 3482.070199 = -5608470.955815 nChanged 2 SP:Iteration 100F (1394.496208 sec): 3 clusters Score: Raw -5611953.081275 + Penalty 3482.070199 = -5608471.011076 nChanged 1 SP:Iteration 101Q (1394.605234 sec): 3 clusters Score: Raw -5611953.102842 + Penalty 3482.070199 = -5608471.032644 nChanged 1 SP:Iteration 102Q (1394.691071 sec): 3 clusters Score: Raw -5611953.119699 + Penalty 3482.070199 = -5608471.049500 nChanged 1 SP:Iteration 103Q (1394.797232 sec): 3 clusters Score: Raw -5611953.131903 + Penalty 3482.070199 = -5608471.061704 nChanged 2 SP:Iteration 104Q (1394.910529 sec): 3 clusters Score: Raw -5611953.188647 + Penalty 3482.070199 = -5608471.118449 nChanged 2 SP:Iteration 105Q (1395.021163 sec): 3 clusters Score: Raw -5611953.212321 + Penalty 3482.070199 = -5608471.142122 nChanged 0 SP:Iteration 106F (1395.138949 sec): 3 clusters Score: Raw -5611953.212321 + Penalty 3482.070199 = -5608471.142122 nChanged 0 Score: Raw -84134192.275420 + Penalty 85183.316683 = -84049008.958738 Splitting cluster 28 changes total score from -84048849.182134 to -84049008.958738 So it's getting split into cluster 39. Trying to split cluster 29 (107633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1412.738403 sec): 2 clusters Score: Raw -13678831.882483 + Penalty 1882.803418 = -13676949.079065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1412.957813 sec): 3 clusters Score: Raw -13608754.957547 + Penalty 3765.606836 = -13604989.350712 nChanged 51557 SP:Iteration 1F (1413.152967 sec): 3 clusters Score: Raw -13639043.659610 + Penalty 3765.606836 = -13635278.052775 nChanged 4184 SP:Iteration 2Q (1413.377215 sec): 3 clusters Score: Raw -13640434.402739 + Penalty 3765.606836 = -13636668.795904 nChanged 4622 SP:Iteration 3Q (1413.598802 sec): 3 clusters Score: Raw -13642317.201762 + Penalty 3765.606836 = -13638551.594926 nChanged 5429 SP:Iteration 4F (1413.807143 sec): 3 clusters Score: Raw -13645070.204158 + Penalty 3765.606836 = -13641304.597322 nChanged 6190 SP:Iteration 5F (1414.020263 sec): 3 clusters Score: Raw -13648948.101409 + Penalty 3765.606836 = -13645182.494574 nChanged 6749 SP:Iteration 6F (1414.221081 sec): 3 clusters Score: Raw -13653691.711224 + Penalty 3765.606836 = -13649926.104388 nChanged 6736 SP:Iteration 7F (1414.435855 sec): 3 clusters Score: Raw -13658979.031062 + Penalty 3765.606836 = -13655213.424227 nChanged 6264 SP:Iteration 8F (1414.645831 sec): 3 clusters Score: Raw -13664027.786510 + Penalty 3765.606836 = -13660262.179675 nChanged 5191 SP:Iteration 9Q (1414.867242 sec): 3 clusters Score: Raw -13668016.330158 + Penalty 3765.606836 = -13664250.723323 nChanged 4044 SP:Iteration 10Q (1415.077769 sec): 3 clusters Score: Raw -13670696.327154 + Penalty 3765.606836 = -13666930.720318 nChanged 2940 SP:Iteration 11Q (1415.270647 sec): 3 clusters Score: Raw -13672336.990056 + Penalty 3765.606836 = -13668571.383220 nChanged 2207 SP:Iteration 12Q (1415.475261 sec): 3 clusters Score: Raw -13673409.808528 + Penalty 3765.606836 = -13669644.201693 nChanged 1729 SP:Iteration 13Q (1415.666384 sec): 3 clusters Score: Raw -13674194.796482 + Penalty 3765.606836 = -13670429.189646 nChanged 1554 SP:Iteration 14Q (1415.838373 sec): 3 clusters Score: Raw -13674837.210751 + Penalty 3765.606836 = -13671071.603916 nChanged 1414 SP:Iteration 15Q (1416.032113 sec): 3 clusters Score: Raw -13675406.481317 + Penalty 3765.606836 = -13671640.874482 nChanged 1336 SP:Iteration 16Q (1416.218689 sec): 3 clusters Score: Raw -13675957.623083 + Penalty 3765.606836 = -13672192.016247 nChanged 1224 SP:Iteration 17Q (1416.412138 sec): 3 clusters Score: Raw -13676467.552125 + Penalty 3765.606836 = -13672701.945289 nChanged 1083 SP:Iteration 18Q (1416.598192 sec): 3 clusters Score: Raw -13676918.979443 + Penalty 3765.606836 = -13673153.372608 nChanged 922 SP:Iteration 19Q (1416.797082 sec): 3 clusters Score: Raw -13677307.529961 + Penalty 3765.606836 = -13673541.923126 nChanged 813 SP:Iteration 20F (1417.002874 sec): 3 clusters Score: Raw -13677669.186797 + Penalty 3765.606836 = -13673903.579962 nChanged 708 SP:Iteration 21Q (1417.191571 sec): 3 clusters Score: Raw -13677994.641701 + Penalty 3765.606836 = -13674229.034866 nChanged 620 SP:Iteration 22Q (1417.383446 sec): 3 clusters Score: Raw -13678261.629139 + Penalty 3765.606836 = -13674496.022303 nChanged 483 SP:Iteration 23Q (1417.553894 sec): 3 clusters Score: Raw -13678443.748122 + Penalty 3765.606836 = -13674678.141286 nChanged 386 SP:Iteration 24Q (1417.707640 sec): 3 clusters Score: Raw -13678593.238118 + Penalty 3765.606836 = -13674827.631282 nChanged 311 SP:Iteration 25Q (1417.862811 sec): 3 clusters Score: Raw -13678708.929221 + Penalty 3765.606836 = -13674943.322385 nChanged 266 SP:Iteration 26Q (1418.040242 sec): 3 clusters Score: Raw -13678804.627576 + Penalty 3765.606836 = -13675039.020740 nChanged 214 SP:Iteration 27Q (1418.224388 sec): 3 clusters Score: Raw -13678883.549674 + Penalty 3765.606836 = -13675117.942839 nChanged 197 SP:Iteration 28Q (1418.382272 sec): 3 clusters Score: Raw -13678954.101362 + Penalty 3765.606836 = -13675188.494526 nChanged 168 SP:Iteration 29Q (1418.550418 sec): 3 clusters Score: Raw -13679008.422841 + Penalty 3765.606836 = -13675242.816006 nChanged 134 SP:Iteration 30Q (1418.724270 sec): 3 clusters Score: Raw -13679049.559959 + Penalty 3765.606836 = -13675283.953123 nChanged 105 SP:Iteration 31Q (1418.893686 sec): 3 clusters Score: Raw -13679082.021597 + Penalty 3765.606836 = -13675316.414761 nChanged 77 SP:Iteration 32Q (1419.048560 sec): 3 clusters Score: Raw -13679105.021498 + Penalty 3765.606836 = -13675339.414663 nChanged 62 SP:Iteration 33Q (1419.202541 sec): 3 clusters Score: Raw -13679122.580677 + Penalty 3765.606836 = -13675356.973841 nChanged 50 SP:Iteration 34Q (1419.381379 sec): 3 clusters Score: Raw -13679136.253117 + Penalty 3765.606836 = -13675370.646281 nChanged 44 SP:Iteration 35Q (1419.554945 sec): 3 clusters Score: Raw -13679146.418801 + Penalty 3765.606836 = -13675380.811966 nChanged 43 SP:Iteration 36Q (1419.735189 sec): 3 clusters Score: Raw -13679155.503242 + Penalty 3765.606836 = -13675389.896406 nChanged 30 SP:Iteration 37Q (1419.918689 sec): 3 clusters Score: Raw -13679162.744346 + Penalty 3765.606836 = -13675397.137510 nChanged 28 SP:Iteration 38Q (1420.102508 sec): 3 clusters Score: Raw -13679171.898906 + Penalty 3765.606836 = -13675406.292070 nChanged 23 SP:Iteration 39Q (1420.275610 sec): 3 clusters Score: Raw -13679177.149477 + Penalty 3765.606836 = -13675411.542642 nChanged 18 SP:Iteration 40F (1420.469900 sec): 3 clusters Score: Raw -13679180.866697 + Penalty 3765.606836 = -13675415.259861 nChanged 11 SP:Iteration 41Q (1420.633169 sec): 3 clusters Score: Raw -13679185.301886 + Penalty 3765.606836 = -13675419.695050 nChanged 13 SP:Iteration 42Q (1420.821184 sec): 3 clusters Score: Raw -13679189.281847 + Penalty 3765.606836 = -13675423.675012 nChanged 12 SP:Iteration 43Q (1421.001676 sec): 3 clusters Score: Raw -13679192.828722 + Penalty 3765.606836 = -13675427.221886 nChanged 15 SP:Iteration 44Q (1421.182453 sec): 3 clusters Score: Raw -13679195.958333 + Penalty 3765.606836 = -13675430.351497 nChanged 14 SP:Iteration 45Q (1421.362958 sec): 3 clusters Score: Raw -13679199.451032 + Penalty 3765.606836 = -13675433.844197 nChanged 10 SP:Iteration 46Q (1421.538716 sec): 3 clusters Score: Raw -13679201.371719 + Penalty 3765.606836 = -13675435.764883 nChanged 9 SP:Iteration 47Q (1421.712515 sec): 3 clusters Score: Raw -13679204.412711 + Penalty 3765.606836 = -13675438.805875 nChanged 9 SP:Iteration 48Q (1421.883845 sec): 3 clusters Score: Raw -13679205.914243 + Penalty 3765.606836 = -13675440.307407 nChanged 6 SP:Iteration 49Q (1422.056457 sec): 3 clusters Score: Raw -13679207.172713 + Penalty 3765.606836 = -13675441.565878 nChanged 4 SP:Iteration 50Q (1422.225778 sec): 3 clusters Score: Raw -13679208.144682 + Penalty 3765.606836 = -13675442.537846 nChanged 4 SP:Iteration 51Q (1422.400630 sec): 3 clusters Score: Raw -13679208.955224 + Penalty 3765.606836 = -13675443.348389 nChanged 5 SP:Iteration 52Q (1422.567542 sec): 3 clusters Score: Raw -13679209.760831 + Penalty 3765.606836 = -13675444.153995 nChanged 6 SP:Iteration 53Q (1422.745724 sec): 3 clusters Score: Raw -13679210.686233 + Penalty 3765.606836 = -13675445.079397 nChanged 3 SP:Iteration 54Q (1422.917173 sec): 3 clusters Score: Raw -13679211.253830 + Penalty 3765.606836 = -13675445.646995 nChanged 1 SP:Iteration 55Q (1423.091300 sec): 3 clusters Score: Raw -13679211.382099 + Penalty 3765.606836 = -13675445.775264 nChanged 0 SP:Iteration 56F (1423.295087 sec): 3 clusters Score: Raw -13679211.382099 + Penalty 3765.606836 = -13675445.775264 nChanged 0 Trying to split cluster 30 (7020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1423.322910 sec): 2 clusters Score: Raw -881631.151534 + Penalty 1439.184256 = -880191.967279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1423.358039 sec): 3 clusters Score: Raw -877795.961852 + Penalty 2878.368512 = -874917.593340 nChanged 2952 SP:Iteration 1F (1423.416961 sec): 3 clusters Score: Raw -879389.610987 + Penalty 2878.368512 = -876511.242475 nChanged 438 SP:Iteration 2F (1423.475445 sec): 3 clusters Score: Raw -879598.255615 + Penalty 2878.368512 = -876719.887103 nChanged 372 SP:Iteration 3F (1423.538489 sec): 3 clusters Score: Raw -879756.206868 + Penalty 2878.368512 = -876877.838356 nChanged 297 SP:Iteration 4Q (1423.592897 sec): 3 clusters Score: Raw -879858.437412 + Penalty 2878.368512 = -876980.068901 nChanged 216 SP:Iteration 5Q (1423.648146 sec): 3 clusters Score: Raw -879949.103099 + Penalty 2878.368512 = -877070.734588 nChanged 231 SP:Iteration 6Q (1423.693774 sec): 3 clusters Score: Raw -880035.382392 + Penalty 2878.368512 = -877157.013881 nChanged 179 SP:Iteration 7Q (1423.756053 sec): 3 clusters Score: Raw -880108.089078 + Penalty 2878.368512 = -877229.720566 nChanged 155 SP:Iteration 8Q (1423.805622 sec): 3 clusters Score: Raw -880163.611188 + Penalty 2878.368512 = -877285.242676 nChanged 161 SP:Iteration 9Q (1423.860690 sec): 3 clusters Score: Raw -880228.210383 + Penalty 2878.368512 = -877349.841871 nChanged 169 SP:Iteration 10Q (1423.912332 sec): 3 clusters Score: Raw -880296.600546 + Penalty 2878.368512 = -877418.232035 nChanged 171 SP:Iteration 11Q (1423.977748 sec): 3 clusters Score: Raw -880359.099906 + Penalty 2878.368512 = -877480.731395 nChanged 157 SP:Iteration 12Q (1424.030294 sec): 3 clusters Score: Raw -880415.488461 + Penalty 2878.368512 = -877537.119949 nChanged 150 SP:Iteration 13Q (1424.079490 sec): 3 clusters Score: Raw -880478.983554 + Penalty 2878.368512 = -877600.615043 nChanged 165 SP:Iteration 14Q (1424.130891 sec): 3 clusters Score: Raw -880552.299344 + Penalty 2878.368512 = -877673.930832 nChanged 169 SP:Iteration 15Q (1424.195744 sec): 3 clusters Score: Raw -880625.864746 + Penalty 2878.368512 = -877747.496235 nChanged 171 SP:Iteration 16Q (1424.241922 sec): 3 clusters Score: Raw -880701.360518 + Penalty 2878.368512 = -877822.992007 nChanged 168 SP:Iteration 17Q (1424.306435 sec): 3 clusters Score: Raw -880792.608926 + Penalty 2878.368512 = -877914.240414 nChanged 192 SP:Iteration 18Q (1424.344769 sec): 3 clusters Score: Raw -880923.981668 + Penalty 2878.368512 = -878045.613157 nChanged 214 SP:Iteration 19Q (1424.400511 sec): 3 clusters Score: Raw -881066.726999 + Penalty 2878.368512 = -878188.358488 nChanged 182 SP:Iteration 20F (1424.468868 sec): 3 clusters Score: Raw -881177.766999 + Penalty 2878.368512 = -878299.398487 nChanged 194 SP:Iteration 21Q (1424.513816 sec): 3 clusters Score: Raw -881289.841016 + Penalty 2878.368512 = -878411.472504 nChanged 177 SP:Iteration 22Q (1424.568160 sec): 3 clusters Score: Raw -881385.622332 + Penalty 2878.368512 = -878507.253821 nChanged 142 SP:Iteration 23Q (1424.614881 sec): 3 clusters Score: Raw -881443.390258 + Penalty 2878.368512 = -878565.021746 nChanged 103 SP:Iteration 24Q (1424.674763 sec): 3 clusters Score: Raw -881482.163400 + Penalty 2878.368512 = -878603.794888 nChanged 75 SP:Iteration 25Q (1424.714327 sec): 3 clusters Score: Raw -881506.519530 + Penalty 2878.368512 = -878628.151019 nChanged 60 SP:Iteration 26Q (1424.766280 sec): 3 clusters Score: Raw -881523.459679 + Penalty 2878.368512 = -878645.091167 nChanged 40 SP:Iteration 27Q (1424.825009 sec): 3 clusters Score: Raw -881533.125288 + Penalty 2878.368512 = -878654.756777 nChanged 30 SP:Iteration 28Q (1424.861613 sec): 3 clusters Score: Raw -881543.191341 + Penalty 2878.368512 = -878664.822829 nChanged 36 SP:Iteration 29Q (1424.916623 sec): 3 clusters Score: Raw -881553.423601 + Penalty 2878.368512 = -878675.055089 nChanged 31 SP:Iteration 30Q (1424.984467 sec): 3 clusters Score: Raw -881560.068745 + Penalty 2878.368512 = -878681.700234 nChanged 21 SP:Iteration 31Q (1425.033719 sec): 3 clusters Score: Raw -881565.508096 + Penalty 2878.368512 = -878687.139584 nChanged 31 SP:Iteration 32Q (1425.083529 sec): 3 clusters Score: Raw -881573.532886 + Penalty 2878.368512 = -878695.164375 nChanged 31 SP:Iteration 33Q (1425.139419 sec): 3 clusters Score: Raw -881580.955402 + Penalty 2878.368512 = -878702.586890 nChanged 17 SP:Iteration 34Q (1425.180194 sec): 3 clusters Score: Raw -881583.994654 + Penalty 2878.368512 = -878705.626142 nChanged 11 SP:Iteration 35Q (1425.217940 sec): 3 clusters Score: Raw -881586.419878 + Penalty 2878.368512 = -878708.051367 nChanged 11 SP:Iteration 36Q (1425.277036 sec): 3 clusters Score: Raw -881589.002187 + Penalty 2878.368512 = -878710.633675 nChanged 14 SP:Iteration 37Q (1425.313935 sec): 3 clusters Score: Raw -881593.620166 + Penalty 2878.368512 = -878715.251654 nChanged 18 SP:Iteration 38Q (1425.371323 sec): 3 clusters Score: Raw -881598.423540 + Penalty 2878.368512 = -878720.055028 nChanged 23 SP:Iteration 39Q (1425.419231 sec): 3 clusters Score: Raw -881604.721756 + Penalty 2878.368512 = -878726.353245 nChanged 23 SP:Iteration 40F (1425.469621 sec): 3 clusters Score: Raw -881611.559179 + Penalty 2878.368512 = -878733.190667 nChanged 19 SP:Iteration 41Q (1425.519852 sec): 3 clusters Score: Raw -881616.179455 + Penalty 2878.368512 = -878737.810943 nChanged 22 SP:Iteration 42Q (1425.579279 sec): 3 clusters Score: Raw -881624.755748 + Penalty 2878.368512 = -878746.387236 nChanged 36 SP:Iteration 43Q (1425.628660 sec): 3 clusters Score: Raw -881633.078364 + Penalty 2878.368512 = -878754.709852 nChanged 28 SP:Iteration 44Q (1425.683466 sec): 3 clusters Score: Raw -881638.740684 + Penalty 2878.368512 = -878760.372172 nChanged 24 SP:Iteration 45Q (1425.735816 sec): 3 clusters Score: Raw -881644.595766 + Penalty 2878.368512 = -878766.227255 nChanged 21 SP:Iteration 46Q (1425.794102 sec): 3 clusters Score: Raw -881647.889315 + Penalty 2878.368512 = -878769.520803 nChanged 18 SP:Iteration 47Q (1425.846108 sec): 3 clusters Score: Raw -881651.269476 + Penalty 2878.368512 = -878772.900964 nChanged 17 SP:Iteration 48Q (1425.893074 sec): 3 clusters Score: Raw -881653.627982 + Penalty 2878.368512 = -878775.259471 nChanged 10 SP:Iteration 49Q (1425.938968 sec): 3 clusters Score: Raw -881655.021847 + Penalty 2878.368512 = -878776.653335 nChanged 9 SP:Iteration 50Q (1425.982455 sec): 3 clusters Score: Raw -881656.523323 + Penalty 2878.368512 = -878778.154811 nChanged 5 SP:Iteration 51Q (1426.037664 sec): 3 clusters Score: Raw -881657.536599 + Penalty 2878.368512 = -878779.168087 nChanged 8 SP:Iteration 52Q (1426.094951 sec): 3 clusters Score: Raw -881658.610559 + Penalty 2878.368512 = -878780.242047 nChanged 6 SP:Iteration 53Q (1426.155789 sec): 3 clusters Score: Raw -881659.782462 + Penalty 2878.368512 = -878781.413951 nChanged 6 SP:Iteration 54Q (1426.200708 sec): 3 clusters Score: Raw -881661.003842 + Penalty 2878.368512 = -878782.635331 nChanged 6 SP:Iteration 55Q (1426.269207 sec): 3 clusters Score: Raw -881661.729224 + Penalty 2878.368512 = -878783.360712 nChanged 0 SP:Iteration 56F (1426.321944 sec): 3 clusters Score: Raw -881661.729224 + Penalty 2878.368512 = -878783.360712 nChanged 0 Trying to split cluster 31 (16243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1426.368182 sec): 2 clusters Score: Raw -1910173.440151 + Penalty 1575.505315 = -1908597.934836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1426.428217 sec): 3 clusters Score: Raw -1900583.058329 + Penalty 3151.010631 = -1897432.047698 nChanged 7341 SP:Iteration 1F (1426.498744 sec): 3 clusters Score: Raw -1905094.448622 + Penalty 3151.010631 = -1901943.437991 nChanged 1075 SP:Iteration 2F (1426.564069 sec): 3 clusters Score: Raw -1906004.957918 + Penalty 3151.010631 = -1902853.947287 nChanged 1250 SP:Iteration 3F (1426.638783 sec): 3 clusters Score: Raw -1907183.739077 + Penalty 3151.010631 = -1904032.728446 nChanged 1425 SP:Iteration 4F (1426.703645 sec): 3 clusters Score: Raw -1908370.947687 + Penalty 3151.010631 = -1905219.937057 nChanged 1256 SP:Iteration 5F (1426.770942 sec): 3 clusters Score: Raw -1909247.065227 + Penalty 3151.010631 = -1906096.054596 nChanged 988 SP:Iteration 6F (1426.848316 sec): 3 clusters Score: Raw -1909846.565712 + Penalty 3151.010631 = -1906695.555081 nChanged 788 SP:Iteration 7Q (1426.909645 sec): 3 clusters Score: Raw -1910299.854807 + Penalty 3151.010631 = -1907148.844177 nChanged 613 SP:Iteration 8Q (1426.978703 sec): 3 clusters Score: Raw -1910611.188164 + Penalty 3151.010631 = -1907460.177533 nChanged 496 SP:Iteration 9Q (1427.034043 sec): 3 clusters Score: Raw -1910851.179346 + Penalty 3151.010631 = -1907700.168715 nChanged 399 SP:Iteration 10Q (1427.104941 sec): 3 clusters Score: Raw -1911034.144315 + Penalty 3151.010631 = -1907883.133684 nChanged 316 SP:Iteration 11Q (1427.168956 sec): 3 clusters Score: Raw -1911154.090847 + Penalty 3151.010631 = -1908003.080216 nChanged 251 SP:Iteration 12Q (1427.244270 sec): 3 clusters Score: Raw -1911242.179940 + Penalty 3151.010631 = -1908091.169309 nChanged 226 SP:Iteration 13Q (1427.311530 sec): 3 clusters Score: Raw -1911318.231736 + Penalty 3151.010631 = -1908167.221105 nChanged 196 SP:Iteration 14Q (1427.372759 sec): 3 clusters Score: Raw -1911385.510419 + Penalty 3151.010631 = -1908234.499788 nChanged 174 SP:Iteration 15Q (1427.441234 sec): 3 clusters Score: Raw -1911447.745944 + Penalty 3151.010631 = -1908296.735314 nChanged 178 SP:Iteration 16Q (1427.522455 sec): 3 clusters Score: Raw -1911508.021639 + Penalty 3151.010631 = -1908357.011008 nChanged 127 SP:Iteration 17Q (1427.583102 sec): 3 clusters Score: Raw -1911545.453103 + Penalty 3151.010631 = -1908394.442472 nChanged 113 SP:Iteration 18Q (1427.641509 sec): 3 clusters Score: Raw -1911583.747081 + Penalty 3151.010631 = -1908432.736450 nChanged 116 SP:Iteration 19Q (1427.720657 sec): 3 clusters Score: Raw -1911630.519352 + Penalty 3151.010631 = -1908479.508721 nChanged 96 SP:Iteration 20F (1427.788208 sec): 3 clusters Score: Raw -1911669.947952 + Penalty 3151.010631 = -1908518.937321 nChanged 93 SP:Iteration 21Q (1427.856940 sec): 3 clusters Score: Raw -1911713.634317 + Penalty 3151.010631 = -1908562.623686 nChanged 78 SP:Iteration 22Q (1427.903578 sec): 3 clusters Score: Raw -1911749.622275 + Penalty 3151.010631 = -1908598.611644 nChanged 86 SP:Iteration 23Q (1427.964131 sec): 3 clusters Score: Raw -1911782.693550 + Penalty 3151.010631 = -1908631.682919 nChanged 63 SP:Iteration 24Q (1428.029271 sec): 3 clusters Score: Raw -1911807.618097 + Penalty 3151.010631 = -1908656.607467 nChanged 75 SP:Iteration 25Q (1428.093993 sec): 3 clusters Score: Raw -1911836.509147 + Penalty 3151.010631 = -1908685.498516 nChanged 72 SP:Iteration 26Q (1428.171616 sec): 3 clusters Score: Raw -1911860.646103 + Penalty 3151.010631 = -1908709.635472 nChanged 50 SP:Iteration 27Q (1428.228531 sec): 3 clusters Score: Raw -1911877.211582 + Penalty 3151.010631 = -1908726.200951 nChanged 39 SP:Iteration 28Q (1428.298992 sec): 3 clusters Score: Raw -1911892.108347 + Penalty 3151.010631 = -1908741.097716 nChanged 40 SP:Iteration 29Q (1428.373013 sec): 3 clusters Score: Raw -1911905.861797 + Penalty 3151.010631 = -1908754.851166 nChanged 43 SP:Iteration 30Q (1428.440805 sec): 3 clusters Score: Raw -1911916.350987 + Penalty 3151.010631 = -1908765.340356 nChanged 29 SP:Iteration 31Q (1428.501604 sec): 3 clusters Score: Raw -1911922.625450 + Penalty 3151.010631 = -1908771.614819 nChanged 25 SP:Iteration 32Q (1428.576249 sec): 3 clusters Score: Raw -1911929.463508 + Penalty 3151.010631 = -1908778.452877 nChanged 23 SP:Iteration 33Q (1428.633378 sec): 3 clusters Score: Raw -1911933.961905 + Penalty 3151.010631 = -1908782.951274 nChanged 7 SP:Iteration 34Q (1428.707884 sec): 3 clusters Score: Raw -1911934.966981 + Penalty 3151.010631 = -1908783.956350 nChanged 9 SP:Iteration 35Q (1428.764200 sec): 3 clusters Score: Raw -1911935.932887 + Penalty 3151.010631 = -1908784.922257 nChanged 5 SP:Iteration 36Q (1428.833583 sec): 3 clusters Score: Raw -1911936.473706 + Penalty 3151.010631 = -1908785.463075 nChanged 4 SP:Iteration 37Q (1428.897905 sec): 3 clusters Score: Raw -1911937.018910 + Penalty 3151.010631 = -1908786.008279 nChanged 5 SP:Iteration 38Q (1428.964495 sec): 3 clusters Score: Raw -1911937.436675 + Penalty 3151.010631 = -1908786.426044 nChanged 5 SP:Iteration 39Q (1429.021059 sec): 3 clusters Score: Raw -1911938.143044 + Penalty 3151.010631 = -1908787.132413 nChanged 3 SP:Iteration 40F (1429.089878 sec): 3 clusters Score: Raw -1911938.383758 + Penalty 3151.010631 = -1908787.373128 nChanged 1 SP:Iteration 41Q (1429.147212 sec): 3 clusters Score: Raw -1911938.434307 + Penalty 3151.010631 = -1908787.423677 nChanged 0 SP:Iteration 42F (1429.225511 sec): 3 clusters Score: Raw -1911938.434307 + Penalty 3151.010631 = -1908787.423677 nChanged 0 Score: Raw -84135957.269577 + Penalty 87367.504290 = -84048589.765287 Splitting cluster 31 changes total score from -84048849.182134 to -84048589.765287 So it's not getting split. Trying to split cluster 32 (29000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1445.874027 sec): 2 clusters Score: Raw -3702017.513059 + Penalty 1669.695805 = -3700347.817254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1445.973722 sec): 3 clusters Score: Raw -3684277.716224 + Penalty 3339.391610 = -3680938.324614 nChanged 13254 SP:Iteration 1F (1446.069747 sec): 3 clusters Score: Raw -3691802.459728 + Penalty 3339.391610 = -3688463.068118 nChanged 1416 SP:Iteration 2Q (1446.154434 sec): 3 clusters Score: Raw -3692394.222825 + Penalty 3339.391610 = -3689054.831215 nChanged 1570 SP:Iteration 3F (1446.257415 sec): 3 clusters Score: Raw -3693235.181305 + Penalty 3339.391610 = -3689895.789695 nChanged 1832 SP:Iteration 4F (1446.347446 sec): 3 clusters Score: Raw -3694425.071721 + Penalty 3339.391610 = -3691085.680110 nChanged 2100 SP:Iteration 5F (1446.437149 sec): 3 clusters Score: Raw -3696011.790362 + Penalty 3339.391610 = -3692672.398751 nChanged 2098 SP:Iteration 6F (1446.536681 sec): 3 clusters Score: Raw -3697771.915487 + Penalty 3339.391610 = -3694432.523876 nChanged 1753 SP:Iteration 7F (1446.633843 sec): 3 clusters Score: Raw -3699348.771317 + Penalty 3339.391610 = -3696009.379707 nChanged 1302 SP:Iteration 8Q (1446.724033 sec): 3 clusters Score: Raw -3700576.467491 + Penalty 3339.391610 = -3697237.075881 nChanged 833 SP:Iteration 9Q (1446.819125 sec): 3 clusters Score: Raw -3701340.844533 + Penalty 3339.391610 = -3698001.452923 nChanged 570 SP:Iteration 10Q (1446.914416 sec): 3 clusters Score: Raw -3701815.750045 + Penalty 3339.391610 = -3698476.358435 nChanged 387 SP:Iteration 11Q (1447.006625 sec): 3 clusters Score: Raw -3702094.163663 + Penalty 3339.391610 = -3698754.772052 nChanged 257 SP:Iteration 12Q (1447.098920 sec): 3 clusters Score: Raw -3702229.284478 + Penalty 3339.391610 = -3698889.892868 nChanged 197 SP:Iteration 13Q (1447.181471 sec): 3 clusters Score: Raw -3702320.620931 + Penalty 3339.391610 = -3698981.229320 nChanged 147 SP:Iteration 14Q (1447.267397 sec): 3 clusters Score: Raw -3702380.918949 + Penalty 3339.391610 = -3699041.527339 nChanged 125 SP:Iteration 15Q (1447.348697 sec): 3 clusters Score: Raw -3702426.924980 + Penalty 3339.391610 = -3699087.533370 nChanged 86 SP:Iteration 16Q (1447.440147 sec): 3 clusters Score: Raw -3702450.860981 + Penalty 3339.391610 = -3699111.469371 nChanged 83 SP:Iteration 17Q (1447.528135 sec): 3 clusters Score: Raw -3702472.572243 + Penalty 3339.391610 = -3699133.180633 nChanged 67 SP:Iteration 18Q (1447.613235 sec): 3 clusters Score: Raw -3702487.497786 + Penalty 3339.391610 = -3699148.106176 nChanged 51 SP:Iteration 19Q (1447.700031 sec): 3 clusters Score: Raw -3702497.840844 + Penalty 3339.391610 = -3699158.449233 nChanged 41 SP:Iteration 20F (1447.777686 sec): 3 clusters Score: Raw -3702505.931992 + Penalty 3339.391610 = -3699166.540382 nChanged 32 SP:Iteration 21Q (1447.860181 sec): 3 clusters Score: Raw -3702512.807578 + Penalty 3339.391610 = -3699173.415968 nChanged 36 SP:Iteration 22Q (1447.942754 sec): 3 clusters Score: Raw -3702517.751298 + Penalty 3339.391610 = -3699178.359688 nChanged 24 SP:Iteration 23Q (1448.015501 sec): 3 clusters Score: Raw -3702521.733545 + Penalty 3339.391610 = -3699182.341935 nChanged 27 SP:Iteration 24Q (1448.091343 sec): 3 clusters Score: Raw -3702527.266308 + Penalty 3339.391610 = -3699187.874698 nChanged 36 SP:Iteration 25Q (1448.169559 sec): 3 clusters Score: Raw -3702537.433960 + Penalty 3339.391610 = -3699198.042349 nChanged 42 SP:Iteration 26Q (1448.252484 sec): 3 clusters Score: Raw -3702547.021399 + Penalty 3339.391610 = -3699207.629789 nChanged 37 SP:Iteration 27Q (1448.344532 sec): 3 clusters Score: Raw -3702554.458742 + Penalty 3339.391610 = -3699215.067132 nChanged 31 SP:Iteration 28Q (1448.431608 sec): 3 clusters Score: Raw -3702560.404264 + Penalty 3339.391610 = -3699221.012654 nChanged 30 SP:Iteration 29Q (1448.504348 sec): 3 clusters Score: Raw -3702566.042758 + Penalty 3339.391610 = -3699226.651148 nChanged 25 SP:Iteration 30Q (1448.587533 sec): 3 clusters Score: Raw -3702571.046513 + Penalty 3339.391610 = -3699231.654902 nChanged 19 SP:Iteration 31Q (1448.686508 sec): 3 clusters Score: Raw -3702574.891976 + Penalty 3339.391610 = -3699235.500365 nChanged 19 SP:Iteration 32Q (1448.774067 sec): 3 clusters Score: Raw -3702579.095408 + Penalty 3339.391610 = -3699239.703797 nChanged 21 SP:Iteration 33Q (1448.865040 sec): 3 clusters Score: Raw -3702583.219466 + Penalty 3339.391610 = -3699243.827855 nChanged 19 SP:Iteration 34Q (1448.957144 sec): 3 clusters Score: Raw -3702586.246898 + Penalty 3339.391610 = -3699246.855287 nChanged 19 SP:Iteration 35Q (1449.046759 sec): 3 clusters Score: Raw -3702589.456919 + Penalty 3339.391610 = -3699250.065309 nChanged 19 SP:Iteration 36Q (1449.136758 sec): 3 clusters Score: Raw -3702592.776761 + Penalty 3339.391610 = -3699253.385151 nChanged 13 SP:Iteration 37Q (1449.219029 sec): 3 clusters Score: Raw -3702595.380722 + Penalty 3339.391610 = -3699255.989112 nChanged 9 SP:Iteration 38Q (1449.316730 sec): 3 clusters Score: Raw -3702596.684957 + Penalty 3339.391610 = -3699257.293347 nChanged 6 SP:Iteration 39Q (1449.397000 sec): 3 clusters Score: Raw -3702597.394868 + Penalty 3339.391610 = -3699258.003257 nChanged 4 SP:Iteration 40F (1449.492902 sec): 3 clusters Score: Raw -3702598.717003 + Penalty 3339.391610 = -3699259.325392 nChanged 7 SP:Iteration 41Q (1449.581352 sec): 3 clusters Score: Raw -3702600.561680 + Penalty 3339.391610 = -3699261.170070 nChanged 9 SP:Iteration 42Q (1449.675891 sec): 3 clusters Score: Raw -3702602.775023 + Penalty 3339.391610 = -3699263.383412 nChanged 12 SP:Iteration 43Q (1449.767408 sec): 3 clusters Score: Raw -3702605.901113 + Penalty 3339.391610 = -3699266.509502 nChanged 14 SP:Iteration 44Q (1449.851629 sec): 3 clusters Score: Raw -3702608.939066 + Penalty 3339.391610 = -3699269.547455 nChanged 16 SP:Iteration 45Q (1449.932800 sec): 3 clusters Score: Raw -3702611.233845 + Penalty 3339.391610 = -3699271.842234 nChanged 10 SP:Iteration 46Q (1450.013636 sec): 3 clusters Score: Raw -3702612.890179 + Penalty 3339.391610 = -3699273.498568 nChanged 4 SP:Iteration 47Q (1450.103935 sec): 3 clusters Score: Raw -3702613.873185 + Penalty 3339.391610 = -3699274.481575 nChanged 7 SP:Iteration 48Q (1450.194019 sec): 3 clusters Score: Raw -3702615.384343 + Penalty 3339.391610 = -3699275.992733 nChanged 7 SP:Iteration 49Q (1450.285541 sec): 3 clusters Score: Raw -3702616.301771 + Penalty 3339.391610 = -3699276.910160 nChanged 8 SP:Iteration 50Q (1450.375871 sec): 3 clusters Score: Raw -3702617.371761 + Penalty 3339.391610 = -3699277.980150 nChanged 6 SP:Iteration 51Q (1450.466044 sec): 3 clusters Score: Raw -3702618.275767 + Penalty 3339.391610 = -3699278.884157 nChanged 4 SP:Iteration 52Q (1450.540187 sec): 3 clusters Score: Raw -3702618.798308 + Penalty 3339.391610 = -3699279.406698 nChanged 2 SP:Iteration 53Q (1450.617199 sec): 3 clusters Score: Raw -3702619.037712 + Penalty 3339.391610 = -3699279.646101 nChanged 0 SP:Iteration 54F (1450.710825 sec): 3 clusters Score: Raw -3702619.037712 + Penalty 3339.391610 = -3699279.646101 nChanged 0 Trying to split cluster 33 (5249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1450.753929 sec): 2 clusters Score: Raw -643476.449980 + Penalty 1391.941340 = -642084.508640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1450.802713 sec): 3 clusters Score: Raw -640730.399507 + Penalty 2783.882680 = -637946.516827 nChanged 2154 SP:Iteration 1F (1450.845766 sec): 3 clusters Score: Raw -641998.512666 + Penalty 2783.882680 = -639214.629986 nChanged 397 SP:Iteration 2F (1450.901339 sec): 3 clusters Score: Raw -642222.899308 + Penalty 2783.882680 = -639439.016629 nChanged 302 SP:Iteration 3F (1450.961876 sec): 3 clusters Score: Raw -642374.652437 + Penalty 2783.882680 = -639590.769757 nChanged 238 SP:Iteration 4Q (1451.021155 sec): 3 clusters Score: Raw -642490.101082 + Penalty 2783.882680 = -639706.218402 nChanged 214 SP:Iteration 5Q (1451.072290 sec): 3 clusters Score: Raw -642595.437144 + Penalty 2783.882680 = -639811.554464 nChanged 188 SP:Iteration 6Q (1451.129320 sec): 3 clusters Score: Raw -642697.784474 + Penalty 2783.882680 = -639913.901794 nChanged 198 SP:Iteration 7Q (1451.190280 sec): 3 clusters Score: Raw -642805.219127 + Penalty 2783.882680 = -640021.336448 nChanged 197 SP:Iteration 8Q (1451.247478 sec): 3 clusters Score: Raw -642906.425877 + Penalty 2783.882680 = -640122.543197 nChanged 188 SP:Iteration 9Q (1451.300780 sec): 3 clusters Score: Raw -643017.483803 + Penalty 2783.882680 = -640233.601123 nChanged 191 SP:Iteration 10Q (1451.354715 sec): 3 clusters Score: Raw -643138.961404 + Penalty 2783.882680 = -640355.078725 nChanged 176 SP:Iteration 11Q (1451.405175 sec): 3 clusters Score: Raw -643251.618621 + Penalty 2783.882680 = -640467.735941 nChanged 176 SP:Iteration 12Q (1451.466419 sec): 3 clusters Score: Raw -643386.751449 + Penalty 2783.882680 = -640602.868769 nChanged 150 SP:Iteration 13Q (1451.527030 sec): 3 clusters Score: Raw -643499.770062 + Penalty 2783.882680 = -640715.887382 nChanged 121 SP:Iteration 14Q (1451.580772 sec): 3 clusters Score: Raw -643599.984371 + Penalty 2783.882680 = -640816.101691 nChanged 82 SP:Iteration 15Q (1451.641658 sec): 3 clusters Score: Raw -643669.129945 + Penalty 2783.882680 = -640885.247265 nChanged 68 SP:Iteration 16Q (1451.694068 sec): 3 clusters Score: Raw -643719.903309 + Penalty 2783.882680 = -640936.020629 nChanged 44 SP:Iteration 17Q (1451.748257 sec): 3 clusters Score: Raw -643749.425710 + Penalty 2783.882680 = -640965.543030 nChanged 29 SP:Iteration 18Q (1451.808332 sec): 3 clusters Score: Raw -643770.753823 + Penalty 2783.882680 = -640986.871143 nChanged 24 SP:Iteration 19Q (1451.863107 sec): 3 clusters Score: Raw -643786.922938 + Penalty 2783.882680 = -641003.040258 nChanged 16 SP:Iteration 20F (1451.924583 sec): 3 clusters Score: Raw -643797.182092 + Penalty 2783.882680 = -641013.299412 nChanged 11 SP:Iteration 21Q (1451.971555 sec): 3 clusters Score: Raw -643804.867145 + Penalty 2783.882680 = -641020.984465 nChanged 9 SP:Iteration 22Q (1452.031745 sec): 3 clusters Score: Raw -643816.666177 + Penalty 2783.882680 = -641032.783497 nChanged 9 SP:Iteration 23Q (1452.097106 sec): 3 clusters Score: Raw -643828.414794 + Penalty 2783.882680 = -641044.532114 nChanged 7 SP:Iteration 24Q (1452.154773 sec): 3 clusters Score: Raw -643833.651258 + Penalty 2783.882680 = -641049.768578 nChanged 6 SP:Iteration 25Q (1452.205516 sec): 3 clusters Score: Raw -643836.919293 + Penalty 2783.882680 = -641053.036613 nChanged 3 SP:Iteration 26Q (1452.257672 sec): 3 clusters Score: Raw -643838.141930 + Penalty 2783.882680 = -641054.259250 nChanged 0 SP:Iteration 27F (1452.308434 sec): 3 clusters Score: Raw -643838.141930 + Penalty 2783.882680 = -641054.259250 nChanged 0 Trying to split cluster 34 (6740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1452.328653 sec): 2 clusters Score: Raw -849805.273872 + Penalty 1432.569971 = -848372.703902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1452.387904 sec): 3 clusters Score: Raw -846179.906444 + Penalty 2865.139941 = -843314.766503 nChanged 2770 SP:Iteration 1F (1452.448692 sec): 3 clusters Score: Raw -847614.365047 + Penalty 2865.139941 = -844749.225106 nChanged 461 SP:Iteration 2F (1452.509301 sec): 3 clusters Score: Raw -847892.383665 + Penalty 2865.139941 = -845027.243724 nChanged 487 SP:Iteration 3F (1452.558763 sec): 3 clusters Score: Raw -848214.025480 + Penalty 2865.139941 = -845348.885539 nChanged 469 SP:Iteration 4F (1452.625740 sec): 3 clusters Score: Raw -848588.503389 + Penalty 2865.139941 = -845723.363448 nChanged 492 SP:Iteration 5F (1452.682428 sec): 3 clusters Score: Raw -848976.882545 + Penalty 2865.139941 = -846111.742604 nChanged 447 SP:Iteration 6F (1452.723992 sec): 3 clusters Score: Raw -849306.876817 + Penalty 2865.139941 = -846441.736876 nChanged 348 SP:Iteration 7F (1452.783114 sec): 3 clusters Score: Raw -849545.389399 + Penalty 2865.139941 = -846680.249458 nChanged 256 SP:Iteration 8Q (1452.838813 sec): 3 clusters Score: Raw -849693.236442 + Penalty 2865.139941 = -846828.096500 nChanged 184 SP:Iteration 9Q (1452.892353 sec): 3 clusters Score: Raw -849796.735008 + Penalty 2865.139941 = -846931.595067 nChanged 141 SP:Iteration 10Q (1452.947551 sec): 3 clusters Score: Raw -849868.306562 + Penalty 2865.139941 = -847003.166621 nChanged 123 SP:Iteration 11Q (1452.997334 sec): 3 clusters Score: Raw -849943.716562 + Penalty 2865.139941 = -847078.576621 nChanged 139 SP:Iteration 12Q (1453.060137 sec): 3 clusters Score: Raw -850025.716370 + Penalty 2865.139941 = -847160.576429 nChanged 126 SP:Iteration 13Q (1453.114136 sec): 3 clusters Score: Raw -850101.157173 + Penalty 2865.139941 = -847236.017232 nChanged 93 SP:Iteration 14Q (1453.170567 sec): 3 clusters Score: Raw -850149.236608 + Penalty 2865.139941 = -847284.096667 nChanged 91 SP:Iteration 15Q (1453.215920 sec): 3 clusters Score: Raw -850192.827966 + Penalty 2865.139941 = -847327.688025 nChanged 71 SP:Iteration 16Q (1453.268228 sec): 3 clusters Score: Raw -850229.489041 + Penalty 2865.139941 = -847364.349100 nChanged 67 SP:Iteration 17Q (1453.322941 sec): 3 clusters Score: Raw -850268.048725 + Penalty 2865.139941 = -847402.908784 nChanged 75 SP:Iteration 18Q (1453.375451 sec): 3 clusters Score: Raw -850304.624895 + Penalty 2865.139941 = -847439.484954 nChanged 62 SP:Iteration 19Q (1453.428825 sec): 3 clusters Score: Raw -850338.668454 + Penalty 2865.139941 = -847473.528512 nChanged 56 SP:Iteration 20F (1453.494623 sec): 3 clusters Score: Raw -850370.472639 + Penalty 2865.139941 = -847505.332698 nChanged 53 SP:Iteration 21Q (1453.540211 sec): 3 clusters Score: Raw -850392.052089 + Penalty 2865.139941 = -847526.912147 nChanged 44 SP:Iteration 22Q (1453.589760 sec): 3 clusters Score: Raw -850408.694407 + Penalty 2865.139941 = -847543.554466 nChanged 32 SP:Iteration 23Q (1453.646149 sec): 3 clusters Score: Raw -850419.312163 + Penalty 2865.139941 = -847554.172222 nChanged 22 SP:Iteration 24Q (1453.701109 sec): 3 clusters Score: Raw -850427.554113 + Penalty 2865.139941 = -847562.414172 nChanged 20 SP:Iteration 25Q (1453.754642 sec): 3 clusters Score: Raw -850434.882939 + Penalty 2865.139941 = -847569.742998 nChanged 22 SP:Iteration 26Q (1453.809248 sec): 3 clusters Score: Raw -850440.542971 + Penalty 2865.139941 = -847575.403029 nChanged 22 SP:Iteration 27Q (1453.851516 sec): 3 clusters Score: Raw -850450.240921 + Penalty 2865.139941 = -847585.100980 nChanged 22 SP:Iteration 28Q (1453.908514 sec): 3 clusters Score: Raw -850457.975312 + Penalty 2865.139941 = -847592.835370 nChanged 20 SP:Iteration 29Q (1453.958751 sec): 3 clusters Score: Raw -850465.119755 + Penalty 2865.139941 = -847599.979814 nChanged 16 SP:Iteration 30Q (1454.013398 sec): 3 clusters Score: Raw -850470.614419 + Penalty 2865.139941 = -847605.474478 nChanged 19 SP:Iteration 31Q (1454.072675 sec): 3 clusters Score: Raw -850476.065094 + Penalty 2865.139941 = -847610.925153 nChanged 10 SP:Iteration 32Q (1454.128196 sec): 3 clusters Score: Raw -850479.840044 + Penalty 2865.139941 = -847614.700103 nChanged 12 SP:Iteration 33Q (1454.175348 sec): 3 clusters Score: Raw -850482.894536 + Penalty 2865.139941 = -847617.754595 nChanged 9 SP:Iteration 34Q (1454.233879 sec): 3 clusters Score: Raw -850485.168630 + Penalty 2865.139941 = -847620.028689 nChanged 8 SP:Iteration 35Q (1454.287029 sec): 3 clusters Score: Raw -850487.250484 + Penalty 2865.139941 = -847622.110543 nChanged 6 SP:Iteration 36Q (1454.341720 sec): 3 clusters Score: Raw -850488.158329 + Penalty 2865.139941 = -847623.018388 nChanged 4 SP:Iteration 37Q (1454.398258 sec): 3 clusters Score: Raw -850489.333863 + Penalty 2865.139941 = -847624.193921 nChanged 6 SP:Iteration 38Q (1454.457248 sec): 3 clusters Score: Raw -850490.976617 + Penalty 2865.139941 = -847625.836676 nChanged 6 SP:Iteration 39Q (1454.502855 sec): 3 clusters Score: Raw -850492.250369 + Penalty 2865.139941 = -847627.110428 nChanged 5 SP:Iteration 40F (1454.569407 sec): 3 clusters Score: Raw -850493.085642 + Penalty 2865.139941 = -847627.945701 nChanged 5 SP:Iteration 41Q (1454.631922 sec): 3 clusters Score: Raw -850493.915018 + Penalty 2865.139941 = -847628.775077 nChanged 2 SP:Iteration 42Q (1454.678259 sec): 3 clusters Score: Raw -850494.586790 + Penalty 2865.139941 = -847629.446849 nChanged 7 SP:Iteration 43Q (1454.746253 sec): 3 clusters Score: Raw -850496.327118 + Penalty 2865.139941 = -847631.187176 nChanged 6 SP:Iteration 44Q (1454.792311 sec): 3 clusters Score: Raw -850497.213444 + Penalty 2865.139941 = -847632.073503 nChanged 1 SP:Iteration 45Q (1454.845806 sec): 3 clusters Score: Raw -850497.392334 + Penalty 2865.139941 = -847632.252393 nChanged 1 SP:Iteration 46Q (1454.900556 sec): 3 clusters Score: Raw -850497.488824 + Penalty 2865.139941 = -847632.348883 nChanged 0 SP:Iteration 47F (1454.953078 sec): 3 clusters Score: Raw -850497.488824 + Penalty 2865.139941 = -847632.348883 nChanged 0 Trying to split cluster 35 (7298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1454.976578 sec): 2 clusters Score: Raw -922710.748853 + Penalty 1445.495288 = -921265.253565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1455.043405 sec): 3 clusters Score: Raw -918696.104010 + Penalty 2890.990576 = -915805.113434 nChanged 3110 SP:Iteration 1F (1455.104344 sec): 3 clusters Score: Raw -920469.939412 + Penalty 2890.990576 = -917578.948837 nChanged 546 SP:Iteration 2F (1455.161012 sec): 3 clusters Score: Raw -920773.013560 + Penalty 2890.990576 = -917882.022984 nChanged 439 SP:Iteration 3F (1455.215829 sec): 3 clusters Score: Raw -921014.713122 + Penalty 2890.990576 = -918123.722547 nChanged 349 SP:Iteration 4Q (1455.277528 sec): 3 clusters Score: Raw -921212.240991 + Penalty 2890.990576 = -918321.250415 nChanged 343 SP:Iteration 5Q (1455.337892 sec): 3 clusters Score: Raw -921425.349979 + Penalty 2890.990576 = -918534.359403 nChanged 325 SP:Iteration 6Q (1455.395547 sec): 3 clusters Score: Raw -921642.633299 + Penalty 2890.990576 = -918751.642724 nChanged 305 SP:Iteration 7Q (1455.454178 sec): 3 clusters Score: Raw -921883.652268 + Penalty 2890.990576 = -918992.661692 nChanged 308 SP:Iteration 8Q (1455.503045 sec): 3 clusters Score: Raw -922149.184380 + Penalty 2890.990576 = -919258.193805 nChanged 292 SP:Iteration 9Q (1455.569958 sec): 3 clusters Score: Raw -922459.953254 + Penalty 2890.990576 = -919568.962678 nChanged 289 SP:Iteration 10Q (1455.619993 sec): 3 clusters Score: Raw -922789.397687 + Penalty 2890.990576 = -919898.407112 nChanged 245 SP:Iteration 11Q (1455.686095 sec): 3 clusters Score: Raw -923017.011121 + Penalty 2890.990576 = -920126.020546 nChanged 173 SP:Iteration 12Q (1455.733994 sec): 3 clusters Score: Raw -923115.315472 + Penalty 2890.990576 = -920224.324896 nChanged 130 SP:Iteration 13Q (1455.789737 sec): 3 clusters Score: Raw -923173.119743 + Penalty 2890.990576 = -920282.129168 nChanged 87 SP:Iteration 14Q (1455.860036 sec): 3 clusters Score: Raw -923209.493121 + Penalty 2890.990576 = -920318.502545 nChanged 77 SP:Iteration 15Q (1455.919435 sec): 3 clusters Score: Raw -923238.405287 + Penalty 2890.990576 = -920347.414712 nChanged 52 SP:Iteration 16Q (1455.974726 sec): 3 clusters Score: Raw -923253.087473 + Penalty 2890.990576 = -920362.096898 nChanged 29 SP:Iteration 17Q (1456.027758 sec): 3 clusters Score: Raw -923260.787759 + Penalty 2890.990576 = -920369.797184 nChanged 33 SP:Iteration 18Q (1456.071873 sec): 3 clusters Score: Raw -923271.925034 + Penalty 2890.990576 = -920380.934459 nChanged 35 SP:Iteration 19Q (1456.124406 sec): 3 clusters Score: Raw -923284.160937 + Penalty 2890.990576 = -920393.170361 nChanged 33 SP:Iteration 20F (1456.172202 sec): 3 clusters Score: Raw -923293.745643 + Penalty 2890.990576 = -920402.755068 nChanged 32 SP:Iteration 21Q (1456.228100 sec): 3 clusters Score: Raw -923303.362700 + Penalty 2890.990576 = -920412.372124 nChanged 32 SP:Iteration 22Q (1456.282458 sec): 3 clusters Score: Raw -923312.763957 + Penalty 2890.990576 = -920421.773381 nChanged 25 SP:Iteration 23Q (1456.324309 sec): 3 clusters Score: Raw -923319.315427 + Penalty 2890.990576 = -920428.324851 nChanged 26 SP:Iteration 24Q (1456.377011 sec): 3 clusters Score: Raw -923326.323790 + Penalty 2890.990576 = -920435.333214 nChanged 28 SP:Iteration 25Q (1456.435108 sec): 3 clusters Score: Raw -923335.233153 + Penalty 2890.990576 = -920444.242578 nChanged 41 SP:Iteration 26Q (1456.492219 sec): 3 clusters Score: Raw -923348.077901 + Penalty 2890.990576 = -920457.087326 nChanged 37 SP:Iteration 27Q (1456.549487 sec): 3 clusters Score: Raw -923359.662121 + Penalty 2890.990576 = -920468.671546 nChanged 33 SP:Iteration 28Q (1456.606737 sec): 3 clusters Score: Raw -923368.339770 + Penalty 2890.990576 = -920477.349195 nChanged 32 SP:Iteration 29Q (1456.660148 sec): 3 clusters Score: Raw -923377.643523 + Penalty 2890.990576 = -920486.652948 nChanged 31 SP:Iteration 30Q (1456.716507 sec): 3 clusters Score: Raw -923386.215712 + Penalty 2890.990576 = -920495.225137 nChanged 27 SP:Iteration 31Q (1456.776481 sec): 3 clusters Score: Raw -923395.346851 + Penalty 2890.990576 = -920504.356276 nChanged 30 SP:Iteration 32Q (1456.822189 sec): 3 clusters Score: Raw -923403.430330 + Penalty 2890.990576 = -920512.439754 nChanged 22 SP:Iteration 33Q (1456.861711 sec): 3 clusters Score: Raw -923408.326557 + Penalty 2890.990576 = -920517.335982 nChanged 15 SP:Iteration 34Q (1456.910378 sec): 3 clusters Score: Raw -923410.753142 + Penalty 2890.990576 = -920519.762566 nChanged 10 SP:Iteration 35Q (1456.964869 sec): 3 clusters Score: Raw -923412.616577 + Penalty 2890.990576 = -920521.626002 nChanged 7 SP:Iteration 36Q (1457.026427 sec): 3 clusters Score: Raw -923414.150255 + Penalty 2890.990576 = -920523.159679 nChanged 7 SP:Iteration 37Q (1457.083175 sec): 3 clusters Score: Raw -923415.150487 + Penalty 2890.990576 = -920524.159911 nChanged 3 SP:Iteration 38Q (1457.129074 sec): 3 clusters Score: Raw -923415.613559 + Penalty 2890.990576 = -920524.622984 nChanged 2 SP:Iteration 39Q (1457.185030 sec): 3 clusters Score: Raw -923416.263877 + Penalty 2890.990576 = -920525.273302 nChanged 2 SP:Iteration 40F (1457.234431 sec): 3 clusters Score: Raw -923416.614027 + Penalty 2890.990576 = -920525.623452 nChanged 2 SP:Iteration 41Q (1457.291252 sec): 3 clusters Score: Raw -923417.142386 + Penalty 2890.990576 = -920526.151811 nChanged 3 SP:Iteration 42Q (1457.348380 sec): 3 clusters Score: Raw -923417.347067 + Penalty 2890.990576 = -920526.356491 nChanged 1 SP:Iteration 43Q (1457.392677 sec): 3 clusters Score: Raw -923417.406868 + Penalty 2890.990576 = -920526.416292 nChanged 0 SP:Iteration 44F (1457.461286 sec): 3 clusters Score: Raw -923417.406868 + Penalty 2890.990576 = -920526.416292 nChanged 0 Trying to split cluster 36 (10257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1457.499261 sec): 2 clusters Score: Raw -1191870.364027 + Penalty 1500.803798 = -1190369.560230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1457.548533 sec): 3 clusters Score: Raw -1186021.077919 + Penalty 3001.607595 = -1183019.470324 nChanged 4439 SP:Iteration 1F (1457.606358 sec): 3 clusters Score: Raw -1189076.198207 + Penalty 3001.607595 = -1186074.590612 nChanged 1054 SP:Iteration 2F (1457.661698 sec): 3 clusters Score: Raw -1190260.931831 + Penalty 3001.607595 = -1187259.324236 nChanged 1016 SP:Iteration 3F (1457.719042 sec): 3 clusters Score: Raw -1191276.204169 + Penalty 3001.607595 = -1188274.596573 nChanged 814 SP:Iteration 4F (1457.768219 sec): 3 clusters Score: Raw -1191935.716562 + Penalty 3001.607595 = -1188934.108967 nChanged 638 SP:Iteration 5F (1457.827802 sec): 3 clusters Score: Raw -1192371.520271 + Penalty 3001.607595 = -1189369.912676 nChanged 450 SP:Iteration 6Q (1457.891488 sec): 3 clusters Score: Raw -1192639.553209 + Penalty 3001.607595 = -1189637.945613 nChanged 370 SP:Iteration 7Q (1457.962694 sec): 3 clusters Score: Raw -1192848.137068 + Penalty 3001.607595 = -1189846.529472 nChanged 312 SP:Iteration 8Q (1458.029942 sec): 3 clusters Score: Raw -1193006.032652 + Penalty 3001.607595 = -1190004.425057 nChanged 239 SP:Iteration 9Q (1458.089444 sec): 3 clusters Score: Raw -1193103.950240 + Penalty 3001.607595 = -1190102.342644 nChanged 194 SP:Iteration 10Q (1458.157146 sec): 3 clusters Score: Raw -1193182.962312 + Penalty 3001.607595 = -1190181.354717 nChanged 183 SP:Iteration 11Q (1458.229570 sec): 3 clusters Score: Raw -1193264.340733 + Penalty 3001.607595 = -1190262.733137 nChanged 166 SP:Iteration 12Q (1458.282642 sec): 3 clusters Score: Raw -1193325.916975 + Penalty 3001.607595 = -1190324.309379 nChanged 137 SP:Iteration 13Q (1458.341317 sec): 3 clusters Score: Raw -1193365.371723 + Penalty 3001.607595 = -1190363.764127 nChanged 83 SP:Iteration 14Q (1458.413981 sec): 3 clusters Score: Raw -1193385.219671 + Penalty 3001.607595 = -1190383.612075 nChanged 73 SP:Iteration 15Q (1458.475535 sec): 3 clusters Score: Raw -1193398.561405 + Penalty 3001.607595 = -1190396.953810 nChanged 47 SP:Iteration 16Q (1458.529348 sec): 3 clusters Score: Raw -1193404.969824 + Penalty 3001.607595 = -1190403.362228 nChanged 28 SP:Iteration 17Q (1458.594756 sec): 3 clusters Score: Raw -1193409.362195 + Penalty 3001.607595 = -1190407.754599 nChanged 31 SP:Iteration 18Q (1458.654347 sec): 3 clusters Score: Raw -1193413.971617 + Penalty 3001.607595 = -1190412.364021 nChanged 24 SP:Iteration 19Q (1458.709725 sec): 3 clusters Score: Raw -1193417.959284 + Penalty 3001.607595 = -1190416.351689 nChanged 20 SP:Iteration 20F (1458.784914 sec): 3 clusters Score: Raw -1193420.590230 + Penalty 3001.607595 = -1190418.982635 nChanged 21 SP:Iteration 21Q (1458.846907 sec): 3 clusters Score: Raw -1193423.648224 + Penalty 3001.607595 = -1190422.040628 nChanged 20 SP:Iteration 22Q (1458.904666 sec): 3 clusters Score: Raw -1193426.271065 + Penalty 3001.607595 = -1190424.663470 nChanged 11 SP:Iteration 23Q (1458.966858 sec): 3 clusters Score: Raw -1193427.504195 + Penalty 3001.607595 = -1190425.896600 nChanged 18 SP:Iteration 24Q (1459.028200 sec): 3 clusters Score: Raw -1193429.455428 + Penalty 3001.607595 = -1190427.847832 nChanged 12 SP:Iteration 25Q (1459.101084 sec): 3 clusters Score: Raw -1193430.912599 + Penalty 3001.607595 = -1190429.305004 nChanged 10 SP:Iteration 26Q (1459.165296 sec): 3 clusters Score: Raw -1193432.329700 + Penalty 3001.607595 = -1190430.722104 nChanged 9 SP:Iteration 27Q (1459.218375 sec): 3 clusters Score: Raw -1193433.320118 + Penalty 3001.607595 = -1190431.712523 nChanged 8 SP:Iteration 28Q (1459.293133 sec): 3 clusters Score: Raw -1193433.987571 + Penalty 3001.607595 = -1190432.379975 nChanged 3 SP:Iteration 29Q (1459.355399 sec): 3 clusters Score: Raw -1193434.161857 + Penalty 3001.607595 = -1190432.554261 nChanged 4 SP:Iteration 30Q (1459.409097 sec): 3 clusters Score: Raw -1193434.358895 + Penalty 3001.607595 = -1190432.751300 nChanged 2 SP:Iteration 31Q (1459.477046 sec): 3 clusters Score: Raw -1193434.597654 + Penalty 3001.607595 = -1190432.990058 nChanged 2 SP:Iteration 32Q (1459.532674 sec): 3 clusters Score: Raw -1193435.014017 + Penalty 3001.607595 = -1190433.406422 nChanged 6 SP:Iteration 33Q (1459.592947 sec): 3 clusters Score: Raw -1193435.822441 + Penalty 3001.607595 = -1190434.214846 nChanged 2 SP:Iteration 34Q (1459.649750 sec): 3 clusters Score: Raw -1193436.229814 + Penalty 3001.607595 = -1190434.622218 nChanged 4 SP:Iteration 35Q (1459.708759 sec): 3 clusters Score: Raw -1193437.024208 + Penalty 3001.607595 = -1190435.416612 nChanged 8 SP:Iteration 36Q (1459.774938 sec): 3 clusters Score: Raw -1193437.695132 + Penalty 3001.607595 = -1190436.087536 nChanged 6 SP:Iteration 37Q (1459.841251 sec): 3 clusters Score: Raw -1193438.338715 + Penalty 3001.607595 = -1190436.731120 nChanged 4 SP:Iteration 38Q (1459.905513 sec): 3 clusters Score: Raw -1193438.643513 + Penalty 3001.607595 = -1190437.035918 nChanged 4 SP:Iteration 39Q (1459.963622 sec): 3 clusters Score: Raw -1193439.020453 + Penalty 3001.607595 = -1190437.412858 nChanged 6 SP:Iteration 40F (1460.017677 sec): 3 clusters Score: Raw -1193439.878543 + Penalty 3001.607595 = -1190438.270948 nChanged 4 SP:Iteration 41Q (1460.081956 sec): 3 clusters Score: Raw -1193440.183745 + Penalty 3001.607595 = -1190438.576149 nChanged 0 SP:Iteration 42F (1460.139214 sec): 3 clusters Score: Raw -1193440.183745 + Penalty 3001.607595 = -1190438.576149 nChanged 0 Score: Raw -84135762.095137 + Penalty 87367.504290 = -84048394.590847 Splitting cluster 36 changes total score from -84048849.182134 to -84048394.590847 So it's not getting split. Trying to split cluster 37 (8574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1476.843207 sec): 2 clusters Score: Raw -1080371.249191 + Penalty 1471.679568 = -1078899.569623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1476.901568 sec): 3 clusters Score: Raw -1075612.487850 + Penalty 2943.359135 = -1072669.128714 nChanged 3649 SP:Iteration 1F (1476.954329 sec): 3 clusters Score: Raw -1077706.687054 + Penalty 2943.359135 = -1074763.327919 nChanged 653 SP:Iteration 2F (1477.010779 sec): 3 clusters Score: Raw -1078104.979086 + Penalty 2943.359135 = -1075161.619951 nChanged 570 SP:Iteration 3F (1477.070500 sec): 3 clusters Score: Raw -1078484.887051 + Penalty 2943.359135 = -1075541.527916 nChanged 538 SP:Iteration 4F (1477.131820 sec): 3 clusters Score: Raw -1078867.749274 + Penalty 2943.359135 = -1075924.390139 nChanged 519 SP:Iteration 5F (1477.203353 sec): 3 clusters Score: Raw -1079276.207483 + Penalty 2943.359135 = -1076332.848348 nChanged 504 SP:Iteration 6F (1477.250284 sec): 3 clusters Score: Raw -1079646.451162 + Penalty 2943.359135 = -1076703.092027 nChanged 410 SP:Iteration 7Q (1477.309584 sec): 3 clusters Score: Raw -1079936.499969 + Penalty 2943.359135 = -1076993.140834 nChanged 385 SP:Iteration 8Q (1477.355966 sec): 3 clusters Score: Raw -1080176.014658 + Penalty 2943.359135 = -1077232.655523 nChanged 296 SP:Iteration 9Q (1477.410394 sec): 3 clusters Score: Raw -1080338.016880 + Penalty 2943.359135 = -1077394.657745 nChanged 264 SP:Iteration 10Q (1477.468938 sec): 3 clusters Score: Raw -1080475.132872 + Penalty 2943.359135 = -1077531.773736 nChanged 214 SP:Iteration 11Q (1477.520766 sec): 3 clusters Score: Raw -1080572.941768 + Penalty 2943.359135 = -1077629.582632 nChanged 169 SP:Iteration 12Q (1477.569985 sec): 3 clusters Score: Raw -1080643.074023 + Penalty 2943.359135 = -1077699.714888 nChanged 145 SP:Iteration 13Q (1477.630553 sec): 3 clusters Score: Raw -1080695.603628 + Penalty 2943.359135 = -1077752.244493 nChanged 120 SP:Iteration 14Q (1477.694764 sec): 3 clusters Score: Raw -1080734.309189 + Penalty 2943.359135 = -1077790.950053 nChanged 105 SP:Iteration 15Q (1477.745823 sec): 3 clusters Score: Raw -1080766.118201 + Penalty 2943.359135 = -1077822.759065 nChanged 68 SP:Iteration 16Q (1477.807231 sec): 3 clusters Score: Raw -1080786.036852 + Penalty 2943.359135 = -1077842.677717 nChanged 65 SP:Iteration 17Q (1477.859386 sec): 3 clusters Score: Raw -1080804.892494 + Penalty 2943.359135 = -1077861.533359 nChanged 58 SP:Iteration 18Q (1477.921002 sec): 3 clusters Score: Raw -1080820.086218 + Penalty 2943.359135 = -1077876.727082 nChanged 48 SP:Iteration 19Q (1477.970776 sec): 3 clusters Score: Raw -1080834.063016 + Penalty 2943.359135 = -1077890.703880 nChanged 53 SP:Iteration 20F (1478.032481 sec): 3 clusters Score: Raw -1080851.264579 + Penalty 2943.359135 = -1077907.905444 nChanged 60 SP:Iteration 21Q (1478.092458 sec): 3 clusters Score: Raw -1080867.328015 + Penalty 2943.359135 = -1077923.968879 nChanged 45 SP:Iteration 22Q (1478.160638 sec): 3 clusters Score: Raw -1080879.963068 + Penalty 2943.359135 = -1077936.603932 nChanged 46 SP:Iteration 23Q (1478.214001 sec): 3 clusters Score: Raw -1080893.140748 + Penalty 2943.359135 = -1077949.781612 nChanged 41 SP:Iteration 24Q (1478.285325 sec): 3 clusters Score: Raw -1080901.676413 + Penalty 2943.359135 = -1077958.317277 nChanged 27 SP:Iteration 25Q (1478.351112 sec): 3 clusters Score: Raw -1080904.885472 + Penalty 2943.359135 = -1077961.526337 nChanged 16 SP:Iteration 26Q (1478.404884 sec): 3 clusters Score: Raw -1080907.010475 + Penalty 2943.359135 = -1077963.651340 nChanged 10 SP:Iteration 27Q (1478.465352 sec): 3 clusters Score: Raw -1080908.376047 + Penalty 2943.359135 = -1077965.016912 nChanged 9 SP:Iteration 28Q (1478.516951 sec): 3 clusters Score: Raw -1080910.473370 + Penalty 2943.359135 = -1077967.114235 nChanged 16 SP:Iteration 29Q (1478.581618 sec): 3 clusters Score: Raw -1080913.646171 + Penalty 2943.359135 = -1077970.287035 nChanged 10 SP:Iteration 30Q (1478.644885 sec): 3 clusters Score: Raw -1080914.830987 + Penalty 2943.359135 = -1077971.471852 nChanged 5 SP:Iteration 31Q (1478.697569 sec): 3 clusters Score: Raw -1080915.528796 + Penalty 2943.359135 = -1077972.169660 nChanged 5 SP:Iteration 32Q (1478.760669 sec): 3 clusters Score: Raw -1080916.314127 + Penalty 2943.359135 = -1077972.954992 nChanged 4 SP:Iteration 33Q (1478.815500 sec): 3 clusters Score: Raw -1080917.160289 + Penalty 2943.359135 = -1077973.801153 nChanged 7 SP:Iteration 34Q (1478.869395 sec): 3 clusters Score: Raw -1080918.103389 + Penalty 2943.359135 = -1077974.744254 nChanged 5 SP:Iteration 35Q (1478.940562 sec): 3 clusters Score: Raw -1080918.645739 + Penalty 2943.359135 = -1077975.286603 nChanged 3 SP:Iteration 36Q (1478.988926 sec): 3 clusters Score: Raw -1080918.880617 + Penalty 2943.359135 = -1077975.521482 nChanged 4 SP:Iteration 37Q (1479.054162 sec): 3 clusters Score: Raw -1080919.346675 + Penalty 2943.359135 = -1077975.987540 nChanged 2 SP:Iteration 38Q (1479.114684 sec): 3 clusters Score: Raw -1080919.450711 + Penalty 2943.359135 = -1077976.091576 nChanged 2 SP:Iteration 39Q (1479.178855 sec): 3 clusters Score: Raw -1080919.619118 + Penalty 2943.359135 = -1077976.259982 nChanged 2 SP:Iteration 40F (1479.229286 sec): 3 clusters Score: Raw -1080919.907292 + Penalty 2943.359135 = -1077976.548157 nChanged 3 SP:Iteration 41Q (1479.295542 sec): 3 clusters Score: Raw -1080920.246367 + Penalty 2943.359135 = -1077976.887231 nChanged 5 SP:Iteration 42Q (1479.357008 sec): 3 clusters Score: Raw -1080920.873412 + Penalty 2943.359135 = -1077977.514277 nChanged 5 SP:Iteration 43Q (1479.409064 sec): 3 clusters Score: Raw -1080921.409359 + Penalty 2943.359135 = -1077978.050223 nChanged 2 SP:Iteration 44Q (1479.478854 sec): 3 clusters Score: Raw -1080921.537302 + Penalty 2943.359135 = -1077978.178167 nChanged 2 SP:Iteration 45Q (1479.525771 sec): 3 clusters Score: Raw -1080921.793712 + Penalty 2943.359135 = -1077978.434577 nChanged 2 SP:Iteration 46Q (1479.594405 sec): 3 clusters Score: Raw -1080921.872893 + Penalty 2943.359135 = -1077978.513758 nChanged 0 SP:Iteration 47F (1479.645992 sec): 3 clusters Score: Raw -1080921.872893 + Penalty 2943.359135 = -1077978.513758 nChanged 0 Trying to split cluster 38 (6788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1479.674885 sec): 2 clusters Score: Raw -850058.712543 + Penalty 1433.723139 = -848624.989404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1479.741470 sec): 3 clusters Score: Raw -846444.438129 + Penalty 2867.446279 = -843576.991850 nChanged 2756 SP:Iteration 1F (1479.780482 sec): 3 clusters Score: Raw -848211.025221 + Penalty 2867.446279 = -845343.578942 nChanged 600 SP:Iteration 2F (1479.840255 sec): 3 clusters Score: Raw -848713.844946 + Penalty 2867.446279 = -845846.398667 nChanged 545 SP:Iteration 3F (1479.902987 sec): 3 clusters Score: Raw -849180.001211 + Penalty 2867.446279 = -846312.554932 nChanged 447 SP:Iteration 4F (1479.960339 sec): 3 clusters Score: Raw -849554.246269 + Penalty 2867.446279 = -846686.799990 nChanged 430 SP:Iteration 5F (1479.997974 sec): 3 clusters Score: Raw -849896.551291 + Penalty 2867.446279 = -847029.105013 nChanged 370 SP:Iteration 6F (1480.054341 sec): 3 clusters Score: Raw -850190.512478 + Penalty 2867.446279 = -847323.066200 nChanged 319 SP:Iteration 7Q (1480.109199 sec): 3 clusters Score: Raw -850414.424023 + Penalty 2867.446279 = -847546.977745 nChanged 252 SP:Iteration 8Q (1480.153727 sec): 3 clusters Score: Raw -850600.656874 + Penalty 2867.446279 = -847733.210596 nChanged 219 SP:Iteration 9Q (1480.206893 sec): 3 clusters Score: Raw -850752.875120 + Penalty 2867.446279 = -847885.428842 nChanged 171 SP:Iteration 10Q (1480.264355 sec): 3 clusters Score: Raw -850854.495529 + Penalty 2867.446279 = -847987.049251 nChanged 122 SP:Iteration 11Q (1480.330447 sec): 3 clusters Score: Raw -850909.639540 + Penalty 2867.446279 = -848042.193261 nChanged 82 SP:Iteration 12Q (1480.371279 sec): 3 clusters Score: Raw -850945.015549 + Penalty 2867.446279 = -848077.569271 nChanged 71 SP:Iteration 13Q (1480.424738 sec): 3 clusters Score: Raw -850973.717805 + Penalty 2867.446279 = -848106.271527 nChanged 63 SP:Iteration 14Q (1480.470529 sec): 3 clusters Score: Raw -850996.811001 + Penalty 2867.446279 = -848129.364723 nChanged 53 SP:Iteration 15Q (1480.527342 sec): 3 clusters Score: Raw -851020.387325 + Penalty 2867.446279 = -848152.941046 nChanged 43 SP:Iteration 16Q (1480.579220 sec): 3 clusters Score: Raw -851043.271086 + Penalty 2867.446279 = -848175.824807 nChanged 47 SP:Iteration 17Q (1480.634703 sec): 3 clusters Score: Raw -851069.973908 + Penalty 2867.446279 = -848202.527629 nChanged 47 SP:Iteration 18Q (1480.686825 sec): 3 clusters Score: Raw -851089.043846 + Penalty 2867.446279 = -848221.597568 nChanged 39 SP:Iteration 19Q (1480.745907 sec): 3 clusters Score: Raw -851101.358955 + Penalty 2867.446279 = -848233.912676 nChanged 37 SP:Iteration 20F (1480.791807 sec): 3 clusters Score: Raw -851118.104675 + Penalty 2867.446279 = -848250.658397 nChanged 38 SP:Iteration 21Q (1480.844337 sec): 3 clusters Score: Raw -851136.049180 + Penalty 2867.446279 = -848268.602901 nChanged 45 SP:Iteration 22Q (1480.900269 sec): 3 clusters Score: Raw -851153.300645 + Penalty 2867.446279 = -848285.854366 nChanged 45 SP:Iteration 23Q (1480.956096 sec): 3 clusters Score: Raw -851167.691788 + Penalty 2867.446279 = -848300.245510 nChanged 36 SP:Iteration 24Q (1481.006570 sec): 3 clusters Score: Raw -851177.475451 + Penalty 2867.446279 = -848310.029172 nChanged 27 SP:Iteration 25Q (1481.062660 sec): 3 clusters Score: Raw -851185.543636 + Penalty 2867.446279 = -848318.097358 nChanged 27 SP:Iteration 26Q (1481.116846 sec): 3 clusters Score: Raw -851194.239209 + Penalty 2867.446279 = -848326.792930 nChanged 26 SP:Iteration 27Q (1481.182361 sec): 3 clusters Score: Raw -851205.375830 + Penalty 2867.446279 = -848337.929551 nChanged 36 SP:Iteration 28Q (1481.214709 sec): 3 clusters Score: Raw -851219.644087 + Penalty 2867.446279 = -848352.197808 nChanged 26 SP:Iteration 29Q (1481.269512 sec): 3 clusters Score: Raw -851228.185548 + Penalty 2867.446279 = -848360.739269 nChanged 22 SP:Iteration 30Q (1481.330776 sec): 3 clusters Score: Raw -851236.918858 + Penalty 2867.446279 = -848369.472579 nChanged 30 SP:Iteration 31Q (1481.384456 sec): 3 clusters Score: Raw -851245.917615 + Penalty 2867.446279 = -848378.471336 nChanged 25 SP:Iteration 32Q (1481.438478 sec): 3 clusters Score: Raw -851252.932029 + Penalty 2867.446279 = -848385.485750 nChanged 22 SP:Iteration 33Q (1481.496500 sec): 3 clusters Score: Raw -851259.017509 + Penalty 2867.446279 = -848391.571230 nChanged 14 SP:Iteration 34Q (1481.551875 sec): 3 clusters Score: Raw -851263.466991 + Penalty 2867.446279 = -848396.020713 nChanged 14 SP:Iteration 35Q (1481.616524 sec): 3 clusters Score: Raw -851267.719411 + Penalty 2867.446279 = -848400.273132 nChanged 8 SP:Iteration 36Q (1481.672416 sec): 3 clusters Score: Raw -851270.215331 + Penalty 2867.446279 = -848402.769052 nChanged 5 SP:Iteration 37Q (1481.728291 sec): 3 clusters Score: Raw -851271.880268 + Penalty 2867.446279 = -848404.433990 nChanged 8 SP:Iteration 38Q (1481.783551 sec): 3 clusters Score: Raw -851274.090007 + Penalty 2867.446279 = -848406.643728 nChanged 5 SP:Iteration 39Q (1481.833816 sec): 3 clusters Score: Raw -851275.405294 + Penalty 2867.446279 = -848407.959015 nChanged 4 SP:Iteration 40F (1481.889490 sec): 3 clusters Score: Raw -851276.070777 + Penalty 2867.446279 = -848408.624498 nChanged 1 SP:Iteration 41Q (1481.931370 sec): 3 clusters Score: Raw -851276.166502 + Penalty 2867.446279 = -848408.720223 nChanged 1 SP:Iteration 42Q (1481.990940 sec): 3 clusters Score: Raw -851276.355901 + Penalty 2867.446279 = -848408.909622 nChanged 2 SP:Iteration 43Q (1482.039891 sec): 3 clusters Score: Raw -851276.663827 + Penalty 2867.446279 = -848409.217548 nChanged 2 SP:Iteration 44Q (1482.094815 sec): 3 clusters Score: Raw -851276.957092 + Penalty 2867.446279 = -848409.510813 nChanged 1 SP:Iteration 45Q (1482.151346 sec): 3 clusters Score: Raw -851277.127261 + Penalty 2867.446279 = -848409.680983 nChanged 1 SP:Iteration 46Q (1482.210249 sec): 3 clusters Score: Raw -851277.310965 + Penalty 2867.446279 = -848409.864686 nChanged 1 SP:Iteration 47Q (1482.265381 sec): 3 clusters Score: Raw -851277.590632 + Penalty 2867.446279 = -848410.144354 nChanged 3 SP:Iteration 48Q (1482.325198 sec): 3 clusters Score: Raw -851278.206191 + Penalty 2867.446279 = -848410.759912 nChanged 1 SP:Iteration 49Q (1482.380715 sec): 3 clusters Score: Raw -851278.256649 + Penalty 2867.446279 = -848410.810370 nChanged 0 SP:Iteration 50F (1482.424221 sec): 3 clusters Score: Raw -851278.256649 + Penalty 2867.446279 = -848410.810370 nChanged 0 Iteration 99Q (1489.843581 sec): 40 clusters Score: Raw -84135185.497321 + Penalty 85183.316683 = -84050002.180639 nChanged 2624 Iteration 100F (1507.294828 sec): 40 clusters Score: Raw -84136062.095061 + Penalty 85183.316683 = -84050878.778378 nChanged 2623 Iteration 101Q (1514.415346 sec): 40 clusters Score: Raw -84136529.107185 + Penalty 85183.316683 = -84051345.790502 nChanged 1969 Iteration 102Q (1521.682907 sec): 40 clusters Score: Raw -84136830.106155 + Penalty 85183.316683 = -84051646.789472 nChanged 1686 Iteration 103Q (1529.039622 sec): 40 clusters Score: Raw -84137074.217367 + Penalty 85183.316683 = -84051890.900684 nChanged 1600 Iteration 104Q (1536.425165 sec): 40 clusters Score: Raw -84137289.360647 + Penalty 85183.316683 = -84052106.043964 nChanged 1508 Iteration 105Q (1543.781418 sec): 40 clusters Score: Raw -84137483.934936 + Penalty 85183.316683 = -84052300.618254 nChanged 1374 Iteration 106Q (1551.181455 sec): 40 clusters Score: Raw -84137651.698692 + Penalty 85183.316683 = -84052468.382009 nChanged 1253 Iteration 107Q (1558.379125 sec): 40 clusters Score: Raw -84137802.497070 + Penalty 85183.316683 = -84052619.180388 nChanged 1153 Iteration 108Q (1565.254806 sec): 40 clusters Score: Raw -84137929.812951 + Penalty 85183.316683 = -84052746.496269 nChanged 1055 Iteration 109Q (1572.692916 sec): 40 clusters Score: Raw -84138037.872532 + Penalty 85183.316683 = -84052854.555849 nChanged 1019 Iteration 110Q (1580.023109 sec): 40 clusters Score: Raw -84138142.909681 + Penalty 85183.316683 = -84052959.592998 nChanged 946 Iteration 111Q (1587.174149 sec): 40 clusters Score: Raw -84138233.892793 + Penalty 85183.316683 = -84053050.576111 nChanged 836 Iteration 112Q (1594.524314 sec): 40 clusters Score: Raw -84138315.965897 + Penalty 85183.316683 = -84053132.649215 nChanged 815 Iteration 113Q (1601.754153 sec): 40 clusters Score: Raw -84138392.497868 + Penalty 85183.316683 = -84053209.181186 nChanged 782 Iteration 114Q (1609.087284 sec): 40 clusters Score: Raw -84138462.544635 + Penalty 85183.316683 = -84053279.227952 nChanged 766 Iteration 115Q (1616.316870 sec): 40 clusters Score: Raw -84138536.878088 + Penalty 85183.316683 = -84053353.561405 nChanged 765 Iteration 116Q (1623.184799 sec): 40 clusters Score: Raw -84138611.804384 + Penalty 85183.316683 = -84053428.487701 nChanged 689 Iteration 117Q (1630.346585 sec): 40 clusters Score: Raw -84138681.566149 + Penalty 85183.316683 = -84053498.249466 nChanged 683 Iteration 118Q (1637.536317 sec): 40 clusters Score: Raw -84138754.234228 + Penalty 85183.316683 = -84053570.917545 nChanged 668 Iteration 119Q (1644.770473 sec): 40 clusters Score: Raw -84138820.363445 + Penalty 85183.316683 = -84053637.046763 nChanged 639 Iteration 120F (1660.947326 sec): 40 clusters Score: Raw -84138877.787928 + Penalty 85183.316683 = -84053694.471245 nChanged 653 Iteration 121Q (1668.124901 sec): 40 clusters Score: Raw -84138933.689921 + Penalty 85183.316683 = -84053750.373238 nChanged 601 Iteration 122Q (1675.273646 sec): 40 clusters Score: Raw -84138980.699147 + Penalty 85183.316683 = -84053797.382464 nChanged 572 Iteration 123Q (1682.445156 sec): 40 clusters Score: Raw -84139024.878222 + Penalty 85183.316683 = -84053841.561539 nChanged 536 Iteration 124Q (1689.716453 sec): 40 clusters Score: Raw -84139063.729231 + Penalty 85183.316683 = -84053880.412549 nChanged 501 Iteration 125Q (1696.806814 sec): 40 clusters Score: Raw -84139100.056811 + Penalty 85183.316683 = -84053916.740128 nChanged 510 Iteration 126Q (1704.169215 sec): 40 clusters Score: Raw -84139138.672126 + Penalty 85183.316683 = -84053955.355444 nChanged 519 Iteration 127Q (1711.652468 sec): 40 clusters Score: Raw -84139176.958365 + Penalty 85183.316683 = -84053993.641682 nChanged 534 Iteration 128Q (1718.711045 sec): 40 clusters Score: Raw -84139215.044208 + Penalty 85183.316683 = -84054031.727525 nChanged 536 Iteration 129Q (1725.825480 sec): 40 clusters Score: Raw -84139252.675598 + Penalty 85183.316683 = -84054069.358916 nChanged 517 Iteration 130Q (1732.993342 sec): 40 clusters Score: Raw -84139287.859820 + Penalty 85183.316683 = -84054104.543138 nChanged 509 Iteration 131Q (1740.092533 sec): 40 clusters Score: Raw -84139320.409939 + Penalty 85183.316683 = -84054137.093257 nChanged 497 Iteration 132Q (1746.868820 sec): 40 clusters Score: Raw -84139350.178291 + Penalty 85183.316683 = -84054166.861609 nChanged 460 Iteration 133Q (1754.444462 sec): 40 clusters Score: Raw -84139376.974700 + Penalty 85183.316683 = -84054193.658017 nChanged 419 Iteration 134Q (1761.933283 sec): 40 clusters Score: Raw -84139400.129750 + Penalty 85183.316683 = -84054216.813068 nChanged 393 Iteration 135Q (1769.405102 sec): 40 clusters Score: Raw -84139420.276393 + Penalty 85183.316683 = -84054236.959711 nChanged 370 Iteration 136Q (1776.613049 sec): 40 clusters Score: Raw -84139437.829443 + Penalty 85183.316683 = -84054254.512761 nChanged 361 Iteration 137Q (1783.775414 sec): 40 clusters Score: Raw -84139455.692396 + Penalty 85183.316683 = -84054272.375714 nChanged 331 Iteration 138Q (1790.967229 sec): 40 clusters Score: Raw -84139472.807322 + Penalty 85183.316683 = -84054289.490639 nChanged 314 Writing temp clu file Because OldScore, -84054272.375714, is greater than current (better) Score,-84054289.490639 Compute initial score before splitting: Score: Raw -84139472.807322 + Penalty 85183.316683 = -84054289.490639 Trying to split cluster 1 (3116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1791.147754 sec): 2 clusters Score: Raw -372691.848305 + Penalty 1307.199629 = -371384.648676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1791.198012 sec): 3 clusters Score: Raw -371231.440677 + Penalty 2614.399257 = -368617.041420 nChanged 1178 SP:Iteration 1F (1791.235489 sec): 3 clusters Score: Raw -372000.443486 + Penalty 2614.399257 = -369386.044229 nChanged 280 SP:Iteration 2F (1791.273948 sec): 3 clusters Score: Raw -372258.321540 + Penalty 2614.399257 = -369643.922283 nChanged 223 SP:Iteration 3F (1791.314291 sec): 3 clusters Score: Raw -372496.063863 + Penalty 2614.399257 = -369881.664606 nChanged 214 SP:Iteration 4F (1791.364635 sec): 3 clusters Score: Raw -372729.702203 + Penalty 2614.399257 = -370115.302946 nChanged 187 SP:Iteration 5F (1791.422867 sec): 3 clusters Score: Raw -372929.735566 + Penalty 2614.399257 = -370315.336309 nChanged 165 SP:Iteration 6F (1791.460670 sec): 3 clusters Score: Raw -373105.983622 + Penalty 2614.399257 = -370491.584365 nChanged 135 SP:Iteration 7Q (1791.513817 sec): 3 clusters Score: Raw -373240.551729 + Penalty 2614.399257 = -370626.152472 nChanged 103 SP:Iteration 8Q (1791.551479 sec): 3 clusters Score: Raw -373325.404389 + Penalty 2614.399257 = -370711.005132 nChanged 67 SP:Iteration 9Q (1791.606184 sec): 3 clusters Score: Raw -373371.196379 + Penalty 2614.399257 = -370756.797122 nChanged 53 SP:Iteration 10Q (1791.659724 sec): 3 clusters Score: Raw -373410.491140 + Penalty 2614.399257 = -370796.091882 nChanged 50 SP:Iteration 11Q (1791.698231 sec): 3 clusters Score: Raw -373445.040121 + Penalty 2614.399257 = -370830.640864 nChanged 47 SP:Iteration 12Q (1791.734897 sec): 3 clusters Score: Raw -373468.586740 + Penalty 2614.399257 = -370854.187483 nChanged 30 SP:Iteration 13Q (1791.781464 sec): 3 clusters Score: Raw -373485.133695 + Penalty 2614.399257 = -370870.734438 nChanged 23 SP:Iteration 14Q (1791.829534 sec): 3 clusters Score: Raw -373498.555266 + Penalty 2614.399257 = -370884.156009 nChanged 22 SP:Iteration 15Q (1791.879499 sec): 3 clusters Score: Raw -373511.950108 + Penalty 2614.399257 = -370897.550850 nChanged 25 SP:Iteration 16Q (1791.928941 sec): 3 clusters Score: Raw -373528.533982 + Penalty 2614.399257 = -370914.134725 nChanged 25 SP:Iteration 17Q (1791.978649 sec): 3 clusters Score: Raw -373538.832373 + Penalty 2614.399257 = -370924.433116 nChanged 17 SP:Iteration 18Q (1792.028086 sec): 3 clusters Score: Raw -373546.794301 + Penalty 2614.399257 = -370932.395044 nChanged 12 SP:Iteration 19Q (1792.077121 sec): 3 clusters Score: Raw -373551.480423 + Penalty 2614.399257 = -370937.081166 nChanged 15 SP:Iteration 20F (1792.133569 sec): 3 clusters Score: Raw -373560.473061 + Penalty 2614.399257 = -370946.073804 nChanged 21 SP:Iteration 21Q (1792.181767 sec): 3 clusters Score: Raw -373569.398770 + Penalty 2614.399257 = -370954.999512 nChanged 16 SP:Iteration 22Q (1792.223878 sec): 3 clusters Score: Raw -373576.617536 + Penalty 2614.399257 = -370962.218279 nChanged 21 SP:Iteration 23Q (1792.272133 sec): 3 clusters Score: Raw -373584.971756 + Penalty 2614.399257 = -370970.572499 nChanged 20 SP:Iteration 24Q (1792.310081 sec): 3 clusters Score: Raw -373592.978798 + Penalty 2614.399257 = -370978.579541 nChanged 9 SP:Iteration 25Q (1792.357279 sec): 3 clusters Score: Raw -373596.184531 + Penalty 2614.399257 = -370981.785274 nChanged 17 SP:Iteration 26Q (1792.400867 sec): 3 clusters Score: Raw -373603.607806 + Penalty 2614.399257 = -370989.208548 nChanged 19 SP:Iteration 27Q (1792.444016 sec): 3 clusters Score: Raw -373614.850631 + Penalty 2614.399257 = -371000.451374 nChanged 25 SP:Iteration 28Q (1792.490798 sec): 3 clusters Score: Raw -373629.406796 + Penalty 2614.399257 = -371015.007538 nChanged 13 SP:Iteration 29Q (1792.531788 sec): 3 clusters Score: Raw -373634.257166 + Penalty 2614.399257 = -371019.857909 nChanged 6 SP:Iteration 30Q (1792.576984 sec): 3 clusters Score: Raw -373636.351651 + Penalty 2614.399257 = -371021.952394 nChanged 9 SP:Iteration 31Q (1792.626447 sec): 3 clusters Score: Raw -373640.315890 + Penalty 2614.399257 = -371025.916633 nChanged 6 SP:Iteration 32Q (1792.671378 sec): 3 clusters Score: Raw -373643.225698 + Penalty 2614.399257 = -371028.826440 nChanged 6 SP:Iteration 33Q (1792.726079 sec): 3 clusters Score: Raw -373645.149296 + Penalty 2614.399257 = -371030.750039 nChanged 6 SP:Iteration 34Q (1792.764859 sec): 3 clusters Score: Raw -373647.108430 + Penalty 2614.399257 = -371032.709173 nChanged 3 SP:Iteration 35Q (1792.811558 sec): 3 clusters Score: Raw -373647.980497 + Penalty 2614.399257 = -371033.581239 nChanged 5 SP:Iteration 36Q (1792.862821 sec): 3 clusters Score: Raw -373649.599499 + Penalty 2614.399257 = -371035.200241 nChanged 3 SP:Iteration 37Q (1792.907908 sec): 3 clusters Score: Raw -373651.020453 + Penalty 2614.399257 = -371036.621195 nChanged 7 SP:Iteration 38Q (1792.941916 sec): 3 clusters Score: Raw -373654.498081 + Penalty 2614.399257 = -371040.098824 nChanged 5 SP:Iteration 39Q (1792.985698 sec): 3 clusters Score: Raw -373655.782503 + Penalty 2614.399257 = -371041.383246 nChanged 2 SP:Iteration 40F (1793.034417 sec): 3 clusters Score: Raw -373656.030593 + Penalty 2614.399257 = -371041.631335 nChanged 1 SP:Iteration 41Q (1793.081555 sec): 3 clusters Score: Raw -373656.313563 + Penalty 2614.399257 = -371041.914306 nChanged 1 SP:Iteration 42Q (1793.130904 sec): 3 clusters Score: Raw -373656.813443 + Penalty 2614.399257 = -371042.414185 nChanged 3 SP:Iteration 43Q (1793.188756 sec): 3 clusters Score: Raw -373657.955755 + Penalty 2614.399257 = -371043.556497 nChanged 3 SP:Iteration 44Q (1793.229596 sec): 3 clusters Score: Raw -373658.666032 + Penalty 2614.399257 = -371044.266775 nChanged 4 SP:Iteration 45Q (1793.281372 sec): 3 clusters Score: Raw -373659.900531 + Penalty 2614.399257 = -371045.501274 nChanged 6 SP:Iteration 46Q (1793.315911 sec): 3 clusters Score: Raw -373661.561533 + Penalty 2614.399257 = -371047.162276 nChanged 6 SP:Iteration 47Q (1793.357959 sec): 3 clusters Score: Raw -373663.096669 + Penalty 2614.399257 = -371048.697412 nChanged 3 SP:Iteration 48Q (1793.402722 sec): 3 clusters Score: Raw -373664.110150 + Penalty 2614.399257 = -371049.710893 nChanged 2 SP:Iteration 49Q (1793.456247 sec): 3 clusters Score: Raw -373664.368535 + Penalty 2614.399257 = -371049.969278 nChanged 0 SP:Iteration 50F (1793.507232 sec): 3 clusters Score: Raw -373664.368535 + Penalty 2614.399257 = -371049.969278 nChanged 0 Trying to split cluster 2 (17315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1793.549316 sec): 2 clusters Score: Raw -2039392.321363 + Penalty 1585.890874 = -2037806.430489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1793.607881 sec): 3 clusters Score: Raw -2029143.694907 + Penalty 3171.781748 = -2025971.913159 nChanged 7815 SP:Iteration 1F (1793.680726 sec): 3 clusters Score: Raw -2033720.031489 + Penalty 3171.781748 = -2030548.249741 nChanged 1265 SP:Iteration 2F (1793.751467 sec): 3 clusters Score: Raw -2034496.895641 + Penalty 3171.781748 = -2031325.113893 nChanged 1241 SP:Iteration 3F (1793.829936 sec): 3 clusters Score: Raw -2035331.547469 + Penalty 3171.781748 = -2032159.765721 nChanged 1214 SP:Iteration 4F (1793.894257 sec): 3 clusters Score: Raw -2036203.302537 + Penalty 3171.781748 = -2033031.520789 nChanged 1160 SP:Iteration 5F (1793.965180 sec): 3 clusters Score: Raw -2036972.177808 + Penalty 3171.781748 = -2033800.396059 nChanged 947 SP:Iteration 6F (1794.039907 sec): 3 clusters Score: Raw -2037523.069038 + Penalty 3171.781748 = -2034351.287289 nChanged 770 SP:Iteration 7Q (1794.107509 sec): 3 clusters Score: Raw -2037903.950427 + Penalty 3171.781748 = -2034732.168678 nChanged 609 SP:Iteration 8Q (1794.180303 sec): 3 clusters Score: Raw -2038201.174608 + Penalty 3171.781748 = -2035029.392859 nChanged 528 SP:Iteration 9Q (1794.243574 sec): 3 clusters Score: Raw -2038476.775951 + Penalty 3171.781748 = -2035304.994203 nChanged 477 SP:Iteration 10Q (1794.314346 sec): 3 clusters Score: Raw -2038732.257420 + Penalty 3171.781748 = -2035560.475672 nChanged 433 SP:Iteration 11Q (1794.371633 sec): 3 clusters Score: Raw -2038967.619686 + Penalty 3171.781748 = -2035795.837938 nChanged 411 SP:Iteration 12Q (1794.436824 sec): 3 clusters Score: Raw -2039184.914267 + Penalty 3171.781748 = -2036013.132518 nChanged 373 SP:Iteration 13Q (1794.507668 sec): 3 clusters Score: Raw -2039400.535430 + Penalty 3171.781748 = -2036228.753681 nChanged 361 SP:Iteration 14Q (1794.577156 sec): 3 clusters Score: Raw -2039609.791871 + Penalty 3171.781748 = -2036438.010123 nChanged 315 SP:Iteration 15Q (1794.642589 sec): 3 clusters Score: Raw -2039769.839099 + Penalty 3171.781748 = -2036598.057351 nChanged 274 SP:Iteration 16Q (1794.708117 sec): 3 clusters Score: Raw -2039890.878151 + Penalty 3171.781748 = -2036719.096403 nChanged 230 SP:Iteration 17Q (1794.778409 sec): 3 clusters Score: Raw -2039982.420298 + Penalty 3171.781748 = -2036810.638550 nChanged 232 SP:Iteration 18Q (1794.854224 sec): 3 clusters Score: Raw -2040071.507968 + Penalty 3171.781748 = -2036899.726219 nChanged 201 SP:Iteration 19Q (1794.917036 sec): 3 clusters Score: Raw -2040145.950825 + Penalty 3171.781748 = -2036974.169077 nChanged 168 SP:Iteration 20F (1794.989225 sec): 3 clusters Score: Raw -2040205.875577 + Penalty 3171.781748 = -2037034.093829 nChanged 146 SP:Iteration 21Q (1795.053264 sec): 3 clusters Score: Raw -2040244.215735 + Penalty 3171.781748 = -2037072.433987 nChanged 113 SP:Iteration 22Q (1795.121564 sec): 3 clusters Score: Raw -2040267.249874 + Penalty 3171.781748 = -2037095.468126 nChanged 102 SP:Iteration 23Q (1795.179974 sec): 3 clusters Score: Raw -2040287.864160 + Penalty 3171.781748 = -2037116.082411 nChanged 88 SP:Iteration 24Q (1795.239845 sec): 3 clusters Score: Raw -2040303.471681 + Penalty 3171.781748 = -2037131.689933 nChanged 81 SP:Iteration 25Q (1795.306201 sec): 3 clusters Score: Raw -2040321.333394 + Penalty 3171.781748 = -2037149.551646 nChanged 76 SP:Iteration 26Q (1795.371412 sec): 3 clusters Score: Raw -2040333.423426 + Penalty 3171.781748 = -2037161.641677 nChanged 61 SP:Iteration 27Q (1795.441814 sec): 3 clusters Score: Raw -2040342.789794 + Penalty 3171.781748 = -2037171.008046 nChanged 59 SP:Iteration 28Q (1795.519573 sec): 3 clusters Score: Raw -2040354.119270 + Penalty 3171.781748 = -2037182.337522 nChanged 58 SP:Iteration 29Q (1795.582361 sec): 3 clusters Score: Raw -2040366.599401 + Penalty 3171.781748 = -2037194.817652 nChanged 68 SP:Iteration 30Q (1795.645751 sec): 3 clusters Score: Raw -2040379.868862 + Penalty 3171.781748 = -2037208.087113 nChanged 61 SP:Iteration 31Q (1795.726757 sec): 3 clusters Score: Raw -2040388.766268 + Penalty 3171.781748 = -2037216.984520 nChanged 41 SP:Iteration 32Q (1795.788200 sec): 3 clusters Score: Raw -2040394.480563 + Penalty 3171.781748 = -2037222.698814 nChanged 32 SP:Iteration 33Q (1795.868820 sec): 3 clusters Score: Raw -2040399.086196 + Penalty 3171.781748 = -2037227.304448 nChanged 33 SP:Iteration 34Q (1795.927694 sec): 3 clusters Score: Raw -2040403.269356 + Penalty 3171.781748 = -2037231.487608 nChanged 31 SP:Iteration 35Q (1795.993471 sec): 3 clusters Score: Raw -2040407.240857 + Penalty 3171.781748 = -2037235.459109 nChanged 24 SP:Iteration 36Q (1796.066787 sec): 3 clusters Score: Raw -2040409.583105 + Penalty 3171.781748 = -2037237.801357 nChanged 15 SP:Iteration 37Q (1796.130783 sec): 3 clusters Score: Raw -2040410.728435 + Penalty 3171.781748 = -2037238.946686 nChanged 12 SP:Iteration 38Q (1796.202178 sec): 3 clusters Score: Raw -2040411.848110 + Penalty 3171.781748 = -2037240.066362 nChanged 17 SP:Iteration 39Q (1796.271868 sec): 3 clusters Score: Raw -2040413.162877 + Penalty 3171.781748 = -2037241.381129 nChanged 10 SP:Iteration 40F (1796.331335 sec): 3 clusters Score: Raw -2040413.796535 + Penalty 3171.781748 = -2037242.014787 nChanged 9 SP:Iteration 41Q (1796.399728 sec): 3 clusters Score: Raw -2040414.672050 + Penalty 3171.781748 = -2037242.890301 nChanged 12 SP:Iteration 42Q (1796.465815 sec): 3 clusters Score: Raw -2040415.628768 + Penalty 3171.781748 = -2037243.847019 nChanged 8 SP:Iteration 43Q (1796.536262 sec): 3 clusters Score: Raw -2040416.370723 + Penalty 3171.781748 = -2037244.588974 nChanged 10 SP:Iteration 44Q (1796.596892 sec): 3 clusters Score: Raw -2040417.358045 + Penalty 3171.781748 = -2037245.576297 nChanged 11 SP:Iteration 45Q (1796.670828 sec): 3 clusters Score: Raw -2040418.248047 + Penalty 3171.781748 = -2037246.466299 nChanged 10 SP:Iteration 46Q (1796.723549 sec): 3 clusters Score: Raw -2040419.245209 + Penalty 3171.781748 = -2037247.463461 nChanged 12 SP:Iteration 47Q (1796.790211 sec): 3 clusters Score: Raw -2040419.974247 + Penalty 3171.781748 = -2037248.192499 nChanged 10 SP:Iteration 48Q (1796.860910 sec): 3 clusters Score: Raw -2040420.807160 + Penalty 3171.781748 = -2037249.025412 nChanged 11 SP:Iteration 49Q (1796.919907 sec): 3 clusters Score: Raw -2040421.782791 + Penalty 3171.781748 = -2037250.001042 nChanged 8 SP:Iteration 50Q (1796.990258 sec): 3 clusters Score: Raw -2040422.297703 + Penalty 3171.781748 = -2037250.515955 nChanged 5 SP:Iteration 51Q (1797.054928 sec): 3 clusters Score: Raw -2040422.522870 + Penalty 3171.781748 = -2037250.741122 nChanged 0 SP:Iteration 52F (1797.130063 sec): 3 clusters Score: Raw -2040422.522870 + Penalty 3171.781748 = -2037250.741122 nChanged 0 Trying to split cluster 3 (58053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1797.225398 sec): 2 clusters Score: Raw -7391014.071408 + Penalty 1782.480646 = -7389231.590762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1797.364375 sec): 3 clusters Score: Raw -7353921.844011 + Penalty 3564.961291 = -7350356.882720 nChanged 27475 SP:Iteration 1F (1797.489620 sec): 3 clusters Score: Raw -7370852.765286 + Penalty 3564.961291 = -7367287.803994 nChanged 3371 SP:Iteration 2F (1797.626403 sec): 3 clusters Score: Raw -7372413.135805 + Penalty 3564.961291 = -7368848.174514 nChanged 3525 SP:Iteration 3F (1797.764896 sec): 3 clusters Score: Raw -7374074.063420 + Penalty 3564.961291 = -7370509.102128 nChanged 3422 SP:Iteration 4F (1797.896322 sec): 3 clusters Score: Raw -7375672.444163 + Penalty 3564.961291 = -7372107.482872 nChanged 3243 SP:Iteration 5F (1798.029751 sec): 3 clusters Score: Raw -7377187.703592 + Penalty 3564.961291 = -7373622.742301 nChanged 2973 SP:Iteration 6F (1798.150208 sec): 3 clusters Score: Raw -7378512.760452 + Penalty 3564.961291 = -7374947.799161 nChanged 2691 SP:Iteration 7Q (1798.300132 sec): 3 clusters Score: Raw -7379772.310367 + Penalty 3564.961291 = -7376207.349076 nChanged 2555 SP:Iteration 8Q (1798.417524 sec): 3 clusters Score: Raw -7381074.370784 + Penalty 3564.961291 = -7377509.409493 nChanged 2571 SP:Iteration 9Q (1798.564592 sec): 3 clusters Score: Raw -7382519.094878 + Penalty 3564.961291 = -7378954.133587 nChanged 2605 SP:Iteration 10Q (1798.712890 sec): 3 clusters Score: Raw -7384108.936430 + Penalty 3564.961291 = -7380543.975139 nChanged 2542 SP:Iteration 11Q (1798.845533 sec): 3 clusters Score: Raw -7385794.853439 + Penalty 3564.961291 = -7382229.892148 nChanged 2362 SP:Iteration 12Q (1798.992005 sec): 3 clusters Score: Raw -7387468.859219 + Penalty 3564.961291 = -7383903.897928 nChanged 1964 SP:Iteration 13Q (1799.136237 sec): 3 clusters Score: Raw -7388842.869690 + Penalty 3564.961291 = -7385277.908398 nChanged 1433 SP:Iteration 14Q (1799.275606 sec): 3 clusters Score: Raw -7389828.727049 + Penalty 3564.961291 = -7386263.765758 nChanged 999 SP:Iteration 15Q (1799.405322 sec): 3 clusters Score: Raw -7390486.443562 + Penalty 3564.961291 = -7386921.482271 nChanged 602 SP:Iteration 16Q (1799.533737 sec): 3 clusters Score: Raw -7390857.429076 + Penalty 3564.961291 = -7387292.467784 nChanged 381 SP:Iteration 17Q (1799.649419 sec): 3 clusters Score: Raw -7391081.326670 + Penalty 3564.961291 = -7387516.365379 nChanged 216 SP:Iteration 18Q (1799.778645 sec): 3 clusters Score: Raw -7391209.038816 + Penalty 3564.961291 = -7387644.077524 nChanged 135 SP:Iteration 19Q (1799.895057 sec): 3 clusters Score: Raw -7391279.795403 + Penalty 3564.961291 = -7387714.834112 nChanged 79 SP:Iteration 20F (1800.025359 sec): 3 clusters Score: Raw -7391313.347395 + Penalty 3564.961291 = -7387748.386104 nChanged 47 SP:Iteration 21Q (1800.147132 sec): 3 clusters Score: Raw -7391332.769571 + Penalty 3564.961291 = -7387767.808280 nChanged 23 SP:Iteration 22Q (1800.264927 sec): 3 clusters Score: Raw -7391341.799447 + Penalty 3564.961291 = -7387776.838156 nChanged 21 SP:Iteration 23Q (1800.389247 sec): 3 clusters Score: Raw -7391353.978300 + Penalty 3564.961291 = -7387789.017009 nChanged 15 SP:Iteration 24Q (1800.504904 sec): 3 clusters Score: Raw -7391360.205277 + Penalty 3564.961291 = -7387795.243986 nChanged 14 SP:Iteration 25Q (1800.618163 sec): 3 clusters Score: Raw -7391365.894326 + Penalty 3564.961291 = -7387800.933034 nChanged 12 SP:Iteration 26Q (1800.735776 sec): 3 clusters Score: Raw -7391370.315842 + Penalty 3564.961291 = -7387805.354551 nChanged 15 SP:Iteration 27Q (1800.848213 sec): 3 clusters Score: Raw -7391375.595079 + Penalty 3564.961291 = -7387810.633788 nChanged 8 SP:Iteration 28Q (1800.966759 sec): 3 clusters Score: Raw -7391379.577853 + Penalty 3564.961291 = -7387814.616562 nChanged 9 SP:Iteration 29Q (1801.090161 sec): 3 clusters Score: Raw -7391382.820075 + Penalty 3564.961291 = -7387817.858784 nChanged 9 SP:Iteration 30Q (1801.195718 sec): 3 clusters Score: Raw -7391385.898995 + Penalty 3564.961291 = -7387820.937703 nChanged 3 SP:Iteration 31Q (1801.315202 sec): 3 clusters Score: Raw -7391387.139277 + Penalty 3564.961291 = -7387822.177986 nChanged 1 SP:Iteration 32Q (1801.428898 sec): 3 clusters Score: Raw -7391387.531969 + Penalty 3564.961291 = -7387822.570677 nChanged 5 SP:Iteration 33Q (1801.543862 sec): 3 clusters Score: Raw -7391389.395949 + Penalty 3564.961291 = -7387824.434657 nChanged 5 SP:Iteration 34Q (1801.665510 sec): 3 clusters Score: Raw -7391391.566533 + Penalty 3564.961291 = -7387826.605242 nChanged 4 SP:Iteration 35Q (1801.789305 sec): 3 clusters Score: Raw -7391394.084550 + Penalty 3564.961291 = -7387829.123259 nChanged 4 SP:Iteration 36Q (1801.903747 sec): 3 clusters Score: Raw -7391395.345615 + Penalty 3564.961291 = -7387830.384324 nChanged 2 SP:Iteration 37Q (1802.028031 sec): 3 clusters Score: Raw -7391395.928317 + Penalty 3564.961291 = -7387830.967026 nChanged 2 SP:Iteration 38Q (1802.129150 sec): 3 clusters Score: Raw -7391397.252818 + Penalty 3564.961291 = -7387832.291527 nChanged 3 SP:Iteration 39Q (1802.250643 sec): 3 clusters Score: Raw -7391399.226973 + Penalty 3564.961291 = -7387834.265682 nChanged 5 SP:Iteration 40F (1802.379252 sec): 3 clusters Score: Raw -7391402.217180 + Penalty 3564.961291 = -7387837.255889 nChanged 5 SP:Iteration 41Q (1802.500901 sec): 3 clusters Score: Raw -7391405.431589 + Penalty 3564.961291 = -7387840.470298 nChanged 11 SP:Iteration 42Q (1802.614809 sec): 3 clusters Score: Raw -7391412.901663 + Penalty 3564.961291 = -7387847.940371 nChanged 8 SP:Iteration 43Q (1802.739270 sec): 3 clusters Score: Raw -7391416.061396 + Penalty 3564.961291 = -7387851.100105 nChanged 5 SP:Iteration 44Q (1802.856710 sec): 3 clusters Score: Raw -7391417.616285 + Penalty 3564.961291 = -7387852.654994 nChanged 1 SP:Iteration 45Q (1802.975212 sec): 3 clusters Score: Raw -7391417.911347 + Penalty 3564.961291 = -7387852.950056 nChanged 0 SP:Iteration 46F (1803.106544 sec): 3 clusters Score: Raw -7391417.911347 + Penalty 3564.961291 = -7387852.950056 nChanged 0 Trying to split cluster 4 (12698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1803.137900 sec): 2 clusters Score: Raw -1591406.302011 + Penalty 1535.494964 = -1589870.807047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1803.214812 sec): 3 clusters Score: Raw -1584099.216250 + Penalty 3070.989928 = -1581028.226321 nChanged 5472 SP:Iteration 1F (1803.260005 sec): 3 clusters Score: Raw -1587209.342323 + Penalty 3070.989928 = -1584138.352395 nChanged 773 SP:Iteration 2F (1803.327507 sec): 3 clusters Score: Raw -1587606.438041 + Penalty 3070.989928 = -1584535.448113 nChanged 727 SP:Iteration 3F (1803.367096 sec): 3 clusters Score: Raw -1587958.049155 + Penalty 3070.989928 = -1584887.059227 nChanged 643 SP:Iteration 4F (1803.408300 sec): 3 clusters Score: Raw -1588277.671438 + Penalty 3070.989928 = -1585206.681509 nChanged 569 SP:Iteration 5Q (1803.447573 sec): 3 clusters Score: Raw -1588571.781073 + Penalty 3070.989928 = -1585500.791145 nChanged 571 SP:Iteration 6Q (1803.483944 sec): 3 clusters Score: Raw -1588835.109343 + Penalty 3070.989928 = -1585764.119415 nChanged 520 SP:Iteration 7Q (1803.521729 sec): 3 clusters Score: Raw -1589051.137797 + Penalty 3070.989928 = -1585980.147869 nChanged 434 SP:Iteration 8Q (1803.553126 sec): 3 clusters Score: Raw -1589213.702446 + Penalty 3070.989928 = -1586142.712518 nChanged 359 SP:Iteration 9Q (1803.632432 sec): 3 clusters Score: Raw -1589336.027390 + Penalty 3070.989928 = -1586265.037462 nChanged 310 SP:Iteration 10Q (1803.683540 sec): 3 clusters Score: Raw -1589435.151072 + Penalty 3070.989928 = -1586364.161144 nChanged 310 SP:Iteration 11Q (1803.746730 sec): 3 clusters Score: Raw -1589533.116779 + Penalty 3070.989928 = -1586462.126851 nChanged 287 SP:Iteration 12Q (1803.802602 sec): 3 clusters Score: Raw -1589626.137952 + Penalty 3070.989928 = -1586555.148024 nChanged 252 SP:Iteration 13Q (1803.868183 sec): 3 clusters Score: Raw -1589707.709879 + Penalty 3070.989928 = -1586636.719951 nChanged 255 SP:Iteration 14Q (1803.932227 sec): 3 clusters Score: Raw -1589802.592086 + Penalty 3070.989928 = -1586731.602158 nChanged 279 SP:Iteration 15Q (1803.997964 sec): 3 clusters Score: Raw -1589901.816642 + Penalty 3070.989928 = -1586830.826713 nChanged 248 SP:Iteration 16Q (1804.063324 sec): 3 clusters Score: Raw -1589986.270390 + Penalty 3070.989928 = -1586915.280462 nChanged 231 SP:Iteration 17Q (1804.131420 sec): 3 clusters Score: Raw -1590075.892571 + Penalty 3070.989928 = -1587004.902642 nChanged 231 SP:Iteration 18Q (1804.196717 sec): 3 clusters Score: Raw -1590152.882298 + Penalty 3070.989928 = -1587081.892370 nChanged 226 SP:Iteration 19Q (1804.266079 sec): 3 clusters Score: Raw -1590220.887566 + Penalty 3070.989928 = -1587149.897638 nChanged 207 SP:Iteration 20F (1804.328782 sec): 3 clusters Score: Raw -1590286.691019 + Penalty 3070.989928 = -1587215.701091 nChanged 190 SP:Iteration 21Q (1804.383402 sec): 3 clusters Score: Raw -1590343.294901 + Penalty 3070.989928 = -1587272.304972 nChanged 161 SP:Iteration 22Q (1804.455809 sec): 3 clusters Score: Raw -1590389.517427 + Penalty 3070.989928 = -1587318.527499 nChanged 139 SP:Iteration 23Q (1804.510674 sec): 3 clusters Score: Raw -1590426.336884 + Penalty 3070.989928 = -1587355.346956 nChanged 132 SP:Iteration 24Q (1804.581346 sec): 3 clusters Score: Raw -1590464.554278 + Penalty 3070.989928 = -1587393.564350 nChanged 139 SP:Iteration 25Q (1804.635161 sec): 3 clusters Score: Raw -1590505.976371 + Penalty 3070.989928 = -1587434.986443 nChanged 139 SP:Iteration 26Q (1804.684149 sec): 3 clusters Score: Raw -1590546.608460 + Penalty 3070.989928 = -1587475.618531 nChanged 137 SP:Iteration 27Q (1804.756275 sec): 3 clusters Score: Raw -1590592.219781 + Penalty 3070.989928 = -1587521.229852 nChanged 152 SP:Iteration 28Q (1804.811697 sec): 3 clusters Score: Raw -1590647.617042 + Penalty 3070.989928 = -1587576.627114 nChanged 166 SP:Iteration 29Q (1804.884124 sec): 3 clusters Score: Raw -1590707.535725 + Penalty 3070.989928 = -1587636.545796 nChanged 154 SP:Iteration 30Q (1804.935521 sec): 3 clusters Score: Raw -1590762.376130 + Penalty 3070.989928 = -1587691.386201 nChanged 176 SP:Iteration 31Q (1804.998366 sec): 3 clusters Score: Raw -1590833.451025 + Penalty 3070.989928 = -1587762.461096 nChanged 167 SP:Iteration 32Q (1805.062649 sec): 3 clusters Score: Raw -1590906.162056 + Penalty 3070.989928 = -1587835.172127 nChanged 184 SP:Iteration 33Q (1805.133159 sec): 3 clusters Score: Raw -1590988.868399 + Penalty 3070.989928 = -1587917.878471 nChanged 185 SP:Iteration 34Q (1805.183121 sec): 3 clusters Score: Raw -1591070.377556 + Penalty 3070.989928 = -1587999.387627 nChanged 190 SP:Iteration 35Q (1805.248257 sec): 3 clusters Score: Raw -1591155.471123 + Penalty 3070.989928 = -1588084.481194 nChanged 199 SP:Iteration 36Q (1805.312510 sec): 3 clusters Score: Raw -1591252.414772 + Penalty 3070.989928 = -1588181.424844 nChanged 184 SP:Iteration 37Q (1805.376855 sec): 3 clusters Score: Raw -1591346.624707 + Penalty 3070.989928 = -1588275.634778 nChanged 170 SP:Iteration 38Q (1805.444002 sec): 3 clusters Score: Raw -1591433.237646 + Penalty 3070.989928 = -1588362.247717 nChanged 158 SP:Iteration 39Q (1805.511613 sec): 3 clusters Score: Raw -1591513.422640 + Penalty 3070.989928 = -1588442.432712 nChanged 167 SP:Iteration 40F (1805.579750 sec): 3 clusters Score: Raw -1591606.577454 + Penalty 3070.989928 = -1588535.587525 nChanged 155 SP:Iteration 41Q (1805.647506 sec): 3 clusters Score: Raw -1591689.709236 + Penalty 3070.989928 = -1588618.719308 nChanged 162 SP:Iteration 42Q (1805.700986 sec): 3 clusters Score: Raw -1591774.182755 + Penalty 3070.989928 = -1588703.192827 nChanged 161 SP:Iteration 43Q (1805.778838 sec): 3 clusters Score: Raw -1591853.344838 + Penalty 3070.989928 = -1588782.354910 nChanged 133 SP:Iteration 44Q (1805.831746 sec): 3 clusters Score: Raw -1591912.802275 + Penalty 3070.989928 = -1588841.812346 nChanged 112 SP:Iteration 45Q (1805.903285 sec): 3 clusters Score: Raw -1591953.799247 + Penalty 3070.989928 = -1588882.809319 nChanged 97 SP:Iteration 46Q (1805.961678 sec): 3 clusters Score: Raw -1591983.671961 + Penalty 3070.989928 = -1588912.682032 nChanged 76 SP:Iteration 47Q (1806.023541 sec): 3 clusters Score: Raw -1592005.156591 + Penalty 3070.989928 = -1588934.166662 nChanged 59 SP:Iteration 48Q (1806.098864 sec): 3 clusters Score: Raw -1592018.006680 + Penalty 3070.989928 = -1588947.016752 nChanged 42 SP:Iteration 49Q (1806.150141 sec): 3 clusters Score: Raw -1592025.822625 + Penalty 3070.989928 = -1588954.832697 nChanged 27 SP:Iteration 50Q (1806.212264 sec): 3 clusters Score: Raw -1592029.931958 + Penalty 3070.989928 = -1588958.942030 nChanged 20 SP:Iteration 51Q (1806.280215 sec): 3 clusters Score: Raw -1592032.055257 + Penalty 3070.989928 = -1588961.065329 nChanged 12 SP:Iteration 52Q (1806.338734 sec): 3 clusters Score: Raw -1592033.229128 + Penalty 3070.989928 = -1588962.239200 nChanged 6 SP:Iteration 53Q (1806.404788 sec): 3 clusters Score: Raw -1592033.695218 + Penalty 3070.989928 = -1588962.705290 nChanged 5 SP:Iteration 54Q (1806.474674 sec): 3 clusters Score: Raw -1592034.210025 + Penalty 3070.989928 = -1588963.220097 nChanged 2 SP:Iteration 55Q (1806.542810 sec): 3 clusters Score: Raw -1592034.464052 + Penalty 3070.989928 = -1588963.474124 nChanged 3 SP:Iteration 56Q (1806.605601 sec): 3 clusters Score: Raw -1592034.728109 + Penalty 3070.989928 = -1588963.738181 nChanged 4 SP:Iteration 57Q (1806.662860 sec): 3 clusters Score: Raw -1592035.085715 + Penalty 3070.989928 = -1588964.095786 nChanged 1 SP:Iteration 58Q (1806.738872 sec): 3 clusters Score: Raw -1592035.170543 + Penalty 3070.989928 = -1588964.180615 nChanged 1 SP:Iteration 59Q (1806.809300 sec): 3 clusters Score: Raw -1592035.290024 + Penalty 3070.989928 = -1588964.300096 nChanged 1 SP:Iteration 60F (1806.865464 sec): 3 clusters Score: Raw -1592035.420378 + Penalty 3070.989928 = -1588964.430450 nChanged 4 SP:Iteration 61Q (1806.940992 sec): 3 clusters Score: Raw -1592035.781535 + Penalty 3070.989928 = -1588964.791607 nChanged 1 SP:Iteration 62Q (1807.005870 sec): 3 clusters Score: Raw -1592035.827420 + Penalty 3070.989928 = -1588964.837491 nChanged 1 SP:Iteration 63Q (1807.067683 sec): 3 clusters Score: Raw -1592035.884884 + Penalty 3070.989928 = -1588964.894956 nChanged 0 SP:Iteration 64F (1807.149551 sec): 3 clusters Score: Raw -1592035.884884 + Penalty 3070.989928 = -1588964.894956 nChanged 0 Trying to split cluster 5 (6136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1807.182825 sec): 2 clusters Score: Raw -772736.196489 + Penalty 1417.313356 = -771318.883133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1807.228182 sec): 3 clusters Score: Raw -769458.640662 + Penalty 2834.626711 = -766624.013950 nChanged 2573 SP:Iteration 1F (1807.288999 sec): 3 clusters Score: Raw -770933.056025 + Penalty 2834.626711 = -768098.429314 nChanged 525 SP:Iteration 2F (1807.344698 sec): 3 clusters Score: Raw -771284.217792 + Penalty 2834.626711 = -768449.591080 nChanged 424 SP:Iteration 3F (1807.387582 sec): 3 clusters Score: Raw -771576.375807 + Penalty 2834.626711 = -768741.749096 nChanged 396 SP:Iteration 4F (1807.441278 sec): 3 clusters Score: Raw -771854.368414 + Penalty 2834.626711 = -769019.741702 nChanged 341 SP:Iteration 5F (1807.505977 sec): 3 clusters Score: Raw -772098.059341 + Penalty 2834.626711 = -769263.432629 nChanged 305 SP:Iteration 6Q (1807.566209 sec): 3 clusters Score: Raw -772323.919552 + Penalty 2834.626711 = -769489.292840 nChanged 268 SP:Iteration 7Q (1807.626128 sec): 3 clusters Score: Raw -772522.890343 + Penalty 2834.626711 = -769688.263632 nChanged 234 SP:Iteration 8Q (1807.670877 sec): 3 clusters Score: Raw -772687.163474 + Penalty 2834.626711 = -769852.536762 nChanged 186 SP:Iteration 9Q (1807.726901 sec): 3 clusters Score: Raw -772792.649568 + Penalty 2834.626711 = -769958.022857 nChanged 149 SP:Iteration 10Q (1807.780950 sec): 3 clusters Score: Raw -772868.693190 + Penalty 2834.626711 = -770034.066478 nChanged 113 SP:Iteration 11Q (1807.841480 sec): 3 clusters Score: Raw -772920.406207 + Penalty 2834.626711 = -770085.779495 nChanged 99 SP:Iteration 12Q (1807.906086 sec): 3 clusters Score: Raw -772960.484547 + Penalty 2834.626711 = -770125.857836 nChanged 88 SP:Iteration 13Q (1807.970346 sec): 3 clusters Score: Raw -772997.231475 + Penalty 2834.626711 = -770162.604764 nChanged 66 SP:Iteration 14Q (1808.025046 sec): 3 clusters Score: Raw -773017.427553 + Penalty 2834.626711 = -770182.800841 nChanged 50 SP:Iteration 15Q (1808.086999 sec): 3 clusters Score: Raw -773031.719295 + Penalty 2834.626711 = -770197.092583 nChanged 47 SP:Iteration 16Q (1808.148778 sec): 3 clusters Score: Raw -773045.333410 + Penalty 2834.626711 = -770210.706698 nChanged 33 SP:Iteration 17Q (1808.208777 sec): 3 clusters Score: Raw -773055.735673 + Penalty 2834.626711 = -770221.108962 nChanged 30 SP:Iteration 18Q (1808.260414 sec): 3 clusters Score: Raw -773065.301132 + Penalty 2834.626711 = -770230.674420 nChanged 30 SP:Iteration 19Q (1808.317553 sec): 3 clusters Score: Raw -773073.148041 + Penalty 2834.626711 = -770238.521329 nChanged 21 SP:Iteration 20F (1808.374161 sec): 3 clusters Score: Raw -773078.448478 + Penalty 2834.626711 = -770243.821767 nChanged 16 SP:Iteration 21Q (1808.440342 sec): 3 clusters Score: Raw -773083.293915 + Penalty 2834.626711 = -770248.667203 nChanged 19 SP:Iteration 22Q (1808.478112 sec): 3 clusters Score: Raw -773087.415817 + Penalty 2834.626711 = -770252.789105 nChanged 19 SP:Iteration 23Q (1808.542094 sec): 3 clusters Score: Raw -773092.976298 + Penalty 2834.626711 = -770258.349586 nChanged 22 SP:Iteration 24Q (1808.587720 sec): 3 clusters Score: Raw -773097.828653 + Penalty 2834.626711 = -770263.201942 nChanged 21 SP:Iteration 25Q (1808.639631 sec): 3 clusters Score: Raw -773102.767984 + Penalty 2834.626711 = -770268.141272 nChanged 19 SP:Iteration 26Q (1808.705572 sec): 3 clusters Score: Raw -773107.723755 + Penalty 2834.626711 = -770273.097044 nChanged 20 SP:Iteration 27Q (1808.745893 sec): 3 clusters Score: Raw -773112.420507 + Penalty 2834.626711 = -770277.793795 nChanged 10 SP:Iteration 28Q (1808.795541 sec): 3 clusters Score: Raw -773114.516264 + Penalty 2834.626711 = -770279.889552 nChanged 9 SP:Iteration 29Q (1808.845624 sec): 3 clusters Score: Raw -773116.719305 + Penalty 2834.626711 = -770282.092594 nChanged 7 SP:Iteration 30Q (1808.891946 sec): 3 clusters Score: Raw -773118.521527 + Penalty 2834.626711 = -770283.894815 nChanged 10 SP:Iteration 31Q (1808.939153 sec): 3 clusters Score: Raw -773120.666021 + Penalty 2834.626711 = -770286.039310 nChanged 12 SP:Iteration 32Q (1808.986687 sec): 3 clusters Score: Raw -773123.578091 + Penalty 2834.626711 = -770288.951380 nChanged 15 SP:Iteration 33Q (1809.034169 sec): 3 clusters Score: Raw -773128.015705 + Penalty 2834.626711 = -770293.388993 nChanged 12 SP:Iteration 34Q (1809.077201 sec): 3 clusters Score: Raw -773131.597952 + Penalty 2834.626711 = -770296.971241 nChanged 13 SP:Iteration 35Q (1809.124124 sec): 3 clusters Score: Raw -773134.218216 + Penalty 2834.626711 = -770299.591504 nChanged 12 SP:Iteration 36Q (1809.179331 sec): 3 clusters Score: Raw -773137.125412 + Penalty 2834.626711 = -770302.498700 nChanged 14 SP:Iteration 37Q (1809.233354 sec): 3 clusters Score: Raw -773140.274732 + Penalty 2834.626711 = -770305.648021 nChanged 16 SP:Iteration 38Q (1809.288420 sec): 3 clusters Score: Raw -773144.212662 + Penalty 2834.626711 = -770309.585951 nChanged 19 SP:Iteration 39Q (1809.351122 sec): 3 clusters Score: Raw -773148.215788 + Penalty 2834.626711 = -770313.589076 nChanged 8 SP:Iteration 40F (1809.397732 sec): 3 clusters Score: Raw -773149.452143 + Penalty 2834.626711 = -770314.825432 nChanged 6 SP:Iteration 41Q (1809.452503 sec): 3 clusters Score: Raw -773150.674699 + Penalty 2834.626711 = -770316.047987 nChanged 8 SP:Iteration 42Q (1809.506470 sec): 3 clusters Score: Raw -773152.441552 + Penalty 2834.626711 = -770317.814841 nChanged 7 SP:Iteration 43Q (1809.563167 sec): 3 clusters Score: Raw -773153.755160 + Penalty 2834.626711 = -770319.128448 nChanged 8 SP:Iteration 44Q (1809.628593 sec): 3 clusters Score: Raw -773155.312605 + Penalty 2834.626711 = -770320.685893 nChanged 8 SP:Iteration 45Q (1809.683253 sec): 3 clusters Score: Raw -773156.739044 + Penalty 2834.626711 = -770322.112332 nChanged 9 SP:Iteration 46Q (1809.719735 sec): 3 clusters Score: Raw -773158.527614 + Penalty 2834.626711 = -770323.900903 nChanged 7 SP:Iteration 47Q (1809.776270 sec): 3 clusters Score: Raw -773159.866054 + Penalty 2834.626711 = -770325.239343 nChanged 9 SP:Iteration 48Q (1809.828343 sec): 3 clusters Score: Raw -773160.813550 + Penalty 2834.626711 = -770326.186838 nChanged 4 SP:Iteration 49Q (1809.874235 sec): 3 clusters Score: Raw -773161.418472 + Penalty 2834.626711 = -770326.791760 nChanged 8 SP:Iteration 50Q (1809.941227 sec): 3 clusters Score: Raw -773162.423288 + Penalty 2834.626711 = -770327.796576 nChanged 4 SP:Iteration 51Q (1809.988653 sec): 3 clusters Score: Raw -773162.818173 + Penalty 2834.626711 = -770328.191461 nChanged 5 SP:Iteration 52Q (1810.043291 sec): 3 clusters Score: Raw -773163.478389 + Penalty 2834.626711 = -770328.851678 nChanged 3 SP:Iteration 53Q (1810.106654 sec): 3 clusters Score: Raw -773164.071966 + Penalty 2834.626711 = -770329.445254 nChanged 4 SP:Iteration 54Q (1810.159663 sec): 3 clusters Score: Raw -773164.331200 + Penalty 2834.626711 = -770329.704488 nChanged 1 SP:Iteration 55Q (1810.212120 sec): 3 clusters Score: Raw -773164.676562 + Penalty 2834.626711 = -770330.049850 nChanged 1 SP:Iteration 56Q (1810.263457 sec): 3 clusters Score: Raw -773164.869618 + Penalty 2834.626711 = -770330.242906 nChanged 0 SP:Iteration 57F (1810.334971 sec): 3 clusters Score: Raw -773164.869618 + Penalty 2834.626711 = -770330.242906 nChanged 0 Trying to split cluster 6 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1810.362321 sec): 2 clusters Score: Raw -66987.700626 + Penalty 1040.580807 = -65947.119819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1810.411355 sec): 3 clusters Score: Raw -66989.725328 + Penalty 2081.161614 = -64908.563714 nChanged 167 SP:Iteration 1F (1810.455153 sec): 3 clusters Score: Raw -67375.422808 + Penalty 2081.161614 = -65294.261194 nChanged 64 SP:Iteration 2F (1810.505385 sec): 3 clusters Score: Raw -67686.038751 + Penalty 2081.161614 = -65604.877137 nChanged 50 SP:Iteration 3F (1810.551393 sec): 3 clusters Score: Raw -67829.630445 + Penalty 2081.161614 = -65748.468830 nChanged 28 SP:Iteration 4Q (1810.601615 sec): 3 clusters Score: Raw -67887.705549 + Penalty 2081.161614 = -65806.543935 nChanged 23 SP:Iteration 5Q (1810.647208 sec): 3 clusters Score: Raw -67947.376308 + Penalty 2081.161614 = -65866.214694 nChanged 10 SP:Iteration 6Q (1810.694821 sec): 3 clusters Score: Raw -67972.989205 + Penalty 2081.161614 = -65891.827590 nChanged 7 SP:Iteration 7Q (1810.740388 sec): 3 clusters Score: Raw -67997.922900 + Penalty 2081.161614 = -65916.761286 nChanged 6 SP:Iteration 8Q (1810.783796 sec): 3 clusters Score: Raw -68030.865013 + Penalty 2081.161614 = -65949.703399 nChanged 7 SP:Iteration 9Q (1810.823893 sec): 3 clusters Score: Raw -68085.091724 + Penalty 2081.161614 = -66003.930109 nChanged 5 SP:Iteration 10Q (1810.870293 sec): 3 clusters Score: Raw -68108.302932 + Penalty 2081.161614 = -66027.141317 nChanged 3 SP:Iteration 11Q (1810.927191 sec): 3 clusters Score: Raw -68116.395645 + Penalty 2081.161614 = -66035.234031 nChanged 1 SP:Iteration 12Q (1810.976626 sec): 3 clusters Score: Raw -68120.552423 + Penalty 2081.161614 = -66039.390809 nChanged 3 SP:Iteration 13Q (1811.013546 sec): 3 clusters Score: Raw -68130.683371 + Penalty 2081.161614 = -66049.521757 nChanged 2 SP:Iteration 14Q (1811.063757 sec): 3 clusters Score: Raw -68132.555776 + Penalty 2081.161614 = -66051.394162 nChanged 2 SP:Iteration 15Q (1811.108467 sec): 3 clusters Score: Raw -68137.483729 + Penalty 2081.161614 = -66056.322115 nChanged 3 SP:Iteration 16Q (1811.157114 sec): 3 clusters Score: Raw -68149.416351 + Penalty 2081.161614 = -66068.254737 nChanged 2 SP:Iteration 17Q (1811.203968 sec): 3 clusters Score: Raw -68158.824053 + Penalty 2081.161614 = -66077.662439 nChanged 2 SP:Iteration 18Q (1811.258479 sec): 3 clusters Score: Raw -68166.336823 + Penalty 2081.161614 = -66085.175209 nChanged 1 SP:Iteration 19Q (1811.299752 sec): 3 clusters Score: Raw -68167.348770 + Penalty 2081.161614 = -66086.187155 nChanged 0 SP:Iteration 20F (1811.310019 sec): 3 clusters Score: Raw -68167.348770 + Penalty 2081.161614 = -66086.187155 nChanged 0 Score: Raw -84140662.064426 + Penalty 87367.504290 = -84053294.560136 Splitting cluster 6 changes total score from -84054289.490639 to -84053294.560136 So it's not getting split. Trying to split cluster 7 (11741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1829.305344 sec): 2 clusters Score: Raw -1451464.213213 + Penalty 1522.761869 = -1449941.451345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1829.366244 sec): 3 clusters Score: Raw -1444742.516704 + Penalty 3045.523737 = -1441696.992967 nChanged 5117 SP:Iteration 1F (1829.425888 sec): 3 clusters Score: Raw -1447852.403684 + Penalty 3045.523737 = -1444806.879947 nChanged 1000 SP:Iteration 2F (1829.505355 sec): 3 clusters Score: Raw -1448635.689498 + Penalty 3045.523737 = -1445590.165761 nChanged 934 SP:Iteration 3F (1829.572918 sec): 3 clusters Score: Raw -1449424.090233 + Penalty 3045.523737 = -1446378.566495 nChanged 830 SP:Iteration 4F (1829.623486 sec): 3 clusters Score: Raw -1449996.998600 + Penalty 3045.523737 = -1446951.474863 nChanged 678 SP:Iteration 5F (1829.691047 sec): 3 clusters Score: Raw -1450449.069742 + Penalty 3045.523737 = -1447403.546004 nChanged 569 SP:Iteration 6Q (1829.755503 sec): 3 clusters Score: Raw -1450826.312729 + Penalty 3045.523737 = -1447780.788992 nChanged 461 SP:Iteration 7Q (1829.824284 sec): 3 clusters Score: Raw -1451110.578740 + Penalty 3045.523737 = -1448065.055003 nChanged 345 SP:Iteration 8Q (1829.883491 sec): 3 clusters Score: Raw -1451285.052863 + Penalty 3045.523737 = -1448239.529125 nChanged 287 SP:Iteration 9Q (1829.954000 sec): 3 clusters Score: Raw -1451422.064378 + Penalty 3045.523737 = -1448376.540641 nChanged 258 SP:Iteration 10Q (1830.030085 sec): 3 clusters Score: Raw -1451524.422270 + Penalty 3045.523737 = -1448478.898532 nChanged 206 SP:Iteration 11Q (1830.086791 sec): 3 clusters Score: Raw -1451597.226016 + Penalty 3045.523737 = -1448551.702278 nChanged 176 SP:Iteration 12Q (1830.160701 sec): 3 clusters Score: Raw -1451663.469286 + Penalty 3045.523737 = -1448617.945548 nChanged 152 SP:Iteration 13Q (1830.219115 sec): 3 clusters Score: Raw -1451708.366351 + Penalty 3045.523737 = -1448662.842614 nChanged 116 SP:Iteration 14Q (1830.285790 sec): 3 clusters Score: Raw -1451737.246798 + Penalty 3045.523737 = -1448691.723061 nChanged 102 SP:Iteration 15Q (1830.350575 sec): 3 clusters Score: Raw -1451759.659084 + Penalty 3045.523737 = -1448714.135347 nChanged 78 SP:Iteration 16Q (1830.404736 sec): 3 clusters Score: Raw -1451779.344508 + Penalty 3045.523737 = -1448733.820771 nChanged 88 SP:Iteration 17Q (1830.471417 sec): 3 clusters Score: Raw -1451810.259271 + Penalty 3045.523737 = -1448764.735534 nChanged 79 SP:Iteration 18Q (1830.532171 sec): 3 clusters Score: Raw -1451833.947321 + Penalty 3045.523737 = -1448788.423583 nChanged 76 SP:Iteration 19Q (1830.598878 sec): 3 clusters Score: Raw -1451861.554669 + Penalty 3045.523737 = -1448816.030932 nChanged 93 SP:Iteration 20F (1830.655309 sec): 3 clusters Score: Raw -1451896.489212 + Penalty 3045.523737 = -1448850.965474 nChanged 105 SP:Iteration 21Q (1830.722766 sec): 3 clusters Score: Raw -1451934.041537 + Penalty 3045.523737 = -1448888.517800 nChanged 115 SP:Iteration 22Q (1830.785856 sec): 3 clusters Score: Raw -1451968.788752 + Penalty 3045.523737 = -1448923.265014 nChanged 99 SP:Iteration 23Q (1830.848255 sec): 3 clusters Score: Raw -1451995.146671 + Penalty 3045.523737 = -1448949.622934 nChanged 83 SP:Iteration 24Q (1830.908657 sec): 3 clusters Score: Raw -1452018.375366 + Penalty 3045.523737 = -1448972.851629 nChanged 83 SP:Iteration 25Q (1830.969101 sec): 3 clusters Score: Raw -1452043.457939 + Penalty 3045.523737 = -1448997.934202 nChanged 90 SP:Iteration 26Q (1831.029499 sec): 3 clusters Score: Raw -1452073.958820 + Penalty 3045.523737 = -1449028.435082 nChanged 111 SP:Iteration 27Q (1831.100983 sec): 3 clusters Score: Raw -1452113.139151 + Penalty 3045.523737 = -1449067.615413 nChanged 126 SP:Iteration 28Q (1831.154730 sec): 3 clusters Score: Raw -1452155.774564 + Penalty 3045.523737 = -1449110.250827 nChanged 118 SP:Iteration 29Q (1831.218416 sec): 3 clusters Score: Raw -1452200.345343 + Penalty 3045.523737 = -1449154.821606 nChanged 133 SP:Iteration 30Q (1831.290122 sec): 3 clusters Score: Raw -1452254.577898 + Penalty 3045.523737 = -1449209.054160 nChanged 136 SP:Iteration 31Q (1831.333309 sec): 3 clusters Score: Raw -1452309.235820 + Penalty 3045.523737 = -1449263.712082 nChanged 146 SP:Iteration 32Q (1831.399086 sec): 3 clusters Score: Raw -1452376.578515 + Penalty 3045.523737 = -1449331.054778 nChanged 147 SP:Iteration 33Q (1831.443342 sec): 3 clusters Score: Raw -1452438.654253 + Penalty 3045.523737 = -1449393.130516 nChanged 149 SP:Iteration 34Q (1831.506230 sec): 3 clusters Score: Raw -1452500.864371 + Penalty 3045.523737 = -1449455.340634 nChanged 129 SP:Iteration 35Q (1831.564930 sec): 3 clusters Score: Raw -1452566.155995 + Penalty 3045.523737 = -1449520.632258 nChanged 143 SP:Iteration 36Q (1831.638920 sec): 3 clusters Score: Raw -1452631.267763 + Penalty 3045.523737 = -1449585.744026 nChanged 144 SP:Iteration 37Q (1831.686384 sec): 3 clusters Score: Raw -1452691.523726 + Penalty 3045.523737 = -1449645.999988 nChanged 134 SP:Iteration 38Q (1831.749373 sec): 3 clusters Score: Raw -1452737.102144 + Penalty 3045.523737 = -1449691.578406 nChanged 112 SP:Iteration 39Q (1831.797380 sec): 3 clusters Score: Raw -1452774.039740 + Penalty 3045.523737 = -1449728.516003 nChanged 102 SP:Iteration 40F (1831.857796 sec): 3 clusters Score: Raw -1452813.559293 + Penalty 3045.523737 = -1449768.035555 nChanged 101 SP:Iteration 41Q (1831.933527 sec): 3 clusters Score: Raw -1452856.036878 + Penalty 3045.523737 = -1449810.513141 nChanged 105 SP:Iteration 42Q (1831.990541 sec): 3 clusters Score: Raw -1452894.525262 + Penalty 3045.523737 = -1449849.001525 nChanged 96 SP:Iteration 43Q (1832.054792 sec): 3 clusters Score: Raw -1452922.016317 + Penalty 3045.523737 = -1449876.492580 nChanged 65 SP:Iteration 44Q (1832.129516 sec): 3 clusters Score: Raw -1452941.034175 + Penalty 3045.523737 = -1449895.510438 nChanged 90 SP:Iteration 45Q (1832.199862 sec): 3 clusters Score: Raw -1452968.061813 + Penalty 3045.523737 = -1449922.538076 nChanged 82 SP:Iteration 46Q (1832.261209 sec): 3 clusters Score: Raw -1452990.572151 + Penalty 3045.523737 = -1449945.048414 nChanged 75 SP:Iteration 47Q (1832.323053 sec): 3 clusters Score: Raw -1453009.019527 + Penalty 3045.523737 = -1449963.495789 nChanged 86 SP:Iteration 48Q (1832.382400 sec): 3 clusters Score: Raw -1453038.353073 + Penalty 3045.523737 = -1449992.829335 nChanged 80 SP:Iteration 49Q (1832.459263 sec): 3 clusters Score: Raw -1453061.756757 + Penalty 3045.523737 = -1450016.233020 nChanged 62 SP:Iteration 50Q (1832.527164 sec): 3 clusters Score: Raw -1453077.350407 + Penalty 3045.523737 = -1450031.826670 nChanged 59 SP:Iteration 51Q (1832.594498 sec): 3 clusters Score: Raw -1453092.877007 + Penalty 3045.523737 = -1450047.353270 nChanged 55 SP:Iteration 52Q (1832.643217 sec): 3 clusters Score: Raw -1453105.252215 + Penalty 3045.523737 = -1450059.728478 nChanged 47 SP:Iteration 53Q (1832.720247 sec): 3 clusters Score: Raw -1453117.512351 + Penalty 3045.523737 = -1450071.988614 nChanged 47 SP:Iteration 54Q (1832.772802 sec): 3 clusters Score: Raw -1453130.202171 + Penalty 3045.523737 = -1450084.678434 nChanged 54 SP:Iteration 55Q (1832.839130 sec): 3 clusters Score: Raw -1453145.039790 + Penalty 3045.523737 = -1450099.516052 nChanged 53 SP:Iteration 56Q (1832.913672 sec): 3 clusters Score: Raw -1453157.397072 + Penalty 3045.523737 = -1450111.873335 nChanged 47 SP:Iteration 57Q (1832.963661 sec): 3 clusters Score: Raw -1453168.671874 + Penalty 3045.523737 = -1450123.148137 nChanged 47 SP:Iteration 58Q (1833.038361 sec): 3 clusters Score: Raw -1453179.774385 + Penalty 3045.523737 = -1450134.250647 nChanged 43 SP:Iteration 59Q (1833.103386 sec): 3 clusters Score: Raw -1453189.227694 + Penalty 3045.523737 = -1450143.703957 nChanged 36 SP:Iteration 60F (1833.173482 sec): 3 clusters Score: Raw -1453195.629869 + Penalty 3045.523737 = -1450150.106132 nChanged 34 SP:Iteration 61Q (1833.236059 sec): 3 clusters Score: Raw -1453202.361271 + Penalty 3045.523737 = -1450156.837534 nChanged 31 SP:Iteration 62Q (1833.305978 sec): 3 clusters Score: Raw -1453208.955642 + Penalty 3045.523737 = -1450163.431904 nChanged 25 SP:Iteration 63Q (1833.363130 sec): 3 clusters Score: Raw -1453213.885104 + Penalty 3045.523737 = -1450168.361366 nChanged 20 SP:Iteration 64Q (1833.419598 sec): 3 clusters Score: Raw -1453218.024604 + Penalty 3045.523737 = -1450172.500867 nChanged 20 SP:Iteration 65Q (1833.484415 sec): 3 clusters Score: Raw -1453221.865857 + Penalty 3045.523737 = -1450176.342120 nChanged 18 SP:Iteration 66Q (1833.551449 sec): 3 clusters Score: Raw -1453224.586391 + Penalty 3045.523737 = -1450179.062654 nChanged 10 SP:Iteration 67Q (1833.608037 sec): 3 clusters Score: Raw -1453226.243243 + Penalty 3045.523737 = -1450180.719506 nChanged 10 SP:Iteration 68Q (1833.668655 sec): 3 clusters Score: Raw -1453227.473060 + Penalty 3045.523737 = -1450181.949322 nChanged 10 SP:Iteration 69Q (1833.731694 sec): 3 clusters Score: Raw -1453228.839650 + Penalty 3045.523737 = -1450183.315912 nChanged 9 SP:Iteration 70Q (1833.805675 sec): 3 clusters Score: Raw -1453230.227865 + Penalty 3045.523737 = -1450184.704128 nChanged 8 SP:Iteration 71Q (1833.862449 sec): 3 clusters Score: Raw -1453231.674133 + Penalty 3045.523737 = -1450186.150395 nChanged 4 SP:Iteration 72Q (1833.934806 sec): 3 clusters Score: Raw -1453232.359861 + Penalty 3045.523737 = -1450186.836124 nChanged 8 SP:Iteration 73Q (1833.989372 sec): 3 clusters Score: Raw -1453233.912328 + Penalty 3045.523737 = -1450188.388591 nChanged 10 SP:Iteration 74Q (1834.055643 sec): 3 clusters Score: Raw -1453235.545300 + Penalty 3045.523737 = -1450190.021563 nChanged 11 SP:Iteration 75Q (1834.123912 sec): 3 clusters Score: Raw -1453236.913849 + Penalty 3045.523737 = -1450191.390112 nChanged 8 SP:Iteration 76Q (1834.189502 sec): 3 clusters Score: Raw -1453237.927433 + Penalty 3045.523737 = -1450192.403696 nChanged 6 SP:Iteration 77Q (1834.243381 sec): 3 clusters Score: Raw -1453238.380444 + Penalty 3045.523737 = -1450192.856707 nChanged 1 SP:Iteration 78Q (1834.313248 sec): 3 clusters Score: Raw -1453238.538710 + Penalty 3045.523737 = -1450193.014973 nChanged 7 SP:Iteration 79Q (1834.375426 sec): 3 clusters Score: Raw -1453239.322694 + Penalty 3045.523737 = -1450193.798956 nChanged 4 SP:Iteration 80F (1834.443047 sec): 3 clusters Score: Raw -1453239.814417 + Penalty 3045.523737 = -1450194.290679 nChanged 1 SP:Iteration 81Q (1834.506771 sec): 3 clusters Score: Raw -1453239.865032 + Penalty 3045.523737 = -1450194.341295 nChanged 1 SP:Iteration 82Q (1834.571935 sec): 3 clusters Score: Raw -1453240.050138 + Penalty 3045.523737 = -1450194.526401 nChanged 2 SP:Iteration 83Q (1834.627013 sec): 3 clusters Score: Raw -1453240.200648 + Penalty 3045.523737 = -1450194.676911 nChanged 3 SP:Iteration 84Q (1834.683721 sec): 3 clusters Score: Raw -1453240.523979 + Penalty 3045.523737 = -1450195.000242 nChanged 4 SP:Iteration 85Q (1834.742132 sec): 3 clusters Score: Raw -1453241.039972 + Penalty 3045.523737 = -1450195.516235 nChanged 4 SP:Iteration 86Q (1834.800166 sec): 3 clusters Score: Raw -1453241.709609 + Penalty 3045.523737 = -1450196.185872 nChanged 6 SP:Iteration 87Q (1834.849778 sec): 3 clusters Score: Raw -1453242.665125 + Penalty 3045.523737 = -1450197.141388 nChanged 7 SP:Iteration 88Q (1834.911917 sec): 3 clusters Score: Raw -1453243.549032 + Penalty 3045.523737 = -1450198.025295 nChanged 6 SP:Iteration 89Q (1834.975606 sec): 3 clusters Score: Raw -1453244.268130 + Penalty 3045.523737 = -1450198.744392 nChanged 4 SP:Iteration 90Q (1835.035380 sec): 3 clusters Score: Raw -1453244.640117 + Penalty 3045.523737 = -1450199.116380 nChanged 3 SP:Iteration 91Q (1835.094292 sec): 3 clusters Score: Raw -1453245.018386 + Penalty 3045.523737 = -1450199.494649 nChanged 1 SP:Iteration 92Q (1835.159119 sec): 3 clusters Score: Raw -1453245.129448 + Penalty 3045.523737 = -1450199.605711 nChanged 3 SP:Iteration 93Q (1835.223021 sec): 3 clusters Score: Raw -1453245.735906 + Penalty 3045.523737 = -1450200.212169 nChanged 5 SP:Iteration 94Q (1835.273429 sec): 3 clusters Score: Raw -1453246.344923 + Penalty 3045.523737 = -1450200.821186 nChanged 4 SP:Iteration 95Q (1835.330896 sec): 3 clusters Score: Raw -1453246.690140 + Penalty 3045.523737 = -1450201.166402 nChanged 4 SP:Iteration 96Q (1835.391284 sec): 3 clusters Score: Raw -1453247.090824 + Penalty 3045.523737 = -1450201.567087 nChanged 3 SP:Iteration 97Q (1835.454269 sec): 3 clusters Score: Raw -1453247.411218 + Penalty 3045.523737 = -1450201.887481 nChanged 5 SP:Iteration 98Q (1835.502880 sec): 3 clusters Score: Raw -1453247.901086 + Penalty 3045.523737 = -1450202.377349 nChanged 6 SP:Iteration 99Q (1835.563080 sec): 3 clusters Score: Raw -1453248.476658 + Penalty 3045.523737 = -1450202.952921 nChanged 4 SP:Iteration 100F (1835.621899 sec): 3 clusters Score: Raw -1453248.965150 + Penalty 3045.523737 = -1450203.441413 nChanged 6 SP:Iteration 101Q (1835.683680 sec): 3 clusters Score: Raw -1453250.030935 + Penalty 3045.523737 = -1450204.507198 nChanged 6 SP:Iteration 102Q (1835.748412 sec): 3 clusters Score: Raw -1453251.178102 + Penalty 3045.523737 = -1450205.654365 nChanged 6 SP:Iteration 103Q (1835.808016 sec): 3 clusters Score: Raw -1453252.336760 + Penalty 3045.523737 = -1450206.813023 nChanged 10 SP:Iteration 104Q (1835.877962 sec): 3 clusters Score: Raw -1453253.929099 + Penalty 3045.523737 = -1450208.405361 nChanged 9 SP:Iteration 105Q (1835.941783 sec): 3 clusters Score: Raw -1453255.083995 + Penalty 3045.523737 = -1450209.560258 nChanged 7 SP:Iteration 106Q (1836.000309 sec): 3 clusters Score: Raw -1453256.068898 + Penalty 3045.523737 = -1450210.545160 nChanged 4 SP:Iteration 107Q (1836.051043 sec): 3 clusters Score: Raw -1453256.561432 + Penalty 3045.523737 = -1450211.037695 nChanged 1 SP:Iteration 108Q (1836.114993 sec): 3 clusters Score: Raw -1453256.739140 + Penalty 3045.523737 = -1450211.215403 nChanged 0 SP:Iteration 109F (1836.179046 sec): 3 clusters Score: Raw -1453256.739140 + Penalty 3045.523737 = -1450211.215403 nChanged 0 Score: Raw -84141274.942210 + Penalty 87367.504290 = -84053907.437920 Splitting cluster 7 changes total score from -84054289.490639 to -84053907.437920 So it's not getting split. Trying to split cluster 8 (4935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1853.053373 sec): 2 clusters Score: Raw -591817.450995 + Penalty 1381.917542 = -590435.533452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1853.107626 sec): 3 clusters Score: Raw -589275.981568 + Penalty 2763.835084 = -586512.146483 nChanged 1985 SP:Iteration 1F (1853.160208 sec): 3 clusters Score: Raw -590382.388165 + Penalty 2763.835084 = -587618.553080 nChanged 381 SP:Iteration 2F (1853.212555 sec): 3 clusters Score: Raw -590625.529225 + Penalty 2763.835084 = -587861.694141 nChanged 276 SP:Iteration 3F (1853.259133 sec): 3 clusters Score: Raw -590808.180216 + Penalty 2763.835084 = -588044.345132 nChanged 260 SP:Iteration 4F (1853.311421 sec): 3 clusters Score: Raw -590975.499759 + Penalty 2763.835084 = -588211.664675 nChanged 208 SP:Iteration 5Q (1853.360607 sec): 3 clusters Score: Raw -591093.324349 + Penalty 2763.835084 = -588329.489264 nChanged 172 SP:Iteration 6Q (1853.412316 sec): 3 clusters Score: Raw -591186.511040 + Penalty 2763.835084 = -588422.675956 nChanged 171 SP:Iteration 7Q (1853.446162 sec): 3 clusters Score: Raw -591275.481345 + Penalty 2763.835084 = -588511.646261 nChanged 142 SP:Iteration 8Q (1853.500397 sec): 3 clusters Score: Raw -591349.422970 + Penalty 2763.835084 = -588585.587886 nChanged 116 SP:Iteration 9Q (1853.552925 sec): 3 clusters Score: Raw -591406.701589 + Penalty 2763.835084 = -588642.866504 nChanged 127 SP:Iteration 10Q (1853.598196 sec): 3 clusters Score: Raw -591464.931673 + Penalty 2763.835084 = -588701.096588 nChanged 109 SP:Iteration 11Q (1853.652070 sec): 3 clusters Score: Raw -591518.453731 + Penalty 2763.835084 = -588754.618646 nChanged 109 SP:Iteration 12Q (1853.710506 sec): 3 clusters Score: Raw -591560.741478 + Penalty 2763.835084 = -588796.906394 nChanged 95 SP:Iteration 13Q (1853.765815 sec): 3 clusters Score: Raw -591608.416130 + Penalty 2763.835084 = -588844.581046 nChanged 91 SP:Iteration 14Q (1853.817042 sec): 3 clusters Score: Raw -591664.113107 + Penalty 2763.835084 = -588900.278023 nChanged 106 SP:Iteration 15Q (1853.862370 sec): 3 clusters Score: Raw -591738.071974 + Penalty 2763.835084 = -588974.236890 nChanged 108 SP:Iteration 16Q (1853.912506 sec): 3 clusters Score: Raw -591808.858173 + Penalty 2763.835084 = -589045.023089 nChanged 95 SP:Iteration 17Q (1853.961040 sec): 3 clusters Score: Raw -591867.966106 + Penalty 2763.835084 = -589104.131021 nChanged 92 SP:Iteration 18Q (1854.010315 sec): 3 clusters Score: Raw -591921.607909 + Penalty 2763.835084 = -589157.772825 nChanged 88 SP:Iteration 19Q (1854.059312 sec): 3 clusters Score: Raw -591969.870976 + Penalty 2763.835084 = -589206.035892 nChanged 92 SP:Iteration 20F (1854.117577 sec): 3 clusters Score: Raw -592016.558765 + Penalty 2763.835084 = -589252.723680 nChanged 78 SP:Iteration 21Q (1854.158707 sec): 3 clusters Score: Raw -592058.788295 + Penalty 2763.835084 = -589294.953210 nChanged 75 SP:Iteration 22Q (1854.207511 sec): 3 clusters Score: Raw -592093.002387 + Penalty 2763.835084 = -589329.167303 nChanged 62 SP:Iteration 23Q (1854.252877 sec): 3 clusters Score: Raw -592125.465493 + Penalty 2763.835084 = -589361.630409 nChanged 47 SP:Iteration 24Q (1854.300375 sec): 3 clusters Score: Raw -592149.860359 + Penalty 2763.835084 = -589386.025275 nChanged 34 SP:Iteration 25Q (1854.348232 sec): 3 clusters Score: Raw -592166.812813 + Penalty 2763.835084 = -589402.977729 nChanged 32 SP:Iteration 26Q (1854.401264 sec): 3 clusters Score: Raw -592179.623311 + Penalty 2763.835084 = -589415.788227 nChanged 25 SP:Iteration 27Q (1854.440832 sec): 3 clusters Score: Raw -592187.813774 + Penalty 2763.835084 = -589423.978689 nChanged 18 SP:Iteration 28Q (1854.495246 sec): 3 clusters Score: Raw -592194.667252 + Penalty 2763.835084 = -589430.832168 nChanged 12 SP:Iteration 29Q (1854.547463 sec): 3 clusters Score: Raw -592198.628434 + Penalty 2763.835084 = -589434.793349 nChanged 12 SP:Iteration 30Q (1854.595528 sec): 3 clusters Score: Raw -592203.460056 + Penalty 2763.835084 = -589439.624972 nChanged 15 SP:Iteration 31Q (1854.641485 sec): 3 clusters Score: Raw -592209.482030 + Penalty 2763.835084 = -589445.646946 nChanged 14 SP:Iteration 32Q (1854.700422 sec): 3 clusters Score: Raw -592213.779814 + Penalty 2763.835084 = -589449.944730 nChanged 4 SP:Iteration 33Q (1854.740917 sec): 3 clusters Score: Raw -592215.058194 + Penalty 2763.835084 = -589451.223110 nChanged 3 SP:Iteration 34Q (1854.794883 sec): 3 clusters Score: Raw -592215.673964 + Penalty 2763.835084 = -589451.838879 nChanged 1 SP:Iteration 35Q (1854.845701 sec): 3 clusters Score: Raw -592215.797343 + Penalty 2763.835084 = -589451.962259 nChanged 0 SP:Iteration 36F (1854.897889 sec): 3 clusters Score: Raw -592215.797343 + Penalty 2763.835084 = -589451.962259 nChanged 0 Trying to split cluster 9 (20816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1854.943816 sec): 2 clusters Score: Raw -2638392.386434 + Penalty 1615.815045 = -2636776.571389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1855.017742 sec): 3 clusters Score: Raw -2625895.337962 + Penalty 3231.630090 = -2622663.707872 nChanged 9398 SP:Iteration 1F (1855.102311 sec): 3 clusters Score: Raw -2631329.165890 + Penalty 3231.630090 = -2628097.535800 nChanged 1234 SP:Iteration 2F (1855.185218 sec): 3 clusters Score: Raw -2631875.139474 + Penalty 3231.630090 = -2628643.509384 nChanged 1279 SP:Iteration 3F (1855.268800 sec): 3 clusters Score: Raw -2632592.937881 + Penalty 3231.630090 = -2629361.307791 nChanged 1460 SP:Iteration 4F (1855.348906 sec): 3 clusters Score: Raw -2633604.226347 + Penalty 3231.630090 = -2630372.596257 nChanged 1498 SP:Iteration 5F (1855.419370 sec): 3 clusters Score: Raw -2634773.987886 + Penalty 3231.630090 = -2631542.357795 nChanged 1389 SP:Iteration 6F (1855.510533 sec): 3 clusters Score: Raw -2635854.727370 + Penalty 3231.630090 = -2632623.097279 nChanged 1086 SP:Iteration 7F (1855.588591 sec): 3 clusters Score: Raw -2636663.962437 + Penalty 3231.630090 = -2633432.332347 nChanged 785 SP:Iteration 8Q (1855.674204 sec): 3 clusters Score: Raw -2637252.126057 + Penalty 3231.630090 = -2634020.495967 nChanged 591 SP:Iteration 9Q (1855.755699 sec): 3 clusters Score: Raw -2637652.123275 + Penalty 3231.630090 = -2634420.493184 nChanged 422 SP:Iteration 10Q (1855.836180 sec): 3 clusters Score: Raw -2637895.576209 + Penalty 3231.630090 = -2634663.946118 nChanged 340 SP:Iteration 11Q (1855.906036 sec): 3 clusters Score: Raw -2638067.476669 + Penalty 3231.630090 = -2634835.846579 nChanged 236 SP:Iteration 12Q (1855.983212 sec): 3 clusters Score: Raw -2638163.768385 + Penalty 3231.630090 = -2634932.138295 nChanged 167 SP:Iteration 13Q (1856.059213 sec): 3 clusters Score: Raw -2638222.449881 + Penalty 3231.630090 = -2634990.819790 nChanged 154 SP:Iteration 14Q (1856.138605 sec): 3 clusters Score: Raw -2638277.521856 + Penalty 3231.630090 = -2635045.891766 nChanged 152 SP:Iteration 15Q (1856.203455 sec): 3 clusters Score: Raw -2638330.797730 + Penalty 3231.630090 = -2635099.167640 nChanged 148 SP:Iteration 16Q (1856.269538 sec): 3 clusters Score: Raw -2638372.509668 + Penalty 3231.630090 = -2635140.879577 nChanged 107 SP:Iteration 17Q (1856.342744 sec): 3 clusters Score: Raw -2638399.267342 + Penalty 3231.630090 = -2635167.637252 nChanged 101 SP:Iteration 18Q (1856.420412 sec): 3 clusters Score: Raw -2638428.776209 + Penalty 3231.630090 = -2635197.146119 nChanged 106 SP:Iteration 19Q (1856.493451 sec): 3 clusters Score: Raw -2638463.464035 + Penalty 3231.630090 = -2635231.833945 nChanged 112 SP:Iteration 20F (1856.577090 sec): 3 clusters Score: Raw -2638499.855886 + Penalty 3231.630090 = -2635268.225796 nChanged 107 SP:Iteration 21Q (1856.651864 sec): 3 clusters Score: Raw -2638530.087723 + Penalty 3231.630090 = -2635298.457633 nChanged 91 SP:Iteration 22Q (1856.729206 sec): 3 clusters Score: Raw -2638551.310123 + Penalty 3231.630090 = -2635319.680033 nChanged 68 SP:Iteration 23Q (1856.787106 sec): 3 clusters Score: Raw -2638565.433293 + Penalty 3231.630090 = -2635333.803202 nChanged 47 SP:Iteration 24Q (1856.854878 sec): 3 clusters Score: Raw -2638575.773736 + Penalty 3231.630090 = -2635344.143645 nChanged 46 SP:Iteration 25Q (1856.931220 sec): 3 clusters Score: Raw -2638584.416240 + Penalty 3231.630090 = -2635352.786150 nChanged 41 SP:Iteration 26Q (1857.003325 sec): 3 clusters Score: Raw -2638592.765771 + Penalty 3231.630090 = -2635361.135681 nChanged 44 SP:Iteration 27Q (1857.075355 sec): 3 clusters Score: Raw -2638600.523660 + Penalty 3231.630090 = -2635368.893570 nChanged 37 SP:Iteration 28Q (1857.151379 sec): 3 clusters Score: Raw -2638607.504012 + Penalty 3231.630090 = -2635375.873922 nChanged 46 SP:Iteration 29Q (1857.227814 sec): 3 clusters Score: Raw -2638615.746923 + Penalty 3231.630090 = -2635384.116833 nChanged 49 SP:Iteration 30Q (1857.305498 sec): 3 clusters Score: Raw -2638624.807292 + Penalty 3231.630090 = -2635393.177202 nChanged 45 SP:Iteration 31Q (1857.381033 sec): 3 clusters Score: Raw -2638633.152406 + Penalty 3231.630090 = -2635401.522316 nChanged 47 SP:Iteration 32Q (1857.446799 sec): 3 clusters Score: Raw -2638642.856045 + Penalty 3231.630090 = -2635411.225955 nChanged 46 SP:Iteration 33Q (1857.521068 sec): 3 clusters Score: Raw -2638652.059345 + Penalty 3231.630090 = -2635420.429255 nChanged 40 SP:Iteration 34Q (1857.594760 sec): 3 clusters Score: Raw -2638658.419863 + Penalty 3231.630090 = -2635426.789773 nChanged 26 SP:Iteration 35Q (1857.664628 sec): 3 clusters Score: Raw -2638662.875411 + Penalty 3231.630090 = -2635431.245320 nChanged 28 SP:Iteration 36Q (1857.754497 sec): 3 clusters Score: Raw -2638668.732196 + Penalty 3231.630090 = -2635437.102106 nChanged 29 SP:Iteration 37Q (1857.829504 sec): 3 clusters Score: Raw -2638674.085595 + Penalty 3231.630090 = -2635442.455505 nChanged 24 SP:Iteration 38Q (1857.897582 sec): 3 clusters Score: Raw -2638677.091388 + Penalty 3231.630090 = -2635445.461298 nChanged 25 SP:Iteration 39Q (1857.983286 sec): 3 clusters Score: Raw -2638680.312820 + Penalty 3231.630090 = -2635448.682730 nChanged 19 SP:Iteration 40F (1858.063645 sec): 3 clusters Score: Raw -2638682.551404 + Penalty 3231.630090 = -2635450.921313 nChanged 21 SP:Iteration 41Q (1858.140555 sec): 3 clusters Score: Raw -2638684.872436 + Penalty 3231.630090 = -2635453.242345 nChanged 18 SP:Iteration 42Q (1858.219426 sec): 3 clusters Score: Raw -2638687.853219 + Penalty 3231.630090 = -2635456.223129 nChanged 26 SP:Iteration 43Q (1858.298071 sec): 3 clusters Score: Raw -2638692.312432 + Penalty 3231.630090 = -2635460.682342 nChanged 22 SP:Iteration 44Q (1858.376578 sec): 3 clusters Score: Raw -2638695.262623 + Penalty 3231.630090 = -2635463.632532 nChanged 21 SP:Iteration 45Q (1858.454316 sec): 3 clusters Score: Raw -2638697.533306 + Penalty 3231.630090 = -2635465.903216 nChanged 12 SP:Iteration 46Q (1858.530911 sec): 3 clusters Score: Raw -2638698.386017 + Penalty 3231.630090 = -2635466.755927 nChanged 8 SP:Iteration 47Q (1858.610462 sec): 3 clusters Score: Raw -2638699.068770 + Penalty 3231.630090 = -2635467.438679 nChanged 3 SP:Iteration 48Q (1858.673491 sec): 3 clusters Score: Raw -2638699.548292 + Penalty 3231.630090 = -2635467.918201 nChanged 7 SP:Iteration 49Q (1858.757660 sec): 3 clusters Score: Raw -2638700.172830 + Penalty 3231.630090 = -2635468.542740 nChanged 2 SP:Iteration 50Q (1858.837782 sec): 3 clusters Score: Raw -2638700.331076 + Penalty 3231.630090 = -2635468.700985 nChanged 2 SP:Iteration 51Q (1858.906215 sec): 3 clusters Score: Raw -2638700.555086 + Penalty 3231.630090 = -2635468.924996 nChanged 2 SP:Iteration 52Q (1858.973922 sec): 3 clusters Score: Raw -2638700.691085 + Penalty 3231.630090 = -2635469.060995 nChanged 3 SP:Iteration 53Q (1859.055768 sec): 3 clusters Score: Raw -2638700.886343 + Penalty 3231.630090 = -2635469.256253 nChanged 3 SP:Iteration 54Q (1859.128072 sec): 3 clusters Score: Raw -2638701.173919 + Penalty 3231.630090 = -2635469.543829 nChanged 2 SP:Iteration 55Q (1859.207304 sec): 3 clusters Score: Raw -2638701.293856 + Penalty 3231.630090 = -2635469.663766 nChanged 2 SP:Iteration 56Q (1859.279310 sec): 3 clusters Score: Raw -2638701.399432 + Penalty 3231.630090 = -2635469.769342 nChanged 2 SP:Iteration 57Q (1859.353481 sec): 3 clusters Score: Raw -2638701.573422 + Penalty 3231.630090 = -2635469.943332 nChanged 0 SP:Iteration 58F (1859.419511 sec): 3 clusters Score: Raw -2638701.573422 + Penalty 3231.630090 = -2635469.943332 nChanged 0 Trying to split cluster 10 (6170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1859.449344 sec): 2 clusters Score: Raw -772851.489263 + Penalty 1418.211294 = -771433.277969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1859.507675 sec): 3 clusters Score: Raw -769538.124907 + Penalty 2836.422588 = -766701.702319 nChanged 2565 SP:Iteration 1F (1859.560080 sec): 3 clusters Score: Raw -771088.802487 + Penalty 2836.422588 = -768252.379899 nChanged 466 SP:Iteration 2F (1859.617419 sec): 3 clusters Score: Raw -771396.881403 + Penalty 2836.422588 = -768560.458815 nChanged 389 SP:Iteration 3F (1859.659608 sec): 3 clusters Score: Raw -771677.463399 + Penalty 2836.422588 = -768841.040811 nChanged 350 SP:Iteration 4F (1859.717169 sec): 3 clusters Score: Raw -771940.806644 + Penalty 2836.422588 = -769104.384056 nChanged 320 SP:Iteration 5F (1859.764902 sec): 3 clusters Score: Raw -772192.356448 + Penalty 2836.422588 = -769355.933860 nChanged 317 SP:Iteration 6F (1859.820250 sec): 3 clusters Score: Raw -772455.349507 + Penalty 2836.422588 = -769618.926919 nChanged 301 SP:Iteration 7Q (1859.876840 sec): 3 clusters Score: Raw -772677.795412 + Penalty 2836.422588 = -769841.372824 nChanged 259 SP:Iteration 8Q (1859.927359 sec): 3 clusters Score: Raw -772852.960614 + Penalty 2836.422588 = -770016.538026 nChanged 223 SP:Iteration 9Q (1859.974026 sec): 3 clusters Score: Raw -772988.502588 + Penalty 2836.422588 = -770152.080000 nChanged 191 SP:Iteration 10Q (1860.031187 sec): 3 clusters Score: Raw -773101.765892 + Penalty 2836.422588 = -770265.343304 nChanged 167 SP:Iteration 11Q (1860.086798 sec): 3 clusters Score: Raw -773197.183082 + Penalty 2836.422588 = -770360.760494 nChanged 142 SP:Iteration 12Q (1860.137161 sec): 3 clusters Score: Raw -773282.425742 + Penalty 2836.422588 = -770446.003154 nChanged 130 SP:Iteration 13Q (1860.188748 sec): 3 clusters Score: Raw -773353.712485 + Penalty 2836.422588 = -770517.289897 nChanged 109 SP:Iteration 14Q (1860.255106 sec): 3 clusters Score: Raw -773410.176747 + Penalty 2836.422588 = -770573.754159 nChanged 89 SP:Iteration 15Q (1860.293369 sec): 3 clusters Score: Raw -773454.412652 + Penalty 2836.422588 = -770617.990064 nChanged 62 SP:Iteration 16Q (1860.340485 sec): 3 clusters Score: Raw -773481.523583 + Penalty 2836.422588 = -770645.100995 nChanged 51 SP:Iteration 17Q (1860.399565 sec): 3 clusters Score: Raw -773502.742631 + Penalty 2836.422588 = -770666.320043 nChanged 34 SP:Iteration 18Q (1860.444986 sec): 3 clusters Score: Raw -773514.197222 + Penalty 2836.422588 = -770677.774634 nChanged 46 SP:Iteration 19Q (1860.499574 sec): 3 clusters Score: Raw -773531.979902 + Penalty 2836.422588 = -770695.557314 nChanged 44 SP:Iteration 20F (1860.554397 sec): 3 clusters Score: Raw -773548.302389 + Penalty 2836.422588 = -770711.879801 nChanged 47 SP:Iteration 21Q (1860.617920 sec): 3 clusters Score: Raw -773565.474099 + Penalty 2836.422588 = -770729.051511 nChanged 42 SP:Iteration 22Q (1860.659128 sec): 3 clusters Score: Raw -773579.641305 + Penalty 2836.422588 = -770743.218717 nChanged 35 SP:Iteration 23Q (1860.721930 sec): 3 clusters Score: Raw -773589.777130 + Penalty 2836.422588 = -770753.354542 nChanged 26 SP:Iteration 24Q (1860.766045 sec): 3 clusters Score: Raw -773597.365308 + Penalty 2836.422588 = -770760.942720 nChanged 30 SP:Iteration 25Q (1860.831384 sec): 3 clusters Score: Raw -773603.293253 + Penalty 2836.422588 = -770766.870665 nChanged 23 SP:Iteration 26Q (1860.879077 sec): 3 clusters Score: Raw -773608.431156 + Penalty 2836.422588 = -770772.008568 nChanged 21 SP:Iteration 27Q (1860.936780 sec): 3 clusters Score: Raw -773613.416205 + Penalty 2836.422588 = -770776.993617 nChanged 19 SP:Iteration 28Q (1861.000086 sec): 3 clusters Score: Raw -773620.268706 + Penalty 2836.422588 = -770783.846118 nChanged 17 SP:Iteration 29Q (1861.043900 sec): 3 clusters Score: Raw -773624.931748 + Penalty 2836.422588 = -770788.509160 nChanged 15 SP:Iteration 30Q (1861.081079 sec): 3 clusters Score: Raw -773628.664565 + Penalty 2836.422588 = -770792.241977 nChanged 16 SP:Iteration 31Q (1861.111008 sec): 3 clusters Score: Raw -773632.718723 + Penalty 2836.422588 = -770796.296135 nChanged 13 SP:Iteration 32Q (1861.132692 sec): 3 clusters Score: Raw -773636.062197 + Penalty 2836.422588 = -770799.639609 nChanged 13 SP:Iteration 33Q (1861.173041 sec): 3 clusters Score: Raw -773640.663358 + Penalty 2836.422588 = -770804.240770 nChanged 15 SP:Iteration 34Q (1861.196287 sec): 3 clusters Score: Raw -773647.310612 + Penalty 2836.422588 = -770810.888024 nChanged 23 SP:Iteration 35Q (1861.226793 sec): 3 clusters Score: Raw -773656.154270 + Penalty 2836.422588 = -770819.731682 nChanged 24 SP:Iteration 36Q (1861.248434 sec): 3 clusters Score: Raw -773667.190272 + Penalty 2836.422588 = -770830.767684 nChanged 41 SP:Iteration 37Q (1861.279454 sec): 3 clusters Score: Raw -773683.998887 + Penalty 2836.422588 = -770847.576299 nChanged 35 SP:Iteration 38Q (1861.322098 sec): 3 clusters Score: Raw -773695.880248 + Penalty 2836.422588 = -770859.457660 nChanged 28 SP:Iteration 39Q (1861.338221 sec): 3 clusters Score: Raw -773706.353863 + Penalty 2836.422588 = -770869.931275 nChanged 35 SP:Iteration 40F (1861.360549 sec): 3 clusters Score: Raw -773724.610553 + Penalty 2836.422588 = -770888.187965 nChanged 43 SP:Iteration 41Q (1861.429520 sec): 3 clusters Score: Raw -773749.077193 + Penalty 2836.422588 = -770912.654605 nChanged 47 SP:Iteration 42Q (1861.476571 sec): 3 clusters Score: Raw -773781.731170 + Penalty 2836.422588 = -770945.308582 nChanged 47 SP:Iteration 43Q (1861.534885 sec): 3 clusters Score: Raw -773811.012600 + Penalty 2836.422588 = -770974.590012 nChanged 53 SP:Iteration 44Q (1861.595606 sec): 3 clusters Score: Raw -773839.877584 + Penalty 2836.422588 = -771003.454996 nChanged 54 SP:Iteration 45Q (1861.648482 sec): 3 clusters Score: Raw -773871.891938 + Penalty 2836.422588 = -771035.469350 nChanged 46 SP:Iteration 46Q (1861.699133 sec): 3 clusters Score: Raw -773899.786007 + Penalty 2836.422588 = -771063.363419 nChanged 38 SP:Iteration 47Q (1861.748441 sec): 3 clusters Score: Raw -773919.712017 + Penalty 2836.422588 = -771083.289429 nChanged 27 SP:Iteration 48Q (1861.804577 sec): 3 clusters Score: Raw -773932.154858 + Penalty 2836.422588 = -771095.732270 nChanged 37 SP:Iteration 49Q (1861.865100 sec): 3 clusters Score: Raw -773949.432768 + Penalty 2836.422588 = -771113.010180 nChanged 25 SP:Iteration 50Q (1861.910033 sec): 3 clusters Score: Raw -773959.359153 + Penalty 2836.422588 = -771122.936565 nChanged 22 SP:Iteration 51Q (1861.969072 sec): 3 clusters Score: Raw -773968.373692 + Penalty 2836.422588 = -771131.951104 nChanged 18 SP:Iteration 52Q (1862.020963 sec): 3 clusters Score: Raw -773975.129053 + Penalty 2836.422588 = -771138.706465 nChanged 15 SP:Iteration 53Q (1862.074761 sec): 3 clusters Score: Raw -773981.746232 + Penalty 2836.422588 = -771145.323644 nChanged 12 SP:Iteration 54Q (1862.127149 sec): 3 clusters Score: Raw -773986.814914 + Penalty 2836.422588 = -771150.392326 nChanged 12 SP:Iteration 55Q (1862.174608 sec): 3 clusters Score: Raw -773991.304914 + Penalty 2836.422588 = -771154.882326 nChanged 11 SP:Iteration 56Q (1862.234889 sec): 3 clusters Score: Raw -773994.088920 + Penalty 2836.422588 = -771157.666332 nChanged 8 SP:Iteration 57Q (1862.290354 sec): 3 clusters Score: Raw -773997.088125 + Penalty 2836.422588 = -771160.665537 nChanged 10 SP:Iteration 58Q (1862.332937 sec): 3 clusters Score: Raw -774001.444685 + Penalty 2836.422588 = -771165.022097 nChanged 11 SP:Iteration 59Q (1862.386607 sec): 3 clusters Score: Raw -774006.026090 + Penalty 2836.422588 = -771169.603502 nChanged 14 SP:Iteration 60F (1862.439361 sec): 3 clusters Score: Raw -774011.596026 + Penalty 2836.422588 = -771175.173438 nChanged 13 SP:Iteration 61Q (1862.499839 sec): 3 clusters Score: Raw -774017.617255 + Penalty 2836.422588 = -771181.194667 nChanged 13 SP:Iteration 62Q (1862.551754 sec): 3 clusters Score: Raw -774022.111176 + Penalty 2836.422588 = -771185.688588 nChanged 8 SP:Iteration 63Q (1862.594037 sec): 3 clusters Score: Raw -774024.530011 + Penalty 2836.422588 = -771188.107423 nChanged 7 SP:Iteration 64Q (1862.645896 sec): 3 clusters Score: Raw -774026.534132 + Penalty 2836.422588 = -771190.111544 nChanged 7 SP:Iteration 65Q (1862.695424 sec): 3 clusters Score: Raw -774028.073364 + Penalty 2836.422588 = -771191.650776 nChanged 2 SP:Iteration 66Q (1862.739241 sec): 3 clusters Score: Raw -774028.437778 + Penalty 2836.422588 = -771192.015190 nChanged 5 SP:Iteration 67Q (1862.791726 sec): 3 clusters Score: Raw -774029.880786 + Penalty 2836.422588 = -771193.458198 nChanged 8 SP:Iteration 68Q (1862.847054 sec): 3 clusters Score: Raw -774031.739182 + Penalty 2836.422588 = -771195.316594 nChanged 8 SP:Iteration 69Q (1862.898111 sec): 3 clusters Score: Raw -774034.726021 + Penalty 2836.422588 = -771198.303433 nChanged 5 SP:Iteration 70Q (1862.950070 sec): 3 clusters Score: Raw -774036.212730 + Penalty 2836.422588 = -771199.790142 nChanged 4 SP:Iteration 71Q (1863.007494 sec): 3 clusters Score: Raw -774037.720333 + Penalty 2836.422588 = -771201.297745 nChanged 6 SP:Iteration 72Q (1863.049523 sec): 3 clusters Score: Raw -774039.385313 + Penalty 2836.422588 = -771202.962725 nChanged 6 SP:Iteration 73Q (1863.082227 sec): 3 clusters Score: Raw -774041.076533 + Penalty 2836.422588 = -771204.653945 nChanged 7 SP:Iteration 74Q (1863.131165 sec): 3 clusters Score: Raw -774044.345543 + Penalty 2836.422588 = -771207.922955 nChanged 8 SP:Iteration 75Q (1863.178455 sec): 3 clusters Score: Raw -774049.286937 + Penalty 2836.422588 = -771212.864349 nChanged 14 SP:Iteration 76Q (1863.227337 sec): 3 clusters Score: Raw -774055.656781 + Penalty 2836.422588 = -771219.234193 nChanged 15 SP:Iteration 77Q (1863.278503 sec): 3 clusters Score: Raw -774061.291100 + Penalty 2836.422588 = -771224.868512 nChanged 14 SP:Iteration 78Q (1863.332037 sec): 3 clusters Score: Raw -774065.757422 + Penalty 2836.422588 = -771229.334834 nChanged 11 SP:Iteration 79Q (1863.387810 sec): 3 clusters Score: Raw -774069.213515 + Penalty 2836.422588 = -771232.790927 nChanged 7 SP:Iteration 80F (1863.440146 sec): 3 clusters Score: Raw -774072.744324 + Penalty 2836.422588 = -771236.321736 nChanged 10 SP:Iteration 81Q (1863.505338 sec): 3 clusters Score: Raw -774077.499421 + Penalty 2836.422588 = -771241.076833 nChanged 8 SP:Iteration 82Q (1863.535988 sec): 3 clusters Score: Raw -774080.231260 + Penalty 2836.422588 = -771243.808672 nChanged 10 SP:Iteration 83Q (1863.595272 sec): 3 clusters Score: Raw -774083.424523 + Penalty 2836.422588 = -771247.001935 nChanged 6 SP:Iteration 84Q (1863.639389 sec): 3 clusters Score: Raw -774085.578012 + Penalty 2836.422588 = -771249.155424 nChanged 3 SP:Iteration 85Q (1863.694696 sec): 3 clusters Score: Raw -774086.588530 + Penalty 2836.422588 = -771250.165942 nChanged 2 SP:Iteration 86Q (1863.743978 sec): 3 clusters Score: Raw -774086.853667 + Penalty 2836.422588 = -771250.431079 nChanged 3 SP:Iteration 87Q (1863.798656 sec): 3 clusters Score: Raw -774087.855760 + Penalty 2836.422588 = -771251.433172 nChanged 1 SP:Iteration 88Q (1863.842011 sec): 3 clusters Score: Raw -774088.278444 + Penalty 2836.422588 = -771251.855856 nChanged 1 SP:Iteration 89Q (1863.892321 sec): 3 clusters Score: Raw -774088.420560 + Penalty 2836.422588 = -771251.997972 nChanged 1 SP:Iteration 90Q (1863.945276 sec): 3 clusters Score: Raw -774088.656409 + Penalty 2836.422588 = -771252.233821 nChanged 0 SP:Iteration 91F (1863.993078 sec): 3 clusters Score: Raw -774088.656409 + Penalty 2836.422588 = -771252.233821 nChanged 0 Trying to split cluster 11 (16828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1864.048336 sec): 2 clusters Score: Raw -2116267.305999 + Penalty 1581.254910 = -2114686.051089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1864.117441 sec): 3 clusters Score: Raw -2106311.436601 + Penalty 3162.509820 = -2103148.926781 nChanged 7429 SP:Iteration 1F (1864.184780 sec): 3 clusters Score: Raw -2110508.876852 + Penalty 3162.509820 = -2107346.367032 nChanged 1089 SP:Iteration 2F (1864.258415 sec): 3 clusters Score: Raw -2111029.250371 + Penalty 3162.509820 = -2107866.740551 nChanged 1021 SP:Iteration 3F (1864.334408 sec): 3 clusters Score: Raw -2111564.430705 + Penalty 3162.509820 = -2108401.920885 nChanged 1063 SP:Iteration 4F (1864.406163 sec): 3 clusters Score: Raw -2112238.251367 + Penalty 3162.509820 = -2109075.741548 nChanged 1150 SP:Iteration 5F (1864.479136 sec): 3 clusters Score: Raw -2113041.324292 + Penalty 3162.509820 = -2109878.814472 nChanged 1086 SP:Iteration 6F (1864.553347 sec): 3 clusters Score: Raw -2113858.705819 + Penalty 3162.509820 = -2110696.196000 nChanged 944 SP:Iteration 7F (1864.629485 sec): 3 clusters Score: Raw -2114605.495821 + Penalty 3162.509820 = -2111442.986001 nChanged 729 SP:Iteration 8Q (1864.701153 sec): 3 clusters Score: Raw -2115151.088570 + Penalty 3162.509820 = -2111988.578751 nChanged 523 SP:Iteration 9Q (1864.783208 sec): 3 clusters Score: Raw -2115552.354245 + Penalty 3162.509820 = -2112389.844426 nChanged 359 SP:Iteration 10Q (1864.860531 sec): 3 clusters Score: Raw -2115839.151410 + Penalty 3162.509820 = -2112676.641590 nChanged 254 SP:Iteration 11Q (1864.919495 sec): 3 clusters Score: Raw -2116027.620391 + Penalty 3162.509820 = -2112865.110571 nChanged 167 SP:Iteration 12Q (1864.988842 sec): 3 clusters Score: Raw -2116153.957622 + Penalty 3162.509820 = -2112991.447802 nChanged 104 SP:Iteration 13Q (1865.060291 sec): 3 clusters Score: Raw -2116235.460466 + Penalty 3162.509820 = -2113072.950647 nChanged 71 SP:Iteration 14Q (1865.131796 sec): 3 clusters Score: Raw -2116293.062532 + Penalty 3162.509820 = -2113130.552713 nChanged 52 SP:Iteration 15Q (1865.195534 sec): 3 clusters Score: Raw -2116337.644136 + Penalty 3162.509820 = -2113175.134317 nChanged 40 SP:Iteration 16Q (1865.269014 sec): 3 clusters Score: Raw -2116370.895497 + Penalty 3162.509820 = -2113208.385678 nChanged 33 SP:Iteration 17Q (1865.334396 sec): 3 clusters Score: Raw -2116401.384300 + Penalty 3162.509820 = -2113238.874481 nChanged 25 SP:Iteration 18Q (1865.399904 sec): 3 clusters Score: Raw -2116423.942187 + Penalty 3162.509820 = -2113261.432368 nChanged 13 SP:Iteration 19Q (1865.465070 sec): 3 clusters Score: Raw -2116436.920267 + Penalty 3162.509820 = -2113274.410448 nChanged 13 SP:Iteration 20F (1865.530052 sec): 3 clusters Score: Raw -2116446.451644 + Penalty 3162.509820 = -2113283.941824 nChanged 7 SP:Iteration 21Q (1865.590062 sec): 3 clusters Score: Raw -2116451.935149 + Penalty 3162.509820 = -2113289.425330 nChanged 10 SP:Iteration 22Q (1865.659347 sec): 3 clusters Score: Raw -2116465.281978 + Penalty 3162.509820 = -2113302.772159 nChanged 13 SP:Iteration 23Q (1865.723604 sec): 3 clusters Score: Raw -2116481.496029 + Penalty 3162.509820 = -2113318.986210 nChanged 11 SP:Iteration 24Q (1865.793730 sec): 3 clusters Score: Raw -2116490.180764 + Penalty 3162.509820 = -2113327.670945 nChanged 6 SP:Iteration 25Q (1865.843920 sec): 3 clusters Score: Raw -2116495.869042 + Penalty 3162.509820 = -2113333.359222 nChanged 6 SP:Iteration 26Q (1865.910159 sec): 3 clusters Score: Raw -2116500.130949 + Penalty 3162.509820 = -2113337.621130 nChanged 4 SP:Iteration 27Q (1865.964356 sec): 3 clusters Score: Raw -2116503.428703 + Penalty 3162.509820 = -2113340.918883 nChanged 4 SP:Iteration 28Q (1866.027077 sec): 3 clusters Score: Raw -2116506.064245 + Penalty 3162.509820 = -2113343.554425 nChanged 0 SP:Iteration 29F (1866.099368 sec): 3 clusters Score: Raw -2116506.064245 + Penalty 3162.509820 = -2113343.554425 nChanged 0 Trying to split cluster 12 (62068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1866.216732 sec): 2 clusters Score: Raw -7864372.354970 + Penalty 1793.347699 = -7862579.007271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1866.367206 sec): 3 clusters Score: Raw -7824614.498475 + Penalty 3586.695397 = -7821027.803078 nChanged 29437 SP:Iteration 1F (1866.513355 sec): 3 clusters Score: Raw -7841516.040067 + Penalty 3586.695397 = -7837929.344670 nChanged 2344 SP:Iteration 2Q (1866.666476 sec): 3 clusters Score: Raw -7842196.014435 + Penalty 3586.695397 = -7838609.319038 nChanged 2361 SP:Iteration 3Q (1866.812893 sec): 3 clusters Score: Raw -7842948.004126 + Penalty 3586.695397 = -7839361.308728 nChanged 2485 SP:Iteration 4Q (1866.966263 sec): 3 clusters Score: Raw -7843909.916848 + Penalty 3586.695397 = -7840323.221451 nChanged 2694 SP:Iteration 5Q (1867.122145 sec): 3 clusters Score: Raw -7845081.155878 + Penalty 3586.695397 = -7841494.460481 nChanged 2888 SP:Iteration 6Q (1867.261748 sec): 3 clusters Score: Raw -7846516.261622 + Penalty 3586.695397 = -7842929.566225 nChanged 3072 SP:Iteration 7Q (1867.415294 sec): 3 clusters Score: Raw -7848122.332194 + Penalty 3586.695397 = -7844535.636797 nChanged 3115 SP:Iteration 8F (1867.543233 sec): 3 clusters Score: Raw -7849766.558992 + Penalty 3586.695397 = -7846179.863595 nChanged 2991 SP:Iteration 9Q (1867.678835 sec): 3 clusters Score: Raw -7851336.309484 + Penalty 3586.695397 = -7847749.614087 nChanged 2914 SP:Iteration 10Q (1867.821474 sec): 3 clusters Score: Raw -7852940.890023 + Penalty 3586.695397 = -7849354.194626 nChanged 2918 SP:Iteration 11Q (1867.962471 sec): 3 clusters Score: Raw -7854562.934308 + Penalty 3586.695397 = -7850976.238911 nChanged 2844 SP:Iteration 12Q (1868.096753 sec): 3 clusters Score: Raw -7856222.458804 + Penalty 3586.695397 = -7852635.763407 nChanged 2826 SP:Iteration 13Q (1868.251538 sec): 3 clusters Score: Raw -7857936.529937 + Penalty 3586.695397 = -7854349.834539 nChanged 2709 SP:Iteration 14Q (1868.402086 sec): 3 clusters Score: Raw -7859598.178746 + Penalty 3586.695397 = -7856011.483349 nChanged 2264 SP:Iteration 15Q (1868.538567 sec): 3 clusters Score: Raw -7860956.760016 + Penalty 3586.695397 = -7857370.064619 nChanged 1862 SP:Iteration 16Q (1868.672582 sec): 3 clusters Score: Raw -7862076.411753 + Penalty 3586.695397 = -7858489.716356 nChanged 1409 SP:Iteration 17Q (1868.811656 sec): 3 clusters Score: Raw -7862940.848886 + Penalty 3586.695397 = -7859354.153488 nChanged 985 SP:Iteration 18Q (1868.950772 sec): 3 clusters Score: Raw -7863540.464067 + Penalty 3586.695397 = -7859953.768670 nChanged 641 SP:Iteration 19Q (1869.085936 sec): 3 clusters Score: Raw -7863923.234438 + Penalty 3586.695397 = -7860336.539041 nChanged 431 SP:Iteration 20F (1869.237775 sec): 3 clusters Score: Raw -7864173.565123 + Penalty 3586.695397 = -7860586.869726 nChanged 275 SP:Iteration 21Q (1869.366150 sec): 3 clusters Score: Raw -7864321.268274 + Penalty 3586.695397 = -7860734.572877 nChanged 169 SP:Iteration 22Q (1869.483595 sec): 3 clusters Score: Raw -7864412.610230 + Penalty 3586.695397 = -7860825.914833 nChanged 117 SP:Iteration 23Q (1869.608713 sec): 3 clusters Score: Raw -7864478.527946 + Penalty 3586.695397 = -7860891.832549 nChanged 99 SP:Iteration 24Q (1869.730924 sec): 3 clusters Score: Raw -7864536.570094 + Penalty 3586.695397 = -7860949.874697 nChanged 67 SP:Iteration 25Q (1869.839581 sec): 3 clusters Score: Raw -7864573.205207 + Penalty 3586.695397 = -7860986.509810 nChanged 58 SP:Iteration 26Q (1869.957525 sec): 3 clusters Score: Raw -7864605.204421 + Penalty 3586.695397 = -7861018.509024 nChanged 44 SP:Iteration 27Q (1870.069416 sec): 3 clusters Score: Raw -7864629.141344 + Penalty 3586.695397 = -7861042.445947 nChanged 25 SP:Iteration 28Q (1870.167762 sec): 3 clusters Score: Raw -7864642.634169 + Penalty 3586.695397 = -7861055.938772 nChanged 20 SP:Iteration 29Q (1870.269303 sec): 3 clusters Score: Raw -7864652.629068 + Penalty 3586.695397 = -7861065.933671 nChanged 11 SP:Iteration 30Q (1870.388530 sec): 3 clusters Score: Raw -7864657.967094 + Penalty 3586.695397 = -7861071.271697 nChanged 9 SP:Iteration 31Q (1870.527139 sec): 3 clusters Score: Raw -7864661.255040 + Penalty 3586.695397 = -7861074.559643 nChanged 4 SP:Iteration 32Q (1870.660535 sec): 3 clusters Score: Raw -7864663.916455 + Penalty 3586.695397 = -7861077.221058 nChanged 7 SP:Iteration 33Q (1870.782028 sec): 3 clusters Score: Raw -7864666.802021 + Penalty 3586.695397 = -7861080.106624 nChanged 7 SP:Iteration 34Q (1870.916284 sec): 3 clusters Score: Raw -7864671.881833 + Penalty 3586.695397 = -7861085.186436 nChanged 11 SP:Iteration 35Q (1871.046662 sec): 3 clusters Score: Raw -7864678.367826 + Penalty 3586.695397 = -7861091.672429 nChanged 13 SP:Iteration 36Q (1871.161248 sec): 3 clusters Score: Raw -7864685.337566 + Penalty 3586.695397 = -7861098.642169 nChanged 4 SP:Iteration 37Q (1871.270092 sec): 3 clusters Score: Raw -7864688.195523 + Penalty 3586.695397 = -7861101.500126 nChanged 5 SP:Iteration 38Q (1871.365821 sec): 3 clusters Score: Raw -7864692.028760 + Penalty 3586.695397 = -7861105.333363 nChanged 10 SP:Iteration 39Q (1871.486565 sec): 3 clusters Score: Raw -7864697.472171 + Penalty 3586.695397 = -7861110.776774 nChanged 11 SP:Iteration 40F (1871.637871 sec): 3 clusters Score: Raw -7864703.200439 + Penalty 3586.695397 = -7861116.505042 nChanged 8 SP:Iteration 41Q (1871.761441 sec): 3 clusters Score: Raw -7864706.616432 + Penalty 3586.695397 = -7861119.921035 nChanged 5 SP:Iteration 42Q (1871.891252 sec): 3 clusters Score: Raw -7864709.279251 + Penalty 3586.695397 = -7861122.583854 nChanged 8 SP:Iteration 43Q (1872.008501 sec): 3 clusters Score: Raw -7864713.394459 + Penalty 3586.695397 = -7861126.699062 nChanged 3 SP:Iteration 44Q (1872.123055 sec): 3 clusters Score: Raw -7864715.713330 + Penalty 3586.695397 = -7861129.017933 nChanged 1 SP:Iteration 45Q (1872.241913 sec): 3 clusters Score: Raw -7864716.604394 + Penalty 3586.695397 = -7861129.908996 nChanged 3 SP:Iteration 46Q (1872.356750 sec): 3 clusters Score: Raw -7864718.359588 + Penalty 3586.695397 = -7861131.664191 nChanged 2 SP:Iteration 47Q (1872.477457 sec): 3 clusters Score: Raw -7864719.764144 + Penalty 3586.695397 = -7861133.068747 nChanged 1 SP:Iteration 48Q (1872.600677 sec): 3 clusters Score: Raw -7864720.198229 + Penalty 3586.695397 = -7861133.502832 nChanged 2 SP:Iteration 49Q (1872.733086 sec): 3 clusters Score: Raw -7864721.711804 + Penalty 3586.695397 = -7861135.016407 nChanged 4 SP:Iteration 50Q (1872.857234 sec): 3 clusters Score: Raw -7864723.948439 + Penalty 3586.695397 = -7861137.253042 nChanged 2 SP:Iteration 51Q (1872.977282 sec): 3 clusters Score: Raw -7864724.681784 + Penalty 3586.695397 = -7861137.986387 nChanged 3 SP:Iteration 52Q (1873.104121 sec): 3 clusters Score: Raw -7864726.409943 + Penalty 3586.695397 = -7861139.714546 nChanged 3 SP:Iteration 53Q (1873.226569 sec): 3 clusters Score: Raw -7864729.219356 + Penalty 3586.695397 = -7861142.523959 nChanged 1 SP:Iteration 54Q (1873.358771 sec): 3 clusters Score: Raw -7864729.580175 + Penalty 3586.695397 = -7861142.884778 nChanged 0 SP:Iteration 55F (1873.502632 sec): 3 clusters Score: Raw -7864729.580175 + Penalty 3586.695397 = -7861142.884778 nChanged 0 Trying to split cluster 13 (5345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1873.533580 sec): 2 clusters Score: Raw -673760.971692 + Penalty 1394.886484 = -672366.085209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1873.576358 sec): 3 clusters Score: Raw -670910.681484 + Penalty 2789.772968 = -668120.908517 nChanged 2234 SP:Iteration 1F (1873.625434 sec): 3 clusters Score: Raw -672217.794380 + Penalty 2789.772968 = -669428.021413 nChanged 440 SP:Iteration 2F (1873.681378 sec): 3 clusters Score: Raw -672495.969775 + Penalty 2789.772968 = -669706.196808 nChanged 335 SP:Iteration 3F (1873.740692 sec): 3 clusters Score: Raw -672722.761199 + Penalty 2789.772968 = -669932.988231 nChanged 291 SP:Iteration 4F (1873.802771 sec): 3 clusters Score: Raw -672911.855719 + Penalty 2789.772968 = -670122.082751 nChanged 262 SP:Iteration 5Q (1873.845995 sec): 3 clusters Score: Raw -673070.723054 + Penalty 2789.772968 = -670280.950086 nChanged 232 SP:Iteration 6Q (1873.900955 sec): 3 clusters Score: Raw -673217.137708 + Penalty 2789.772968 = -670427.364740 nChanged 208 SP:Iteration 7Q (1873.946914 sec): 3 clusters Score: Raw -673337.393211 + Penalty 2789.772968 = -670547.620243 nChanged 180 SP:Iteration 8Q (1873.995667 sec): 3 clusters Score: Raw -673425.651849 + Penalty 2789.772968 = -670635.878881 nChanged 162 SP:Iteration 9Q (1874.047790 sec): 3 clusters Score: Raw -673508.085401 + Penalty 2789.772968 = -670718.312433 nChanged 138 SP:Iteration 10Q (1874.102362 sec): 3 clusters Score: Raw -673571.853248 + Penalty 2789.772968 = -670782.080280 nChanged 114 SP:Iteration 11Q (1874.154505 sec): 3 clusters Score: Raw -673615.909244 + Penalty 2789.772968 = -670826.136277 nChanged 75 SP:Iteration 12Q (1874.204721 sec): 3 clusters Score: Raw -673643.423011 + Penalty 2789.772968 = -670853.650044 nChanged 59 SP:Iteration 13Q (1874.266844 sec): 3 clusters Score: Raw -673666.072992 + Penalty 2789.772968 = -670876.300025 nChanged 52 SP:Iteration 14Q (1874.311691 sec): 3 clusters Score: Raw -673685.963615 + Penalty 2789.772968 = -670896.190647 nChanged 53 SP:Iteration 15Q (1874.358302 sec): 3 clusters Score: Raw -673702.818472 + Penalty 2789.772968 = -670913.045504 nChanged 51 SP:Iteration 16Q (1874.412413 sec): 3 clusters Score: Raw -673722.182197 + Penalty 2789.772968 = -670932.409230 nChanged 49 SP:Iteration 17Q (1874.464853 sec): 3 clusters Score: Raw -673742.503647 + Penalty 2789.772968 = -670952.730680 nChanged 48 SP:Iteration 18Q (1874.520389 sec): 3 clusters Score: Raw -673760.640305 + Penalty 2789.772968 = -670970.867338 nChanged 33 SP:Iteration 19Q (1874.576661 sec): 3 clusters Score: Raw -673772.270149 + Penalty 2789.772968 = -670982.497181 nChanged 41 SP:Iteration 20F (1874.632780 sec): 3 clusters Score: Raw -673789.516168 + Penalty 2789.772968 = -670999.743200 nChanged 42 SP:Iteration 21Q (1874.688388 sec): 3 clusters Score: Raw -673806.887128 + Penalty 2789.772968 = -671017.114160 nChanged 42 SP:Iteration 22Q (1874.743423 sec): 3 clusters Score: Raw -673820.941043 + Penalty 2789.772968 = -671031.168076 nChanged 32 SP:Iteration 23Q (1874.797937 sec): 3 clusters Score: Raw -673832.520096 + Penalty 2789.772968 = -671042.747128 nChanged 33 SP:Iteration 24Q (1874.851403 sec): 3 clusters Score: Raw -673843.426517 + Penalty 2789.772968 = -671053.653549 nChanged 31 SP:Iteration 25Q (1874.908246 sec): 3 clusters Score: Raw -673852.963762 + Penalty 2789.772968 = -671063.190795 nChanged 28 SP:Iteration 26Q (1874.964067 sec): 3 clusters Score: Raw -673864.017856 + Penalty 2789.772968 = -671074.244889 nChanged 29 SP:Iteration 27Q (1875.021954 sec): 3 clusters Score: Raw -673870.998475 + Penalty 2789.772968 = -671081.225508 nChanged 15 SP:Iteration 28Q (1875.064984 sec): 3 clusters Score: Raw -673875.768292 + Penalty 2789.772968 = -671085.995324 nChanged 15 SP:Iteration 29Q (1875.126726 sec): 3 clusters Score: Raw -673880.731708 + Penalty 2789.772968 = -671090.958740 nChanged 15 SP:Iteration 30Q (1875.170045 sec): 3 clusters Score: Raw -673885.308643 + Penalty 2789.772968 = -671095.535676 nChanged 14 SP:Iteration 31Q (1875.231281 sec): 3 clusters Score: Raw -673889.187165 + Penalty 2789.772968 = -671099.414198 nChanged 14 SP:Iteration 32Q (1875.270153 sec): 3 clusters Score: Raw -673893.325311 + Penalty 2789.772968 = -671103.552344 nChanged 14 SP:Iteration 33Q (1875.322779 sec): 3 clusters Score: Raw -673897.269836 + Penalty 2789.772968 = -671107.496868 nChanged 11 SP:Iteration 34Q (1875.374054 sec): 3 clusters Score: Raw -673901.332290 + Penalty 2789.772968 = -671111.559323 nChanged 17 SP:Iteration 35Q (1875.431268 sec): 3 clusters Score: Raw -673907.730885 + Penalty 2789.772968 = -671117.957917 nChanged 15 SP:Iteration 36Q (1875.497034 sec): 3 clusters Score: Raw -673911.715708 + Penalty 2789.772968 = -671121.942740 nChanged 10 SP:Iteration 37Q (1875.539099 sec): 3 clusters Score: Raw -673915.350648 + Penalty 2789.772968 = -671125.577680 nChanged 12 SP:Iteration 38Q (1875.593449 sec): 3 clusters Score: Raw -673919.967516 + Penalty 2789.772968 = -671130.194549 nChanged 11 SP:Iteration 39Q (1875.642887 sec): 3 clusters Score: Raw -673925.117870 + Penalty 2789.772968 = -671135.344902 nChanged 22 SP:Iteration 40F (1875.701551 sec): 3 clusters Score: Raw -673936.050832 + Penalty 2789.772968 = -671146.277864 nChanged 20 SP:Iteration 41Q (1875.748855 sec): 3 clusters Score: Raw -673943.175699 + Penalty 2789.772968 = -671153.402731 nChanged 20 SP:Iteration 42Q (1875.792115 sec): 3 clusters Score: Raw -673950.905629 + Penalty 2789.772968 = -671161.132661 nChanged 17 SP:Iteration 43Q (1875.859918 sec): 3 clusters Score: Raw -673957.509736 + Penalty 2789.772968 = -671167.736768 nChanged 15 SP:Iteration 44Q (1875.908670 sec): 3 clusters Score: Raw -673964.358584 + Penalty 2789.772968 = -671174.585616 nChanged 17 SP:Iteration 45Q (1875.959093 sec): 3 clusters Score: Raw -673971.730964 + Penalty 2789.772968 = -671181.957996 nChanged 14 SP:Iteration 46Q (1876.004696 sec): 3 clusters Score: Raw -673977.491452 + Penalty 2789.772968 = -671187.718484 nChanged 16 SP:Iteration 47Q (1876.058180 sec): 3 clusters Score: Raw -673983.270547 + Penalty 2789.772968 = -671193.497579 nChanged 17 SP:Iteration 48Q (1876.103870 sec): 3 clusters Score: Raw -673988.502905 + Penalty 2789.772968 = -671198.729938 nChanged 14 SP:Iteration 49Q (1876.159528 sec): 3 clusters Score: Raw -673993.628479 + Penalty 2789.772968 = -671203.855511 nChanged 14 SP:Iteration 50Q (1876.215943 sec): 3 clusters Score: Raw -673998.224722 + Penalty 2789.772968 = -671208.451754 nChanged 14 SP:Iteration 51Q (1876.275307 sec): 3 clusters Score: Raw -674003.167203 + Penalty 2789.772968 = -671213.394235 nChanged 11 SP:Iteration 52Q (1876.324077 sec): 3 clusters Score: Raw -674007.599547 + Penalty 2789.772968 = -671217.826580 nChanged 13 SP:Iteration 53Q (1876.383760 sec): 3 clusters Score: Raw -674013.163257 + Penalty 2789.772968 = -671223.390289 nChanged 10 SP:Iteration 54Q (1876.433440 sec): 3 clusters Score: Raw -674016.097081 + Penalty 2789.772968 = -671226.324114 nChanged 10 SP:Iteration 55Q (1876.481296 sec): 3 clusters Score: Raw -674018.251604 + Penalty 2789.772968 = -671228.478637 nChanged 5 SP:Iteration 56Q (1876.530530 sec): 3 clusters Score: Raw -674019.264000 + Penalty 2789.772968 = -671229.491033 nChanged 3 SP:Iteration 57Q (1876.584089 sec): 3 clusters Score: Raw -674020.151472 + Penalty 2789.772968 = -671230.378504 nChanged 3 SP:Iteration 58Q (1876.648022 sec): 3 clusters Score: Raw -674021.288757 + Penalty 2789.772968 = -671231.515789 nChanged 4 SP:Iteration 59Q (1876.702796 sec): 3 clusters Score: Raw -674021.891232 + Penalty 2789.772968 = -671232.118264 nChanged 2 SP:Iteration 60F (1876.750666 sec): 3 clusters Score: Raw -674022.055785 + Penalty 2789.772968 = -671232.282817 nChanged 2 SP:Iteration 61Q (1876.795797 sec): 3 clusters Score: Raw -674022.180567 + Penalty 2789.772968 = -671232.407599 nChanged 2 SP:Iteration 62Q (1876.853367 sec): 3 clusters Score: Raw -674022.487343 + Penalty 2789.772968 = -671232.714376 nChanged 0 SP:Iteration 63F (1876.905488 sec): 3 clusters Score: Raw -674022.487343 + Penalty 2789.772968 = -671232.714376 nChanged 0 Trying to split cluster 14 (9147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1876.944642 sec): 2 clusters Score: Raw -1111177.024394 + Penalty 1482.191951 = -1109694.832443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1876.983423 sec): 3 clusters Score: Raw -1106023.997701 + Penalty 2964.383902 = -1103059.613800 nChanged 3923 SP:Iteration 1F (1877.044879 sec): 3 clusters Score: Raw -1108195.626935 + Penalty 2964.383902 = -1105231.243033 nChanged 625 SP:Iteration 2F (1877.095678 sec): 3 clusters Score: Raw -1108499.842775 + Penalty 2964.383902 = -1105535.458873 nChanged 534 SP:Iteration 3F (1877.153716 sec): 3 clusters Score: Raw -1108813.741380 + Penalty 2964.383902 = -1105849.357478 nChanged 573 SP:Iteration 4F (1877.218071 sec): 3 clusters Score: Raw -1109329.526682 + Penalty 2964.383902 = -1106365.142781 nChanged 696 SP:Iteration 5F (1877.276857 sec): 3 clusters Score: Raw -1110119.852767 + Penalty 2964.383902 = -1107155.468865 nChanged 667 SP:Iteration 6F (1877.343462 sec): 3 clusters Score: Raw -1110838.736437 + Penalty 2964.383902 = -1107874.352535 nChanged 603 SP:Iteration 7F (1877.396487 sec): 3 clusters Score: Raw -1111310.179292 + Penalty 2964.383902 = -1108345.795390 nChanged 462 SP:Iteration 8F (1877.462129 sec): 3 clusters Score: Raw -1111597.843264 + Penalty 2964.383902 = -1108633.459362 nChanged 331 SP:Iteration 9Q (1877.511580 sec): 3 clusters Score: Raw -1111790.636339 + Penalty 2964.383902 = -1108826.252437 nChanged 275 SP:Iteration 10Q (1877.570321 sec): 3 clusters Score: Raw -1111941.709288 + Penalty 2964.383902 = -1108977.325386 nChanged 192 SP:Iteration 11Q (1877.631581 sec): 3 clusters Score: Raw -1112036.130139 + Penalty 2964.383902 = -1109071.746238 nChanged 132 SP:Iteration 12Q (1877.684911 sec): 3 clusters Score: Raw -1112092.988332 + Penalty 2964.383902 = -1109128.604430 nChanged 97 SP:Iteration 13Q (1877.738883 sec): 3 clusters Score: Raw -1112135.451947 + Penalty 2964.383902 = -1109171.068045 nChanged 72 SP:Iteration 14Q (1877.799225 sec): 3 clusters Score: Raw -1112163.623413 + Penalty 2964.383902 = -1109199.239511 nChanged 52 SP:Iteration 15Q (1877.854643 sec): 3 clusters Score: Raw -1112181.916797 + Penalty 2964.383902 = -1109217.532895 nChanged 49 SP:Iteration 16Q (1877.915910 sec): 3 clusters Score: Raw -1112198.659155 + Penalty 2964.383902 = -1109234.275253 nChanged 36 SP:Iteration 17Q (1877.966145 sec): 3 clusters Score: Raw -1112214.798587 + Penalty 2964.383902 = -1109250.414686 nChanged 26 SP:Iteration 18Q (1878.028306 sec): 3 clusters Score: Raw -1112223.442149 + Penalty 2964.383902 = -1109259.058248 nChanged 18 SP:Iteration 19Q (1878.091036 sec): 3 clusters Score: Raw -1112229.095644 + Penalty 2964.383902 = -1109264.711742 nChanged 13 SP:Iteration 20F (1878.160579 sec): 3 clusters Score: Raw -1112231.234512 + Penalty 2964.383902 = -1109266.850611 nChanged 4 SP:Iteration 21Q (1878.219677 sec): 3 clusters Score: Raw -1112231.893929 + Penalty 2964.383902 = -1109267.510027 nChanged 3 SP:Iteration 22Q (1878.269132 sec): 3 clusters Score: Raw -1112232.460433 + Penalty 2964.383902 = -1109268.076531 nChanged 3 SP:Iteration 23Q (1878.338143 sec): 3 clusters Score: Raw -1112233.166394 + Penalty 2964.383902 = -1109268.782492 nChanged 4 SP:Iteration 24Q (1878.387636 sec): 3 clusters Score: Raw -1112234.011347 + Penalty 2964.383902 = -1109269.627445 nChanged 3 SP:Iteration 25Q (1878.457423 sec): 3 clusters Score: Raw -1112234.610596 + Penalty 2964.383902 = -1109270.226695 nChanged 1 SP:Iteration 26Q (1878.516129 sec): 3 clusters Score: Raw -1112234.791551 + Penalty 2964.383902 = -1109270.407649 nChanged 1 SP:Iteration 27Q (1878.564877 sec): 3 clusters Score: Raw -1112234.975700 + Penalty 2964.383902 = -1109270.591799 nChanged 2 SP:Iteration 28Q (1878.628159 sec): 3 clusters Score: Raw -1112235.207536 + Penalty 2964.383902 = -1109270.823634 nChanged 1 SP:Iteration 29Q (1878.696693 sec): 3 clusters Score: Raw -1112235.628955 + Penalty 2964.383902 = -1109271.245053 nChanged 1 SP:Iteration 30Q (1878.751991 sec): 3 clusters Score: Raw -1112235.838507 + Penalty 2964.383902 = -1109271.454605 nChanged 0 SP:Iteration 31F (1878.820752 sec): 3 clusters Score: Raw -1112235.838507 + Penalty 2964.383902 = -1109271.454605 nChanged 0 Trying to split cluster 15 (20730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1878.858856 sec): 2 clusters Score: Raw -2619091.364915 + Penalty 1615.142296 = -2617476.222619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1878.949307 sec): 3 clusters Score: Raw -2606696.602990 + Penalty 3230.284592 = -2603466.318398 nChanged 9384 SP:Iteration 1F (1879.019309 sec): 3 clusters Score: Raw -2611848.578498 + Penalty 3230.284592 = -2608618.293906 nChanged 1141 SP:Iteration 2F (1879.108900 sec): 3 clusters Score: Raw -2612330.905023 + Penalty 3230.284592 = -2609100.620431 nChanged 1101 SP:Iteration 3F (1879.189195 sec): 3 clusters Score: Raw -2612859.507047 + Penalty 3230.284592 = -2609629.222455 nChanged 1112 SP:Iteration 4F (1879.271905 sec): 3 clusters Score: Raw -2613430.640693 + Penalty 3230.284592 = -2610200.356102 nChanged 1134 SP:Iteration 5F (1879.344384 sec): 3 clusters Score: Raw -2614085.427885 + Penalty 3230.284592 = -2610855.143294 nChanged 1155 SP:Iteration 6F (1879.425078 sec): 3 clusters Score: Raw -2614770.049817 + Penalty 3230.284592 = -2611539.765225 nChanged 1096 SP:Iteration 7F (1879.511083 sec): 3 clusters Score: Raw -2615365.227000 + Penalty 3230.284592 = -2612134.942409 nChanged 979 SP:Iteration 8Q (1879.581527 sec): 3 clusters Score: Raw -2615841.870507 + Penalty 3230.284592 = -2612611.585916 nChanged 858 SP:Iteration 9Q (1879.667285 sec): 3 clusters Score: Raw -2616224.150469 + Penalty 3230.284592 = -2612993.865878 nChanged 775 SP:Iteration 10Q (1879.755360 sec): 3 clusters Score: Raw -2616553.722246 + Penalty 3230.284592 = -2613323.437654 nChanged 668 SP:Iteration 11Q (1879.832901 sec): 3 clusters Score: Raw -2616848.045172 + Penalty 3230.284592 = -2613617.760580 nChanged 690 SP:Iteration 12Q (1879.913723 sec): 3 clusters Score: Raw -2617184.629229 + Penalty 3230.284592 = -2613954.344637 nChanged 683 SP:Iteration 13Q (1879.992436 sec): 3 clusters Score: Raw -2617506.927277 + Penalty 3230.284592 = -2614276.642685 nChanged 620 SP:Iteration 14Q (1880.069922 sec): 3 clusters Score: Raw -2617780.999323 + Penalty 3230.284592 = -2614550.714732 nChanged 551 SP:Iteration 15Q (1880.144193 sec): 3 clusters Score: Raw -2618023.929856 + Penalty 3230.284592 = -2614793.645264 nChanged 510 SP:Iteration 16Q (1880.221600 sec): 3 clusters Score: Raw -2618253.578451 + Penalty 3230.284592 = -2615023.293859 nChanged 466 SP:Iteration 17Q (1880.292251 sec): 3 clusters Score: Raw -2618462.219480 + Penalty 3230.284592 = -2615231.934888 nChanged 420 SP:Iteration 18Q (1880.360659 sec): 3 clusters Score: Raw -2618654.375625 + Penalty 3230.284592 = -2615424.091033 nChanged 373 SP:Iteration 19Q (1880.429004 sec): 3 clusters Score: Raw -2618794.016022 + Penalty 3230.284592 = -2615563.731430 nChanged 305 SP:Iteration 20F (1880.514332 sec): 3 clusters Score: Raw -2618903.466300 + Penalty 3230.284592 = -2615673.181709 nChanged 269 SP:Iteration 21Q (1880.579495 sec): 3 clusters Score: Raw -2618991.345642 + Penalty 3230.284592 = -2615761.061050 nChanged 247 SP:Iteration 22Q (1880.650471 sec): 3 clusters Score: Raw -2619069.725194 + Penalty 3230.284592 = -2615839.440603 nChanged 227 SP:Iteration 23Q (1880.729800 sec): 3 clusters Score: Raw -2619139.107525 + Penalty 3230.284592 = -2615908.822933 nChanged 194 SP:Iteration 24Q (1880.794667 sec): 3 clusters Score: Raw -2619193.879399 + Penalty 3230.284592 = -2615963.594807 nChanged 184 SP:Iteration 25Q (1880.867183 sec): 3 clusters Score: Raw -2619248.521250 + Penalty 3230.284592 = -2616018.236658 nChanged 165 SP:Iteration 26Q (1880.929567 sec): 3 clusters Score: Raw -2619299.658678 + Penalty 3230.284592 = -2616069.374087 nChanged 166 SP:Iteration 27Q (1881.005153 sec): 3 clusters Score: Raw -2619355.501520 + Penalty 3230.284592 = -2616125.216928 nChanged 157 SP:Iteration 28Q (1881.084610 sec): 3 clusters Score: Raw -2619400.153196 + Penalty 3230.284592 = -2616169.868605 nChanged 125 SP:Iteration 29Q (1881.168066 sec): 3 clusters Score: Raw -2619433.612455 + Penalty 3230.284592 = -2616203.327863 nChanged 124 SP:Iteration 30Q (1881.247770 sec): 3 clusters Score: Raw -2619463.928392 + Penalty 3230.284592 = -2616233.643801 nChanged 119 SP:Iteration 31Q (1881.322419 sec): 3 clusters Score: Raw -2619493.299654 + Penalty 3230.284592 = -2616263.015062 nChanged 123 SP:Iteration 32Q (1881.399627 sec): 3 clusters Score: Raw -2619526.885531 + Penalty 3230.284592 = -2616296.600939 nChanged 117 SP:Iteration 33Q (1881.469585 sec): 3 clusters Score: Raw -2619558.569941 + Penalty 3230.284592 = -2616328.285350 nChanged 114 SP:Iteration 34Q (1881.547836 sec): 3 clusters Score: Raw -2619587.976133 + Penalty 3230.284592 = -2616357.691541 nChanged 116 SP:Iteration 35Q (1881.622204 sec): 3 clusters Score: Raw -2619613.926408 + Penalty 3230.284592 = -2616383.641816 nChanged 95 SP:Iteration 36Q (1881.688462 sec): 3 clusters Score: Raw -2619632.626690 + Penalty 3230.284592 = -2616402.342099 nChanged 74 SP:Iteration 37Q (1881.775259 sec): 3 clusters Score: Raw -2619645.940695 + Penalty 3230.284592 = -2616415.656103 nChanged 65 SP:Iteration 38Q (1881.855553 sec): 3 clusters Score: Raw -2619658.264602 + Penalty 3230.284592 = -2616427.980011 nChanged 74 SP:Iteration 39Q (1881.930912 sec): 3 clusters Score: Raw -2619674.794659 + Penalty 3230.284592 = -2616444.510068 nChanged 71 SP:Iteration 40F (1881.996369 sec): 3 clusters Score: Raw -2619690.609789 + Penalty 3230.284592 = -2616460.325197 nChanged 72 SP:Iteration 41Q (1882.071059 sec): 3 clusters Score: Raw -2619707.487468 + Penalty 3230.284592 = -2616477.202876 nChanged 71 SP:Iteration 42Q (1882.157065 sec): 3 clusters Score: Raw -2619724.602369 + Penalty 3230.284592 = -2616494.317777 nChanged 78 SP:Iteration 43Q (1882.219596 sec): 3 clusters Score: Raw -2619745.523507 + Penalty 3230.284592 = -2616515.238916 nChanged 82 SP:Iteration 44Q (1882.301559 sec): 3 clusters Score: Raw -2619765.823565 + Penalty 3230.284592 = -2616535.538974 nChanged 78 SP:Iteration 45Q (1882.372847 sec): 3 clusters Score: Raw -2619782.817010 + Penalty 3230.284592 = -2616552.532418 nChanged 54 SP:Iteration 46Q (1882.453941 sec): 3 clusters Score: Raw -2619794.511495 + Penalty 3230.284592 = -2616564.226903 nChanged 58 SP:Iteration 47Q (1882.520093 sec): 3 clusters Score: Raw -2619806.791830 + Penalty 3230.284592 = -2616576.507238 nChanged 66 SP:Iteration 48Q (1882.582356 sec): 3 clusters Score: Raw -2619820.787134 + Penalty 3230.284592 = -2616590.502542 nChanged 66 SP:Iteration 49Q (1882.653696 sec): 3 clusters Score: Raw -2619835.073577 + Penalty 3230.284592 = -2616604.788985 nChanged 55 SP:Iteration 50Q (1882.723499 sec): 3 clusters Score: Raw -2619845.236380 + Penalty 3230.284592 = -2616614.951789 nChanged 42 SP:Iteration 51Q (1882.777082 sec): 3 clusters Score: Raw -2619853.158340 + Penalty 3230.284592 = -2616622.873748 nChanged 39 SP:Iteration 52Q (1882.849643 sec): 3 clusters Score: Raw -2619860.721905 + Penalty 3230.284592 = -2616630.437314 nChanged 41 SP:Iteration 53Q (1882.914623 sec): 3 clusters Score: Raw -2619869.474099 + Penalty 3230.284592 = -2616639.189507 nChanged 37 SP:Iteration 54Q (1882.989518 sec): 3 clusters Score: Raw -2619875.067577 + Penalty 3230.284592 = -2616644.782985 nChanged 25 SP:Iteration 55Q (1883.054862 sec): 3 clusters Score: Raw -2619879.060000 + Penalty 3230.284592 = -2616648.775408 nChanged 32 SP:Iteration 56Q (1883.122231 sec): 3 clusters Score: Raw -2619884.446515 + Penalty 3230.284592 = -2616654.161923 nChanged 27 SP:Iteration 57Q (1883.187849 sec): 3 clusters Score: Raw -2619887.803463 + Penalty 3230.284592 = -2616657.518871 nChanged 17 SP:Iteration 58Q (1883.257428 sec): 3 clusters Score: Raw -2619889.681543 + Penalty 3230.284592 = -2616659.396952 nChanged 11 SP:Iteration 59Q (1883.331253 sec): 3 clusters Score: Raw -2619891.008427 + Penalty 3230.284592 = -2616660.723835 nChanged 8 SP:Iteration 60F (1883.411275 sec): 3 clusters Score: Raw -2619891.810093 + Penalty 3230.284592 = -2616661.525501 nChanged 7 SP:Iteration 61Q (1883.476734 sec): 3 clusters Score: Raw -2619892.523166 + Penalty 3230.284592 = -2616662.238574 nChanged 7 SP:Iteration 62Q (1883.557477 sec): 3 clusters Score: Raw -2619893.184619 + Penalty 3230.284592 = -2616662.900027 nChanged 5 SP:Iteration 63Q (1883.621189 sec): 3 clusters Score: Raw -2619893.427519 + Penalty 3230.284592 = -2616663.142927 nChanged 1 SP:Iteration 64Q (1883.702611 sec): 3 clusters Score: Raw -2619893.516416 + Penalty 3230.284592 = -2616663.231825 nChanged 1 SP:Iteration 65Q (1883.772386 sec): 3 clusters Score: Raw -2619893.569151 + Penalty 3230.284592 = -2616663.284559 nChanged 0 SP:Iteration 66F (1883.863675 sec): 3 clusters Score: Raw -2619893.569151 + Penalty 3230.284592 = -2616663.284559 nChanged 0 Trying to split cluster 16 (24275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1883.920222 sec): 2 clusters Score: Raw -3140064.146250 + Penalty 1640.795373 = -3138423.350878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1884.005262 sec): 3 clusters Score: Raw -3125387.145088 + Penalty 3281.590745 = -3122105.554342 nChanged 11030 SP:Iteration 1F (1884.084493 sec): 3 clusters Score: Raw -3131743.600563 + Penalty 3281.590745 = -3128462.009817 nChanged 1519 SP:Iteration 2F (1884.172968 sec): 3 clusters Score: Raw -3132537.784845 + Penalty 3281.590745 = -3129256.194100 nChanged 1623 SP:Iteration 3F (1884.263382 sec): 3 clusters Score: Raw -3133475.457335 + Penalty 3281.590745 = -3130193.866590 nChanged 1597 SP:Iteration 4F (1884.340030 sec): 3 clusters Score: Raw -3134458.656747 + Penalty 3281.590745 = -3131177.066001 nChanged 1502 SP:Iteration 5F (1884.393858 sec): 3 clusters Score: Raw -3135307.370745 + Penalty 3281.590745 = -3132025.780000 nChanged 1262 SP:Iteration 6F (1884.479513 sec): 3 clusters Score: Raw -3135887.976822 + Penalty 3281.590745 = -3132606.386077 nChanged 985 SP:Iteration 7Q (1884.563354 sec): 3 clusters Score: Raw -3136289.907589 + Penalty 3281.590745 = -3133008.316844 nChanged 748 SP:Iteration 8Q (1884.653480 sec): 3 clusters Score: Raw -3136564.432342 + Penalty 3281.590745 = -3133282.841597 nChanged 603 SP:Iteration 9Q (1884.745352 sec): 3 clusters Score: Raw -3136770.383156 + Penalty 3281.590745 = -3133488.792410 nChanged 514 SP:Iteration 10Q (1884.836316 sec): 3 clusters Score: Raw -3136937.545139 + Penalty 3281.590745 = -3133655.954394 nChanged 441 SP:Iteration 11Q (1884.921183 sec): 3 clusters Score: Raw -3137089.579546 + Penalty 3281.590745 = -3133807.988801 nChanged 437 SP:Iteration 12Q (1885.007484 sec): 3 clusters Score: Raw -3137266.693766 + Penalty 3281.590745 = -3133985.103021 nChanged 456 SP:Iteration 13Q (1885.095216 sec): 3 clusters Score: Raw -3137503.468621 + Penalty 3281.590745 = -3134221.877876 nChanged 471 SP:Iteration 14Q (1885.185788 sec): 3 clusters Score: Raw -3137779.456593 + Penalty 3281.590745 = -3134497.865847 nChanged 485 SP:Iteration 15Q (1885.268453 sec): 3 clusters Score: Raw -3138107.377483 + Penalty 3281.590745 = -3134825.786737 nChanged 463 SP:Iteration 16Q (1885.346304 sec): 3 clusters Score: Raw -3138430.821507 + Penalty 3281.590745 = -3135149.230762 nChanged 452 SP:Iteration 17Q (1885.430348 sec): 3 clusters Score: Raw -3138756.555303 + Penalty 3281.590745 = -3135474.964558 nChanged 376 SP:Iteration 18Q (1885.495342 sec): 3 clusters Score: Raw -3138979.289725 + Penalty 3281.590745 = -3135697.698979 nChanged 300 SP:Iteration 19Q (1885.568323 sec): 3 clusters Score: Raw -3139134.408578 + Penalty 3281.590745 = -3135852.817833 nChanged 243 SP:Iteration 20F (1885.657441 sec): 3 clusters Score: Raw -3139270.795901 + Penalty 3281.590745 = -3135989.205156 nChanged 247 SP:Iteration 21Q (1885.718394 sec): 3 clusters Score: Raw -3139386.918202 + Penalty 3281.590745 = -3136105.327457 nChanged 191 SP:Iteration 22Q (1885.799041 sec): 3 clusters Score: Raw -3139465.719178 + Penalty 3281.590745 = -3136184.128433 nChanged 173 SP:Iteration 23Q (1885.884464 sec): 3 clusters Score: Raw -3139546.227450 + Penalty 3281.590745 = -3136264.636705 nChanged 155 SP:Iteration 24Q (1885.953703 sec): 3 clusters Score: Raw -3139620.091305 + Penalty 3281.590745 = -3136338.500559 nChanged 146 SP:Iteration 25Q (1886.025926 sec): 3 clusters Score: Raw -3139688.069513 + Penalty 3281.590745 = -3136406.478768 nChanged 132 SP:Iteration 26Q (1886.106643 sec): 3 clusters Score: Raw -3139747.378471 + Penalty 3281.590745 = -3136465.787725 nChanged 121 SP:Iteration 27Q (1886.168359 sec): 3 clusters Score: Raw -3139802.593944 + Penalty 3281.590745 = -3136521.003199 nChanged 116 SP:Iteration 28Q (1886.244043 sec): 3 clusters Score: Raw -3139854.090923 + Penalty 3281.590745 = -3136572.500177 nChanged 98 SP:Iteration 29Q (1886.322616 sec): 3 clusters Score: Raw -3139895.287052 + Penalty 3281.590745 = -3136613.696307 nChanged 92 SP:Iteration 30Q (1886.394450 sec): 3 clusters Score: Raw -3139934.207111 + Penalty 3281.590745 = -3136652.616366 nChanged 104 SP:Iteration 31Q (1886.463226 sec): 3 clusters Score: Raw -3139981.882449 + Penalty 3281.590745 = -3136700.291704 nChanged 93 SP:Iteration 32Q (1886.534537 sec): 3 clusters Score: Raw -3140029.091440 + Penalty 3281.590745 = -3136747.500694 nChanged 87 SP:Iteration 33Q (1886.585959 sec): 3 clusters Score: Raw -3140070.617396 + Penalty 3281.590745 = -3136789.026651 nChanged 71 SP:Iteration 34Q (1886.661399 sec): 3 clusters Score: Raw -3140099.416612 + Penalty 3281.590745 = -3136817.825867 nChanged 73 SP:Iteration 35Q (1886.738660 sec): 3 clusters Score: Raw -3140128.872279 + Penalty 3281.590745 = -3136847.281533 nChanged 61 SP:Iteration 36Q (1886.812498 sec): 3 clusters Score: Raw -3140154.871692 + Penalty 3281.590745 = -3136873.280947 nChanged 53 SP:Iteration 37Q (1886.896264 sec): 3 clusters Score: Raw -3140175.663662 + Penalty 3281.590745 = -3136894.072917 nChanged 28 SP:Iteration 38Q (1886.980231 sec): 3 clusters Score: Raw -3140185.245427 + Penalty 3281.590745 = -3136903.654682 nChanged 24 SP:Iteration 39Q (1887.050571 sec): 3 clusters Score: Raw -3140194.378411 + Penalty 3281.590745 = -3136912.787666 nChanged 27 SP:Iteration 40F (1887.129864 sec): 3 clusters Score: Raw -3140203.467669 + Penalty 3281.590745 = -3136921.876924 nChanged 22 SP:Iteration 41Q (1887.205433 sec): 3 clusters Score: Raw -3140211.062985 + Penalty 3281.590745 = -3136929.472240 nChanged 13 SP:Iteration 42Q (1887.286601 sec): 3 clusters Score: Raw -3140214.926885 + Penalty 3281.590745 = -3136933.336140 nChanged 8 SP:Iteration 43Q (1887.365197 sec): 3 clusters Score: Raw -3140217.841770 + Penalty 3281.590745 = -3136936.251024 nChanged 9 SP:Iteration 44Q (1887.437233 sec): 3 clusters Score: Raw -3140221.130469 + Penalty 3281.590745 = -3136939.539724 nChanged 11 SP:Iteration 45Q (1887.477805 sec): 3 clusters Score: Raw -3140225.168591 + Penalty 3281.590745 = -3136943.577846 nChanged 14 SP:Iteration 46Q (1887.555397 sec): 3 clusters Score: Raw -3140230.547927 + Penalty 3281.590745 = -3136948.957182 nChanged 15 SP:Iteration 47Q (1887.632908 sec): 3 clusters Score: Raw -3140238.276151 + Penalty 3281.590745 = -3136956.685406 nChanged 17 SP:Iteration 48Q (1887.694016 sec): 3 clusters Score: Raw -3140249.143305 + Penalty 3281.590745 = -3136967.552560 nChanged 26 SP:Iteration 49Q (1887.766576 sec): 3 clusters Score: Raw -3140262.927302 + Penalty 3281.590745 = -3136981.336557 nChanged 28 SP:Iteration 50Q (1887.847005 sec): 3 clusters Score: Raw -3140276.473312 + Penalty 3281.590745 = -3136994.882566 nChanged 23 SP:Iteration 51Q (1887.907603 sec): 3 clusters Score: Raw -3140287.617619 + Penalty 3281.590745 = -3137006.026873 nChanged 15 SP:Iteration 52Q (1887.984331 sec): 3 clusters Score: Raw -3140294.809963 + Penalty 3281.590745 = -3137013.219218 nChanged 9 SP:Iteration 53Q (1888.061459 sec): 3 clusters Score: Raw -3140298.794461 + Penalty 3281.590745 = -3137017.203716 nChanged 11 SP:Iteration 54Q (1888.145238 sec): 3 clusters Score: Raw -3140303.949471 + Penalty 3281.590745 = -3137022.358726 nChanged 15 SP:Iteration 55Q (1888.203072 sec): 3 clusters Score: Raw -3140310.675934 + Penalty 3281.590745 = -3137029.085188 nChanged 15 SP:Iteration 56Q (1888.281828 sec): 3 clusters Score: Raw -3140317.003273 + Penalty 3281.590745 = -3137035.412527 nChanged 14 SP:Iteration 57Q (1888.363050 sec): 3 clusters Score: Raw -3140324.282812 + Penalty 3281.590745 = -3137042.692067 nChanged 16 SP:Iteration 58Q (1888.434267 sec): 3 clusters Score: Raw -3140331.656461 + Penalty 3281.590745 = -3137050.065715 nChanged 13 SP:Iteration 59Q (1888.500675 sec): 3 clusters Score: Raw -3140335.396950 + Penalty 3281.590745 = -3137053.806204 nChanged 5 SP:Iteration 60F (1888.585008 sec): 3 clusters Score: Raw -3140336.796536 + Penalty 3281.590745 = -3137055.205791 nChanged 1 SP:Iteration 61Q (1888.663055 sec): 3 clusters Score: Raw -3140336.937629 + Penalty 3281.590745 = -3137055.346884 nChanged 1 SP:Iteration 62Q (1888.729013 sec): 3 clusters Score: Raw -3140337.235224 + Penalty 3281.590745 = -3137055.644479 nChanged 0 SP:Iteration 63F (1888.808745 sec): 3 clusters Score: Raw -3140337.235224 + Penalty 3281.590745 = -3137055.644479 nChanged 0 Trying to split cluster 17 (4385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1888.836070 sec): 2 clusters Score: Raw -514379.447369 + Penalty 1362.716047 = -513016.731322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1888.884993 sec): 3 clusters Score: Raw -512156.759176 + Penalty 2725.432094 = -509431.327082 nChanged 1767 SP:Iteration 1F (1888.931081 sec): 3 clusters Score: Raw -513292.408227 + Penalty 2725.432094 = -510566.976133 nChanged 367 SP:Iteration 2F (1888.970548 sec): 3 clusters Score: Raw -513572.008329 + Penalty 2725.432094 = -510846.576235 nChanged 263 SP:Iteration 3F (1889.030775 sec): 3 clusters Score: Raw -513795.623131 + Penalty 2725.432094 = -511070.191037 nChanged 259 SP:Iteration 4F (1889.067554 sec): 3 clusters Score: Raw -513996.447240 + Penalty 2725.432094 = -511271.015145 nChanged 210 SP:Iteration 5Q (1889.122739 sec): 3 clusters Score: Raw -514148.763927 + Penalty 2725.432094 = -511423.331833 nChanged 183 SP:Iteration 6Q (1889.166223 sec): 3 clusters Score: Raw -514270.446470 + Penalty 2725.432094 = -511545.014376 nChanged 152 SP:Iteration 7Q (1889.216171 sec): 3 clusters Score: Raw -514369.458062 + Penalty 2725.432094 = -511644.025968 nChanged 137 SP:Iteration 8Q (1889.262325 sec): 3 clusters Score: Raw -514447.693743 + Penalty 2725.432094 = -511722.261649 nChanged 126 SP:Iteration 9Q (1889.304830 sec): 3 clusters Score: Raw -514518.329480 + Penalty 2725.432094 = -511792.897386 nChanged 94 SP:Iteration 10Q (1889.349905 sec): 3 clusters Score: Raw -514572.567706 + Penalty 2725.432094 = -511847.135612 nChanged 77 SP:Iteration 11Q (1889.393719 sec): 3 clusters Score: Raw -514602.754311 + Penalty 2725.432094 = -511877.322217 nChanged 64 SP:Iteration 12Q (1889.448588 sec): 3 clusters Score: Raw -514628.845554 + Penalty 2725.432094 = -511903.413460 nChanged 41 SP:Iteration 13Q (1889.492493 sec): 3 clusters Score: Raw -514641.933031 + Penalty 2725.432094 = -511916.500937 nChanged 36 SP:Iteration 14Q (1889.538275 sec): 3 clusters Score: Raw -514652.402581 + Penalty 2725.432094 = -511926.970487 nChanged 28 SP:Iteration 15Q (1889.585061 sec): 3 clusters Score: Raw -514659.056220 + Penalty 2725.432094 = -511933.624126 nChanged 16 SP:Iteration 16Q (1889.624759 sec): 3 clusters Score: Raw -514662.936625 + Penalty 2725.432094 = -511937.504531 nChanged 11 SP:Iteration 17Q (1889.678091 sec): 3 clusters Score: Raw -514664.485648 + Penalty 2725.432094 = -511939.053554 nChanged 7 SP:Iteration 18Q (1889.729741 sec): 3 clusters Score: Raw -514665.872035 + Penalty 2725.432094 = -511940.439941 nChanged 8 SP:Iteration 19Q (1889.785404 sec): 3 clusters Score: Raw -514667.658026 + Penalty 2725.432094 = -511942.225932 nChanged 6 SP:Iteration 20F (1889.826754 sec): 3 clusters Score: Raw -514668.939063 + Penalty 2725.432094 = -511943.506969 nChanged 9 SP:Iteration 21Q (1889.875741 sec): 3 clusters Score: Raw -514672.040751 + Penalty 2725.432094 = -511946.608657 nChanged 11 SP:Iteration 22Q (1889.924979 sec): 3 clusters Score: Raw -514674.169952 + Penalty 2725.432094 = -511948.737857 nChanged 4 SP:Iteration 23Q (1889.986257 sec): 3 clusters Score: Raw -514674.937523 + Penalty 2725.432094 = -511949.505429 nChanged 1 SP:Iteration 24Q (1890.027628 sec): 3 clusters Score: Raw -514675.096831 + Penalty 2725.432094 = -511949.664737 nChanged 1 SP:Iteration 25Q (1890.080036 sec): 3 clusters Score: Raw -514675.208213 + Penalty 2725.432094 = -511949.776119 nChanged 0 SP:Iteration 26F (1890.117643 sec): 3 clusters Score: Raw -514675.208213 + Penalty 2725.432094 = -511949.776119 nChanged 0 Trying to split cluster 18 (59100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1890.234540 sec): 2 clusters Score: Raw -7304178.900043 + Penalty 1785.385258 = -7302393.514785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1890.369520 sec): 3 clusters Score: Raw -7266380.812726 + Penalty 3570.770516 = -7262810.042210 nChanged 28002 SP:Iteration 1F (1890.503297 sec): 3 clusters Score: Raw -7282544.264242 + Penalty 3570.770516 = -7278973.493726 nChanged 2439 SP:Iteration 2Q (1890.650396 sec): 3 clusters Score: Raw -7283373.681835 + Penalty 3570.770516 = -7279802.911319 nChanged 2643 SP:Iteration 3Q (1890.770466 sec): 3 clusters Score: Raw -7284436.526551 + Penalty 3570.770516 = -7280865.756035 nChanged 2995 SP:Iteration 4F (1890.922989 sec): 3 clusters Score: Raw -7285944.285342 + Penalty 3570.770516 = -7282373.514826 nChanged 3485 SP:Iteration 5F (1891.065989 sec): 3 clusters Score: Raw -7288051.659205 + Penalty 3570.770516 = -7284480.888689 nChanged 3938 SP:Iteration 6F (1891.200473 sec): 3 clusters Score: Raw -7290903.470888 + Penalty 3570.770516 = -7287332.700372 nChanged 4073 SP:Iteration 7F (1891.331847 sec): 3 clusters Score: Raw -7294229.761336 + Penalty 3570.770516 = -7290658.990820 nChanged 3588 SP:Iteration 8F (1891.470979 sec): 3 clusters Score: Raw -7297140.835568 + Penalty 3570.770516 = -7293570.065052 nChanged 2790 SP:Iteration 9Q (1891.609292 sec): 3 clusters Score: Raw -7299183.563596 + Penalty 3570.770516 = -7295612.793079 nChanged 2067 SP:Iteration 10Q (1891.751340 sec): 3 clusters Score: Raw -7300435.459618 + Penalty 3570.770516 = -7296864.689102 nChanged 1464 SP:Iteration 11Q (1891.892918 sec): 3 clusters Score: Raw -7301247.504806 + Penalty 3570.770516 = -7297676.734290 nChanged 1176 SP:Iteration 12Q (1892.035504 sec): 3 clusters Score: Raw -7301905.498161 + Penalty 3570.770516 = -7298334.727645 nChanged 934 SP:Iteration 13Q (1892.191264 sec): 3 clusters Score: Raw -7302433.351076 + Penalty 3570.770516 = -7298862.580560 nChanged 836 SP:Iteration 14Q (1892.331260 sec): 3 clusters Score: Raw -7302970.475104 + Penalty 3570.770516 = -7299399.704588 nChanged 721 SP:Iteration 15Q (1892.474623 sec): 3 clusters Score: Raw -7303379.544807 + Penalty 3570.770516 = -7299808.774291 nChanged 639 SP:Iteration 16Q (1892.613552 sec): 3 clusters Score: Raw -7303709.718293 + Penalty 3570.770516 = -7300138.947777 nChanged 563 SP:Iteration 17Q (1892.747930 sec): 3 clusters Score: Raw -7303937.498447 + Penalty 3570.770516 = -7300366.727931 nChanged 410 SP:Iteration 18Q (1892.874570 sec): 3 clusters Score: Raw -7304065.670868 + Penalty 3570.770516 = -7300494.900352 nChanged 318 SP:Iteration 19Q (1893.001394 sec): 3 clusters Score: Raw -7304158.976121 + Penalty 3570.770516 = -7300588.205605 nChanged 266 SP:Iteration 20F (1893.152102 sec): 3 clusters Score: Raw -7304227.216277 + Penalty 3570.770516 = -7300656.445761 nChanged 235 SP:Iteration 21Q (1893.282407 sec): 3 clusters Score: Raw -7304277.001246 + Penalty 3570.770516 = -7300706.230730 nChanged 204 SP:Iteration 22Q (1893.422292 sec): 3 clusters Score: Raw -7304320.529361 + Penalty 3570.770516 = -7300749.758845 nChanged 196 SP:Iteration 23Q (1893.561393 sec): 3 clusters Score: Raw -7304363.234956 + Penalty 3570.770516 = -7300792.464440 nChanged 177 SP:Iteration 24Q (1893.696588 sec): 3 clusters Score: Raw -7304395.976200 + Penalty 3570.770516 = -7300825.205684 nChanged 164 SP:Iteration 25Q (1893.815243 sec): 3 clusters Score: Raw -7304421.676808 + Penalty 3570.770516 = -7300850.906292 nChanged 139 SP:Iteration 26Q (1893.929131 sec): 3 clusters Score: Raw -7304444.489660 + Penalty 3570.770516 = -7300873.719144 nChanged 129 SP:Iteration 27Q (1894.064751 sec): 3 clusters Score: Raw -7304465.255920 + Penalty 3570.770516 = -7300894.485404 nChanged 128 SP:Iteration 28Q (1894.176665 sec): 3 clusters Score: Raw -7304485.026125 + Penalty 3570.770516 = -7300914.255609 nChanged 103 SP:Iteration 29Q (1894.291988 sec): 3 clusters Score: Raw -7304502.100280 + Penalty 3570.770516 = -7300931.329764 nChanged 93 SP:Iteration 30Q (1894.406873 sec): 3 clusters Score: Raw -7304516.994610 + Penalty 3570.770516 = -7300946.224094 nChanged 77 SP:Iteration 31Q (1894.527247 sec): 3 clusters Score: Raw -7304528.211519 + Penalty 3570.770516 = -7300957.441003 nChanged 62 SP:Iteration 32Q (1894.651813 sec): 3 clusters Score: Raw -7304535.663664 + Penalty 3570.770516 = -7300964.893148 nChanged 68 SP:Iteration 33Q (1894.766074 sec): 3 clusters Score: Raw -7304545.066099 + Penalty 3570.770516 = -7300974.295583 nChanged 80 SP:Iteration 34Q (1894.885273 sec): 3 clusters Score: Raw -7304556.068426 + Penalty 3570.770516 = -7300985.297910 nChanged 67 SP:Iteration 35Q (1895.007836 sec): 3 clusters Score: Raw -7304565.959398 + Penalty 3570.770516 = -7300995.188882 nChanged 62 SP:Iteration 36Q (1895.125776 sec): 3 clusters Score: Raw -7304574.138555 + Penalty 3570.770516 = -7301003.368039 nChanged 62 SP:Iteration 37Q (1895.230220 sec): 3 clusters Score: Raw -7304582.117208 + Penalty 3570.770516 = -7301011.346692 nChanged 61 SP:Iteration 38Q (1895.331605 sec): 3 clusters Score: Raw -7304589.192238 + Penalty 3570.770516 = -7301018.421722 nChanged 58 SP:Iteration 39Q (1895.456211 sec): 3 clusters Score: Raw -7304595.940021 + Penalty 3570.770516 = -7301025.169505 nChanged 55 SP:Iteration 40F (1895.598321 sec): 3 clusters Score: Raw -7304603.606485 + Penalty 3570.770516 = -7301032.835969 nChanged 66 SP:Iteration 41Q (1895.719414 sec): 3 clusters Score: Raw -7304611.779709 + Penalty 3570.770516 = -7301041.009193 nChanged 48 SP:Iteration 42Q (1895.843366 sec): 3 clusters Score: Raw -7304616.035453 + Penalty 3570.770516 = -7301045.264937 nChanged 42 SP:Iteration 43Q (1895.969865 sec): 3 clusters Score: Raw -7304620.321290 + Penalty 3570.770516 = -7301049.550774 nChanged 39 SP:Iteration 44Q (1896.093610 sec): 3 clusters Score: Raw -7304624.476775 + Penalty 3570.770516 = -7301053.706259 nChanged 37 SP:Iteration 45Q (1896.214198 sec): 3 clusters Score: Raw -7304628.181615 + Penalty 3570.770516 = -7301057.411099 nChanged 27 SP:Iteration 46Q (1896.341855 sec): 3 clusters Score: Raw -7304630.636407 + Penalty 3570.770516 = -7301059.865891 nChanged 24 SP:Iteration 47Q (1896.453348 sec): 3 clusters Score: Raw -7304633.204833 + Penalty 3570.770516 = -7301062.434317 nChanged 29 SP:Iteration 48Q (1896.572450 sec): 3 clusters Score: Raw -7304635.944002 + Penalty 3570.770516 = -7301065.173486 nChanged 22 SP:Iteration 49Q (1896.671979 sec): 3 clusters Score: Raw -7304637.827220 + Penalty 3570.770516 = -7301067.056704 nChanged 21 SP:Iteration 50Q (1896.789757 sec): 3 clusters Score: Raw -7304639.509027 + Penalty 3570.770516 = -7301068.738511 nChanged 15 SP:Iteration 51Q (1896.917657 sec): 3 clusters Score: Raw -7304641.037030 + Penalty 3570.770516 = -7301070.266514 nChanged 16 SP:Iteration 52Q (1897.041585 sec): 3 clusters Score: Raw -7304642.817318 + Penalty 3570.770516 = -7301072.046802 nChanged 15 SP:Iteration 53Q (1897.169714 sec): 3 clusters Score: Raw -7304644.584653 + Penalty 3570.770516 = -7301073.814137 nChanged 19 SP:Iteration 54Q (1897.291529 sec): 3 clusters Score: Raw -7304646.352311 + Penalty 3570.770516 = -7301075.581795 nChanged 14 SP:Iteration 55Q (1897.416261 sec): 3 clusters Score: Raw -7304647.360941 + Penalty 3570.770516 = -7301076.590425 nChanged 14 SP:Iteration 56Q (1897.536537 sec): 3 clusters Score: Raw -7304648.446351 + Penalty 3570.770516 = -7301077.675835 nChanged 17 SP:Iteration 57Q (1897.653069 sec): 3 clusters Score: Raw -7304649.641793 + Penalty 3570.770516 = -7301078.871276 nChanged 17 SP:Iteration 58Q (1897.763770 sec): 3 clusters Score: Raw -7304650.896263 + Penalty 3570.770516 = -7301080.125747 nChanged 13 SP:Iteration 59Q (1897.885750 sec): 3 clusters Score: Raw -7304651.986534 + Penalty 3570.770516 = -7301081.216018 nChanged 11 SP:Iteration 60F (1898.019745 sec): 3 clusters Score: Raw -7304652.714517 + Penalty 3570.770516 = -7301081.944001 nChanged 13 SP:Iteration 61Q (1898.143593 sec): 3 clusters Score: Raw -7304653.771443 + Penalty 3570.770516 = -7301083.000927 nChanged 17 SP:Iteration 62Q (1898.266924 sec): 3 clusters Score: Raw -7304655.143929 + Penalty 3570.770516 = -7301084.373413 nChanged 18 SP:Iteration 63Q (1898.386670 sec): 3 clusters Score: Raw -7304656.773414 + Penalty 3570.770516 = -7301086.002897 nChanged 18 SP:Iteration 64Q (1898.497073 sec): 3 clusters Score: Raw -7304658.880068 + Penalty 3570.770516 = -7301088.109552 nChanged 26 SP:Iteration 65Q (1898.613231 sec): 3 clusters Score: Raw -7304661.961434 + Penalty 3570.770516 = -7301091.190918 nChanged 24 SP:Iteration 66Q (1898.725067 sec): 3 clusters Score: Raw -7304664.087146 + Penalty 3570.770516 = -7301093.316630 nChanged 18 SP:Iteration 67Q (1898.842539 sec): 3 clusters Score: Raw -7304665.685060 + Penalty 3570.770516 = -7301094.914543 nChanged 24 SP:Iteration 68Q (1898.970769 sec): 3 clusters Score: Raw -7304667.528097 + Penalty 3570.770516 = -7301096.757581 nChanged 30 SP:Iteration 69Q (1899.104319 sec): 3 clusters Score: Raw -7304670.081725 + Penalty 3570.770516 = -7301099.311209 nChanged 19 SP:Iteration 70Q (1899.231566 sec): 3 clusters Score: Raw -7304671.889287 + Penalty 3570.770516 = -7301101.118771 nChanged 20 SP:Iteration 71Q (1899.351973 sec): 3 clusters Score: Raw -7304673.446948 + Penalty 3570.770516 = -7301102.676432 nChanged 23 SP:Iteration 72Q (1899.470707 sec): 3 clusters Score: Raw -7304675.518742 + Penalty 3570.770516 = -7301104.748226 nChanged 18 SP:Iteration 73Q (1899.598446 sec): 3 clusters Score: Raw -7304677.403904 + Penalty 3570.770516 = -7301106.633388 nChanged 20 SP:Iteration 74Q (1899.720410 sec): 3 clusters Score: Raw -7304679.175725 + Penalty 3570.770516 = -7301108.405209 nChanged 23 SP:Iteration 75Q (1899.835910 sec): 3 clusters Score: Raw -7304681.369449 + Penalty 3570.770516 = -7301110.598933 nChanged 20 SP:Iteration 76Q (1899.942815 sec): 3 clusters Score: Raw -7304683.070857 + Penalty 3570.770516 = -7301112.300341 nChanged 18 SP:Iteration 77Q (1900.060777 sec): 3 clusters Score: Raw -7304685.013303 + Penalty 3570.770516 = -7301114.242786 nChanged 25 SP:Iteration 78Q (1900.181447 sec): 3 clusters Score: Raw -7304687.557954 + Penalty 3570.770516 = -7301116.787438 nChanged 28 SP:Iteration 79Q (1900.305173 sec): 3 clusters Score: Raw -7304690.872906 + Penalty 3570.770516 = -7301120.102389 nChanged 25 SP:Iteration 80F (1900.439487 sec): 3 clusters Score: Raw -7304693.753372 + Penalty 3570.770516 = -7301122.982856 nChanged 29 SP:Iteration 81Q (1900.552239 sec): 3 clusters Score: Raw -7304697.153435 + Penalty 3570.770516 = -7301126.382919 nChanged 32 SP:Iteration 82Q (1900.670143 sec): 3 clusters Score: Raw -7304700.736358 + Penalty 3570.770516 = -7301129.965842 nChanged 41 SP:Iteration 83Q (1900.784317 sec): 3 clusters Score: Raw -7304704.283886 + Penalty 3570.770516 = -7301133.513369 nChanged 20 SP:Iteration 84Q (1900.912219 sec): 3 clusters Score: Raw -7304705.933065 + Penalty 3570.770516 = -7301135.162548 nChanged 17 SP:Iteration 85Q (1901.026467 sec): 3 clusters Score: Raw -7304707.639486 + Penalty 3570.770516 = -7301136.868969 nChanged 23 SP:Iteration 86Q (1901.115248 sec): 3 clusters Score: Raw -7304709.866486 + Penalty 3570.770516 = -7301139.095970 nChanged 24 SP:Iteration 87Q (1901.230902 sec): 3 clusters Score: Raw -7304712.171399 + Penalty 3570.770516 = -7301141.400883 nChanged 28 SP:Iteration 88Q (1901.340466 sec): 3 clusters Score: Raw -7304716.030824 + Penalty 3570.770516 = -7301145.260308 nChanged 28 SP:Iteration 89Q (1901.452873 sec): 3 clusters Score: Raw -7304719.209563 + Penalty 3570.770516 = -7301148.439047 nChanged 28 SP:Iteration 90Q (1901.568063 sec): 3 clusters Score: Raw -7304722.806858 + Penalty 3570.770516 = -7301152.036342 nChanged 25 SP:Iteration 91Q (1901.689637 sec): 3 clusters Score: Raw -7304725.140338 + Penalty 3570.770516 = -7301154.369822 nChanged 20 SP:Iteration 92Q (1901.802267 sec): 3 clusters Score: Raw -7304726.877994 + Penalty 3570.770516 = -7301156.107477 nChanged 15 SP:Iteration 93Q (1901.927631 sec): 3 clusters Score: Raw -7304728.408360 + Penalty 3570.770516 = -7301157.637843 nChanged 19 SP:Iteration 94Q (1902.050584 sec): 3 clusters Score: Raw -7304730.401490 + Penalty 3570.770516 = -7301159.630974 nChanged 17 SP:Iteration 95Q (1902.173255 sec): 3 clusters Score: Raw -7304731.848700 + Penalty 3570.770516 = -7301161.078184 nChanged 16 SP:Iteration 96Q (1902.301330 sec): 3 clusters Score: Raw -7304733.313987 + Penalty 3570.770516 = -7301162.543471 nChanged 8 SP:Iteration 97Q (1902.421775 sec): 3 clusters Score: Raw -7304733.913601 + Penalty 3570.770516 = -7301163.143085 nChanged 10 SP:Iteration 98Q (1902.536353 sec): 3 clusters Score: Raw -7304734.729981 + Penalty 3570.770516 = -7301163.959464 nChanged 12 SP:Iteration 99Q (1902.656616 sec): 3 clusters Score: Raw -7304735.575853 + Penalty 3570.770516 = -7301164.805337 nChanged 11 SP:Iteration 100F (1902.795133 sec): 3 clusters Score: Raw -7304736.518146 + Penalty 3570.770516 = -7301165.747630 nChanged 15 SP:Iteration 101Q (1902.912011 sec): 3 clusters Score: Raw -7304737.702392 + Penalty 3570.770516 = -7301166.931876 nChanged 12 SP:Iteration 102Q (1903.032737 sec): 3 clusters Score: Raw -7304738.555794 + Penalty 3570.770516 = -7301167.785278 nChanged 9 SP:Iteration 103Q (1903.155033 sec): 3 clusters Score: Raw -7304739.263773 + Penalty 3570.770516 = -7301168.493257 nChanged 7 SP:Iteration 104Q (1903.288646 sec): 3 clusters Score: Raw -7304739.840396 + Penalty 3570.770516 = -7301169.069880 nChanged 13 SP:Iteration 105Q (1903.422696 sec): 3 clusters Score: Raw -7304741.297843 + Penalty 3570.770516 = -7301170.527327 nChanged 18 SP:Iteration 106Q (1903.553696 sec): 3 clusters Score: Raw -7304742.898290 + Penalty 3570.770516 = -7301172.127774 nChanged 16 SP:Iteration 107Q (1903.684102 sec): 3 clusters Score: Raw -7304744.379494 + Penalty 3570.770516 = -7301173.608978 nChanged 11 SP:Iteration 108Q (1903.805554 sec): 3 clusters Score: Raw -7304745.469280 + Penalty 3570.770516 = -7301174.698764 nChanged 9 SP:Iteration 109Q (1903.931744 sec): 3 clusters Score: Raw -7304746.007546 + Penalty 3570.770516 = -7301175.237030 nChanged 12 SP:Iteration 110Q (1904.065614 sec): 3 clusters Score: Raw -7304746.901252 + Penalty 3570.770516 = -7301176.130736 nChanged 10 SP:Iteration 111Q (1904.196552 sec): 3 clusters Score: Raw -7304748.112616 + Penalty 3570.770516 = -7301177.342100 nChanged 11 SP:Iteration 112Q (1904.326671 sec): 3 clusters Score: Raw -7304749.097563 + Penalty 3570.770516 = -7301178.327047 nChanged 13 SP:Iteration 113Q (1904.448209 sec): 3 clusters Score: Raw -7304750.131477 + Penalty 3570.770516 = -7301179.360961 nChanged 16 SP:Iteration 114Q (1904.567806 sec): 3 clusters Score: Raw -7304751.445369 + Penalty 3570.770516 = -7301180.674853 nChanged 9 SP:Iteration 115Q (1904.696218 sec): 3 clusters Score: Raw -7304752.199454 + Penalty 3570.770516 = -7301181.428938 nChanged 9 SP:Iteration 116Q (1904.827108 sec): 3 clusters Score: Raw -7304752.752015 + Penalty 3570.770516 = -7301181.981499 nChanged 8 SP:Iteration 117Q (1904.947183 sec): 3 clusters Score: Raw -7304753.306709 + Penalty 3570.770516 = -7301182.536193 nChanged 4 SP:Iteration 118Q (1905.075066 sec): 3 clusters Score: Raw -7304753.470731 + Penalty 3570.770516 = -7301182.700215 nChanged 2 SP:Iteration 119Q (1905.191254 sec): 3 clusters Score: Raw -7304753.535269 + Penalty 3570.770516 = -7301182.764753 nChanged 4 SP:Iteration 120F (1905.337333 sec): 3 clusters Score: Raw -7304753.916992 + Penalty 3570.770516 = -7301183.146476 nChanged 2 SP:Iteration 121Q (1905.454598 sec): 3 clusters Score: Raw -7304754.151587 + Penalty 3570.770516 = -7301183.381071 nChanged 2 SP:Iteration 122Q (1905.572073 sec): 3 clusters Score: Raw -7304754.357722 + Penalty 3570.770516 = -7301183.587206 nChanged 3 SP:Iteration 123Q (1905.681401 sec): 3 clusters Score: Raw -7304754.487572 + Penalty 3570.770516 = -7301183.717056 nChanged 3 SP:Iteration 124Q (1905.800921 sec): 3 clusters Score: Raw -7304754.807835 + Penalty 3570.770516 = -7301184.037319 nChanged 4 SP:Iteration 125Q (1905.920247 sec): 3 clusters Score: Raw -7304755.149743 + Penalty 3570.770516 = -7301184.379227 nChanged 4 SP:Iteration 126Q (1906.037879 sec): 3 clusters Score: Raw -7304755.455109 + Penalty 3570.770516 = -7301184.684593 nChanged 3 SP:Iteration 127Q (1906.162441 sec): 3 clusters Score: Raw -7304755.795430 + Penalty 3570.770516 = -7301185.024914 nChanged 4 SP:Iteration 128Q (1906.276958 sec): 3 clusters Score: Raw -7304756.089054 + Penalty 3570.770516 = -7301185.318538 nChanged 4 SP:Iteration 129Q (1906.367053 sec): 3 clusters Score: Raw -7304756.671330 + Penalty 3570.770516 = -7301185.900814 nChanged 6 SP:Iteration 130Q (1906.488031 sec): 3 clusters Score: Raw -7304757.316293 + Penalty 3570.770516 = -7301186.545777 nChanged 7 SP:Iteration 131Q (1906.599343 sec): 3 clusters Score: Raw -7304757.975904 + Penalty 3570.770516 = -7301187.205388 nChanged 6 SP:Iteration 132Q (1906.720701 sec): 3 clusters Score: Raw -7304758.633808 + Penalty 3570.770516 = -7301187.863292 nChanged 10 SP:Iteration 133Q (1906.839371 sec): 3 clusters Score: Raw -7304759.386982 + Penalty 3570.770516 = -7301188.616466 nChanged 7 SP:Iteration 134Q (1906.969259 sec): 3 clusters Score: Raw -7304759.895976 + Penalty 3570.770516 = -7301189.125460 nChanged 7 SP:Iteration 135Q (1907.090190 sec): 3 clusters Score: Raw -7304760.265619 + Penalty 3570.770516 = -7301189.495102 nChanged 3 SP:Iteration 136Q (1907.210691 sec): 3 clusters Score: Raw -7304760.562412 + Penalty 3570.770516 = -7301189.791896 nChanged 5 SP:Iteration 137Q (1907.334394 sec): 3 clusters Score: Raw -7304761.422417 + Penalty 3570.770516 = -7301190.651901 nChanged 7 SP:Iteration 138Q (1907.454738 sec): 3 clusters Score: Raw -7304762.129524 + Penalty 3570.770516 = -7301191.359008 nChanged 7 SP:Iteration 139Q (1907.579794 sec): 3 clusters Score: Raw -7304762.786312 + Penalty 3570.770516 = -7301192.015795 nChanged 4 SP:Iteration 140F (1907.699184 sec): 3 clusters Score: Raw -7304763.137277 + Penalty 3570.770516 = -7301192.366760 nChanged 1 SP:Iteration 141Q (1907.818296 sec): 3 clusters Score: Raw -7304763.190494 + Penalty 3570.770516 = -7301192.419978 nChanged 2 SP:Iteration 142Q (1907.935869 sec): 3 clusters Score: Raw -7304763.362803 + Penalty 3570.770516 = -7301192.592287 nChanged 2 SP:Iteration 143Q (1908.045736 sec): 3 clusters Score: Raw -7304763.515407 + Penalty 3570.770516 = -7301192.744891 nChanged 3 SP:Iteration 144Q (1908.161073 sec): 3 clusters Score: Raw -7304763.672241 + Penalty 3570.770516 = -7301192.901725 nChanged 3 SP:Iteration 145Q (1908.283996 sec): 3 clusters Score: Raw -7304763.826606 + Penalty 3570.770516 = -7301193.056090 nChanged 2 SP:Iteration 146Q (1908.392303 sec): 3 clusters Score: Raw -7304763.909798 + Penalty 3570.770516 = -7301193.139282 nChanged 3 SP:Iteration 147Q (1908.510363 sec): 3 clusters Score: Raw -7304764.109751 + Penalty 3570.770516 = -7301193.339235 nChanged 3 SP:Iteration 148Q (1908.631829 sec): 3 clusters Score: Raw -7304764.213235 + Penalty 3570.770516 = -7301193.442718 nChanged 1 SP:Iteration 149Q (1908.745874 sec): 3 clusters Score: Raw -7304764.302105 + Penalty 3570.770516 = -7301193.531588 nChanged 1 SP:Iteration 150Q (1908.860084 sec): 3 clusters Score: Raw -7304764.356149 + Penalty 3570.770516 = -7301193.585633 nChanged 1 SP:Iteration 151Q (1908.984843 sec): 3 clusters Score: Raw -7304764.403648 + Penalty 3570.770516 = -7301193.633132 nChanged 0 SP:Iteration 152F (1909.125730 sec): 3 clusters Score: Raw -7304764.403648 + Penalty 3570.770516 = -7301193.633132 nChanged 0 Trying to split cluster 19 (8780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.152979 sec): 2 clusters Score: Raw -1101142.744357 + Penalty 1475.537649 = -1099667.206708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.214640 sec): 3 clusters Score: Raw -1096235.441111 + Penalty 2951.075298 = -1093284.365813 nChanged 3757 SP:Iteration 1F (1909.261086 sec): 3 clusters Score: Raw -1098368.293124 + Penalty 2951.075298 = -1095417.217826 nChanged 593 SP:Iteration 2F (1909.312763 sec): 3 clusters Score: Raw -1098669.402051 + Penalty 2951.075298 = -1095718.326753 nChanged 488 SP:Iteration 3F (1909.380269 sec): 3 clusters Score: Raw -1098928.181883 + Penalty 2951.075298 = -1095977.106585 nChanged 422 SP:Iteration 4Q (1909.435645 sec): 3 clusters Score: Raw -1099165.032967 + Penalty 2951.075298 = -1096213.957669 nChanged 386 SP:Iteration 5Q (1909.485447 sec): 3 clusters Score: Raw -1099386.799035 + Penalty 2951.075298 = -1096435.723736 nChanged 378 SP:Iteration 6Q (1909.548327 sec): 3 clusters Score: Raw -1099630.342801 + Penalty 2951.075298 = -1096679.267502 nChanged 408 SP:Iteration 7Q (1909.602356 sec): 3 clusters Score: Raw -1099873.151488 + Penalty 2951.075298 = -1096922.076190 nChanged 358 SP:Iteration 8Q (1909.642297 sec): 3 clusters Score: Raw -1100082.286494 + Penalty 2951.075298 = -1097131.211196 nChanged 346 SP:Iteration 9Q (1909.700087 sec): 3 clusters Score: Raw -1100297.688157 + Penalty 2951.075298 = -1097346.612858 nChanged 306 SP:Iteration 10Q (1909.752174 sec): 3 clusters Score: Raw -1100491.233207 + Penalty 2951.075298 = -1097540.157909 nChanged 282 SP:Iteration 11Q (1909.813605 sec): 3 clusters Score: Raw -1100647.531534 + Penalty 2951.075298 = -1097696.456236 nChanged 210 SP:Iteration 12Q (1909.877309 sec): 3 clusters Score: Raw -1100724.312074 + Penalty 2951.075298 = -1097773.236776 nChanged 126 SP:Iteration 13Q (1909.923527 sec): 3 clusters Score: Raw -1100756.412894 + Penalty 2951.075298 = -1097805.337596 nChanged 89 SP:Iteration 14Q (1909.982766 sec): 3 clusters Score: Raw -1100778.704242 + Penalty 2951.075298 = -1097827.628943 nChanged 70 SP:Iteration 15Q (1910.054694 sec): 3 clusters Score: Raw -1100796.255569 + Penalty 2951.075298 = -1097845.180270 nChanged 59 SP:Iteration 16Q (1910.115583 sec): 3 clusters Score: Raw -1100810.124257 + Penalty 2951.075298 = -1097859.048959 nChanged 45 SP:Iteration 17Q (1910.171349 sec): 3 clusters Score: Raw -1100820.537926 + Penalty 2951.075298 = -1097869.462628 nChanged 51 SP:Iteration 18Q (1910.233444 sec): 3 clusters Score: Raw -1100830.417317 + Penalty 2951.075298 = -1097879.342019 nChanged 37 SP:Iteration 19Q (1910.300596 sec): 3 clusters Score: Raw -1100836.445210 + Penalty 2951.075298 = -1097885.369912 nChanged 36 SP:Iteration 20F (1910.347090 sec): 3 clusters Score: Raw -1100841.900150 + Penalty 2951.075298 = -1097890.824852 nChanged 38 SP:Iteration 21Q (1910.414520 sec): 3 clusters Score: Raw -1100847.854121 + Penalty 2951.075298 = -1097896.778823 nChanged 24 SP:Iteration 22Q (1910.431051 sec): 3 clusters Score: Raw -1100852.171060 + Penalty 2951.075298 = -1097901.095762 nChanged 20 SP:Iteration 23Q (1910.485337 sec): 3 clusters Score: Raw -1100855.956272 + Penalty 2951.075298 = -1097904.880974 nChanged 18 SP:Iteration 24Q (1910.544022 sec): 3 clusters Score: Raw -1100858.823267 + Penalty 2951.075298 = -1097907.747968 nChanged 7 SP:Iteration 25Q (1910.582202 sec): 3 clusters Score: Raw -1100859.686958 + Penalty 2951.075298 = -1097908.611660 nChanged 5 SP:Iteration 26Q (1910.632735 sec): 3 clusters Score: Raw -1100860.098824 + Penalty 2951.075298 = -1097909.023526 nChanged 3 SP:Iteration 27Q (1910.699052 sec): 3 clusters Score: Raw -1100860.517738 + Penalty 2951.075298 = -1097909.442440 nChanged 5 SP:Iteration 28Q (1910.742381 sec): 3 clusters Score: Raw -1100861.024380 + Penalty 2951.075298 = -1097909.949082 nChanged 3 SP:Iteration 29Q (1910.805575 sec): 3 clusters Score: Raw -1100861.363809 + Penalty 2951.075298 = -1097910.288511 nChanged 4 SP:Iteration 30Q (1910.848303 sec): 3 clusters Score: Raw -1100861.924223 + Penalty 2951.075298 = -1097910.848925 nChanged 4 SP:Iteration 31Q (1910.902892 sec): 3 clusters Score: Raw -1100862.858628 + Penalty 2951.075298 = -1097911.783330 nChanged 7 SP:Iteration 32Q (1910.959162 sec): 3 clusters Score: Raw -1100864.081691 + Penalty 2951.075298 = -1097913.006393 nChanged 6 SP:Iteration 33Q (1911.022323 sec): 3 clusters Score: Raw -1100865.295971 + Penalty 2951.075298 = -1097914.220673 nChanged 10 SP:Iteration 34Q (1911.083285 sec): 3 clusters Score: Raw -1100867.276320 + Penalty 2951.075298 = -1097916.201022 nChanged 15 SP:Iteration 35Q (1911.128332 sec): 3 clusters Score: Raw -1100869.810652 + Penalty 2951.075298 = -1097918.735354 nChanged 14 SP:Iteration 36Q (1911.190317 sec): 3 clusters Score: Raw -1100872.396423 + Penalty 2951.075298 = -1097921.321125 nChanged 16 SP:Iteration 37Q (1911.236434 sec): 3 clusters Score: Raw -1100875.322335 + Penalty 2951.075298 = -1097924.247036 nChanged 20 SP:Iteration 38Q (1911.286168 sec): 3 clusters Score: Raw -1100878.398573 + Penalty 2951.075298 = -1097927.323275 nChanged 15 SP:Iteration 39Q (1911.357081 sec): 3 clusters Score: Raw -1100881.074254 + Penalty 2951.075298 = -1097929.998956 nChanged 18 SP:Iteration 40F (1911.417556 sec): 3 clusters Score: Raw -1100883.912445 + Penalty 2951.075298 = -1097932.837146 nChanged 23 SP:Iteration 41Q (1911.441522 sec): 3 clusters Score: Raw -1100888.614896 + Penalty 2951.075298 = -1097937.539598 nChanged 35 SP:Iteration 42Q (1911.498833 sec): 3 clusters Score: Raw -1100895.613003 + Penalty 2951.075298 = -1097944.537705 nChanged 26 SP:Iteration 43Q (1911.565105 sec): 3 clusters Score: Raw -1100900.923690 + Penalty 2951.075298 = -1097949.848392 nChanged 26 SP:Iteration 44Q (1911.603808 sec): 3 clusters Score: Raw -1100905.707713 + Penalty 2951.075298 = -1097954.632415 nChanged 24 SP:Iteration 45Q (1911.659304 sec): 3 clusters Score: Raw -1100908.545525 + Penalty 2951.075298 = -1097957.470227 nChanged 12 SP:Iteration 46Q (1911.720476 sec): 3 clusters Score: Raw -1100910.648840 + Penalty 2951.075298 = -1097959.573542 nChanged 12 SP:Iteration 47Q (1911.777748 sec): 3 clusters Score: Raw -1100912.001013 + Penalty 2951.075298 = -1097960.925715 nChanged 7 SP:Iteration 48Q (1911.835694 sec): 3 clusters Score: Raw -1100912.875974 + Penalty 2951.075298 = -1097961.800676 nChanged 6 SP:Iteration 49Q (1911.896525 sec): 3 clusters Score: Raw -1100913.474799 + Penalty 2951.075298 = -1097962.399501 nChanged 2 SP:Iteration 50Q (1911.940464 sec): 3 clusters Score: Raw -1100913.711744 + Penalty 2951.075298 = -1097962.636445 nChanged 4 SP:Iteration 51Q (1911.983596 sec): 3 clusters Score: Raw -1100914.292226 + Penalty 2951.075298 = -1097963.216928 nChanged 3 SP:Iteration 52Q (1912.042088 sec): 3 clusters Score: Raw -1100914.607375 + Penalty 2951.075298 = -1097963.532077 nChanged 2 SP:Iteration 53Q (1912.103963 sec): 3 clusters Score: Raw -1100914.902767 + Penalty 2951.075298 = -1097963.827469 nChanged 2 SP:Iteration 54Q (1912.151071 sec): 3 clusters Score: Raw -1100915.160624 + Penalty 2951.075298 = -1097964.085326 nChanged 2 SP:Iteration 55Q (1912.207786 sec): 3 clusters Score: Raw -1100915.279682 + Penalty 2951.075298 = -1097964.204384 nChanged 0 SP:Iteration 56F (1912.259314 sec): 3 clusters Score: Raw -1100915.279682 + Penalty 2951.075298 = -1097964.204384 nChanged 0 Trying to split cluster 20 (12998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1912.301167 sec): 2 clusters Score: Raw -1628759.236749 + Penalty 1539.289501 = -1627219.947247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1912.363770 sec): 3 clusters Score: Raw -1621246.782946 + Penalty 3078.579003 = -1618168.203943 nChanged 5718 SP:Iteration 1F (1912.424798 sec): 3 clusters Score: Raw -1624337.277192 + Penalty 3078.579003 = -1621258.698189 nChanged 797 SP:Iteration 2F (1912.485353 sec): 3 clusters Score: Raw -1624710.665617 + Penalty 3078.579003 = -1621632.086614 nChanged 730 SP:Iteration 3F (1912.552162 sec): 3 clusters Score: Raw -1625082.868343 + Penalty 3078.579003 = -1622004.289340 nChanged 697 SP:Iteration 4F (1912.615782 sec): 3 clusters Score: Raw -1625479.161569 + Penalty 3078.579003 = -1622400.582566 nChanged 684 SP:Iteration 5F (1912.681288 sec): 3 clusters Score: Raw -1625931.393386 + Penalty 3078.579003 = -1622852.814383 nChanged 683 SP:Iteration 6F (1912.746480 sec): 3 clusters Score: Raw -1626442.287138 + Penalty 3078.579003 = -1623363.708135 nChanged 731 SP:Iteration 7F (1912.815600 sec): 3 clusters Score: Raw -1627011.079082 + Penalty 3078.579003 = -1623932.500079 nChanged 722 SP:Iteration 8F (1912.876635 sec): 3 clusters Score: Raw -1627577.078629 + Penalty 3078.579003 = -1624498.499626 nChanged 676 SP:Iteration 9F (1912.941847 sec): 3 clusters Score: Raw -1628037.399502 + Penalty 3078.579003 = -1624958.820499 nChanged 552 SP:Iteration 10Q (1913.017216 sec): 3 clusters Score: Raw -1628331.444182 + Penalty 3078.579003 = -1625252.865179 nChanged 429 SP:Iteration 11Q (1913.080076 sec): 3 clusters Score: Raw -1628505.955132 + Penalty 3078.579003 = -1625427.376129 nChanged 289 SP:Iteration 12Q (1913.153530 sec): 3 clusters Score: Raw -1628612.308982 + Penalty 3078.579003 = -1625533.729979 nChanged 235 SP:Iteration 13Q (1913.225994 sec): 3 clusters Score: Raw -1628688.634570 + Penalty 3078.579003 = -1625610.055567 nChanged 199 SP:Iteration 14Q (1913.281206 sec): 3 clusters Score: Raw -1628754.988065 + Penalty 3078.579003 = -1625676.409062 nChanged 185 SP:Iteration 15Q (1913.347424 sec): 3 clusters Score: Raw -1628823.286368 + Penalty 3078.579003 = -1625744.707365 nChanged 174 SP:Iteration 16Q (1913.414388 sec): 3 clusters Score: Raw -1628884.797245 + Penalty 3078.579003 = -1625806.218242 nChanged 146 SP:Iteration 17Q (1913.492409 sec): 3 clusters Score: Raw -1628925.141436 + Penalty 3078.579003 = -1625846.562433 nChanged 114 SP:Iteration 18Q (1913.562130 sec): 3 clusters Score: Raw -1628953.805967 + Penalty 3078.579003 = -1625875.226964 nChanged 109 SP:Iteration 19Q (1913.616238 sec): 3 clusters Score: Raw -1628983.172609 + Penalty 3078.579003 = -1625904.593606 nChanged 117 SP:Iteration 20F (1913.687002 sec): 3 clusters Score: Raw -1629016.081465 + Penalty 3078.579003 = -1625937.502462 nChanged 104 SP:Iteration 21Q (1913.757563 sec): 3 clusters Score: Raw -1629043.903712 + Penalty 3078.579003 = -1625965.324709 nChanged 103 SP:Iteration 22Q (1913.837952 sec): 3 clusters Score: Raw -1629073.546157 + Penalty 3078.579003 = -1625994.967154 nChanged 108 SP:Iteration 23Q (1913.910312 sec): 3 clusters Score: Raw -1629103.229621 + Penalty 3078.579003 = -1626024.650618 nChanged 103 SP:Iteration 24Q (1913.972137 sec): 3 clusters Score: Raw -1629133.693983 + Penalty 3078.579003 = -1626055.114980 nChanged 96 SP:Iteration 25Q (1914.046346 sec): 3 clusters Score: Raw -1629161.162210 + Penalty 3078.579003 = -1626082.583207 nChanged 105 SP:Iteration 26Q (1914.115339 sec): 3 clusters Score: Raw -1629193.007843 + Penalty 3078.579003 = -1626114.428840 nChanged 84 SP:Iteration 27Q (1914.182492 sec): 3 clusters Score: Raw -1629218.268548 + Penalty 3078.579003 = -1626139.689545 nChanged 100 SP:Iteration 28Q (1914.250481 sec): 3 clusters Score: Raw -1629261.133960 + Penalty 3078.579003 = -1626182.554957 nChanged 95 SP:Iteration 29Q (1914.312675 sec): 3 clusters Score: Raw -1629314.941323 + Penalty 3078.579003 = -1626236.362320 nChanged 93 SP:Iteration 30Q (1914.381737 sec): 3 clusters Score: Raw -1629366.440893 + Penalty 3078.579003 = -1626287.861890 nChanged 97 SP:Iteration 31Q (1914.443955 sec): 3 clusters Score: Raw -1629417.471630 + Penalty 3078.579003 = -1626338.892627 nChanged 91 SP:Iteration 32Q (1914.520202 sec): 3 clusters Score: Raw -1629450.442175 + Penalty 3078.579003 = -1626371.863172 nChanged 73 SP:Iteration 33Q (1914.580887 sec): 3 clusters Score: Raw -1629470.714506 + Penalty 3078.579003 = -1626392.135503 nChanged 61 SP:Iteration 34Q (1914.661792 sec): 3 clusters Score: Raw -1629483.617669 + Penalty 3078.579003 = -1626405.038666 nChanged 50 SP:Iteration 35Q (1914.726599 sec): 3 clusters Score: Raw -1629496.030089 + Penalty 3078.579003 = -1626417.451086 nChanged 56 SP:Iteration 36Q (1914.782335 sec): 3 clusters Score: Raw -1629506.355364 + Penalty 3078.579003 = -1626427.776361 nChanged 48 SP:Iteration 37Q (1914.849429 sec): 3 clusters Score: Raw -1629514.912574 + Penalty 3078.579003 = -1626436.333571 nChanged 35 SP:Iteration 38Q (1914.915938 sec): 3 clusters Score: Raw -1629519.999169 + Penalty 3078.579003 = -1626441.420166 nChanged 21 SP:Iteration 39Q (1914.997794 sec): 3 clusters Score: Raw -1629523.673104 + Penalty 3078.579003 = -1626445.094101 nChanged 25 SP:Iteration 40F (1915.068532 sec): 3 clusters Score: Raw -1629528.236617 + Penalty 3078.579003 = -1626449.657614 nChanged 22 SP:Iteration 41Q (1915.128479 sec): 3 clusters Score: Raw -1629530.951837 + Penalty 3078.579003 = -1626452.372834 nChanged 14 SP:Iteration 42Q (1915.203785 sec): 3 clusters Score: Raw -1629532.480348 + Penalty 3078.579003 = -1626453.901345 nChanged 13 SP:Iteration 43Q (1915.270583 sec): 3 clusters Score: Raw -1629533.827603 + Penalty 3078.579003 = -1626455.248600 nChanged 9 SP:Iteration 44Q (1915.342905 sec): 3 clusters Score: Raw -1629534.733362 + Penalty 3078.579003 = -1626456.154359 nChanged 9 SP:Iteration 45Q (1915.398909 sec): 3 clusters Score: Raw -1629535.958143 + Penalty 3078.579003 = -1626457.379140 nChanged 11 SP:Iteration 46Q (1915.455942 sec): 3 clusters Score: Raw -1629536.684482 + Penalty 3078.579003 = -1626458.105479 nChanged 10 SP:Iteration 47Q (1915.516900 sec): 3 clusters Score: Raw -1629537.879864 + Penalty 3078.579003 = -1626459.300861 nChanged 15 SP:Iteration 48Q (1915.577557 sec): 3 clusters Score: Raw -1629539.511092 + Penalty 3078.579003 = -1626460.932089 nChanged 12 SP:Iteration 49Q (1915.637782 sec): 3 clusters Score: Raw -1629540.655892 + Penalty 3078.579003 = -1626462.076889 nChanged 9 SP:Iteration 50Q (1915.707858 sec): 3 clusters Score: Raw -1629541.916710 + Penalty 3078.579003 = -1626463.337707 nChanged 12 SP:Iteration 51Q (1915.757268 sec): 3 clusters Score: Raw -1629543.308851 + Penalty 3078.579003 = -1626464.729848 nChanged 11 SP:Iteration 52Q (1915.821784 sec): 3 clusters Score: Raw -1629544.803505 + Penalty 3078.579003 = -1626466.224502 nChanged 9 SP:Iteration 53Q (1915.884318 sec): 3 clusters Score: Raw -1629545.662885 + Penalty 3078.579003 = -1626467.083882 nChanged 10 SP:Iteration 54Q (1915.942688 sec): 3 clusters Score: Raw -1629546.876612 + Penalty 3078.579003 = -1626468.297609 nChanged 13 SP:Iteration 55Q (1916.002129 sec): 3 clusters Score: Raw -1629548.115831 + Penalty 3078.579003 = -1626469.536828 nChanged 6 SP:Iteration 56Q (1916.060888 sec): 3 clusters Score: Raw -1629548.695086 + Penalty 3078.579003 = -1626470.116083 nChanged 4 SP:Iteration 57Q (1916.129001 sec): 3 clusters Score: Raw -1629549.025814 + Penalty 3078.579003 = -1626470.446811 nChanged 5 SP:Iteration 58Q (1916.183546 sec): 3 clusters Score: Raw -1629549.584917 + Penalty 3078.579003 = -1626471.005914 nChanged 8 SP:Iteration 59Q (1916.242109 sec): 3 clusters Score: Raw -1629550.356072 + Penalty 3078.579003 = -1626471.777069 nChanged 6 SP:Iteration 60F (1916.299848 sec): 3 clusters Score: Raw -1629550.874725 + Penalty 3078.579003 = -1626472.295722 nChanged 3 SP:Iteration 61Q (1916.364339 sec): 3 clusters Score: Raw -1629551.176987 + Penalty 3078.579003 = -1626472.597984 nChanged 5 SP:Iteration 62Q (1916.416531 sec): 3 clusters Score: Raw -1629551.632631 + Penalty 3078.579003 = -1626473.053628 nChanged 7 SP:Iteration 63Q (1916.465920 sec): 3 clusters Score: Raw -1629552.313413 + Penalty 3078.579003 = -1626473.734410 nChanged 4 SP:Iteration 64Q (1916.524950 sec): 3 clusters Score: Raw -1629552.564184 + Penalty 3078.579003 = -1626473.985181 nChanged 5 SP:Iteration 65Q (1916.590395 sec): 3 clusters Score: Raw -1629553.005261 + Penalty 3078.579003 = -1626474.426258 nChanged 5 SP:Iteration 66Q (1916.666763 sec): 3 clusters Score: Raw -1629553.270738 + Penalty 3078.579003 = -1626474.691735 nChanged 4 SP:Iteration 67Q (1916.727532 sec): 3 clusters Score: Raw -1629553.556460 + Penalty 3078.579003 = -1626474.977457 nChanged 3 SP:Iteration 68Q (1916.794341 sec): 3 clusters Score: Raw -1629553.927653 + Penalty 3078.579003 = -1626475.348650 nChanged 5 SP:Iteration 69Q (1916.863788 sec): 3 clusters Score: Raw -1629554.304828 + Penalty 3078.579003 = -1626475.725825 nChanged 6 SP:Iteration 70Q (1916.916122 sec): 3 clusters Score: Raw -1629555.118797 + Penalty 3078.579003 = -1626476.539794 nChanged 6 SP:Iteration 71Q (1916.988731 sec): 3 clusters Score: Raw -1629555.655073 + Penalty 3078.579003 = -1626477.076070 nChanged 2 SP:Iteration 72Q (1917.051972 sec): 3 clusters Score: Raw -1629555.759379 + Penalty 3078.579003 = -1626477.180376 nChanged 2 SP:Iteration 73Q (1917.095548 sec): 3 clusters Score: Raw -1629555.872464 + Penalty 3078.579003 = -1626477.293461 nChanged 1 SP:Iteration 74Q (1917.166014 sec): 3 clusters Score: Raw -1629555.933312 + Penalty 3078.579003 = -1626477.354309 nChanged 0 SP:Iteration 75F (1917.227023 sec): 3 clusters Score: Raw -1629555.933312 + Penalty 3078.579003 = -1626477.354309 nChanged 0 Trying to split cluster 21 (25406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1917.276013 sec): 2 clusters Score: Raw -3227111.110655 + Penalty 1648.195355 = -3225462.915300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1917.368687 sec): 3 clusters Score: Raw -3211604.020851 + Penalty 3296.390710 = -3208307.630141 nChanged 11528 SP:Iteration 1F (1917.440035 sec): 3 clusters Score: Raw -3218169.979739 + Penalty 3296.390710 = -3214873.589029 nChanged 1389 SP:Iteration 2F (1917.525535 sec): 3 clusters Score: Raw -3218716.814030 + Penalty 3296.390710 = -3215420.423321 nChanged 1301 SP:Iteration 3F (1917.606926 sec): 3 clusters Score: Raw -3219322.199038 + Penalty 3296.390710 = -3216025.808328 nChanged 1349 SP:Iteration 4F (1917.683620 sec): 3 clusters Score: Raw -3220055.415775 + Penalty 3296.390710 = -3216759.025065 nChanged 1449 SP:Iteration 5F (1917.762985 sec): 3 clusters Score: Raw -3220887.517904 + Penalty 3296.390710 = -3217591.127194 nChanged 1433 SP:Iteration 6F (1917.846376 sec): 3 clusters Score: Raw -3221754.960619 + Penalty 3296.390710 = -3218458.569909 nChanged 1393 SP:Iteration 7F (1917.909982 sec): 3 clusters Score: Raw -3222641.127961 + Penalty 3296.390710 = -3219344.737251 nChanged 1359 SP:Iteration 8F (1917.995632 sec): 3 clusters Score: Raw -3223450.756797 + Penalty 3296.390710 = -3220154.366087 nChanged 1199 SP:Iteration 9Q (1918.087587 sec): 3 clusters Score: Raw -3224105.644490 + Penalty 3296.390710 = -3220809.253780 nChanged 1016 SP:Iteration 10Q (1918.163007 sec): 3 clusters Score: Raw -3224592.045394 + Penalty 3296.390710 = -3221295.654684 nChanged 751 SP:Iteration 11Q (1918.249363 sec): 3 clusters Score: Raw -3224879.519326 + Penalty 3296.390710 = -3221583.128616 nChanged 593 SP:Iteration 12Q (1918.330860 sec): 3 clusters Score: Raw -3225074.041460 + Penalty 3296.390710 = -3221777.650750 nChanged 459 SP:Iteration 13Q (1918.413348 sec): 3 clusters Score: Raw -3225206.421930 + Penalty 3296.390710 = -3221910.031220 nChanged 356 SP:Iteration 14Q (1918.503894 sec): 3 clusters Score: Raw -3225296.024535 + Penalty 3296.390710 = -3221999.633825 nChanged 315 SP:Iteration 15Q (1918.591634 sec): 3 clusters Score: Raw -3225364.740680 + Penalty 3296.390710 = -3222068.349970 nChanged 273 SP:Iteration 16Q (1918.671084 sec): 3 clusters Score: Raw -3225422.852864 + Penalty 3296.390710 = -3222126.462154 nChanged 244 SP:Iteration 17Q (1918.768142 sec): 3 clusters Score: Raw -3225468.918133 + Penalty 3296.390710 = -3222172.527423 nChanged 218 SP:Iteration 18Q (1918.832194 sec): 3 clusters Score: Raw -3225506.878680 + Penalty 3296.390710 = -3222210.487970 nChanged 189 SP:Iteration 19Q (1918.907363 sec): 3 clusters Score: Raw -3225540.716548 + Penalty 3296.390710 = -3222244.325838 nChanged 180 SP:Iteration 20F (1918.999139 sec): 3 clusters Score: Raw -3225575.016836 + Penalty 3296.390710 = -3222278.626126 nChanged 205 SP:Iteration 21Q (1919.073823 sec): 3 clusters Score: Raw -3225616.290976 + Penalty 3296.390710 = -3222319.900267 nChanged 201 SP:Iteration 22Q (1919.158029 sec): 3 clusters Score: Raw -3225653.482404 + Penalty 3296.390710 = -3222357.091694 nChanged 191 SP:Iteration 23Q (1919.232568 sec): 3 clusters Score: Raw -3225692.365253 + Penalty 3296.390710 = -3222395.974543 nChanged 216 SP:Iteration 24Q (1919.320815 sec): 3 clusters Score: Raw -3225733.520073 + Penalty 3296.390710 = -3222437.129363 nChanged 189 SP:Iteration 25Q (1919.408835 sec): 3 clusters Score: Raw -3225768.558988 + Penalty 3296.390710 = -3222472.168278 nChanged 185 SP:Iteration 26Q (1919.485903 sec): 3 clusters Score: Raw -3225800.819763 + Penalty 3296.390710 = -3222504.429053 nChanged 181 SP:Iteration 27Q (1919.563564 sec): 3 clusters Score: Raw -3225829.872829 + Penalty 3296.390710 = -3222533.482119 nChanged 175 SP:Iteration 28Q (1919.654560 sec): 3 clusters Score: Raw -3225864.084353 + Penalty 3296.390710 = -3222567.693643 nChanged 164 SP:Iteration 29Q (1919.733429 sec): 3 clusters Score: Raw -3225889.146013 + Penalty 3296.390710 = -3222592.755303 nChanged 154 SP:Iteration 30Q (1919.814571 sec): 3 clusters Score: Raw -3225910.591205 + Penalty 3296.390710 = -3222614.200495 nChanged 155 SP:Iteration 31Q (1919.892788 sec): 3 clusters Score: Raw -3225933.842295 + Penalty 3296.390710 = -3222637.451586 nChanged 166 SP:Iteration 32Q (1919.976335 sec): 3 clusters Score: Raw -3225961.560496 + Penalty 3296.390710 = -3222665.169786 nChanged 161 SP:Iteration 33Q (1920.052835 sec): 3 clusters Score: Raw -3225985.985388 + Penalty 3296.390710 = -3222689.594678 nChanged 145 SP:Iteration 34Q (1920.139183 sec): 3 clusters Score: Raw -3226006.483297 + Penalty 3296.390710 = -3222710.092587 nChanged 134 SP:Iteration 35Q (1920.228315 sec): 3 clusters Score: Raw -3226028.782296 + Penalty 3296.390710 = -3222732.391586 nChanged 154 SP:Iteration 36Q (1920.316758 sec): 3 clusters Score: Raw -3226052.360020 + Penalty 3296.390710 = -3222755.969310 nChanged 139 SP:Iteration 37Q (1920.397087 sec): 3 clusters Score: Raw -3226071.143515 + Penalty 3296.390710 = -3222774.752805 nChanged 144 SP:Iteration 38Q (1920.481024 sec): 3 clusters Score: Raw -3226092.400675 + Penalty 3296.390710 = -3222796.009965 nChanged 141 SP:Iteration 39Q (1920.561170 sec): 3 clusters Score: Raw -3226114.404079 + Penalty 3296.390710 = -3222818.013369 nChanged 146 SP:Iteration 40F (1920.645357 sec): 3 clusters Score: Raw -3226137.685264 + Penalty 3296.390710 = -3222841.294555 nChanged 148 SP:Iteration 41Q (1920.733930 sec): 3 clusters Score: Raw -3226157.281519 + Penalty 3296.390710 = -3222860.890809 nChanged 137 SP:Iteration 42Q (1920.812593 sec): 3 clusters Score: Raw -3226176.238446 + Penalty 3296.390710 = -3222879.847737 nChanged 145 SP:Iteration 43Q (1920.898438 sec): 3 clusters Score: Raw -3226198.462910 + Penalty 3296.390710 = -3222902.072200 nChanged 134 SP:Iteration 44Q (1920.975386 sec): 3 clusters Score: Raw -3226220.043040 + Penalty 3296.390710 = -3222923.652330 nChanged 138 SP:Iteration 45Q (1921.059530 sec): 3 clusters Score: Raw -3226244.687737 + Penalty 3296.390710 = -3222948.297027 nChanged 139 SP:Iteration 46Q (1921.144299 sec): 3 clusters Score: Raw -3226268.665773 + Penalty 3296.390710 = -3222972.275063 nChanged 147 SP:Iteration 47Q (1921.230366 sec): 3 clusters Score: Raw -3226292.820251 + Penalty 3296.390710 = -3222996.429541 nChanged 148 SP:Iteration 48Q (1921.311293 sec): 3 clusters Score: Raw -3226313.248852 + Penalty 3296.390710 = -3223016.858142 nChanged 125 SP:Iteration 49Q (1921.383366 sec): 3 clusters Score: Raw -3226330.760281 + Penalty 3296.390710 = -3223034.369571 nChanged 121 SP:Iteration 50Q (1921.468325 sec): 3 clusters Score: Raw -3226346.847361 + Penalty 3296.390710 = -3223050.456651 nChanged 111 SP:Iteration 51Q (1921.558576 sec): 3 clusters Score: Raw -3226364.289548 + Penalty 3296.390710 = -3223067.898838 nChanged 127 SP:Iteration 52Q (1921.640762 sec): 3 clusters Score: Raw -3226382.265236 + Penalty 3296.390710 = -3223085.874526 nChanged 118 SP:Iteration 53Q (1921.720227 sec): 3 clusters Score: Raw -3226397.817980 + Penalty 3296.390710 = -3223101.427270 nChanged 109 SP:Iteration 54Q (1921.791171 sec): 3 clusters Score: Raw -3226411.072757 + Penalty 3296.390710 = -3223114.682047 nChanged 105 SP:Iteration 55Q (1921.874475 sec): 3 clusters Score: Raw -3226423.696294 + Penalty 3296.390710 = -3223127.305585 nChanged 105 SP:Iteration 56Q (1921.963127 sec): 3 clusters Score: Raw -3226435.144540 + Penalty 3296.390710 = -3223138.753830 nChanged 91 SP:Iteration 57Q (1922.050805 sec): 3 clusters Score: Raw -3226445.499949 + Penalty 3296.390710 = -3223149.109239 nChanged 74 SP:Iteration 58Q (1922.137264 sec): 3 clusters Score: Raw -3226451.904334 + Penalty 3296.390710 = -3223155.513625 nChanged 77 SP:Iteration 59Q (1922.208034 sec): 3 clusters Score: Raw -3226459.257851 + Penalty 3296.390710 = -3223162.867141 nChanged 77 SP:Iteration 60F (1922.300218 sec): 3 clusters Score: Raw -3226466.875597 + Penalty 3296.390710 = -3223170.484888 nChanged 74 SP:Iteration 61Q (1922.383063 sec): 3 clusters Score: Raw -3226474.299641 + Penalty 3296.390710 = -3223177.908931 nChanged 57 SP:Iteration 62Q (1922.464721 sec): 3 clusters Score: Raw -3226479.585676 + Penalty 3296.390710 = -3223183.194966 nChanged 62 SP:Iteration 63Q (1922.534349 sec): 3 clusters Score: Raw -3226485.002501 + Penalty 3296.390710 = -3223188.611791 nChanged 54 SP:Iteration 64Q (1922.622027 sec): 3 clusters Score: Raw -3226489.005413 + Penalty 3296.390710 = -3223192.614703 nChanged 50 SP:Iteration 65Q (1922.697010 sec): 3 clusters Score: Raw -3226492.906363 + Penalty 3296.390710 = -3223196.515653 nChanged 47 SP:Iteration 66Q (1922.781265 sec): 3 clusters Score: Raw -3226496.289625 + Penalty 3296.390710 = -3223199.898915 nChanged 36 SP:Iteration 67Q (1922.862580 sec): 3 clusters Score: Raw -3226498.648485 + Penalty 3296.390710 = -3223202.257776 nChanged 31 SP:Iteration 68Q (1922.927850 sec): 3 clusters Score: Raw -3226500.460780 + Penalty 3296.390710 = -3223204.070070 nChanged 29 SP:Iteration 69Q (1923.012199 sec): 3 clusters Score: Raw -3226501.915661 + Penalty 3296.390710 = -3223205.524951 nChanged 26 SP:Iteration 70Q (1923.054626 sec): 3 clusters Score: Raw -3226503.692096 + Penalty 3296.390710 = -3223207.301386 nChanged 22 SP:Iteration 71Q (1923.137471 sec): 3 clusters Score: Raw -3226505.248630 + Penalty 3296.390710 = -3223208.857920 nChanged 18 SP:Iteration 72Q (1923.227199 sec): 3 clusters Score: Raw -3226506.330264 + Penalty 3296.390710 = -3223209.939554 nChanged 19 SP:Iteration 73Q (1923.307364 sec): 3 clusters Score: Raw -3226507.151864 + Penalty 3296.390710 = -3223210.761154 nChanged 16 SP:Iteration 74Q (1923.391572 sec): 3 clusters Score: Raw -3226507.852178 + Penalty 3296.390710 = -3223211.461469 nChanged 11 SP:Iteration 75Q (1923.480720 sec): 3 clusters Score: Raw -3226508.387268 + Penalty 3296.390710 = -3223211.996558 nChanged 12 SP:Iteration 76Q (1923.551610 sec): 3 clusters Score: Raw -3226508.934696 + Penalty 3296.390710 = -3223212.543986 nChanged 10 SP:Iteration 77Q (1923.634211 sec): 3 clusters Score: Raw -3226509.462037 + Penalty 3296.390710 = -3223213.071327 nChanged 13 SP:Iteration 78Q (1923.711248 sec): 3 clusters Score: Raw -3226510.132102 + Penalty 3296.390710 = -3223213.741392 nChanged 16 SP:Iteration 79Q (1923.791339 sec): 3 clusters Score: Raw -3226510.880954 + Penalty 3296.390710 = -3223214.490244 nChanged 15 SP:Iteration 80F (1923.873531 sec): 3 clusters Score: Raw -3226511.520535 + Penalty 3296.390710 = -3223215.129825 nChanged 11 SP:Iteration 81Q (1923.965732 sec): 3 clusters Score: Raw -3226511.803310 + Penalty 3296.390710 = -3223215.412600 nChanged 11 SP:Iteration 82Q (1924.045459 sec): 3 clusters Score: Raw -3226512.473678 + Penalty 3296.390710 = -3223216.082968 nChanged 23 SP:Iteration 83Q (1924.136450 sec): 3 clusters Score: Raw -3226513.761792 + Penalty 3296.390710 = -3223217.371082 nChanged 19 SP:Iteration 84Q (1924.216821 sec): 3 clusters Score: Raw -3226514.808359 + Penalty 3296.390710 = -3223218.417649 nChanged 22 SP:Iteration 85Q (1924.293324 sec): 3 clusters Score: Raw -3226516.349007 + Penalty 3296.390710 = -3223219.958297 nChanged 28 SP:Iteration 86Q (1924.381150 sec): 3 clusters Score: Raw -3226518.013351 + Penalty 3296.390710 = -3223221.622641 nChanged 29 SP:Iteration 87Q (1924.465825 sec): 3 clusters Score: Raw -3226519.925881 + Penalty 3296.390710 = -3223223.535172 nChanged 32 SP:Iteration 88Q (1924.541112 sec): 3 clusters Score: Raw -3226521.963099 + Penalty 3296.390710 = -3223225.572389 nChanged 35 SP:Iteration 89Q (1924.614639 sec): 3 clusters Score: Raw -3226524.024483 + Penalty 3296.390710 = -3223227.633773 nChanged 27 SP:Iteration 90Q (1924.693613 sec): 3 clusters Score: Raw -3226525.933210 + Penalty 3296.390710 = -3223229.542500 nChanged 32 SP:Iteration 91Q (1924.781335 sec): 3 clusters Score: Raw -3226528.163624 + Penalty 3296.390710 = -3223231.772914 nChanged 30 SP:Iteration 92Q (1924.863922 sec): 3 clusters Score: Raw -3226530.379519 + Penalty 3296.390710 = -3223233.988810 nChanged 38 SP:Iteration 93Q (1924.956372 sec): 3 clusters Score: Raw -3226534.112725 + Penalty 3296.390710 = -3223237.722015 nChanged 41 SP:Iteration 94Q (1925.036865 sec): 3 clusters Score: Raw -3226537.104422 + Penalty 3296.390710 = -3223240.713712 nChanged 34 SP:Iteration 95Q (1925.126942 sec): 3 clusters Score: Raw -3226539.348440 + Penalty 3296.390710 = -3223242.957730 nChanged 33 SP:Iteration 96Q (1925.202827 sec): 3 clusters Score: Raw -3226541.549444 + Penalty 3296.390710 = -3223245.158735 nChanged 35 SP:Iteration 97Q (1925.279558 sec): 3 clusters Score: Raw -3226543.866081 + Penalty 3296.390710 = -3223247.475371 nChanged 35 SP:Iteration 98Q (1925.366377 sec): 3 clusters Score: Raw -3226546.365578 + Penalty 3296.390710 = -3223249.974868 nChanged 39 SP:Iteration 99Q (1925.450325 sec): 3 clusters Score: Raw -3226549.026163 + Penalty 3296.390710 = -3223252.635453 nChanged 29 SP:Iteration 100F (1925.519962 sec): 3 clusters Score: Raw -3226551.085594 + Penalty 3296.390710 = -3223254.694884 nChanged 32 SP:Iteration 101Q (1925.596649 sec): 3 clusters Score: Raw -3226553.432234 + Penalty 3296.390710 = -3223257.041525 nChanged 31 SP:Iteration 102Q (1925.682527 sec): 3 clusters Score: Raw -3226555.799458 + Penalty 3296.390710 = -3223259.408748 nChanged 29 SP:Iteration 103Q (1925.764917 sec): 3 clusters Score: Raw -3226557.982979 + Penalty 3296.390710 = -3223261.592269 nChanged 39 SP:Iteration 104Q (1925.840345 sec): 3 clusters Score: Raw -3226561.267148 + Penalty 3296.390710 = -3223264.876438 nChanged 42 SP:Iteration 105Q (1925.920803 sec): 3 clusters Score: Raw -3226564.430339 + Penalty 3296.390710 = -3223268.039629 nChanged 36 SP:Iteration 106Q (1925.992177 sec): 3 clusters Score: Raw -3226567.829735 + Penalty 3296.390710 = -3223271.439025 nChanged 35 SP:Iteration 107Q (1926.082587 sec): 3 clusters Score: Raw -3226570.791875 + Penalty 3296.390710 = -3223274.401166 nChanged 38 SP:Iteration 108Q (1926.153921 sec): 3 clusters Score: Raw -3226573.523734 + Penalty 3296.390710 = -3223277.133024 nChanged 40 SP:Iteration 109Q (1926.236474 sec): 3 clusters Score: Raw -3226576.891063 + Penalty 3296.390710 = -3223280.500354 nChanged 39 SP:Iteration 110Q (1926.312217 sec): 3 clusters Score: Raw -3226579.557650 + Penalty 3296.390710 = -3223283.166940 nChanged 25 SP:Iteration 111Q (1926.399416 sec): 3 clusters Score: Raw -3226581.226210 + Penalty 3296.390710 = -3223284.835500 nChanged 26 SP:Iteration 112Q (1926.475520 sec): 3 clusters Score: Raw -3226583.149090 + Penalty 3296.390710 = -3223286.758380 nChanged 24 SP:Iteration 113Q (1926.547207 sec): 3 clusters Score: Raw -3226585.133689 + Penalty 3296.390710 = -3223288.742979 nChanged 25 SP:Iteration 114Q (1926.632760 sec): 3 clusters Score: Raw -3226587.304154 + Penalty 3296.390710 = -3223290.913444 nChanged 29 SP:Iteration 115Q (1926.698685 sec): 3 clusters Score: Raw -3226589.430316 + Penalty 3296.390710 = -3223293.039606 nChanged 23 SP:Iteration 116Q (1926.776415 sec): 3 clusters Score: Raw -3226591.230661 + Penalty 3296.390710 = -3223294.839951 nChanged 24 SP:Iteration 117Q (1926.865017 sec): 3 clusters Score: Raw -3226592.797653 + Penalty 3296.390710 = -3223296.406943 nChanged 24 SP:Iteration 118Q (1926.944520 sec): 3 clusters Score: Raw -3226594.523503 + Penalty 3296.390710 = -3223298.132793 nChanged 25 SP:Iteration 119Q (1927.019271 sec): 3 clusters Score: Raw -3226596.319435 + Penalty 3296.390710 = -3223299.928725 nChanged 28 SP:Iteration 120F (1927.108970 sec): 3 clusters Score: Raw -3226597.908693 + Penalty 3296.390710 = -3223301.517983 nChanged 28 SP:Iteration 121Q (1927.189748 sec): 3 clusters Score: Raw -3226599.242291 + Penalty 3296.390710 = -3223302.851581 nChanged 28 SP:Iteration 122Q (1927.269171 sec): 3 clusters Score: Raw -3226601.225834 + Penalty 3296.390710 = -3223304.835124 nChanged 38 SP:Iteration 123Q (1927.343035 sec): 3 clusters Score: Raw -3226604.390073 + Penalty 3296.390710 = -3223307.999363 nChanged 36 SP:Iteration 124Q (1927.421915 sec): 3 clusters Score: Raw -3226607.423029 + Penalty 3296.390710 = -3223311.032319 nChanged 45 SP:Iteration 125Q (1927.510790 sec): 3 clusters Score: Raw -3226611.195123 + Penalty 3296.390710 = -3223314.804413 nChanged 44 SP:Iteration 126Q (1927.585413 sec): 3 clusters Score: Raw -3226614.557378 + Penalty 3296.390710 = -3223318.166668 nChanged 38 SP:Iteration 127Q (1927.663245 sec): 3 clusters Score: Raw -3226617.657984 + Penalty 3296.390710 = -3223321.267274 nChanged 35 SP:Iteration 128Q (1927.738302 sec): 3 clusters Score: Raw -3226620.527163 + Penalty 3296.390710 = -3223324.136454 nChanged 37 SP:Iteration 129Q (1927.818444 sec): 3 clusters Score: Raw -3226623.600671 + Penalty 3296.390710 = -3223327.209962 nChanged 38 SP:Iteration 130Q (1927.890249 sec): 3 clusters Score: Raw -3226626.522231 + Penalty 3296.390710 = -3223330.131522 nChanged 31 SP:Iteration 131Q (1927.976402 sec): 3 clusters Score: Raw -3226628.827940 + Penalty 3296.390710 = -3223332.437230 nChanged 37 SP:Iteration 132Q (1928.059975 sec): 3 clusters Score: Raw -3226631.360365 + Penalty 3296.390710 = -3223334.969655 nChanged 32 SP:Iteration 133Q (1928.136759 sec): 3 clusters Score: Raw -3226633.099985 + Penalty 3296.390710 = -3223336.709275 nChanged 23 SP:Iteration 134Q (1928.213094 sec): 3 clusters Score: Raw -3226634.500224 + Penalty 3296.390710 = -3223338.109514 nChanged 23 SP:Iteration 135Q (1928.272268 sec): 3 clusters Score: Raw -3226635.830155 + Penalty 3296.390710 = -3223339.439445 nChanged 17 SP:Iteration 136Q (1928.361274 sec): 3 clusters Score: Raw -3226636.820773 + Penalty 3296.390710 = -3223340.430064 nChanged 18 SP:Iteration 137Q (1928.441342 sec): 3 clusters Score: Raw -3226637.825030 + Penalty 3296.390710 = -3223341.434320 nChanged 15 SP:Iteration 138Q (1928.524268 sec): 3 clusters Score: Raw -3226638.561803 + Penalty 3296.390710 = -3223342.171094 nChanged 11 SP:Iteration 139Q (1928.614817 sec): 3 clusters Score: Raw -3226639.014145 + Penalty 3296.390710 = -3223342.623435 nChanged 9 SP:Iteration 140F (1928.700365 sec): 3 clusters Score: Raw -3226639.521450 + Penalty 3296.390710 = -3223343.130740 nChanged 10 SP:Iteration 141Q (1928.780225 sec): 3 clusters Score: Raw -3226640.153767 + Penalty 3296.390710 = -3223343.763057 nChanged 8 SP:Iteration 142Q (1928.869643 sec): 3 clusters Score: Raw -3226640.462392 + Penalty 3296.390710 = -3223344.071682 nChanged 9 SP:Iteration 143Q (1928.951785 sec): 3 clusters Score: Raw -3226640.740196 + Penalty 3296.390710 = -3223344.349486 nChanged 8 SP:Iteration 144Q (1929.032026 sec): 3 clusters Score: Raw -3226641.095258 + Penalty 3296.390710 = -3223344.704549 nChanged 9 SP:Iteration 145Q (1929.110524 sec): 3 clusters Score: Raw -3226641.588246 + Penalty 3296.390710 = -3223345.197536 nChanged 9 SP:Iteration 146Q (1929.197980 sec): 3 clusters Score: Raw -3226641.937201 + Penalty 3296.390710 = -3223345.546491 nChanged 4 SP:Iteration 147Q (1929.269918 sec): 3 clusters Score: Raw -3226642.142378 + Penalty 3296.390710 = -3223345.751668 nChanged 7 SP:Iteration 148Q (1929.341750 sec): 3 clusters Score: Raw -3226642.440284 + Penalty 3296.390710 = -3223346.049575 nChanged 2 SP:Iteration 149Q (1929.412769 sec): 3 clusters Score: Raw -3226642.536544 + Penalty 3296.390710 = -3223346.145834 nChanged 7 SP:Iteration 150Q (1929.490888 sec): 3 clusters Score: Raw -3226642.868551 + Penalty 3296.390710 = -3223346.477841 nChanged 8 SP:Iteration 151Q (1929.587540 sec): 3 clusters Score: Raw -3226643.216091 + Penalty 3296.390710 = -3223346.825382 nChanged 9 SP:Iteration 152Q (1929.656920 sec): 3 clusters Score: Raw -3226643.813643 + Penalty 3296.390710 = -3223347.422934 nChanged 5 SP:Iteration 153Q (1929.725427 sec): 3 clusters Score: Raw -3226644.019762 + Penalty 3296.390710 = -3223347.629052 nChanged 4 SP:Iteration 154Q (1929.803533 sec): 3 clusters Score: Raw -3226644.276946 + Penalty 3296.390710 = -3223347.886236 nChanged 3 SP:Iteration 155Q (1929.884355 sec): 3 clusters Score: Raw -3226644.410147 + Penalty 3296.390710 = -3223348.019437 nChanged 4 SP:Iteration 156Q (1929.963976 sec): 3 clusters Score: Raw -3226644.644412 + Penalty 3296.390710 = -3223348.253702 nChanged 7 SP:Iteration 157Q (1930.036786 sec): 3 clusters Score: Raw -3226644.875839 + Penalty 3296.390710 = -3223348.485129 nChanged 2 SP:Iteration 158Q (1930.116777 sec): 3 clusters Score: Raw -3226644.917219 + Penalty 3296.390710 = -3223348.526510 nChanged 1 SP:Iteration 159Q (1930.199966 sec): 3 clusters Score: Raw -3226644.938149 + Penalty 3296.390710 = -3223348.547439 nChanged 1 SP:Iteration 160F (1930.285938 sec): 3 clusters Score: Raw -3226644.962383 + Penalty 3296.390710 = -3223348.571673 nChanged 0 Trying to split cluster 22 (11484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1930.332839 sec): 2 clusters Score: Raw -1477373.488058 + Penalty 1519.165382 = -1475854.322676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1930.386550 sec): 3 clusters Score: Raw -1470849.841184 + Penalty 3038.330763 = -1467811.510420 nChanged 4986 SP:Iteration 1F (1930.452257 sec): 3 clusters Score: Raw -1473633.643094 + Penalty 3038.330763 = -1470595.312331 nChanged 772 SP:Iteration 2F (1930.504920 sec): 3 clusters Score: Raw -1474043.555656 + Penalty 3038.330763 = -1471005.224892 nChanged 753 SP:Iteration 3F (1930.576053 sec): 3 clusters Score: Raw -1474472.136497 + Penalty 3038.330763 = -1471433.805734 nChanged 755 SP:Iteration 4F (1930.627170 sec): 3 clusters Score: Raw -1474941.676699 + Penalty 3038.330763 = -1471903.345935 nChanged 707 SP:Iteration 5F (1930.693817 sec): 3 clusters Score: Raw -1475347.987493 + Penalty 3038.330763 = -1472309.656729 nChanged 624 SP:Iteration 6F (1930.751091 sec): 3 clusters Score: Raw -1475706.212392 + Penalty 3038.330763 = -1472667.881628 nChanged 553 SP:Iteration 7Q (1930.822521 sec): 3 clusters Score: Raw -1476022.072384 + Penalty 3038.330763 = -1472983.741621 nChanged 484 SP:Iteration 8Q (1930.882781 sec): 3 clusters Score: Raw -1476299.142035 + Penalty 3038.330763 = -1473260.811271 nChanged 399 SP:Iteration 9Q (1930.915925 sec): 3 clusters Score: Raw -1476509.796252 + Penalty 3038.330763 = -1473471.465489 nChanged 356 SP:Iteration 10Q (1930.989264 sec): 3 clusters Score: Raw -1476703.738764 + Penalty 3038.330763 = -1473665.408001 nChanged 292 SP:Iteration 11Q (1931.040005 sec): 3 clusters Score: Raw -1476857.311122 + Penalty 3038.330763 = -1473818.980358 nChanged 259 SP:Iteration 12Q (1931.096688 sec): 3 clusters Score: Raw -1476989.545017 + Penalty 3038.330763 = -1473951.214254 nChanged 237 SP:Iteration 13Q (1931.152708 sec): 3 clusters Score: Raw -1477113.172052 + Penalty 3038.330763 = -1474074.841289 nChanged 210 SP:Iteration 14Q (1931.216214 sec): 3 clusters Score: Raw -1477208.773697 + Penalty 3038.330763 = -1474170.442934 nChanged 147 SP:Iteration 15Q (1931.276166 sec): 3 clusters Score: Raw -1477275.067351 + Penalty 3038.330763 = -1474236.736587 nChanged 129 SP:Iteration 16Q (1931.339772 sec): 3 clusters Score: Raw -1477341.718616 + Penalty 3038.330763 = -1474303.387853 nChanged 124 SP:Iteration 17Q (1931.405830 sec): 3 clusters Score: Raw -1477409.192749 + Penalty 3038.330763 = -1474370.861985 nChanged 114 SP:Iteration 18Q (1931.470636 sec): 3 clusters Score: Raw -1477477.197635 + Penalty 3038.330763 = -1474438.866871 nChanged 90 SP:Iteration 19Q (1931.540632 sec): 3 clusters Score: Raw -1477536.544981 + Penalty 3038.330763 = -1474498.214217 nChanged 87 SP:Iteration 20F (1931.599224 sec): 3 clusters Score: Raw -1477599.019122 + Penalty 3038.330763 = -1474560.688358 nChanged 93 SP:Iteration 21Q (1931.663938 sec): 3 clusters Score: Raw -1477648.666951 + Penalty 3038.330763 = -1474610.336188 nChanged 69 SP:Iteration 22Q (1931.713239 sec): 3 clusters Score: Raw -1477683.446419 + Penalty 3038.330763 = -1474645.115655 nChanged 52 SP:Iteration 23Q (1931.770681 sec): 3 clusters Score: Raw -1477705.910004 + Penalty 3038.330763 = -1474667.579241 nChanged 44 SP:Iteration 24Q (1931.839814 sec): 3 clusters Score: Raw -1477727.059576 + Penalty 3038.330763 = -1474688.728812 nChanged 46 SP:Iteration 25Q (1931.899282 sec): 3 clusters Score: Raw -1477744.552219 + Penalty 3038.330763 = -1474706.221455 nChanged 35 SP:Iteration 26Q (1931.951742 sec): 3 clusters Score: Raw -1477755.731415 + Penalty 3038.330763 = -1474717.400652 nChanged 21 SP:Iteration 27Q (1932.019758 sec): 3 clusters Score: Raw -1477761.158645 + Penalty 3038.330763 = -1474722.827881 nChanged 15 SP:Iteration 28Q (1932.092120 sec): 3 clusters Score: Raw -1477767.537911 + Penalty 3038.330763 = -1474729.207148 nChanged 26 SP:Iteration 29Q (1932.149888 sec): 3 clusters Score: Raw -1477776.630371 + Penalty 3038.330763 = -1474738.299608 nChanged 25 SP:Iteration 30Q (1932.212444 sec): 3 clusters Score: Raw -1477786.990387 + Penalty 3038.330763 = -1474748.659624 nChanged 27 SP:Iteration 31Q (1932.273995 sec): 3 clusters Score: Raw -1477798.547421 + Penalty 3038.330763 = -1474760.216658 nChanged 30 SP:Iteration 32Q (1932.336505 sec): 3 clusters Score: Raw -1477807.945672 + Penalty 3038.330763 = -1474769.614908 nChanged 19 SP:Iteration 33Q (1932.414309 sec): 3 clusters Score: Raw -1477816.115185 + Penalty 3038.330763 = -1474777.784421 nChanged 19 SP:Iteration 34Q (1932.480103 sec): 3 clusters Score: Raw -1477824.164085 + Penalty 3038.330763 = -1474785.833322 nChanged 22 SP:Iteration 35Q (1932.546310 sec): 3 clusters Score: Raw -1477830.228097 + Penalty 3038.330763 = -1474791.897333 nChanged 11 SP:Iteration 36Q (1932.573952 sec): 3 clusters Score: Raw -1477835.086454 + Penalty 3038.330763 = -1474796.755691 nChanged 12 SP:Iteration 37Q (1932.639736 sec): 3 clusters Score: Raw -1477838.613331 + Penalty 3038.330763 = -1474800.282568 nChanged 10 SP:Iteration 38Q (1932.696436 sec): 3 clusters Score: Raw -1477840.575793 + Penalty 3038.330763 = -1474802.245029 nChanged 8 SP:Iteration 39Q (1932.773889 sec): 3 clusters Score: Raw -1477842.725150 + Penalty 3038.330763 = -1474804.394387 nChanged 2 SP:Iteration 40F (1932.823443 sec): 3 clusters Score: Raw -1477843.858853 + Penalty 3038.330763 = -1474805.528090 nChanged 5 SP:Iteration 41Q (1932.897542 sec): 3 clusters Score: Raw -1477845.980038 + Penalty 3038.330763 = -1474807.649275 nChanged 6 SP:Iteration 42Q (1932.951882 sec): 3 clusters Score: Raw -1477847.238694 + Penalty 3038.330763 = -1474808.907931 nChanged 4 SP:Iteration 43Q (1933.028560 sec): 3 clusters Score: Raw -1477847.946754 + Penalty 3038.330763 = -1474809.615990 nChanged 3 SP:Iteration 44Q (1933.094012 sec): 3 clusters Score: Raw -1477848.232376 + Penalty 3038.330763 = -1474809.901613 nChanged 3 SP:Iteration 45Q (1933.151884 sec): 3 clusters Score: Raw -1477849.771974 + Penalty 3038.330763 = -1474811.441211 nChanged 5 SP:Iteration 46Q (1933.216240 sec): 3 clusters Score: Raw -1477851.290665 + Penalty 3038.330763 = -1474812.959901 nChanged 4 SP:Iteration 47Q (1933.282666 sec): 3 clusters Score: Raw -1477852.833250 + Penalty 3038.330763 = -1474814.502487 nChanged 6 SP:Iteration 48Q (1933.338065 sec): 3 clusters Score: Raw -1477855.239207 + Penalty 3038.330763 = -1474816.908443 nChanged 3 SP:Iteration 49Q (1933.414357 sec): 3 clusters Score: Raw -1477855.750943 + Penalty 3038.330763 = -1474817.420179 nChanged 3 SP:Iteration 50Q (1933.479706 sec): 3 clusters Score: Raw -1477856.517414 + Penalty 3038.330763 = -1474818.186650 nChanged 1 SP:Iteration 51Q (1933.538631 sec): 3 clusters Score: Raw -1477856.647252 + Penalty 3038.330763 = -1474818.316489 nChanged 0 SP:Iteration 52F (1933.592929 sec): 3 clusters Score: Raw -1477856.647252 + Penalty 3038.330763 = -1474818.316489 nChanged 0 Trying to split cluster 23 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1933.627252 sec): 2 clusters Score: Raw -41434.509036 + Penalty 978.021397 = -40456.487638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1933.675154 sec): 3 clusters Score: Raw -41540.967372 + Penalty 1956.042795 = -39584.924577 nChanged 111 SP:Iteration 1F (1933.719008 sec): 3 clusters Score: Raw -41950.400267 + Penalty 1956.042795 = -39994.357472 nChanged 50 SP:Iteration 2F (1933.761946 sec): 3 clusters Score: Raw -42197.373977 + Penalty 1956.042795 = -40241.331182 nChanged 27 SP:Iteration 3F (1933.798349 sec): 3 clusters Score: Raw -42344.127742 + Penalty 1956.042795 = -40388.084948 nChanged 22 SP:Iteration 4F (1933.842119 sec): 3 clusters Score: Raw -42489.030714 + Penalty 1956.042795 = -40532.987920 nChanged 17 SP:Iteration 5Q (1933.890669 sec): 3 clusters Score: Raw -42561.150739 + Penalty 1956.042795 = -40605.107944 nChanged 9 SP:Iteration 6Q (1933.935619 sec): 3 clusters Score: Raw -42613.688430 + Penalty 1956.042795 = -40657.645635 nChanged 6 SP:Iteration 7Q (1933.976369 sec): 3 clusters Score: Raw -42649.722489 + Penalty 1956.042795 = -40693.679694 nChanged 4 SP:Iteration 8Q (1934.010063 sec): 3 clusters Score: Raw -42659.917681 + Penalty 1956.042795 = -40703.874886 nChanged 0 SP:Iteration 9F (1934.056162 sec): 3 clusters Score: Raw -42659.917681 + Penalty 1956.042795 = -40703.874886 nChanged 0 Score: Raw -84140707.824928 + Penalty 87367.504290 = -84053340.320638 Splitting cluster 23 changes total score from -84054289.490639 to -84053340.320638 So it's not getting split. Trying to split cluster 24 (10770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1952.677786 sec): 2 clusters Score: Raw -1396995.132680 + Penalty 1508.734463 = -1395486.398218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1952.747923 sec): 3 clusters Score: Raw -1390753.055980 + Penalty 3017.468925 = -1387735.587055 nChanged 4745 SP:Iteration 1F (1952.797726 sec): 3 clusters Score: Raw -1393464.421101 + Penalty 3017.468925 = -1390446.952176 nChanged 687 SP:Iteration 2F (1952.867353 sec): 3 clusters Score: Raw -1393828.652026 + Penalty 3017.468925 = -1390811.183101 nChanged 701 SP:Iteration 3F (1952.914224 sec): 3 clusters Score: Raw -1394261.783704 + Penalty 3017.468925 = -1391244.314779 nChanged 723 SP:Iteration 4F (1952.974930 sec): 3 clusters Score: Raw -1394726.758638 + Penalty 3017.468925 = -1391709.289713 nChanged 677 SP:Iteration 5F (1953.039056 sec): 3 clusters Score: Raw -1395175.464612 + Penalty 3017.468925 = -1392157.995687 nChanged 623 SP:Iteration 6F (1953.107810 sec): 3 clusters Score: Raw -1395547.888244 + Penalty 3017.468925 = -1392530.419318 nChanged 570 SP:Iteration 7F (1953.167378 sec): 3 clusters Score: Raw -1395902.846039 + Penalty 3017.468925 = -1392885.377114 nChanged 468 SP:Iteration 8Q (1953.230241 sec): 3 clusters Score: Raw -1396191.305219 + Penalty 3017.468925 = -1393173.836294 nChanged 377 SP:Iteration 9Q (1953.291357 sec): 3 clusters Score: Raw -1396414.811451 + Penalty 3017.468925 = -1393397.342526 nChanged 297 SP:Iteration 10Q (1953.354649 sec): 3 clusters Score: Raw -1396576.753308 + Penalty 3017.468925 = -1393559.284382 nChanged 260 SP:Iteration 11Q (1953.402361 sec): 3 clusters Score: Raw -1396710.828182 + Penalty 3017.468925 = -1393693.359257 nChanged 212 SP:Iteration 12Q (1953.463602 sec): 3 clusters Score: Raw -1396816.331063 + Penalty 3017.468925 = -1393798.862138 nChanged 182 SP:Iteration 13Q (1953.523016 sec): 3 clusters Score: Raw -1396910.250855 + Penalty 3017.468925 = -1393892.781930 nChanged 149 SP:Iteration 14Q (1953.586577 sec): 3 clusters Score: Raw -1396987.629477 + Penalty 3017.468925 = -1393970.160551 nChanged 135 SP:Iteration 15Q (1953.652585 sec): 3 clusters Score: Raw -1397065.981268 + Penalty 3017.468925 = -1394048.512343 nChanged 110 SP:Iteration 16Q (1953.710277 sec): 3 clusters Score: Raw -1397122.796183 + Penalty 3017.468925 = -1394105.327257 nChanged 86 SP:Iteration 17Q (1953.770436 sec): 3 clusters Score: Raw -1397159.336914 + Penalty 3017.468925 = -1394141.867989 nChanged 65 SP:Iteration 18Q (1953.820124 sec): 3 clusters Score: Raw -1397184.092501 + Penalty 3017.468925 = -1394166.623575 nChanged 38 SP:Iteration 19Q (1953.865906 sec): 3 clusters Score: Raw -1397197.862870 + Penalty 3017.468925 = -1394180.393945 nChanged 39 SP:Iteration 20F (1953.925165 sec): 3 clusters Score: Raw -1397209.774442 + Penalty 3017.468925 = -1394192.305517 nChanged 29 SP:Iteration 21Q (1953.988338 sec): 3 clusters Score: Raw -1397217.596736 + Penalty 3017.468925 = -1394200.127811 nChanged 24 SP:Iteration 22Q (1954.005013 sec): 3 clusters Score: Raw -1397224.670590 + Penalty 3017.468925 = -1394207.201665 nChanged 30 SP:Iteration 23Q (1954.067519 sec): 3 clusters Score: Raw -1397236.600295 + Penalty 3017.468925 = -1394219.131370 nChanged 30 SP:Iteration 24Q (1954.120291 sec): 3 clusters Score: Raw -1397249.633603 + Penalty 3017.468925 = -1394232.164677 nChanged 30 SP:Iteration 25Q (1954.178470 sec): 3 clusters Score: Raw -1397264.691470 + Penalty 3017.468925 = -1394247.222545 nChanged 27 SP:Iteration 26Q (1954.243241 sec): 3 clusters Score: Raw -1397273.171521 + Penalty 3017.468925 = -1394255.702596 nChanged 18 SP:Iteration 27Q (1954.290091 sec): 3 clusters Score: Raw -1397281.682841 + Penalty 3017.468925 = -1394264.213915 nChanged 24 SP:Iteration 28Q (1954.341125 sec): 3 clusters Score: Raw -1397292.792002 + Penalty 3017.468925 = -1394275.323077 nChanged 22 SP:Iteration 29Q (1954.406080 sec): 3 clusters Score: Raw -1397301.024676 + Penalty 3017.468925 = -1394283.555751 nChanged 19 SP:Iteration 30Q (1954.467660 sec): 3 clusters Score: Raw -1397308.534709 + Penalty 3017.468925 = -1394291.065783 nChanged 16 SP:Iteration 31Q (1954.528432 sec): 3 clusters Score: Raw -1397313.658908 + Penalty 3017.468925 = -1394296.189983 nChanged 15 SP:Iteration 32Q (1954.594726 sec): 3 clusters Score: Raw -1397319.240060 + Penalty 3017.468925 = -1394301.771135 nChanged 13 SP:Iteration 33Q (1954.654434 sec): 3 clusters Score: Raw -1397323.528251 + Penalty 3017.468925 = -1394306.059326 nChanged 7 SP:Iteration 34Q (1954.700457 sec): 3 clusters Score: Raw -1397326.015197 + Penalty 3017.468925 = -1394308.546272 nChanged 12 SP:Iteration 35Q (1954.760586 sec): 3 clusters Score: Raw -1397329.839850 + Penalty 3017.468925 = -1394312.370924 nChanged 13 SP:Iteration 36Q (1954.827565 sec): 3 clusters Score: Raw -1397336.310635 + Penalty 3017.468925 = -1394318.841709 nChanged 11 SP:Iteration 37Q (1954.874768 sec): 3 clusters Score: Raw -1397340.222377 + Penalty 3017.468925 = -1394322.753451 nChanged 7 SP:Iteration 38Q (1954.936220 sec): 3 clusters Score: Raw -1397342.574122 + Penalty 3017.468925 = -1394325.105197 nChanged 5 SP:Iteration 39Q (1954.996797 sec): 3 clusters Score: Raw -1397344.213326 + Penalty 3017.468925 = -1394326.744400 nChanged 6 SP:Iteration 40F (1955.057810 sec): 3 clusters Score: Raw -1397347.366218 + Penalty 3017.468925 = -1394329.897293 nChanged 10 SP:Iteration 41Q (1955.117426 sec): 3 clusters Score: Raw -1397350.432785 + Penalty 3017.468925 = -1394332.963860 nChanged 11 SP:Iteration 42Q (1955.177936 sec): 3 clusters Score: Raw -1397354.029934 + Penalty 3017.468925 = -1394336.561008 nChanged 9 SP:Iteration 43Q (1955.235577 sec): 3 clusters Score: Raw -1397356.823060 + Penalty 3017.468925 = -1394339.354135 nChanged 6 SP:Iteration 44Q (1955.308566 sec): 3 clusters Score: Raw -1397358.154109 + Penalty 3017.468925 = -1394340.685184 nChanged 4 SP:Iteration 45Q (1955.356960 sec): 3 clusters Score: Raw -1397359.690319 + Penalty 3017.468925 = -1394342.221394 nChanged 4 SP:Iteration 46Q (1955.417370 sec): 3 clusters Score: Raw -1397360.577039 + Penalty 3017.468925 = -1394343.108113 nChanged 3 SP:Iteration 47Q (1955.465270 sec): 3 clusters Score: Raw -1397361.537429 + Penalty 3017.468925 = -1394344.068504 nChanged 3 SP:Iteration 48Q (1955.519795 sec): 3 clusters Score: Raw -1397362.014303 + Penalty 3017.468925 = -1394344.545378 nChanged 2 SP:Iteration 49Q (1955.577942 sec): 3 clusters Score: Raw -1397362.314068 + Penalty 3017.468925 = -1394344.845143 nChanged 1 SP:Iteration 50Q (1955.627271 sec): 3 clusters Score: Raw -1397362.514906 + Penalty 3017.468925 = -1394345.045981 nChanged 0 SP:Iteration 51F (1955.687386 sec): 3 clusters Score: Raw -1397362.514906 + Penalty 3017.468925 = -1394345.045981 nChanged 0 Trying to split cluster 25 (6672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1955.715442 sec): 2 clusters Score: Raw -820502.857412 + Penalty 1430.922178 = -819071.935234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1955.772926 sec): 3 clusters Score: Raw -816849.353536 + Penalty 2861.844357 = -813987.509180 nChanged 2782 SP:Iteration 1F (1955.835570 sec): 3 clusters Score: Raw -818538.793410 + Penalty 2861.844357 = -815676.949053 nChanged 583 SP:Iteration 2F (1955.869612 sec): 3 clusters Score: Raw -819011.504459 + Penalty 2861.844357 = -816149.660103 nChanged 554 SP:Iteration 3F (1955.920089 sec): 3 clusters Score: Raw -819477.479649 + Penalty 2861.844357 = -816615.635292 nChanged 489 SP:Iteration 4F (1955.971688 sec): 3 clusters Score: Raw -819925.614145 + Penalty 2861.844357 = -817063.769789 nChanged 414 SP:Iteration 5F (1956.025752 sec): 3 clusters Score: Raw -820281.637297 + Penalty 2861.844357 = -817419.792940 nChanged 342 SP:Iteration 6F (1956.081581 sec): 3 clusters Score: Raw -820565.727563 + Penalty 2861.844357 = -817703.883206 nChanged 267 SP:Iteration 7Q (1956.123083 sec): 3 clusters Score: Raw -820758.460941 + Penalty 2861.844357 = -817896.616584 nChanged 202 SP:Iteration 8Q (1956.173198 sec): 3 clusters Score: Raw -820900.346458 + Penalty 2861.844357 = -818038.502101 nChanged 139 SP:Iteration 9Q (1956.225564 sec): 3 clusters Score: Raw -821016.258339 + Penalty 2861.844357 = -818154.413982 nChanged 131 SP:Iteration 10Q (1956.282018 sec): 3 clusters Score: Raw -821134.445799 + Penalty 2861.844357 = -818272.601442 nChanged 107 SP:Iteration 11Q (1956.334028 sec): 3 clusters Score: Raw -821225.486110 + Penalty 2861.844357 = -818363.641753 nChanged 93 SP:Iteration 12Q (1956.381675 sec): 3 clusters Score: Raw -821296.190722 + Penalty 2861.844357 = -818434.346365 nChanged 78 SP:Iteration 13Q (1956.434369 sec): 3 clusters Score: Raw -821356.704831 + Penalty 2861.844357 = -818494.860474 nChanged 70 SP:Iteration 14Q (1956.479191 sec): 3 clusters Score: Raw -821398.103153 + Penalty 2861.844357 = -818536.258797 nChanged 56 SP:Iteration 15Q (1956.534998 sec): 3 clusters Score: Raw -821426.903088 + Penalty 2861.844357 = -818565.058731 nChanged 33 SP:Iteration 16Q (1956.581007 sec): 3 clusters Score: Raw -821439.696754 + Penalty 2861.844357 = -818577.852398 nChanged 31 SP:Iteration 17Q (1956.626506 sec): 3 clusters Score: Raw -821452.208124 + Penalty 2861.844357 = -818590.363767 nChanged 25 SP:Iteration 18Q (1956.679471 sec): 3 clusters Score: Raw -821463.095612 + Penalty 2861.844357 = -818601.251255 nChanged 18 SP:Iteration 19Q (1956.734328 sec): 3 clusters Score: Raw -821468.705497 + Penalty 2861.844357 = -818606.861140 nChanged 9 SP:Iteration 20F (1956.791649 sec): 3 clusters Score: Raw -821471.565824 + Penalty 2861.844357 = -818609.721468 nChanged 8 SP:Iteration 21Q (1956.840289 sec): 3 clusters Score: Raw -821474.846351 + Penalty 2861.844357 = -818613.001994 nChanged 10 SP:Iteration 22Q (1956.898778 sec): 3 clusters Score: Raw -821478.856094 + Penalty 2861.844357 = -818617.011737 nChanged 6 SP:Iteration 23Q (1956.953701 sec): 3 clusters Score: Raw -821480.362885 + Penalty 2861.844357 = -818618.518529 nChanged 3 SP:Iteration 24Q (1957.000413 sec): 3 clusters Score: Raw -821480.835710 + Penalty 2861.844357 = -818618.991354 nChanged 1 SP:Iteration 25Q (1957.048038 sec): 3 clusters Score: Raw -821480.949770 + Penalty 2861.844357 = -818619.105413 nChanged 0 SP:Iteration 26F (1957.097005 sec): 3 clusters Score: Raw -821480.949770 + Penalty 2861.844357 = -818619.105413 nChanged 0 Trying to split cluster 26 (4366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1957.123810 sec): 2 clusters Score: Raw -555888.574221 + Penalty 1362.010412 = -554526.563809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1957.175439 sec): 3 clusters Score: Raw -553650.943215 + Penalty 2724.020825 = -550926.922390 nChanged 1753 SP:Iteration 1F (1957.217171 sec): 3 clusters Score: Raw -554670.912878 + Penalty 2724.020825 = -551946.892054 nChanged 340 SP:Iteration 2F (1957.268250 sec): 3 clusters Score: Raw -554869.904020 + Penalty 2724.020825 = -552145.883195 nChanged 284 SP:Iteration 3F (1957.325656 sec): 3 clusters Score: Raw -555071.588142 + Penalty 2724.020825 = -552347.567317 nChanged 280 SP:Iteration 4F (1957.360480 sec): 3 clusters Score: Raw -555296.134916 + Penalty 2724.020825 = -552572.114091 nChanged 256 SP:Iteration 5F (1957.421517 sec): 3 clusters Score: Raw -555499.206392 + Penalty 2724.020825 = -552775.185568 nChanged 228 SP:Iteration 6F (1957.454501 sec): 3 clusters Score: Raw -555687.126153 + Penalty 2724.020825 = -552963.105328 nChanged 176 SP:Iteration 7Q (1957.503834 sec): 3 clusters Score: Raw -555801.566413 + Penalty 2724.020825 = -553077.545588 nChanged 129 SP:Iteration 8Q (1957.551344 sec): 3 clusters Score: Raw -555874.081193 + Penalty 2724.020825 = -553150.060369 nChanged 99 SP:Iteration 9Q (1957.610974 sec): 3 clusters Score: Raw -555926.667032 + Penalty 2724.020825 = -553202.646207 nChanged 75 SP:Iteration 10Q (1957.654566 sec): 3 clusters Score: Raw -555968.548048 + Penalty 2724.020825 = -553244.527224 nChanged 68 SP:Iteration 11Q (1957.693409 sec): 3 clusters Score: Raw -556002.249764 + Penalty 2724.020825 = -553278.228939 nChanged 51 SP:Iteration 12Q (1957.742855 sec): 3 clusters Score: Raw -556025.154230 + Penalty 2724.020825 = -553301.133405 nChanged 43 SP:Iteration 13Q (1957.788293 sec): 3 clusters Score: Raw -556043.484922 + Penalty 2724.020825 = -553319.464098 nChanged 37 SP:Iteration 14Q (1957.851912 sec): 3 clusters Score: Raw -556063.694077 + Penalty 2724.020825 = -553339.673253 nChanged 34 SP:Iteration 15Q (1957.883877 sec): 3 clusters Score: Raw -556080.979102 + Penalty 2724.020825 = -553356.958278 nChanged 30 SP:Iteration 16Q (1957.934195 sec): 3 clusters Score: Raw -556096.381315 + Penalty 2724.020825 = -553372.360491 nChanged 31 SP:Iteration 17Q (1957.981274 sec): 3 clusters Score: Raw -556112.018032 + Penalty 2724.020825 = -553387.997208 nChanged 23 SP:Iteration 18Q (1958.024102 sec): 3 clusters Score: Raw -556123.384908 + Penalty 2724.020825 = -553399.364083 nChanged 16 SP:Iteration 19Q (1958.070221 sec): 3 clusters Score: Raw -556129.835186 + Penalty 2724.020825 = -553405.814361 nChanged 10 SP:Iteration 20F (1958.123279 sec): 3 clusters Score: Raw -556133.142899 + Penalty 2724.020825 = -553409.122074 nChanged 8 SP:Iteration 21Q (1958.172363 sec): 3 clusters Score: Raw -556136.222435 + Penalty 2724.020825 = -553412.201610 nChanged 6 SP:Iteration 22Q (1958.216352 sec): 3 clusters Score: Raw -556138.874836 + Penalty 2724.020825 = -553414.854011 nChanged 6 SP:Iteration 23Q (1958.266831 sec): 3 clusters Score: Raw -556141.765375 + Penalty 2724.020825 = -553417.744551 nChanged 6 SP:Iteration 24Q (1958.314305 sec): 3 clusters Score: Raw -556144.803711 + Penalty 2724.020825 = -553420.782886 nChanged 7 SP:Iteration 25Q (1958.360976 sec): 3 clusters Score: Raw -556147.607210 + Penalty 2724.020825 = -553423.586385 nChanged 8 SP:Iteration 26Q (1958.419278 sec): 3 clusters Score: Raw -556150.143765 + Penalty 2724.020825 = -553426.122941 nChanged 3 SP:Iteration 27Q (1958.459798 sec): 3 clusters Score: Raw -556151.757799 + Penalty 2724.020825 = -553427.736974 nChanged 7 SP:Iteration 28Q (1958.509156 sec): 3 clusters Score: Raw -556154.824784 + Penalty 2724.020825 = -553430.803959 nChanged 5 SP:Iteration 29Q (1958.551456 sec): 3 clusters Score: Raw -556156.501551 + Penalty 2724.020825 = -553432.480726 nChanged 3 SP:Iteration 30Q (1958.603767 sec): 3 clusters Score: Raw -556157.093689 + Penalty 2724.020825 = -553433.072864 nChanged 1 SP:Iteration 31Q (1958.654941 sec): 3 clusters Score: Raw -556157.305627 + Penalty 2724.020825 = -553433.284803 nChanged 0 SP:Iteration 32F (1958.707088 sec): 3 clusters Score: Raw -556157.305627 + Penalty 2724.020825 = -553433.284803 nChanged 0 Trying to split cluster 27 (1801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1958.742503 sec): 2 clusters Score: Raw -206728.632993 + Penalty 1218.115819 = -205510.517174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1958.790716 sec): 3 clusters Score: Raw -206034.066313 + Penalty 2436.231637 = -203597.834676 nChanged 668 SP:Iteration 1F (1958.823071 sec): 3 clusters Score: Raw -206662.541620 + Penalty 2436.231637 = -204226.309983 nChanged 177 SP:Iteration 2F (1958.861675 sec): 3 clusters Score: Raw -206832.543599 + Penalty 2436.231637 = -204396.311962 nChanged 97 SP:Iteration 3F (1958.902237 sec): 3 clusters Score: Raw -206915.328589 + Penalty 2436.231637 = -204479.096952 nChanged 60 SP:Iteration 4Q (1958.959555 sec): 3 clusters Score: Raw -206975.253726 + Penalty 2436.231637 = -204539.022089 nChanged 54 SP:Iteration 5Q (1959.005551 sec): 3 clusters Score: Raw -207011.944844 + Penalty 2436.231637 = -204575.713206 nChanged 42 SP:Iteration 6Q (1959.041459 sec): 3 clusters Score: Raw -207054.282763 + Penalty 2436.231637 = -204618.051126 nChanged 52 SP:Iteration 7Q (1959.086820 sec): 3 clusters Score: Raw -207109.485131 + Penalty 2436.231637 = -204673.253494 nChanged 55 SP:Iteration 8Q (1959.132795 sec): 3 clusters Score: Raw -207170.974637 + Penalty 2436.231637 = -204734.743000 nChanged 48 SP:Iteration 9Q (1959.179086 sec): 3 clusters Score: Raw -207214.293123 + Penalty 2436.231637 = -204778.061486 nChanged 46 SP:Iteration 10Q (1959.224242 sec): 3 clusters Score: Raw -207249.028466 + Penalty 2436.231637 = -204812.796828 nChanged 35 SP:Iteration 11Q (1959.270938 sec): 3 clusters Score: Raw -207272.986739 + Penalty 2436.231637 = -204836.755102 nChanged 34 SP:Iteration 12Q (1959.317866 sec): 3 clusters Score: Raw -207300.778442 + Penalty 2436.231637 = -204864.546805 nChanged 28 SP:Iteration 13Q (1959.352288 sec): 3 clusters Score: Raw -207322.218796 + Penalty 2436.231637 = -204885.987159 nChanged 24 SP:Iteration 14Q (1959.386800 sec): 3 clusters Score: Raw -207340.458922 + Penalty 2436.231637 = -204904.227284 nChanged 9 SP:Iteration 15Q (1959.431333 sec): 3 clusters Score: Raw -207346.053278 + Penalty 2436.231637 = -204909.821641 nChanged 5 SP:Iteration 16Q (1959.470643 sec): 3 clusters Score: Raw -207348.793098 + Penalty 2436.231637 = -204912.561461 nChanged 8 SP:Iteration 17Q (1959.513912 sec): 3 clusters Score: Raw -207353.197131 + Penalty 2436.231637 = -204916.965494 nChanged 6 SP:Iteration 18Q (1959.552259 sec): 3 clusters Score: Raw -207356.182356 + Penalty 2436.231637 = -204919.950719 nChanged 4 SP:Iteration 19Q (1959.600060 sec): 3 clusters Score: Raw -207358.751518 + Penalty 2436.231637 = -204922.519881 nChanged 3 SP:Iteration 20F (1959.645003 sec): 3 clusters Score: Raw -207361.030221 + Penalty 2436.231637 = -204924.798584 nChanged 5 SP:Iteration 21Q (1959.692320 sec): 3 clusters Score: Raw -207362.980544 + Penalty 2436.231637 = -204926.748907 nChanged 4 SP:Iteration 22Q (1959.738878 sec): 3 clusters Score: Raw -207364.422876 + Penalty 2436.231637 = -204928.191239 nChanged 4 SP:Iteration 23Q (1959.784684 sec): 3 clusters Score: Raw -207366.201112 + Penalty 2436.231637 = -204929.969475 nChanged 2 SP:Iteration 24Q (1959.832030 sec): 3 clusters Score: Raw -207366.781698 + Penalty 2436.231637 = -204930.550061 nChanged 0 SP:Iteration 25F (1959.881561 sec): 3 clusters Score: Raw -207366.781698 + Penalty 2436.231637 = -204930.550061 nChanged 0 Trying to split cluster 28 (17155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1959.926568 sec): 2 clusters Score: Raw -2158424.746161 + Penalty 1584.382305 = -2156840.363856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1959.994489 sec): 3 clusters Score: Raw -2148233.852995 + Penalty 3168.764610 = -2145065.088385 nChanged 7611 SP:Iteration 1F (1960.062673 sec): 3 clusters Score: Raw -2152360.704554 + Penalty 3168.764610 = -2149191.939944 nChanged 870 SP:Iteration 2F (1960.123439 sec): 3 clusters Score: Raw -2152671.272745 + Penalty 3168.764610 = -2149502.508135 nChanged 758 SP:Iteration 3Q (1960.196384 sec): 3 clusters Score: Raw -2152961.644710 + Penalty 3168.764610 = -2149792.880100 nChanged 710 SP:Iteration 4Q (1960.276353 sec): 3 clusters Score: Raw -2153214.822670 + Penalty 3168.764610 = -2150046.058059 nChanged 660 SP:Iteration 5Q (1960.345690 sec): 3 clusters Score: Raw -2153487.097524 + Penalty 3168.764610 = -2150318.332913 nChanged 688 SP:Iteration 6Q (1960.421569 sec): 3 clusters Score: Raw -2153820.840605 + Penalty 3168.764610 = -2150652.075995 nChanged 745 SP:Iteration 7Q (1960.492379 sec): 3 clusters Score: Raw -2154226.615005 + Penalty 3168.764610 = -2151057.850394 nChanged 777 SP:Iteration 8Q (1960.573024 sec): 3 clusters Score: Raw -2154698.462845 + Penalty 3168.764610 = -2151529.698234 nChanged 791 SP:Iteration 9Q (1960.650876 sec): 3 clusters Score: Raw -2155178.678371 + Penalty 3168.764610 = -2152009.913761 nChanged 769 SP:Iteration 10Q (1960.733572 sec): 3 clusters Score: Raw -2155639.028359 + Penalty 3168.764610 = -2152470.263749 nChanged 664 SP:Iteration 11Q (1960.799456 sec): 3 clusters Score: Raw -2155998.957432 + Penalty 3168.764610 = -2152830.192821 nChanged 542 SP:Iteration 12Q (1960.884853 sec): 3 clusters Score: Raw -2156244.736409 + Penalty 3168.764610 = -2153075.971798 nChanged 440 SP:Iteration 13Q (1960.956367 sec): 3 clusters Score: Raw -2156412.341560 + Penalty 3168.764610 = -2153243.576949 nChanged 323 SP:Iteration 14Q (1961.044115 sec): 3 clusters Score: Raw -2156519.243255 + Penalty 3168.764610 = -2153350.478644 nChanged 276 SP:Iteration 15Q (1961.106380 sec): 3 clusters Score: Raw -2156597.479830 + Penalty 3168.764610 = -2153428.715219 nChanged 216 SP:Iteration 16Q (1961.180920 sec): 3 clusters Score: Raw -2156657.915432 + Penalty 3168.764610 = -2153489.150821 nChanged 207 SP:Iteration 17Q (1961.266937 sec): 3 clusters Score: Raw -2156716.304077 + Penalty 3168.764610 = -2153547.539467 nChanged 181 SP:Iteration 18Q (1961.343624 sec): 3 clusters Score: Raw -2156772.020776 + Penalty 3168.764610 = -2153603.256166 nChanged 203 SP:Iteration 19Q (1961.416043 sec): 3 clusters Score: Raw -2156838.635181 + Penalty 3168.764610 = -2153669.870570 nChanged 226 SP:Iteration 20F (1961.488041 sec): 3 clusters Score: Raw -2156909.687143 + Penalty 3168.764610 = -2153740.922533 nChanged 200 SP:Iteration 21Q (1961.553350 sec): 3 clusters Score: Raw -2156967.866747 + Penalty 3168.764610 = -2153799.102136 nChanged 185 SP:Iteration 22Q (1961.632994 sec): 3 clusters Score: Raw -2157022.742632 + Penalty 3168.764610 = -2153853.978022 nChanged 180 SP:Iteration 23Q (1961.703442 sec): 3 clusters Score: Raw -2157075.837193 + Penalty 3168.764610 = -2153907.072583 nChanged 193 SP:Iteration 24Q (1961.776924 sec): 3 clusters Score: Raw -2157140.158601 + Penalty 3168.764610 = -2153971.393990 nChanged 210 SP:Iteration 25Q (1961.858736 sec): 3 clusters Score: Raw -2157225.464831 + Penalty 3168.764610 = -2154056.700220 nChanged 229 SP:Iteration 26Q (1961.932416 sec): 3 clusters Score: Raw -2157328.702724 + Penalty 3168.764610 = -2154159.938113 nChanged 228 SP:Iteration 27Q (1962.007116 sec): 3 clusters Score: Raw -2157436.750734 + Penalty 3168.764610 = -2154267.986124 nChanged 240 SP:Iteration 28Q (1962.084319 sec): 3 clusters Score: Raw -2157547.136315 + Penalty 3168.764610 = -2154378.371705 nChanged 225 SP:Iteration 29Q (1962.156287 sec): 3 clusters Score: Raw -2157644.168742 + Penalty 3168.764610 = -2154475.404131 nChanged 189 SP:Iteration 30Q (1962.232674 sec): 3 clusters Score: Raw -2157725.035986 + Penalty 3168.764610 = -2154556.271376 nChanged 188 SP:Iteration 31Q (1962.306149 sec): 3 clusters Score: Raw -2157805.306496 + Penalty 3168.764610 = -2154636.541885 nChanged 160 SP:Iteration 32Q (1962.379622 sec): 3 clusters Score: Raw -2157868.429661 + Penalty 3168.764610 = -2154699.665050 nChanged 133 SP:Iteration 33Q (1962.453029 sec): 3 clusters Score: Raw -2157922.003459 + Penalty 3168.764610 = -2154753.238849 nChanged 127 SP:Iteration 34Q (1962.524790 sec): 3 clusters Score: Raw -2157974.287962 + Penalty 3168.764610 = -2154805.523351 nChanged 133 SP:Iteration 35Q (1962.584053 sec): 3 clusters Score: Raw -2158036.802709 + Penalty 3168.764610 = -2154868.038099 nChanged 120 SP:Iteration 36Q (1962.655319 sec): 3 clusters Score: Raw -2158086.685520 + Penalty 3168.764610 = -2154917.920910 nChanged 115 SP:Iteration 37Q (1962.735417 sec): 3 clusters Score: Raw -2158138.660985 + Penalty 3168.764610 = -2154969.896374 nChanged 127 SP:Iteration 38Q (1962.803083 sec): 3 clusters Score: Raw -2158201.954643 + Penalty 3168.764610 = -2155033.190033 nChanged 121 SP:Iteration 39Q (1962.866093 sec): 3 clusters Score: Raw -2158259.638881 + Penalty 3168.764610 = -2155090.874270 nChanged 105 SP:Iteration 40F (1962.939651 sec): 3 clusters Score: Raw -2158306.667541 + Penalty 3168.764610 = -2155137.902930 nChanged 85 SP:Iteration 41Q (1963.008911 sec): 3 clusters Score: Raw -2158350.416384 + Penalty 3168.764610 = -2155181.651774 nChanged 79 SP:Iteration 42Q (1963.081669 sec): 3 clusters Score: Raw -2158392.397679 + Penalty 3168.764610 = -2155223.633068 nChanged 67 SP:Iteration 43Q (1963.147667 sec): 3 clusters Score: Raw -2158429.177713 + Penalty 3168.764610 = -2155260.413103 nChanged 58 SP:Iteration 44Q (1963.211491 sec): 3 clusters Score: Raw -2158460.324321 + Penalty 3168.764610 = -2155291.559710 nChanged 51 SP:Iteration 45Q (1963.283645 sec): 3 clusters Score: Raw -2158487.292707 + Penalty 3168.764610 = -2155318.528097 nChanged 41 SP:Iteration 46Q (1963.360839 sec): 3 clusters Score: Raw -2158508.022285 + Penalty 3168.764610 = -2155339.257674 nChanged 37 SP:Iteration 47Q (1963.437495 sec): 3 clusters Score: Raw -2158529.253725 + Penalty 3168.764610 = -2155360.489115 nChanged 38 SP:Iteration 48Q (1963.502895 sec): 3 clusters Score: Raw -2158551.556056 + Penalty 3168.764610 = -2155382.791446 nChanged 30 SP:Iteration 49Q (1963.571406 sec): 3 clusters Score: Raw -2158569.789807 + Penalty 3168.764610 = -2155401.025196 nChanged 23 SP:Iteration 50Q (1963.637872 sec): 3 clusters Score: Raw -2158581.904947 + Penalty 3168.764610 = -2155413.140336 nChanged 29 SP:Iteration 51Q (1963.710282 sec): 3 clusters Score: Raw -2158600.900570 + Penalty 3168.764610 = -2155432.135959 nChanged 26 SP:Iteration 52Q (1963.775549 sec): 3 clusters Score: Raw -2158617.332574 + Penalty 3168.764610 = -2155448.567964 nChanged 24 SP:Iteration 53Q (1963.842160 sec): 3 clusters Score: Raw -2158628.261469 + Penalty 3168.764610 = -2155459.496858 nChanged 17 SP:Iteration 54Q (1963.908035 sec): 3 clusters Score: Raw -2158637.173267 + Penalty 3168.764610 = -2155468.408656 nChanged 10 SP:Iteration 55Q (1963.971268 sec): 3 clusters Score: Raw -2158642.942970 + Penalty 3168.764610 = -2155474.178359 nChanged 8 SP:Iteration 56Q (1964.044674 sec): 3 clusters Score: Raw -2158647.693750 + Penalty 3168.764610 = -2155478.929140 nChanged 6 SP:Iteration 57Q (1964.101042 sec): 3 clusters Score: Raw -2158650.810133 + Penalty 3168.764610 = -2155482.045522 nChanged 2 SP:Iteration 58Q (1964.168518 sec): 3 clusters Score: Raw -2158651.856144 + Penalty 3168.764610 = -2155483.091534 nChanged 1 SP:Iteration 59Q (1964.229235 sec): 3 clusters Score: Raw -2158652.230078 + Penalty 3168.764610 = -2155483.465468 nChanged 1 SP:Iteration 60F (1964.308309 sec): 3 clusters Score: Raw -2158652.721101 + Penalty 3168.764610 = -2155483.956491 nChanged 3 SP:Iteration 61Q (1964.362168 sec): 3 clusters Score: Raw -2158654.207963 + Penalty 3168.764610 = -2155485.443352 nChanged 2 SP:Iteration 62Q (1964.434283 sec): 3 clusters Score: Raw -2158655.965682 + Penalty 3168.764610 = -2155487.201071 nChanged 3 SP:Iteration 63Q (1964.498452 sec): 3 clusters Score: Raw -2158656.809098 + Penalty 3168.764610 = -2155488.044487 nChanged 1 SP:Iteration 64Q (1964.558782 sec): 3 clusters Score: Raw -2158657.000495 + Penalty 3168.764610 = -2155488.235885 nChanged 0 SP:Iteration 65F (1964.629407 sec): 3 clusters Score: Raw -2158657.000495 + Penalty 3168.764610 = -2155488.235885 nChanged 0 Trying to split cluster 29 (107870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1964.779929 sec): 2 clusters Score: Raw -13709016.992947 + Penalty 1883.160838 = -13707133.832109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1964.980800 sec): 3 clusters Score: Raw -13638714.965173 + Penalty 3766.321675 = -13634948.643498 nChanged 51750 SP:Iteration 1F (1965.186724 sec): 3 clusters Score: Raw -13668932.494676 + Penalty 3766.321675 = -13665166.173001 nChanged 4205 SP:Iteration 2Q (1965.417086 sec): 3 clusters Score: Raw -13670325.981148 + Penalty 3766.321675 = -13666559.659473 nChanged 5290 SP:Iteration 3Q (1965.651179 sec): 3 clusters Score: Raw -13672679.390608 + Penalty 3766.321675 = -13668913.068933 nChanged 7150 SP:Iteration 4F (1965.871021 sec): 3 clusters Score: Raw -13677107.679693 + Penalty 3766.321675 = -13673341.358018 nChanged 9067 SP:Iteration 5F (1966.081525 sec): 3 clusters Score: Raw -13684315.653891 + Penalty 3766.321675 = -13680549.332216 nChanged 9771 SP:Iteration 6F (1966.270230 sec): 3 clusters Score: Raw -13693472.000390 + Penalty 3766.321675 = -13689705.678715 nChanged 8206 SP:Iteration 7F (1966.491725 sec): 3 clusters Score: Raw -13701663.198348 + Penalty 3766.321675 = -13697896.876673 nChanged 4836 SP:Iteration 8Q (1966.694186 sec): 3 clusters Score: Raw -13706354.987644 + Penalty 3766.321675 = -13702588.665969 nChanged 2089 SP:Iteration 9Q (1966.900721 sec): 3 clusters Score: Raw -13708229.193015 + Penalty 3766.321675 = -13704462.871340 nChanged 789 SP:Iteration 10Q (1967.111099 sec): 3 clusters Score: Raw -13708905.530719 + Penalty 3766.321675 = -13705139.209044 nChanged 286 SP:Iteration 11Q (1967.291584 sec): 3 clusters Score: Raw -13709144.447592 + Penalty 3766.321675 = -13705378.125916 nChanged 97 SP:Iteration 12Q (1967.471125 sec): 3 clusters Score: Raw -13709231.964197 + Penalty 3766.321675 = -13705465.642522 nChanged 59 SP:Iteration 13Q (1967.637267 sec): 3 clusters Score: Raw -13709286.499528 + Penalty 3766.321675 = -13705520.177853 nChanged 40 SP:Iteration 14Q (1967.822951 sec): 3 clusters Score: Raw -13709316.845182 + Penalty 3766.321675 = -13705550.523507 nChanged 28 SP:Iteration 15Q (1968.008370 sec): 3 clusters Score: Raw -13709339.663025 + Penalty 3766.321675 = -13705573.341349 nChanged 16 SP:Iteration 16Q (1968.199106 sec): 3 clusters Score: Raw -13709354.541527 + Penalty 3766.321675 = -13705588.219852 nChanged 19 SP:Iteration 17Q (1968.375639 sec): 3 clusters Score: Raw -13709369.645658 + Penalty 3766.321675 = -13705603.323983 nChanged 11 SP:Iteration 18Q (1968.571235 sec): 3 clusters Score: Raw -13709375.485400 + Penalty 3766.321675 = -13705609.163725 nChanged 6 SP:Iteration 19Q (1968.751527 sec): 3 clusters Score: Raw -13709380.313204 + Penalty 3766.321675 = -13705613.991529 nChanged 4 SP:Iteration 20F (1968.967699 sec): 3 clusters Score: Raw -13709382.016765 + Penalty 3766.321675 = -13705615.695090 nChanged 3 SP:Iteration 21Q (1969.144599 sec): 3 clusters Score: Raw -13709384.954674 + Penalty 3766.321675 = -13705618.632999 nChanged 5 SP:Iteration 22Q (1969.318583 sec): 3 clusters Score: Raw -13709387.602645 + Penalty 3766.321675 = -13705621.280970 nChanged 3 SP:Iteration 23Q (1969.504368 sec): 3 clusters Score: Raw -13709390.046119 + Penalty 3766.321675 = -13705623.724444 nChanged 3 SP:Iteration 24Q (1969.678554 sec): 3 clusters Score: Raw -13709393.535564 + Penalty 3766.321675 = -13705627.213889 nChanged 3 SP:Iteration 25Q (1969.844397 sec): 3 clusters Score: Raw -13709396.176344 + Penalty 3766.321675 = -13705629.854669 nChanged 7 SP:Iteration 26Q (1970.024472 sec): 3 clusters Score: Raw -13709402.063054 + Penalty 3766.321675 = -13705635.741379 nChanged 6 SP:Iteration 27Q (1970.197188 sec): 3 clusters Score: Raw -13709407.176857 + Penalty 3766.321675 = -13705640.855182 nChanged 6 SP:Iteration 28Q (1970.370061 sec): 3 clusters Score: Raw -13709409.909363 + Penalty 3766.321675 = -13705643.587688 nChanged 1 SP:Iteration 29Q (1970.562169 sec): 3 clusters Score: Raw -13709410.642466 + Penalty 3766.321675 = -13705644.320791 nChanged 3 SP:Iteration 30Q (1970.752484 sec): 3 clusters Score: Raw -13709412.390117 + Penalty 3766.321675 = -13705646.068442 nChanged 3 SP:Iteration 31Q (1970.937023 sec): 3 clusters Score: Raw -13709413.622436 + Penalty 3766.321675 = -13705647.300761 nChanged 2 SP:Iteration 32Q (1971.126075 sec): 3 clusters Score: Raw -13709414.735529 + Penalty 3766.321675 = -13705648.413854 nChanged 0 SP:Iteration 33F (1971.322629 sec): 3 clusters Score: Raw -13709414.735529 + Penalty 3766.321675 = -13705648.413854 nChanged 0 Trying to split cluster 30 (6780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1971.354751 sec): 2 clusters Score: Raw -851755.186864 + Penalty 1433.531512 = -850321.655352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1971.410430 sec): 3 clusters Score: Raw -848044.867620 + Penalty 2867.063024 = -845177.804596 nChanged 2826 SP:Iteration 1F (1971.465984 sec): 3 clusters Score: Raw -849577.351441 + Penalty 2867.063024 = -846710.288417 nChanged 446 SP:Iteration 2F (1971.521067 sec): 3 clusters Score: Raw -849780.254386 + Penalty 2867.063024 = -846913.191362 nChanged 327 SP:Iteration 3Q (1971.574087 sec): 3 clusters Score: Raw -849917.069534 + Penalty 2867.063024 = -847050.006510 nChanged 271 SP:Iteration 4Q (1971.630202 sec): 3 clusters Score: Raw -850009.033153 + Penalty 2867.063024 = -847141.970129 nChanged 202 SP:Iteration 5Q (1971.681421 sec): 3 clusters Score: Raw -850080.078329 + Penalty 2867.063024 = -847213.015305 nChanged 193 SP:Iteration 6Q (1971.746248 sec): 3 clusters Score: Raw -850137.800268 + Penalty 2867.063024 = -847270.737245 nChanged 145 SP:Iteration 7Q (1971.793855 sec): 3 clusters Score: Raw -850182.530537 + Penalty 2867.063024 = -847315.467514 nChanged 141 SP:Iteration 8Q (1971.852383 sec): 3 clusters Score: Raw -850224.426124 + Penalty 2867.063024 = -847357.363100 nChanged 115 SP:Iteration 9Q (1971.899738 sec): 3 clusters Score: Raw -850258.232295 + Penalty 2867.063024 = -847391.169271 nChanged 124 SP:Iteration 10Q (1971.956224 sec): 3 clusters Score: Raw -850301.797267 + Penalty 2867.063024 = -847434.734244 nChanged 114 SP:Iteration 11Q (1972.012341 sec): 3 clusters Score: Raw -850339.423698 + Penalty 2867.063024 = -847472.360674 nChanged 124 SP:Iteration 12Q (1972.066953 sec): 3 clusters Score: Raw -850377.185450 + Penalty 2867.063024 = -847510.122426 nChanged 104 SP:Iteration 13Q (1972.126723 sec): 3 clusters Score: Raw -850411.967134 + Penalty 2867.063024 = -847544.904110 nChanged 108 SP:Iteration 14Q (1972.179191 sec): 3 clusters Score: Raw -850453.637859 + Penalty 2867.063024 = -847586.574835 nChanged 117 SP:Iteration 15Q (1972.234015 sec): 3 clusters Score: Raw -850504.373054 + Penalty 2867.063024 = -847637.310031 nChanged 137 SP:Iteration 16Q (1972.292451 sec): 3 clusters Score: Raw -850564.415612 + Penalty 2867.063024 = -847697.352589 nChanged 149 SP:Iteration 17Q (1972.346292 sec): 3 clusters Score: Raw -850620.851302 + Penalty 2867.063024 = -847753.788278 nChanged 124 SP:Iteration 18Q (1972.395490 sec): 3 clusters Score: Raw -850666.144396 + Penalty 2867.063024 = -847799.081373 nChanged 112 SP:Iteration 19Q (1972.449907 sec): 3 clusters Score: Raw -850711.454664 + Penalty 2867.063024 = -847844.391640 nChanged 129 SP:Iteration 20F (1972.498827 sec): 3 clusters Score: Raw -850763.395192 + Penalty 2867.063024 = -847896.332169 nChanged 128 SP:Iteration 21Q (1972.555792 sec): 3 clusters Score: Raw -850813.995937 + Penalty 2867.063024 = -847946.932913 nChanged 124 SP:Iteration 22Q (1972.611594 sec): 3 clusters Score: Raw -850860.616774 + Penalty 2867.063024 = -847993.553750 nChanged 113 SP:Iteration 23Q (1972.665592 sec): 3 clusters Score: Raw -850901.255236 + Penalty 2867.063024 = -848034.192213 nChanged 119 SP:Iteration 24Q (1972.719466 sec): 3 clusters Score: Raw -850945.112619 + Penalty 2867.063024 = -848078.049595 nChanged 137 SP:Iteration 25Q (1972.772840 sec): 3 clusters Score: Raw -851005.923647 + Penalty 2867.063024 = -848138.860623 nChanged 142 SP:Iteration 26Q (1972.827319 sec): 3 clusters Score: Raw -851073.206663 + Penalty 2867.063024 = -848206.143639 nChanged 137 SP:Iteration 27Q (1972.884916 sec): 3 clusters Score: Raw -851130.422746 + Penalty 2867.063024 = -848263.359722 nChanged 136 SP:Iteration 28Q (1972.943198 sec): 3 clusters Score: Raw -851197.913629 + Penalty 2867.063024 = -848330.850605 nChanged 155 SP:Iteration 29Q (1973.005559 sec): 3 clusters Score: Raw -851283.654670 + Penalty 2867.063024 = -848416.591646 nChanged 163 SP:Iteration 30Q (1973.054264 sec): 3 clusters Score: Raw -851367.059693 + Penalty 2867.063024 = -848499.996670 nChanged 157 SP:Iteration 31Q (1973.097587 sec): 3 clusters Score: Raw -851444.558590 + Penalty 2867.063024 = -848577.495567 nChanged 130 SP:Iteration 32Q (1973.150474 sec): 3 clusters Score: Raw -851511.191962 + Penalty 2867.063024 = -848644.128939 nChanged 130 SP:Iteration 33Q (1973.203434 sec): 3 clusters Score: Raw -851585.433310 + Penalty 2867.063024 = -848718.370286 nChanged 108 SP:Iteration 34Q (1973.253104 sec): 3 clusters Score: Raw -851642.311733 + Penalty 2867.063024 = -848775.248710 nChanged 93 SP:Iteration 35Q (1973.323403 sec): 3 clusters Score: Raw -851693.466689 + Penalty 2867.063024 = -848826.403665 nChanged 68 SP:Iteration 36Q (1973.366773 sec): 3 clusters Score: Raw -851726.363549 + Penalty 2867.063024 = -848859.300525 nChanged 66 SP:Iteration 37Q (1973.420554 sec): 3 clusters Score: Raw -851758.815030 + Penalty 2867.063024 = -848891.752007 nChanged 58 SP:Iteration 38Q (1973.472202 sec): 3 clusters Score: Raw -851795.553302 + Penalty 2867.063024 = -848928.490279 nChanged 41 SP:Iteration 39Q (1973.522571 sec): 3 clusters Score: Raw -851818.004853 + Penalty 2867.063024 = -848950.941829 nChanged 41 SP:Iteration 40F (1973.582390 sec): 3 clusters Score: Raw -851841.682685 + Penalty 2867.063024 = -848974.619661 nChanged 29 SP:Iteration 41Q (1973.629478 sec): 3 clusters Score: Raw -851858.327770 + Penalty 2867.063024 = -848991.264746 nChanged 32 SP:Iteration 42Q (1973.689180 sec): 3 clusters Score: Raw -851876.536148 + Penalty 2867.063024 = -849009.473125 nChanged 28 SP:Iteration 43Q (1973.735438 sec): 3 clusters Score: Raw -851894.961981 + Penalty 2867.063024 = -849027.898957 nChanged 28 SP:Iteration 44Q (1973.789768 sec): 3 clusters Score: Raw -851913.018025 + Penalty 2867.063024 = -849045.955001 nChanged 26 SP:Iteration 45Q (1973.840954 sec): 3 clusters Score: Raw -851929.591668 + Penalty 2867.063024 = -849062.528645 nChanged 19 SP:Iteration 46Q (1973.893380 sec): 3 clusters Score: Raw -851941.243139 + Penalty 2867.063024 = -849074.180115 nChanged 16 SP:Iteration 47Q (1973.945989 sec): 3 clusters Score: Raw -851953.128419 + Penalty 2867.063024 = -849086.065396 nChanged 16 SP:Iteration 48Q (1974.002405 sec): 3 clusters Score: Raw -851963.509073 + Penalty 2867.063024 = -849096.446049 nChanged 10 SP:Iteration 49Q (1974.056045 sec): 3 clusters Score: Raw -851969.119654 + Penalty 2867.063024 = -849102.056630 nChanged 7 SP:Iteration 50Q (1974.110939 sec): 3 clusters Score: Raw -851974.122229 + Penalty 2867.063024 = -849107.059205 nChanged 5 SP:Iteration 51Q (1974.177567 sec): 3 clusters Score: Raw -851976.951017 + Penalty 2867.063024 = -849109.887994 nChanged 5 SP:Iteration 52Q (1974.232426 sec): 3 clusters Score: Raw -851979.750987 + Penalty 2867.063024 = -849112.687964 nChanged 5 SP:Iteration 53Q (1974.289101 sec): 3 clusters Score: Raw -851982.232510 + Penalty 2867.063024 = -849115.169486 nChanged 5 SP:Iteration 54Q (1974.345175 sec): 3 clusters Score: Raw -851985.279695 + Penalty 2867.063024 = -849118.216671 nChanged 7 SP:Iteration 55Q (1974.375779 sec): 3 clusters Score: Raw -851989.097698 + Penalty 2867.063024 = -849122.034674 nChanged 6 SP:Iteration 56Q (1974.421711 sec): 3 clusters Score: Raw -851993.861402 + Penalty 2867.063024 = -849126.798378 nChanged 4 SP:Iteration 57Q (1974.476644 sec): 3 clusters Score: Raw -851997.211936 + Penalty 2867.063024 = -849130.148912 nChanged 4 SP:Iteration 58Q (1974.518594 sec): 3 clusters Score: Raw -851999.954729 + Penalty 2867.063024 = -849132.891705 nChanged 6 SP:Iteration 59Q (1974.584265 sec): 3 clusters Score: Raw -852003.816519 + Penalty 2867.063024 = -849136.753495 nChanged 2 SP:Iteration 60F (1974.629829 sec): 3 clusters Score: Raw -852004.663752 + Penalty 2867.063024 = -849137.600728 nChanged 1 SP:Iteration 61Q (1974.683690 sec): 3 clusters Score: Raw -852005.144244 + Penalty 2867.063024 = -849138.081220 nChanged 1 SP:Iteration 62Q (1974.729393 sec): 3 clusters Score: Raw -852005.350463 + Penalty 2867.063024 = -849138.287439 nChanged 0 SP:Iteration 63F (1974.781613 sec): 3 clusters Score: Raw -852005.350463 + Penalty 2867.063024 = -849138.287439 nChanged 0 Trying to split cluster 31 (16635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1974.826159 sec): 2 clusters Score: Raw -1956021.183265 + Penalty 1579.380431 = -1954441.802835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1974.898118 sec): 3 clusters Score: Raw -1946226.477141 + Penalty 3158.760861 = -1943067.716279 nChanged 7430 SP:Iteration 1F (1974.968309 sec): 3 clusters Score: Raw -1950638.699598 + Penalty 3158.760861 = -1947479.938737 nChanged 1259 SP:Iteration 2F (1975.038421 sec): 3 clusters Score: Raw -1951609.006364 + Penalty 3158.760861 = -1948450.245503 nChanged 1454 SP:Iteration 3F (1975.107880 sec): 3 clusters Score: Raw -1953044.558459 + Penalty 3158.760861 = -1949885.797598 nChanged 1608 SP:Iteration 4F (1975.179894 sec): 3 clusters Score: Raw -1954742.092118 + Penalty 3158.760861 = -1951583.331256 nChanged 1393 SP:Iteration 5F (1975.261036 sec): 3 clusters Score: Raw -1955952.083554 + Penalty 3158.760861 = -1952793.322693 nChanged 963 SP:Iteration 6F (1975.312610 sec): 3 clusters Score: Raw -1956594.663511 + Penalty 3158.760861 = -1953435.902650 nChanged 641 SP:Iteration 7Q (1975.387039 sec): 3 clusters Score: Raw -1956918.650559 + Penalty 3158.760861 = -1953759.889698 nChanged 396 SP:Iteration 8Q (1975.443508 sec): 3 clusters Score: Raw -1957068.426575 + Penalty 3158.760861 = -1953909.665714 nChanged 268 SP:Iteration 9Q (1975.516242 sec): 3 clusters Score: Raw -1957168.706172 + Penalty 3158.760861 = -1954009.945311 nChanged 199 SP:Iteration 10Q (1975.595367 sec): 3 clusters Score: Raw -1957236.993625 + Penalty 3158.760861 = -1954078.232764 nChanged 160 SP:Iteration 11Q (1975.663302 sec): 3 clusters Score: Raw -1957289.676186 + Penalty 3158.760861 = -1954130.915325 nChanged 141 SP:Iteration 12Q (1975.722060 sec): 3 clusters Score: Raw -1957337.842211 + Penalty 3158.760861 = -1954179.081350 nChanged 126 SP:Iteration 13Q (1975.799453 sec): 3 clusters Score: Raw -1957384.593848 + Penalty 3158.760861 = -1954225.832987 nChanged 105 SP:Iteration 14Q (1975.860594 sec): 3 clusters Score: Raw -1957425.538576 + Penalty 3158.760861 = -1954266.777715 nChanged 109 SP:Iteration 15Q (1975.929542 sec): 3 clusters Score: Raw -1957467.696091 + Penalty 3158.760861 = -1954308.935230 nChanged 91 SP:Iteration 16Q (1976.006144 sec): 3 clusters Score: Raw -1957509.415029 + Penalty 3158.760861 = -1954350.654167 nChanged 106 SP:Iteration 17Q (1976.079385 sec): 3 clusters Score: Raw -1957553.048452 + Penalty 3158.760861 = -1954394.287590 nChanged 96 SP:Iteration 18Q (1976.146914 sec): 3 clusters Score: Raw -1957598.229351 + Penalty 3158.760861 = -1954439.468490 nChanged 65 SP:Iteration 19Q (1976.217391 sec): 3 clusters Score: Raw -1957629.262456 + Penalty 3158.760861 = -1954470.501594 nChanged 72 SP:Iteration 20F (1976.295456 sec): 3 clusters Score: Raw -1957657.701347 + Penalty 3158.760861 = -1954498.940485 nChanged 71 SP:Iteration 21Q (1976.362877 sec): 3 clusters Score: Raw -1957683.828933 + Penalty 3158.760861 = -1954525.068072 nChanged 52 SP:Iteration 22Q (1976.419884 sec): 3 clusters Score: Raw -1957705.419813 + Penalty 3158.760861 = -1954546.658952 nChanged 48 SP:Iteration 23Q (1976.492836 sec): 3 clusters Score: Raw -1957720.598750 + Penalty 3158.760861 = -1954561.837889 nChanged 40 SP:Iteration 24Q (1976.551509 sec): 3 clusters Score: Raw -1957731.210241 + Penalty 3158.760861 = -1954572.449380 nChanged 28 SP:Iteration 25Q (1976.608652 sec): 3 clusters Score: Raw -1957738.093184 + Penalty 3158.760861 = -1954579.332323 nChanged 26 SP:Iteration 26Q (1976.675930 sec): 3 clusters Score: Raw -1957742.706280 + Penalty 3158.760861 = -1954583.945418 nChanged 24 SP:Iteration 27Q (1976.755759 sec): 3 clusters Score: Raw -1957747.076785 + Penalty 3158.760861 = -1954588.315924 nChanged 15 SP:Iteration 28Q (1976.806731 sec): 3 clusters Score: Raw -1957749.152944 + Penalty 3158.760861 = -1954590.392083 nChanged 15 SP:Iteration 29Q (1976.880941 sec): 3 clusters Score: Raw -1957751.712551 + Penalty 3158.760861 = -1954592.951690 nChanged 11 SP:Iteration 30Q (1976.936531 sec): 3 clusters Score: Raw -1957753.401588 + Penalty 3158.760861 = -1954594.640727 nChanged 10 SP:Iteration 31Q (1977.004861 sec): 3 clusters Score: Raw -1957754.805804 + Penalty 3158.760861 = -1954596.044943 nChanged 7 SP:Iteration 32Q (1977.075391 sec): 3 clusters Score: Raw -1957755.590658 + Penalty 3158.760861 = -1954596.829797 nChanged 8 SP:Iteration 33Q (1977.146414 sec): 3 clusters Score: Raw -1957756.571884 + Penalty 3158.760861 = -1954597.811023 nChanged 8 SP:Iteration 34Q (1977.228222 sec): 3 clusters Score: Raw -1957757.437987 + Penalty 3158.760861 = -1954598.677126 nChanged 8 SP:Iteration 35Q (1977.290642 sec): 3 clusters Score: Raw -1957759.034912 + Penalty 3158.760861 = -1954600.274051 nChanged 9 SP:Iteration 36Q (1977.355974 sec): 3 clusters Score: Raw -1957760.855489 + Penalty 3158.760861 = -1954602.094628 nChanged 13 SP:Iteration 37Q (1977.432792 sec): 3 clusters Score: Raw -1957762.811447 + Penalty 3158.760861 = -1954604.050586 nChanged 12 SP:Iteration 38Q (1977.491780 sec): 3 clusters Score: Raw -1957764.329514 + Penalty 3158.760861 = -1954605.568653 nChanged 7 SP:Iteration 39Q (1977.560102 sec): 3 clusters Score: Raw -1957765.110203 + Penalty 3158.760861 = -1954606.349342 nChanged 6 SP:Iteration 40F (1977.632080 sec): 3 clusters Score: Raw -1957765.813407 + Penalty 3158.760861 = -1954607.052546 nChanged 3 SP:Iteration 41Q (1977.699731 sec): 3 clusters Score: Raw -1957766.411918 + Penalty 3158.760861 = -1954607.651057 nChanged 6 SP:Iteration 42Q (1977.778885 sec): 3 clusters Score: Raw -1957767.261299 + Penalty 3158.760861 = -1954608.500438 nChanged 4 SP:Iteration 43Q (1977.839916 sec): 3 clusters Score: Raw -1957767.649164 + Penalty 3158.760861 = -1954608.888303 nChanged 3 SP:Iteration 44Q (1977.909861 sec): 3 clusters Score: Raw -1957768.026077 + Penalty 3158.760861 = -1954609.265216 nChanged 0 SP:Iteration 45F (1977.973596 sec): 3 clusters Score: Raw -1957768.026077 + Penalty 3158.760861 = -1954609.265216 nChanged 0 Score: Raw -84141229.259094 + Penalty 87367.504290 = -84053861.754804 Splitting cluster 31 changes total score from -84054289.490639 to -84053861.754804 So it's not getting split. Trying to split cluster 32 (37645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1994.832623 sec): 2 clusters Score: Raw -4791974.990033 + Penalty 1712.092756 = -4790262.897277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1994.927330 sec): 3 clusters Score: Raw -4768555.002044 + Penalty 3424.185512 = -4765130.816532 nChanged 17284 SP:Iteration 1F (1995.028176 sec): 3 clusters Score: Raw -4778090.896485 + Penalty 3424.185512 = -4774666.710973 nChanged 1778 SP:Iteration 2Q (1995.131978 sec): 3 clusters Score: Raw -4778800.901225 + Penalty 3424.185512 = -4775376.715713 nChanged 1935 SP:Iteration 3F (1995.221026 sec): 3 clusters Score: Raw -4779842.242734 + Penalty 3424.185512 = -4776418.057222 nChanged 2213 SP:Iteration 4F (1995.328560 sec): 3 clusters Score: Raw -4781346.370937 + Penalty 3424.185512 = -4777922.185425 nChanged 2556 SP:Iteration 5F (1995.430129 sec): 3 clusters Score: Raw -4783084.526316 + Penalty 3424.185512 = -4779660.340804 nChanged 2603 SP:Iteration 6F (1995.533819 sec): 3 clusters Score: Raw -4784899.924626 + Penalty 3424.185512 = -4781475.739114 nChanged 2458 SP:Iteration 7F (1995.634515 sec): 3 clusters Score: Raw -4786551.678862 + Penalty 3424.185512 = -4783127.493350 nChanged 2179 SP:Iteration 8F (1995.739585 sec): 3 clusters Score: Raw -4787915.685177 + Penalty 3424.185512 = -4784491.499665 nChanged 1830 SP:Iteration 9Q (1995.840540 sec): 3 clusters Score: Raw -4788879.922306 + Penalty 3424.185512 = -4785455.736794 nChanged 1360 SP:Iteration 10Q (1995.944006 sec): 3 clusters Score: Raw -4789499.393391 + Penalty 3424.185512 = -4786075.207879 nChanged 990 SP:Iteration 11Q (1996.058855 sec): 3 clusters Score: Raw -4789886.462158 + Penalty 3424.185512 = -4786462.276646 nChanged 816 SP:Iteration 12Q (1996.157080 sec): 3 clusters Score: Raw -4790171.120844 + Penalty 3424.185512 = -4786746.935331 nChanged 688 SP:Iteration 13Q (1996.260960 sec): 3 clusters Score: Raw -4790397.496705 + Penalty 3424.185512 = -4786973.311192 nChanged 594 SP:Iteration 14Q (1996.365464 sec): 3 clusters Score: Raw -4790572.674666 + Penalty 3424.185512 = -4787148.489154 nChanged 495 SP:Iteration 15Q (1996.457947 sec): 3 clusters Score: Raw -4790711.323777 + Penalty 3424.185512 = -4787287.138264 nChanged 456 SP:Iteration 16Q (1996.565633 sec): 3 clusters Score: Raw -4790825.773026 + Penalty 3424.185512 = -4787401.587514 nChanged 447 SP:Iteration 17Q (1996.666309 sec): 3 clusters Score: Raw -4790924.467804 + Penalty 3424.185512 = -4787500.282292 nChanged 382 SP:Iteration 18Q (1996.775477 sec): 3 clusters Score: Raw -4791002.427059 + Penalty 3424.185512 = -4787578.241546 nChanged 321 SP:Iteration 19Q (1996.875989 sec): 3 clusters Score: Raw -4791066.340973 + Penalty 3424.185512 = -4787642.155460 nChanged 309 SP:Iteration 20F (1996.977471 sec): 3 clusters Score: Raw -4791127.978227 + Penalty 3424.185512 = -4787703.792715 nChanged 296 SP:Iteration 21Q (1997.080523 sec): 3 clusters Score: Raw -4791179.131119 + Penalty 3424.185512 = -4787754.945607 nChanged 268 SP:Iteration 22Q (1997.186274 sec): 3 clusters Score: Raw -4791223.337656 + Penalty 3424.185512 = -4787799.152144 nChanged 273 SP:Iteration 23Q (1997.284383 sec): 3 clusters Score: Raw -4791272.408067 + Penalty 3424.185512 = -4787848.222554 nChanged 295 SP:Iteration 24Q (1997.386699 sec): 3 clusters Score: Raw -4791327.355103 + Penalty 3424.185512 = -4787903.169591 nChanged 266 SP:Iteration 25Q (1997.478652 sec): 3 clusters Score: Raw -4791374.304503 + Penalty 3424.185512 = -4787950.118990 nChanged 264 SP:Iteration 26Q (1997.575991 sec): 3 clusters Score: Raw -4791418.911144 + Penalty 3424.185512 = -4787994.725632 nChanged 244 SP:Iteration 27Q (1997.679845 sec): 3 clusters Score: Raw -4791458.007392 + Penalty 3424.185512 = -4788033.821879 nChanged 247 SP:Iteration 28Q (1997.790956 sec): 3 clusters Score: Raw -4791498.028804 + Penalty 3424.185512 = -4788073.843291 nChanged 261 SP:Iteration 29Q (1997.900627 sec): 3 clusters Score: Raw -4791542.054162 + Penalty 3424.185512 = -4788117.868649 nChanged 270 SP:Iteration 30Q (1997.990205 sec): 3 clusters Score: Raw -4791589.534584 + Penalty 3424.185512 = -4788165.349072 nChanged 270 SP:Iteration 31Q (1998.095273 sec): 3 clusters Score: Raw -4791636.833905 + Penalty 3424.185512 = -4788212.648393 nChanged 282 SP:Iteration 32Q (1998.193533 sec): 3 clusters Score: Raw -4791686.002937 + Penalty 3424.185512 = -4788261.817425 nChanged 264 SP:Iteration 33Q (1998.287250 sec): 3 clusters Score: Raw -4791732.766812 + Penalty 3424.185512 = -4788308.581300 nChanged 278 SP:Iteration 34Q (1998.389262 sec): 3 clusters Score: Raw -4791782.543590 + Penalty 3424.185512 = -4788358.358078 nChanged 265 SP:Iteration 35Q (1998.499408 sec): 3 clusters Score: Raw -4791829.734253 + Penalty 3424.185512 = -4788405.548741 nChanged 259 SP:Iteration 36Q (1998.597116 sec): 3 clusters Score: Raw -4791876.063133 + Penalty 3424.185512 = -4788451.877620 nChanged 252 SP:Iteration 37Q (1998.695514 sec): 3 clusters Score: Raw -4791924.254671 + Penalty 3424.185512 = -4788500.069158 nChanged 239 SP:Iteration 38Q (1998.786781 sec): 3 clusters Score: Raw -4791970.810305 + Penalty 3424.185512 = -4788546.624793 nChanged 270 SP:Iteration 39Q (1998.893107 sec): 3 clusters Score: Raw -4792025.878694 + Penalty 3424.185512 = -4788601.693182 nChanged 242 SP:Iteration 40F (1999.003978 sec): 3 clusters Score: Raw -4792070.876905 + Penalty 3424.185512 = -4788646.691393 nChanged 230 SP:Iteration 41Q (1999.099250 sec): 3 clusters Score: Raw -4792115.233562 + Penalty 3424.185512 = -4788691.048050 nChanged 233 SP:Iteration 42Q (1999.192437 sec): 3 clusters Score: Raw -4792158.083866 + Penalty 3424.185512 = -4788733.898354 nChanged 238 SP:Iteration 43Q (1999.282363 sec): 3 clusters Score: Raw -4792204.550488 + Penalty 3424.185512 = -4788780.364976 nChanged 222 SP:Iteration 44Q (1999.386141 sec): 3 clusters Score: Raw -4792242.603201 + Penalty 3424.185512 = -4788818.417688 nChanged 204 SP:Iteration 45Q (1999.483388 sec): 3 clusters Score: Raw -4792279.370512 + Penalty 3424.185512 = -4788855.185000 nChanged 220 SP:Iteration 46Q (1999.577955 sec): 3 clusters Score: Raw -4792321.455356 + Penalty 3424.185512 = -4788897.269844 nChanged 217 SP:Iteration 47Q (1999.681227 sec): 3 clusters Score: Raw -4792358.947519 + Penalty 3424.185512 = -4788934.762006 nChanged 186 SP:Iteration 48Q (1999.786201 sec): 3 clusters Score: Raw -4792390.759249 + Penalty 3424.185512 = -4788966.573737 nChanged 163 SP:Iteration 49Q (1999.881260 sec): 3 clusters Score: Raw -4792416.599308 + Penalty 3424.185512 = -4788992.413796 nChanged 171 SP:Iteration 50Q (1999.975457 sec): 3 clusters Score: Raw -4792443.363723 + Penalty 3424.185512 = -4789019.178211 nChanged 161 SP:Iteration 51Q (2000.080649 sec): 3 clusters Score: Raw -4792469.367879 + Penalty 3424.185512 = -4789045.182366 nChanged 158 SP:Iteration 52Q (2000.182114 sec): 3 clusters Score: Raw -4792497.642919 + Penalty 3424.185512 = -4789073.457406 nChanged 162 SP:Iteration 53Q (2000.280904 sec): 3 clusters Score: Raw -4792526.112927 + Penalty 3424.185512 = -4789101.927414 nChanged 148 SP:Iteration 54Q (2000.383465 sec): 3 clusters Score: Raw -4792552.052199 + Penalty 3424.185512 = -4789127.866687 nChanged 144 SP:Iteration 55Q (2000.476762 sec): 3 clusters Score: Raw -4792577.292855 + Penalty 3424.185512 = -4789153.107343 nChanged 155 SP:Iteration 56Q (2000.573963 sec): 3 clusters Score: Raw -4792603.709522 + Penalty 3424.185512 = -4789179.524010 nChanged 148 SP:Iteration 57Q (2000.675952 sec): 3 clusters Score: Raw -4792628.785905 + Penalty 3424.185512 = -4789204.600393 nChanged 139 SP:Iteration 58Q (2000.768658 sec): 3 clusters Score: Raw -4792652.706418 + Penalty 3424.185512 = -4789228.520906 nChanged 152 SP:Iteration 59Q (2000.862332 sec): 3 clusters Score: Raw -4792679.516710 + Penalty 3424.185512 = -4789255.331198 nChanged 130 SP:Iteration 60F (2000.959156 sec): 3 clusters Score: Raw -4792698.513757 + Penalty 3424.185512 = -4789274.328245 nChanged 114 SP:Iteration 61Q (2001.056531 sec): 3 clusters Score: Raw -4792717.784552 + Penalty 3424.185512 = -4789293.599040 nChanged 127 SP:Iteration 62Q (2001.164761 sec): 3 clusters Score: Raw -4792737.737941 + Penalty 3424.185512 = -4789313.552429 nChanged 119 SP:Iteration 63Q (2001.234120 sec): 3 clusters Score: Raw -4792757.274904 + Penalty 3424.185512 = -4789333.089391 nChanged 108 SP:Iteration 64Q (2001.348046 sec): 3 clusters Score: Raw -4792775.554427 + Penalty 3424.185512 = -4789351.368915 nChanged 100 SP:Iteration 65Q (2001.430380 sec): 3 clusters Score: Raw -4792792.362508 + Penalty 3424.185512 = -4789368.176996 nChanged 101 SP:Iteration 66Q (2001.528456 sec): 3 clusters Score: Raw -4792810.547636 + Penalty 3424.185512 = -4789386.362123 nChanged 93 SP:Iteration 67Q (2001.626741 sec): 3 clusters Score: Raw -4792825.066144 + Penalty 3424.185512 = -4789400.880631 nChanged 82 SP:Iteration 68Q (2001.722359 sec): 3 clusters Score: Raw -4792838.457774 + Penalty 3424.185512 = -4789414.272261 nChanged 71 SP:Iteration 69Q (2001.819127 sec): 3 clusters Score: Raw -4792849.139909 + Penalty 3424.185512 = -4789424.954397 nChanged 84 SP:Iteration 70Q (2001.918670 sec): 3 clusters Score: Raw -4792861.512874 + Penalty 3424.185512 = -4789437.327362 nChanged 80 SP:Iteration 71Q (2002.010939 sec): 3 clusters Score: Raw -4792872.315800 + Penalty 3424.185512 = -4789448.130287 nChanged 63 SP:Iteration 72Q (2002.100715 sec): 3 clusters Score: Raw -4792881.088842 + Penalty 3424.185512 = -4789456.903330 nChanged 60 SP:Iteration 73Q (2002.197320 sec): 3 clusters Score: Raw -4792890.532254 + Penalty 3424.185512 = -4789466.346742 nChanged 62 SP:Iteration 74Q (2002.298841 sec): 3 clusters Score: Raw -4792901.540621 + Penalty 3424.185512 = -4789477.355108 nChanged 55 SP:Iteration 75Q (2002.402792 sec): 3 clusters Score: Raw -4792911.181742 + Penalty 3424.185512 = -4789486.996230 nChanged 65 SP:Iteration 76Q (2002.487002 sec): 3 clusters Score: Raw -4792922.617723 + Penalty 3424.185512 = -4789498.432211 nChanged 61 SP:Iteration 77Q (2002.591701 sec): 3 clusters Score: Raw -4792932.810189 + Penalty 3424.185512 = -4789508.624677 nChanged 51 SP:Iteration 78Q (2002.671677 sec): 3 clusters Score: Raw -4792939.090826 + Penalty 3424.185512 = -4789514.905314 nChanged 32 SP:Iteration 79Q (2002.762449 sec): 3 clusters Score: Raw -4792943.886135 + Penalty 3424.185512 = -4789519.700622 nChanged 27 SP:Iteration 80F (2002.860651 sec): 3 clusters Score: Raw -4792947.695528 + Penalty 3424.185512 = -4789523.510016 nChanged 32 SP:Iteration 81Q (2002.955106 sec): 3 clusters Score: Raw -4792951.703701 + Penalty 3424.185512 = -4789527.518189 nChanged 35 SP:Iteration 82Q (2003.050874 sec): 3 clusters Score: Raw -4792955.942345 + Penalty 3424.185512 = -4789531.756833 nChanged 33 SP:Iteration 83Q (2003.138629 sec): 3 clusters Score: Raw -4792959.847637 + Penalty 3424.185512 = -4789535.662125 nChanged 30 SP:Iteration 84Q (2003.235021 sec): 3 clusters Score: Raw -4792963.868180 + Penalty 3424.185512 = -4789539.682668 nChanged 34 SP:Iteration 85Q (2003.335289 sec): 3 clusters Score: Raw -4792967.820523 + Penalty 3424.185512 = -4789543.635010 nChanged 35 SP:Iteration 86Q (2003.431185 sec): 3 clusters Score: Raw -4792972.547387 + Penalty 3424.185512 = -4789548.361874 nChanged 31 SP:Iteration 87Q (2003.531703 sec): 3 clusters Score: Raw -4792976.659809 + Penalty 3424.185512 = -4789552.474296 nChanged 37 SP:Iteration 88Q (2003.627326 sec): 3 clusters Score: Raw -4792983.176923 + Penalty 3424.185512 = -4789558.991411 nChanged 38 SP:Iteration 89Q (2003.732573 sec): 3 clusters Score: Raw -4792988.779843 + Penalty 3424.185512 = -4789564.594331 nChanged 34 SP:Iteration 90Q (2003.816555 sec): 3 clusters Score: Raw -4792992.488504 + Penalty 3424.185512 = -4789568.302992 nChanged 18 SP:Iteration 91Q (2003.909812 sec): 3 clusters Score: Raw -4792994.927967 + Penalty 3424.185512 = -4789570.742454 nChanged 14 SP:Iteration 92Q (2004.007871 sec): 3 clusters Score: Raw -4792996.615367 + Penalty 3424.185512 = -4789572.429855 nChanged 17 SP:Iteration 93Q (2004.096725 sec): 3 clusters Score: Raw -4792998.880450 + Penalty 3424.185512 = -4789574.694937 nChanged 13 SP:Iteration 94Q (2004.194724 sec): 3 clusters Score: Raw -4793000.616105 + Penalty 3424.185512 = -4789576.430593 nChanged 15 SP:Iteration 95Q (2004.290628 sec): 3 clusters Score: Raw -4793002.158111 + Penalty 3424.185512 = -4789577.972599 nChanged 12 SP:Iteration 96Q (2004.385671 sec): 3 clusters Score: Raw -4793003.325326 + Penalty 3424.185512 = -4789579.139814 nChanged 12 SP:Iteration 97Q (2004.485169 sec): 3 clusters Score: Raw -4793004.658822 + Penalty 3424.185512 = -4789580.473310 nChanged 8 SP:Iteration 98Q (2004.578714 sec): 3 clusters Score: Raw -4793005.172526 + Penalty 3424.185512 = -4789580.987014 nChanged 6 SP:Iteration 99Q (2004.663822 sec): 3 clusters Score: Raw -4793005.828664 + Penalty 3424.185512 = -4789581.643152 nChanged 5 SP:Iteration 100F (2004.761326 sec): 3 clusters Score: Raw -4793006.273800 + Penalty 3424.185512 = -4789582.088288 nChanged 2 SP:Iteration 101Q (2004.853112 sec): 3 clusters Score: Raw -4793006.371799 + Penalty 3424.185512 = -4789582.186287 nChanged 4 SP:Iteration 102Q (2004.946490 sec): 3 clusters Score: Raw -4793006.639470 + Penalty 3424.185512 = -4789582.453958 nChanged 3 SP:Iteration 103Q (2005.047888 sec): 3 clusters Score: Raw -4793006.969469 + Penalty 3424.185512 = -4789582.783956 nChanged 3 SP:Iteration 104Q (2005.136674 sec): 3 clusters Score: Raw -4793007.286269 + Penalty 3424.185512 = -4789583.100757 nChanged 6 SP:Iteration 105Q (2005.234395 sec): 3 clusters Score: Raw -4793008.011141 + Penalty 3424.185512 = -4789583.825629 nChanged 7 SP:Iteration 106Q (2005.324163 sec): 3 clusters Score: Raw -4793008.402367 + Penalty 3424.185512 = -4789584.216855 nChanged 3 SP:Iteration 107Q (2005.412718 sec): 3 clusters Score: Raw -4793008.653260 + Penalty 3424.185512 = -4789584.467748 nChanged 2 SP:Iteration 108Q (2005.508467 sec): 3 clusters Score: Raw -4793008.989551 + Penalty 3424.185512 = -4789584.804038 nChanged 3 SP:Iteration 109Q (2005.610042 sec): 3 clusters Score: Raw -4793009.170534 + Penalty 3424.185512 = -4789584.985022 nChanged 1 SP:Iteration 110Q (2005.709091 sec): 3 clusters Score: Raw -4793009.239742 + Penalty 3424.185512 = -4789585.054230 nChanged 0 SP:Iteration 111F (2005.806932 sec): 3 clusters Score: Raw -4793009.239742 + Penalty 3424.185512 = -4789585.054230 nChanged 0 Trying to split cluster 33 (5149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2005.832950 sec): 2 clusters Score: Raw -630826.544050 + Penalty 1388.815643 = -629437.728408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2005.889662 sec): 3 clusters Score: Raw -628125.350012 + Penalty 2777.631285 = -625347.718727 nChanged 2116 SP:Iteration 1F (2005.931429 sec): 3 clusters Score: Raw -629457.697965 + Penalty 2777.631285 = -626680.066680 nChanged 415 SP:Iteration 2F (2005.991800 sec): 3 clusters Score: Raw -629767.609885 + Penalty 2777.631285 = -626989.978600 nChanged 334 SP:Iteration 3F (2006.034010 sec): 3 clusters Score: Raw -630008.212476 + Penalty 2777.631285 = -627230.581191 nChanged 279 SP:Iteration 4F (2006.076916 sec): 3 clusters Score: Raw -630166.752747 + Penalty 2777.631285 = -627389.121462 nChanged 214 SP:Iteration 5Q (2006.132285 sec): 3 clusters Score: Raw -630290.580648 + Penalty 2777.631285 = -627512.949363 nChanged 205 SP:Iteration 6Q (2006.187172 sec): 3 clusters Score: Raw -630399.606090 + Penalty 2777.631285 = -627621.974805 nChanged 164 SP:Iteration 7Q (2006.242164 sec): 3 clusters Score: Raw -630488.743874 + Penalty 2777.631285 = -627711.112589 nChanged 153 SP:Iteration 8Q (2006.301884 sec): 3 clusters Score: Raw -630579.779762 + Penalty 2777.631285 = -627802.148477 nChanged 140 SP:Iteration 9Q (2006.346001 sec): 3 clusters Score: Raw -630659.864667 + Penalty 2777.631285 = -627882.233382 nChanged 123 SP:Iteration 10Q (2006.402362 sec): 3 clusters Score: Raw -630729.462084 + Penalty 2777.631285 = -627951.830799 nChanged 115 SP:Iteration 11Q (2006.460460 sec): 3 clusters Score: Raw -630788.329501 + Penalty 2777.631285 = -628010.698216 nChanged 90 SP:Iteration 12Q (2006.513209 sec): 3 clusters Score: Raw -630839.337092 + Penalty 2777.631285 = -628061.705807 nChanged 96 SP:Iteration 13Q (2006.566062 sec): 3 clusters Score: Raw -630883.655510 + Penalty 2777.631285 = -628106.024225 nChanged 80 SP:Iteration 14Q (2006.609375 sec): 3 clusters Score: Raw -630919.685064 + Penalty 2777.631285 = -628142.053779 nChanged 67 SP:Iteration 15Q (2006.655866 sec): 3 clusters Score: Raw -630948.245913 + Penalty 2777.631285 = -628170.614628 nChanged 65 SP:Iteration 16Q (2006.707369 sec): 3 clusters Score: Raw -630978.348432 + Penalty 2777.631285 = -628200.717147 nChanged 69 SP:Iteration 17Q (2006.761378 sec): 3 clusters Score: Raw -631006.697738 + Penalty 2777.631285 = -628229.066453 nChanged 58 SP:Iteration 18Q (2006.813542 sec): 3 clusters Score: Raw -631029.496403 + Penalty 2777.631285 = -628251.865118 nChanged 51 SP:Iteration 19Q (2006.853603 sec): 3 clusters Score: Raw -631052.126597 + Penalty 2777.631285 = -628274.495312 nChanged 56 SP:Iteration 20F (2006.901570 sec): 3 clusters Score: Raw -631078.653780 + Penalty 2777.631285 = -628301.022495 nChanged 62 SP:Iteration 21Q (2006.952041 sec): 3 clusters Score: Raw -631108.611307 + Penalty 2777.631285 = -628330.980022 nChanged 63 SP:Iteration 22Q (2007.006758 sec): 3 clusters Score: Raw -631137.755289 + Penalty 2777.631285 = -628360.124004 nChanged 70 SP:Iteration 23Q (2007.067404 sec): 3 clusters Score: Raw -631174.726380 + Penalty 2777.631285 = -628397.095095 nChanged 60 SP:Iteration 24Q (2007.111730 sec): 3 clusters Score: Raw -631207.151615 + Penalty 2777.631285 = -628429.520330 nChanged 53 SP:Iteration 25Q (2007.166250 sec): 3 clusters Score: Raw -631235.565626 + Penalty 2777.631285 = -628457.934341 nChanged 52 SP:Iteration 26Q (2007.216749 sec): 3 clusters Score: Raw -631261.967788 + Penalty 2777.631285 = -628484.336503 nChanged 44 SP:Iteration 27Q (2007.273719 sec): 3 clusters Score: Raw -631285.952822 + Penalty 2777.631285 = -628508.321537 nChanged 31 SP:Iteration 28Q (2007.313076 sec): 3 clusters Score: Raw -631302.834204 + Penalty 2777.631285 = -628525.202919 nChanged 37 SP:Iteration 29Q (2007.361233 sec): 3 clusters Score: Raw -631317.947398 + Penalty 2777.631285 = -628540.316113 nChanged 26 SP:Iteration 30Q (2007.420343 sec): 3 clusters Score: Raw -631327.521707 + Penalty 2777.631285 = -628549.890422 nChanged 18 SP:Iteration 31Q (2007.463723 sec): 3 clusters Score: Raw -631334.530745 + Penalty 2777.631285 = -628556.899460 nChanged 6 SP:Iteration 32Q (2007.526745 sec): 3 clusters Score: Raw -631337.478237 + Penalty 2777.631285 = -628559.846952 nChanged 7 SP:Iteration 33Q (2007.565159 sec): 3 clusters Score: Raw -631341.503614 + Penalty 2777.631285 = -628563.872329 nChanged 7 SP:Iteration 34Q (2007.617487 sec): 3 clusters Score: Raw -631343.316439 + Penalty 2777.631285 = -628565.685153 nChanged 4 SP:Iteration 35Q (2007.671525 sec): 3 clusters Score: Raw -631344.175852 + Penalty 2777.631285 = -628566.544567 nChanged 3 SP:Iteration 36Q (2007.719333 sec): 3 clusters Score: Raw -631345.106446 + Penalty 2777.631285 = -628567.475161 nChanged 2 SP:Iteration 37Q (2007.775258 sec): 3 clusters Score: Raw -631345.815567 + Penalty 2777.631285 = -628568.184282 nChanged 2 SP:Iteration 38Q (2007.821958 sec): 3 clusters Score: Raw -631346.690354 + Penalty 2777.631285 = -628569.059069 nChanged 2 SP:Iteration 39Q (2007.876489 sec): 3 clusters Score: Raw -631347.280544 + Penalty 2777.631285 = -628569.649259 nChanged 1 SP:Iteration 40F (2007.921613 sec): 3 clusters Score: Raw -631347.624013 + Penalty 2777.631285 = -628569.992728 nChanged 0 Trying to split cluster 34 (6740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2007.948535 sec): 2 clusters Score: Raw -849805.273872 + Penalty 1432.569971 = -848372.703902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2007.999819 sec): 3 clusters Score: Raw -846233.107540 + Penalty 2865.139941 = -843367.967598 nChanged 2816 SP:Iteration 1F (2008.057214 sec): 3 clusters Score: Raw -847967.526139 + Penalty 2865.139941 = -845102.386198 nChanged 541 SP:Iteration 2F (2008.116934 sec): 3 clusters Score: Raw -848384.554294 + Penalty 2865.139941 = -845519.414352 nChanged 517 SP:Iteration 3F (2008.166773 sec): 3 clusters Score: Raw -848828.783995 + Penalty 2865.139941 = -845963.644053 nChanged 490 SP:Iteration 4F (2008.223227 sec): 3 clusters Score: Raw -849232.185356 + Penalty 2865.139941 = -846367.045414 nChanged 412 SP:Iteration 5F (2008.275668 sec): 3 clusters Score: Raw -849553.343152 + Penalty 2865.139941 = -846688.203211 nChanged 342 SP:Iteration 6F (2008.334808 sec): 3 clusters Score: Raw -849791.785289 + Penalty 2865.139941 = -846926.645348 nChanged 218 SP:Iteration 7Q (2008.386373 sec): 3 clusters Score: Raw -849927.298853 + Penalty 2865.139941 = -847062.158911 nChanged 177 SP:Iteration 8Q (2008.450342 sec): 3 clusters Score: Raw -850028.174377 + Penalty 2865.139941 = -847163.034436 nChanged 135 SP:Iteration 9Q (2008.496161 sec): 3 clusters Score: Raw -850109.991614 + Penalty 2865.139941 = -847244.851672 nChanged 101 SP:Iteration 10Q (2008.548477 sec): 3 clusters Score: Raw -850171.313470 + Penalty 2865.139941 = -847306.173528 nChanged 89 SP:Iteration 11Q (2008.605057 sec): 3 clusters Score: Raw -850221.861938 + Penalty 2865.139941 = -847356.721997 nChanged 70 SP:Iteration 12Q (2008.658649 sec): 3 clusters Score: Raw -850259.008689 + Penalty 2865.139941 = -847393.868748 nChanged 62 SP:Iteration 13Q (2008.715857 sec): 3 clusters Score: Raw -850289.407534 + Penalty 2865.139941 = -847424.267592 nChanged 57 SP:Iteration 14Q (2008.772359 sec): 3 clusters Score: Raw -850319.939025 + Penalty 2865.139941 = -847454.799084 nChanged 46 SP:Iteration 15Q (2008.825770 sec): 3 clusters Score: Raw -850347.229606 + Penalty 2865.139941 = -847482.089665 nChanged 46 SP:Iteration 16Q (2008.878757 sec): 3 clusters Score: Raw -850369.091137 + Penalty 2865.139941 = -847503.951196 nChanged 31 SP:Iteration 17Q (2008.929145 sec): 3 clusters Score: Raw -850384.494283 + Penalty 2865.139941 = -847519.354342 nChanged 29 SP:Iteration 18Q (2008.985927 sec): 3 clusters Score: Raw -850395.640201 + Penalty 2865.139941 = -847530.500259 nChanged 25 SP:Iteration 19Q (2009.050258 sec): 3 clusters Score: Raw -850404.680058 + Penalty 2865.139941 = -847539.540116 nChanged 27 SP:Iteration 20F (2009.101295 sec): 3 clusters Score: Raw -850416.127303 + Penalty 2865.139941 = -847550.987362 nChanged 33 SP:Iteration 21Q (2009.159298 sec): 3 clusters Score: Raw -850430.977849 + Penalty 2865.139941 = -847565.837908 nChanged 23 SP:Iteration 22Q (2009.207131 sec): 3 clusters Score: Raw -850439.552857 + Penalty 2865.139941 = -847574.412915 nChanged 24 SP:Iteration 23Q (2009.262097 sec): 3 clusters Score: Raw -850449.551671 + Penalty 2865.139941 = -847584.411730 nChanged 22 SP:Iteration 24Q (2009.316102 sec): 3 clusters Score: Raw -850455.774354 + Penalty 2865.139941 = -847590.634412 nChanged 14 SP:Iteration 25Q (2009.370198 sec): 3 clusters Score: Raw -850460.687725 + Penalty 2865.139941 = -847595.547784 nChanged 17 SP:Iteration 26Q (2009.420244 sec): 3 clusters Score: Raw -850465.473662 + Penalty 2865.139941 = -847600.333721 nChanged 15 SP:Iteration 27Q (2009.476198 sec): 3 clusters Score: Raw -850470.891560 + Penalty 2865.139941 = -847605.751619 nChanged 15 SP:Iteration 28Q (2009.527480 sec): 3 clusters Score: Raw -850475.522483 + Penalty 2865.139941 = -847610.382542 nChanged 10 SP:Iteration 29Q (2009.585546 sec): 3 clusters Score: Raw -850477.689631 + Penalty 2865.139941 = -847612.549690 nChanged 5 SP:Iteration 30Q (2009.628181 sec): 3 clusters Score: Raw -850478.702452 + Penalty 2865.139941 = -847613.562511 nChanged 5 SP:Iteration 31Q (2009.678635 sec): 3 clusters Score: Raw -850480.073346 + Penalty 2865.139941 = -847614.933405 nChanged 5 SP:Iteration 32Q (2009.737053 sec): 3 clusters Score: Raw -850481.479187 + Penalty 2865.139941 = -847616.339246 nChanged 4 SP:Iteration 33Q (2009.801188 sec): 3 clusters Score: Raw -850482.269558 + Penalty 2865.139941 = -847617.129617 nChanged 1 SP:Iteration 34Q (2009.849048 sec): 3 clusters Score: Raw -850482.442461 + Penalty 2865.139941 = -847617.302519 nChanged 1 SP:Iteration 35Q (2009.904299 sec): 3 clusters Score: Raw -850482.668478 + Penalty 2865.139941 = -847617.528537 nChanged 2 SP:Iteration 36Q (2009.957681 sec): 3 clusters Score: Raw -850483.416474 + Penalty 2865.139941 = -847618.276533 nChanged 5 SP:Iteration 37Q (2010.004281 sec): 3 clusters Score: Raw -850484.605698 + Penalty 2865.139941 = -847619.465756 nChanged 3 SP:Iteration 38Q (2010.053561 sec): 3 clusters Score: Raw -850485.545203 + Penalty 2865.139941 = -847620.405262 nChanged 0 SP:Iteration 39F (2010.103264 sec): 3 clusters Score: Raw -850485.545203 + Penalty 2865.139941 = -847620.405262 nChanged 0 Trying to split cluster 35 (4674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2010.138431 sec): 2 clusters Score: Raw -594310.041559 + Penalty 1373.087709 = -592936.953850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2010.184965 sec): 3 clusters Score: Raw -591880.979183 + Penalty 2746.175417 = -589134.803765 nChanged 1917 SP:Iteration 1F (2010.222284 sec): 3 clusters Score: Raw -592955.311771 + Penalty 2746.175417 = -590209.136353 nChanged 335 SP:Iteration 2F (2010.272721 sec): 3 clusters Score: Raw -593140.055015 + Penalty 2746.175417 = -590393.879598 nChanged 241 SP:Iteration 3F (2010.321411 sec): 3 clusters Score: Raw -593256.507433 + Penalty 2746.175417 = -590510.332015 nChanged 170 SP:Iteration 4Q (2010.370626 sec): 3 clusters Score: Raw -593338.326891 + Penalty 2746.175417 = -590592.151474 nChanged 142 SP:Iteration 5Q (2010.418771 sec): 3 clusters Score: Raw -593400.911581 + Penalty 2746.175417 = -590654.736163 nChanged 130 SP:Iteration 6Q (2010.468464 sec): 3 clusters Score: Raw -593457.167285 + Penalty 2746.175417 = -590710.991868 nChanged 111 SP:Iteration 7Q (2010.524483 sec): 3 clusters Score: Raw -593495.684663 + Penalty 2746.175417 = -590749.509245 nChanged 91 SP:Iteration 8Q (2010.578726 sec): 3 clusters Score: Raw -593524.862378 + Penalty 2746.175417 = -590778.686960 nChanged 76 SP:Iteration 9Q (2010.631398 sec): 3 clusters Score: Raw -593552.639409 + Penalty 2746.175417 = -590806.463992 nChanged 78 SP:Iteration 10Q (2010.683094 sec): 3 clusters Score: Raw -593583.899905 + Penalty 2746.175417 = -590837.724488 nChanged 70 SP:Iteration 11Q (2010.727031 sec): 3 clusters Score: Raw -593606.783093 + Penalty 2746.175417 = -590860.607676 nChanged 64 SP:Iteration 12Q (2010.754272 sec): 3 clusters Score: Raw -593624.075103 + Penalty 2746.175417 = -590877.899685 nChanged 52 SP:Iteration 13Q (2010.812015 sec): 3 clusters Score: Raw -593639.868752 + Penalty 2746.175417 = -590893.693335 nChanged 38 SP:Iteration 14Q (2010.860659 sec): 3 clusters Score: Raw -593650.387529 + Penalty 2746.175417 = -590904.212112 nChanged 38 SP:Iteration 15Q (2010.904587 sec): 3 clusters Score: Raw -593662.637580 + Penalty 2746.175417 = -590916.462163 nChanged 45 SP:Iteration 16Q (2010.957074 sec): 3 clusters Score: Raw -593677.658823 + Penalty 2746.175417 = -590931.483405 nChanged 41 SP:Iteration 17Q (2011.016878 sec): 3 clusters Score: Raw -593689.568589 + Penalty 2746.175417 = -590943.393171 nChanged 45 SP:Iteration 18Q (2011.061217 sec): 3 clusters Score: Raw -593704.884045 + Penalty 2746.175417 = -590958.708628 nChanged 51 SP:Iteration 19Q (2011.114338 sec): 3 clusters Score: Raw -593720.625355 + Penalty 2746.175417 = -590974.449938 nChanged 43 SP:Iteration 20F (2011.168375 sec): 3 clusters Score: Raw -593732.348528 + Penalty 2746.175417 = -590986.173111 nChanged 43 SP:Iteration 21Q (2011.221109 sec): 3 clusters Score: Raw -593743.937601 + Penalty 2746.175417 = -590997.762184 nChanged 31 SP:Iteration 22Q (2011.267023 sec): 3 clusters Score: Raw -593752.807668 + Penalty 2746.175417 = -591006.632251 nChanged 29 SP:Iteration 23Q (2011.319245 sec): 3 clusters Score: Raw -593760.344680 + Penalty 2746.175417 = -591014.169263 nChanged 35 SP:Iteration 24Q (2011.362419 sec): 3 clusters Score: Raw -593768.731266 + Penalty 2746.175417 = -591022.555849 nChanged 32 SP:Iteration 25Q (2011.416814 sec): 3 clusters Score: Raw -593781.806963 + Penalty 2746.175417 = -591035.631546 nChanged 33 SP:Iteration 26Q (2011.462986 sec): 3 clusters Score: Raw -593791.501234 + Penalty 2746.175417 = -591045.325817 nChanged 36 SP:Iteration 27Q (2011.511453 sec): 3 clusters Score: Raw -593802.091396 + Penalty 2746.175417 = -591055.915978 nChanged 29 SP:Iteration 28Q (2011.561629 sec): 3 clusters Score: Raw -593812.371370 + Penalty 2746.175417 = -591066.195952 nChanged 37 SP:Iteration 29Q (2011.620212 sec): 3 clusters Score: Raw -593825.477571 + Penalty 2746.175417 = -591079.302153 nChanged 40 SP:Iteration 30Q (2011.669323 sec): 3 clusters Score: Raw -593842.895392 + Penalty 2746.175417 = -591096.719975 nChanged 51 SP:Iteration 31Q (2011.720014 sec): 3 clusters Score: Raw -593865.053435 + Penalty 2746.175417 = -591118.878017 nChanged 49 SP:Iteration 32Q (2011.771710 sec): 3 clusters Score: Raw -593888.843115 + Penalty 2746.175417 = -591142.667698 nChanged 60 SP:Iteration 33Q (2011.814029 sec): 3 clusters Score: Raw -593911.568758 + Penalty 2746.175417 = -591165.393341 nChanged 54 SP:Iteration 34Q (2011.865414 sec): 3 clusters Score: Raw -593937.169983 + Penalty 2746.175417 = -591190.994566 nChanged 55 SP:Iteration 35Q (2011.919414 sec): 3 clusters Score: Raw -593962.835672 + Penalty 2746.175417 = -591216.660255 nChanged 61 SP:Iteration 36Q (2011.986936 sec): 3 clusters Score: Raw -593988.515049 + Penalty 2746.175417 = -591242.339632 nChanged 59 SP:Iteration 37Q (2012.032295 sec): 3 clusters Score: Raw -594016.244188 + Penalty 2746.175417 = -591270.068771 nChanged 60 SP:Iteration 38Q (2012.085061 sec): 3 clusters Score: Raw -594046.908146 + Penalty 2746.175417 = -591300.732728 nChanged 60 SP:Iteration 39Q (2012.138599 sec): 3 clusters Score: Raw -594076.942151 + Penalty 2746.175417 = -591330.766733 nChanged 54 SP:Iteration 40F (2012.201966 sec): 3 clusters Score: Raw -594105.661560 + Penalty 2746.175417 = -591359.486143 nChanged 55 SP:Iteration 41Q (2012.240207 sec): 3 clusters Score: Raw -594139.022487 + Penalty 2746.175417 = -591392.847070 nChanged 52 SP:Iteration 42Q (2012.278139 sec): 3 clusters Score: Raw -594168.492509 + Penalty 2746.175417 = -591422.317092 nChanged 53 SP:Iteration 43Q (2012.326923 sec): 3 clusters Score: Raw -594201.157749 + Penalty 2746.175417 = -591454.982332 nChanged 45 SP:Iteration 44Q (2012.380256 sec): 3 clusters Score: Raw -594228.837744 + Penalty 2746.175417 = -591482.662327 nChanged 46 SP:Iteration 45Q (2012.431069 sec): 3 clusters Score: Raw -594262.710458 + Penalty 2746.175417 = -591516.535041 nChanged 39 SP:Iteration 46Q (2012.492246 sec): 3 clusters Score: Raw -594291.936315 + Penalty 2746.175417 = -591545.760898 nChanged 39 SP:Iteration 47Q (2012.531519 sec): 3 clusters Score: Raw -594314.482568 + Penalty 2746.175417 = -591568.307150 nChanged 33 SP:Iteration 48Q (2012.579850 sec): 3 clusters Score: Raw -594333.099242 + Penalty 2746.175417 = -591586.923824 nChanged 26 SP:Iteration 49Q (2012.630784 sec): 3 clusters Score: Raw -594348.741615 + Penalty 2746.175417 = -591602.566198 nChanged 23 SP:Iteration 50Q (2012.678694 sec): 3 clusters Score: Raw -594359.229380 + Penalty 2746.175417 = -591613.053963 nChanged 16 SP:Iteration 51Q (2012.727176 sec): 3 clusters Score: Raw -594368.584613 + Penalty 2746.175417 = -591622.409196 nChanged 16 SP:Iteration 52Q (2012.788784 sec): 3 clusters Score: Raw -594376.190212 + Penalty 2746.175417 = -591630.014794 nChanged 12 SP:Iteration 53Q (2012.837652 sec): 3 clusters Score: Raw -594382.620360 + Penalty 2746.175417 = -591636.444943 nChanged 8 SP:Iteration 54Q (2012.892013 sec): 3 clusters Score: Raw -594386.202366 + Penalty 2746.175417 = -591640.026948 nChanged 3 SP:Iteration 55Q (2012.944564 sec): 3 clusters Score: Raw -594387.440339 + Penalty 2746.175417 = -591641.264922 nChanged 4 SP:Iteration 56Q (2012.993268 sec): 3 clusters Score: Raw -594388.521926 + Penalty 2746.175417 = -591642.346508 nChanged 4 SP:Iteration 57Q (2013.047172 sec): 3 clusters Score: Raw -594389.928214 + Penalty 2746.175417 = -591643.752796 nChanged 1 SP:Iteration 58Q (2013.101967 sec): 3 clusters Score: Raw -594390.423743 + Penalty 2746.175417 = -591644.248325 nChanged 1 SP:Iteration 59Q (2013.155789 sec): 3 clusters Score: Raw -594390.917936 + Penalty 2746.175417 = -591644.742519 nChanged 2 SP:Iteration 60F (2013.197813 sec): 3 clusters Score: Raw -594391.508087 + Penalty 2746.175417 = -591645.332670 nChanged 3 SP:Iteration 61Q (2013.247522 sec): 3 clusters Score: Raw -594392.793738 + Penalty 2746.175417 = -591646.618321 nChanged 1 SP:Iteration 62Q (2013.298098 sec): 3 clusters Score: Raw -594393.619284 + Penalty 2746.175417 = -591647.443867 nChanged 6 SP:Iteration 63Q (2013.345180 sec): 3 clusters Score: Raw -594395.327479 + Penalty 2746.175417 = -591649.152061 nChanged 1 SP:Iteration 64Q (2013.387164 sec): 3 clusters Score: Raw -594395.511970 + Penalty 2746.175417 = -591649.336553 nChanged 0 SP:Iteration 65F (2013.420932 sec): 3 clusters Score: Raw -594395.511970 + Penalty 2746.175417 = -591649.336553 nChanged 0 Trying to split cluster 36 (10629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2013.461297 sec): 2 clusters Score: Raw -1236429.795117 + Penalty 1506.592976 = -1234923.202140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2013.519082 sec): 3 clusters Score: Raw -1230454.210100 + Penalty 3013.185953 = -1227441.024147 nChanged 4599 SP:Iteration 1F (2013.580254 sec): 3 clusters Score: Raw -1233480.392625 + Penalty 3013.185953 = -1230467.206673 nChanged 968 SP:Iteration 2F (2013.629320 sec): 3 clusters Score: Raw -1234355.889255 + Penalty 3013.185953 = -1231342.703302 nChanged 895 SP:Iteration 3F (2013.692455 sec): 3 clusters Score: Raw -1235187.892367 + Penalty 3013.185953 = -1232174.706414 nChanged 799 SP:Iteration 4F (2013.768120 sec): 3 clusters Score: Raw -1235887.484822 + Penalty 3013.185953 = -1232874.298869 nChanged 617 SP:Iteration 5F (2013.832742 sec): 3 clusters Score: Raw -1236323.149529 + Penalty 3013.185953 = -1233309.963576 nChanged 452 SP:Iteration 6Q (2013.887507 sec): 3 clusters Score: Raw -1236592.334435 + Penalty 3013.185953 = -1233579.148482 nChanged 329 SP:Iteration 7Q (2013.954882 sec): 3 clusters Score: Raw -1236754.834579 + Penalty 3013.185953 = -1233741.648626 nChanged 259 SP:Iteration 8Q (2014.022812 sec): 3 clusters Score: Raw -1236865.288172 + Penalty 3013.185953 = -1233852.102219 nChanged 211 SP:Iteration 9Q (2014.070235 sec): 3 clusters Score: Raw -1236957.913029 + Penalty 3013.185953 = -1233944.727076 nChanged 165 SP:Iteration 10Q (2014.132641 sec): 3 clusters Score: Raw -1237010.590469 + Penalty 3013.185953 = -1233997.404517 nChanged 142 SP:Iteration 11Q (2014.183939 sec): 3 clusters Score: Raw -1237054.236244 + Penalty 3013.185953 = -1234041.050291 nChanged 128 SP:Iteration 12Q (2014.245725 sec): 3 clusters Score: Raw -1237106.179898 + Penalty 3013.185953 = -1234092.993945 nChanged 143 SP:Iteration 13Q (2014.306435 sec): 3 clusters Score: Raw -1237154.686845 + Penalty 3013.185953 = -1234141.500892 nChanged 129 SP:Iteration 14Q (2014.368871 sec): 3 clusters Score: Raw -1237198.810532 + Penalty 3013.185953 = -1234185.624579 nChanged 117 SP:Iteration 15Q (2014.426798 sec): 3 clusters Score: Raw -1237239.445865 + Penalty 3013.185953 = -1234226.259912 nChanged 117 SP:Iteration 16Q (2014.488269 sec): 3 clusters Score: Raw -1237282.713732 + Penalty 3013.185953 = -1234269.527779 nChanged 105 SP:Iteration 17Q (2014.557073 sec): 3 clusters Score: Raw -1237329.353508 + Penalty 3013.185953 = -1234316.167555 nChanged 108 SP:Iteration 18Q (2014.628106 sec): 3 clusters Score: Raw -1237365.703629 + Penalty 3013.185953 = -1234352.517676 nChanged 95 SP:Iteration 19Q (2014.683848 sec): 3 clusters Score: Raw -1237392.116609 + Penalty 3013.185953 = -1234378.930656 nChanged 75 SP:Iteration 20F (2014.746018 sec): 3 clusters Score: Raw -1237412.575054 + Penalty 3013.185953 = -1234399.389101 nChanged 60 SP:Iteration 21Q (2014.822694 sec): 3 clusters Score: Raw -1237427.404828 + Penalty 3013.185953 = -1234414.218875 nChanged 65 SP:Iteration 22Q (2014.872870 sec): 3 clusters Score: Raw -1237441.551885 + Penalty 3013.185953 = -1234428.365932 nChanged 53 SP:Iteration 23Q (2014.942153 sec): 3 clusters Score: Raw -1237451.517861 + Penalty 3013.185953 = -1234438.331908 nChanged 46 SP:Iteration 24Q (2014.995202 sec): 3 clusters Score: Raw -1237463.443526 + Penalty 3013.185953 = -1234450.257573 nChanged 59 SP:Iteration 25Q (2015.053649 sec): 3 clusters Score: Raw -1237479.092207 + Penalty 3013.185953 = -1234465.906254 nChanged 52 SP:Iteration 26Q (2015.112219 sec): 3 clusters Score: Raw -1237489.953825 + Penalty 3013.185953 = -1234476.767872 nChanged 42 SP:Iteration 27Q (2015.182656 sec): 3 clusters Score: Raw -1237499.063893 + Penalty 3013.185953 = -1234485.877940 nChanged 39 SP:Iteration 28Q (2015.237214 sec): 3 clusters Score: Raw -1237507.727246 + Penalty 3013.185953 = -1234494.541293 nChanged 46 SP:Iteration 29Q (2015.284943 sec): 3 clusters Score: Raw -1237520.259571 + Penalty 3013.185953 = -1234507.073618 nChanged 48 SP:Iteration 30Q (2015.350335 sec): 3 clusters Score: Raw -1237532.359848 + Penalty 3013.185953 = -1234519.173895 nChanged 37 SP:Iteration 31Q (2015.410787 sec): 3 clusters Score: Raw -1237538.218410 + Penalty 3013.185953 = -1234525.032457 nChanged 24 SP:Iteration 32Q (2015.478680 sec): 3 clusters Score: Raw -1237542.022794 + Penalty 3013.185953 = -1234528.836841 nChanged 30 SP:Iteration 33Q (2015.528888 sec): 3 clusters Score: Raw -1237548.773139 + Penalty 3013.185953 = -1234535.587186 nChanged 23 SP:Iteration 34Q (2015.592673 sec): 3 clusters Score: Raw -1237552.006186 + Penalty 3013.185953 = -1234538.820233 nChanged 22 SP:Iteration 35Q (2015.653660 sec): 3 clusters Score: Raw -1237554.633084 + Penalty 3013.185953 = -1234541.447131 nChanged 15 SP:Iteration 36Q (2015.712286 sec): 3 clusters Score: Raw -1237555.898397 + Penalty 3013.185953 = -1234542.712444 nChanged 11 SP:Iteration 37Q (2015.773485 sec): 3 clusters Score: Raw -1237557.061915 + Penalty 3013.185953 = -1234543.875962 nChanged 7 SP:Iteration 38Q (2015.835917 sec): 3 clusters Score: Raw -1237557.595309 + Penalty 3013.185953 = -1234544.409356 nChanged 3 SP:Iteration 39Q (2015.889676 sec): 3 clusters Score: Raw -1237557.852498 + Penalty 3013.185953 = -1234544.666545 nChanged 4 SP:Iteration 40F (2015.944181 sec): 3 clusters Score: Raw -1237558.198244 + Penalty 3013.185953 = -1234545.012291 nChanged 3 SP:Iteration 41Q (2016.005948 sec): 3 clusters Score: Raw -1237558.340878 + Penalty 3013.185953 = -1234545.154925 nChanged 3 SP:Iteration 42Q (2016.058156 sec): 3 clusters Score: Raw -1237558.719238 + Penalty 3013.185953 = -1234545.533285 nChanged 1 SP:Iteration 43Q (2016.118239 sec): 3 clusters Score: Raw -1237558.767920 + Penalty 3013.185953 = -1234545.581967 nChanged 0 SP:Iteration 44F (2016.174237 sec): 3 clusters Score: Raw -1237558.767920 + Penalty 3013.185953 = -1234545.581967 nChanged 0 Trying to split cluster 37 (8707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2016.207806 sec): 2 clusters Score: Raw -1097046.781239 + Penalty 1474.180919 = -1095572.600320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2016.272859 sec): 3 clusters Score: Raw -1092178.709092 + Penalty 2948.361838 = -1089230.347253 nChanged 3760 SP:Iteration 1F (2016.334358 sec): 3 clusters Score: Raw -1094381.993933 + Penalty 2948.361838 = -1091433.632094 nChanged 644 SP:Iteration 2F (2016.379559 sec): 3 clusters Score: Raw -1094812.734122 + Penalty 2948.361838 = -1091864.372284 nChanged 612 SP:Iteration 3F (2016.436739 sec): 3 clusters Score: Raw -1095213.341268 + Penalty 2948.361838 = -1092264.979430 nChanged 525 SP:Iteration 4F (2016.489380 sec): 3 clusters Score: Raw -1095596.582238 + Penalty 2948.361838 = -1092648.220400 nChanged 538 SP:Iteration 5F (2016.541118 sec): 3 clusters Score: Raw -1096014.358303 + Penalty 2948.361838 = -1093065.996465 nChanged 524 SP:Iteration 6F (2016.597747 sec): 3 clusters Score: Raw -1096418.792852 + Penalty 2948.361838 = -1093470.431014 nChanged 462 SP:Iteration 7F (2016.658602 sec): 3 clusters Score: Raw -1096757.286045 + Penalty 2948.361838 = -1093808.924207 nChanged 379 SP:Iteration 8Q (2016.717062 sec): 3 clusters Score: Raw -1096989.078100 + Penalty 2948.361838 = -1094040.716262 nChanged 302 SP:Iteration 9Q (2016.785639 sec): 3 clusters Score: Raw -1097161.747591 + Penalty 2948.361838 = -1094213.385752 nChanged 246 SP:Iteration 10Q (2016.833464 sec): 3 clusters Score: Raw -1097284.724242 + Penalty 2948.361838 = -1094336.362404 nChanged 180 SP:Iteration 11Q (2016.891843 sec): 3 clusters Score: Raw -1097367.486653 + Penalty 2948.361838 = -1094419.124815 nChanged 176 SP:Iteration 12Q (2016.960330 sec): 3 clusters Score: Raw -1097440.040670 + Penalty 2948.361838 = -1094491.678832 nChanged 142 SP:Iteration 13Q (2017.009038 sec): 3 clusters Score: Raw -1097493.970890 + Penalty 2948.361838 = -1094545.609052 nChanged 108 SP:Iteration 14Q (2017.059267 sec): 3 clusters Score: Raw -1097530.181735 + Penalty 2948.361838 = -1094581.819897 nChanged 77 SP:Iteration 15Q (2017.114479 sec): 3 clusters Score: Raw -1097559.450199 + Penalty 2948.361838 = -1094611.088361 nChanged 71 SP:Iteration 16Q (2017.183140 sec): 3 clusters Score: Raw -1097580.429301 + Penalty 2948.361838 = -1094632.067463 nChanged 71 SP:Iteration 17Q (2017.241469 sec): 3 clusters Score: Raw -1097600.778771 + Penalty 2948.361838 = -1094652.416932 nChanged 51 SP:Iteration 18Q (2017.303276 sec): 3 clusters Score: Raw -1097610.818256 + Penalty 2948.361838 = -1094662.456418 nChanged 45 SP:Iteration 19Q (2017.365132 sec): 3 clusters Score: Raw -1097619.549319 + Penalty 2948.361838 = -1094671.187481 nChanged 39 SP:Iteration 20F (2017.424098 sec): 3 clusters Score: Raw -1097626.361343 + Penalty 2948.361838 = -1094677.999505 nChanged 39 SP:Iteration 21Q (2017.479956 sec): 3 clusters Score: Raw -1097633.937754 + Penalty 2948.361838 = -1094685.575916 nChanged 38 SP:Iteration 22Q (2017.549010 sec): 3 clusters Score: Raw -1097640.242579 + Penalty 2948.361838 = -1094691.880741 nChanged 26 SP:Iteration 23Q (2017.586126 sec): 3 clusters Score: Raw -1097645.256460 + Penalty 2948.361838 = -1094696.894622 nChanged 22 SP:Iteration 24Q (2017.653616 sec): 3 clusters Score: Raw -1097649.267276 + Penalty 2948.361838 = -1094700.905438 nChanged 18 SP:Iteration 25Q (2017.702222 sec): 3 clusters Score: Raw -1097651.898146 + Penalty 2948.361838 = -1094703.536308 nChanged 14 SP:Iteration 26Q (2017.759553 sec): 3 clusters Score: Raw -1097653.630148 + Penalty 2948.361838 = -1094705.268310 nChanged 13 SP:Iteration 27Q (2017.816039 sec): 3 clusters Score: Raw -1097655.143911 + Penalty 2948.361838 = -1094706.782073 nChanged 9 SP:Iteration 28Q (2017.881370 sec): 3 clusters Score: Raw -1097656.262905 + Penalty 2948.361838 = -1094707.901067 nChanged 5 SP:Iteration 29Q (2017.921601 sec): 3 clusters Score: Raw -1097656.856004 + Penalty 2948.361838 = -1094708.494166 nChanged 2 SP:Iteration 30Q (2017.977897 sec): 3 clusters Score: Raw -1097657.003217 + Penalty 2948.361838 = -1094708.641378 nChanged 1 SP:Iteration 31Q (2018.033542 sec): 3 clusters Score: Raw -1097657.126850 + Penalty 2948.361838 = -1094708.765012 nChanged 0 SP:Iteration 32F (2018.090806 sec): 3 clusters Score: Raw -1097657.126850 + Penalty 2948.361838 = -1094708.765012 nChanged 0 Trying to split cluster 38 (6693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2018.127199 sec): 2 clusters Score: Raw -837978.858655 + Penalty 1431.432841 = -836547.425814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2018.184661 sec): 3 clusters Score: Raw -834359.615749 + Penalty 2862.865682 = -831496.750067 nChanged 2771 SP:Iteration 1F (2018.237013 sec): 3 clusters Score: Raw -835953.407208 + Penalty 2862.865682 = -833090.541526 nChanged 575 SP:Iteration 2F (2018.302110 sec): 3 clusters Score: Raw -836368.355080 + Penalty 2862.865682 = -833505.489398 nChanged 493 SP:Iteration 3F (2018.358098 sec): 3 clusters Score: Raw -836730.798791 + Penalty 2862.865682 = -833867.933109 nChanged 413 SP:Iteration 4F (2018.395547 sec): 3 clusters Score: Raw -837022.509534 + Penalty 2862.865682 = -834159.643852 nChanged 345 SP:Iteration 5F (2018.453664 sec): 3 clusters Score: Raw -837218.557311 + Penalty 2862.865682 = -834355.691629 nChanged 277 SP:Iteration 6Q (2018.509357 sec): 3 clusters Score: Raw -837367.665591 + Penalty 2862.865682 = -834504.799909 nChanged 247 SP:Iteration 7Q (2018.555819 sec): 3 clusters Score: Raw -837520.994486 + Penalty 2862.865682 = -834658.128804 nChanged 234 SP:Iteration 8Q (2018.601225 sec): 3 clusters Score: Raw -837669.028075 + Penalty 2862.865682 = -834806.162393 nChanged 241 SP:Iteration 9Q (2018.636454 sec): 3 clusters Score: Raw -837819.013149 + Penalty 2862.865682 = -834956.147467 nChanged 226 SP:Iteration 10Q (2018.690776 sec): 3 clusters Score: Raw -837937.316380 + Penalty 2862.865682 = -835074.450698 nChanged 202 SP:Iteration 11Q (2018.751556 sec): 3 clusters Score: Raw -838039.228160 + Penalty 2862.865682 = -835176.362478 nChanged 179 SP:Iteration 12Q (2018.788639 sec): 3 clusters Score: Raw -838126.310020 + Penalty 2862.865682 = -835263.444338 nChanged 171 SP:Iteration 13Q (2018.843694 sec): 3 clusters Score: Raw -838227.614445 + Penalty 2862.865682 = -835364.748763 nChanged 202 SP:Iteration 14Q (2018.891350 sec): 3 clusters Score: Raw -838339.847113 + Penalty 2862.865682 = -835476.981431 nChanged 180 SP:Iteration 15Q (2018.937364 sec): 3 clusters Score: Raw -838463.846883 + Penalty 2862.865682 = -835600.981201 nChanged 196 SP:Iteration 16Q (2018.994392 sec): 3 clusters Score: Raw -838600.412077 + Penalty 2862.865682 = -835737.546395 nChanged 170 SP:Iteration 17Q (2019.050693 sec): 3 clusters Score: Raw -838721.303994 + Penalty 2862.865682 = -835858.438312 nChanged 155 SP:Iteration 18Q (2019.104090 sec): 3 clusters Score: Raw -838832.094701 + Penalty 2862.865682 = -835969.229019 nChanged 136 SP:Iteration 19Q (2019.162067 sec): 3 clusters Score: Raw -838923.399638 + Penalty 2862.865682 = -836060.533956 nChanged 113 SP:Iteration 20F (2019.224101 sec): 3 clusters Score: Raw -838992.953556 + Penalty 2862.865682 = -836130.087874 nChanged 85 SP:Iteration 21Q (2019.267053 sec): 3 clusters Score: Raw -839051.056149 + Penalty 2862.865682 = -836188.190467 nChanged 81 SP:Iteration 22Q (2019.322688 sec): 3 clusters Score: Raw -839106.586530 + Penalty 2862.865682 = -836243.720848 nChanged 75 SP:Iteration 23Q (2019.383596 sec): 3 clusters Score: Raw -839151.882461 + Penalty 2862.865682 = -836289.016779 nChanged 53 SP:Iteration 24Q (2019.434841 sec): 3 clusters Score: Raw -839180.119202 + Penalty 2862.865682 = -836317.253520 nChanged 41 SP:Iteration 25Q (2019.478723 sec): 3 clusters Score: Raw -839201.639373 + Penalty 2862.865682 = -836338.773691 nChanged 47 SP:Iteration 26Q (2019.541323 sec): 3 clusters Score: Raw -839221.817669 + Penalty 2862.865682 = -836358.951987 nChanged 34 SP:Iteration 27Q (2019.586774 sec): 3 clusters Score: Raw -839232.814074 + Penalty 2862.865682 = -836369.948392 nChanged 19 SP:Iteration 28Q (2019.638357 sec): 3 clusters Score: Raw -839240.413009 + Penalty 2862.865682 = -836377.547327 nChanged 14 SP:Iteration 29Q (2019.689862 sec): 3 clusters Score: Raw -839246.885676 + Penalty 2862.865682 = -836384.019994 nChanged 16 SP:Iteration 30Q (2019.741311 sec): 3 clusters Score: Raw -839250.848227 + Penalty 2862.865682 = -836387.982545 nChanged 12 SP:Iteration 31Q (2019.795241 sec): 3 clusters Score: Raw -839253.645664 + Penalty 2862.865682 = -836390.779982 nChanged 13 SP:Iteration 32Q (2019.844381 sec): 3 clusters Score: Raw -839256.228171 + Penalty 2862.865682 = -836393.362489 nChanged 5 SP:Iteration 33Q (2019.890039 sec): 3 clusters Score: Raw -839257.479846 + Penalty 2862.865682 = -836394.614164 nChanged 2 SP:Iteration 34Q (2019.939347 sec): 3 clusters Score: Raw -839257.660681 + Penalty 2862.865682 = -836394.794999 nChanged 1 SP:Iteration 35Q (2019.986789 sec): 3 clusters Score: Raw -839257.766863 + Penalty 2862.865682 = -836394.901181 nChanged 0 SP:Iteration 36F (2020.038869 sec): 3 clusters Score: Raw -839257.766863 + Penalty 2862.865682 = -836394.901181 nChanged 0 Trying to split cluster 39 (32851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2020.120141 sec): 2 clusters Score: Raw -4109523.568743 + Penalty 1689.957338 = -4107833.611405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2020.212757 sec): 3 clusters Score: Raw -4089251.708393 + Penalty 3379.914676 = -4085871.793716 nChanged 15078 SP:Iteration 1F (2020.308564 sec): 3 clusters Score: Raw -4098080.341529 + Penalty 3379.914676 = -4094700.426853 nChanged 1665 SP:Iteration 2F (2020.402972 sec): 3 clusters Score: Raw -4098804.916312 + Penalty 3379.914676 = -4095425.001636 nChanged 1774 SP:Iteration 3F (2020.490317 sec): 3 clusters Score: Raw -4099724.026956 + Penalty 3379.914676 = -4096344.112280 nChanged 2054 SP:Iteration 4F (2020.585748 sec): 3 clusters Score: Raw -4101014.236101 + Penalty 3379.914676 = -4097634.321425 nChanged 2303 SP:Iteration 5F (2020.684557 sec): 3 clusters Score: Raw -4102772.215603 + Penalty 3379.914676 = -4099392.300926 nChanged 2376 SP:Iteration 6F (2020.777525 sec): 3 clusters Score: Raw -4104825.248759 + Penalty 3379.914676 = -4101445.334083 nChanged 1993 SP:Iteration 7F (2020.880293 sec): 3 clusters Score: Raw -4106617.110615 + Penalty 3379.914676 = -4103237.195939 nChanged 1460 SP:Iteration 8Q (2020.966059 sec): 3 clusters Score: Raw -4107923.732535 + Penalty 3379.914676 = -4104543.817859 nChanged 940 SP:Iteration 9Q (2021.059672 sec): 3 clusters Score: Raw -4108706.680452 + Penalty 3379.914676 = -4105326.765776 nChanged 557 SP:Iteration 10Q (2021.141747 sec): 3 clusters Score: Raw -4109146.168550 + Penalty 3379.914676 = -4105766.253874 nChanged 334 SP:Iteration 11Q (2021.230708 sec): 3 clusters Score: Raw -4109415.603439 + Penalty 3379.914676 = -4106035.688763 nChanged 191 SP:Iteration 12Q (2021.315678 sec): 3 clusters Score: Raw -4109565.285666 + Penalty 3379.914676 = -4106185.370990 nChanged 102 SP:Iteration 13Q (2021.410979 sec): 3 clusters Score: Raw -4109642.224997 + Penalty 3379.914676 = -4106262.310320 nChanged 70 SP:Iteration 14Q (2021.496438 sec): 3 clusters Score: Raw -4109688.246289 + Penalty 3379.914676 = -4106308.331613 nChanged 43 SP:Iteration 15Q (2021.582634 sec): 3 clusters Score: Raw -4109718.696016 + Penalty 3379.914676 = -4106338.781340 nChanged 29 SP:Iteration 16Q (2021.663529 sec): 3 clusters Score: Raw -4109739.060429 + Penalty 3379.914676 = -4106359.145753 nChanged 28 SP:Iteration 17Q (2021.746174 sec): 3 clusters Score: Raw -4109758.951211 + Penalty 3379.914676 = -4106379.036535 nChanged 21 SP:Iteration 18Q (2021.825042 sec): 3 clusters Score: Raw -4109776.760889 + Penalty 3379.914676 = -4106396.846213 nChanged 16 SP:Iteration 19Q (2021.905460 sec): 3 clusters Score: Raw -4109785.822798 + Penalty 3379.914676 = -4106405.908122 nChanged 10 SP:Iteration 20F (2022.001063 sec): 3 clusters Score: Raw -4109790.342664 + Penalty 3379.914676 = -4106410.427988 nChanged 5 SP:Iteration 21Q (2022.082721 sec): 3 clusters Score: Raw -4109793.844501 + Penalty 3379.914676 = -4106413.929825 nChanged 5 SP:Iteration 22Q (2022.173597 sec): 3 clusters Score: Raw -4109796.286251 + Penalty 3379.914676 = -4106416.371574 nChanged 5 SP:Iteration 23Q (2022.257519 sec): 3 clusters Score: Raw -4109799.742296 + Penalty 3379.914676 = -4106419.827620 nChanged 5 SP:Iteration 24Q (2022.333165 sec): 3 clusters Score: Raw -4109803.438820 + Penalty 3379.914676 = -4106423.524144 nChanged 3 SP:Iteration 25Q (2022.424626 sec): 3 clusters Score: Raw -4109805.387654 + Penalty 3379.914676 = -4106425.472978 nChanged 4 SP:Iteration 26Q (2022.514945 sec): 3 clusters Score: Raw -4109807.820779 + Penalty 3379.914676 = -4106427.906103 nChanged 4 SP:Iteration 27Q (2022.601276 sec): 3 clusters Score: Raw -4109811.192948 + Penalty 3379.914676 = -4106431.278272 nChanged 6 SP:Iteration 28Q (2022.692123 sec): 3 clusters Score: Raw -4109814.796879 + Penalty 3379.914676 = -4106434.882203 nChanged 4 SP:Iteration 29Q (2022.774866 sec): 3 clusters Score: Raw -4109817.893381 + Penalty 3379.914676 = -4106437.978705 nChanged 4 SP:Iteration 30Q (2022.866224 sec): 3 clusters Score: Raw -4109819.465488 + Penalty 3379.914676 = -4106439.550812 nChanged 4 SP:Iteration 31Q (2022.944823 sec): 3 clusters Score: Raw -4109821.689020 + Penalty 3379.914676 = -4106441.774344 nChanged 6 SP:Iteration 32Q (2023.023157 sec): 3 clusters Score: Raw -4109826.658360 + Penalty 3379.914676 = -4106446.743684 nChanged 3 SP:Iteration 33Q (2023.105781 sec): 3 clusters Score: Raw -4109829.679877 + Penalty 3379.914676 = -4106449.765201 nChanged 3 SP:Iteration 34Q (2023.189394 sec): 3 clusters Score: Raw -4109831.968539 + Penalty 3379.914676 = -4106452.053863 nChanged 2 SP:Iteration 35Q (2023.289190 sec): 3 clusters Score: Raw -4109833.005656 + Penalty 3379.914676 = -4106453.090980 nChanged 3 SP:Iteration 36Q (2023.374629 sec): 3 clusters Score: Raw -4109834.729528 + Penalty 3379.914676 = -4106454.814852 nChanged 1 SP:Iteration 37Q (2023.457655 sec): 3 clusters Score: Raw -4109835.524686 + Penalty 3379.914676 = -4106455.610010 nChanged 1 SP:Iteration 38Q (2023.540794 sec): 3 clusters Score: Raw -4109836.091615 + Penalty 3379.914676 = -4106456.176939 nChanged 1 SP:Iteration 39Q (2023.621045 sec): 3 clusters Score: Raw -4109837.204383 + Penalty 3379.914676 = -4106457.289707 nChanged 1 SP:Iteration 40F (2023.715271 sec): 3 clusters Score: Raw -4109837.544306 + Penalty 3379.914676 = -4106457.629630 nChanged 0 Iteration 139Q (2030.937990 sec): 40 clusters Score: Raw -84139487.990217 + Penalty 85183.316683 = -84054304.673534 nChanged 329 Iteration 140F (2047.156409 sec): 40 clusters Score: Raw -84139504.672705 + Penalty 85183.316683 = -84054321.356022 nChanged 355 Iteration 141Q (2054.679142 sec): 40 clusters Score: Raw -84139523.585457 + Penalty 85183.316683 = -84054340.268774 nChanged 359 Iteration 142Q (2062.035280 sec): 40 clusters Score: Raw -84139544.372725 + Penalty 85183.316683 = -84054361.056042 nChanged 370 Iteration 143Q (2069.022276 sec): 40 clusters Score: Raw -84139565.593031 + Penalty 85183.316683 = -84054382.276349 nChanged 371 Iteration 144Q (2076.063445 sec): 40 clusters Score: Raw -84139587.018358 + Penalty 85183.316683 = -84054403.701675 nChanged 372 Iteration 145Q (2082.883896 sec): 40 clusters Score: Raw -84139608.645649 + Penalty 85183.316683 = -84054425.328966 nChanged 367 Iteration 146Q (2090.251204 sec): 40 clusters Score: Raw -84139628.381366 + Penalty 85183.316683 = -84054445.064684 nChanged 354 Iteration 147Q (2097.566782 sec): 40 clusters Score: Raw -84139647.276217 + Penalty 85183.316683 = -84054463.959534 nChanged 344 Iteration 148Q (2104.856201 sec): 40 clusters Score: Raw -84139665.345803 + Penalty 85183.316683 = -84054482.029120 nChanged 338 Iteration 149Q (2112.179482 sec): 40 clusters Score: Raw -84139682.965992 + Penalty 85183.316683 = -84054499.649310 nChanged 306 Iteration 150Q (2119.503922 sec): 40 clusters Score: Raw -84139699.238694 + Penalty 85183.316683 = -84054515.922011 nChanged 315 Iteration 151Q (2126.794635 sec): 40 clusters Score: Raw -84139715.839744 + Penalty 85183.316683 = -84054532.523061 nChanged 292 Iteration 152Q (2134.176291 sec): 40 clusters Score: Raw -84139731.547346 + Penalty 85183.316683 = -84054548.230663 nChanged 308 Iteration 153Q (2141.498623 sec): 40 clusters Score: Raw -84139748.547187 + Penalty 85183.316683 = -84054565.230504 nChanged 314 Iteration 154Q (2148.812225 sec): 40 clusters Score: Raw -84139767.372938 + Penalty 85183.316683 = -84054584.056255 nChanged 330 Iteration 155Q (2156.053129 sec): 40 clusters Score: Raw -84139787.897187 + Penalty 85183.316683 = -84054604.580504 nChanged 346 Iteration 156Q (2163.373410 sec): 40 clusters Score: Raw -84139807.952425 + Penalty 85183.316683 = -84054624.635742 nChanged 347 Iteration 157Q (2170.503309 sec): 40 clusters Score: Raw -84139827.560402 + Penalty 85183.316683 = -84054644.243720 nChanged 344 Iteration 158Q (2177.726142 sec): 40 clusters Score: Raw -84139849.737121 + Penalty 85183.316683 = -84054666.420439 nChanged 333 Iteration 159Q (2185.052320 sec): 40 clusters Score: Raw -84139870.258190 + Penalty 85183.316683 = -84054686.941508 nChanged 351 Iteration 160F (2201.325212 sec): 40 clusters Score: Raw -84139892.668415 + Penalty 85183.316683 = -84054709.351732 nChanged 373 Iteration 161Q (2208.632809 sec): 40 clusters Score: Raw -84139917.977862 + Penalty 85183.316683 = -84054734.661180 nChanged 366 Iteration 162Q (2215.941532 sec): 40 clusters Score: Raw -84139944.837834 + Penalty 85183.316683 = -84054761.521151 nChanged 393 Iteration 163Q (2223.266808 sec): 40 clusters Score: Raw -84139972.338044 + Penalty 85183.316683 = -84054789.021361 nChanged 416 Iteration 164Q (2230.654940 sec): 40 clusters Score: Raw -84140001.279746 + Penalty 85183.316683 = -84054817.963063 nChanged 425 Iteration 165Q (2237.864882 sec): 40 clusters Score: Raw -84140030.391188 + Penalty 85183.316683 = -84054847.074506 nChanged 386 Iteration 166Q (2245.197288 sec): 40 clusters Score: Raw -84140056.267744 + Penalty 85183.316683 = -84054872.951061 nChanged 375 Iteration 167Q (2252.586198 sec): 40 clusters Score: Raw -84140080.722539 + Penalty 85183.316683 = -84054897.405856 nChanged 369 Iteration 168Q (2259.928228 sec): 40 clusters Score: Raw -84140103.183921 + Penalty 85183.316683 = -84054919.867238 nChanged 375 Iteration 169Q (2266.979715 sec): 40 clusters Score: Raw -84140126.468998 + Penalty 85183.316683 = -84054943.152316 nChanged 370 Iteration 170Q (2274.179490 sec): 40 clusters Score: Raw -84140149.516633 + Penalty 85183.316683 = -84054966.199950 nChanged 373 Iteration 171Q (2281.330610 sec): 40 clusters Score: Raw -84140173.473194 + Penalty 85183.316683 = -84054990.156512 nChanged 365 Iteration 172Q (2288.559061 sec): 40 clusters Score: Raw -84140195.499443 + Penalty 85183.316683 = -84055012.182760 nChanged 336 Iteration 173Q (2295.800990 sec): 40 clusters Score: Raw -84140215.425862 + Penalty 85183.316683 = -84055032.109179 nChanged 319 Iteration 174Q (2302.988983 sec): 40 clusters Score: Raw -84140232.600498 + Penalty 85183.316683 = -84055049.283815 nChanged 303 Iteration 175Q (2310.215799 sec): 40 clusters Score: Raw -84140249.373417 + Penalty 85183.316683 = -84055066.056735 nChanged 317 Iteration 176Q (2317.422300 sec): 40 clusters Score: Raw -84140267.013685 + Penalty 85183.316683 = -84055083.697002 nChanged 295 Iteration 177Q (2324.648679 sec): 40 clusters Score: Raw -84140281.446196 + Penalty 85183.316683 = -84055098.129513 nChanged 281 Iteration 178Q (2331.930229 sec): 40 clusters Score: Raw -84140294.269842 + Penalty 85183.316683 = -84055110.953159 nChanged 242 Writing temp clu file Because OldScore, -84055098.129513, is greater than current (better) Score,-84055110.953159 Compute initial score before splitting: Score: Raw -84140294.269842 + Penalty 85183.316683 = -84055110.953159 Trying to split cluster 1 (3146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2332.133237 sec): 2 clusters Score: Raw -376313.475387 + Penalty 1308.756651 = -375004.718736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2332.182075 sec): 3 clusters Score: Raw -374848.952546 + Penalty 2617.513302 = -372231.439244 nChanged 1241 SP:Iteration 1F (2332.229946 sec): 3 clusters Score: Raw -375734.869004 + Penalty 2617.513302 = -373117.355701 nChanged 294 SP:Iteration 2F (2332.281671 sec): 3 clusters Score: Raw -375983.490781 + Penalty 2617.513302 = -373365.977479 nChanged 200 SP:Iteration 3F (2332.337511 sec): 3 clusters Score: Raw -376141.030587 + Penalty 2617.513302 = -373523.517284 nChanged 158 SP:Iteration 4F (2332.388977 sec): 3 clusters Score: Raw -376259.601041 + Penalty 2617.513302 = -373642.087738 nChanged 105 SP:Iteration 5Q (2332.419650 sec): 3 clusters Score: Raw -376334.514378 + Penalty 2617.513302 = -373717.001076 nChanged 91 SP:Iteration 6Q (2332.467797 sec): 3 clusters Score: Raw -376410.856369 + Penalty 2617.513302 = -373793.343067 nChanged 90 SP:Iteration 7Q (2332.513128 sec): 3 clusters Score: Raw -376509.678038 + Penalty 2617.513302 = -373892.164735 nChanged 104 SP:Iteration 8Q (2332.559344 sec): 3 clusters Score: Raw -376654.780705 + Penalty 2617.513302 = -374037.267403 nChanged 111 SP:Iteration 9Q (2332.603972 sec): 3 clusters Score: Raw -376838.013285 + Penalty 2617.513302 = -374220.499982 nChanged 121 SP:Iteration 10Q (2332.643766 sec): 3 clusters Score: Raw -376984.057950 + Penalty 2617.513302 = -374366.544648 nChanged 94 SP:Iteration 11Q (2332.688457 sec): 3 clusters Score: Raw -377074.559171 + Penalty 2617.513302 = -374457.045868 nChanged 83 SP:Iteration 12Q (2332.736032 sec): 3 clusters Score: Raw -377152.671165 + Penalty 2617.513302 = -374535.157863 nChanged 73 SP:Iteration 13Q (2332.776963 sec): 3 clusters Score: Raw -377221.654311 + Penalty 2617.513302 = -374604.141009 nChanged 67 SP:Iteration 14Q (2332.819907 sec): 3 clusters Score: Raw -377285.040241 + Penalty 2617.513302 = -374667.526938 nChanged 55 SP:Iteration 15Q (2332.869171 sec): 3 clusters Score: Raw -377325.398932 + Penalty 2617.513302 = -374707.885630 nChanged 38 SP:Iteration 16Q (2332.907219 sec): 3 clusters Score: Raw -377345.809695 + Penalty 2617.513302 = -374728.296393 nChanged 24 SP:Iteration 17Q (2332.944611 sec): 3 clusters Score: Raw -377358.623153 + Penalty 2617.513302 = -374741.109851 nChanged 22 SP:Iteration 18Q (2332.988257 sec): 3 clusters Score: Raw -377368.951233 + Penalty 2617.513302 = -374751.437931 nChanged 10 SP:Iteration 19Q (2333.034236 sec): 3 clusters Score: Raw -377374.227616 + Penalty 2617.513302 = -374756.714314 nChanged 14 SP:Iteration 20F (2333.068302 sec): 3 clusters Score: Raw -377387.006715 + Penalty 2617.513302 = -374769.493413 nChanged 16 SP:Iteration 21Q (2333.106419 sec): 3 clusters Score: Raw -377400.943261 + Penalty 2617.513302 = -374783.429958 nChanged 15 SP:Iteration 22Q (2333.155879 sec): 3 clusters Score: Raw -377416.668727 + Penalty 2617.513302 = -374799.155424 nChanged 19 SP:Iteration 23Q (2333.198606 sec): 3 clusters Score: Raw -377441.798833 + Penalty 2617.513302 = -374824.285531 nChanged 25 SP:Iteration 24Q (2333.235313 sec): 3 clusters Score: Raw -377469.687075 + Penalty 2617.513302 = -374852.173773 nChanged 25 SP:Iteration 25Q (2333.275510 sec): 3 clusters Score: Raw -377497.603466 + Penalty 2617.513302 = -374880.090164 nChanged 26 SP:Iteration 26Q (2333.339546 sec): 3 clusters Score: Raw -377520.402877 + Penalty 2617.513302 = -374902.889575 nChanged 18 SP:Iteration 27Q (2333.388347 sec): 3 clusters Score: Raw -377533.240084 + Penalty 2617.513302 = -374915.726782 nChanged 19 SP:Iteration 28Q (2333.425014 sec): 3 clusters Score: Raw -377544.992682 + Penalty 2617.513302 = -374927.479380 nChanged 16 SP:Iteration 29Q (2333.470734 sec): 3 clusters Score: Raw -377554.220888 + Penalty 2617.513302 = -374936.707586 nChanged 11 SP:Iteration 30Q (2333.505969 sec): 3 clusters Score: Raw -377558.971213 + Penalty 2617.513302 = -374941.457911 nChanged 5 SP:Iteration 31Q (2333.532395 sec): 3 clusters Score: Raw -377560.546579 + Penalty 2617.513302 = -374943.033277 nChanged 3 SP:Iteration 32Q (2333.576131 sec): 3 clusters Score: Raw -377561.687173 + Penalty 2617.513302 = -374944.173871 nChanged 1 SP:Iteration 33Q (2333.628839 sec): 3 clusters Score: Raw -377561.852783 + Penalty 2617.513302 = -374944.339481 nChanged 1 SP:Iteration 34Q (2333.677170 sec): 3 clusters Score: Raw -377562.726023 + Penalty 2617.513302 = -374945.212721 nChanged 3 SP:Iteration 35Q (2333.705400 sec): 3 clusters Score: Raw -377563.722718 + Penalty 2617.513302 = -374946.209416 nChanged 1 SP:Iteration 36Q (2333.749344 sec): 3 clusters Score: Raw -377563.874228 + Penalty 2617.513302 = -374946.360926 nChanged 0 SP:Iteration 37F (2333.788391 sec): 3 clusters Score: Raw -377563.874228 + Penalty 2617.513302 = -374946.360926 nChanged 0 Trying to split cluster 2 (17208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2333.838380 sec): 2 clusters Score: Raw -2026560.725702 + Penalty 1584.883572 = -2024975.842131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2333.906945 sec): 3 clusters Score: Raw -2016264.961347 + Penalty 3169.767143 = -2013095.194204 nChanged 7759 SP:Iteration 1F (2333.979247 sec): 3 clusters Score: Raw -2020614.015420 + Penalty 3169.767143 = -2017444.248277 nChanged 1148 SP:Iteration 2F (2334.046477 sec): 3 clusters Score: Raw -2021132.074986 + Penalty 3169.767143 = -2017962.307843 nChanged 989 SP:Iteration 3F (2334.107790 sec): 3 clusters Score: Raw -2021638.445120 + Penalty 3169.767143 = -2018468.677977 nChanged 1000 SP:Iteration 4F (2334.177002 sec): 3 clusters Score: Raw -2022329.955835 + Penalty 3169.767143 = -2019160.188692 nChanged 1129 SP:Iteration 5F (2334.243389 sec): 3 clusters Score: Raw -2023200.884430 + Penalty 3169.767143 = -2020031.117287 nChanged 1148 SP:Iteration 6F (2334.322144 sec): 3 clusters Score: Raw -2024036.211749 + Penalty 3169.767143 = -2020866.444606 nChanged 1047 SP:Iteration 7F (2334.385523 sec): 3 clusters Score: Raw -2024791.241487 + Penalty 3169.767143 = -2021621.474344 nChanged 923 SP:Iteration 8F (2334.454478 sec): 3 clusters Score: Raw -2025455.909221 + Penalty 3169.767143 = -2022286.142078 nChanged 767 SP:Iteration 9Q (2334.522249 sec): 3 clusters Score: Raw -2025975.498754 + Penalty 3169.767143 = -2022805.731611 nChanged 666 SP:Iteration 10Q (2334.589827 sec): 3 clusters Score: Raw -2026395.975952 + Penalty 3169.767143 = -2023226.208808 nChanged 543 SP:Iteration 11Q (2334.658749 sec): 3 clusters Score: Raw -2026718.332965 + Penalty 3169.767143 = -2023548.565822 nChanged 466 SP:Iteration 12Q (2334.726371 sec): 3 clusters Score: Raw -2026970.439136 + Penalty 3169.767143 = -2023800.671993 nChanged 382 SP:Iteration 13Q (2334.800314 sec): 3 clusters Score: Raw -2027136.908937 + Penalty 3169.767143 = -2023967.141794 nChanged 291 SP:Iteration 14Q (2334.873025 sec): 3 clusters Score: Raw -2027234.637198 + Penalty 3169.767143 = -2024064.870055 nChanged 233 SP:Iteration 15Q (2334.940768 sec): 3 clusters Score: Raw -2027316.631733 + Penalty 3169.767143 = -2024146.864590 nChanged 206 SP:Iteration 16Q (2335.020793 sec): 3 clusters Score: Raw -2027380.582840 + Penalty 3169.767143 = -2024210.815697 nChanged 173 SP:Iteration 17Q (2335.086090 sec): 3 clusters Score: Raw -2027428.921611 + Penalty 3169.767143 = -2024259.154468 nChanged 146 SP:Iteration 18Q (2335.146855 sec): 3 clusters Score: Raw -2027468.778899 + Penalty 3169.767143 = -2024299.011756 nChanged 107 SP:Iteration 19Q (2335.220155 sec): 3 clusters Score: Raw -2027494.256869 + Penalty 3169.767143 = -2024324.489726 nChanged 103 SP:Iteration 20F (2335.284264 sec): 3 clusters Score: Raw -2027515.162174 + Penalty 3169.767143 = -2024345.395031 nChanged 79 SP:Iteration 21Q (2335.346661 sec): 3 clusters Score: Raw -2027534.356968 + Penalty 3169.767143 = -2024364.589825 nChanged 80 SP:Iteration 22Q (2335.420649 sec): 3 clusters Score: Raw -2027550.376668 + Penalty 3169.767143 = -2024380.609525 nChanged 72 SP:Iteration 23Q (2335.485156 sec): 3 clusters Score: Raw -2027562.164717 + Penalty 3169.767143 = -2024392.397574 nChanged 66 SP:Iteration 24Q (2335.557147 sec): 3 clusters Score: Raw -2027572.221418 + Penalty 3169.767143 = -2024402.454275 nChanged 56 SP:Iteration 25Q (2335.619367 sec): 3 clusters Score: Raw -2027580.066574 + Penalty 3169.767143 = -2024410.299431 nChanged 41 SP:Iteration 26Q (2335.697549 sec): 3 clusters Score: Raw -2027585.287370 + Penalty 3169.767143 = -2024415.520227 nChanged 35 SP:Iteration 27Q (2335.771761 sec): 3 clusters Score: Raw -2027589.513387 + Penalty 3169.767143 = -2024419.746244 nChanged 33 SP:Iteration 28Q (2335.837031 sec): 3 clusters Score: Raw -2027593.051550 + Penalty 3169.767143 = -2024423.284407 nChanged 27 SP:Iteration 29Q (2335.908075 sec): 3 clusters Score: Raw -2027596.010808 + Penalty 3169.767143 = -2024426.243665 nChanged 28 SP:Iteration 30Q (2335.979656 sec): 3 clusters Score: Raw -2027599.450017 + Penalty 3169.767143 = -2024429.682874 nChanged 28 SP:Iteration 31Q (2336.051060 sec): 3 clusters Score: Raw -2027604.278006 + Penalty 3169.767143 = -2024434.510863 nChanged 34 SP:Iteration 32Q (2336.111097 sec): 3 clusters Score: Raw -2027609.500973 + Penalty 3169.767143 = -2024439.733830 nChanged 30 SP:Iteration 33Q (2336.174995 sec): 3 clusters Score: Raw -2027612.770040 + Penalty 3169.767143 = -2024443.002897 nChanged 26 SP:Iteration 34Q (2336.248447 sec): 3 clusters Score: Raw -2027614.662782 + Penalty 3169.767143 = -2024444.895639 nChanged 19 SP:Iteration 35Q (2336.316106 sec): 3 clusters Score: Raw -2027616.302343 + Penalty 3169.767143 = -2024446.535200 nChanged 17 SP:Iteration 36Q (2336.386260 sec): 3 clusters Score: Raw -2027617.639759 + Penalty 3169.767143 = -2024447.872616 nChanged 15 SP:Iteration 37Q (2336.438112 sec): 3 clusters Score: Raw -2027618.509253 + Penalty 3169.767143 = -2024448.742110 nChanged 6 SP:Iteration 38Q (2336.506942 sec): 3 clusters Score: Raw -2027618.879418 + Penalty 3169.767143 = -2024449.112275 nChanged 6 SP:Iteration 39Q (2336.574322 sec): 3 clusters Score: Raw -2027619.196791 + Penalty 3169.767143 = -2024449.429648 nChanged 4 SP:Iteration 40F (2336.639059 sec): 3 clusters Score: Raw -2027619.386367 + Penalty 3169.767143 = -2024449.619224 nChanged 0 Trying to split cluster 3 (58045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2336.743194 sec): 2 clusters Score: Raw -7389995.830201 + Penalty 1782.458251 = -7388213.371950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2336.874364 sec): 3 clusters Score: Raw -7352802.056369 + Penalty 3564.916502 = -7349237.139867 nChanged 27369 SP:Iteration 1F (2337.003367 sec): 3 clusters Score: Raw -7368862.281273 + Penalty 3564.916502 = -7365297.364771 nChanged 2667 SP:Iteration 2Q (2337.137439 sec): 3 clusters Score: Raw -7369761.888993 + Penalty 3564.916502 = -7366196.972492 nChanged 2679 SP:Iteration 3Q (2337.272998 sec): 3 clusters Score: Raw -7370802.695770 + Penalty 3564.916502 = -7367237.779268 nChanged 2801 SP:Iteration 4Q (2337.415957 sec): 3 clusters Score: Raw -7372048.214064 + Penalty 3564.916502 = -7368483.297563 nChanged 3059 SP:Iteration 5F (2337.558410 sec): 3 clusters Score: Raw -7373754.868574 + Penalty 3564.916502 = -7370189.952073 nChanged 3464 SP:Iteration 6F (2337.683353 sec): 3 clusters Score: Raw -7376028.246120 + Penalty 3564.916502 = -7372463.329619 nChanged 3591 SP:Iteration 7F (2337.806556 sec): 3 clusters Score: Raw -7378493.551313 + Penalty 3564.916502 = -7374928.634811 nChanged 3302 SP:Iteration 8F (2337.941844 sec): 3 clusters Score: Raw -7380608.598720 + Penalty 3564.916502 = -7377043.682218 nChanged 2709 SP:Iteration 9Q (2338.079768 sec): 3 clusters Score: Raw -7381975.586180 + Penalty 3564.916502 = -7378410.669679 nChanged 1940 SP:Iteration 10Q (2338.213907 sec): 3 clusters Score: Raw -7382737.738319 + Penalty 3564.916502 = -7379172.821818 nChanged 1371 SP:Iteration 11Q (2338.348977 sec): 3 clusters Score: Raw -7383211.997257 + Penalty 3564.916502 = -7379647.080756 nChanged 1225 SP:Iteration 12Q (2338.478711 sec): 3 clusters Score: Raw -7383656.871148 + Penalty 3564.916502 = -7380091.954647 nChanged 1222 SP:Iteration 13Q (2338.625346 sec): 3 clusters Score: Raw -7384120.362107 + Penalty 3564.916502 = -7380555.445606 nChanged 1240 SP:Iteration 14Q (2338.760852 sec): 3 clusters Score: Raw -7384625.661338 + Penalty 3564.916502 = -7381060.744836 nChanged 1227 SP:Iteration 15Q (2338.885504 sec): 3 clusters Score: Raw -7385155.950900 + Penalty 3564.916502 = -7381591.034398 nChanged 1263 SP:Iteration 16Q (2339.015380 sec): 3 clusters Score: Raw -7385731.727790 + Penalty 3564.916502 = -7382166.811289 nChanged 1291 SP:Iteration 17Q (2339.151666 sec): 3 clusters Score: Raw -7386367.148533 + Penalty 3564.916502 = -7382802.232032 nChanged 1283 SP:Iteration 18Q (2339.275779 sec): 3 clusters Score: Raw -7387066.771923 + Penalty 3564.916502 = -7383501.855421 nChanged 1174 SP:Iteration 19Q (2339.381140 sec): 3 clusters Score: Raw -7387744.252182 + Penalty 3564.916502 = -7384179.335681 nChanged 1037 SP:Iteration 20F (2339.515621 sec): 3 clusters Score: Raw -7388393.319801 + Penalty 3564.916502 = -7384828.403299 nChanged 913 SP:Iteration 21Q (2339.640628 sec): 3 clusters Score: Raw -7389042.818950 + Penalty 3564.916502 = -7385477.902448 nChanged 779 SP:Iteration 22Q (2339.770004 sec): 3 clusters Score: Raw -7389647.712308 + Penalty 3564.916502 = -7386082.795807 nChanged 635 SP:Iteration 23Q (2339.897217 sec): 3 clusters Score: Raw -7390145.019925 + Penalty 3564.916502 = -7386580.103424 nChanged 482 SP:Iteration 24Q (2340.019765 sec): 3 clusters Score: Raw -7390487.166672 + Penalty 3564.916502 = -7386922.250170 nChanged 369 SP:Iteration 25Q (2340.138709 sec): 3 clusters Score: Raw -7390703.103389 + Penalty 3564.916502 = -7387138.186888 nChanged 296 SP:Iteration 26Q (2340.235104 sec): 3 clusters Score: Raw -7390837.757938 + Penalty 3564.916502 = -7387272.841437 nChanged 236 SP:Iteration 27Q (2340.366617 sec): 3 clusters Score: Raw -7390932.858866 + Penalty 3564.916502 = -7387367.942365 nChanged 195 SP:Iteration 28Q (2340.494909 sec): 3 clusters Score: Raw -7391003.442085 + Penalty 3564.916502 = -7387438.525584 nChanged 135 SP:Iteration 29Q (2340.611631 sec): 3 clusters Score: Raw -7391049.152205 + Penalty 3564.916502 = -7387484.235703 nChanged 120 SP:Iteration 30Q (2340.731718 sec): 3 clusters Score: Raw -7391080.196000 + Penalty 3564.916502 = -7387515.279499 nChanged 91 SP:Iteration 31Q (2340.849569 sec): 3 clusters Score: Raw -7391103.921109 + Penalty 3564.916502 = -7387539.004608 nChanged 66 SP:Iteration 32Q (2340.963644 sec): 3 clusters Score: Raw -7391114.853729 + Penalty 3564.916502 = -7387549.937227 nChanged 44 SP:Iteration 33Q (2341.074320 sec): 3 clusters Score: Raw -7391121.152052 + Penalty 3564.916502 = -7387556.235551 nChanged 30 SP:Iteration 34Q (2341.182272 sec): 3 clusters Score: Raw -7391126.483414 + Penalty 3564.916502 = -7387561.566913 nChanged 31 SP:Iteration 35Q (2341.293294 sec): 3 clusters Score: Raw -7391131.742916 + Penalty 3564.916502 = -7387566.826415 nChanged 26 SP:Iteration 36Q (2341.408288 sec): 3 clusters Score: Raw -7391134.917871 + Penalty 3564.916502 = -7387570.001370 nChanged 20 SP:Iteration 37Q (2341.535460 sec): 3 clusters Score: Raw -7391136.803603 + Penalty 3564.916502 = -7387571.887101 nChanged 10 SP:Iteration 38Q (2341.664746 sec): 3 clusters Score: Raw -7391137.672314 + Penalty 3564.916502 = -7387572.755812 nChanged 6 SP:Iteration 39Q (2341.771460 sec): 3 clusters Score: Raw -7391138.102131 + Penalty 3564.916502 = -7387573.185629 nChanged 3 SP:Iteration 40F (2341.880270 sec): 3 clusters Score: Raw -7391138.621627 + Penalty 3564.916502 = -7387573.705126 nChanged 3 SP:Iteration 41Q (2341.983355 sec): 3 clusters Score: Raw -7391139.095315 + Penalty 3564.916502 = -7387574.178814 nChanged 3 SP:Iteration 42Q (2342.104391 sec): 3 clusters Score: Raw -7391139.324261 + Penalty 3564.916502 = -7387574.407760 nChanged 6 SP:Iteration 43Q (2342.220793 sec): 3 clusters Score: Raw -7391139.772091 + Penalty 3564.916502 = -7387574.855590 nChanged 3 SP:Iteration 44Q (2342.332704 sec): 3 clusters Score: Raw -7391139.978388 + Penalty 3564.916502 = -7387575.061886 nChanged 3 SP:Iteration 45Q (2342.447847 sec): 3 clusters Score: Raw -7391140.217193 + Penalty 3564.916502 = -7387575.300692 nChanged 4 SP:Iteration 46Q (2342.560902 sec): 3 clusters Score: Raw -7391140.567263 + Penalty 3564.916502 = -7387575.650762 nChanged 3 SP:Iteration 47Q (2342.662038 sec): 3 clusters Score: Raw -7391140.800606 + Penalty 3564.916502 = -7387575.884104 nChanged 1 SP:Iteration 48Q (2342.797987 sec): 3 clusters Score: Raw -7391140.878377 + Penalty 3564.916502 = -7387575.961875 nChanged 3 SP:Iteration 49Q (2342.908860 sec): 3 clusters Score: Raw -7391141.097992 + Penalty 3564.916502 = -7387576.181491 nChanged 3 SP:Iteration 50Q (2343.031992 sec): 3 clusters Score: Raw -7391141.381951 + Penalty 3564.916502 = -7387576.465449 nChanged 3 SP:Iteration 51Q (2343.150579 sec): 3 clusters Score: Raw -7391141.915525 + Penalty 3564.916502 = -7387576.999024 nChanged 6 SP:Iteration 52Q (2343.271651 sec): 3 clusters Score: Raw -7391142.565583 + Penalty 3564.916502 = -7387577.649081 nChanged 7 SP:Iteration 53Q (2343.385066 sec): 3 clusters Score: Raw -7391143.239689 + Penalty 3564.916502 = -7387578.323188 nChanged 4 SP:Iteration 54Q (2343.501279 sec): 3 clusters Score: Raw -7391143.560924 + Penalty 3564.916502 = -7387578.644422 nChanged 4 SP:Iteration 55Q (2343.619001 sec): 3 clusters Score: Raw -7391143.947586 + Penalty 3564.916502 = -7387579.031085 nChanged 3 SP:Iteration 56Q (2343.735976 sec): 3 clusters Score: Raw -7391144.263259 + Penalty 3564.916502 = -7387579.346758 nChanged 3 SP:Iteration 57Q (2343.852534 sec): 3 clusters Score: Raw -7391144.670560 + Penalty 3564.916502 = -7387579.754059 nChanged 4 SP:Iteration 58Q (2343.979428 sec): 3 clusters Score: Raw -7391145.061961 + Penalty 3564.916502 = -7387580.145460 nChanged 2 SP:Iteration 59Q (2344.100109 sec): 3 clusters Score: Raw -7391145.634205 + Penalty 3564.916502 = -7387580.717704 nChanged 4 SP:Iteration 60F (2344.234953 sec): 3 clusters Score: Raw -7391146.278708 + Penalty 3564.916502 = -7387581.362206 nChanged 1 SP:Iteration 61Q (2344.347464 sec): 3 clusters Score: Raw -7391146.344140 + Penalty 3564.916502 = -7387581.427639 nChanged 1 SP:Iteration 62Q (2344.469607 sec): 3 clusters Score: Raw -7391146.420269 + Penalty 3564.916502 = -7387581.503767 nChanged 0 SP:Iteration 63F (2344.602258 sec): 3 clusters Score: Raw -7391146.420269 + Penalty 3564.916502 = -7387581.503767 nChanged 0 Trying to split cluster 4 (12806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2344.636817 sec): 2 clusters Score: Raw -1604700.077624 + Penalty 1536.871227 = -1603163.206397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2344.697833 sec): 3 clusters Score: Raw -1597277.949175 + Penalty 3073.742454 = -1594204.206721 nChanged 5619 SP:Iteration 1F (2344.759804 sec): 3 clusters Score: Raw -1600690.795918 + Penalty 3073.742454 = -1597617.053464 nChanged 942 SP:Iteration 2F (2344.820937 sec): 3 clusters Score: Raw -1601253.298904 + Penalty 3073.742454 = -1598179.556450 nChanged 822 SP:Iteration 3F (2344.884521 sec): 3 clusters Score: Raw -1601719.336312 + Penalty 3073.742454 = -1598645.593858 nChanged 686 SP:Iteration 4F (2344.948229 sec): 3 clusters Score: Raw -1602120.414346 + Penalty 3073.742454 = -1599046.671892 nChanged 629 SP:Iteration 5Q (2345.025026 sec): 3 clusters Score: Raw -1602506.180036 + Penalty 3073.742454 = -1599432.437582 nChanged 585 SP:Iteration 6Q (2345.083396 sec): 3 clusters Score: Raw -1602851.139773 + Penalty 3073.742454 = -1599777.397319 nChanged 536 SP:Iteration 7Q (2345.157613 sec): 3 clusters Score: Raw -1603202.396888 + Penalty 3073.742454 = -1600128.654434 nChanged 503 SP:Iteration 8Q (2345.211680 sec): 3 clusters Score: Raw -1603497.021940 + Penalty 3073.742454 = -1600423.279486 nChanged 420 SP:Iteration 9Q (2345.275102 sec): 3 clusters Score: Raw -1603748.918421 + Penalty 3073.742454 = -1600675.175967 nChanged 370 SP:Iteration 10Q (2345.334997 sec): 3 clusters Score: Raw -1603935.427020 + Penalty 3073.742454 = -1600861.684566 nChanged 287 SP:Iteration 11Q (2345.388675 sec): 3 clusters Score: Raw -1604049.431990 + Penalty 3073.742454 = -1600975.689535 nChanged 221 SP:Iteration 12Q (2345.454110 sec): 3 clusters Score: Raw -1604122.786982 + Penalty 3073.742454 = -1601049.044528 nChanged 185 SP:Iteration 13Q (2345.514420 sec): 3 clusters Score: Raw -1604176.826304 + Penalty 3073.742454 = -1601103.083850 nChanged 152 SP:Iteration 14Q (2345.581104 sec): 3 clusters Score: Raw -1604218.812489 + Penalty 3073.742454 = -1601145.070035 nChanged 127 SP:Iteration 15Q (2345.641043 sec): 3 clusters Score: Raw -1604249.565044 + Penalty 3073.742454 = -1601175.822589 nChanged 112 SP:Iteration 16Q (2345.707957 sec): 3 clusters Score: Raw -1604276.301337 + Penalty 3073.742454 = -1601202.558883 nChanged 93 SP:Iteration 17Q (2345.774904 sec): 3 clusters Score: Raw -1604295.976575 + Penalty 3073.742454 = -1601222.234120 nChanged 76 SP:Iteration 18Q (2345.840335 sec): 3 clusters Score: Raw -1604309.234178 + Penalty 3073.742454 = -1601235.491723 nChanged 57 SP:Iteration 19Q (2345.907135 sec): 3 clusters Score: Raw -1604318.909458 + Penalty 3073.742454 = -1601245.167004 nChanged 53 SP:Iteration 20F (2345.970996 sec): 3 clusters Score: Raw -1604327.867929 + Penalty 3073.742454 = -1601254.125475 nChanged 47 SP:Iteration 21Q (2346.034457 sec): 3 clusters Score: Raw -1604335.156188 + Penalty 3073.742454 = -1601261.413734 nChanged 47 SP:Iteration 22Q (2346.089862 sec): 3 clusters Score: Raw -1604343.597825 + Penalty 3073.742454 = -1601269.855371 nChanged 48 SP:Iteration 23Q (2346.150090 sec): 3 clusters Score: Raw -1604352.413391 + Penalty 3073.742454 = -1601278.670937 nChanged 52 SP:Iteration 24Q (2346.205870 sec): 3 clusters Score: Raw -1604362.305577 + Penalty 3073.742454 = -1601288.563123 nChanged 50 SP:Iteration 25Q (2346.272743 sec): 3 clusters Score: Raw -1604371.642500 + Penalty 3073.742454 = -1601297.900045 nChanged 44 SP:Iteration 26Q (2346.327860 sec): 3 clusters Score: Raw -1604379.400617 + Penalty 3073.742454 = -1601305.658163 nChanged 56 SP:Iteration 27Q (2346.387771 sec): 3 clusters Score: Raw -1604387.643653 + Penalty 3073.742454 = -1601313.901199 nChanged 46 SP:Iteration 28Q (2346.463673 sec): 3 clusters Score: Raw -1604395.507284 + Penalty 3073.742454 = -1601321.764830 nChanged 48 SP:Iteration 29Q (2346.528068 sec): 3 clusters Score: Raw -1604402.970950 + Penalty 3073.742454 = -1601329.228496 nChanged 42 SP:Iteration 30Q (2346.575500 sec): 3 clusters Score: Raw -1604409.689674 + Penalty 3073.742454 = -1601335.947220 nChanged 41 SP:Iteration 31Q (2346.636825 sec): 3 clusters Score: Raw -1604416.272616 + Penalty 3073.742454 = -1601342.530162 nChanged 37 SP:Iteration 32Q (2346.702703 sec): 3 clusters Score: Raw -1604421.150443 + Penalty 3073.742454 = -1601347.407989 nChanged 30 SP:Iteration 33Q (2346.752496 sec): 3 clusters Score: Raw -1604425.469739 + Penalty 3073.742454 = -1601351.727284 nChanged 22 SP:Iteration 34Q (2346.813717 sec): 3 clusters Score: Raw -1604427.860005 + Penalty 3073.742454 = -1601354.117550 nChanged 24 SP:Iteration 35Q (2346.874533 sec): 3 clusters Score: Raw -1604431.143771 + Penalty 3073.742454 = -1601357.401317 nChanged 21 SP:Iteration 36Q (2346.943966 sec): 3 clusters Score: Raw -1604433.493798 + Penalty 3073.742454 = -1601359.751343 nChanged 18 SP:Iteration 37Q (2347.011387 sec): 3 clusters Score: Raw -1604435.350684 + Penalty 3073.742454 = -1601361.608230 nChanged 20 SP:Iteration 38Q (2347.075661 sec): 3 clusters Score: Raw -1604437.184418 + Penalty 3073.742454 = -1601363.441964 nChanged 20 SP:Iteration 39Q (2347.126592 sec): 3 clusters Score: Raw -1604439.732389 + Penalty 3073.742454 = -1601365.989934 nChanged 13 SP:Iteration 40F (2347.190408 sec): 3 clusters Score: Raw -1604440.993652 + Penalty 3073.742454 = -1601367.251198 nChanged 12 SP:Iteration 41Q (2347.255439 sec): 3 clusters Score: Raw -1604442.298655 + Penalty 3073.742454 = -1601368.556200 nChanged 14 SP:Iteration 42Q (2347.321828 sec): 3 clusters Score: Raw -1604443.612559 + Penalty 3073.742454 = -1601369.870104 nChanged 16 SP:Iteration 43Q (2347.380951 sec): 3 clusters Score: Raw -1604445.059482 + Penalty 3073.742454 = -1601371.317027 nChanged 12 SP:Iteration 44Q (2347.442683 sec): 3 clusters Score: Raw -1604446.516247 + Penalty 3073.742454 = -1601372.773792 nChanged 14 SP:Iteration 45Q (2347.503395 sec): 3 clusters Score: Raw -1604448.002735 + Penalty 3073.742454 = -1601374.260281 nChanged 13 SP:Iteration 46Q (2347.575953 sec): 3 clusters Score: Raw -1604449.098796 + Penalty 3073.742454 = -1601375.356341 nChanged 10 SP:Iteration 47Q (2347.630279 sec): 3 clusters Score: Raw -1604450.177596 + Penalty 3073.742454 = -1601376.435142 nChanged 15 SP:Iteration 48Q (2347.681950 sec): 3 clusters Score: Raw -1604452.092501 + Penalty 3073.742454 = -1601378.350047 nChanged 19 SP:Iteration 49Q (2347.748043 sec): 3 clusters Score: Raw -1604454.607414 + Penalty 3073.742454 = -1601380.864960 nChanged 20 SP:Iteration 50Q (2347.810811 sec): 3 clusters Score: Raw -1604457.073462 + Penalty 3073.742454 = -1601383.331008 nChanged 15 SP:Iteration 51Q (2347.868574 sec): 3 clusters Score: Raw -1604458.914203 + Penalty 3073.742454 = -1601385.171749 nChanged 16 SP:Iteration 52Q (2347.928547 sec): 3 clusters Score: Raw -1604461.807140 + Penalty 3073.742454 = -1601388.064685 nChanged 21 SP:Iteration 53Q (2347.996981 sec): 3 clusters Score: Raw -1604464.546825 + Penalty 3073.742454 = -1601390.804371 nChanged 21 SP:Iteration 54Q (2348.058516 sec): 3 clusters Score: Raw -1604467.944919 + Penalty 3073.742454 = -1601394.202464 nChanged 26 SP:Iteration 55Q (2348.112318 sec): 3 clusters Score: Raw -1604471.103775 + Penalty 3073.742454 = -1601397.361321 nChanged 27 SP:Iteration 56Q (2348.184633 sec): 3 clusters Score: Raw -1604476.599802 + Penalty 3073.742454 = -1601402.857348 nChanged 31 SP:Iteration 57Q (2348.230264 sec): 3 clusters Score: Raw -1604480.892209 + Penalty 3073.742454 = -1601407.149755 nChanged 27 SP:Iteration 58Q (2348.292181 sec): 3 clusters Score: Raw -1604485.578176 + Penalty 3073.742454 = -1601411.835722 nChanged 33 SP:Iteration 59Q (2348.346637 sec): 3 clusters Score: Raw -1604490.551869 + Penalty 3073.742454 = -1601416.809415 nChanged 24 SP:Iteration 60F (2348.408152 sec): 3 clusters Score: Raw -1604493.980705 + Penalty 3073.742454 = -1601420.238250 nChanged 29 SP:Iteration 61Q (2348.474006 sec): 3 clusters Score: Raw -1604498.355185 + Penalty 3073.742454 = -1601424.612731 nChanged 15 SP:Iteration 62Q (2348.538116 sec): 3 clusters Score: Raw -1604501.794808 + Penalty 3073.742454 = -1601428.052354 nChanged 19 SP:Iteration 63Q (2348.602753 sec): 3 clusters Score: Raw -1604504.896261 + Penalty 3073.742454 = -1601431.153807 nChanged 20 SP:Iteration 64Q (2348.654901 sec): 3 clusters Score: Raw -1604508.782873 + Penalty 3073.742454 = -1601435.040419 nChanged 26 SP:Iteration 65Q (2348.722447 sec): 3 clusters Score: Raw -1604513.659836 + Penalty 3073.742454 = -1601439.917382 nChanged 20 SP:Iteration 66Q (2348.786393 sec): 3 clusters Score: Raw -1604517.871498 + Penalty 3073.742454 = -1601444.129044 nChanged 15 SP:Iteration 67Q (2348.857581 sec): 3 clusters Score: Raw -1604520.852973 + Penalty 3073.742454 = -1601447.110519 nChanged 29 SP:Iteration 68Q (2348.903887 sec): 3 clusters Score: Raw -1604526.964492 + Penalty 3073.742454 = -1601453.222038 nChanged 37 SP:Iteration 69Q (2348.968934 sec): 3 clusters Score: Raw -1604534.646468 + Penalty 3073.742454 = -1601460.904014 nChanged 49 SP:Iteration 70Q (2349.032222 sec): 3 clusters Score: Raw -1604547.050383 + Penalty 3073.742454 = -1601473.307929 nChanged 55 SP:Iteration 71Q (2349.096817 sec): 3 clusters Score: Raw -1604563.389829 + Penalty 3073.742454 = -1601489.647374 nChanged 53 SP:Iteration 72Q (2349.164166 sec): 3 clusters Score: Raw -1604585.004773 + Penalty 3073.742454 = -1601511.262318 nChanged 70 SP:Iteration 73Q (2349.223569 sec): 3 clusters Score: Raw -1604616.060207 + Penalty 3073.742454 = -1601542.317753 nChanged 86 SP:Iteration 74Q (2349.291308 sec): 3 clusters Score: Raw -1604653.268058 + Penalty 3073.742454 = -1601579.525604 nChanged 103 SP:Iteration 75Q (2349.345393 sec): 3 clusters Score: Raw -1604694.196640 + Penalty 3073.742454 = -1601620.454185 nChanged 97 SP:Iteration 76Q (2349.392068 sec): 3 clusters Score: Raw -1604727.962402 + Penalty 3073.742454 = -1601654.219948 nChanged 100 SP:Iteration 77Q (2349.451220 sec): 3 clusters Score: Raw -1604762.905525 + Penalty 3073.742454 = -1601689.163070 nChanged 92 SP:Iteration 78Q (2349.517767 sec): 3 clusters Score: Raw -1604794.234356 + Penalty 3073.742454 = -1601720.491901 nChanged 89 SP:Iteration 79Q (2349.567241 sec): 3 clusters Score: Raw -1604816.213836 + Penalty 3073.742454 = -1601742.471381 nChanged 70 SP:Iteration 80F (2349.625482 sec): 3 clusters Score: Raw -1604832.883689 + Penalty 3073.742454 = -1601759.141235 nChanged 62 SP:Iteration 81Q (2349.693332 sec): 3 clusters Score: Raw -1604849.318143 + Penalty 3073.742454 = -1601775.575688 nChanged 70 SP:Iteration 82Q (2349.751103 sec): 3 clusters Score: Raw -1604865.073321 + Penalty 3073.742454 = -1601791.330866 nChanged 59 SP:Iteration 83Q (2349.817342 sec): 3 clusters Score: Raw -1604878.426011 + Penalty 3073.742454 = -1601804.683557 nChanged 55 SP:Iteration 84Q (2349.880906 sec): 3 clusters Score: Raw -1604889.789901 + Penalty 3073.742454 = -1601816.047447 nChanged 48 SP:Iteration 85Q (2349.944798 sec): 3 clusters Score: Raw -1604900.556037 + Penalty 3073.742454 = -1601826.813583 nChanged 55 SP:Iteration 86Q (2349.992716 sec): 3 clusters Score: Raw -1604914.217667 + Penalty 3073.742454 = -1601840.475213 nChanged 54 SP:Iteration 87Q (2350.059386 sec): 3 clusters Score: Raw -1604926.596398 + Penalty 3073.742454 = -1601852.853944 nChanged 58 SP:Iteration 88Q (2350.114431 sec): 3 clusters Score: Raw -1604940.525690 + Penalty 3073.742454 = -1601866.783236 nChanged 68 SP:Iteration 89Q (2350.171246 sec): 3 clusters Score: Raw -1604961.304731 + Penalty 3073.742454 = -1601887.562277 nChanged 73 SP:Iteration 90Q (2350.230885 sec): 3 clusters Score: Raw -1604979.627208 + Penalty 3073.742454 = -1601905.884754 nChanged 66 SP:Iteration 91Q (2350.258270 sec): 3 clusters Score: Raw -1604994.978700 + Penalty 3073.742454 = -1601921.236246 nChanged 54 SP:Iteration 92Q (2350.321577 sec): 3 clusters Score: Raw -1605007.008617 + Penalty 3073.742454 = -1601933.266163 nChanged 56 SP:Iteration 93Q (2350.377054 sec): 3 clusters Score: Raw -1605021.846775 + Penalty 3073.742454 = -1601948.104321 nChanged 63 SP:Iteration 94Q (2350.436040 sec): 3 clusters Score: Raw -1605036.604103 + Penalty 3073.742454 = -1601962.861649 nChanged 58 SP:Iteration 95Q (2350.490232 sec): 3 clusters Score: Raw -1605048.471791 + Penalty 3073.742454 = -1601974.729336 nChanged 59 SP:Iteration 96Q (2350.537289 sec): 3 clusters Score: Raw -1605059.333144 + Penalty 3073.742454 = -1601985.590690 nChanged 57 SP:Iteration 97Q (2350.598931 sec): 3 clusters Score: Raw -1605071.698862 + Penalty 3073.742454 = -1601997.956408 nChanged 58 SP:Iteration 98Q (2350.657384 sec): 3 clusters Score: Raw -1605083.676676 + Penalty 3073.742454 = -1602009.934222 nChanged 64 SP:Iteration 99Q (2350.719749 sec): 3 clusters Score: Raw -1605101.581490 + Penalty 3073.742454 = -1602027.839035 nChanged 67 SP:Iteration 100F (2350.797482 sec): 3 clusters Score: Raw -1605121.639462 + Penalty 3073.742454 = -1602047.897007 nChanged 77 SP:Iteration 101Q (2350.857259 sec): 3 clusters Score: Raw -1605143.171865 + Penalty 3073.742454 = -1602069.429411 nChanged 66 SP:Iteration 102Q (2350.914277 sec): 3 clusters Score: Raw -1605161.201653 + Penalty 3073.742454 = -1602087.459199 nChanged 75 SP:Iteration 103Q (2350.978386 sec): 3 clusters Score: Raw -1605179.151802 + Penalty 3073.742454 = -1602105.409348 nChanged 57 SP:Iteration 104Q (2351.043065 sec): 3 clusters Score: Raw -1605190.671803 + Penalty 3073.742454 = -1602116.929349 nChanged 50 SP:Iteration 105Q (2351.093090 sec): 3 clusters Score: Raw -1605200.748273 + Penalty 3073.742454 = -1602127.005818 nChanged 51 SP:Iteration 106Q (2351.152148 sec): 3 clusters Score: Raw -1605210.882514 + Penalty 3073.742454 = -1602137.140059 nChanged 50 SP:Iteration 107Q (2351.198888 sec): 3 clusters Score: Raw -1605219.659692 + Penalty 3073.742454 = -1602145.917238 nChanged 45 SP:Iteration 108Q (2351.267712 sec): 3 clusters Score: Raw -1605226.685524 + Penalty 3073.742454 = -1602152.943070 nChanged 38 SP:Iteration 109Q (2351.318554 sec): 3 clusters Score: Raw -1605233.453338 + Penalty 3073.742454 = -1602159.710883 nChanged 42 SP:Iteration 110Q (2351.378309 sec): 3 clusters Score: Raw -1605241.521598 + Penalty 3073.742454 = -1602167.779144 nChanged 51 SP:Iteration 111Q (2351.438774 sec): 3 clusters Score: Raw -1605250.405986 + Penalty 3073.742454 = -1602176.663532 nChanged 47 SP:Iteration 112Q (2351.503221 sec): 3 clusters Score: Raw -1605258.867615 + Penalty 3073.742454 = -1602185.125161 nChanged 44 SP:Iteration 113Q (2351.560493 sec): 3 clusters Score: Raw -1605267.444027 + Penalty 3073.742454 = -1602193.701573 nChanged 42 SP:Iteration 114Q (2351.625146 sec): 3 clusters Score: Raw -1605274.235505 + Penalty 3073.742454 = -1602200.493050 nChanged 33 SP:Iteration 115Q (2351.686357 sec): 3 clusters Score: Raw -1605278.628557 + Penalty 3073.742454 = -1602204.886103 nChanged 30 SP:Iteration 116Q (2351.755341 sec): 3 clusters Score: Raw -1605282.480666 + Penalty 3073.742454 = -1602208.738211 nChanged 25 SP:Iteration 117Q (2351.817302 sec): 3 clusters Score: Raw -1605284.944809 + Penalty 3073.742454 = -1602211.202354 nChanged 16 SP:Iteration 118Q (2351.878013 sec): 3 clusters Score: Raw -1605286.397288 + Penalty 3073.742454 = -1602212.654834 nChanged 13 SP:Iteration 119Q (2351.930166 sec): 3 clusters Score: Raw -1605288.170729 + Penalty 3073.742454 = -1602214.428275 nChanged 20 SP:Iteration 120F (2351.997540 sec): 3 clusters Score: Raw -1605291.160236 + Penalty 3073.742454 = -1602217.417782 nChanged 29 SP:Iteration 121Q (2352.057328 sec): 3 clusters Score: Raw -1605295.672599 + Penalty 3073.742454 = -1602221.930144 nChanged 23 SP:Iteration 122Q (2352.114296 sec): 3 clusters Score: Raw -1605299.072798 + Penalty 3073.742454 = -1602225.330344 nChanged 30 SP:Iteration 123Q (2352.187346 sec): 3 clusters Score: Raw -1605303.220889 + Penalty 3073.742454 = -1602229.478435 nChanged 24 SP:Iteration 124Q (2352.236495 sec): 3 clusters Score: Raw -1605306.056358 + Penalty 3073.742454 = -1602232.313903 nChanged 20 SP:Iteration 125Q (2352.301158 sec): 3 clusters Score: Raw -1605307.959151 + Penalty 3073.742454 = -1602234.216696 nChanged 11 SP:Iteration 126Q (2352.355955 sec): 3 clusters Score: Raw -1605308.895122 + Penalty 3073.742454 = -1602235.152668 nChanged 11 SP:Iteration 127Q (2352.421838 sec): 3 clusters Score: Raw -1605309.986031 + Penalty 3073.742454 = -1602236.243576 nChanged 9 SP:Iteration 128Q (2352.484355 sec): 3 clusters Score: Raw -1605310.835284 + Penalty 3073.742454 = -1602237.092830 nChanged 6 SP:Iteration 129Q (2352.556639 sec): 3 clusters Score: Raw -1605311.734005 + Penalty 3073.742454 = -1602237.991551 nChanged 8 SP:Iteration 130Q (2352.611491 sec): 3 clusters Score: Raw -1605312.470697 + Penalty 3073.742454 = -1602238.728243 nChanged 7 SP:Iteration 131Q (2352.667397 sec): 3 clusters Score: Raw -1605313.213004 + Penalty 3073.742454 = -1602239.470550 nChanged 8 SP:Iteration 132Q (2352.733901 sec): 3 clusters Score: Raw -1605313.957727 + Penalty 3073.742454 = -1602240.215272 nChanged 5 SP:Iteration 133Q (2352.802792 sec): 3 clusters Score: Raw -1605314.552296 + Penalty 3073.742454 = -1602240.809842 nChanged 8 SP:Iteration 134Q (2352.853115 sec): 3 clusters Score: Raw -1605315.090147 + Penalty 3073.742454 = -1602241.347693 nChanged 8 SP:Iteration 135Q (2352.919430 sec): 3 clusters Score: Raw -1605315.679933 + Penalty 3073.742454 = -1602241.937479 nChanged 6 SP:Iteration 136Q (2352.974227 sec): 3 clusters Score: Raw -1605316.143478 + Penalty 3073.742454 = -1602242.401023 nChanged 4 SP:Iteration 137Q (2353.034738 sec): 3 clusters Score: Raw -1605316.583888 + Penalty 3073.742454 = -1602242.841434 nChanged 6 SP:Iteration 138Q (2353.094640 sec): 3 clusters Score: Raw -1605317.378561 + Penalty 3073.742454 = -1602243.636107 nChanged 8 SP:Iteration 139Q (2353.154445 sec): 3 clusters Score: Raw -1605318.144669 + Penalty 3073.742454 = -1602244.402215 nChanged 6 SP:Iteration 140F (2353.197237 sec): 3 clusters Score: Raw -1605318.669758 + Penalty 3073.742454 = -1602244.927304 nChanged 3 SP:Iteration 141Q (2353.255085 sec): 3 clusters Score: Raw -1605319.008426 + Penalty 3073.742454 = -1602245.265972 nChanged 5 SP:Iteration 142Q (2353.312232 sec): 3 clusters Score: Raw -1605319.771355 + Penalty 3073.742454 = -1602246.028901 nChanged 7 SP:Iteration 143Q (2353.366403 sec): 3 clusters Score: Raw -1605320.431752 + Penalty 3073.742454 = -1602246.689298 nChanged 3 SP:Iteration 144Q (2353.431130 sec): 3 clusters Score: Raw -1605320.768318 + Penalty 3073.742454 = -1602247.025864 nChanged 4 SP:Iteration 145Q (2353.480993 sec): 3 clusters Score: Raw -1605321.064179 + Penalty 3073.742454 = -1602247.321725 nChanged 4 SP:Iteration 146Q (2353.545364 sec): 3 clusters Score: Raw -1605321.489635 + Penalty 3073.742454 = -1602247.747180 nChanged 2 SP:Iteration 147Q (2353.610618 sec): 3 clusters Score: Raw -1605321.747355 + Penalty 3073.742454 = -1602248.004901 nChanged 3 SP:Iteration 148Q (2353.674358 sec): 3 clusters Score: Raw -1605322.016477 + Penalty 3073.742454 = -1602248.274023 nChanged 1 SP:Iteration 149Q (2353.736622 sec): 3 clusters Score: Raw -1605322.069714 + Penalty 3073.742454 = -1602248.327260 nChanged 1 SP:Iteration 150Q (2353.800283 sec): 3 clusters Score: Raw -1605322.162983 + Penalty 3073.742454 = -1602248.420529 nChanged 1 SP:Iteration 151Q (2353.867675 sec): 3 clusters Score: Raw -1605322.220539 + Penalty 3073.742454 = -1602248.478085 nChanged 0 SP:Iteration 152F (2353.929036 sec): 3 clusters Score: Raw -1605322.220539 + Penalty 3073.742454 = -1602248.478085 nChanged 0 Trying to split cluster 5 (6173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2353.951651 sec): 2 clusters Score: Raw -777244.257557 + Penalty 1418.290286 = -775825.967271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2354.004089 sec): 3 clusters Score: Raw -774032.443341 + Penalty 2836.580572 = -771195.862769 nChanged 2526 SP:Iteration 1F (2354.054710 sec): 3 clusters Score: Raw -775502.671096 + Penalty 2836.580572 = -772666.090524 nChanged 505 SP:Iteration 2F (2354.109197 sec): 3 clusters Score: Raw -775820.245669 + Penalty 2836.580572 = -772983.665097 nChanged 418 SP:Iteration 3F (2354.175190 sec): 3 clusters Score: Raw -776088.637452 + Penalty 2836.580572 = -773252.056880 nChanged 365 SP:Iteration 4F (2354.220181 sec): 3 clusters Score: Raw -776327.758436 + Penalty 2836.580572 = -773491.177863 nChanged 329 SP:Iteration 5F (2354.273865 sec): 3 clusters Score: Raw -776555.028558 + Penalty 2836.580572 = -773718.447986 nChanged 276 SP:Iteration 6Q (2354.327306 sec): 3 clusters Score: Raw -776738.991628 + Penalty 2836.580572 = -773902.411055 nChanged 230 SP:Iteration 7Q (2354.386008 sec): 3 clusters Score: Raw -776880.556981 + Penalty 2836.580572 = -774043.976409 nChanged 170 SP:Iteration 8Q (2354.435793 sec): 3 clusters Score: Raw -776976.174682 + Penalty 2836.580572 = -774139.594110 nChanged 140 SP:Iteration 9Q (2354.491377 sec): 3 clusters Score: Raw -777062.934737 + Penalty 2836.580572 = -774226.354164 nChanged 115 SP:Iteration 10Q (2354.544636 sec): 3 clusters Score: Raw -777123.052834 + Penalty 2836.580572 = -774286.472261 nChanged 91 SP:Iteration 11Q (2354.609987 sec): 3 clusters Score: Raw -777168.565297 + Penalty 2836.580572 = -774331.984725 nChanged 73 SP:Iteration 12Q (2354.646394 sec): 3 clusters Score: Raw -777204.783364 + Penalty 2836.580572 = -774368.202792 nChanged 58 SP:Iteration 13Q (2354.693189 sec): 3 clusters Score: Raw -777236.159327 + Penalty 2836.580572 = -774399.578755 nChanged 55 SP:Iteration 14Q (2354.742829 sec): 3 clusters Score: Raw -777265.072241 + Penalty 2836.580572 = -774428.491669 nChanged 49 SP:Iteration 15Q (2354.791156 sec): 3 clusters Score: Raw -777291.038383 + Penalty 2836.580572 = -774454.457810 nChanged 48 SP:Iteration 16Q (2354.827562 sec): 3 clusters Score: Raw -777318.089306 + Penalty 2836.580572 = -774481.508734 nChanged 34 SP:Iteration 17Q (2354.876959 sec): 3 clusters Score: Raw -777338.165668 + Penalty 2836.580572 = -774501.585095 nChanged 31 SP:Iteration 18Q (2354.934723 sec): 3 clusters Score: Raw -777350.985383 + Penalty 2836.580572 = -774514.404811 nChanged 26 SP:Iteration 19Q (2354.979862 sec): 3 clusters Score: Raw -777364.712277 + Penalty 2836.580572 = -774528.131704 nChanged 24 SP:Iteration 20F (2355.032486 sec): 3 clusters Score: Raw -777375.728423 + Penalty 2836.580572 = -774539.147850 nChanged 16 SP:Iteration 21Q (2355.081464 sec): 3 clusters Score: Raw -777383.197951 + Penalty 2836.580572 = -774546.617379 nChanged 14 SP:Iteration 22Q (2355.126081 sec): 3 clusters Score: Raw -777390.461284 + Penalty 2836.580572 = -774553.880711 nChanged 6 SP:Iteration 23Q (2355.171255 sec): 3 clusters Score: Raw -777392.817463 + Penalty 2836.580572 = -774556.236891 nChanged 5 SP:Iteration 24Q (2355.216827 sec): 3 clusters Score: Raw -777394.691881 + Penalty 2836.580572 = -774558.111309 nChanged 6 SP:Iteration 25Q (2355.273424 sec): 3 clusters Score: Raw -777398.203803 + Penalty 2836.580572 = -774561.623230 nChanged 9 SP:Iteration 26Q (2355.312255 sec): 3 clusters Score: Raw -777401.238128 + Penalty 2836.580572 = -774564.657556 nChanged 5 SP:Iteration 27Q (2355.364896 sec): 3 clusters Score: Raw -777403.378250 + Penalty 2836.580572 = -774566.797678 nChanged 5 SP:Iteration 28Q (2355.419276 sec): 3 clusters Score: Raw -777404.936374 + Penalty 2836.580572 = -774568.355802 nChanged 2 SP:Iteration 29Q (2355.457222 sec): 3 clusters Score: Raw -777405.448867 + Penalty 2836.580572 = -774568.868295 nChanged 3 SP:Iteration 30Q (2355.511619 sec): 3 clusters Score: Raw -777406.754585 + Penalty 2836.580572 = -774570.174013 nChanged 2 SP:Iteration 31Q (2355.555392 sec): 3 clusters Score: Raw -777407.149482 + Penalty 2836.580572 = -774570.568910 nChanged 1 SP:Iteration 32Q (2355.613193 sec): 3 clusters Score: Raw -777407.370893 + Penalty 2836.580572 = -774570.790321 nChanged 0 SP:Iteration 33F (2355.661493 sec): 3 clusters Score: Raw -777407.370893 + Penalty 2836.580572 = -774570.790321 nChanged 0 Trying to split cluster 6 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2355.682822 sec): 2 clusters Score: Raw -66987.700626 + Penalty 1040.580807 = -65947.119819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2355.726713 sec): 3 clusters Score: Raw -66959.319302 + Penalty 2081.161614 = -64878.157687 nChanged 175 SP:Iteration 1F (2355.772420 sec): 3 clusters Score: Raw -67249.144077 + Penalty 2081.161614 = -65167.982463 nChanged 63 SP:Iteration 2F (2355.816765 sec): 3 clusters Score: Raw -67486.780217 + Penalty 2081.161614 = -65405.618603 nChanged 54 SP:Iteration 3F (2355.857360 sec): 3 clusters Score: Raw -67843.057848 + Penalty 2081.161614 = -65761.896234 nChanged 36 SP:Iteration 4F (2355.900903 sec): 3 clusters Score: Raw -68001.554797 + Penalty 2081.161614 = -65920.393182 nChanged 15 SP:Iteration 5Q (2355.939303 sec): 3 clusters Score: Raw -68062.971266 + Penalty 2081.161614 = -65981.809651 nChanged 2 SP:Iteration 6Q (2355.979404 sec): 3 clusters Score: Raw -68069.809843 + Penalty 2081.161614 = -65988.648229 nChanged 1 SP:Iteration 7Q (2356.017690 sec): 3 clusters Score: Raw -68071.239447 + Penalty 2081.161614 = -65990.077833 nChanged 0 SP:Iteration 8F (2356.057284 sec): 3 clusters Score: Raw -68071.239447 + Penalty 2081.161614 = -65990.077833 nChanged 0 Score: Raw -84141385.016894 + Penalty 87367.504290 = -84054017.512604 Splitting cluster 6 changes total score from -84055110.953159 to -84054017.512604 So it's not getting split. Trying to split cluster 7 (11643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2373.926712 sec): 2 clusters Score: Raw -1439497.193153 + Penalty 1521.399818 = -1437975.793335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2373.981729 sec): 3 clusters Score: Raw -1432805.723957 + Penalty 3042.799637 = -1429762.924321 nChanged 5055 SP:Iteration 1F (2374.038060 sec): 3 clusters Score: Raw -1435793.229372 + Penalty 3042.799637 = -1432750.429735 nChanged 927 SP:Iteration 2F (2374.101870 sec): 3 clusters Score: Raw -1436404.278365 + Penalty 3042.799637 = -1433361.478729 nChanged 887 SP:Iteration 3F (2374.165208 sec): 3 clusters Score: Raw -1437153.772281 + Penalty 3042.799637 = -1434110.972644 nChanged 936 SP:Iteration 4F (2374.220009 sec): 3 clusters Score: Raw -1438080.096567 + Penalty 3042.799637 = -1435037.296930 nChanged 927 SP:Iteration 5F (2374.275080 sec): 3 clusters Score: Raw -1438925.101419 + Penalty 3042.799637 = -1435882.301783 nChanged 726 SP:Iteration 6F (2374.330955 sec): 3 clusters Score: Raw -1439484.320371 + Penalty 3042.799637 = -1436441.520734 nChanged 536 SP:Iteration 7Q (2374.395411 sec): 3 clusters Score: Raw -1439782.963428 + Penalty 3042.799637 = -1436740.163791 nChanged 369 SP:Iteration 8Q (2374.453488 sec): 3 clusters Score: Raw -1439942.373641 + Penalty 3042.799637 = -1436899.574004 nChanged 248 SP:Iteration 9Q (2374.511790 sec): 3 clusters Score: Raw -1440042.191058 + Penalty 3042.799637 = -1436999.391421 nChanged 195 SP:Iteration 10Q (2374.574401 sec): 3 clusters Score: Raw -1440112.487894 + Penalty 3042.799637 = -1437069.688257 nChanged 153 SP:Iteration 11Q (2374.633995 sec): 3 clusters Score: Raw -1440168.771067 + Penalty 3042.799637 = -1437125.971430 nChanged 143 SP:Iteration 12Q (2374.680089 sec): 3 clusters Score: Raw -1440211.654217 + Penalty 3042.799637 = -1437168.854581 nChanged 115 SP:Iteration 13Q (2374.748297 sec): 3 clusters Score: Raw -1440245.114601 + Penalty 3042.799637 = -1437202.314964 nChanged 88 SP:Iteration 14Q (2374.807167 sec): 3 clusters Score: Raw -1440263.473606 + Penalty 3042.799637 = -1437220.673970 nChanged 74 SP:Iteration 15Q (2374.871551 sec): 3 clusters Score: Raw -1440278.822751 + Penalty 3042.799637 = -1437236.023115 nChanged 65 SP:Iteration 16Q (2374.917344 sec): 3 clusters Score: Raw -1440291.948998 + Penalty 3042.799637 = -1437249.149361 nChanged 53 SP:Iteration 17Q (2374.971575 sec): 3 clusters Score: Raw -1440301.394279 + Penalty 3042.799637 = -1437258.594642 nChanged 49 SP:Iteration 18Q (2375.028697 sec): 3 clusters Score: Raw -1440311.781399 + Penalty 3042.799637 = -1437268.981762 nChanged 39 SP:Iteration 19Q (2375.091202 sec): 3 clusters Score: Raw -1440317.952863 + Penalty 3042.799637 = -1437275.153226 nChanged 36 SP:Iteration 20F (2375.149748 sec): 3 clusters Score: Raw -1440322.876592 + Penalty 3042.799637 = -1437280.076955 nChanged 32 SP:Iteration 21Q (2375.215928 sec): 3 clusters Score: Raw -1440329.358225 + Penalty 3042.799637 = -1437286.558589 nChanged 34 SP:Iteration 22Q (2375.275853 sec): 3 clusters Score: Raw -1440334.091827 + Penalty 3042.799637 = -1437291.292190 nChanged 36 SP:Iteration 23Q (2375.336894 sec): 3 clusters Score: Raw -1440339.119611 + Penalty 3042.799637 = -1437296.319975 nChanged 33 SP:Iteration 24Q (2375.395772 sec): 3 clusters Score: Raw -1440345.348694 + Penalty 3042.799637 = -1437302.549057 nChanged 36 SP:Iteration 25Q (2375.461061 sec): 3 clusters Score: Raw -1440351.092575 + Penalty 3042.799637 = -1437308.292939 nChanged 27 SP:Iteration 26Q (2375.523277 sec): 3 clusters Score: Raw -1440355.616109 + Penalty 3042.799637 = -1437312.816473 nChanged 33 SP:Iteration 27Q (2375.583288 sec): 3 clusters Score: Raw -1440360.787208 + Penalty 3042.799637 = -1437317.987571 nChanged 25 SP:Iteration 28Q (2375.629145 sec): 3 clusters Score: Raw -1440363.826344 + Penalty 3042.799637 = -1437321.026707 nChanged 25 SP:Iteration 29Q (2375.701973 sec): 3 clusters Score: Raw -1440366.877670 + Penalty 3042.799637 = -1437324.078034 nChanged 18 SP:Iteration 30Q (2375.750757 sec): 3 clusters Score: Raw -1440368.749226 + Penalty 3042.799637 = -1437325.949590 nChanged 18 SP:Iteration 31Q (2375.819977 sec): 3 clusters Score: Raw -1440370.884909 + Penalty 3042.799637 = -1437328.085273 nChanged 22 SP:Iteration 32Q (2375.874566 sec): 3 clusters Score: Raw -1440372.916312 + Penalty 3042.799637 = -1437330.116676 nChanged 16 SP:Iteration 33Q (2375.937317 sec): 3 clusters Score: Raw -1440374.846951 + Penalty 3042.799637 = -1437332.047314 nChanged 13 SP:Iteration 34Q (2376.009030 sec): 3 clusters Score: Raw -1440376.429166 + Penalty 3042.799637 = -1437333.629530 nChanged 16 SP:Iteration 35Q (2376.069471 sec): 3 clusters Score: Raw -1440378.562385 + Penalty 3042.799637 = -1437335.762748 nChanged 17 SP:Iteration 36Q (2376.123527 sec): 3 clusters Score: Raw -1440381.142138 + Penalty 3042.799637 = -1437338.342502 nChanged 25 SP:Iteration 37Q (2376.180742 sec): 3 clusters Score: Raw -1440385.048248 + Penalty 3042.799637 = -1437342.248611 nChanged 24 SP:Iteration 38Q (2376.252836 sec): 3 clusters Score: Raw -1440388.959968 + Penalty 3042.799637 = -1437346.160331 nChanged 21 SP:Iteration 39Q (2376.309816 sec): 3 clusters Score: Raw -1440391.253965 + Penalty 3042.799637 = -1437348.454329 nChanged 21 SP:Iteration 40F (2376.368766 sec): 3 clusters Score: Raw -1440394.193382 + Penalty 3042.799637 = -1437351.393746 nChanged 31 SP:Iteration 41Q (2376.433647 sec): 3 clusters Score: Raw -1440399.343422 + Penalty 3042.799637 = -1437356.543785 nChanged 39 SP:Iteration 42Q (2376.495409 sec): 3 clusters Score: Raw -1440406.651869 + Penalty 3042.799637 = -1437363.852233 nChanged 47 SP:Iteration 43Q (2376.553913 sec): 3 clusters Score: Raw -1440414.660436 + Penalty 3042.799637 = -1437371.860800 nChanged 52 SP:Iteration 44Q (2376.620454 sec): 3 clusters Score: Raw -1440424.955734 + Penalty 3042.799637 = -1437382.156098 nChanged 51 SP:Iteration 45Q (2376.671853 sec): 3 clusters Score: Raw -1440434.137123 + Penalty 3042.799637 = -1437391.337486 nChanged 38 SP:Iteration 46Q (2376.739146 sec): 3 clusters Score: Raw -1440440.679270 + Penalty 3042.799637 = -1437397.879634 nChanged 35 SP:Iteration 47Q (2376.800927 sec): 3 clusters Score: Raw -1440445.824822 + Penalty 3042.799637 = -1437403.025185 nChanged 39 SP:Iteration 48Q (2376.855068 sec): 3 clusters Score: Raw -1440451.817775 + Penalty 3042.799637 = -1437409.018139 nChanged 40 SP:Iteration 49Q (2376.927260 sec): 3 clusters Score: Raw -1440457.118066 + Penalty 3042.799637 = -1437414.318430 nChanged 43 SP:Iteration 50Q (2376.972843 sec): 3 clusters Score: Raw -1440463.486557 + Penalty 3042.799637 = -1437420.686920 nChanged 42 SP:Iteration 51Q (2377.035115 sec): 3 clusters Score: Raw -1440469.869735 + Penalty 3042.799637 = -1437427.070098 nChanged 37 SP:Iteration 52Q (2377.108671 sec): 3 clusters Score: Raw -1440475.227504 + Penalty 3042.799637 = -1437432.427867 nChanged 29 SP:Iteration 53Q (2377.168615 sec): 3 clusters Score: Raw -1440479.049421 + Penalty 3042.799637 = -1437436.249785 nChanged 27 SP:Iteration 54Q (2377.226812 sec): 3 clusters Score: Raw -1440483.576790 + Penalty 3042.799637 = -1437440.777153 nChanged 33 SP:Iteration 55Q (2377.283734 sec): 3 clusters Score: Raw -1440488.416171 + Penalty 3042.799637 = -1437445.616535 nChanged 36 SP:Iteration 56Q (2377.335559 sec): 3 clusters Score: Raw -1440492.838406 + Penalty 3042.799637 = -1437450.038770 nChanged 39 SP:Iteration 57Q (2377.404551 sec): 3 clusters Score: Raw -1440499.522024 + Penalty 3042.799637 = -1437456.722387 nChanged 38 SP:Iteration 58Q (2377.454438 sec): 3 clusters Score: Raw -1440506.462110 + Penalty 3042.799637 = -1437463.662474 nChanged 35 SP:Iteration 59Q (2377.504142 sec): 3 clusters Score: Raw -1440512.607750 + Penalty 3042.799637 = -1437469.808114 nChanged 40 SP:Iteration 60F (2377.560001 sec): 3 clusters Score: Raw -1440520.552971 + Penalty 3042.799637 = -1437477.753335 nChanged 53 SP:Iteration 61Q (2377.621476 sec): 3 clusters Score: Raw -1440530.260705 + Penalty 3042.799637 = -1437487.461069 nChanged 50 SP:Iteration 62Q (2377.682027 sec): 3 clusters Score: Raw -1440540.033104 + Penalty 3042.799637 = -1437497.233467 nChanged 47 SP:Iteration 63Q (2377.740160 sec): 3 clusters Score: Raw -1440548.843237 + Penalty 3042.799637 = -1437506.043600 nChanged 49 SP:Iteration 64Q (2377.794397 sec): 3 clusters Score: Raw -1440556.699137 + Penalty 3042.799637 = -1437513.899500 nChanged 48 SP:Iteration 65Q (2377.857999 sec): 3 clusters Score: Raw -1440564.095476 + Penalty 3042.799637 = -1437521.295839 nChanged 47 SP:Iteration 66Q (2377.927398 sec): 3 clusters Score: Raw -1440570.949913 + Penalty 3042.799637 = -1437528.150277 nChanged 47 SP:Iteration 67Q (2377.979034 sec): 3 clusters Score: Raw -1440578.192971 + Penalty 3042.799637 = -1437535.393334 nChanged 45 SP:Iteration 68Q (2378.040064 sec): 3 clusters Score: Raw -1440586.558426 + Penalty 3042.799637 = -1437543.758789 nChanged 42 SP:Iteration 69Q (2378.094968 sec): 3 clusters Score: Raw -1440594.884735 + Penalty 3042.799637 = -1437552.085098 nChanged 44 SP:Iteration 70Q (2378.158363 sec): 3 clusters Score: Raw -1440604.654168 + Penalty 3042.799637 = -1437561.854532 nChanged 50 SP:Iteration 71Q (2378.216826 sec): 3 clusters Score: Raw -1440614.008059 + Penalty 3042.799637 = -1437571.208423 nChanged 47 SP:Iteration 72Q (2378.279550 sec): 3 clusters Score: Raw -1440623.691851 + Penalty 3042.799637 = -1437580.892214 nChanged 47 SP:Iteration 73Q (2378.329698 sec): 3 clusters Score: Raw -1440633.170025 + Penalty 3042.799637 = -1437590.370389 nChanged 53 SP:Iteration 74Q (2378.403077 sec): 3 clusters Score: Raw -1440642.980780 + Penalty 3042.799637 = -1437600.181144 nChanged 58 SP:Iteration 75Q (2378.452764 sec): 3 clusters Score: Raw -1440653.805094 + Penalty 3042.799637 = -1437611.005458 nChanged 64 SP:Iteration 76Q (2378.518153 sec): 3 clusters Score: Raw -1440666.007360 + Penalty 3042.799637 = -1437623.207724 nChanged 70 SP:Iteration 77Q (2378.577719 sec): 3 clusters Score: Raw -1440680.633855 + Penalty 3042.799637 = -1437637.834219 nChanged 88 SP:Iteration 78Q (2378.632565 sec): 3 clusters Score: Raw -1440701.497555 + Penalty 3042.799637 = -1437658.697919 nChanged 89 SP:Iteration 79Q (2378.690382 sec): 3 clusters Score: Raw -1440722.599440 + Penalty 3042.799637 = -1437679.799803 nChanged 88 SP:Iteration 80F (2378.762652 sec): 3 clusters Score: Raw -1440742.338416 + Penalty 3042.799637 = -1437699.538780 nChanged 91 SP:Iteration 81Q (2378.815147 sec): 3 clusters Score: Raw -1440761.011371 + Penalty 3042.799637 = -1437718.211734 nChanged 79 SP:Iteration 82Q (2378.892296 sec): 3 clusters Score: Raw -1440779.512736 + Penalty 3042.799637 = -1437736.713099 nChanged 87 SP:Iteration 83Q (2378.945042 sec): 3 clusters Score: Raw -1440798.194246 + Penalty 3042.799637 = -1437755.394610 nChanged 85 SP:Iteration 84Q (2379.007076 sec): 3 clusters Score: Raw -1440818.201563 + Penalty 3042.799637 = -1437775.401926 nChanged 92 SP:Iteration 85Q (2379.066321 sec): 3 clusters Score: Raw -1440839.050851 + Penalty 3042.799637 = -1437796.251215 nChanged 75 SP:Iteration 86Q (2379.137660 sec): 3 clusters Score: Raw -1440855.424366 + Penalty 3042.799637 = -1437812.624730 nChanged 68 SP:Iteration 87Q (2379.194863 sec): 3 clusters Score: Raw -1440868.915112 + Penalty 3042.799637 = -1437826.115476 nChanged 69 SP:Iteration 88Q (2379.251168 sec): 3 clusters Score: Raw -1440882.983696 + Penalty 3042.799637 = -1437840.184059 nChanged 74 SP:Iteration 89Q (2379.304486 sec): 3 clusters Score: Raw -1440898.365785 + Penalty 3042.799637 = -1437855.566148 nChanged 67 SP:Iteration 90Q (2379.362570 sec): 3 clusters Score: Raw -1440913.844327 + Penalty 3042.799637 = -1437871.044690 nChanged 78 SP:Iteration 91Q (2379.431978 sec): 3 clusters Score: Raw -1440933.174714 + Penalty 3042.799637 = -1437890.375077 nChanged 80 SP:Iteration 92Q (2379.496136 sec): 3 clusters Score: Raw -1440956.019826 + Penalty 3042.799637 = -1437913.220189 nChanged 90 SP:Iteration 93Q (2379.550817 sec): 3 clusters Score: Raw -1440978.994361 + Penalty 3042.799637 = -1437936.194724 nChanged 71 SP:Iteration 94Q (2379.602918 sec): 3 clusters Score: Raw -1440993.854818 + Penalty 3042.799637 = -1437951.055181 nChanged 70 SP:Iteration 95Q (2379.659029 sec): 3 clusters Score: Raw -1441010.677037 + Penalty 3042.799637 = -1437967.877401 nChanged 72 SP:Iteration 96Q (2379.714899 sec): 3 clusters Score: Raw -1441026.771904 + Penalty 3042.799637 = -1437983.972268 nChanged 71 SP:Iteration 97Q (2379.782449 sec): 3 clusters Score: Raw -1441042.029846 + Penalty 3042.799637 = -1437999.230209 nChanged 62 SP:Iteration 98Q (2379.847604 sec): 3 clusters Score: Raw -1441054.885618 + Penalty 3042.799637 = -1438012.085981 nChanged 51 SP:Iteration 99Q (2379.904677 sec): 3 clusters Score: Raw -1441066.246660 + Penalty 3042.799637 = -1438023.447024 nChanged 48 SP:Iteration 100F (2379.964997 sec): 3 clusters Score: Raw -1441076.335935 + Penalty 3042.799637 = -1438033.536298 nChanged 34 SP:Iteration 101Q (2380.028559 sec): 3 clusters Score: Raw -1441083.602060 + Penalty 3042.799637 = -1438040.802423 nChanged 34 SP:Iteration 102Q (2380.086981 sec): 3 clusters Score: Raw -1441090.252079 + Penalty 3042.799637 = -1438047.452442 nChanged 34 SP:Iteration 103Q (2380.152426 sec): 3 clusters Score: Raw -1441095.889474 + Penalty 3042.799637 = -1438053.089837 nChanged 30 SP:Iteration 104Q (2380.203130 sec): 3 clusters Score: Raw -1441102.419364 + Penalty 3042.799637 = -1438059.619728 nChanged 34 SP:Iteration 105Q (2380.258832 sec): 3 clusters Score: Raw -1441110.707889 + Penalty 3042.799637 = -1438067.908253 nChanged 49 SP:Iteration 106Q (2380.311197 sec): 3 clusters Score: Raw -1441123.061359 + Penalty 3042.799637 = -1438080.261723 nChanged 45 SP:Iteration 107Q (2380.381503 sec): 3 clusters Score: Raw -1441133.376574 + Penalty 3042.799637 = -1438090.576938 nChanged 44 SP:Iteration 108Q (2380.440194 sec): 3 clusters Score: Raw -1441143.734314 + Penalty 3042.799637 = -1438100.934678 nChanged 42 SP:Iteration 109Q (2380.490240 sec): 3 clusters Score: Raw -1441153.332300 + Penalty 3042.799637 = -1438110.532664 nChanged 34 SP:Iteration 110Q (2380.535724 sec): 3 clusters Score: Raw -1441161.376959 + Penalty 3042.799637 = -1438118.577322 nChanged 35 SP:Iteration 111Q (2380.593783 sec): 3 clusters Score: Raw -1441167.770342 + Penalty 3042.799637 = -1438124.970706 nChanged 34 SP:Iteration 112Q (2380.655442 sec): 3 clusters Score: Raw -1441174.398084 + Penalty 3042.799637 = -1438131.598447 nChanged 40 SP:Iteration 113Q (2380.700181 sec): 3 clusters Score: Raw -1441180.728599 + Penalty 3042.799637 = -1438137.928962 nChanged 39 SP:Iteration 114Q (2380.760867 sec): 3 clusters Score: Raw -1441187.908197 + Penalty 3042.799637 = -1438145.108560 nChanged 29 SP:Iteration 115Q (2380.816837 sec): 3 clusters Score: Raw -1441193.015051 + Penalty 3042.799637 = -1438150.215414 nChanged 27 SP:Iteration 116Q (2380.876421 sec): 3 clusters Score: Raw -1441198.754927 + Penalty 3042.799637 = -1438155.955290 nChanged 34 SP:Iteration 117Q (2380.935261 sec): 3 clusters Score: Raw -1441206.243270 + Penalty 3042.799637 = -1438163.443634 nChanged 26 SP:Iteration 118Q (2381.001387 sec): 3 clusters Score: Raw -1441211.649975 + Penalty 3042.799637 = -1438168.850338 nChanged 29 SP:Iteration 119Q (2381.061238 sec): 3 clusters Score: Raw -1441217.088883 + Penalty 3042.799637 = -1438174.289246 nChanged 24 SP:Iteration 120F (2381.112909 sec): 3 clusters Score: Raw -1441221.517943 + Penalty 3042.799637 = -1438178.718307 nChanged 14 SP:Iteration 121Q (2381.172500 sec): 3 clusters Score: Raw -1441223.697786 + Penalty 3042.799637 = -1438180.898150 nChanged 9 SP:Iteration 122Q (2381.243404 sec): 3 clusters Score: Raw -1441226.036308 + Penalty 3042.799637 = -1438183.236672 nChanged 12 SP:Iteration 123Q (2381.298837 sec): 3 clusters Score: Raw -1441228.402716 + Penalty 3042.799637 = -1438185.603079 nChanged 14 SP:Iteration 124Q (2381.357777 sec): 3 clusters Score: Raw -1441230.351208 + Penalty 3042.799637 = -1438187.551571 nChanged 12 SP:Iteration 125Q (2381.408158 sec): 3 clusters Score: Raw -1441231.820538 + Penalty 3042.799637 = -1438189.020902 nChanged 6 SP:Iteration 126Q (2381.454353 sec): 3 clusters Score: Raw -1441232.367474 + Penalty 3042.799637 = -1438189.567837 nChanged 4 SP:Iteration 127Q (2381.516579 sec): 3 clusters Score: Raw -1441232.758019 + Penalty 3042.799637 = -1438189.958383 nChanged 6 SP:Iteration 128Q (2381.573430 sec): 3 clusters Score: Raw -1441233.338561 + Penalty 3042.799637 = -1438190.538925 nChanged 4 SP:Iteration 129Q (2381.637467 sec): 3 clusters Score: Raw -1441233.816073 + Penalty 3042.799637 = -1438191.016436 nChanged 6 SP:Iteration 130Q (2381.698901 sec): 3 clusters Score: Raw -1441234.483832 + Penalty 3042.799637 = -1438191.684196 nChanged 6 SP:Iteration 131Q (2381.744945 sec): 3 clusters Score: Raw -1441234.949927 + Penalty 3042.799637 = -1438192.150290 nChanged 7 SP:Iteration 132Q (2381.804782 sec): 3 clusters Score: Raw -1441236.028264 + Penalty 3042.799637 = -1438193.228627 nChanged 8 SP:Iteration 133Q (2381.868734 sec): 3 clusters Score: Raw -1441237.086411 + Penalty 3042.799637 = -1438194.286775 nChanged 6 SP:Iteration 134Q (2381.924477 sec): 3 clusters Score: Raw -1441237.894049 + Penalty 3042.799637 = -1438195.094413 nChanged 7 SP:Iteration 135Q (2381.966172 sec): 3 clusters Score: Raw -1441238.731342 + Penalty 3042.799637 = -1438195.931706 nChanged 3 SP:Iteration 136Q (2382.026020 sec): 3 clusters Score: Raw -1441239.289688 + Penalty 3042.799637 = -1438196.490052 nChanged 6 SP:Iteration 137Q (2382.087879 sec): 3 clusters Score: Raw -1441240.016740 + Penalty 3042.799637 = -1438197.217104 nChanged 7 SP:Iteration 138Q (2382.147071 sec): 3 clusters Score: Raw -1441240.761047 + Penalty 3042.799637 = -1438197.961410 nChanged 6 SP:Iteration 139Q (2382.219099 sec): 3 clusters Score: Raw -1441241.436855 + Penalty 3042.799637 = -1438198.637218 nChanged 7 SP:Iteration 140F (2382.274575 sec): 3 clusters Score: Raw -1441242.331328 + Penalty 3042.799637 = -1438199.531691 nChanged 8 SP:Iteration 141Q (2382.332706 sec): 3 clusters Score: Raw -1441243.502796 + Penalty 3042.799637 = -1438200.703160 nChanged 7 SP:Iteration 142Q (2382.383548 sec): 3 clusters Score: Raw -1441244.343566 + Penalty 3042.799637 = -1438201.543930 nChanged 5 SP:Iteration 143Q (2382.435855 sec): 3 clusters Score: Raw -1441245.023130 + Penalty 3042.799637 = -1438202.223493 nChanged 7 SP:Iteration 144Q (2382.501170 sec): 3 clusters Score: Raw -1441245.847879 + Penalty 3042.799637 = -1438203.048243 nChanged 3 SP:Iteration 145Q (2382.563268 sec): 3 clusters Score: Raw -1441246.184056 + Penalty 3042.799637 = -1438203.384419 nChanged 3 SP:Iteration 146Q (2382.613637 sec): 3 clusters Score: Raw -1441246.614502 + Penalty 3042.799637 = -1438203.814866 nChanged 5 SP:Iteration 147Q (2382.676525 sec): 3 clusters Score: Raw -1441247.322957 + Penalty 3042.799637 = -1438204.523320 nChanged 2 SP:Iteration 148Q (2382.735595 sec): 3 clusters Score: Raw -1441247.927192 + Penalty 3042.799637 = -1438205.127556 nChanged 5 SP:Iteration 149Q (2382.804568 sec): 3 clusters Score: Raw -1441248.640066 + Penalty 3042.799637 = -1438205.840429 nChanged 5 SP:Iteration 150Q (2382.860601 sec): 3 clusters Score: Raw -1441249.189105 + Penalty 3042.799637 = -1438206.389469 nChanged 5 SP:Iteration 151Q (2382.912696 sec): 3 clusters Score: Raw -1441250.005989 + Penalty 3042.799637 = -1438207.206352 nChanged 4 SP:Iteration 152Q (2382.975405 sec): 3 clusters Score: Raw -1441250.493361 + Penalty 3042.799637 = -1438207.693724 nChanged 2 SP:Iteration 153Q (2383.021319 sec): 3 clusters Score: Raw -1441250.819537 + Penalty 3042.799637 = -1438208.019901 nChanged 2 SP:Iteration 154Q (2383.078207 sec): 3 clusters Score: Raw -1441251.097912 + Penalty 3042.799637 = -1438208.298275 nChanged 1 SP:Iteration 155Q (2383.138707 sec): 3 clusters Score: Raw -1441251.223825 + Penalty 3042.799637 = -1438208.424188 nChanged 2 SP:Iteration 156Q (2383.204838 sec): 3 clusters Score: Raw -1441251.333693 + Penalty 3042.799637 = -1438208.534057 nChanged 1 SP:Iteration 157Q (2383.258303 sec): 3 clusters Score: Raw -1441251.388527 + Penalty 3042.799637 = -1438208.588890 nChanged 1 SP:Iteration 158Q (2383.315964 sec): 3 clusters Score: Raw -1441251.503319 + Penalty 3042.799637 = -1438208.703683 nChanged 3 SP:Iteration 159Q (2383.369962 sec): 3 clusters Score: Raw -1441251.835857 + Penalty 3042.799637 = -1438209.036220 nChanged 3 SP:Iteration 160F (2383.437381 sec): 3 clusters Score: Raw -1441252.198743 + Penalty 3042.799637 = -1438209.399107 nChanged 0 Score: Raw -84142056.483663 + Penalty 87367.504290 = -84054688.979373 Splitting cluster 7 changes total score from -84055110.953159 to -84054688.979373 So it's not getting split. Trying to split cluster 8 (4982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2400.116557 sec): 2 clusters Score: Raw -597432.955574 + Penalty 1383.457838 = -596049.497736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2400.157968 sec): 3 clusters Score: Raw -594883.222698 + Penalty 2766.915676 = -592116.307022 nChanged 2027 SP:Iteration 1F (2400.209130 sec): 3 clusters Score: Raw -596064.138085 + Penalty 2766.915676 = -593297.222409 nChanged 392 SP:Iteration 2F (2400.263056 sec): 3 clusters Score: Raw -596320.253719 + Penalty 2766.915676 = -593553.338043 nChanged 300 SP:Iteration 3F (2400.304995 sec): 3 clusters Score: Raw -596506.751917 + Penalty 2766.915676 = -593739.836241 nChanged 252 SP:Iteration 4F (2400.362824 sec): 3 clusters Score: Raw -596663.585562 + Penalty 2766.915676 = -593896.669886 nChanged 232 SP:Iteration 5Q (2400.405992 sec): 3 clusters Score: Raw -596822.542345 + Penalty 2766.915676 = -594055.626668 nChanged 250 SP:Iteration 6F (2400.456071 sec): 3 clusters Score: Raw -596972.243082 + Penalty 2766.915676 = -594205.327406 nChanged 222 SP:Iteration 7Q (2400.504186 sec): 3 clusters Score: Raw -597101.204236 + Penalty 2766.915676 = -594334.288560 nChanged 179 SP:Iteration 8Q (2400.545177 sec): 3 clusters Score: Raw -597202.045702 + Penalty 2766.915676 = -594435.130026 nChanged 156 SP:Iteration 9Q (2400.591047 sec): 3 clusters Score: Raw -597295.665097 + Penalty 2766.915676 = -594528.749421 nChanged 146 SP:Iteration 10Q (2400.653521 sec): 3 clusters Score: Raw -597383.111016 + Penalty 2766.915676 = -594616.195340 nChanged 136 SP:Iteration 11Q (2400.693632 sec): 3 clusters Score: Raw -597465.553105 + Penalty 2766.915676 = -594698.637429 nChanged 155 SP:Iteration 12Q (2400.741042 sec): 3 clusters Score: Raw -597559.633702 + Penalty 2766.915676 = -594792.718026 nChanged 132 SP:Iteration 13Q (2400.792045 sec): 3 clusters Score: Raw -597632.312582 + Penalty 2766.915676 = -594865.396906 nChanged 103 SP:Iteration 14Q (2400.846113 sec): 3 clusters Score: Raw -597693.805023 + Penalty 2766.915676 = -594926.889346 nChanged 93 SP:Iteration 15Q (2400.897900 sec): 3 clusters Score: Raw -597746.319329 + Penalty 2766.915676 = -594979.403653 nChanged 98 SP:Iteration 16Q (2400.959851 sec): 3 clusters Score: Raw -597809.648633 + Penalty 2766.915676 = -595042.732957 nChanged 77 SP:Iteration 17Q (2401.003346 sec): 3 clusters Score: Raw -597855.287393 + Penalty 2766.915676 = -595088.371716 nChanged 66 SP:Iteration 18Q (2401.059354 sec): 3 clusters Score: Raw -597889.487860 + Penalty 2766.915676 = -595122.572184 nChanged 51 SP:Iteration 19Q (2401.101464 sec): 3 clusters Score: Raw -597916.532695 + Penalty 2766.915676 = -595149.617019 nChanged 47 SP:Iteration 20F (2401.152732 sec): 3 clusters Score: Raw -597934.725629 + Penalty 2766.915676 = -595167.809953 nChanged 38 SP:Iteration 21Q (2401.193835 sec): 3 clusters Score: Raw -597951.726364 + Penalty 2766.915676 = -595184.810688 nChanged 43 SP:Iteration 22Q (2401.243063 sec): 3 clusters Score: Raw -597970.907412 + Penalty 2766.915676 = -595203.991736 nChanged 39 SP:Iteration 23Q (2401.292987 sec): 3 clusters Score: Raw -597988.996492 + Penalty 2766.915676 = -595222.080816 nChanged 38 SP:Iteration 24Q (2401.348786 sec): 3 clusters Score: Raw -598009.806902 + Penalty 2766.915676 = -595242.891226 nChanged 43 SP:Iteration 25Q (2401.393323 sec): 3 clusters Score: Raw -598034.113427 + Penalty 2766.915676 = -595267.197751 nChanged 39 SP:Iteration 26Q (2401.452167 sec): 3 clusters Score: Raw -598055.006766 + Penalty 2766.915676 = -595288.091090 nChanged 28 SP:Iteration 27Q (2401.496715 sec): 3 clusters Score: Raw -598073.071830 + Penalty 2766.915676 = -595306.156154 nChanged 24 SP:Iteration 28Q (2401.532431 sec): 3 clusters Score: Raw -598083.740434 + Penalty 2766.915676 = -595316.824758 nChanged 31 SP:Iteration 29Q (2401.589143 sec): 3 clusters Score: Raw -598095.319366 + Penalty 2766.915676 = -595328.403690 nChanged 17 SP:Iteration 30Q (2401.637338 sec): 3 clusters Score: Raw -598100.684905 + Penalty 2766.915676 = -595333.769229 nChanged 7 SP:Iteration 31Q (2401.691633 sec): 3 clusters Score: Raw -598104.566502 + Penalty 2766.915676 = -595337.650825 nChanged 9 SP:Iteration 32Q (2401.754678 sec): 3 clusters Score: Raw -598107.248233 + Penalty 2766.915676 = -595340.332557 nChanged 10 SP:Iteration 33Q (2401.799883 sec): 3 clusters Score: Raw -598110.065980 + Penalty 2766.915676 = -595343.150304 nChanged 12 SP:Iteration 34Q (2401.848162 sec): 3 clusters Score: Raw -598113.595552 + Penalty 2766.915676 = -595346.679876 nChanged 5 SP:Iteration 35Q (2401.897166 sec): 3 clusters Score: Raw -598114.483505 + Penalty 2766.915676 = -595347.567829 nChanged 4 SP:Iteration 36Q (2401.948517 sec): 3 clusters Score: Raw -598115.293778 + Penalty 2766.915676 = -595348.378102 nChanged 2 SP:Iteration 37Q (2401.997193 sec): 3 clusters Score: Raw -598115.645600 + Penalty 2766.915676 = -595348.729924 nChanged 2 SP:Iteration 38Q (2402.049485 sec): 3 clusters Score: Raw -598116.348525 + Penalty 2766.915676 = -595349.432849 nChanged 1 SP:Iteration 39Q (2402.098620 sec): 3 clusters Score: Raw -598116.477908 + Penalty 2766.915676 = -595349.562231 nChanged 0 SP:Iteration 40F (2402.156331 sec): 3 clusters Score: Raw -598116.477908 + Penalty 2766.915676 = -595349.562231 nChanged 0 Trying to split cluster 9 (20692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2402.204696 sec): 2 clusters Score: Raw -2622983.757650 + Penalty 1614.844145 = -2621368.913505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2402.262370 sec): 3 clusters Score: Raw -2610521.044607 + Penalty 3229.688290 = -2607291.356317 nChanged 9345 SP:Iteration 1F (2402.340277 sec): 3 clusters Score: Raw -2615738.329847 + Penalty 3229.688290 = -2612508.641556 nChanged 1098 SP:Iteration 2F (2402.402497 sec): 3 clusters Score: Raw -2616136.814725 + Penalty 3229.688290 = -2612907.126434 nChanged 965 SP:Iteration 3Q (2402.481199 sec): 3 clusters Score: Raw -2616543.571097 + Penalty 3229.688290 = -2613313.882807 nChanged 980 SP:Iteration 4Q (2402.557359 sec): 3 clusters Score: Raw -2616998.469101 + Penalty 3229.688290 = -2613768.780810 nChanged 1032 SP:Iteration 5Q (2402.623842 sec): 3 clusters Score: Raw -2617537.114865 + Penalty 3229.688290 = -2614307.426574 nChanged 1119 SP:Iteration 6F (2402.698821 sec): 3 clusters Score: Raw -2618177.192977 + Penalty 3229.688290 = -2614947.504687 nChanged 1132 SP:Iteration 7F (2402.777882 sec): 3 clusters Score: Raw -2618941.653867 + Penalty 3229.688290 = -2615711.965577 nChanged 1136 SP:Iteration 8F (2402.855710 sec): 3 clusters Score: Raw -2619773.092571 + Penalty 3229.688290 = -2616543.404281 nChanged 1007 SP:Iteration 9Q (2402.929540 sec): 3 clusters Score: Raw -2620421.868273 + Penalty 3229.688290 = -2617192.179982 nChanged 788 SP:Iteration 10Q (2403.004176 sec): 3 clusters Score: Raw -2620776.374360 + Penalty 3229.688290 = -2617546.686070 nChanged 515 SP:Iteration 11Q (2403.082024 sec): 3 clusters Score: Raw -2620939.221344 + Penalty 3229.688290 = -2617709.533053 nChanged 318 SP:Iteration 12Q (2403.160460 sec): 3 clusters Score: Raw -2621015.802740 + Penalty 3229.688290 = -2617786.114450 nChanged 214 SP:Iteration 13Q (2403.237232 sec): 3 clusters Score: Raw -2621062.073429 + Penalty 3229.688290 = -2617832.385139 nChanged 177 SP:Iteration 14Q (2403.317952 sec): 3 clusters Score: Raw -2621098.072573 + Penalty 3229.688290 = -2617868.384283 nChanged 156 SP:Iteration 15Q (2403.389689 sec): 3 clusters Score: Raw -2621130.155121 + Penalty 3229.688290 = -2617900.466831 nChanged 142 SP:Iteration 16Q (2403.466123 sec): 3 clusters Score: Raw -2621159.587190 + Penalty 3229.688290 = -2617929.898900 nChanged 132 SP:Iteration 17Q (2403.543081 sec): 3 clusters Score: Raw -2621183.781626 + Penalty 3229.688290 = -2617954.093336 nChanged 136 SP:Iteration 18Q (2403.629006 sec): 3 clusters Score: Raw -2621209.586110 + Penalty 3229.688290 = -2617979.897820 nChanged 153 SP:Iteration 19Q (2403.707749 sec): 3 clusters Score: Raw -2621237.712728 + Penalty 3229.688290 = -2618008.024438 nChanged 149 SP:Iteration 20F (2403.764267 sec): 3 clusters Score: Raw -2621266.127634 + Penalty 3229.688290 = -2618036.439344 nChanged 156 SP:Iteration 21Q (2403.841400 sec): 3 clusters Score: Raw -2621293.661716 + Penalty 3229.688290 = -2618063.973426 nChanged 115 SP:Iteration 22Q (2403.927726 sec): 3 clusters Score: Raw -2621311.590056 + Penalty 3229.688290 = -2618081.901765 nChanged 117 SP:Iteration 23Q (2403.995105 sec): 3 clusters Score: Raw -2621332.362551 + Penalty 3229.688290 = -2618102.674261 nChanged 127 SP:Iteration 24Q (2404.068105 sec): 3 clusters Score: Raw -2621355.714042 + Penalty 3229.688290 = -2618126.025752 nChanged 143 SP:Iteration 25Q (2404.142086 sec): 3 clusters Score: Raw -2621382.574745 + Penalty 3229.688290 = -2618152.886455 nChanged 143 SP:Iteration 26Q (2404.208454 sec): 3 clusters Score: Raw -2621412.260223 + Penalty 3229.688290 = -2618182.571933 nChanged 154 SP:Iteration 27Q (2404.275852 sec): 3 clusters Score: Raw -2621446.567709 + Penalty 3229.688290 = -2618216.879419 nChanged 175 SP:Iteration 28Q (2404.343295 sec): 3 clusters Score: Raw -2621487.322127 + Penalty 3229.688290 = -2618257.633837 nChanged 198 SP:Iteration 29Q (2404.425630 sec): 3 clusters Score: Raw -2621534.425311 + Penalty 3229.688290 = -2618304.737021 nChanged 186 SP:Iteration 30Q (2404.494334 sec): 3 clusters Score: Raw -2621580.653916 + Penalty 3229.688290 = -2618350.965626 nChanged 210 SP:Iteration 31Q (2404.566828 sec): 3 clusters Score: Raw -2621630.876737 + Penalty 3229.688290 = -2618401.188447 nChanged 186 SP:Iteration 32Q (2404.638116 sec): 3 clusters Score: Raw -2621675.765926 + Penalty 3229.688290 = -2618446.077635 nChanged 205 SP:Iteration 33Q (2404.710723 sec): 3 clusters Score: Raw -2621726.989592 + Penalty 3229.688290 = -2618497.301302 nChanged 193 SP:Iteration 34Q (2404.778927 sec): 3 clusters Score: Raw -2621774.896841 + Penalty 3229.688290 = -2618545.208551 nChanged 174 SP:Iteration 35Q (2404.856516 sec): 3 clusters Score: Raw -2621817.511582 + Penalty 3229.688290 = -2618587.823292 nChanged 154 SP:Iteration 36Q (2404.913956 sec): 3 clusters Score: Raw -2621855.708149 + Penalty 3229.688290 = -2618626.019859 nChanged 162 SP:Iteration 37Q (2404.995122 sec): 3 clusters Score: Raw -2621894.186279 + Penalty 3229.688290 = -2618664.497989 nChanged 150 SP:Iteration 38Q (2405.068918 sec): 3 clusters Score: Raw -2621927.610341 + Penalty 3229.688290 = -2618697.922051 nChanged 172 SP:Iteration 39Q (2405.141333 sec): 3 clusters Score: Raw -2621968.457356 + Penalty 3229.688290 = -2618738.769066 nChanged 164 SP:Iteration 40F (2405.218601 sec): 3 clusters Score: Raw -2622013.051309 + Penalty 3229.688290 = -2618783.363019 nChanged 183 SP:Iteration 41Q (2405.294381 sec): 3 clusters Score: Raw -2622065.072223 + Penalty 3229.688290 = -2618835.383933 nChanged 164 SP:Iteration 42Q (2405.370886 sec): 3 clusters Score: Raw -2622113.602195 + Penalty 3229.688290 = -2618883.913905 nChanged 172 SP:Iteration 43Q (2405.439517 sec): 3 clusters Score: Raw -2622161.489802 + Penalty 3229.688290 = -2618931.801512 nChanged 155 SP:Iteration 44Q (2405.506270 sec): 3 clusters Score: Raw -2622202.968095 + Penalty 3229.688290 = -2618973.279805 nChanged 152 SP:Iteration 45Q (2405.584872 sec): 3 clusters Score: Raw -2622243.436883 + Penalty 3229.688290 = -2619013.748592 nChanged 140 SP:Iteration 46Q (2405.655955 sec): 3 clusters Score: Raw -2622278.849471 + Penalty 3229.688290 = -2619049.161181 nChanged 138 SP:Iteration 47Q (2405.720494 sec): 3 clusters Score: Raw -2622313.539302 + Penalty 3229.688290 = -2619083.851012 nChanged 134 SP:Iteration 48Q (2405.785172 sec): 3 clusters Score: Raw -2622343.205844 + Penalty 3229.688290 = -2619113.517554 nChanged 127 SP:Iteration 49Q (2405.847404 sec): 3 clusters Score: Raw -2622372.428146 + Penalty 3229.688290 = -2619142.739856 nChanged 143 SP:Iteration 50Q (2405.922825 sec): 3 clusters Score: Raw -2622409.097962 + Penalty 3229.688290 = -2619179.409672 nChanged 130 SP:Iteration 51Q (2405.995982 sec): 3 clusters Score: Raw -2622444.461577 + Penalty 3229.688290 = -2619214.773287 nChanged 124 SP:Iteration 52Q (2406.078127 sec): 3 clusters Score: Raw -2622480.694621 + Penalty 3229.688290 = -2619251.006330 nChanged 122 SP:Iteration 53Q (2406.145976 sec): 3 clusters Score: Raw -2622514.457249 + Penalty 3229.688290 = -2619284.768958 nChanged 104 SP:Iteration 54Q (2406.221276 sec): 3 clusters Score: Raw -2622545.518703 + Penalty 3229.688290 = -2619315.830413 nChanged 121 SP:Iteration 55Q (2406.286094 sec): 3 clusters Score: Raw -2622580.079672 + Penalty 3229.688290 = -2619350.391382 nChanged 117 SP:Iteration 56Q (2406.359571 sec): 3 clusters Score: Raw -2622614.162771 + Penalty 3229.688290 = -2619384.474481 nChanged 96 SP:Iteration 57Q (2406.431056 sec): 3 clusters Score: Raw -2622642.981837 + Penalty 3229.688290 = -2619413.293547 nChanged 101 SP:Iteration 58Q (2406.513979 sec): 3 clusters Score: Raw -2622672.582556 + Penalty 3229.688290 = -2619442.894266 nChanged 104 SP:Iteration 59Q (2406.586134 sec): 3 clusters Score: Raw -2622702.499481 + Penalty 3229.688290 = -2619472.811191 nChanged 104 SP:Iteration 60F (2406.662690 sec): 3 clusters Score: Raw -2622730.788285 + Penalty 3229.688290 = -2619501.099995 nChanged 100 SP:Iteration 61Q (2406.722905 sec): 3 clusters Score: Raw -2622758.506834 + Penalty 3229.688290 = -2619528.818544 nChanged 88 SP:Iteration 62Q (2406.802064 sec): 3 clusters Score: Raw -2622785.981812 + Penalty 3229.688290 = -2619556.293522 nChanged 87 SP:Iteration 63Q (2406.860085 sec): 3 clusters Score: Raw -2622817.643869 + Penalty 3229.688290 = -2619587.955579 nChanged 88 SP:Iteration 64Q (2406.935167 sec): 3 clusters Score: Raw -2622849.068214 + Penalty 3229.688290 = -2619619.379924 nChanged 72 SP:Iteration 65Q (2407.003321 sec): 3 clusters Score: Raw -2622875.978028 + Penalty 3229.688290 = -2619646.289738 nChanged 80 SP:Iteration 66Q (2407.083551 sec): 3 clusters Score: Raw -2622904.435347 + Penalty 3229.688290 = -2619674.747056 nChanged 65 SP:Iteration 67Q (2407.154460 sec): 3 clusters Score: Raw -2622926.828965 + Penalty 3229.688290 = -2619697.140674 nChanged 71 SP:Iteration 68Q (2407.224431 sec): 3 clusters Score: Raw -2622952.755661 + Penalty 3229.688290 = -2619723.067371 nChanged 63 SP:Iteration 69Q (2407.287395 sec): 3 clusters Score: Raw -2622975.975151 + Penalty 3229.688290 = -2619746.286861 nChanged 69 SP:Iteration 70Q (2407.359798 sec): 3 clusters Score: Raw -2623003.402179 + Penalty 3229.688290 = -2619773.713889 nChanged 71 SP:Iteration 71Q (2407.438361 sec): 3 clusters Score: Raw -2623029.160018 + Penalty 3229.688290 = -2619799.471728 nChanged 60 SP:Iteration 72Q (2407.498705 sec): 3 clusters Score: Raw -2623052.496289 + Penalty 3229.688290 = -2619822.807999 nChanged 59 SP:Iteration 73Q (2407.569024 sec): 3 clusters Score: Raw -2623077.385365 + Penalty 3229.688290 = -2619847.697075 nChanged 50 SP:Iteration 74Q (2407.653670 sec): 3 clusters Score: Raw -2623104.979188 + Penalty 3229.688290 = -2619875.290898 nChanged 53 SP:Iteration 75Q (2407.717417 sec): 3 clusters Score: Raw -2623136.441163 + Penalty 3229.688290 = -2619906.752873 nChanged 68 SP:Iteration 76Q (2407.779500 sec): 3 clusters Score: Raw -2623197.790200 + Penalty 3229.688290 = -2619968.101910 nChanged 56 SP:Iteration 77Q (2407.849139 sec): 3 clusters Score: Raw -2623267.894405 + Penalty 3229.688290 = -2620038.206114 nChanged 69 SP:Iteration 78Q (2407.918724 sec): 3 clusters Score: Raw -2623365.320267 + Penalty 3229.688290 = -2620135.631977 nChanged 63 SP:Iteration 79Q (2407.991866 sec): 3 clusters Score: Raw -2623438.131797 + Penalty 3229.688290 = -2620208.443507 nChanged 70 SP:Iteration 80F (2408.068146 sec): 3 clusters Score: Raw -2623497.885937 + Penalty 3229.688290 = -2620268.197647 nChanged 69 SP:Iteration 81Q (2408.145665 sec): 3 clusters Score: Raw -2623550.857768 + Penalty 3229.688290 = -2620321.169478 nChanged 57 SP:Iteration 82Q (2408.213288 sec): 3 clusters Score: Raw -2623593.077976 + Penalty 3229.688290 = -2620363.389686 nChanged 46 SP:Iteration 83Q (2408.283378 sec): 3 clusters Score: Raw -2623617.779166 + Penalty 3229.688290 = -2620388.090875 nChanged 27 SP:Iteration 84Q (2408.354460 sec): 3 clusters Score: Raw -2623629.853402 + Penalty 3229.688290 = -2620400.165112 nChanged 20 SP:Iteration 85Q (2408.420601 sec): 3 clusters Score: Raw -2623638.959008 + Penalty 3229.688290 = -2620409.270718 nChanged 18 SP:Iteration 86Q (2408.485529 sec): 3 clusters Score: Raw -2623650.590935 + Penalty 3229.688290 = -2620420.902645 nChanged 24 SP:Iteration 87Q (2408.551615 sec): 3 clusters Score: Raw -2623659.720437 + Penalty 3229.688290 = -2620430.032147 nChanged 15 SP:Iteration 88Q (2408.625860 sec): 3 clusters Score: Raw -2623664.509775 + Penalty 3229.688290 = -2620434.821485 nChanged 18 SP:Iteration 89Q (2408.700852 sec): 3 clusters Score: Raw -2623673.264831 + Penalty 3229.688290 = -2620443.576541 nChanged 16 SP:Iteration 90Q (2408.766072 sec): 3 clusters Score: Raw -2623680.578311 + Penalty 3229.688290 = -2620450.890021 nChanged 20 SP:Iteration 91Q (2408.834430 sec): 3 clusters Score: Raw -2623689.204082 + Penalty 3229.688290 = -2620459.515792 nChanged 16 SP:Iteration 92Q (2408.906368 sec): 3 clusters Score: Raw -2623693.655923 + Penalty 3229.688290 = -2620463.967633 nChanged 14 SP:Iteration 93Q (2408.973415 sec): 3 clusters Score: Raw -2623700.408595 + Penalty 3229.688290 = -2620470.720305 nChanged 17 SP:Iteration 94Q (2409.040472 sec): 3 clusters Score: Raw -2623708.577419 + Penalty 3229.688290 = -2620478.889129 nChanged 19 SP:Iteration 95Q (2409.106578 sec): 3 clusters Score: Raw -2623717.414653 + Penalty 3229.688290 = -2620487.726363 nChanged 16 SP:Iteration 96Q (2409.172447 sec): 3 clusters Score: Raw -2623724.794054 + Penalty 3229.688290 = -2620495.105764 nChanged 17 SP:Iteration 97Q (2409.247697 sec): 3 clusters Score: Raw -2623732.764673 + Penalty 3229.688290 = -2620503.076383 nChanged 23 SP:Iteration 98Q (2409.321134 sec): 3 clusters Score: Raw -2623742.925802 + Penalty 3229.688290 = -2620513.237512 nChanged 20 SP:Iteration 99Q (2409.387788 sec): 3 clusters Score: Raw -2623750.212788 + Penalty 3229.688290 = -2620520.524498 nChanged 16 SP:Iteration 100F (2409.455566 sec): 3 clusters Score: Raw -2623758.718971 + Penalty 3229.688290 = -2620529.030681 nChanged 20 SP:Iteration 101Q (2409.511694 sec): 3 clusters Score: Raw -2623770.202799 + Penalty 3229.688290 = -2620540.514509 nChanged 21 SP:Iteration 102Q (2409.582407 sec): 3 clusters Score: Raw -2623778.836737 + Penalty 3229.688290 = -2620549.148447 nChanged 12 SP:Iteration 103Q (2409.646461 sec): 3 clusters Score: Raw -2623783.419233 + Penalty 3229.688290 = -2620553.730943 nChanged 11 SP:Iteration 104Q (2409.720972 sec): 3 clusters Score: Raw -2623788.437560 + Penalty 3229.688290 = -2620558.749270 nChanged 9 SP:Iteration 105Q (2409.788615 sec): 3 clusters Score: Raw -2623791.894971 + Penalty 3229.688290 = -2620562.206681 nChanged 7 SP:Iteration 106Q (2409.847230 sec): 3 clusters Score: Raw -2623794.203207 + Penalty 3229.688290 = -2620564.514917 nChanged 3 SP:Iteration 107Q (2409.907858 sec): 3 clusters Score: Raw -2623795.275845 + Penalty 3229.688290 = -2620565.587555 nChanged 3 SP:Iteration 108Q (2409.977013 sec): 3 clusters Score: Raw -2623796.239284 + Penalty 3229.688290 = -2620566.550993 nChanged 3 SP:Iteration 109Q (2410.057670 sec): 3 clusters Score: Raw -2623797.457232 + Penalty 3229.688290 = -2620567.768942 nChanged 2 SP:Iteration 110Q (2410.128652 sec): 3 clusters Score: Raw -2623798.235384 + Penalty 3229.688290 = -2620568.547094 nChanged 2 SP:Iteration 111Q (2410.203583 sec): 3 clusters Score: Raw -2623798.489096 + Penalty 3229.688290 = -2620568.800806 nChanged 0 SP:Iteration 112F (2410.283522 sec): 3 clusters Score: Raw -2623798.489096 + Penalty 3229.688290 = -2620568.800806 nChanged 0 Trying to split cluster 10 (6170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2410.309635 sec): 2 clusters Score: Raw -772851.489263 + Penalty 1418.211294 = -771433.277969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2410.363821 sec): 3 clusters Score: Raw -769545.745876 + Penalty 2836.422588 = -766709.323288 nChanged 2558 SP:Iteration 1F (2410.418553 sec): 3 clusters Score: Raw -771099.988452 + Penalty 2836.422588 = -768263.565864 nChanged 514 SP:Iteration 2F (2410.475051 sec): 3 clusters Score: Raw -771456.118241 + Penalty 2836.422588 = -768619.695653 nChanged 432 SP:Iteration 3F (2410.528878 sec): 3 clusters Score: Raw -771776.819102 + Penalty 2836.422588 = -768940.396514 nChanged 372 SP:Iteration 4F (2410.575827 sec): 3 clusters Score: Raw -772034.998407 + Penalty 2836.422588 = -769198.575819 nChanged 322 SP:Iteration 5F (2410.637764 sec): 3 clusters Score: Raw -772255.943988 + Penalty 2836.422588 = -769419.521400 nChanged 259 SP:Iteration 6Q (2410.684106 sec): 3 clusters Score: Raw -772430.309573 + Penalty 2836.422588 = -769593.886985 nChanged 194 SP:Iteration 7Q (2410.735775 sec): 3 clusters Score: Raw -772552.096424 + Penalty 2836.422588 = -769715.673836 nChanged 159 SP:Iteration 8Q (2410.799458 sec): 3 clusters Score: Raw -772648.001000 + Penalty 2836.422588 = -769811.578412 nChanged 119 SP:Iteration 9Q (2410.835551 sec): 3 clusters Score: Raw -772717.456621 + Penalty 2836.422588 = -769881.034033 nChanged 100 SP:Iteration 10Q (2410.879821 sec): 3 clusters Score: Raw -772781.370447 + Penalty 2836.422588 = -769944.947859 nChanged 91 SP:Iteration 11Q (2410.943889 sec): 3 clusters Score: Raw -772838.612195 + Penalty 2836.422588 = -770002.189607 nChanged 86 SP:Iteration 12Q (2410.985802 sec): 3 clusters Score: Raw -772880.576529 + Penalty 2836.422588 = -770044.153941 nChanged 57 SP:Iteration 13Q (2411.036863 sec): 3 clusters Score: Raw -772906.049152 + Penalty 2836.422588 = -770069.626564 nChanged 55 SP:Iteration 14Q (2411.081968 sec): 3 clusters Score: Raw -772931.293247 + Penalty 2836.422588 = -770094.870659 nChanged 53 SP:Iteration 15Q (2411.117661 sec): 3 clusters Score: Raw -772954.795155 + Penalty 2836.422588 = -770118.372567 nChanged 44 SP:Iteration 16Q (2411.180536 sec): 3 clusters Score: Raw -772975.275198 + Penalty 2836.422588 = -770138.852610 nChanged 40 SP:Iteration 17Q (2411.223597 sec): 3 clusters Score: Raw -772995.167161 + Penalty 2836.422588 = -770158.744573 nChanged 38 SP:Iteration 18Q (2411.273624 sec): 3 clusters Score: Raw -773007.534470 + Penalty 2836.422588 = -770171.111882 nChanged 24 SP:Iteration 19Q (2411.324911 sec): 3 clusters Score: Raw -773015.673307 + Penalty 2836.422588 = -770179.250719 nChanged 33 SP:Iteration 20F (2411.387421 sec): 3 clusters Score: Raw -773028.673140 + Penalty 2836.422588 = -770192.250552 nChanged 32 SP:Iteration 21Q (2411.440829 sec): 3 clusters Score: Raw -773041.757258 + Penalty 2836.422588 = -770205.334670 nChanged 28 SP:Iteration 22Q (2411.478744 sec): 3 clusters Score: Raw -773050.409502 + Penalty 2836.422588 = -770213.986914 nChanged 16 SP:Iteration 23Q (2411.532128 sec): 3 clusters Score: Raw -773055.701719 + Penalty 2836.422588 = -770219.279131 nChanged 12 SP:Iteration 24Q (2411.586509 sec): 3 clusters Score: Raw -773059.693236 + Penalty 2836.422588 = -770223.270648 nChanged 13 SP:Iteration 25Q (2411.641536 sec): 3 clusters Score: Raw -773064.964537 + Penalty 2836.422588 = -770228.541949 nChanged 18 SP:Iteration 26Q (2411.694122 sec): 3 clusters Score: Raw -773069.771067 + Penalty 2836.422588 = -770233.348479 nChanged 12 SP:Iteration 27Q (2411.746337 sec): 3 clusters Score: Raw -773073.086419 + Penalty 2836.422588 = -770236.663831 nChanged 6 SP:Iteration 28Q (2411.797179 sec): 3 clusters Score: Raw -773075.303334 + Penalty 2836.422588 = -770238.880746 nChanged 10 SP:Iteration 29Q (2411.857402 sec): 3 clusters Score: Raw -773078.372653 + Penalty 2836.422588 = -770241.950065 nChanged 13 SP:Iteration 30Q (2411.899987 sec): 3 clusters Score: Raw -773082.576189 + Penalty 2836.422588 = -770246.153601 nChanged 11 SP:Iteration 31Q (2411.949322 sec): 3 clusters Score: Raw -773085.437909 + Penalty 2836.422588 = -770249.015321 nChanged 9 SP:Iteration 32Q (2411.992058 sec): 3 clusters Score: Raw -773089.553625 + Penalty 2836.422588 = -770253.131037 nChanged 13 SP:Iteration 33Q (2412.055099 sec): 3 clusters Score: Raw -773094.670942 + Penalty 2836.422588 = -770258.248354 nChanged 12 SP:Iteration 34Q (2412.105440 sec): 3 clusters Score: Raw -773099.112753 + Penalty 2836.422588 = -770262.690165 nChanged 8 SP:Iteration 35Q (2412.163141 sec): 3 clusters Score: Raw -773102.199534 + Penalty 2836.422588 = -770265.776946 nChanged 11 SP:Iteration 36Q (2412.210080 sec): 3 clusters Score: Raw -773105.848326 + Penalty 2836.422588 = -770269.425738 nChanged 13 SP:Iteration 37Q (2412.252607 sec): 3 clusters Score: Raw -773109.875489 + Penalty 2836.422588 = -770273.452901 nChanged 8 SP:Iteration 38Q (2412.305707 sec): 3 clusters Score: Raw -773113.574655 + Penalty 2836.422588 = -770277.152067 nChanged 13 SP:Iteration 39Q (2412.362723 sec): 3 clusters Score: Raw -773121.944231 + Penalty 2836.422588 = -770285.521643 nChanged 25 SP:Iteration 40F (2412.404884 sec): 3 clusters Score: Raw -773132.273353 + Penalty 2836.422588 = -770295.850765 nChanged 17 SP:Iteration 41Q (2412.456883 sec): 3 clusters Score: Raw -773138.570373 + Penalty 2836.422588 = -770302.147785 nChanged 15 SP:Iteration 42Q (2412.510596 sec): 3 clusters Score: Raw -773145.520767 + Penalty 2836.422588 = -770309.098179 nChanged 16 SP:Iteration 43Q (2412.551603 sec): 3 clusters Score: Raw -773153.017387 + Penalty 2836.422588 = -770316.594799 nChanged 19 SP:Iteration 44Q (2412.606123 sec): 3 clusters Score: Raw -773159.835124 + Penalty 2836.422588 = -770323.412536 nChanged 14 SP:Iteration 45Q (2412.662223 sec): 3 clusters Score: Raw -773165.196428 + Penalty 2836.422588 = -770328.773840 nChanged 12 SP:Iteration 46Q (2412.719498 sec): 3 clusters Score: Raw -773169.126099 + Penalty 2836.422588 = -770332.703511 nChanged 12 SP:Iteration 47Q (2412.758873 sec): 3 clusters Score: Raw -773173.504228 + Penalty 2836.422588 = -770337.081640 nChanged 11 SP:Iteration 48Q (2412.801404 sec): 3 clusters Score: Raw -773179.892648 + Penalty 2836.422588 = -770343.470060 nChanged 19 SP:Iteration 49Q (2412.855250 sec): 3 clusters Score: Raw -773190.795796 + Penalty 2836.422588 = -770354.373208 nChanged 18 SP:Iteration 50Q (2412.908277 sec): 3 clusters Score: Raw -773199.190633 + Penalty 2836.422588 = -770362.768045 nChanged 19 SP:Iteration 51Q (2412.960080 sec): 3 clusters Score: Raw -773206.765042 + Penalty 2836.422588 = -770370.342454 nChanged 14 SP:Iteration 52Q (2413.010212 sec): 3 clusters Score: Raw -773211.138640 + Penalty 2836.422588 = -770374.716052 nChanged 11 SP:Iteration 53Q (2413.073535 sec): 3 clusters Score: Raw -773214.618477 + Penalty 2836.422588 = -770378.195889 nChanged 11 SP:Iteration 54Q (2413.122625 sec): 3 clusters Score: Raw -773217.091524 + Penalty 2836.422588 = -770380.668936 nChanged 5 SP:Iteration 55Q (2413.165215 sec): 3 clusters Score: Raw -773219.045163 + Penalty 2836.422588 = -770382.622575 nChanged 3 SP:Iteration 56Q (2413.217649 sec): 3 clusters Score: Raw -773220.615384 + Penalty 2836.422588 = -770384.192796 nChanged 2 SP:Iteration 57Q (2413.272230 sec): 3 clusters Score: Raw -773221.023597 + Penalty 2836.422588 = -770384.601009 nChanged 2 SP:Iteration 58Q (2413.323101 sec): 3 clusters Score: Raw -773221.558387 + Penalty 2836.422588 = -770385.135799 nChanged 1 SP:Iteration 59Q (2413.381986 sec): 3 clusters Score: Raw -773222.004280 + Penalty 2836.422588 = -770385.581692 nChanged 1 SP:Iteration 60F (2413.419437 sec): 3 clusters Score: Raw -773222.467321 + Penalty 2836.422588 = -770386.044733 nChanged 2 SP:Iteration 61Q (2413.474181 sec): 3 clusters Score: Raw -773222.648946 + Penalty 2836.422588 = -770386.226358 nChanged 1 SP:Iteration 62Q (2413.533442 sec): 3 clusters Score: Raw -773222.801877 + Penalty 2836.422588 = -770386.379289 nChanged 0 SP:Iteration 63F (2413.576823 sec): 3 clusters Score: Raw -773222.801877 + Penalty 2836.422588 = -770386.379289 nChanged 0 Trying to split cluster 11 (16750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2413.628898 sec): 2 clusters Score: Raw -2106406.381760 + Penalty 1580.499950 = -2104825.881810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2413.694639 sec): 3 clusters Score: Raw -2096325.221132 + Penalty 3160.999900 = -2093164.221233 nChanged 7553 SP:Iteration 1F (2413.757626 sec): 3 clusters Score: Raw -2100700.393942 + Penalty 3160.999900 = -2097539.394042 nChanged 1100 SP:Iteration 2F (2413.817373 sec): 3 clusters Score: Raw -2101339.794191 + Penalty 3160.999900 = -2098178.794291 nChanged 1188 SP:Iteration 3F (2413.871157 sec): 3 clusters Score: Raw -2102071.336550 + Penalty 3160.999900 = -2098910.336651 nChanged 1151 SP:Iteration 4F (2413.937431 sec): 3 clusters Score: Raw -2102815.605461 + Penalty 3160.999900 = -2099654.605561 nChanged 1056 SP:Iteration 5F (2414.012650 sec): 3 clusters Score: Raw -2103427.063500 + Penalty 3160.999900 = -2100266.063601 nChanged 898 SP:Iteration 6F (2414.079286 sec): 3 clusters Score: Raw -2103920.602776 + Penalty 3160.999900 = -2100759.602877 nChanged 794 SP:Iteration 7Q (2414.143484 sec): 3 clusters Score: Raw -2104342.048191 + Penalty 3160.999900 = -2101181.048291 nChanged 688 SP:Iteration 8Q (2414.207883 sec): 3 clusters Score: Raw -2104725.977222 + Penalty 3160.999900 = -2101564.977322 nChanged 551 SP:Iteration 9Q (2414.290361 sec): 3 clusters Score: Raw -2105012.341138 + Penalty 3160.999900 = -2101851.341238 nChanged 445 SP:Iteration 10Q (2414.366648 sec): 3 clusters Score: Raw -2105237.845185 + Penalty 3160.999900 = -2102076.845286 nChanged 405 SP:Iteration 11Q (2414.432469 sec): 3 clusters Score: Raw -2105464.895518 + Penalty 3160.999900 = -2102303.895618 nChanged 373 SP:Iteration 12Q (2414.493675 sec): 3 clusters Score: Raw -2105669.849569 + Penalty 3160.999900 = -2102508.849669 nChanged 290 SP:Iteration 13Q (2414.570111 sec): 3 clusters Score: Raw -2105815.119565 + Penalty 3160.999900 = -2102654.119666 nChanged 244 SP:Iteration 14Q (2414.629256 sec): 3 clusters Score: Raw -2105937.861302 + Penalty 3160.999900 = -2102776.861403 nChanged 212 SP:Iteration 15Q (2414.687602 sec): 3 clusters Score: Raw -2106046.904903 + Penalty 3160.999900 = -2102885.905003 nChanged 180 SP:Iteration 16Q (2414.758063 sec): 3 clusters Score: Raw -2106145.999848 + Penalty 3160.999900 = -2102984.999949 nChanged 158 SP:Iteration 17Q (2414.825345 sec): 3 clusters Score: Raw -2106229.846370 + Penalty 3160.999900 = -2103068.846470 nChanged 133 SP:Iteration 18Q (2414.894927 sec): 3 clusters Score: Raw -2106300.840850 + Penalty 3160.999900 = -2103139.840951 nChanged 117 SP:Iteration 19Q (2414.950829 sec): 3 clusters Score: Raw -2106362.410864 + Penalty 3160.999900 = -2103201.410964 nChanged 106 SP:Iteration 20F (2415.033369 sec): 3 clusters Score: Raw -2106415.751239 + Penalty 3160.999900 = -2103254.751339 nChanged 85 SP:Iteration 21Q (2415.092189 sec): 3 clusters Score: Raw -2106466.212019 + Penalty 3160.999900 = -2103305.212119 nChanged 74 SP:Iteration 22Q (2415.160470 sec): 3 clusters Score: Raw -2106526.753818 + Penalty 3160.999900 = -2103365.753919 nChanged 73 SP:Iteration 23Q (2415.228354 sec): 3 clusters Score: Raw -2106574.814036 + Penalty 3160.999900 = -2103413.814137 nChanged 40 SP:Iteration 24Q (2415.291691 sec): 3 clusters Score: Raw -2106597.972978 + Penalty 3160.999900 = -2103436.973079 nChanged 28 SP:Iteration 25Q (2415.365621 sec): 3 clusters Score: Raw -2106615.860453 + Penalty 3160.999900 = -2103454.860554 nChanged 28 SP:Iteration 26Q (2415.425919 sec): 3 clusters Score: Raw -2106634.810323 + Penalty 3160.999900 = -2103473.810424 nChanged 32 SP:Iteration 27Q (2415.499953 sec): 3 clusters Score: Raw -2106663.492918 + Penalty 3160.999900 = -2103502.493018 nChanged 34 SP:Iteration 28Q (2415.557293 sec): 3 clusters Score: Raw -2106692.369489 + Penalty 3160.999900 = -2103531.369590 nChanged 28 SP:Iteration 29Q (2415.631886 sec): 3 clusters Score: Raw -2106711.753792 + Penalty 3160.999900 = -2103550.753892 nChanged 17 SP:Iteration 30Q (2415.705017 sec): 3 clusters Score: Raw -2106721.989747 + Penalty 3160.999900 = -2103560.989848 nChanged 17 SP:Iteration 31Q (2415.767158 sec): 3 clusters Score: Raw -2106731.074943 + Penalty 3160.999900 = -2103570.075043 nChanged 17 SP:Iteration 32Q (2415.840402 sec): 3 clusters Score: Raw -2106739.074566 + Penalty 3160.999900 = -2103578.074667 nChanged 11 SP:Iteration 33Q (2415.893999 sec): 3 clusters Score: Raw -2106744.445912 + Penalty 3160.999900 = -2103583.446012 nChanged 12 SP:Iteration 34Q (2415.956790 sec): 3 clusters Score: Raw -2106751.280633 + Penalty 3160.999900 = -2103590.280734 nChanged 10 SP:Iteration 35Q (2416.013194 sec): 3 clusters Score: Raw -2106757.507725 + Penalty 3160.999900 = -2103596.507826 nChanged 15 SP:Iteration 36Q (2416.090727 sec): 3 clusters Score: Raw -2106764.672356 + Penalty 3160.999900 = -2103603.672457 nChanged 6 SP:Iteration 37Q (2416.147276 sec): 3 clusters Score: Raw -2106768.079735 + Penalty 3160.999900 = -2103607.079835 nChanged 5 SP:Iteration 38Q (2416.213963 sec): 3 clusters Score: Raw -2106770.370818 + Penalty 3160.999900 = -2103609.370918 nChanged 8 SP:Iteration 39Q (2416.278423 sec): 3 clusters Score: Raw -2106773.292581 + Penalty 3160.999900 = -2103612.292681 nChanged 1 SP:Iteration 40F (2416.342933 sec): 3 clusters Score: Raw -2106773.634116 + Penalty 3160.999900 = -2103612.634217 nChanged 0 Trying to split cluster 12 (52402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2416.424875 sec): 2 clusters Score: Raw -6650761.191124 + Penalty 1765.838756 = -6648995.352368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2416.546496 sec): 3 clusters Score: Raw -6617543.292718 + Penalty 3531.677512 = -6614011.615205 nChanged 24720 SP:Iteration 1F (2416.672608 sec): 3 clusters Score: Raw -6631743.731518 + Penalty 3531.677512 = -6628212.054006 nChanged 2296 SP:Iteration 2Q (2416.798773 sec): 3 clusters Score: Raw -6632617.992796 + Penalty 3531.677512 = -6629086.315284 nChanged 2661 SP:Iteration 3F (2416.929829 sec): 3 clusters Score: Raw -6633887.682259 + Penalty 3531.677512 = -6630356.004747 nChanged 3288 SP:Iteration 4F (2417.041145 sec): 3 clusters Score: Raw -6635924.052023 + Penalty 3531.677512 = -6632392.374511 nChanged 4016 SP:Iteration 5F (2417.174499 sec): 3 clusters Score: Raw -6639008.482562 + Penalty 3531.677512 = -6635476.805050 nChanged 4487 SP:Iteration 6F (2417.304117 sec): 3 clusters Score: Raw -6643097.220414 + Penalty 3531.677512 = -6639565.542902 nChanged 4000 SP:Iteration 7F (2417.442878 sec): 3 clusters Score: Raw -6646986.822082 + Penalty 3531.677512 = -6643455.144570 nChanged 2442 SP:Iteration 8Q (2417.575650 sec): 3 clusters Score: Raw -6649281.208870 + Penalty 3531.677512 = -6645749.531358 nChanged 1102 SP:Iteration 9Q (2417.696658 sec): 3 clusters Score: Raw -6650304.822943 + Penalty 3531.677512 = -6646773.145431 nChanged 439 SP:Iteration 10Q (2417.818221 sec): 3 clusters Score: Raw -6650692.042756 + Penalty 3531.677512 = -6647160.365244 nChanged 157 SP:Iteration 11Q (2417.936132 sec): 3 clusters Score: Raw -6650821.744170 + Penalty 3531.677512 = -6647290.066658 nChanged 62 SP:Iteration 12Q (2418.052485 sec): 3 clusters Score: Raw -6650880.586469 + Penalty 3531.677512 = -6647348.908957 nChanged 33 SP:Iteration 13Q (2418.162980 sec): 3 clusters Score: Raw -6650918.541351 + Penalty 3531.677512 = -6647386.863839 nChanged 28 SP:Iteration 14Q (2418.288074 sec): 3 clusters Score: Raw -6650948.216207 + Penalty 3531.677512 = -6647416.538695 nChanged 20 SP:Iteration 15Q (2418.396073 sec): 3 clusters Score: Raw -6650973.679735 + Penalty 3531.677512 = -6647442.002222 nChanged 15 SP:Iteration 16Q (2418.504065 sec): 3 clusters Score: Raw -6650990.538166 + Penalty 3531.677512 = -6647458.860654 nChanged 12 SP:Iteration 17Q (2418.608147 sec): 3 clusters Score: Raw -6651006.034358 + Penalty 3531.677512 = -6647474.356846 nChanged 10 SP:Iteration 18Q (2418.706599 sec): 3 clusters Score: Raw -6651019.759106 + Penalty 3531.677512 = -6647488.081594 nChanged 9 SP:Iteration 19Q (2418.805208 sec): 3 clusters Score: Raw -6651034.929708 + Penalty 3531.677512 = -6647503.252196 nChanged 4 SP:Iteration 20F (2418.929056 sec): 3 clusters Score: Raw -6651040.578001 + Penalty 3531.677512 = -6647508.900489 nChanged 3 SP:Iteration 21Q (2419.047208 sec): 3 clusters Score: Raw -6651044.360167 + Penalty 3531.677512 = -6647512.682655 nChanged 0 SP:Iteration 22F (2419.176648 sec): 3 clusters Score: Raw -6651044.360167 + Penalty 3531.677512 = -6647512.682655 nChanged 0 Trying to split cluster 13 (5349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2419.218583 sec): 2 clusters Score: Raw -674360.599461 + Penalty 1395.008047 = -672965.591414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2419.275007 sec): 3 clusters Score: Raw -671585.787750 + Penalty 2790.016095 = -668795.771656 nChanged 2168 SP:Iteration 1F (2419.312967 sec): 3 clusters Score: Raw -672848.803690 + Penalty 2790.016095 = -670058.787596 nChanged 397 SP:Iteration 2F (2419.366090 sec): 3 clusters Score: Raw -673123.693303 + Penalty 2790.016095 = -670333.677208 nChanged 321 SP:Iteration 3F (2419.423235 sec): 3 clusters Score: Raw -673346.065315 + Penalty 2790.016095 = -670556.049220 nChanged 263 SP:Iteration 4Q (2419.485822 sec): 3 clusters Score: Raw -673505.840536 + Penalty 2790.016095 = -670715.824441 nChanged 234 SP:Iteration 5Q (2419.536438 sec): 3 clusters Score: Raw -673645.839093 + Penalty 2790.016095 = -670855.822998 nChanged 233 SP:Iteration 6Q (2419.582678 sec): 3 clusters Score: Raw -673779.979090 + Penalty 2790.016095 = -670989.962996 nChanged 217 SP:Iteration 7Q (2419.646435 sec): 3 clusters Score: Raw -673911.761461 + Penalty 2790.016095 = -671121.745366 nChanged 203 SP:Iteration 8Q (2419.692381 sec): 3 clusters Score: Raw -674026.808317 + Penalty 2790.016095 = -671236.792222 nChanged 185 SP:Iteration 9Q (2419.744804 sec): 3 clusters Score: Raw -674119.484813 + Penalty 2790.016095 = -671329.468719 nChanged 133 SP:Iteration 10Q (2419.814326 sec): 3 clusters Score: Raw -674180.494960 + Penalty 2790.016095 = -671390.478866 nChanged 104 SP:Iteration 11Q (2419.875374 sec): 3 clusters Score: Raw -674223.025767 + Penalty 2790.016095 = -671433.009672 nChanged 83 SP:Iteration 12Q (2419.923208 sec): 3 clusters Score: Raw -674261.772061 + Penalty 2790.016095 = -671471.755966 nChanged 74 SP:Iteration 13Q (2419.993039 sec): 3 clusters Score: Raw -674290.458892 + Penalty 2790.016095 = -671500.442797 nChanged 62 SP:Iteration 14Q (2420.048850 sec): 3 clusters Score: Raw -674306.309540 + Penalty 2790.016095 = -671516.293446 nChanged 40 SP:Iteration 15Q (2420.109260 sec): 3 clusters Score: Raw -674321.102154 + Penalty 2790.016095 = -671531.086059 nChanged 47 SP:Iteration 16Q (2420.153434 sec): 3 clusters Score: Raw -674334.770865 + Penalty 2790.016095 = -671544.754770 nChanged 40 SP:Iteration 17Q (2420.211232 sec): 3 clusters Score: Raw -674346.849245 + Penalty 2790.016095 = -671556.833151 nChanged 37 SP:Iteration 18Q (2420.264671 sec): 3 clusters Score: Raw -674358.653098 + Penalty 2790.016095 = -671568.637003 nChanged 38 SP:Iteration 19Q (2420.314049 sec): 3 clusters Score: Raw -674369.804038 + Penalty 2790.016095 = -671579.787943 nChanged 33 SP:Iteration 20F (2420.369127 sec): 3 clusters Score: Raw -674379.329356 + Penalty 2790.016095 = -671589.313261 nChanged 34 SP:Iteration 21Q (2420.419873 sec): 3 clusters Score: Raw -674385.952440 + Penalty 2790.016095 = -671595.936345 nChanged 17 SP:Iteration 22Q (2420.476228 sec): 3 clusters Score: Raw -674389.945909 + Penalty 2790.016095 = -671599.929814 nChanged 17 SP:Iteration 23Q (2420.528804 sec): 3 clusters Score: Raw -674394.258233 + Penalty 2790.016095 = -671604.242139 nChanged 15 SP:Iteration 24Q (2420.580885 sec): 3 clusters Score: Raw -674396.800337 + Penalty 2790.016095 = -671606.784242 nChanged 13 SP:Iteration 25Q (2420.639809 sec): 3 clusters Score: Raw -674399.667118 + Penalty 2790.016095 = -671609.651023 nChanged 11 SP:Iteration 26Q (2420.709032 sec): 3 clusters Score: Raw -674401.312169 + Penalty 2790.016095 = -671611.296074 nChanged 8 SP:Iteration 27Q (2420.758764 sec): 3 clusters Score: Raw -674402.876931 + Penalty 2790.016095 = -671612.860836 nChanged 11 SP:Iteration 28Q (2420.800700 sec): 3 clusters Score: Raw -674404.849365 + Penalty 2790.016095 = -671614.833271 nChanged 10 SP:Iteration 29Q (2420.859386 sec): 3 clusters Score: Raw -674407.113853 + Penalty 2790.016095 = -671617.097758 nChanged 13 SP:Iteration 30Q (2420.914309 sec): 3 clusters Score: Raw -674409.629257 + Penalty 2790.016095 = -671619.613163 nChanged 6 SP:Iteration 31Q (2420.971561 sec): 3 clusters Score: Raw -674410.362840 + Penalty 2790.016095 = -671620.346745 nChanged 6 SP:Iteration 32Q (2421.013054 sec): 3 clusters Score: Raw -674411.797436 + Penalty 2790.016095 = -671621.781341 nChanged 5 SP:Iteration 33Q (2421.081512 sec): 3 clusters Score: Raw -674412.501724 + Penalty 2790.016095 = -671622.485629 nChanged 4 SP:Iteration 34Q (2421.130746 sec): 3 clusters Score: Raw -674413.183397 + Penalty 2790.016095 = -671623.167302 nChanged 6 SP:Iteration 35Q (2421.188323 sec): 3 clusters Score: Raw -674415.120336 + Penalty 2790.016095 = -671625.104241 nChanged 10 SP:Iteration 36Q (2421.245019 sec): 3 clusters Score: Raw -674416.544122 + Penalty 2790.016095 = -671626.528027 nChanged 6 SP:Iteration 37Q (2421.304238 sec): 3 clusters Score: Raw -674418.061136 + Penalty 2790.016095 = -671628.045042 nChanged 5 SP:Iteration 38Q (2421.363518 sec): 3 clusters Score: Raw -674418.718795 + Penalty 2790.016095 = -671628.702701 nChanged 1 SP:Iteration 39Q (2421.418815 sec): 3 clusters Score: Raw -674418.881132 + Penalty 2790.016095 = -671628.865038 nChanged 3 SP:Iteration 40F (2421.474915 sec): 3 clusters Score: Raw -674419.457827 + Penalty 2790.016095 = -671629.441732 nChanged 6 SP:Iteration 41Q (2421.535524 sec): 3 clusters Score: Raw -674420.861359 + Penalty 2790.016095 = -671630.845264 nChanged 3 SP:Iteration 42Q (2421.593618 sec): 3 clusters Score: Raw -674421.660902 + Penalty 2790.016095 = -671631.644808 nChanged 4 SP:Iteration 43Q (2421.650192 sec): 3 clusters Score: Raw -674422.398810 + Penalty 2790.016095 = -671632.382715 nChanged 6 SP:Iteration 44Q (2421.702373 sec): 3 clusters Score: Raw -674423.992420 + Penalty 2790.016095 = -671633.976325 nChanged 6 SP:Iteration 45Q (2421.758323 sec): 3 clusters Score: Raw -674425.154636 + Penalty 2790.016095 = -671635.138542 nChanged 3 SP:Iteration 46Q (2421.802397 sec): 3 clusters Score: Raw -674425.424907 + Penalty 2790.016095 = -671635.408812 nChanged 5 SP:Iteration 47Q (2421.865222 sec): 3 clusters Score: Raw -674426.072936 + Penalty 2790.016095 = -671636.056842 nChanged 2 SP:Iteration 48Q (2421.923248 sec): 3 clusters Score: Raw -674426.278448 + Penalty 2790.016095 = -671636.262353 nChanged 4 SP:Iteration 49Q (2421.972769 sec): 3 clusters Score: Raw -674426.880946 + Penalty 2790.016095 = -671636.864852 nChanged 5 SP:Iteration 50Q (2422.034199 sec): 3 clusters Score: Raw -674427.872696 + Penalty 2790.016095 = -671637.856602 nChanged 5 SP:Iteration 51Q (2422.089344 sec): 3 clusters Score: Raw -674428.617393 + Penalty 2790.016095 = -671638.601298 nChanged 7 SP:Iteration 52Q (2422.150322 sec): 3 clusters Score: Raw -674429.503346 + Penalty 2790.016095 = -671639.487252 nChanged 5 SP:Iteration 53Q (2422.208120 sec): 3 clusters Score: Raw -674430.707487 + Penalty 2790.016095 = -671640.691393 nChanged 4 SP:Iteration 54Q (2422.267545 sec): 3 clusters Score: Raw -674431.281456 + Penalty 2790.016095 = -671641.265362 nChanged 1 SP:Iteration 55Q (2422.314789 sec): 3 clusters Score: Raw -674431.348124 + Penalty 2790.016095 = -671641.332030 nChanged 0 SP:Iteration 56F (2422.369626 sec): 3 clusters Score: Raw -674431.348124 + Penalty 2790.016095 = -671641.332030 nChanged 0 Trying to split cluster 14 (9076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2422.405597 sec): 2 clusters Score: Raw -1103524.080843 + Penalty 1480.925687 = -1102043.155155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2422.457788 sec): 3 clusters Score: Raw -1098467.809110 + Penalty 2961.851375 = -1095505.957735 nChanged 3914 SP:Iteration 1F (2422.514865 sec): 3 clusters Score: Raw -1100630.287571 + Penalty 2961.851375 = -1097668.436196 nChanged 621 SP:Iteration 2F (2422.566809 sec): 3 clusters Score: Raw -1101024.423390 + Penalty 2961.851375 = -1098062.572015 nChanged 565 SP:Iteration 3F (2422.633880 sec): 3 clusters Score: Raw -1101475.734959 + Penalty 2961.851375 = -1098513.883585 nChanged 532 SP:Iteration 4F (2422.674118 sec): 3 clusters Score: Raw -1101992.816281 + Penalty 2961.851375 = -1099030.964906 nChanged 553 SP:Iteration 5F (2422.737753 sec): 3 clusters Score: Raw -1102466.689309 + Penalty 2961.851375 = -1099504.837935 nChanged 578 SP:Iteration 6F (2422.792284 sec): 3 clusters Score: Raw -1102839.479223 + Penalty 2961.851375 = -1099877.627848 nChanged 533 SP:Iteration 7F (2422.855052 sec): 3 clusters Score: Raw -1103159.649569 + Penalty 2961.851375 = -1100197.798195 nChanged 482 SP:Iteration 8F (2422.912465 sec): 3 clusters Score: Raw -1103444.157352 + Penalty 2961.851375 = -1100482.305977 nChanged 435 SP:Iteration 9Q (2422.962586 sec): 3 clusters Score: Raw -1103694.866294 + Penalty 2961.851375 = -1100733.014919 nChanged 382 SP:Iteration 10Q (2423.020510 sec): 3 clusters Score: Raw -1103928.974417 + Penalty 2961.851375 = -1100967.123042 nChanged 350 SP:Iteration 11Q (2423.077996 sec): 3 clusters Score: Raw -1104136.775477 + Penalty 2961.851375 = -1101174.924102 nChanged 288 SP:Iteration 12Q (2423.136470 sec): 3 clusters Score: Raw -1104296.142137 + Penalty 2961.851375 = -1101334.290762 nChanged 215 SP:Iteration 13Q (2423.153986 sec): 3 clusters Score: Raw -1104395.377984 + Penalty 2961.851375 = -1101433.526609 nChanged 153 SP:Iteration 14Q (2423.195139 sec): 3 clusters Score: Raw -1104450.117673 + Penalty 2961.851375 = -1101488.266298 nChanged 107 SP:Iteration 15Q (2423.248135 sec): 3 clusters Score: Raw -1104488.095358 + Penalty 2961.851375 = -1101526.243983 nChanged 83 SP:Iteration 16Q (2423.307709 sec): 3 clusters Score: Raw -1104516.226408 + Penalty 2961.851375 = -1101554.375033 nChanged 67 SP:Iteration 17Q (2423.353320 sec): 3 clusters Score: Raw -1104534.995834 + Penalty 2961.851375 = -1101573.144459 nChanged 46 SP:Iteration 18Q (2423.412283 sec): 3 clusters Score: Raw -1104546.999971 + Penalty 2961.851375 = -1101585.148596 nChanged 53 SP:Iteration 19Q (2423.469399 sec): 3 clusters Score: Raw -1104560.323918 + Penalty 2961.851375 = -1101598.472543 nChanged 37 SP:Iteration 20F (2423.524032 sec): 3 clusters Score: Raw -1104568.111324 + Penalty 2961.851375 = -1101606.259949 nChanged 25 SP:Iteration 21Q (2423.582435 sec): 3 clusters Score: Raw -1104573.573231 + Penalty 2961.851375 = -1101611.721856 nChanged 20 SP:Iteration 22Q (2423.640095 sec): 3 clusters Score: Raw -1104579.059819 + Penalty 2961.851375 = -1101617.208444 nChanged 13 SP:Iteration 23Q (2423.693144 sec): 3 clusters Score: Raw -1104581.910775 + Penalty 2961.851375 = -1101620.059400 nChanged 11 SP:Iteration 24Q (2423.759183 sec): 3 clusters Score: Raw -1104583.826389 + Penalty 2961.851375 = -1101621.975014 nChanged 8 SP:Iteration 25Q (2423.800887 sec): 3 clusters Score: Raw -1104585.395283 + Penalty 2961.851375 = -1101623.543908 nChanged 7 SP:Iteration 26Q (2423.860242 sec): 3 clusters Score: Raw -1104586.343467 + Penalty 2961.851375 = -1101624.492093 nChanged 3 SP:Iteration 27Q (2423.918084 sec): 3 clusters Score: Raw -1104586.888359 + Penalty 2961.851375 = -1101625.036984 nChanged 4 SP:Iteration 28Q (2423.971724 sec): 3 clusters Score: Raw -1104587.684871 + Penalty 2961.851375 = -1101625.833496 nChanged 5 SP:Iteration 29Q (2424.039645 sec): 3 clusters Score: Raw -1104588.411192 + Penalty 2961.851375 = -1101626.559817 nChanged 5 SP:Iteration 30Q (2424.093161 sec): 3 clusters Score: Raw -1104589.145966 + Penalty 2961.851375 = -1101627.294591 nChanged 5 SP:Iteration 31Q (2424.151331 sec): 3 clusters Score: Raw -1104590.493916 + Penalty 2961.851375 = -1101628.642541 nChanged 7 SP:Iteration 32Q (2424.205857 sec): 3 clusters Score: Raw -1104591.649550 + Penalty 2961.851375 = -1101629.798175 nChanged 5 SP:Iteration 33Q (2424.254000 sec): 3 clusters Score: Raw -1104592.555129 + Penalty 2961.851375 = -1101630.703754 nChanged 6 SP:Iteration 34Q (2424.310243 sec): 3 clusters Score: Raw -1104593.927566 + Penalty 2961.851375 = -1101632.076191 nChanged 5 SP:Iteration 35Q (2424.362084 sec): 3 clusters Score: Raw -1104594.839082 + Penalty 2961.851375 = -1101632.987707 nChanged 0 SP:Iteration 36F (2424.411780 sec): 3 clusters Score: Raw -1104594.839082 + Penalty 2961.851375 = -1101632.987707 nChanged 0 Trying to split cluster 15 (20929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2424.468462 sec): 2 clusters Score: Raw -2644095.408700 + Penalty 1616.694793 = -2642478.713907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2424.525511 sec): 3 clusters Score: Raw -2631544.130290 + Penalty 3233.389587 = -2628310.740704 nChanged 9390 SP:Iteration 1F (2424.573435 sec): 3 clusters Score: Raw -2636822.368619 + Penalty 3233.389587 = -2633588.979032 nChanged 1180 SP:Iteration 2F (2424.644229 sec): 3 clusters Score: Raw -2637453.899443 + Penalty 3233.389587 = -2634220.509857 nChanged 1203 SP:Iteration 3F (2424.718920 sec): 3 clusters Score: Raw -2638303.430082 + Penalty 3233.389587 = -2635070.040495 nChanged 1287 SP:Iteration 4F (2424.796280 sec): 3 clusters Score: Raw -2639220.367120 + Penalty 3233.389587 = -2635986.977533 nChanged 1386 SP:Iteration 5F (2424.870548 sec): 3 clusters Score: Raw -2640177.690867 + Penalty 3233.389587 = -2636944.301280 nChanged 1383 SP:Iteration 6F (2424.955239 sec): 3 clusters Score: Raw -2641208.408145 + Penalty 3233.389587 = -2637975.018558 nChanged 1291 SP:Iteration 7F (2425.026530 sec): 3 clusters Score: Raw -2642169.011422 + Penalty 3233.389587 = -2638935.621835 nChanged 1053 SP:Iteration 8F (2425.106152 sec): 3 clusters Score: Raw -2642782.822939 + Penalty 3233.389587 = -2639549.433353 nChanged 748 SP:Iteration 9Q (2425.188106 sec): 3 clusters Score: Raw -2643099.173432 + Penalty 3233.389587 = -2639865.783845 nChanged 505 SP:Iteration 10Q (2425.260398 sec): 3 clusters Score: Raw -2643254.653097 + Penalty 3233.389587 = -2640021.263510 nChanged 332 SP:Iteration 11Q (2425.329263 sec): 3 clusters Score: Raw -2643341.540601 + Penalty 3233.389587 = -2640108.151015 nChanged 252 SP:Iteration 12Q (2425.401514 sec): 3 clusters Score: Raw -2643397.279321 + Penalty 3233.389587 = -2640163.889734 nChanged 201 SP:Iteration 13Q (2425.478040 sec): 3 clusters Score: Raw -2643438.972203 + Penalty 3233.389587 = -2640205.582617 nChanged 167 SP:Iteration 14Q (2425.563221 sec): 3 clusters Score: Raw -2643470.888573 + Penalty 3233.389587 = -2640237.498987 nChanged 142 SP:Iteration 15Q (2425.628259 sec): 3 clusters Score: Raw -2643493.092605 + Penalty 3233.389587 = -2640259.703018 nChanged 114 SP:Iteration 16Q (2425.689716 sec): 3 clusters Score: Raw -2643511.084863 + Penalty 3233.389587 = -2640277.695276 nChanged 98 SP:Iteration 17Q (2425.768980 sec): 3 clusters Score: Raw -2643523.171694 + Penalty 3233.389587 = -2640289.782107 nChanged 85 SP:Iteration 18Q (2425.854570 sec): 3 clusters Score: Raw -2643534.506365 + Penalty 3233.389587 = -2640301.116779 nChanged 79 SP:Iteration 19Q (2425.922171 sec): 3 clusters Score: Raw -2643546.834364 + Penalty 3233.389587 = -2640313.444777 nChanged 94 SP:Iteration 20F (2426.000800 sec): 3 clusters Score: Raw -2643562.694199 + Penalty 3233.389587 = -2640329.304612 nChanged 102 SP:Iteration 21Q (2426.089350 sec): 3 clusters Score: Raw -2643577.546547 + Penalty 3233.389587 = -2640344.156960 nChanged 104 SP:Iteration 22Q (2426.168222 sec): 3 clusters Score: Raw -2643593.676074 + Penalty 3233.389587 = -2640360.286487 nChanged 104 SP:Iteration 23Q (2426.244416 sec): 3 clusters Score: Raw -2643609.035232 + Penalty 3233.389587 = -2640375.645645 nChanged 103 SP:Iteration 24Q (2426.321286 sec): 3 clusters Score: Raw -2643622.666514 + Penalty 3233.389587 = -2640389.276927 nChanged 84 SP:Iteration 25Q (2426.392099 sec): 3 clusters Score: Raw -2643634.905650 + Penalty 3233.389587 = -2640401.516063 nChanged 87 SP:Iteration 26Q (2426.464548 sec): 3 clusters Score: Raw -2643646.935143 + Penalty 3233.389587 = -2640413.545556 nChanged 85 SP:Iteration 27Q (2426.547543 sec): 3 clusters Score: Raw -2643658.489888 + Penalty 3233.389587 = -2640425.100301 nChanged 81 SP:Iteration 28Q (2426.620609 sec): 3 clusters Score: Raw -2643671.534114 + Penalty 3233.389587 = -2640438.144527 nChanged 104 SP:Iteration 29Q (2426.697621 sec): 3 clusters Score: Raw -2643688.444934 + Penalty 3233.389587 = -2640455.055348 nChanged 101 SP:Iteration 30Q (2426.768144 sec): 3 clusters Score: Raw -2643703.743982 + Penalty 3233.389587 = -2640470.354395 nChanged 101 SP:Iteration 31Q (2426.846083 sec): 3 clusters Score: Raw -2643720.498848 + Penalty 3233.389587 = -2640487.109261 nChanged 106 SP:Iteration 32Q (2426.912749 sec): 3 clusters Score: Raw -2643739.255105 + Penalty 3233.389587 = -2640505.865519 nChanged 125 SP:Iteration 33Q (2426.993142 sec): 3 clusters Score: Raw -2643766.643790 + Penalty 3233.389587 = -2640533.254203 nChanged 133 SP:Iteration 34Q (2427.073719 sec): 3 clusters Score: Raw -2643798.307183 + Penalty 3233.389587 = -2640564.917596 nChanged 149 SP:Iteration 35Q (2427.154664 sec): 3 clusters Score: Raw -2643835.048863 + Penalty 3233.389587 = -2640601.659277 nChanged 153 SP:Iteration 36Q (2427.236103 sec): 3 clusters Score: Raw -2643870.055423 + Penalty 3233.389587 = -2640636.665836 nChanged 163 SP:Iteration 37Q (2427.307401 sec): 3 clusters Score: Raw -2643904.923555 + Penalty 3233.389587 = -2640671.533969 nChanged 159 SP:Iteration 38Q (2427.383217 sec): 3 clusters Score: Raw -2643941.718775 + Penalty 3233.389587 = -2640708.329188 nChanged 149 SP:Iteration 39Q (2427.451934 sec): 3 clusters Score: Raw -2643972.827701 + Penalty 3233.389587 = -2640739.438114 nChanged 121 SP:Iteration 40F (2427.517153 sec): 3 clusters Score: Raw -2643995.562734 + Penalty 3233.389587 = -2640762.173147 nChanged 127 SP:Iteration 41Q (2427.603842 sec): 3 clusters Score: Raw -2644022.500430 + Penalty 3233.389587 = -2640789.110843 nChanged 133 SP:Iteration 42Q (2427.674888 sec): 3 clusters Score: Raw -2644052.130222 + Penalty 3233.389587 = -2640818.740635 nChanged 141 SP:Iteration 43Q (2427.743448 sec): 3 clusters Score: Raw -2644081.063151 + Penalty 3233.389587 = -2640847.673564 nChanged 143 SP:Iteration 44Q (2427.821837 sec): 3 clusters Score: Raw -2644110.111386 + Penalty 3233.389587 = -2640876.721800 nChanged 151 SP:Iteration 45Q (2427.897213 sec): 3 clusters Score: Raw -2644146.134283 + Penalty 3233.389587 = -2640912.744696 nChanged 149 SP:Iteration 46Q (2427.968745 sec): 3 clusters Score: Raw -2644179.687670 + Penalty 3233.389587 = -2640946.298083 nChanged 126 SP:Iteration 47Q (2428.045208 sec): 3 clusters Score: Raw -2644205.835367 + Penalty 3233.389587 = -2640972.445780 nChanged 124 SP:Iteration 48Q (2428.127723 sec): 3 clusters Score: Raw -2644233.134734 + Penalty 3233.389587 = -2640999.745147 nChanged 129 SP:Iteration 49Q (2428.198806 sec): 3 clusters Score: Raw -2644264.944203 + Penalty 3233.389587 = -2641031.554616 nChanged 133 SP:Iteration 50Q (2428.256445 sec): 3 clusters Score: Raw -2644297.894305 + Penalty 3233.389587 = -2641064.504718 nChanged 114 SP:Iteration 51Q (2428.337376 sec): 3 clusters Score: Raw -2644331.935738 + Penalty 3233.389587 = -2641098.546151 nChanged 137 SP:Iteration 52Q (2428.394394 sec): 3 clusters Score: Raw -2644369.712126 + Penalty 3233.389587 = -2641136.322539 nChanged 152 SP:Iteration 53Q (2428.462676 sec): 3 clusters Score: Raw -2644412.056682 + Penalty 3233.389587 = -2641178.667095 nChanged 137 SP:Iteration 54Q (2428.544460 sec): 3 clusters Score: Raw -2644448.757085 + Penalty 3233.389587 = -2641215.367499 nChanged 162 SP:Iteration 55Q (2428.621266 sec): 3 clusters Score: Raw -2644492.118906 + Penalty 3233.389587 = -2641258.729319 nChanged 143 SP:Iteration 56Q (2428.700729 sec): 3 clusters Score: Raw -2644526.850466 + Penalty 3233.389587 = -2641293.460880 nChanged 134 SP:Iteration 57Q (2428.772491 sec): 3 clusters Score: Raw -2644558.909858 + Penalty 3233.389587 = -2641325.520271 nChanged 146 SP:Iteration 58Q (2428.845800 sec): 3 clusters Score: Raw -2644591.899686 + Penalty 3233.389587 = -2641358.510100 nChanged 125 SP:Iteration 59Q (2428.911246 sec): 3 clusters Score: Raw -2644619.967350 + Penalty 3233.389587 = -2641386.577763 nChanged 120 SP:Iteration 60F (2428.992813 sec): 3 clusters Score: Raw -2644647.325035 + Penalty 3233.389587 = -2641413.935448 nChanged 115 SP:Iteration 61Q (2429.066339 sec): 3 clusters Score: Raw -2644670.956601 + Penalty 3233.389587 = -2641437.567014 nChanged 112 SP:Iteration 62Q (2429.131940 sec): 3 clusters Score: Raw -2644695.148808 + Penalty 3233.389587 = -2641461.759221 nChanged 119 SP:Iteration 63Q (2429.209233 sec): 3 clusters Score: Raw -2644720.550139 + Penalty 3233.389587 = -2641487.160552 nChanged 107 SP:Iteration 64Q (2429.290685 sec): 3 clusters Score: Raw -2644746.831451 + Penalty 3233.389587 = -2641513.441864 nChanged 99 SP:Iteration 65Q (2429.372863 sec): 3 clusters Score: Raw -2644769.393753 + Penalty 3233.389587 = -2641536.004167 nChanged 86 SP:Iteration 66Q (2429.438254 sec): 3 clusters Score: Raw -2644785.645711 + Penalty 3233.389587 = -2641552.256124 nChanged 86 SP:Iteration 67Q (2429.520879 sec): 3 clusters Score: Raw -2644802.979184 + Penalty 3233.389587 = -2641569.589597 nChanged 96 SP:Iteration 68Q (2429.582575 sec): 3 clusters Score: Raw -2644825.047293 + Penalty 3233.389587 = -2641591.657706 nChanged 101 SP:Iteration 69Q (2429.651922 sec): 3 clusters Score: Raw -2644846.495230 + Penalty 3233.389587 = -2641613.105643 nChanged 89 SP:Iteration 70Q (2429.732024 sec): 3 clusters Score: Raw -2644864.888974 + Penalty 3233.389587 = -2641631.499387 nChanged 72 SP:Iteration 71Q (2429.808657 sec): 3 clusters Score: Raw -2644880.135440 + Penalty 3233.389587 = -2641646.745854 nChanged 67 SP:Iteration 72Q (2429.880395 sec): 3 clusters Score: Raw -2644891.617763 + Penalty 3233.389587 = -2641658.228176 nChanged 65 SP:Iteration 73Q (2429.942713 sec): 3 clusters Score: Raw -2644903.559777 + Penalty 3233.389587 = -2641670.170191 nChanged 53 SP:Iteration 74Q (2430.015604 sec): 3 clusters Score: Raw -2644912.762147 + Penalty 3233.389587 = -2641679.372561 nChanged 53 SP:Iteration 75Q (2430.091939 sec): 3 clusters Score: Raw -2644923.157849 + Penalty 3233.389587 = -2641689.768262 nChanged 63 SP:Iteration 76Q (2430.151979 sec): 3 clusters Score: Raw -2644937.105281 + Penalty 3233.389587 = -2641703.715695 nChanged 63 SP:Iteration 77Q (2430.234705 sec): 3 clusters Score: Raw -2644949.749704 + Penalty 3233.389587 = -2641716.360118 nChanged 50 SP:Iteration 78Q (2430.301461 sec): 3 clusters Score: Raw -2644959.431254 + Penalty 3233.389587 = -2641726.041667 nChanged 55 SP:Iteration 79Q (2430.373495 sec): 3 clusters Score: Raw -2644968.609011 + Penalty 3233.389587 = -2641735.219424 nChanged 43 SP:Iteration 80F (2430.447159 sec): 3 clusters Score: Raw -2644976.436498 + Penalty 3233.389587 = -2641743.046912 nChanged 48 SP:Iteration 81Q (2430.515535 sec): 3 clusters Score: Raw -2644984.773324 + Penalty 3233.389587 = -2641751.383738 nChanged 40 SP:Iteration 82Q (2430.588844 sec): 3 clusters Score: Raw -2644991.312367 + Penalty 3233.389587 = -2641757.922780 nChanged 36 SP:Iteration 83Q (2430.662824 sec): 3 clusters Score: Raw -2644996.662782 + Penalty 3233.389587 = -2641763.273195 nChanged 35 SP:Iteration 84Q (2430.727297 sec): 3 clusters Score: Raw -2645001.651013 + Penalty 3233.389587 = -2641768.261427 nChanged 32 SP:Iteration 85Q (2430.803659 sec): 3 clusters Score: Raw -2645006.676894 + Penalty 3233.389587 = -2641773.287307 nChanged 39 SP:Iteration 86Q (2430.860133 sec): 3 clusters Score: Raw -2645013.080600 + Penalty 3233.389587 = -2641779.691013 nChanged 40 SP:Iteration 87Q (2430.929582 sec): 3 clusters Score: Raw -2645021.403203 + Penalty 3233.389587 = -2641788.013617 nChanged 56 SP:Iteration 88Q (2431.004604 sec): 3 clusters Score: Raw -2645031.727827 + Penalty 3233.389587 = -2641798.338241 nChanged 45 SP:Iteration 89Q (2431.092431 sec): 3 clusters Score: Raw -2645043.021998 + Penalty 3233.389587 = -2641809.632412 nChanged 41 SP:Iteration 90Q (2431.157056 sec): 3 clusters Score: Raw -2645053.684871 + Penalty 3233.389587 = -2641820.295284 nChanged 43 SP:Iteration 91Q (2431.233390 sec): 3 clusters Score: Raw -2645063.972919 + Penalty 3233.389587 = -2641830.583332 nChanged 32 SP:Iteration 92Q (2431.301930 sec): 3 clusters Score: Raw -2645069.451937 + Penalty 3233.389587 = -2641836.062350 nChanged 25 SP:Iteration 93Q (2431.377608 sec): 3 clusters Score: Raw -2645074.622675 + Penalty 3233.389587 = -2641841.233088 nChanged 28 SP:Iteration 94Q (2431.447990 sec): 3 clusters Score: Raw -2645080.574021 + Penalty 3233.389587 = -2641847.184434 nChanged 26 SP:Iteration 95Q (2431.525772 sec): 3 clusters Score: Raw -2645085.088556 + Penalty 3233.389587 = -2641851.698969 nChanged 25 SP:Iteration 96Q (2431.580918 sec): 3 clusters Score: Raw -2645089.245829 + Penalty 3233.389587 = -2641855.856242 nChanged 17 SP:Iteration 97Q (2431.660375 sec): 3 clusters Score: Raw -2645092.383624 + Penalty 3233.389587 = -2641858.994037 nChanged 23 SP:Iteration 98Q (2431.718680 sec): 3 clusters Score: Raw -2645097.340373 + Penalty 3233.389587 = -2641863.950787 nChanged 22 SP:Iteration 99Q (2431.790609 sec): 3 clusters Score: Raw -2645100.983845 + Penalty 3233.389587 = -2641867.594259 nChanged 18 SP:Iteration 100F (2431.876110 sec): 3 clusters Score: Raw -2645103.685184 + Penalty 3233.389587 = -2641870.295598 nChanged 15 SP:Iteration 101Q (2431.946285 sec): 3 clusters Score: Raw -2645106.193213 + Penalty 3233.389587 = -2641872.803626 nChanged 18 SP:Iteration 102Q (2432.011367 sec): 3 clusters Score: Raw -2645108.422834 + Penalty 3233.389587 = -2641875.033247 nChanged 12 SP:Iteration 103Q (2432.083480 sec): 3 clusters Score: Raw -2645109.787235 + Penalty 3233.389587 = -2641876.397649 nChanged 11 SP:Iteration 104Q (2432.155361 sec): 3 clusters Score: Raw -2645111.626174 + Penalty 3233.389587 = -2641878.236587 nChanged 10 SP:Iteration 105Q (2432.223438 sec): 3 clusters Score: Raw -2645113.049194 + Penalty 3233.389587 = -2641879.659608 nChanged 10 SP:Iteration 106Q (2432.307249 sec): 3 clusters Score: Raw -2645114.467850 + Penalty 3233.389587 = -2641881.078263 nChanged 10 SP:Iteration 107Q (2432.377843 sec): 3 clusters Score: Raw -2645116.206693 + Penalty 3233.389587 = -2641882.817107 nChanged 13 SP:Iteration 108Q (2432.434872 sec): 3 clusters Score: Raw -2645118.174544 + Penalty 3233.389587 = -2641884.784957 nChanged 11 SP:Iteration 109Q (2432.499294 sec): 3 clusters Score: Raw -2645119.882814 + Penalty 3233.389587 = -2641886.493227 nChanged 11 SP:Iteration 110Q (2432.572319 sec): 3 clusters Score: Raw -2645121.921133 + Penalty 3233.389587 = -2641888.531547 nChanged 7 SP:Iteration 111Q (2432.643198 sec): 3 clusters Score: Raw -2645123.587571 + Penalty 3233.389587 = -2641890.197984 nChanged 11 SP:Iteration 112Q (2432.712804 sec): 3 clusters Score: Raw -2645125.769652 + Penalty 3233.389587 = -2641892.380065 nChanged 11 SP:Iteration 113Q (2432.787176 sec): 3 clusters Score: Raw -2645128.308765 + Penalty 3233.389587 = -2641894.919178 nChanged 10 SP:Iteration 114Q (2432.862853 sec): 3 clusters Score: Raw -2645129.664070 + Penalty 3233.389587 = -2641896.274484 nChanged 9 SP:Iteration 115Q (2432.934136 sec): 3 clusters Score: Raw -2645130.847466 + Penalty 3233.389587 = -2641897.457880 nChanged 3 SP:Iteration 116Q (2432.999438 sec): 3 clusters Score: Raw -2645131.657650 + Penalty 3233.389587 = -2641898.268063 nChanged 2 SP:Iteration 117Q (2433.070767 sec): 3 clusters Score: Raw -2645131.896770 + Penalty 3233.389587 = -2641898.507183 nChanged 4 SP:Iteration 118Q (2433.147443 sec): 3 clusters Score: Raw -2645132.356563 + Penalty 3233.389587 = -2641898.966977 nChanged 3 SP:Iteration 119Q (2433.213790 sec): 3 clusters Score: Raw -2645132.762791 + Penalty 3233.389587 = -2641899.373204 nChanged 4 SP:Iteration 120F (2433.288229 sec): 3 clusters Score: Raw -2645133.675056 + Penalty 3233.389587 = -2641900.285469 nChanged 6 SP:Iteration 121Q (2433.357149 sec): 3 clusters Score: Raw -2645134.423710 + Penalty 3233.389587 = -2641901.034123 nChanged 7 SP:Iteration 122Q (2433.430094 sec): 3 clusters Score: Raw -2645135.333682 + Penalty 3233.389587 = -2641901.944096 nChanged 9 SP:Iteration 123Q (2433.500880 sec): 3 clusters Score: Raw -2645136.746121 + Penalty 3233.389587 = -2641903.356535 nChanged 7 SP:Iteration 124Q (2433.578305 sec): 3 clusters Score: Raw -2645137.613769 + Penalty 3233.389587 = -2641904.224182 nChanged 3 SP:Iteration 125Q (2433.645795 sec): 3 clusters Score: Raw -2645138.158658 + Penalty 3233.389587 = -2641904.769071 nChanged 5 SP:Iteration 126Q (2433.718544 sec): 3 clusters Score: Raw -2645138.715585 + Penalty 3233.389587 = -2641905.325998 nChanged 3 SP:Iteration 127Q (2433.787743 sec): 3 clusters Score: Raw -2645139.818806 + Penalty 3233.389587 = -2641906.429219 nChanged 4 SP:Iteration 128Q (2433.857247 sec): 3 clusters Score: Raw -2645140.577309 + Penalty 3233.389587 = -2641907.187722 nChanged 4 SP:Iteration 129Q (2433.930927 sec): 3 clusters Score: Raw -2645140.898027 + Penalty 3233.389587 = -2641907.508440 nChanged 3 SP:Iteration 130Q (2433.993846 sec): 3 clusters Score: Raw -2645141.368463 + Penalty 3233.389587 = -2641907.978876 nChanged 2 SP:Iteration 131Q (2434.055493 sec): 3 clusters Score: Raw -2645141.499228 + Penalty 3233.389587 = -2641908.109642 nChanged 1 SP:Iteration 132Q (2434.129892 sec): 3 clusters Score: Raw -2645141.567981 + Penalty 3233.389587 = -2641908.178394 nChanged 0 SP:Iteration 133F (2434.212541 sec): 3 clusters Score: Raw -2645141.567981 + Penalty 3233.389587 = -2641908.178394 nChanged 0 Trying to split cluster 16 (24290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2434.261718 sec): 2 clusters Score: Raw -3141867.757212 + Penalty 1640.895754 = -3140226.861458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2434.342626 sec): 3 clusters Score: Raw -3127135.088964 + Penalty 3281.791507 = -3123853.297457 nChanged 10985 SP:Iteration 1F (2434.431261 sec): 3 clusters Score: Raw -3133083.103632 + Penalty 3281.791507 = -3129801.312125 nChanged 1082 SP:Iteration 2Q (2434.514155 sec): 3 clusters Score: Raw -3133412.191894 + Penalty 3281.791507 = -3130130.400387 nChanged 974 SP:Iteration 3Q (2434.600830 sec): 3 clusters Score: Raw -3133709.482081 + Penalty 3281.791507 = -3130427.690574 nChanged 977 SP:Iteration 4Q (2434.677060 sec): 3 clusters Score: Raw -3134051.671243 + Penalty 3281.791507 = -3130769.879736 nChanged 1130 SP:Iteration 5Q (2434.756425 sec): 3 clusters Score: Raw -3134563.164169 + Penalty 3281.791507 = -3131281.372662 nChanged 1363 SP:Iteration 6F (2434.833193 sec): 3 clusters Score: Raw -3135332.218693 + Penalty 3281.791507 = -3132050.427186 nChanged 1638 SP:Iteration 7F (2434.921823 sec): 3 clusters Score: Raw -3136471.247558 + Penalty 3281.791507 = -3133189.456050 nChanged 1792 SP:Iteration 8F (2435.011143 sec): 3 clusters Score: Raw -3137930.392241 + Penalty 3281.791507 = -3134648.600734 nChanged 1680 SP:Iteration 9F (2435.093128 sec): 3 clusters Score: Raw -3139368.962740 + Penalty 3281.791507 = -3136087.171233 nChanged 1228 SP:Iteration 10F (2435.169563 sec): 3 clusters Score: Raw -3140437.611011 + Penalty 3281.791507 = -3137155.819504 nChanged 819 SP:Iteration 11Q (2435.243754 sec): 3 clusters Score: Raw -3141149.942121 + Penalty 3281.791507 = -3137868.150614 nChanged 491 SP:Iteration 12Q (2435.321432 sec): 3 clusters Score: Raw -3141559.135864 + Penalty 3281.791507 = -3138277.344356 nChanged 294 SP:Iteration 13Q (2435.398331 sec): 3 clusters Score: Raw -3141806.011849 + Penalty 3281.791507 = -3138524.220342 nChanged 190 SP:Iteration 14Q (2435.482418 sec): 3 clusters Score: Raw -3141954.695913 + Penalty 3281.791507 = -3138672.904406 nChanged 118 SP:Iteration 15Q (2435.563292 sec): 3 clusters Score: Raw -3142047.341155 + Penalty 3281.791507 = -3138765.549647 nChanged 73 SP:Iteration 16Q (2435.631695 sec): 3 clusters Score: Raw -3142114.262970 + Penalty 3281.791507 = -3138832.471463 nChanged 51 SP:Iteration 17Q (2435.708176 sec): 3 clusters Score: Raw -3142159.011048 + Penalty 3281.791507 = -3138877.219541 nChanged 33 SP:Iteration 18Q (2435.764876 sec): 3 clusters Score: Raw -3142179.779824 + Penalty 3281.791507 = -3138897.988317 nChanged 17 SP:Iteration 19Q (2435.847363 sec): 3 clusters Score: Raw -3142190.912836 + Penalty 3281.791507 = -3138909.121329 nChanged 16 SP:Iteration 20F (2435.921039 sec): 3 clusters Score: Raw -3142201.617672 + Penalty 3281.791507 = -3138919.826165 nChanged 13 SP:Iteration 21Q (2435.992868 sec): 3 clusters Score: Raw -3142214.967748 + Penalty 3281.791507 = -3138933.176240 nChanged 12 SP:Iteration 22Q (2436.061411 sec): 3 clusters Score: Raw -3142222.710826 + Penalty 3281.791507 = -3138940.919319 nChanged 6 SP:Iteration 23Q (2436.130253 sec): 3 clusters Score: Raw -3142226.916476 + Penalty 3281.791507 = -3138945.124969 nChanged 4 SP:Iteration 24Q (2436.205364 sec): 3 clusters Score: Raw -3142230.152043 + Penalty 3281.791507 = -3138948.360535 nChanged 4 SP:Iteration 25Q (2436.287593 sec): 3 clusters Score: Raw -3142232.305217 + Penalty 3281.791507 = -3138950.513710 nChanged 1 SP:Iteration 26Q (2436.360818 sec): 3 clusters Score: Raw -3142233.550610 + Penalty 3281.791507 = -3138951.759103 nChanged 3 SP:Iteration 27Q (2436.431994 sec): 3 clusters Score: Raw -3142235.279113 + Penalty 3281.791507 = -3138953.487605 nChanged 4 SP:Iteration 28Q (2436.500830 sec): 3 clusters Score: Raw -3142237.108543 + Penalty 3281.791507 = -3138955.317036 nChanged 1 SP:Iteration 29Q (2436.577201 sec): 3 clusters Score: Raw -3142237.912673 + Penalty 3281.791507 = -3138956.121166 nChanged 0 SP:Iteration 30F (2436.659916 sec): 3 clusters Score: Raw -3142237.912673 + Penalty 3281.791507 = -3138956.121166 nChanged 0 Trying to split cluster 17 (4394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2436.689267 sec): 2 clusters Score: Raw -515448.510870 + Penalty 1363.049229 = -514085.461642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2436.739743 sec): 3 clusters Score: Raw -513216.624835 + Penalty 2726.098457 = -510490.526378 nChanged 1706 SP:Iteration 1F (2436.795712 sec): 3 clusters Score: Raw -514221.104379 + Penalty 2726.098457 = -511495.005922 nChanged 394 SP:Iteration 2F (2436.853739 sec): 3 clusters Score: Raw -514549.095041 + Penalty 2726.098457 = -511822.996584 nChanged 314 SP:Iteration 3F (2436.892747 sec): 3 clusters Score: Raw -514823.529383 + Penalty 2726.098457 = -512097.430926 nChanged 289 SP:Iteration 4F (2436.941534 sec): 3 clusters Score: Raw -515021.836902 + Penalty 2726.098457 = -512295.738445 nChanged 239 SP:Iteration 5F (2436.992650 sec): 3 clusters Score: Raw -515176.954893 + Penalty 2726.098457 = -512450.856436 nChanged 173 SP:Iteration 6Q (2437.055846 sec): 3 clusters Score: Raw -515287.322591 + Penalty 2726.098457 = -512561.224133 nChanged 150 SP:Iteration 7Q (2437.096038 sec): 3 clusters Score: Raw -515398.855138 + Penalty 2726.098457 = -512672.756681 nChanged 143 SP:Iteration 8Q (2437.150200 sec): 3 clusters Score: Raw -515483.686871 + Penalty 2726.098457 = -512757.588414 nChanged 135 SP:Iteration 9Q (2437.199419 sec): 3 clusters Score: Raw -515552.038692 + Penalty 2726.098457 = -512825.940235 nChanged 100 SP:Iteration 10Q (2437.244904 sec): 3 clusters Score: Raw -515609.413150 + Penalty 2726.098457 = -512883.314693 nChanged 88 SP:Iteration 11Q (2437.297382 sec): 3 clusters Score: Raw -515650.002858 + Penalty 2726.098457 = -512923.904401 nChanged 66 SP:Iteration 12Q (2437.360635 sec): 3 clusters Score: Raw -515684.792672 + Penalty 2726.098457 = -512958.694214 nChanged 58 SP:Iteration 13Q (2437.401197 sec): 3 clusters Score: Raw -515710.169602 + Penalty 2726.098457 = -512984.071145 nChanged 53 SP:Iteration 14Q (2437.457340 sec): 3 clusters Score: Raw -515734.055320 + Penalty 2726.098457 = -513007.956863 nChanged 45 SP:Iteration 15Q (2437.500582 sec): 3 clusters Score: Raw -515747.931929 + Penalty 2726.098457 = -513021.833472 nChanged 37 SP:Iteration 16Q (2437.552157 sec): 3 clusters Score: Raw -515757.155887 + Penalty 2726.098457 = -513031.057430 nChanged 29 SP:Iteration 17Q (2437.595496 sec): 3 clusters Score: Raw -515764.272441 + Penalty 2726.098457 = -513038.173983 nChanged 15 SP:Iteration 18Q (2437.647966 sec): 3 clusters Score: Raw -515768.755489 + Penalty 2726.098457 = -513042.657032 nChanged 10 SP:Iteration 19Q (2437.699387 sec): 3 clusters Score: Raw -515771.430711 + Penalty 2726.098457 = -513045.332253 nChanged 3 SP:Iteration 20F (2437.750811 sec): 3 clusters Score: Raw -515772.282161 + Penalty 2726.098457 = -513046.183704 nChanged 3 SP:Iteration 21Q (2437.803363 sec): 3 clusters Score: Raw -515772.803999 + Penalty 2726.098457 = -513046.705542 nChanged 2 SP:Iteration 22Q (2437.857658 sec): 3 clusters Score: Raw -515773.160589 + Penalty 2726.098457 = -513047.062132 nChanged 0 SP:Iteration 23F (2437.915154 sec): 3 clusters Score: Raw -515773.160589 + Penalty 2726.098457 = -513047.062132 nChanged 0 Trying to split cluster 18 (59008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2438.005385 sec): 2 clusters Score: Raw -7293024.099268 + Penalty 1785.132100 = -7291238.967168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2438.152182 sec): 3 clusters Score: Raw -7255429.668027 + Penalty 3570.264200 = -7251859.403827 nChanged 27857 SP:Iteration 1F (2438.291200 sec): 3 clusters Score: Raw -7271384.516885 + Penalty 3570.264200 = -7267814.252685 nChanged 2884 SP:Iteration 2Q (2438.420096 sec): 3 clusters Score: Raw -7272570.647866 + Penalty 3570.264200 = -7269000.383666 nChanged 3296 SP:Iteration 3F (2438.556443 sec): 3 clusters Score: Raw -7274293.432923 + Penalty 3570.264200 = -7270723.168723 nChanged 3853 SP:Iteration 4F (2438.691101 sec): 3 clusters Score: Raw -7276872.899180 + Penalty 3570.264200 = -7273302.634980 nChanged 4336 SP:Iteration 5F (2438.826825 sec): 3 clusters Score: Raw -7280147.783288 + Penalty 3570.264200 = -7276577.519088 nChanged 4124 SP:Iteration 6F (2438.966104 sec): 3 clusters Score: Raw -7283446.057749 + Penalty 3570.264200 = -7279875.793549 nChanged 3525 SP:Iteration 7F (2439.105426 sec): 3 clusters Score: Raw -7286229.010567 + Penalty 3570.264200 = -7282658.746367 nChanged 2720 SP:Iteration 8Q (2439.252549 sec): 3 clusters Score: Raw -7288171.199290 + Penalty 3570.264200 = -7284600.935091 nChanged 1972 SP:Iteration 9Q (2439.388971 sec): 3 clusters Score: Raw -7289388.956452 + Penalty 3570.264200 = -7285818.692253 nChanged 1368 SP:Iteration 10Q (2439.524371 sec): 3 clusters Score: Raw -7290130.324480 + Penalty 3570.264200 = -7286560.060281 nChanged 1006 SP:Iteration 11Q (2439.664475 sec): 3 clusters Score: Raw -7290649.903739 + Penalty 3570.264200 = -7287079.639540 nChanged 856 SP:Iteration 12Q (2439.788833 sec): 3 clusters Score: Raw -7291074.533591 + Penalty 3570.264200 = -7287504.269391 nChanged 715 SP:Iteration 13Q (2439.932638 sec): 3 clusters Score: Raw -7291422.980028 + Penalty 3570.264200 = -7287852.715828 nChanged 592 SP:Iteration 14Q (2440.063074 sec): 3 clusters Score: Raw -7291699.340551 + Penalty 3570.264200 = -7288129.076351 nChanged 577 SP:Iteration 15Q (2440.195779 sec): 3 clusters Score: Raw -7291965.840436 + Penalty 3570.264200 = -7288395.576237 nChanged 529 SP:Iteration 16Q (2440.318575 sec): 3 clusters Score: Raw -7292183.059546 + Penalty 3570.264200 = -7288612.795346 nChanged 428 SP:Iteration 17Q (2440.439497 sec): 3 clusters Score: Raw -7292343.652040 + Penalty 3570.264200 = -7288773.387841 nChanged 362 SP:Iteration 18Q (2440.561379 sec): 3 clusters Score: Raw -7292472.586569 + Penalty 3570.264200 = -7288902.322369 nChanged 363 SP:Iteration 19Q (2440.684581 sec): 3 clusters Score: Raw -7292619.012813 + Penalty 3570.264200 = -7289048.748614 nChanged 351 SP:Iteration 20F (2440.827433 sec): 3 clusters Score: Raw -7292754.749336 + Penalty 3570.264200 = -7289184.485136 nChanged 311 SP:Iteration 21Q (2440.952679 sec): 3 clusters Score: Raw -7292867.103191 + Penalty 3570.264200 = -7289296.838991 nChanged 286 SP:Iteration 22Q (2441.085339 sec): 3 clusters Score: Raw -7292960.263066 + Penalty 3570.264200 = -7289389.998867 nChanged 241 SP:Iteration 23Q (2441.214902 sec): 3 clusters Score: Raw -7293041.104307 + Penalty 3570.264200 = -7289470.840107 nChanged 215 SP:Iteration 24Q (2441.337552 sec): 3 clusters Score: Raw -7293107.489539 + Penalty 3570.264200 = -7289537.225339 nChanged 214 SP:Iteration 25Q (2441.451850 sec): 3 clusters Score: Raw -7293172.224391 + Penalty 3570.264200 = -7289601.960191 nChanged 210 SP:Iteration 26Q (2441.569344 sec): 3 clusters Score: Raw -7293232.443459 + Penalty 3570.264200 = -7289662.179259 nChanged 193 SP:Iteration 27Q (2441.689192 sec): 3 clusters Score: Raw -7293285.978120 + Penalty 3570.264200 = -7289715.713920 nChanged 167 SP:Iteration 28Q (2441.795283 sec): 3 clusters Score: Raw -7293325.119050 + Penalty 3570.264200 = -7289754.854850 nChanged 149 SP:Iteration 29Q (2441.915083 sec): 3 clusters Score: Raw -7293357.955758 + Penalty 3570.264200 = -7289787.691558 nChanged 136 SP:Iteration 30Q (2442.036280 sec): 3 clusters Score: Raw -7293384.803116 + Penalty 3570.264200 = -7289814.538917 nChanged 125 SP:Iteration 31Q (2442.139237 sec): 3 clusters Score: Raw -7293410.022170 + Penalty 3570.264200 = -7289839.757970 nChanged 110 SP:Iteration 32Q (2442.252560 sec): 3 clusters Score: Raw -7293430.505552 + Penalty 3570.264200 = -7289860.241352 nChanged 91 SP:Iteration 33Q (2442.373574 sec): 3 clusters Score: Raw -7293443.207540 + Penalty 3570.264200 = -7289872.943340 nChanged 76 SP:Iteration 34Q (2442.489849 sec): 3 clusters Score: Raw -7293455.414362 + Penalty 3570.264200 = -7289885.150162 nChanged 59 SP:Iteration 35Q (2442.601931 sec): 3 clusters Score: Raw -7293464.618206 + Penalty 3570.264200 = -7289894.354006 nChanged 63 SP:Iteration 36Q (2442.729240 sec): 3 clusters Score: Raw -7293473.372645 + Penalty 3570.264200 = -7289903.108445 nChanged 57 SP:Iteration 37Q (2442.843226 sec): 3 clusters Score: Raw -7293482.276333 + Penalty 3570.264200 = -7289912.012133 nChanged 63 SP:Iteration 38Q (2442.971490 sec): 3 clusters Score: Raw -7293493.838369 + Penalty 3570.264200 = -7289923.574170 nChanged 63 SP:Iteration 39Q (2443.092064 sec): 3 clusters Score: Raw -7293507.213851 + Penalty 3570.264200 = -7289936.949652 nChanged 69 SP:Iteration 40F (2443.222779 sec): 3 clusters Score: Raw -7293521.813032 + Penalty 3570.264200 = -7289951.548832 nChanged 69 SP:Iteration 41Q (2443.352650 sec): 3 clusters Score: Raw -7293534.932978 + Penalty 3570.264200 = -7289964.668778 nChanged 57 SP:Iteration 42Q (2443.467667 sec): 3 clusters Score: Raw -7293544.947530 + Penalty 3570.264200 = -7289974.683331 nChanged 60 SP:Iteration 43Q (2443.585778 sec): 3 clusters Score: Raw -7293554.257892 + Penalty 3570.264200 = -7289983.993692 nChanged 60 SP:Iteration 44Q (2443.704517 sec): 3 clusters Score: Raw -7293564.186567 + Penalty 3570.264200 = -7289993.922367 nChanged 49 SP:Iteration 45Q (2443.833406 sec): 3 clusters Score: Raw -7293571.487538 + Penalty 3570.264200 = -7290001.223338 nChanged 45 SP:Iteration 46Q (2443.938529 sec): 3 clusters Score: Raw -7293577.696187 + Penalty 3570.264200 = -7290007.431987 nChanged 35 SP:Iteration 47Q (2444.062351 sec): 3 clusters Score: Raw -7293582.630275 + Penalty 3570.264200 = -7290012.366075 nChanged 37 SP:Iteration 48Q (2444.179061 sec): 3 clusters Score: Raw -7293587.499894 + Penalty 3570.264200 = -7290017.235694 nChanged 29 SP:Iteration 49Q (2444.294291 sec): 3 clusters Score: Raw -7293590.830659 + Penalty 3570.264200 = -7290020.566460 nChanged 26 SP:Iteration 50Q (2444.419492 sec): 3 clusters Score: Raw -7293593.654990 + Penalty 3570.264200 = -7290023.390791 nChanged 21 SP:Iteration 51Q (2444.537071 sec): 3 clusters Score: Raw -7293595.940485 + Penalty 3570.264200 = -7290025.676285 nChanged 20 SP:Iteration 52Q (2444.656380 sec): 3 clusters Score: Raw -7293597.100556 + Penalty 3570.264200 = -7290026.836356 nChanged 9 SP:Iteration 53Q (2444.773253 sec): 3 clusters Score: Raw -7293598.127617 + Penalty 3570.264200 = -7290027.863418 nChanged 10 SP:Iteration 54Q (2444.892850 sec): 3 clusters Score: Raw -7293599.525120 + Penalty 3570.264200 = -7290029.260921 nChanged 12 SP:Iteration 55Q (2445.005345 sec): 3 clusters Score: Raw -7293600.506420 + Penalty 3570.264200 = -7290030.242221 nChanged 11 SP:Iteration 56Q (2445.120310 sec): 3 clusters Score: Raw -7293601.532212 + Penalty 3570.264200 = -7290031.268012 nChanged 10 SP:Iteration 57Q (2445.249091 sec): 3 clusters Score: Raw -7293602.333418 + Penalty 3570.264200 = -7290032.069218 nChanged 6 SP:Iteration 58Q (2445.382125 sec): 3 clusters Score: Raw -7293602.860762 + Penalty 3570.264200 = -7290032.596562 nChanged 9 SP:Iteration 59Q (2445.506069 sec): 3 clusters Score: Raw -7293603.997115 + Penalty 3570.264200 = -7290033.732915 nChanged 8 SP:Iteration 60F (2445.650738 sec): 3 clusters Score: Raw -7293604.908195 + Penalty 3570.264200 = -7290034.643996 nChanged 10 SP:Iteration 61Q (2445.747459 sec): 3 clusters Score: Raw -7293605.693762 + Penalty 3570.264200 = -7290035.429562 nChanged 7 SP:Iteration 62Q (2445.861410 sec): 3 clusters Score: Raw -7293606.414822 + Penalty 3570.264200 = -7290036.150623 nChanged 10 SP:Iteration 63Q (2445.976575 sec): 3 clusters Score: Raw -7293607.558386 + Penalty 3570.264200 = -7290037.294186 nChanged 12 SP:Iteration 64Q (2446.093179 sec): 3 clusters Score: Raw -7293609.253715 + Penalty 3570.264200 = -7290038.989516 nChanged 15 SP:Iteration 65Q (2446.219832 sec): 3 clusters Score: Raw -7293610.957045 + Penalty 3570.264200 = -7290040.692845 nChanged 10 SP:Iteration 66Q (2446.348492 sec): 3 clusters Score: Raw -7293612.164117 + Penalty 3570.264200 = -7290041.899917 nChanged 9 SP:Iteration 67Q (2446.470954 sec): 3 clusters Score: Raw -7293612.760060 + Penalty 3570.264200 = -7290042.495861 nChanged 3 SP:Iteration 68Q (2446.585767 sec): 3 clusters Score: Raw -7293612.842298 + Penalty 3570.264200 = -7290042.578098 nChanged 0 SP:Iteration 69F (2446.721332 sec): 3 clusters Score: Raw -7293612.842298 + Penalty 3570.264200 = -7290042.578098 nChanged 0 Trying to split cluster 19 (8783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2446.757224 sec): 2 clusters Score: Raw -1101520.303289 + Penalty 1475.593164 = -1100044.710125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2446.805015 sec): 3 clusters Score: Raw -1096633.590528 + Penalty 2951.186327 = -1093682.404201 nChanged 3722 SP:Iteration 1F (2446.858961 sec): 3 clusters Score: Raw -1098668.471619 + Penalty 2951.186327 = -1095717.285292 nChanged 649 SP:Iteration 2F (2446.909179 sec): 3 clusters Score: Raw -1099011.205918 + Penalty 2951.186327 = -1096060.019591 nChanged 538 SP:Iteration 3F (2446.962543 sec): 3 clusters Score: Raw -1099324.427373 + Penalty 2951.186327 = -1096373.241046 nChanged 507 SP:Iteration 4F (2447.015656 sec): 3 clusters Score: Raw -1099642.467634 + Penalty 2951.186327 = -1096691.281307 nChanged 520 SP:Iteration 5F (2447.071598 sec): 3 clusters Score: Raw -1099996.764868 + Penalty 2951.186327 = -1097045.578541 nChanged 453 SP:Iteration 6F (2447.136788 sec): 3 clusters Score: Raw -1100311.644183 + Penalty 2951.186327 = -1097360.457856 nChanged 428 SP:Iteration 7Q (2447.186001 sec): 3 clusters Score: Raw -1100621.081389 + Penalty 2951.186327 = -1097669.895062 nChanged 378 SP:Iteration 8Q (2447.249124 sec): 3 clusters Score: Raw -1100919.943658 + Penalty 2951.186327 = -1097968.757331 nChanged 332 SP:Iteration 9Q (2447.307550 sec): 3 clusters Score: Raw -1101194.933917 + Penalty 2951.186327 = -1098243.747590 nChanged 220 SP:Iteration 10Q (2447.362601 sec): 3 clusters Score: Raw -1101375.237571 + Penalty 2951.186327 = -1098424.051244 nChanged 158 SP:Iteration 11Q (2447.424412 sec): 3 clusters Score: Raw -1101501.217320 + Penalty 2951.186327 = -1098550.030993 nChanged 88 SP:Iteration 12Q (2447.464603 sec): 3 clusters Score: Raw -1101567.883480 + Penalty 2951.186327 = -1098616.697153 nChanged 53 SP:Iteration 13Q (2447.531508 sec): 3 clusters Score: Raw -1101610.628644 + Penalty 2951.186327 = -1098659.442317 nChanged 40 SP:Iteration 14Q (2447.590529 sec): 3 clusters Score: Raw -1101640.523666 + Penalty 2951.186327 = -1098689.337339 nChanged 22 SP:Iteration 15Q (2447.634838 sec): 3 clusters Score: Raw -1101658.106330 + Penalty 2951.186327 = -1098706.920003 nChanged 14 SP:Iteration 16Q (2447.690206 sec): 3 clusters Score: Raw -1101672.036564 + Penalty 2951.186327 = -1098720.850237 nChanged 14 SP:Iteration 17Q (2447.751249 sec): 3 clusters Score: Raw -1101690.980537 + Penalty 2951.186327 = -1098739.794210 nChanged 13 SP:Iteration 18Q (2447.809680 sec): 3 clusters Score: Raw -1101707.158879 + Penalty 2951.186327 = -1098755.972552 nChanged 10 SP:Iteration 19Q (2447.869699 sec): 3 clusters Score: Raw -1101714.903245 + Penalty 2951.186327 = -1098763.716918 nChanged 6 SP:Iteration 20F (2447.928335 sec): 3 clusters Score: Raw -1101720.275996 + Penalty 2951.186327 = -1098769.089669 nChanged 7 SP:Iteration 21Q (2447.983502 sec): 3 clusters Score: Raw -1101725.483847 + Penalty 2951.186327 = -1098774.297520 nChanged 6 SP:Iteration 22Q (2448.048167 sec): 3 clusters Score: Raw -1101733.679655 + Penalty 2951.186327 = -1098782.493328 nChanged 7 SP:Iteration 23Q (2448.095079 sec): 3 clusters Score: Raw -1101739.990369 + Penalty 2951.186327 = -1098788.804042 nChanged 3 SP:Iteration 24Q (2448.147006 sec): 3 clusters Score: Raw -1101744.749175 + Penalty 2951.186327 = -1098793.562848 nChanged 4 SP:Iteration 25Q (2448.204270 sec): 3 clusters Score: Raw -1101748.343843 + Penalty 2951.186327 = -1098797.157516 nChanged 2 SP:Iteration 26Q (2448.262270 sec): 3 clusters Score: Raw -1101751.879609 + Penalty 2951.186327 = -1098800.693282 nChanged 2 SP:Iteration 27Q (2448.318883 sec): 3 clusters Score: Raw -1101753.494803 + Penalty 2951.186327 = -1098802.308476 nChanged 1 SP:Iteration 28Q (2448.360147 sec): 3 clusters Score: Raw -1101754.366777 + Penalty 2951.186327 = -1098803.180450 nChanged 0 SP:Iteration 29F (2448.414107 sec): 3 clusters Score: Raw -1101754.366777 + Penalty 2951.186327 = -1098803.180450 nChanged 0 Trying to split cluster 20 (13014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2448.455292 sec): 2 clusters Score: Raw -1630646.239017 + Penalty 1539.489409 = -1629106.749608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2448.517023 sec): 3 clusters Score: Raw -1623092.407465 + Penalty 3078.978819 = -1620013.428646 nChanged 5682 SP:Iteration 1F (2448.585951 sec): 3 clusters Score: Raw -1626156.524559 + Penalty 3078.978819 = -1623077.545741 nChanged 740 SP:Iteration 2F (2448.636349 sec): 3 clusters Score: Raw -1626452.905185 + Penalty 3078.978819 = -1623373.926366 nChanged 671 SP:Iteration 3F (2448.706779 sec): 3 clusters Score: Raw -1626755.992957 + Penalty 3078.978819 = -1623677.014139 nChanged 665 SP:Iteration 4F (2448.778839 sec): 3 clusters Score: Raw -1627073.623936 + Penalty 3078.978819 = -1623994.645117 nChanged 671 SP:Iteration 5F (2448.847580 sec): 3 clusters Score: Raw -1627451.651599 + Penalty 3078.978819 = -1624372.672780 nChanged 662 SP:Iteration 6F (2448.911902 sec): 3 clusters Score: Raw -1627864.076192 + Penalty 3078.978819 = -1624785.097374 nChanged 630 SP:Iteration 7Q (2448.970410 sec): 3 clusters Score: Raw -1628352.520372 + Penalty 3078.978819 = -1625273.541553 nChanged 641 SP:Iteration 8Q (2449.045056 sec): 3 clusters Score: Raw -1628845.950144 + Penalty 3078.978819 = -1625766.971325 nChanged 602 SP:Iteration 9Q (2449.106432 sec): 3 clusters Score: Raw -1629286.678877 + Penalty 3078.978819 = -1626207.700058 nChanged 518 SP:Iteration 10Q (2449.167874 sec): 3 clusters Score: Raw -1629615.744761 + Penalty 3078.978819 = -1626536.765942 nChanged 414 SP:Iteration 11Q (2449.233836 sec): 3 clusters Score: Raw -1629819.475432 + Penalty 3078.978819 = -1626740.496614 nChanged 300 SP:Iteration 12Q (2449.298109 sec): 3 clusters Score: Raw -1629962.822473 + Penalty 3078.978819 = -1626883.843655 nChanged 224 SP:Iteration 13Q (2449.363650 sec): 3 clusters Score: Raw -1630049.457804 + Penalty 3078.978819 = -1626970.478985 nChanged 172 SP:Iteration 14Q (2449.426039 sec): 3 clusters Score: Raw -1630117.494294 + Penalty 3078.978819 = -1627038.515475 nChanged 144 SP:Iteration 15Q (2449.487864 sec): 3 clusters Score: Raw -1630163.323943 + Penalty 3078.978819 = -1627084.345125 nChanged 122 SP:Iteration 16Q (2449.553805 sec): 3 clusters Score: Raw -1630198.039525 + Penalty 3078.978819 = -1627119.060707 nChanged 102 SP:Iteration 17Q (2449.622562 sec): 3 clusters Score: Raw -1630223.031622 + Penalty 3078.978819 = -1627144.052803 nChanged 80 SP:Iteration 18Q (2449.692134 sec): 3 clusters Score: Raw -1630248.145842 + Penalty 3078.978819 = -1627169.167024 nChanged 67 SP:Iteration 19Q (2449.749730 sec): 3 clusters Score: Raw -1630265.948008 + Penalty 3078.978819 = -1627186.969190 nChanged 70 SP:Iteration 20F (2449.823886 sec): 3 clusters Score: Raw -1630291.269586 + Penalty 3078.978819 = -1627212.290768 nChanged 73 SP:Iteration 21Q (2449.867733 sec): 3 clusters Score: Raw -1630315.082045 + Penalty 3078.978819 = -1627236.103226 nChanged 85 SP:Iteration 22Q (2449.932809 sec): 3 clusters Score: Raw -1630336.731045 + Penalty 3078.978819 = -1627257.752226 nChanged 61 SP:Iteration 23Q (2450.002888 sec): 3 clusters Score: Raw -1630348.550306 + Penalty 3078.978819 = -1627269.571487 nChanged 52 SP:Iteration 24Q (2450.057624 sec): 3 clusters Score: Raw -1630361.403740 + Penalty 3078.978819 = -1627282.424921 nChanged 56 SP:Iteration 25Q (2450.118555 sec): 3 clusters Score: Raw -1630375.347909 + Penalty 3078.978819 = -1627296.369090 nChanged 56 SP:Iteration 26Q (2450.193462 sec): 3 clusters Score: Raw -1630388.420175 + Penalty 3078.978819 = -1627309.441357 nChanged 58 SP:Iteration 27Q (2450.246487 sec): 3 clusters Score: Raw -1630401.799200 + Penalty 3078.978819 = -1627322.820382 nChanged 50 SP:Iteration 28Q (2450.309688 sec): 3 clusters Score: Raw -1630414.259077 + Penalty 3078.978819 = -1627335.280259 nChanged 53 SP:Iteration 29Q (2450.369783 sec): 3 clusters Score: Raw -1630428.399306 + Penalty 3078.978819 = -1627349.420487 nChanged 60 SP:Iteration 30Q (2450.427310 sec): 3 clusters Score: Raw -1630444.276198 + Penalty 3078.978819 = -1627365.297380 nChanged 59 SP:Iteration 31Q (2450.496121 sec): 3 clusters Score: Raw -1630464.025087 + Penalty 3078.978819 = -1627385.046268 nChanged 64 SP:Iteration 32Q (2450.544982 sec): 3 clusters Score: Raw -1630486.400189 + Penalty 3078.978819 = -1627407.421371 nChanged 67 SP:Iteration 33Q (2450.610314 sec): 3 clusters Score: Raw -1630509.147189 + Penalty 3078.978819 = -1627430.168370 nChanged 69 SP:Iteration 34Q (2450.677666 sec): 3 clusters Score: Raw -1630533.030613 + Penalty 3078.978819 = -1627454.051795 nChanged 59 SP:Iteration 35Q (2450.737537 sec): 3 clusters Score: Raw -1630550.982741 + Penalty 3078.978819 = -1627472.003922 nChanged 62 SP:Iteration 36Q (2450.808066 sec): 3 clusters Score: Raw -1630572.962225 + Penalty 3078.978819 = -1627493.983407 nChanged 57 SP:Iteration 37Q (2450.859811 sec): 3 clusters Score: Raw -1630585.964516 + Penalty 3078.978819 = -1627506.985697 nChanged 39 SP:Iteration 38Q (2450.912849 sec): 3 clusters Score: Raw -1630593.548297 + Penalty 3078.978819 = -1627514.569479 nChanged 31 SP:Iteration 39Q (2450.974777 sec): 3 clusters Score: Raw -1630600.000809 + Penalty 3078.978819 = -1627521.021990 nChanged 23 SP:Iteration 40F (2451.047798 sec): 3 clusters Score: Raw -1630606.057401 + Penalty 3078.978819 = -1627527.078582 nChanged 30 SP:Iteration 41Q (2451.096415 sec): 3 clusters Score: Raw -1630614.961328 + Penalty 3078.978819 = -1627535.982509 nChanged 22 SP:Iteration 42Q (2451.169996 sec): 3 clusters Score: Raw -1630621.131603 + Penalty 3078.978819 = -1627542.152784 nChanged 27 SP:Iteration 43Q (2451.219639 sec): 3 clusters Score: Raw -1630628.392011 + Penalty 3078.978819 = -1627549.413192 nChanged 32 SP:Iteration 44Q (2451.282842 sec): 3 clusters Score: Raw -1630636.988859 + Penalty 3078.978819 = -1627558.010040 nChanged 31 SP:Iteration 45Q (2451.342591 sec): 3 clusters Score: Raw -1630644.354985 + Penalty 3078.978819 = -1627565.376166 nChanged 34 SP:Iteration 46Q (2451.407907 sec): 3 clusters Score: Raw -1630652.283446 + Penalty 3078.978819 = -1627573.304628 nChanged 20 SP:Iteration 47Q (2451.469352 sec): 3 clusters Score: Raw -1630656.208373 + Penalty 3078.978819 = -1627577.229555 nChanged 26 SP:Iteration 48Q (2451.525714 sec): 3 clusters Score: Raw -1630661.026437 + Penalty 3078.978819 = -1627582.047619 nChanged 15 SP:Iteration 49Q (2451.591806 sec): 3 clusters Score: Raw -1630665.607719 + Penalty 3078.978819 = -1627586.628900 nChanged 21 SP:Iteration 50Q (2451.658756 sec): 3 clusters Score: Raw -1630671.894152 + Penalty 3078.978819 = -1627592.915334 nChanged 19 SP:Iteration 51Q (2451.725268 sec): 3 clusters Score: Raw -1630676.163660 + Penalty 3078.978819 = -1627597.184841 nChanged 18 SP:Iteration 52Q (2451.793770 sec): 3 clusters Score: Raw -1630680.151245 + Penalty 3078.978819 = -1627601.172427 nChanged 21 SP:Iteration 53Q (2451.847029 sec): 3 clusters Score: Raw -1630687.361494 + Penalty 3078.978819 = -1627608.382675 nChanged 19 SP:Iteration 54Q (2451.903299 sec): 3 clusters Score: Raw -1630693.965478 + Penalty 3078.978819 = -1627614.986659 nChanged 27 SP:Iteration 55Q (2451.968624 sec): 3 clusters Score: Raw -1630701.531403 + Penalty 3078.978819 = -1627622.552584 nChanged 24 SP:Iteration 56Q (2452.021690 sec): 3 clusters Score: Raw -1630709.512865 + Penalty 3078.978819 = -1627630.534046 nChanged 28 SP:Iteration 57Q (2452.079948 sec): 3 clusters Score: Raw -1630717.190764 + Penalty 3078.978819 = -1627638.211945 nChanged 26 SP:Iteration 58Q (2452.149690 sec): 3 clusters Score: Raw -1630723.694572 + Penalty 3078.978819 = -1627644.715754 nChanged 17 SP:Iteration 59Q (2452.205055 sec): 3 clusters Score: Raw -1630728.140366 + Penalty 3078.978819 = -1627649.161548 nChanged 14 SP:Iteration 60F (2452.273357 sec): 3 clusters Score: Raw -1630731.351661 + Penalty 3078.978819 = -1627652.372842 nChanged 19 SP:Iteration 61Q (2452.328189 sec): 3 clusters Score: Raw -1630737.531997 + Penalty 3078.978819 = -1627658.553179 nChanged 24 SP:Iteration 62Q (2452.392338 sec): 3 clusters Score: Raw -1630748.823947 + Penalty 3078.978819 = -1627669.845128 nChanged 28 SP:Iteration 63Q (2452.450526 sec): 3 clusters Score: Raw -1630758.793183 + Penalty 3078.978819 = -1627679.814365 nChanged 20 SP:Iteration 64Q (2452.507187 sec): 3 clusters Score: Raw -1630763.788873 + Penalty 3078.978819 = -1627684.810055 nChanged 18 SP:Iteration 65Q (2452.572850 sec): 3 clusters Score: Raw -1630766.758174 + Penalty 3078.978819 = -1627687.779355 nChanged 14 SP:Iteration 66Q (2452.643442 sec): 3 clusters Score: Raw -1630769.102425 + Penalty 3078.978819 = -1627690.123607 nChanged 15 SP:Iteration 67Q (2452.713595 sec): 3 clusters Score: Raw -1630773.061655 + Penalty 3078.978819 = -1627694.082837 nChanged 20 SP:Iteration 68Q (2452.765237 sec): 3 clusters Score: Raw -1630778.187593 + Penalty 3078.978819 = -1627699.208774 nChanged 13 SP:Iteration 69Q (2452.834912 sec): 3 clusters Score: Raw -1630781.009037 + Penalty 3078.978819 = -1627702.030219 nChanged 11 SP:Iteration 70Q (2452.890576 sec): 3 clusters Score: Raw -1630784.494510 + Penalty 3078.978819 = -1627705.515691 nChanged 14 SP:Iteration 71Q (2452.952469 sec): 3 clusters Score: Raw -1630788.811554 + Penalty 3078.978819 = -1627709.832736 nChanged 16 SP:Iteration 72Q (2453.020207 sec): 3 clusters Score: Raw -1630792.890398 + Penalty 3078.978819 = -1627713.911580 nChanged 16 SP:Iteration 73Q (2453.084111 sec): 3 clusters Score: Raw -1630799.627057 + Penalty 3078.978819 = -1627720.648239 nChanged 21 SP:Iteration 74Q (2453.147787 sec): 3 clusters Score: Raw -1630807.656917 + Penalty 3078.978819 = -1627728.678098 nChanged 26 SP:Iteration 75Q (2453.213136 sec): 3 clusters Score: Raw -1630815.969521 + Penalty 3078.978819 = -1627736.990703 nChanged 26 SP:Iteration 76Q (2453.272422 sec): 3 clusters Score: Raw -1630823.726846 + Penalty 3078.978819 = -1627744.748027 nChanged 20 SP:Iteration 77Q (2453.326624 sec): 3 clusters Score: Raw -1630830.472111 + Penalty 3078.978819 = -1627751.493292 nChanged 20 SP:Iteration 78Q (2453.388906 sec): 3 clusters Score: Raw -1630837.896844 + Penalty 3078.978819 = -1627758.918026 nChanged 23 SP:Iteration 79Q (2453.453007 sec): 3 clusters Score: Raw -1630846.540997 + Penalty 3078.978819 = -1627767.562178 nChanged 29 SP:Iteration 80F (2453.520266 sec): 3 clusters Score: Raw -1630857.848131 + Penalty 3078.978819 = -1627778.869312 nChanged 26 SP:Iteration 81Q (2453.582708 sec): 3 clusters Score: Raw -1630868.959195 + Penalty 3078.978819 = -1627789.980377 nChanged 33 SP:Iteration 82Q (2453.646468 sec): 3 clusters Score: Raw -1630882.957858 + Penalty 3078.978819 = -1627803.979039 nChanged 30 SP:Iteration 83Q (2453.719982 sec): 3 clusters Score: Raw -1630894.744866 + Penalty 3078.978819 = -1627815.766048 nChanged 23 SP:Iteration 84Q (2453.781203 sec): 3 clusters Score: Raw -1630904.267539 + Penalty 3078.978819 = -1627825.288720 nChanged 25 SP:Iteration 85Q (2453.826273 sec): 3 clusters Score: Raw -1630911.258970 + Penalty 3078.978819 = -1627832.280152 nChanged 12 SP:Iteration 86Q (2453.891897 sec): 3 clusters Score: Raw -1630914.489859 + Penalty 3078.978819 = -1627835.511040 nChanged 14 SP:Iteration 87Q (2453.951760 sec): 3 clusters Score: Raw -1630920.289629 + Penalty 3078.978819 = -1627841.310811 nChanged 20 SP:Iteration 88Q (2454.011783 sec): 3 clusters Score: Raw -1630928.483442 + Penalty 3078.978819 = -1627849.504624 nChanged 18 SP:Iteration 89Q (2454.083155 sec): 3 clusters Score: Raw -1630936.872066 + Penalty 3078.978819 = -1627857.893247 nChanged 21 SP:Iteration 90Q (2454.135669 sec): 3 clusters Score: Raw -1630947.134103 + Penalty 3078.978819 = -1627868.155285 nChanged 20 SP:Iteration 91Q (2454.186276 sec): 3 clusters Score: Raw -1630957.609887 + Penalty 3078.978819 = -1627878.631069 nChanged 23 SP:Iteration 92Q (2454.250097 sec): 3 clusters Score: Raw -1630966.446342 + Penalty 3078.978819 = -1627887.467524 nChanged 17 SP:Iteration 93Q (2454.307290 sec): 3 clusters Score: Raw -1630971.845846 + Penalty 3078.978819 = -1627892.867027 nChanged 16 SP:Iteration 94Q (2454.370378 sec): 3 clusters Score: Raw -1630978.163395 + Penalty 3078.978819 = -1627899.184576 nChanged 11 SP:Iteration 95Q (2454.437324 sec): 3 clusters Score: Raw -1630983.295955 + Penalty 3078.978819 = -1627904.317137 nChanged 14 SP:Iteration 96Q (2454.503172 sec): 3 clusters Score: Raw -1630988.760845 + Penalty 3078.978819 = -1627909.782027 nChanged 11 SP:Iteration 97Q (2454.551416 sec): 3 clusters Score: Raw -1630994.448713 + Penalty 3078.978819 = -1627915.469895 nChanged 11 SP:Iteration 98Q (2454.612312 sec): 3 clusters Score: Raw -1630997.266704 + Penalty 3078.978819 = -1627918.287886 nChanged 8 SP:Iteration 99Q (2454.671778 sec): 3 clusters Score: Raw -1630999.955822 + Penalty 3078.978819 = -1627920.977004 nChanged 5 SP:Iteration 100F (2454.732289 sec): 3 clusters Score: Raw -1631001.073853 + Penalty 3078.978819 = -1627922.095035 nChanged 2 SP:Iteration 101Q (2454.802430 sec): 3 clusters Score: Raw -1631001.756048 + Penalty 3078.978819 = -1627922.777229 nChanged 3 SP:Iteration 102Q (2454.863834 sec): 3 clusters Score: Raw -1631002.643402 + Penalty 3078.978819 = -1627923.664584 nChanged 3 SP:Iteration 103Q (2454.925756 sec): 3 clusters Score: Raw -1631003.385401 + Penalty 3078.978819 = -1627924.406582 nChanged 1 SP:Iteration 104Q (2454.983663 sec): 3 clusters Score: Raw -1631003.566804 + Penalty 3078.978819 = -1627924.587986 nChanged 3 SP:Iteration 105Q (2455.049016 sec): 3 clusters Score: Raw -1631004.852128 + Penalty 3078.978819 = -1627925.873309 nChanged 3 SP:Iteration 106Q (2455.113602 sec): 3 clusters Score: Raw -1631005.651600 + Penalty 3078.978819 = -1627926.672782 nChanged 5 SP:Iteration 107Q (2455.174663 sec): 3 clusters Score: Raw -1631007.250736 + Penalty 3078.978819 = -1627928.271917 nChanged 2 SP:Iteration 108Q (2455.230535 sec): 3 clusters Score: Raw -1631007.899761 + Penalty 3078.978819 = -1627928.920943 nChanged 3 SP:Iteration 109Q (2455.294852 sec): 3 clusters Score: Raw -1631008.610372 + Penalty 3078.978819 = -1627929.631553 nChanged 2 SP:Iteration 110Q (2455.359746 sec): 3 clusters Score: Raw -1631009.289475 + Penalty 3078.978819 = -1627930.310657 nChanged 1 SP:Iteration 111Q (2455.423755 sec): 3 clusters Score: Raw -1631009.386172 + Penalty 3078.978819 = -1627930.407353 nChanged 2 SP:Iteration 112Q (2455.485966 sec): 3 clusters Score: Raw -1631009.716565 + Penalty 3078.978819 = -1627930.737746 nChanged 0 SP:Iteration 113F (2455.553763 sec): 3 clusters Score: Raw -1631009.716565 + Penalty 3078.978819 = -1627930.737746 nChanged 0 Trying to split cluster 21 (25424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2455.607573 sec): 2 clusters Score: Raw -3229380.770657 + Penalty 1648.310444 = -3227732.460213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2455.689076 sec): 3 clusters Score: Raw -3213852.655704 + Penalty 3296.620889 = -3210556.034815 nChanged 11575 SP:Iteration 1F (2455.771616 sec): 3 clusters Score: Raw -3220400.252714 + Penalty 3296.620889 = -3217103.631825 nChanged 1454 SP:Iteration 2F (2455.852917 sec): 3 clusters Score: Raw -3221030.012674 + Penalty 3296.620889 = -3217733.391785 nChanged 1542 SP:Iteration 3F (2455.946147 sec): 3 clusters Score: Raw -3221797.702458 + Penalty 3296.620889 = -3218501.081569 nChanged 1597 SP:Iteration 4F (2456.028621 sec): 3 clusters Score: Raw -3222744.170891 + Penalty 3296.620889 = -3219447.550003 nChanged 1654 SP:Iteration 5F (2456.122708 sec): 3 clusters Score: Raw -3223792.729348 + Penalty 3296.620889 = -3220496.108459 nChanged 1581 SP:Iteration 6F (2456.208606 sec): 3 clusters Score: Raw -3224821.715648 + Penalty 3296.620889 = -3221525.094759 nChanged 1404 SP:Iteration 7F (2456.291772 sec): 3 clusters Score: Raw -3225698.962545 + Penalty 3296.620889 = -3222402.341656 nChanged 1125 SP:Iteration 8Q (2456.383362 sec): 3 clusters Score: Raw -3226362.739565 + Penalty 3296.620889 = -3223066.118676 nChanged 953 SP:Iteration 9Q (2456.477756 sec): 3 clusters Score: Raw -3226907.192053 + Penalty 3296.620889 = -3223610.571165 nChanged 826 SP:Iteration 10Q (2456.570699 sec): 3 clusters Score: Raw -3227394.288958 + Penalty 3296.620889 = -3224097.668069 nChanged 715 SP:Iteration 11Q (2456.652988 sec): 3 clusters Score: Raw -3227821.859069 + Penalty 3296.620889 = -3224525.238180 nChanged 621 SP:Iteration 12Q (2456.737383 sec): 3 clusters Score: Raw -3228172.277853 + Penalty 3296.620889 = -3224875.656964 nChanged 517 SP:Iteration 13Q (2456.825577 sec): 3 clusters Score: Raw -3228459.722379 + Penalty 3296.620889 = -3225163.101490 nChanged 436 SP:Iteration 14Q (2456.904089 sec): 3 clusters Score: Raw -3228679.684974 + Penalty 3296.620889 = -3225383.064086 nChanged 327 SP:Iteration 15Q (2457.002518 sec): 3 clusters Score: Raw -3228825.763147 + Penalty 3296.620889 = -3225529.142259 nChanged 280 SP:Iteration 16Q (2457.090881 sec): 3 clusters Score: Raw -3228947.560319 + Penalty 3296.620889 = -3225650.939431 nChanged 236 SP:Iteration 17Q (2457.177187 sec): 3 clusters Score: Raw -3229049.771705 + Penalty 3296.620889 = -3225753.150816 nChanged 194 SP:Iteration 18Q (2457.257582 sec): 3 clusters Score: Raw -3229134.287558 + Penalty 3296.620889 = -3225837.666669 nChanged 173 SP:Iteration 19Q (2457.343705 sec): 3 clusters Score: Raw -3229211.361891 + Penalty 3296.620889 = -3225914.741002 nChanged 151 SP:Iteration 20F (2457.440932 sec): 3 clusters Score: Raw -3229276.896131 + Penalty 3296.620889 = -3225980.275242 nChanged 127 SP:Iteration 21Q (2457.532246 sec): 3 clusters Score: Raw -3229335.494137 + Penalty 3296.620889 = -3226038.873248 nChanged 105 SP:Iteration 22Q (2457.617903 sec): 3 clusters Score: Raw -3229376.390384 + Penalty 3296.620889 = -3226079.769495 nChanged 82 SP:Iteration 23Q (2457.703580 sec): 3 clusters Score: Raw -3229407.659351 + Penalty 3296.620889 = -3226111.038462 nChanged 74 SP:Iteration 24Q (2457.789272 sec): 3 clusters Score: Raw -3229433.611671 + Penalty 3296.620889 = -3226136.990783 nChanged 66 SP:Iteration 25Q (2457.870790 sec): 3 clusters Score: Raw -3229456.772661 + Penalty 3296.620889 = -3226160.151772 nChanged 54 SP:Iteration 26Q (2457.958121 sec): 3 clusters Score: Raw -3229476.315500 + Penalty 3296.620889 = -3226179.694611 nChanged 43 SP:Iteration 27Q (2458.032490 sec): 3 clusters Score: Raw -3229490.117980 + Penalty 3296.620889 = -3226193.497091 nChanged 35 SP:Iteration 28Q (2458.122407 sec): 3 clusters Score: Raw -3229502.910179 + Penalty 3296.620889 = -3226206.289291 nChanged 40 SP:Iteration 29Q (2458.204606 sec): 3 clusters Score: Raw -3229518.807037 + Penalty 3296.620889 = -3226222.186149 nChanged 38 SP:Iteration 30Q (2458.278875 sec): 3 clusters Score: Raw -3229536.348563 + Penalty 3296.620889 = -3226239.727674 nChanged 42 SP:Iteration 31Q (2458.353651 sec): 3 clusters Score: Raw -3229553.397500 + Penalty 3296.620889 = -3226256.776611 nChanged 36 SP:Iteration 32Q (2458.444550 sec): 3 clusters Score: Raw -3229568.140701 + Penalty 3296.620889 = -3226271.519812 nChanged 26 SP:Iteration 33Q (2458.524956 sec): 3 clusters Score: Raw -3229579.788153 + Penalty 3296.620889 = -3226283.167264 nChanged 21 SP:Iteration 34Q (2458.610010 sec): 3 clusters Score: Raw -3229586.711753 + Penalty 3296.620889 = -3226290.090864 nChanged 18 SP:Iteration 35Q (2458.696333 sec): 3 clusters Score: Raw -3229594.892998 + Penalty 3296.620889 = -3226298.272109 nChanged 23 SP:Iteration 36Q (2458.776757 sec): 3 clusters Score: Raw -3229602.837787 + Penalty 3296.620889 = -3226306.216898 nChanged 19 SP:Iteration 37Q (2458.857930 sec): 3 clusters Score: Raw -3229609.789097 + Penalty 3296.620889 = -3226313.168208 nChanged 16 SP:Iteration 38Q (2458.931523 sec): 3 clusters Score: Raw -3229619.498138 + Penalty 3296.620889 = -3226322.877250 nChanged 20 SP:Iteration 39Q (2459.008899 sec): 3 clusters Score: Raw -3229626.793144 + Penalty 3296.620889 = -3226330.172255 nChanged 15 SP:Iteration 40F (2459.092259 sec): 3 clusters Score: Raw -3229632.929355 + Penalty 3296.620889 = -3226336.308466 nChanged 19 SP:Iteration 41Q (2459.167306 sec): 3 clusters Score: Raw -3229642.508013 + Penalty 3296.620889 = -3226345.887124 nChanged 22 SP:Iteration 42Q (2459.242105 sec): 3 clusters Score: Raw -3229651.136990 + Penalty 3296.620889 = -3226354.516101 nChanged 12 SP:Iteration 43Q (2459.317522 sec): 3 clusters Score: Raw -3229655.989781 + Penalty 3296.620889 = -3226359.368892 nChanged 11 SP:Iteration 44Q (2459.412851 sec): 3 clusters Score: Raw -3229660.398956 + Penalty 3296.620889 = -3226363.778068 nChanged 5 SP:Iteration 45Q (2459.500507 sec): 3 clusters Score: Raw -3229661.842507 + Penalty 3296.620889 = -3226365.221618 nChanged 4 SP:Iteration 46Q (2459.536118 sec): 3 clusters Score: Raw -3229663.225391 + Penalty 3296.620889 = -3226366.604502 nChanged 5 SP:Iteration 47Q (2459.625312 sec): 3 clusters Score: Raw -3229664.789020 + Penalty 3296.620889 = -3226368.168131 nChanged 6 SP:Iteration 48Q (2459.709613 sec): 3 clusters Score: Raw -3229666.529353 + Penalty 3296.620889 = -3226369.908464 nChanged 4 SP:Iteration 49Q (2459.794238 sec): 3 clusters Score: Raw -3229667.375331 + Penalty 3296.620889 = -3226370.754442 nChanged 4 SP:Iteration 50Q (2459.864254 sec): 3 clusters Score: Raw -3229668.535994 + Penalty 3296.620889 = -3226371.915105 nChanged 6 SP:Iteration 51Q (2459.944102 sec): 3 clusters Score: Raw -3229670.700917 + Penalty 3296.620889 = -3226374.080029 nChanged 8 SP:Iteration 52Q (2460.028810 sec): 3 clusters Score: Raw -3229672.793493 + Penalty 3296.620889 = -3226376.172604 nChanged 5 SP:Iteration 53Q (2460.102525 sec): 3 clusters Score: Raw -3229674.076023 + Penalty 3296.620889 = -3226377.455134 nChanged 5 SP:Iteration 54Q (2460.180642 sec): 3 clusters Score: Raw -3229676.341798 + Penalty 3296.620889 = -3226379.720909 nChanged 7 SP:Iteration 55Q (2460.257554 sec): 3 clusters Score: Raw -3229680.242530 + Penalty 3296.620889 = -3226383.621641 nChanged 13 SP:Iteration 56Q (2460.326281 sec): 3 clusters Score: Raw -3229686.975109 + Penalty 3296.620889 = -3226390.354220 nChanged 11 SP:Iteration 57Q (2460.402146 sec): 3 clusters Score: Raw -3229690.720105 + Penalty 3296.620889 = -3226394.099217 nChanged 4 SP:Iteration 58Q (2460.476641 sec): 3 clusters Score: Raw -3229693.120689 + Penalty 3296.620889 = -3226396.499800 nChanged 8 SP:Iteration 59Q (2460.543796 sec): 3 clusters Score: Raw -3229696.302526 + Penalty 3296.620889 = -3226399.681637 nChanged 8 SP:Iteration 60F (2460.624391 sec): 3 clusters Score: Raw -3229699.573922 + Penalty 3296.620889 = -3226402.953033 nChanged 10 SP:Iteration 61Q (2460.699777 sec): 3 clusters Score: Raw -3229703.218321 + Penalty 3296.620889 = -3226406.597432 nChanged 8 SP:Iteration 62Q (2460.764289 sec): 3 clusters Score: Raw -3229706.491204 + Penalty 3296.620889 = -3226409.870315 nChanged 6 SP:Iteration 63Q (2460.832578 sec): 3 clusters Score: Raw -3229707.993163 + Penalty 3296.620889 = -3226411.372274 nChanged 4 SP:Iteration 64Q (2460.912174 sec): 3 clusters Score: Raw -3229708.991709 + Penalty 3296.620889 = -3226412.370821 nChanged 1 SP:Iteration 65Q (2460.986649 sec): 3 clusters Score: Raw -3229709.297530 + Penalty 3296.620889 = -3226412.676641 nChanged 4 SP:Iteration 66Q (2461.072642 sec): 3 clusters Score: Raw -3229710.540674 + Penalty 3296.620889 = -3226413.919785 nChanged 2 SP:Iteration 67Q (2461.151646 sec): 3 clusters Score: Raw -3229711.116770 + Penalty 3296.620889 = -3226414.495881 nChanged 2 SP:Iteration 68Q (2461.236132 sec): 3 clusters Score: Raw -3229712.303075 + Penalty 3296.620889 = -3226415.682186 nChanged 1 SP:Iteration 69Q (2461.320375 sec): 3 clusters Score: Raw -3229712.751786 + Penalty 3296.620889 = -3226416.130897 nChanged 1 SP:Iteration 70Q (2461.399687 sec): 3 clusters Score: Raw -3229712.889826 + Penalty 3296.620889 = -3226416.268937 nChanged 1 SP:Iteration 71Q (2461.480671 sec): 3 clusters Score: Raw -3229713.961226 + Penalty 3296.620889 = -3226417.340338 nChanged 1 SP:Iteration 72Q (2461.552624 sec): 3 clusters Score: Raw -3229714.331431 + Penalty 3296.620889 = -3226417.710543 nChanged 1 SP:Iteration 73Q (2461.643830 sec): 3 clusters Score: Raw -3229714.717046 + Penalty 3296.620889 = -3226418.096157 nChanged 2 SP:Iteration 74Q (2461.726276 sec): 3 clusters Score: Raw -3229715.045921 + Penalty 3296.620889 = -3226418.425032 nChanged 3 SP:Iteration 75Q (2461.807764 sec): 3 clusters Score: Raw -3229715.848554 + Penalty 3296.620889 = -3226419.227666 nChanged 1 SP:Iteration 76Q (2461.892543 sec): 3 clusters Score: Raw -3229715.960073 + Penalty 3296.620889 = -3226419.339184 nChanged 1 SP:Iteration 77Q (2461.962754 sec): 3 clusters Score: Raw -3229716.210608 + Penalty 3296.620889 = -3226419.589719 nChanged 1 SP:Iteration 78Q (2462.040923 sec): 3 clusters Score: Raw -3229716.257404 + Penalty 3296.620889 = -3226419.636516 nChanged 0 SP:Iteration 79F (2462.135902 sec): 3 clusters Score: Raw -3229716.257404 + Penalty 3296.620889 = -3226419.636516 nChanged 0 Trying to split cluster 22 (11476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2462.180134 sec): 2 clusters Score: Raw -1476324.436677 + Penalty 1519.052141 = -1474805.384535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2462.239594 sec): 3 clusters Score: Raw -1469696.228900 + Penalty 3038.104283 = -1466658.124617 nChanged 4995 SP:Iteration 1F (2462.309666 sec): 3 clusters Score: Raw -1472514.936566 + Penalty 3038.104283 = -1469476.832283 nChanged 694 SP:Iteration 2F (2462.378007 sec): 3 clusters Score: Raw -1472844.734694 + Penalty 3038.104283 = -1469806.630411 nChanged 601 SP:Iteration 3F (2462.432133 sec): 3 clusters Score: Raw -1473109.809654 + Penalty 3038.104283 = -1470071.705372 nChanged 572 SP:Iteration 4Q (2462.501403 sec): 3 clusters Score: Raw -1473349.579324 + Penalty 3038.104283 = -1470311.475041 nChanged 494 SP:Iteration 5Q (2462.571568 sec): 3 clusters Score: Raw -1473560.052203 + Penalty 3038.104283 = -1470521.947921 nChanged 500 SP:Iteration 6Q (2462.637372 sec): 3 clusters Score: Raw -1473759.897065 + Penalty 3038.104283 = -1470721.792782 nChanged 436 SP:Iteration 7Q (2462.696133 sec): 3 clusters Score: Raw -1473945.655715 + Penalty 3038.104283 = -1470907.551432 nChanged 429 SP:Iteration 8Q (2462.759647 sec): 3 clusters Score: Raw -1474140.753621 + Penalty 3038.104283 = -1471102.649339 nChanged 468 SP:Iteration 9Q (2462.825030 sec): 3 clusters Score: Raw -1474381.992503 + Penalty 3038.104283 = -1471343.888221 nChanged 454 SP:Iteration 10Q (2462.898103 sec): 3 clusters Score: Raw -1474612.693866 + Penalty 3038.104283 = -1471574.589584 nChanged 462 SP:Iteration 11Q (2462.956184 sec): 3 clusters Score: Raw -1474865.880516 + Penalty 3038.104283 = -1471827.776233 nChanged 436 SP:Iteration 12Q (2463.021958 sec): 3 clusters Score: Raw -1475115.772602 + Penalty 3038.104283 = -1472077.668319 nChanged 413 SP:Iteration 13Q (2463.091381 sec): 3 clusters Score: Raw -1475361.511469 + Penalty 3038.104283 = -1472323.407186 nChanged 389 SP:Iteration 14Q (2463.154475 sec): 3 clusters Score: Raw -1475593.311772 + Penalty 3038.104283 = -1472555.207490 nChanged 360 SP:Iteration 15Q (2463.218040 sec): 3 clusters Score: Raw -1475819.735057 + Penalty 3038.104283 = -1472781.630774 nChanged 323 SP:Iteration 16Q (2463.284059 sec): 3 clusters Score: Raw -1476008.425153 + Penalty 3038.104283 = -1472970.320870 nChanged 266 SP:Iteration 17Q (2463.360330 sec): 3 clusters Score: Raw -1476147.458222 + Penalty 3038.104283 = -1473109.353940 nChanged 193 SP:Iteration 18Q (2463.418935 sec): 3 clusters Score: Raw -1476242.052130 + Penalty 3038.104283 = -1473203.947847 nChanged 165 SP:Iteration 19Q (2463.492359 sec): 3 clusters Score: Raw -1476330.338494 + Penalty 3038.104283 = -1473292.234211 nChanged 137 SP:Iteration 20F (2463.560039 sec): 3 clusters Score: Raw -1476402.637129 + Penalty 3038.104283 = -1473364.532846 nChanged 105 SP:Iteration 21Q (2463.625877 sec): 3 clusters Score: Raw -1476461.027162 + Penalty 3038.104283 = -1473422.922879 nChanged 93 SP:Iteration 22Q (2463.689265 sec): 3 clusters Score: Raw -1476512.316168 + Penalty 3038.104283 = -1473474.211885 nChanged 88 SP:Iteration 23Q (2463.743266 sec): 3 clusters Score: Raw -1476563.778631 + Penalty 3038.104283 = -1473525.674348 nChanged 80 SP:Iteration 24Q (2463.802658 sec): 3 clusters Score: Raw -1476613.588494 + Penalty 3038.104283 = -1473575.484212 nChanged 60 SP:Iteration 25Q (2463.863034 sec): 3 clusters Score: Raw -1476644.877884 + Penalty 3038.104283 = -1473606.773601 nChanged 53 SP:Iteration 26Q (2463.919423 sec): 3 clusters Score: Raw -1476666.289594 + Penalty 3038.104283 = -1473628.185311 nChanged 37 SP:Iteration 27Q (2463.990057 sec): 3 clusters Score: Raw -1476678.889612 + Penalty 3038.104283 = -1473640.785329 nChanged 28 SP:Iteration 28Q (2464.038900 sec): 3 clusters Score: Raw -1476687.352618 + Penalty 3038.104283 = -1473649.248336 nChanged 15 SP:Iteration 29Q (2464.091973 sec): 3 clusters Score: Raw -1476691.538509 + Penalty 3038.104283 = -1473653.434227 nChanged 18 SP:Iteration 30Q (2464.150307 sec): 3 clusters Score: Raw -1476696.882807 + Penalty 3038.104283 = -1473658.778525 nChanged 13 SP:Iteration 31Q (2464.212149 sec): 3 clusters Score: Raw -1476701.685356 + Penalty 3038.104283 = -1473663.581074 nChanged 15 SP:Iteration 32Q (2464.274799 sec): 3 clusters Score: Raw -1476708.041187 + Penalty 3038.104283 = -1473669.936905 nChanged 11 SP:Iteration 33Q (2464.336066 sec): 3 clusters Score: Raw -1476714.381760 + Penalty 3038.104283 = -1473676.277477 nChanged 13 SP:Iteration 34Q (2464.392275 sec): 3 clusters Score: Raw -1476721.099431 + Penalty 3038.104283 = -1473682.995148 nChanged 17 SP:Iteration 35Q (2464.453099 sec): 3 clusters Score: Raw -1476728.471011 + Penalty 3038.104283 = -1473690.366729 nChanged 19 SP:Iteration 36Q (2464.508037 sec): 3 clusters Score: Raw -1476734.939600 + Penalty 3038.104283 = -1473696.835317 nChanged 12 SP:Iteration 37Q (2464.561398 sec): 3 clusters Score: Raw -1476739.700427 + Penalty 3038.104283 = -1473701.596144 nChanged 13 SP:Iteration 38Q (2464.629089 sec): 3 clusters Score: Raw -1476744.071949 + Penalty 3038.104283 = -1473705.967666 nChanged 8 SP:Iteration 39Q (2464.680407 sec): 3 clusters Score: Raw -1476746.545476 + Penalty 3038.104283 = -1473708.441193 nChanged 8 SP:Iteration 40F (2464.743867 sec): 3 clusters Score: Raw -1476748.589397 + Penalty 3038.104283 = -1473710.485114 nChanged 3 SP:Iteration 41Q (2464.804529 sec): 3 clusters Score: Raw -1476749.050462 + Penalty 3038.104283 = -1473710.946179 nChanged 1 SP:Iteration 42Q (2464.867181 sec): 3 clusters Score: Raw -1476749.158430 + Penalty 3038.104283 = -1473711.054147 nChanged 0 SP:Iteration 43F (2464.926446 sec): 3 clusters Score: Raw -1476749.158430 + Penalty 3038.104283 = -1473711.054147 nChanged 0 Trying to split cluster 23 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2464.948833 sec): 2 clusters Score: Raw -41640.429202 + Penalty 978.810234 = -40661.618968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2464.994057 sec): 3 clusters Score: Raw -41771.347633 + Penalty 1957.620468 = -39813.727165 nChanged 105 SP:Iteration 1F (2465.039855 sec): 3 clusters Score: Raw -42195.074768 + Penalty 1957.620468 = -40237.454301 nChanged 41 SP:Iteration 2F (2465.085789 sec): 3 clusters Score: Raw -42278.602327 + Penalty 1957.620468 = -40320.981859 nChanged 9 SP:Iteration 3Q (2465.131089 sec): 3 clusters Score: Raw -42295.447050 + Penalty 1957.620468 = -40337.826583 nChanged 7 SP:Iteration 4Q (2465.168509 sec): 3 clusters Score: Raw -42312.701486 + Penalty 1957.620468 = -40355.081018 nChanged 6 SP:Iteration 5Q (2465.208924 sec): 3 clusters Score: Raw -42320.979371 + Penalty 1957.620468 = -40363.358903 nChanged 6 SP:Iteration 6Q (2465.248010 sec): 3 clusters Score: Raw -42328.999740 + Penalty 1957.620468 = -40371.379272 nChanged 1 SP:Iteration 7Q (2465.289012 sec): 3 clusters Score: Raw -42329.356364 + Penalty 1957.620468 = -40371.735896 nChanged 0 SP:Iteration 8F (2465.329131 sec): 3 clusters Score: Raw -42329.356364 + Penalty 1957.620468 = -40371.735896 nChanged 0 Trying to split cluster 24 (10759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2465.369456 sec): 2 clusters Score: Raw -1395633.121346 + Penalty 1508.568408 = -1394124.552938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2465.429313 sec): 3 clusters Score: Raw -1389488.720273 + Penalty 3017.136815 = -1386471.583458 nChanged 4649 SP:Iteration 1F (2465.504346 sec): 3 clusters Score: Raw -1392036.642239 + Penalty 3017.136815 = -1389019.505424 nChanged 682 SP:Iteration 2F (2465.569909 sec): 3 clusters Score: Raw -1392384.059484 + Penalty 3017.136815 = -1389366.922668 nChanged 691 SP:Iteration 3F (2465.620114 sec): 3 clusters Score: Raw -1392801.860606 + Penalty 3017.136815 = -1389784.723791 nChanged 721 SP:Iteration 4F (2465.692456 sec): 3 clusters Score: Raw -1393340.123588 + Penalty 3017.136815 = -1390322.986773 nChanged 784 SP:Iteration 5F (2465.755980 sec): 3 clusters Score: Raw -1393987.102155 + Penalty 3017.136815 = -1390969.965340 nChanged 718 SP:Iteration 6F (2465.815566 sec): 3 clusters Score: Raw -1394569.521031 + Penalty 3017.136815 = -1391552.384216 nChanged 563 SP:Iteration 7F (2465.894130 sec): 3 clusters Score: Raw -1395053.661416 + Penalty 3017.136815 = -1392036.524601 nChanged 439 SP:Iteration 8Q (2465.961529 sec): 3 clusters Score: Raw -1395447.756947 + Penalty 3017.136815 = -1392430.620132 nChanged 310 SP:Iteration 9Q (2466.024156 sec): 3 clusters Score: Raw -1395693.289682 + Penalty 3017.136815 = -1392676.152867 nChanged 187 SP:Iteration 10Q (2466.079414 sec): 3 clusters Score: Raw -1395830.543231 + Penalty 3017.136815 = -1392813.406416 nChanged 110 SP:Iteration 11Q (2466.150576 sec): 3 clusters Score: Raw -1395905.500961 + Penalty 3017.136815 = -1392888.364146 nChanged 73 SP:Iteration 12Q (2466.212965 sec): 3 clusters Score: Raw -1395946.804348 + Penalty 3017.136815 = -1392929.667533 nChanged 47 SP:Iteration 13Q (2466.259128 sec): 3 clusters Score: Raw -1395970.590526 + Penalty 3017.136815 = -1392953.453711 nChanged 28 SP:Iteration 14Q (2466.335596 sec): 3 clusters Score: Raw -1395987.153307 + Penalty 3017.136815 = -1392970.016492 nChanged 16 SP:Iteration 15Q (2466.401384 sec): 3 clusters Score: Raw -1395998.043800 + Penalty 3017.136815 = -1392980.906985 nChanged 18 SP:Iteration 16Q (2466.466143 sec): 3 clusters Score: Raw -1396007.388269 + Penalty 3017.136815 = -1392990.251454 nChanged 12 SP:Iteration 17Q (2466.526478 sec): 3 clusters Score: Raw -1396014.688433 + Penalty 3017.136815 = -1392997.551618 nChanged 11 SP:Iteration 18Q (2466.574411 sec): 3 clusters Score: Raw -1396020.612993 + Penalty 3017.136815 = -1393003.476178 nChanged 9 SP:Iteration 19Q (2466.645562 sec): 3 clusters Score: Raw -1396025.225282 + Penalty 3017.136815 = -1393008.088467 nChanged 6 SP:Iteration 20F (2466.714692 sec): 3 clusters Score: Raw -1396029.903494 + Penalty 3017.136815 = -1393012.766679 nChanged 6 SP:Iteration 21Q (2466.784410 sec): 3 clusters Score: Raw -1396033.803910 + Penalty 3017.136815 = -1393016.667095 nChanged 6 SP:Iteration 22Q (2466.839083 sec): 3 clusters Score: Raw -1396037.833290 + Penalty 3017.136815 = -1393020.696475 nChanged 8 SP:Iteration 23Q (2466.905435 sec): 3 clusters Score: Raw -1396042.329666 + Penalty 3017.136815 = -1393025.192851 nChanged 5 SP:Iteration 24Q (2466.964851 sec): 3 clusters Score: Raw -1396044.286250 + Penalty 3017.136815 = -1393027.149435 nChanged 3 SP:Iteration 25Q (2467.030036 sec): 3 clusters Score: Raw -1396045.542129 + Penalty 3017.136815 = -1393028.405314 nChanged 1 SP:Iteration 26Q (2467.094550 sec): 3 clusters Score: Raw -1396046.631507 + Penalty 3017.136815 = -1393029.494692 nChanged 0 SP:Iteration 27F (2467.161218 sec): 3 clusters Score: Raw -1396046.631507 + Penalty 3017.136815 = -1393029.494692 nChanged 0 Trying to split cluster 25 (6675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2467.196222 sec): 2 clusters Score: Raw -820878.226902 + Penalty 1430.995229 = -819447.231674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2467.233801 sec): 3 clusters Score: Raw -817249.975276 + Penalty 2861.990457 = -814387.984819 nChanged 2794 SP:Iteration 1F (2467.291370 sec): 3 clusters Score: Raw -819014.890564 + Penalty 2861.990457 = -816152.900107 nChanged 579 SP:Iteration 2F (2467.364323 sec): 3 clusters Score: Raw -819492.418406 + Penalty 2861.990457 = -816630.427949 nChanged 515 SP:Iteration 3F (2467.424497 sec): 3 clusters Score: Raw -820004.764519 + Penalty 2861.990457 = -817142.774062 nChanged 472 SP:Iteration 4F (2467.477977 sec): 3 clusters Score: Raw -820483.138175 + Penalty 2861.990457 = -817621.147718 nChanged 388 SP:Iteration 5F (2467.537669 sec): 3 clusters Score: Raw -820859.489327 + Penalty 2861.990457 = -817997.498870 nChanged 315 SP:Iteration 6Q (2467.592658 sec): 3 clusters Score: Raw -821139.543627 + Penalty 2861.990457 = -818277.553170 nChanged 237 SP:Iteration 7Q (2467.654066 sec): 3 clusters Score: Raw -821294.359492 + Penalty 2861.990457 = -818432.369035 nChanged 171 SP:Iteration 8Q (2467.694420 sec): 3 clusters Score: Raw -821399.594681 + Penalty 2861.990457 = -818537.604224 nChanged 121 SP:Iteration 9Q (2467.753808 sec): 3 clusters Score: Raw -821478.692398 + Penalty 2861.990457 = -818616.701941 nChanged 115 SP:Iteration 10Q (2467.815981 sec): 3 clusters Score: Raw -821557.031160 + Penalty 2861.990457 = -818695.040703 nChanged 100 SP:Iteration 11Q (2467.871175 sec): 3 clusters Score: Raw -821618.404921 + Penalty 2861.990457 = -818756.414464 nChanged 96 SP:Iteration 12Q (2467.929537 sec): 3 clusters Score: Raw -821682.313373 + Penalty 2861.990457 = -818820.322915 nChanged 75 SP:Iteration 13Q (2467.982567 sec): 3 clusters Score: Raw -821728.702840 + Penalty 2861.990457 = -818866.712383 nChanged 55 SP:Iteration 14Q (2468.038217 sec): 3 clusters Score: Raw -821768.758634 + Penalty 2861.990457 = -818906.768177 nChanged 60 SP:Iteration 15Q (2468.087759 sec): 3 clusters Score: Raw -821802.776697 + Penalty 2861.990457 = -818940.786240 nChanged 55 SP:Iteration 16Q (2468.158139 sec): 3 clusters Score: Raw -821829.230476 + Penalty 2861.990457 = -818967.240019 nChanged 36 SP:Iteration 17Q (2468.212771 sec): 3 clusters Score: Raw -821844.712307 + Penalty 2861.990457 = -818982.721850 nChanged 26 SP:Iteration 18Q (2468.266020 sec): 3 clusters Score: Raw -821854.961681 + Penalty 2861.990457 = -818992.971224 nChanged 25 SP:Iteration 19Q (2468.325000 sec): 3 clusters Score: Raw -821862.237905 + Penalty 2861.990457 = -819000.247448 nChanged 23 SP:Iteration 20F (2468.384345 sec): 3 clusters Score: Raw -821869.647312 + Penalty 2861.990457 = -819007.656855 nChanged 18 SP:Iteration 21Q (2468.436948 sec): 3 clusters Score: Raw -821873.638054 + Penalty 2861.990457 = -819011.647597 nChanged 14 SP:Iteration 22Q (2468.478844 sec): 3 clusters Score: Raw -821876.235489 + Penalty 2861.990457 = -819014.245031 nChanged 10 SP:Iteration 23Q (2468.532785 sec): 3 clusters Score: Raw -821878.561775 + Penalty 2861.990457 = -819016.571318 nChanged 12 SP:Iteration 24Q (2468.595753 sec): 3 clusters Score: Raw -821882.477277 + Penalty 2861.990457 = -819020.486820 nChanged 9 SP:Iteration 25Q (2468.643699 sec): 3 clusters Score: Raw -821884.436023 + Penalty 2861.990457 = -819022.445566 nChanged 4 SP:Iteration 26Q (2468.696779 sec): 3 clusters Score: Raw -821885.617336 + Penalty 2861.990457 = -819023.626879 nChanged 6 SP:Iteration 27Q (2468.738969 sec): 3 clusters Score: Raw -821887.099093 + Penalty 2861.990457 = -819025.108636 nChanged 6 SP:Iteration 28Q (2468.791272 sec): 3 clusters Score: Raw -821888.447738 + Penalty 2861.990457 = -819026.457280 nChanged 5 SP:Iteration 29Q (2468.838460 sec): 3 clusters Score: Raw -821890.054599 + Penalty 2861.990457 = -819028.064142 nChanged 8 SP:Iteration 30Q (2468.882515 sec): 3 clusters Score: Raw -821891.881985 + Penalty 2861.990457 = -819029.891528 nChanged 4 SP:Iteration 31Q (2468.931240 sec): 3 clusters Score: Raw -821892.479716 + Penalty 2861.990457 = -819030.489259 nChanged 6 SP:Iteration 32Q (2468.975799 sec): 3 clusters Score: Raw -821893.788215 + Penalty 2861.990457 = -819031.797758 nChanged 6 SP:Iteration 33Q (2469.026412 sec): 3 clusters Score: Raw -821895.206227 + Penalty 2861.990457 = -819033.215770 nChanged 2 SP:Iteration 34Q (2469.074165 sec): 3 clusters Score: Raw -821895.431199 + Penalty 2861.990457 = -819033.440742 nChanged 1 SP:Iteration 35Q (2469.123016 sec): 3 clusters Score: Raw -821895.482699 + Penalty 2861.990457 = -819033.492242 nChanged 0 SP:Iteration 36F (2469.172138 sec): 3 clusters Score: Raw -821895.482699 + Penalty 2861.990457 = -819033.492242 nChanged 0 Trying to split cluster 26 (4375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2469.201987 sec): 2 clusters Score: Raw -557105.430979 + Penalty 1362.345042 = -555743.085937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2469.249075 sec): 3 clusters Score: Raw -554909.764347 + Penalty 2724.690085 = -552185.074262 nChanged 1691 SP:Iteration 1F (2469.300964 sec): 3 clusters Score: Raw -555871.371033 + Penalty 2724.690085 = -553146.680948 nChanged 362 SP:Iteration 2F (2469.350015 sec): 3 clusters Score: Raw -556128.441222 + Penalty 2724.690085 = -553403.751137 nChanged 305 SP:Iteration 3F (2469.393016 sec): 3 clusters Score: Raw -556384.554935 + Penalty 2724.690085 = -553659.864850 nChanged 309 SP:Iteration 4F (2469.442758 sec): 3 clusters Score: Raw -556625.431719 + Penalty 2724.690085 = -553900.741634 nChanged 258 SP:Iteration 5F (2469.489964 sec): 3 clusters Score: Raw -556833.217626 + Penalty 2724.690085 = -554108.527542 nChanged 213 SP:Iteration 6Q (2469.542738 sec): 3 clusters Score: Raw -556996.950978 + Penalty 2724.690085 = -554272.260894 nChanged 193 SP:Iteration 7Q (2469.581695 sec): 3 clusters Score: Raw -557130.374886 + Penalty 2724.690085 = -554405.684802 nChanged 149 SP:Iteration 8Q (2469.623314 sec): 3 clusters Score: Raw -557227.136119 + Penalty 2724.690085 = -554502.446034 nChanged 116 SP:Iteration 9Q (2469.668746 sec): 3 clusters Score: Raw -557279.749640 + Penalty 2724.690085 = -554555.059555 nChanged 74 SP:Iteration 10Q (2469.711333 sec): 3 clusters Score: Raw -557307.053935 + Penalty 2724.690085 = -554582.363850 nChanged 46 SP:Iteration 11Q (2469.765323 sec): 3 clusters Score: Raw -557325.819701 + Penalty 2724.690085 = -554601.129616 nChanged 53 SP:Iteration 12Q (2469.816911 sec): 3 clusters Score: Raw -557345.103209 + Penalty 2724.690085 = -554620.413125 nChanged 42 SP:Iteration 13Q (2469.875001 sec): 3 clusters Score: Raw -557356.986723 + Penalty 2724.690085 = -554632.296639 nChanged 36 SP:Iteration 14Q (2469.928293 sec): 3 clusters Score: Raw -557366.662404 + Penalty 2724.690085 = -554641.972319 nChanged 22 SP:Iteration 15Q (2469.967987 sec): 3 clusters Score: Raw -557374.144244 + Penalty 2724.690085 = -554649.454159 nChanged 34 SP:Iteration 16Q (2470.019186 sec): 3 clusters Score: Raw -557385.045263 + Penalty 2724.690085 = -554660.355178 nChanged 30 SP:Iteration 17Q (2470.067778 sec): 3 clusters Score: Raw -557394.985892 + Penalty 2724.690085 = -554670.295807 nChanged 27 SP:Iteration 18Q (2470.112623 sec): 3 clusters Score: Raw -557404.324896 + Penalty 2724.690085 = -554679.634811 nChanged 15 SP:Iteration 19Q (2470.171340 sec): 3 clusters Score: Raw -557408.690636 + Penalty 2724.690085 = -554684.000552 nChanged 20 SP:Iteration 20F (2470.212181 sec): 3 clusters Score: Raw -557418.281550 + Penalty 2724.690085 = -554693.591466 nChanged 26 SP:Iteration 21Q (2470.263475 sec): 3 clusters Score: Raw -557426.268348 + Penalty 2724.690085 = -554701.578264 nChanged 33 SP:Iteration 22Q (2470.320822 sec): 3 clusters Score: Raw -557438.675889 + Penalty 2724.690085 = -554713.985804 nChanged 32 SP:Iteration 23Q (2470.378175 sec): 3 clusters Score: Raw -557449.523189 + Penalty 2724.690085 = -554724.833105 nChanged 19 SP:Iteration 24Q (2470.427624 sec): 3 clusters Score: Raw -557454.941124 + Penalty 2724.690085 = -554730.251040 nChanged 14 SP:Iteration 25Q (2470.476405 sec): 3 clusters Score: Raw -557457.848911 + Penalty 2724.690085 = -554733.158827 nChanged 6 SP:Iteration 26Q (2470.519812 sec): 3 clusters Score: Raw -557458.932615 + Penalty 2724.690085 = -554734.242530 nChanged 8 SP:Iteration 27Q (2470.576978 sec): 3 clusters Score: Raw -557460.523652 + Penalty 2724.690085 = -554735.833568 nChanged 14 SP:Iteration 28Q (2470.624040 sec): 3 clusters Score: Raw -557462.437680 + Penalty 2724.690085 = -554737.747595 nChanged 3 SP:Iteration 29Q (2470.669305 sec): 3 clusters Score: Raw -557462.892641 + Penalty 2724.690085 = -554738.202556 nChanged 3 SP:Iteration 30Q (2470.718483 sec): 3 clusters Score: Raw -557463.257013 + Penalty 2724.690085 = -554738.566928 nChanged 2 SP:Iteration 31Q (2470.772948 sec): 3 clusters Score: Raw -557463.560384 + Penalty 2724.690085 = -554738.870300 nChanged 3 SP:Iteration 32Q (2470.825114 sec): 3 clusters Score: Raw -557464.357033 + Penalty 2724.690085 = -554739.666948 nChanged 5 SP:Iteration 33Q (2470.867294 sec): 3 clusters Score: Raw -557465.208600 + Penalty 2724.690085 = -554740.518515 nChanged 7 SP:Iteration 34Q (2470.918458 sec): 3 clusters Score: Raw -557466.563597 + Penalty 2724.690085 = -554741.873513 nChanged 2 SP:Iteration 35Q (2470.972123 sec): 3 clusters Score: Raw -557466.843894 + Penalty 2724.690085 = -554742.153809 nChanged 3 SP:Iteration 36Q (2471.026743 sec): 3 clusters Score: Raw -557467.293091 + Penalty 2724.690085 = -554742.603007 nChanged 1 SP:Iteration 37Q (2471.081059 sec): 3 clusters Score: Raw -557467.618337 + Penalty 2724.690085 = -554742.928252 nChanged 1 SP:Iteration 38Q (2471.131541 sec): 3 clusters Score: Raw -557467.721861 + Penalty 2724.690085 = -554743.031776 nChanged 1 SP:Iteration 39Q (2471.182863 sec): 3 clusters Score: Raw -557467.906361 + Penalty 2724.690085 = -554743.216276 nChanged 1 SP:Iteration 40F (2471.234226 sec): 3 clusters Score: Raw -557468.005235 + Penalty 2724.690085 = -554743.315150 nChanged 1 SP:Iteration 41Q (2471.294886 sec): 3 clusters Score: Raw -557468.208334 + Penalty 2724.690085 = -554743.518249 nChanged 2 SP:Iteration 42Q (2471.347853 sec): 3 clusters Score: Raw -557468.797828 + Penalty 2724.690085 = -554744.107744 nChanged 1 SP:Iteration 43Q (2471.397166 sec): 3 clusters Score: Raw -557469.258974 + Penalty 2724.690085 = -554744.568889 nChanged 2 SP:Iteration 44Q (2471.457512 sec): 3 clusters Score: Raw -557470.204637 + Penalty 2724.690085 = -554745.514552 nChanged 4 SP:Iteration 45Q (2471.512691 sec): 3 clusters Score: Raw -557471.336325 + Penalty 2724.690085 = -554746.646240 nChanged 5 SP:Iteration 46Q (2471.565130 sec): 3 clusters Score: Raw -557473.566537 + Penalty 2724.690085 = -554748.876452 nChanged 7 SP:Iteration 47Q (2471.613606 sec): 3 clusters Score: Raw -557475.456220 + Penalty 2724.690085 = -554750.766135 nChanged 7 SP:Iteration 48Q (2471.669566 sec): 3 clusters Score: Raw -557477.215720 + Penalty 2724.690085 = -554752.525635 nChanged 8 SP:Iteration 49Q (2471.724754 sec): 3 clusters Score: Raw -557478.903466 + Penalty 2724.690085 = -554754.213381 nChanged 4 SP:Iteration 50Q (2471.771897 sec): 3 clusters Score: Raw -557480.000816 + Penalty 2724.690085 = -554755.310732 nChanged 4 SP:Iteration 51Q (2471.821122 sec): 3 clusters Score: Raw -557481.049580 + Penalty 2724.690085 = -554756.359496 nChanged 3 SP:Iteration 52Q (2471.869691 sec): 3 clusters Score: Raw -557481.878286 + Penalty 2724.690085 = -554757.188202 nChanged 2 SP:Iteration 53Q (2471.926413 sec): 3 clusters Score: Raw -557482.365478 + Penalty 2724.690085 = -554757.675393 nChanged 2 SP:Iteration 54Q (2471.976615 sec): 3 clusters Score: Raw -557482.786089 + Penalty 2724.690085 = -554758.096004 nChanged 3 SP:Iteration 55Q (2472.030161 sec): 3 clusters Score: Raw -557483.252000 + Penalty 2724.690085 = -554758.561916 nChanged 1 SP:Iteration 56Q (2472.072592 sec): 3 clusters Score: Raw -557483.319479 + Penalty 2724.690085 = -554758.629394 nChanged 0 SP:Iteration 57F (2472.125335 sec): 3 clusters Score: Raw -557483.319479 + Penalty 2724.690085 = -554758.629394 nChanged 0 Trying to split cluster 27 (1801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2472.151312 sec): 2 clusters Score: Raw -206728.632993 + Penalty 1218.115819 = -205510.517174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2472.202153 sec): 3 clusters Score: Raw -206005.509617 + Penalty 2436.231637 = -203569.277980 nChanged 628 SP:Iteration 1F (2472.244792 sec): 3 clusters Score: Raw -206557.900605 + Penalty 2436.231637 = -204121.668968 nChanged 172 SP:Iteration 2F (2472.291190 sec): 3 clusters Score: Raw -206731.976940 + Penalty 2436.231637 = -204295.745303 nChanged 116 SP:Iteration 3F (2472.328502 sec): 3 clusters Score: Raw -206830.410490 + Penalty 2436.231637 = -204394.178853 nChanged 80 SP:Iteration 4Q (2472.365377 sec): 3 clusters Score: Raw -206905.098640 + Penalty 2436.231637 = -204468.867002 nChanged 67 SP:Iteration 5Q (2472.403668 sec): 3 clusters Score: Raw -206986.786123 + Penalty 2436.231637 = -204550.554485 nChanged 66 SP:Iteration 6Q (2472.443571 sec): 3 clusters Score: Raw -207064.372594 + Penalty 2436.231637 = -204628.140957 nChanged 63 SP:Iteration 7Q (2472.490035 sec): 3 clusters Score: Raw -207156.791385 + Penalty 2436.231637 = -204720.559748 nChanged 52 SP:Iteration 8Q (2472.533836 sec): 3 clusters Score: Raw -207226.779629 + Penalty 2436.231637 = -204790.547992 nChanged 50 SP:Iteration 9Q (2472.577531 sec): 3 clusters Score: Raw -207273.000481 + Penalty 2436.231637 = -204836.768843 nChanged 37 SP:Iteration 10Q (2472.636434 sec): 3 clusters Score: Raw -207305.765670 + Penalty 2436.231637 = -204869.534033 nChanged 21 SP:Iteration 11Q (2472.658781 sec): 3 clusters Score: Raw -207322.989488 + Penalty 2436.231637 = -204886.757851 nChanged 15 SP:Iteration 12Q (2472.696433 sec): 3 clusters Score: Raw -207330.308203 + Penalty 2436.231637 = -204894.076566 nChanged 7 SP:Iteration 13Q (2472.730573 sec): 3 clusters Score: Raw -207335.211148 + Penalty 2436.231637 = -204898.979511 nChanged 9 SP:Iteration 14Q (2472.781310 sec): 3 clusters Score: Raw -207340.559540 + Penalty 2436.231637 = -204904.327902 nChanged 6 SP:Iteration 15Q (2472.830671 sec): 3 clusters Score: Raw -207344.867663 + Penalty 2436.231637 = -204908.636025 nChanged 8 SP:Iteration 16Q (2472.890657 sec): 3 clusters Score: Raw -207347.685834 + Penalty 2436.231637 = -204911.454197 nChanged 2 SP:Iteration 17Q (2472.926175 sec): 3 clusters Score: Raw -207348.923051 + Penalty 2436.231637 = -204912.691414 nChanged 1 SP:Iteration 18Q (2472.968545 sec): 3 clusters Score: Raw -207349.062223 + Penalty 2436.231637 = -204912.830586 nChanged 0 SP:Iteration 19F (2473.012124 sec): 3 clusters Score: Raw -207349.062223 + Penalty 2436.231637 = -204912.830586 nChanged 0 Trying to split cluster 28 (17194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2473.055767 sec): 2 clusters Score: Raw -2163239.605156 + Penalty 1584.751312 = -2161654.853844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2473.129366 sec): 3 clusters Score: Raw -2152985.087348 + Penalty 3169.502624 = -2149815.584724 nChanged 7742 SP:Iteration 1F (2473.192296 sec): 3 clusters Score: Raw -2157204.891237 + Penalty 3169.502624 = -2154035.388613 nChanged 965 SP:Iteration 2F (2473.269162 sec): 3 clusters Score: Raw -2157620.170933 + Penalty 3169.502624 = -2154450.668309 nChanged 938 SP:Iteration 3F (2473.333323 sec): 3 clusters Score: Raw -2158040.060745 + Penalty 3169.502624 = -2154870.558122 nChanged 925 SP:Iteration 4F (2473.399039 sec): 3 clusters Score: Raw -2158465.224770 + Penalty 3169.502624 = -2155295.722147 nChanged 898 SP:Iteration 5F (2473.470218 sec): 3 clusters Score: Raw -2158906.918264 + Penalty 3169.502624 = -2155737.415640 nChanged 960 SP:Iteration 6F (2473.539126 sec): 3 clusters Score: Raw -2159437.110153 + Penalty 3169.502624 = -2156267.607530 nChanged 938 SP:Iteration 7F (2473.617495 sec): 3 clusters Score: Raw -2159995.752659 + Penalty 3169.502624 = -2156826.250036 nChanged 936 SP:Iteration 8F (2473.688702 sec): 3 clusters Score: Raw -2160588.328564 + Penalty 3169.502624 = -2157418.825941 nChanged 905 SP:Iteration 9F (2473.749939 sec): 3 clusters Score: Raw -2161206.069868 + Penalty 3169.502624 = -2158036.567245 nChanged 805 SP:Iteration 10Q (2473.822080 sec): 3 clusters Score: Raw -2161795.031335 + Penalty 3169.502624 = -2158625.528712 nChanged 685 SP:Iteration 11Q (2473.891489 sec): 3 clusters Score: Raw -2162331.764222 + Penalty 3169.502624 = -2159162.261599 nChanged 530 SP:Iteration 12Q (2473.978158 sec): 3 clusters Score: Raw -2162749.775121 + Penalty 3169.502624 = -2159580.272497 nChanged 355 SP:Iteration 13Q (2474.043616 sec): 3 clusters Score: Raw -2162996.303839 + Penalty 3169.502624 = -2159826.801215 nChanged 212 SP:Iteration 14Q (2474.117632 sec): 3 clusters Score: Raw -2163161.874999 + Penalty 3169.502624 = -2159992.372375 nChanged 134 SP:Iteration 15Q (2474.195052 sec): 3 clusters Score: Raw -2163263.619266 + Penalty 3169.502624 = -2160094.116643 nChanged 91 SP:Iteration 16Q (2474.259805 sec): 3 clusters Score: Raw -2163345.983119 + Penalty 3169.502624 = -2160176.480495 nChanged 70 SP:Iteration 17Q (2474.328870 sec): 3 clusters Score: Raw -2163414.104024 + Penalty 3169.502624 = -2160244.601401 nChanged 47 SP:Iteration 18Q (2474.401262 sec): 3 clusters Score: Raw -2163452.008364 + Penalty 3169.502624 = -2160282.505741 nChanged 25 SP:Iteration 19Q (2474.467377 sec): 3 clusters Score: Raw -2163470.222029 + Penalty 3169.502624 = -2160300.719406 nChanged 13 SP:Iteration 20F (2474.539173 sec): 3 clusters Score: Raw -2163480.698403 + Penalty 3169.502624 = -2160311.195780 nChanged 9 SP:Iteration 21Q (2474.602941 sec): 3 clusters Score: Raw -2163485.411441 + Penalty 3169.502624 = -2160315.908818 nChanged 4 SP:Iteration 22Q (2474.672142 sec): 3 clusters Score: Raw -2163488.454205 + Penalty 3169.502624 = -2160318.951581 nChanged 5 SP:Iteration 23Q (2474.742867 sec): 3 clusters Score: Raw -2163492.752071 + Penalty 3169.502624 = -2160323.249448 nChanged 6 SP:Iteration 24Q (2474.817299 sec): 3 clusters Score: Raw -2163500.082767 + Penalty 3169.502624 = -2160330.580144 nChanged 7 SP:Iteration 25Q (2474.890120 sec): 3 clusters Score: Raw -2163507.384170 + Penalty 3169.502624 = -2160337.881547 nChanged 9 SP:Iteration 26Q (2474.956806 sec): 3 clusters Score: Raw -2163514.106702 + Penalty 3169.502624 = -2160344.604079 nChanged 5 SP:Iteration 27Q (2475.019544 sec): 3 clusters Score: Raw -2163516.970357 + Penalty 3169.502624 = -2160347.467734 nChanged 2 SP:Iteration 28Q (2475.086217 sec): 3 clusters Score: Raw -2163520.304535 + Penalty 3169.502624 = -2160350.801911 nChanged 1 SP:Iteration 29Q (2475.155820 sec): 3 clusters Score: Raw -2163522.038811 + Penalty 3169.502624 = -2160352.536187 nChanged 0 SP:Iteration 30F (2475.229335 sec): 3 clusters Score: Raw -2163522.038811 + Penalty 3169.502624 = -2160352.536187 nChanged 0 Trying to split cluster 29 (108028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2475.392533 sec): 2 clusters Score: Raw -13728676.032504 + Penalty 1883.398681 = -13726792.633822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2475.613044 sec): 3 clusters Score: Raw -13658009.893127 + Penalty 3766.797363 = -13654243.095765 nChanged 51914 SP:Iteration 1F (2475.822118 sec): 3 clusters Score: Raw -13689427.143609 + Penalty 3766.797363 = -13685660.346246 nChanged 4708 SP:Iteration 2Q (2476.043415 sec): 3 clusters Score: Raw -13691049.990830 + Penalty 3766.797363 = -13687283.193467 nChanged 5208 SP:Iteration 3Q (2476.264956 sec): 3 clusters Score: Raw -13693251.024469 + Penalty 3766.797363 = -13689484.227107 nChanged 6157 SP:Iteration 4F (2476.460520 sec): 3 clusters Score: Raw -13696341.696825 + Penalty 3766.797363 = -13692574.899462 nChanged 6824 SP:Iteration 5F (2476.665187 sec): 3 clusters Score: Raw -13700541.992468 + Penalty 3766.797363 = -13696775.195105 nChanged 7386 SP:Iteration 6F (2476.888369 sec): 3 clusters Score: Raw -13706030.153453 + Penalty 3766.797363 = -13702263.356090 nChanged 7317 SP:Iteration 7F (2477.107649 sec): 3 clusters Score: Raw -13712088.453917 + Penalty 3766.797363 = -13708321.656554 nChanged 6123 SP:Iteration 8F (2477.318710 sec): 3 clusters Score: Raw -13717153.730883 + Penalty 3766.797363 = -13713386.933520 nChanged 4699 SP:Iteration 9Q (2477.541341 sec): 3 clusters Score: Raw -13720787.319705 + Penalty 3766.797363 = -13717020.522343 nChanged 3418 SP:Iteration 10Q (2477.731950 sec): 3 clusters Score: Raw -13723283.821836 + Penalty 3766.797363 = -13719517.024473 nChanged 2521 SP:Iteration 11Q (2477.911531 sec): 3 clusters Score: Raw -13725005.684331 + Penalty 3766.797363 = -13721238.886969 nChanged 1829 SP:Iteration 12Q (2478.119873 sec): 3 clusters Score: Raw -13726113.724247 + Penalty 3766.797363 = -13722346.926885 nChanged 1392 SP:Iteration 13Q (2478.326730 sec): 3 clusters Score: Raw -13726879.291523 + Penalty 3766.797363 = -13723112.494160 nChanged 1104 SP:Iteration 14Q (2478.533981 sec): 3 clusters Score: Raw -13727467.150957 + Penalty 3766.797363 = -13723700.353594 nChanged 867 SP:Iteration 15Q (2478.733216 sec): 3 clusters Score: Raw -13727912.482818 + Penalty 3766.797363 = -13724145.685455 nChanged 667 SP:Iteration 16Q (2478.928162 sec): 3 clusters Score: Raw -13728238.383188 + Penalty 3766.797363 = -13724471.585825 nChanged 495 SP:Iteration 17Q (2479.123265 sec): 3 clusters Score: Raw -13728477.239219 + Penalty 3766.797363 = -13724710.441856 nChanged 374 SP:Iteration 18Q (2479.316973 sec): 3 clusters Score: Raw -13728647.261278 + Penalty 3766.797363 = -13724880.463915 nChanged 272 SP:Iteration 19Q (2479.506621 sec): 3 clusters Score: Raw -13728760.381851 + Penalty 3766.797363 = -13724993.584488 nChanged 204 SP:Iteration 20F (2479.722812 sec): 3 clusters Score: Raw -13728841.687476 + Penalty 3766.797363 = -13725074.890113 nChanged 162 SP:Iteration 21Q (2479.905301 sec): 3 clusters Score: Raw -13728908.468006 + Penalty 3766.797363 = -13725141.670643 nChanged 132 SP:Iteration 22Q (2480.094657 sec): 3 clusters Score: Raw -13728963.713467 + Penalty 3766.797363 = -13725196.916104 nChanged 101 SP:Iteration 23Q (2480.289282 sec): 3 clusters Score: Raw -13729005.344151 + Penalty 3766.797363 = -13725238.546788 nChanged 84 SP:Iteration 24Q (2480.469948 sec): 3 clusters Score: Raw -13729042.222694 + Penalty 3766.797363 = -13725275.425331 nChanged 66 SP:Iteration 25Q (2480.655444 sec): 3 clusters Score: Raw -13729074.513453 + Penalty 3766.797363 = -13725307.716090 nChanged 53 SP:Iteration 26Q (2480.843013 sec): 3 clusters Score: Raw -13729095.584140 + Penalty 3766.797363 = -13725328.786777 nChanged 45 SP:Iteration 27Q (2481.023702 sec): 3 clusters Score: Raw -13729112.388197 + Penalty 3766.797363 = -13725345.590834 nChanged 30 SP:Iteration 28Q (2481.197493 sec): 3 clusters Score: Raw -13729121.772614 + Penalty 3766.797363 = -13725354.975251 nChanged 18 SP:Iteration 29Q (2481.368436 sec): 3 clusters Score: Raw -13729127.764686 + Penalty 3766.797363 = -13725360.967323 nChanged 19 SP:Iteration 30Q (2481.540160 sec): 3 clusters Score: Raw -13729134.379010 + Penalty 3766.797363 = -13725367.581648 nChanged 17 SP:Iteration 31Q (2481.713650 sec): 3 clusters Score: Raw -13729140.956779 + Penalty 3766.797363 = -13725374.159416 nChanged 13 SP:Iteration 32Q (2481.894739 sec): 3 clusters Score: Raw -13729143.799203 + Penalty 3766.797363 = -13725377.001840 nChanged 7 SP:Iteration 33Q (2482.078357 sec): 3 clusters Score: Raw -13729144.810634 + Penalty 3766.797363 = -13725378.013272 nChanged 5 SP:Iteration 34Q (2482.265751 sec): 3 clusters Score: Raw -13729146.059121 + Penalty 3766.797363 = -13725379.261758 nChanged 5 SP:Iteration 35Q (2482.454988 sec): 3 clusters Score: Raw -13729147.950976 + Penalty 3766.797363 = -13725381.153614 nChanged 8 SP:Iteration 36Q (2482.655912 sec): 3 clusters Score: Raw -13729150.145089 + Penalty 3766.797363 = -13725383.347726 nChanged 6 SP:Iteration 37Q (2482.841235 sec): 3 clusters Score: Raw -13729151.923084 + Penalty 3766.797363 = -13725385.125721 nChanged 3 SP:Iteration 38Q (2483.032064 sec): 3 clusters Score: Raw -13729152.952086 + Penalty 3766.797363 = -13725386.154723 nChanged 1 SP:Iteration 39Q (2483.214879 sec): 3 clusters Score: Raw -13729153.140466 + Penalty 3766.797363 = -13725386.343104 nChanged 1 SP:Iteration 40F (2483.435104 sec): 3 clusters Score: Raw -13729153.228596 + Penalty 3766.797363 = -13725386.431233 nChanged 1 SP:Iteration 41Q (2483.609549 sec): 3 clusters Score: Raw -13729154.283345 + Penalty 3766.797363 = -13725387.485983 nChanged 3 SP:Iteration 42Q (2483.787252 sec): 3 clusters Score: Raw -13729154.911620 + Penalty 3766.797363 = -13725388.114257 nChanged 3 SP:Iteration 43Q (2483.958718 sec): 3 clusters Score: Raw -13729155.721644 + Penalty 3766.797363 = -13725388.924282 nChanged 0 SP:Iteration 44F (2484.158606 sec): 3 clusters Score: Raw -13729155.721644 + Penalty 3766.797363 = -13725388.924282 nChanged 0 Trying to split cluster 30 (6785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2484.195195 sec): 2 clusters Score: Raw -852374.126067 + Penalty 1433.651305 = -850940.474761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2484.241673 sec): 3 clusters Score: Raw -848681.796105 + Penalty 2867.302611 = -845814.493494 nChanged 2818 SP:Iteration 1F (2484.294377 sec): 3 clusters Score: Raw -850214.107623 + Penalty 2867.302611 = -847346.805012 nChanged 459 SP:Iteration 2F (2484.352081 sec): 3 clusters Score: Raw -850438.856146 + Penalty 2867.302611 = -847571.553535 nChanged 341 SP:Iteration 3F (2484.398912 sec): 3 clusters Score: Raw -850577.266764 + Penalty 2867.302611 = -847709.964153 nChanged 282 SP:Iteration 4Q (2484.453331 sec): 3 clusters Score: Raw -850695.320598 + Penalty 2867.302611 = -847828.017987 nChanged 260 SP:Iteration 5Q (2484.513123 sec): 3 clusters Score: Raw -850800.304465 + Penalty 2867.302611 = -847933.001854 nChanged 232 SP:Iteration 6Q (2484.569018 sec): 3 clusters Score: Raw -850904.176212 + Penalty 2867.302611 = -848036.873601 nChanged 259 SP:Iteration 7Q (2484.627335 sec): 3 clusters Score: Raw -851022.198642 + Penalty 2867.302611 = -848154.896031 nChanged 244 SP:Iteration 8Q (2484.677872 sec): 3 clusters Score: Raw -851146.285294 + Penalty 2867.302611 = -848278.982683 nChanged 243 SP:Iteration 9Q (2484.746714 sec): 3 clusters Score: Raw -851268.813635 + Penalty 2867.302611 = -848401.511024 nChanged 255 SP:Iteration 10Q (2484.804451 sec): 3 clusters Score: Raw -851400.413731 + Penalty 2867.302611 = -848533.111120 nChanged 247 SP:Iteration 11Q (2484.861055 sec): 3 clusters Score: Raw -851538.600383 + Penalty 2867.302611 = -848671.297772 nChanged 225 SP:Iteration 12Q (2484.919173 sec): 3 clusters Score: Raw -851661.828782 + Penalty 2867.302611 = -848794.526171 nChanged 209 SP:Iteration 13Q (2484.973977 sec): 3 clusters Score: Raw -851767.231299 + Penalty 2867.302611 = -848899.928688 nChanged 188 SP:Iteration 14Q (2485.042677 sec): 3 clusters Score: Raw -851871.528242 + Penalty 2867.302611 = -849004.225631 nChanged 161 SP:Iteration 15Q (2485.091787 sec): 3 clusters Score: Raw -851966.490475 + Penalty 2867.302611 = -849099.187864 nChanged 153 SP:Iteration 16Q (2485.165676 sec): 3 clusters Score: Raw -852063.794271 + Penalty 2867.302611 = -849196.491660 nChanged 135 SP:Iteration 17Q (2485.208329 sec): 3 clusters Score: Raw -852147.428043 + Penalty 2867.302611 = -849280.125432 nChanged 111 SP:Iteration 18Q (2485.259916 sec): 3 clusters Score: Raw -852230.358432 + Penalty 2867.302611 = -849363.055821 nChanged 84 SP:Iteration 19Q (2485.320164 sec): 3 clusters Score: Raw -852290.864493 + Penalty 2867.302611 = -849423.561882 nChanged 76 SP:Iteration 20F (2485.376952 sec): 3 clusters Score: Raw -852347.047184 + Penalty 2867.302611 = -849479.744573 nChanged 58 SP:Iteration 21Q (2485.427768 sec): 3 clusters Score: Raw -852389.470169 + Penalty 2867.302611 = -849522.167558 nChanged 49 SP:Iteration 22Q (2485.486601 sec): 3 clusters Score: Raw -852430.997467 + Penalty 2867.302611 = -849563.694856 nChanged 30 SP:Iteration 23Q (2485.548652 sec): 3 clusters Score: Raw -852454.152402 + Penalty 2867.302611 = -849586.849791 nChanged 27 SP:Iteration 24Q (2485.602153 sec): 3 clusters Score: Raw -852474.740011 + Penalty 2867.302611 = -849607.437400 nChanged 24 SP:Iteration 25Q (2485.660241 sec): 3 clusters Score: Raw -852495.478653 + Penalty 2867.302611 = -849628.176042 nChanged 18 SP:Iteration 26Q (2485.706674 sec): 3 clusters Score: Raw -852510.832474 + Penalty 2867.302611 = -849643.529863 nChanged 25 SP:Iteration 27Q (2485.772007 sec): 3 clusters Score: Raw -852529.441568 + Penalty 2867.302611 = -849662.138957 nChanged 13 SP:Iteration 28Q (2485.827987 sec): 3 clusters Score: Raw -852540.190963 + Penalty 2867.302611 = -849672.888352 nChanged 7 SP:Iteration 29Q (2485.873685 sec): 3 clusters Score: Raw -852545.782392 + Penalty 2867.302611 = -849678.479781 nChanged 5 SP:Iteration 30Q (2485.930796 sec): 3 clusters Score: Raw -852549.242271 + Penalty 2867.302611 = -849681.939660 nChanged 3 SP:Iteration 31Q (2485.983823 sec): 3 clusters Score: Raw -852550.771639 + Penalty 2867.302611 = -849683.469028 nChanged 3 SP:Iteration 32Q (2486.043896 sec): 3 clusters Score: Raw -852552.406481 + Penalty 2867.302611 = -849685.103870 nChanged 2 SP:Iteration 33Q (2486.102046 sec): 3 clusters Score: Raw -852554.009133 + Penalty 2867.302611 = -849686.706522 nChanged 4 SP:Iteration 34Q (2486.154699 sec): 3 clusters Score: Raw -852558.764523 + Penalty 2867.302611 = -849691.461912 nChanged 5 SP:Iteration 35Q (2486.208824 sec): 3 clusters Score: Raw -852564.694768 + Penalty 2867.302611 = -849697.392157 nChanged 4 SP:Iteration 36Q (2486.269930 sec): 3 clusters Score: Raw -852569.087098 + Penalty 2867.302611 = -849701.784487 nChanged 6 SP:Iteration 37Q (2486.324269 sec): 3 clusters Score: Raw -852574.873319 + Penalty 2867.302611 = -849707.570708 nChanged 6 SP:Iteration 38Q (2486.382241 sec): 3 clusters Score: Raw -852580.434188 + Penalty 2867.302611 = -849713.131577 nChanged 3 SP:Iteration 39Q (2486.430883 sec): 3 clusters Score: Raw -852583.123026 + Penalty 2867.302611 = -849715.820415 nChanged 3 SP:Iteration 40F (2486.486464 sec): 3 clusters Score: Raw -852585.609171 + Penalty 2867.302611 = -849718.306560 nChanged 3 SP:Iteration 41Q (2486.533478 sec): 3 clusters Score: Raw -852588.280835 + Penalty 2867.302611 = -849720.978224 nChanged 2 SP:Iteration 42Q (2486.585797 sec): 3 clusters Score: Raw -852589.689021 + Penalty 2867.302611 = -849722.386410 nChanged 1 SP:Iteration 43Q (2486.636423 sec): 3 clusters Score: Raw -852589.817586 + Penalty 2867.302611 = -849722.514975 nChanged 0 SP:Iteration 44F (2486.681883 sec): 3 clusters Score: Raw -852589.817586 + Penalty 2867.302611 = -849722.514975 nChanged 0 Trying to split cluster 31 (16754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2486.731984 sec): 2 clusters Score: Raw -1969945.973770 + Penalty 1580.538751 = -1968365.435019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2486.798352 sec): 3 clusters Score: Raw -1960067.671595 + Penalty 3161.077502 = -1956906.594093 nChanged 7581 SP:Iteration 1F (2486.871821 sec): 3 clusters Score: Raw -1964573.272478 + Penalty 3161.077502 = -1961412.194976 nChanged 1082 SP:Iteration 2F (2486.941672 sec): 3 clusters Score: Raw -1965290.264651 + Penalty 3161.077502 = -1962129.187148 nChanged 1080 SP:Iteration 3F (2487.012145 sec): 3 clusters Score: Raw -1966087.796076 + Penalty 3161.077502 = -1962926.718573 nChanged 1078 SP:Iteration 4F (2487.087626 sec): 3 clusters Score: Raw -1966866.944390 + Penalty 3161.077502 = -1963705.866887 nChanged 1036 SP:Iteration 5F (2487.161273 sec): 3 clusters Score: Raw -1967518.748203 + Penalty 3161.077502 = -1964357.670701 nChanged 992 SP:Iteration 6F (2487.219578 sec): 3 clusters Score: Raw -1968061.714674 + Penalty 3161.077502 = -1964900.637172 nChanged 886 SP:Iteration 7F (2487.289787 sec): 3 clusters Score: Raw -1968528.101022 + Penalty 3161.077502 = -1965367.023519 nChanged 826 SP:Iteration 8Q (2487.351657 sec): 3 clusters Score: Raw -1968942.092283 + Penalty 3161.077502 = -1965781.014781 nChanged 747 SP:Iteration 9Q (2487.420269 sec): 3 clusters Score: Raw -1969292.369542 + Penalty 3161.077502 = -1966131.292040 nChanged 595 SP:Iteration 10Q (2487.492996 sec): 3 clusters Score: Raw -1969546.893105 + Penalty 3161.077502 = -1966385.815603 nChanged 527 SP:Iteration 11Q (2487.559122 sec): 3 clusters Score: Raw -1969751.089284 + Penalty 3161.077502 = -1966590.011782 nChanged 447 SP:Iteration 12Q (2487.632281 sec): 3 clusters Score: Raw -1969921.492367 + Penalty 3161.077502 = -1966760.414865 nChanged 388 SP:Iteration 13Q (2487.699605 sec): 3 clusters Score: Raw -1970071.323543 + Penalty 3161.077502 = -1966910.246040 nChanged 377 SP:Iteration 14Q (2487.770027 sec): 3 clusters Score: Raw -1970220.006370 + Penalty 3161.077502 = -1967058.928867 nChanged 354 SP:Iteration 15Q (2487.845388 sec): 3 clusters Score: Raw -1970363.358214 + Penalty 3161.077502 = -1967202.280711 nChanged 342 SP:Iteration 16Q (2487.920333 sec): 3 clusters Score: Raw -1970501.471503 + Penalty 3161.077502 = -1967340.394001 nChanged 343 SP:Iteration 17Q (2487.996022 sec): 3 clusters Score: Raw -1970641.193604 + Penalty 3161.077502 = -1967480.116102 nChanged 301 SP:Iteration 18Q (2488.071585 sec): 3 clusters Score: Raw -1970757.994137 + Penalty 3161.077502 = -1967596.916634 nChanged 286 SP:Iteration 19Q (2488.148256 sec): 3 clusters Score: Raw -1970882.774433 + Penalty 3161.077502 = -1967721.696931 nChanged 276 SP:Iteration 20F (2488.218109 sec): 3 clusters Score: Raw -1970998.411180 + Penalty 3161.077502 = -1967837.333677 nChanged 264 SP:Iteration 21Q (2488.303143 sec): 3 clusters Score: Raw -1971104.750806 + Penalty 3161.077502 = -1967943.673304 nChanged 245 SP:Iteration 22Q (2488.378666 sec): 3 clusters Score: Raw -1971197.853451 + Penalty 3161.077502 = -1968036.775949 nChanged 223 SP:Iteration 23Q (2488.440103 sec): 3 clusters Score: Raw -1971280.723645 + Penalty 3161.077502 = -1968119.646143 nChanged 182 SP:Iteration 24Q (2488.512914 sec): 3 clusters Score: Raw -1971343.511685 + Penalty 3161.077502 = -1968182.434182 nChanged 166 SP:Iteration 25Q (2488.589971 sec): 3 clusters Score: Raw -1971396.751169 + Penalty 3161.077502 = -1968235.673667 nChanged 150 SP:Iteration 26Q (2488.677727 sec): 3 clusters Score: Raw -1971446.951117 + Penalty 3161.077502 = -1968285.873615 nChanged 137 SP:Iteration 27Q (2488.745984 sec): 3 clusters Score: Raw -1971489.170617 + Penalty 3161.077502 = -1968328.093115 nChanged 118 SP:Iteration 28Q (2488.824286 sec): 3 clusters Score: Raw -1971534.325726 + Penalty 3161.077502 = -1968373.248224 nChanged 86 SP:Iteration 29Q (2488.908359 sec): 3 clusters Score: Raw -1971570.409789 + Penalty 3161.077502 = -1968409.332287 nChanged 73 SP:Iteration 30Q (2488.971996 sec): 3 clusters Score: Raw -1971595.559290 + Penalty 3161.077502 = -1968434.481787 nChanged 63 SP:Iteration 31Q (2489.045261 sec): 3 clusters Score: Raw -1971617.990121 + Penalty 3161.077502 = -1968456.912619 nChanged 57 SP:Iteration 32Q (2489.119863 sec): 3 clusters Score: Raw -1971639.911792 + Penalty 3161.077502 = -1968478.834289 nChanged 55 SP:Iteration 33Q (2489.189372 sec): 3 clusters Score: Raw -1971659.140986 + Penalty 3161.077502 = -1968498.063484 nChanged 56 SP:Iteration 34Q (2489.264518 sec): 3 clusters Score: Raw -1971676.643501 + Penalty 3161.077502 = -1968515.565998 nChanged 48 SP:Iteration 35Q (2489.335896 sec): 3 clusters Score: Raw -1971688.706259 + Penalty 3161.077502 = -1968527.628756 nChanged 39 SP:Iteration 36Q (2489.390992 sec): 3 clusters Score: Raw -1971697.638434 + Penalty 3161.077502 = -1968536.560932 nChanged 30 SP:Iteration 37Q (2489.469043 sec): 3 clusters Score: Raw -1971702.263942 + Penalty 3161.077502 = -1968541.186439 nChanged 20 SP:Iteration 38Q (2489.537023 sec): 3 clusters Score: Raw -1971706.736762 + Penalty 3161.077502 = -1968545.659259 nChanged 16 SP:Iteration 39Q (2489.617770 sec): 3 clusters Score: Raw -1971709.054909 + Penalty 3161.077502 = -1968547.977407 nChanged 15 SP:Iteration 40F (2489.682989 sec): 3 clusters Score: Raw -1971716.003041 + Penalty 3161.077502 = -1968554.925539 nChanged 9 SP:Iteration 41Q (2489.756634 sec): 3 clusters Score: Raw -1971718.147195 + Penalty 3161.077502 = -1968557.069692 nChanged 8 SP:Iteration 42Q (2489.827595 sec): 3 clusters Score: Raw -1971719.285056 + Penalty 3161.077502 = -1968558.207554 nChanged 8 SP:Iteration 43Q (2489.906503 sec): 3 clusters Score: Raw -1971720.438080 + Penalty 3161.077502 = -1968559.360577 nChanged 5 SP:Iteration 44Q (2489.959365 sec): 3 clusters Score: Raw -1971721.740967 + Penalty 3161.077502 = -1968560.663465 nChanged 7 SP:Iteration 45Q (2490.020201 sec): 3 clusters Score: Raw -1971722.664562 + Penalty 3161.077502 = -1968561.587060 nChanged 3 SP:Iteration 46Q (2490.088705 sec): 3 clusters Score: Raw -1971723.064775 + Penalty 3161.077502 = -1968561.987273 nChanged 3 SP:Iteration 47Q (2490.153606 sec): 3 clusters Score: Raw -1971723.385781 + Penalty 3161.077502 = -1968562.308279 nChanged 1 SP:Iteration 48Q (2490.222131 sec): 3 clusters Score: Raw -1971723.549165 + Penalty 3161.077502 = -1968562.471663 nChanged 0 SP:Iteration 49F (2490.292114 sec): 3 clusters Score: Raw -1971723.549165 + Penalty 3161.077502 = -1968562.471663 nChanged 0 Score: Raw -84142079.053467 + Penalty 87367.504290 = -84054711.549177 Splitting cluster 31 changes total score from -84055110.953159 to -84054711.549177 So it's not getting split. Trying to split cluster 32 (46958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2507.154569 sec): 2 clusters Score: Raw -5965053.542326 + Penalty 1748.013940 = -5963305.528386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2507.265528 sec): 3 clusters Score: Raw -5935339.607928 + Penalty 3496.027881 = -5931843.580047 nChanged 22197 SP:Iteration 1F (2507.401683 sec): 3 clusters Score: Raw -5948601.378244 + Penalty 3496.027881 = -5945105.350363 nChanged 2331 SP:Iteration 2Q (2507.532722 sec): 3 clusters Score: Raw -5949706.134942 + Penalty 3496.027881 = -5946210.107061 nChanged 2512 SP:Iteration 3F (2507.651183 sec): 3 clusters Score: Raw -5951021.169359 + Penalty 3496.027881 = -5947525.141478 nChanged 2647 SP:Iteration 4F (2507.773809 sec): 3 clusters Score: Raw -5952437.053107 + Penalty 3496.027881 = -5948941.025226 nChanged 2721 SP:Iteration 5F (2507.900740 sec): 3 clusters Score: Raw -5953958.808993 + Penalty 3496.027881 = -5950462.781112 nChanged 2757 SP:Iteration 6F (2508.018397 sec): 3 clusters Score: Raw -5955615.130414 + Penalty 3496.027881 = -5952119.102533 nChanged 2847 SP:Iteration 7F (2508.141175 sec): 3 clusters Score: Raw -5957545.748572 + Penalty 3496.027881 = -5954049.720691 nChanged 2801 SP:Iteration 8F (2508.258128 sec): 3 clusters Score: Raw -5959590.118706 + Penalty 3496.027881 = -5956094.090825 nChanged 2571 SP:Iteration 9F (2508.373824 sec): 3 clusters Score: Raw -5961460.820191 + Penalty 3496.027881 = -5957964.792311 nChanged 2080 SP:Iteration 10Q (2508.493276 sec): 3 clusters Score: Raw -5962872.927339 + Penalty 3496.027881 = -5959376.899458 nChanged 1574 SP:Iteration 11Q (2508.613406 sec): 3 clusters Score: Raw -5963821.945397 + Penalty 3496.027881 = -5960325.917516 nChanged 1170 SP:Iteration 12Q (2508.717540 sec): 3 clusters Score: Raw -5964456.128429 + Penalty 3496.027881 = -5960960.100548 nChanged 922 SP:Iteration 13Q (2508.830299 sec): 3 clusters Score: Raw -5964930.488454 + Penalty 3496.027881 = -5961434.460574 nChanged 765 SP:Iteration 14Q (2508.938826 sec): 3 clusters Score: Raw -5965292.833919 + Penalty 3496.027881 = -5961796.806038 nChanged 621 SP:Iteration 15Q (2509.050650 sec): 3 clusters Score: Raw -5965565.580174 + Penalty 3496.027881 = -5962069.552293 nChanged 528 SP:Iteration 16Q (2509.154147 sec): 3 clusters Score: Raw -5965780.184158 + Penalty 3496.027881 = -5962284.156277 nChanged 459 SP:Iteration 17Q (2509.261274 sec): 3 clusters Score: Raw -5965957.914395 + Penalty 3496.027881 = -5962461.886514 nChanged 395 SP:Iteration 18Q (2509.371118 sec): 3 clusters Score: Raw -5966107.249478 + Penalty 3496.027881 = -5962611.221597 nChanged 367 SP:Iteration 19Q (2509.479599 sec): 3 clusters Score: Raw -5966238.054784 + Penalty 3496.027881 = -5962742.026903 nChanged 300 SP:Iteration 20F (2509.596209 sec): 3 clusters Score: Raw -5966335.021101 + Penalty 3496.027881 = -5962838.993220 nChanged 248 SP:Iteration 21Q (2509.704533 sec): 3 clusters Score: Raw -5966413.618163 + Penalty 3496.027881 = -5962917.590282 nChanged 229 SP:Iteration 22Q (2509.818913 sec): 3 clusters Score: Raw -5966491.186364 + Penalty 3496.027881 = -5962995.158483 nChanged 213 SP:Iteration 23Q (2509.921201 sec): 3 clusters Score: Raw -5966556.032412 + Penalty 3496.027881 = -5963060.004531 nChanged 191 SP:Iteration 24Q (2510.043120 sec): 3 clusters Score: Raw -5966604.769449 + Penalty 3496.027881 = -5963108.741569 nChanged 158 SP:Iteration 25Q (2510.146122 sec): 3 clusters Score: Raw -5966644.173445 + Penalty 3496.027881 = -5963148.145565 nChanged 166 SP:Iteration 26Q (2510.260394 sec): 3 clusters Score: Raw -5966693.047853 + Penalty 3496.027881 = -5963197.019972 nChanged 164 SP:Iteration 27Q (2510.370931 sec): 3 clusters Score: Raw -5966740.388553 + Penalty 3496.027881 = -5963244.360672 nChanged 136 SP:Iteration 28Q (2510.483558 sec): 3 clusters Score: Raw -5966779.161320 + Penalty 3496.027881 = -5963283.133439 nChanged 119 SP:Iteration 29Q (2510.596844 sec): 3 clusters Score: Raw -5966813.856398 + Penalty 3496.027881 = -5963317.828517 nChanged 94 SP:Iteration 30Q (2510.711235 sec): 3 clusters Score: Raw -5966838.176540 + Penalty 3496.027881 = -5963342.148659 nChanged 80 SP:Iteration 31Q (2510.816726 sec): 3 clusters Score: Raw -5966856.468559 + Penalty 3496.027881 = -5963360.440678 nChanged 69 SP:Iteration 32Q (2510.925908 sec): 3 clusters Score: Raw -5966871.379665 + Penalty 3496.027881 = -5963375.351784 nChanged 51 SP:Iteration 33Q (2511.042904 sec): 3 clusters Score: Raw -5966882.353883 + Penalty 3496.027881 = -5963386.326002 nChanged 42 SP:Iteration 34Q (2511.165944 sec): 3 clusters Score: Raw -5966892.318552 + Penalty 3496.027881 = -5963396.290671 nChanged 38 SP:Iteration 35Q (2511.268885 sec): 3 clusters Score: Raw -5966899.512564 + Penalty 3496.027881 = -5963403.484683 nChanged 31 SP:Iteration 36Q (2511.370727 sec): 3 clusters Score: Raw -5966904.160232 + Penalty 3496.027881 = -5963408.132351 nChanged 25 SP:Iteration 37Q (2511.479594 sec): 3 clusters Score: Raw -5966908.574202 + Penalty 3496.027881 = -5963412.546321 nChanged 20 SP:Iteration 38Q (2511.581009 sec): 3 clusters Score: Raw -5966912.753990 + Penalty 3496.027881 = -5963416.726110 nChanged 23 SP:Iteration 39Q (2511.680986 sec): 3 clusters Score: Raw -5966917.076028 + Penalty 3496.027881 = -5963421.048147 nChanged 21 SP:Iteration 40F (2511.792609 sec): 3 clusters Score: Raw -5966921.680333 + Penalty 3496.027881 = -5963425.652452 nChanged 19 SP:Iteration 41Q (2511.891959 sec): 3 clusters Score: Raw -5966925.249095 + Penalty 3496.027881 = -5963429.221214 nChanged 9 SP:Iteration 42Q (2511.991448 sec): 3 clusters Score: Raw -5966926.288276 + Penalty 3496.027881 = -5963430.260395 nChanged 6 SP:Iteration 43Q (2512.096432 sec): 3 clusters Score: Raw -5966927.086388 + Penalty 3496.027881 = -5963431.058507 nChanged 7 SP:Iteration 44Q (2512.189386 sec): 3 clusters Score: Raw -5966927.817426 + Penalty 3496.027881 = -5963431.789546 nChanged 4 SP:Iteration 45Q (2512.295879 sec): 3 clusters Score: Raw -5966928.439636 + Penalty 3496.027881 = -5963432.411755 nChanged 2 SP:Iteration 46Q (2512.398236 sec): 3 clusters Score: Raw -5966928.816199 + Penalty 3496.027881 = -5963432.788318 nChanged 2 SP:Iteration 47Q (2512.511185 sec): 3 clusters Score: Raw -5966929.139251 + Penalty 3496.027881 = -5963433.111370 nChanged 3 SP:Iteration 48Q (2512.622091 sec): 3 clusters Score: Raw -5966929.547150 + Penalty 3496.027881 = -5963433.519269 nChanged 5 SP:Iteration 49Q (2512.725651 sec): 3 clusters Score: Raw -5966930.100370 + Penalty 3496.027881 = -5963434.072489 nChanged 3 SP:Iteration 50Q (2512.828123 sec): 3 clusters Score: Raw -5966930.530127 + Penalty 3496.027881 = -5963434.502246 nChanged 3 SP:Iteration 51Q (2512.936525 sec): 3 clusters Score: Raw -5966930.791440 + Penalty 3496.027881 = -5963434.763559 nChanged 3 SP:Iteration 52Q (2513.043635 sec): 3 clusters Score: Raw -5966931.164259 + Penalty 3496.027881 = -5963435.136378 nChanged 6 SP:Iteration 53Q (2513.159533 sec): 3 clusters Score: Raw -5966932.443808 + Penalty 3496.027881 = -5963436.415927 nChanged 10 SP:Iteration 54Q (2513.260991 sec): 3 clusters Score: Raw -5966934.628347 + Penalty 3496.027881 = -5963438.600466 nChanged 10 SP:Iteration 55Q (2513.366439 sec): 3 clusters Score: Raw -5966936.100223 + Penalty 3496.027881 = -5963440.072342 nChanged 10 SP:Iteration 56Q (2513.450001 sec): 3 clusters Score: Raw -5966937.764910 + Penalty 3496.027881 = -5963441.737029 nChanged 7 SP:Iteration 57Q (2513.526807 sec): 3 clusters Score: Raw -5966938.876233 + Penalty 3496.027881 = -5963442.848352 nChanged 8 SP:Iteration 58Q (2513.612886 sec): 3 clusters Score: Raw -5966940.010976 + Penalty 3496.027881 = -5963443.983095 nChanged 5 SP:Iteration 59Q (2513.706158 sec): 3 clusters Score: Raw -5966940.511387 + Penalty 3496.027881 = -5963444.483506 nChanged 4 SP:Iteration 60F (2513.821986 sec): 3 clusters Score: Raw -5966940.984307 + Penalty 3496.027881 = -5963444.956426 nChanged 5 SP:Iteration 61Q (2513.936756 sec): 3 clusters Score: Raw -5966941.520696 + Penalty 3496.027881 = -5963445.492815 nChanged 2 SP:Iteration 62Q (2514.053314 sec): 3 clusters Score: Raw -5966941.751201 + Penalty 3496.027881 = -5963445.723320 nChanged 1 SP:Iteration 63Q (2514.165601 sec): 3 clusters Score: Raw -5966941.805901 + Penalty 3496.027881 = -5963445.778020 nChanged 0 SP:Iteration 64F (2514.283068 sec): 3 clusters Score: Raw -5966941.805901 + Penalty 3496.027881 = -5963445.778020 nChanged 0 Score: Raw -84142189.741647 + Penalty 87367.504290 = -84054822.237357 Splitting cluster 32 changes total score from -84055110.953159 to -84054822.237357 So it's not getting split. Trying to split cluster 33 (5130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2530.955848 sec): 2 clusters Score: Raw -628493.294661 + Penalty 1388.214902 = -627105.079758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2531.009727 sec): 3 clusters Score: Raw -625764.414395 + Penalty 2776.429805 = -622987.984590 nChanged 2124 SP:Iteration 1F (2531.059571 sec): 3 clusters Score: Raw -626901.070542 + Penalty 2776.429805 = -624124.640737 nChanged 395 SP:Iteration 2F (2531.115792 sec): 3 clusters Score: Raw -627126.990994 + Penalty 2776.429805 = -624350.561189 nChanged 283 SP:Iteration 3F (2531.171331 sec): 3 clusters Score: Raw -627274.668587 + Penalty 2776.429805 = -624498.238783 nChanged 253 SP:Iteration 4Q (2531.218104 sec): 3 clusters Score: Raw -627426.921877 + Penalty 2776.429805 = -624650.492072 nChanged 216 SP:Iteration 5Q (2531.268588 sec): 3 clusters Score: Raw -627560.394237 + Penalty 2776.429805 = -624783.964433 nChanged 206 SP:Iteration 6Q (2531.322452 sec): 3 clusters Score: Raw -627695.406558 + Penalty 2776.429805 = -624918.976753 nChanged 196 SP:Iteration 7Q (2531.379356 sec): 3 clusters Score: Raw -627836.289535 + Penalty 2776.429805 = -625059.859731 nChanged 214 SP:Iteration 8Q (2531.430924 sec): 3 clusters Score: Raw -627964.666453 + Penalty 2776.429805 = -625188.236648 nChanged 184 SP:Iteration 9Q (2531.490135 sec): 3 clusters Score: Raw -628062.466103 + Penalty 2776.429805 = -625286.036298 nChanged 160 SP:Iteration 10Q (2531.549751 sec): 3 clusters Score: Raw -628140.282050 + Penalty 2776.429805 = -625363.852245 nChanged 140 SP:Iteration 11Q (2531.600642 sec): 3 clusters Score: Raw -628211.928056 + Penalty 2776.429805 = -625435.498251 nChanged 133 SP:Iteration 12Q (2531.650775 sec): 3 clusters Score: Raw -628275.303563 + Penalty 2776.429805 = -625498.873758 nChanged 124 SP:Iteration 13Q (2531.705710 sec): 3 clusters Score: Raw -628333.322878 + Penalty 2776.429805 = -625556.893074 nChanged 99 SP:Iteration 14Q (2531.758199 sec): 3 clusters Score: Raw -628374.255804 + Penalty 2776.429805 = -625597.825999 nChanged 78 SP:Iteration 15Q (2531.805108 sec): 3 clusters Score: Raw -628402.586983 + Penalty 2776.429805 = -625626.157178 nChanged 67 SP:Iteration 16Q (2531.861935 sec): 3 clusters Score: Raw -628429.023272 + Penalty 2776.429805 = -625652.593467 nChanged 62 SP:Iteration 17Q (2531.912336 sec): 3 clusters Score: Raw -628451.588927 + Penalty 2776.429805 = -625675.159122 nChanged 46 SP:Iteration 18Q (2531.956399 sec): 3 clusters Score: Raw -628471.173075 + Penalty 2776.429805 = -625694.743270 nChanged 41 SP:Iteration 19Q (2532.003350 sec): 3 clusters Score: Raw -628482.273867 + Penalty 2776.429805 = -625705.844062 nChanged 26 SP:Iteration 20F (2532.056123 sec): 3 clusters Score: Raw -628488.763793 + Penalty 2776.429805 = -625712.333988 nChanged 18 SP:Iteration 21Q (2532.113359 sec): 3 clusters Score: Raw -628492.819875 + Penalty 2776.429805 = -625716.390070 nChanged 16 SP:Iteration 22Q (2532.160238 sec): 3 clusters Score: Raw -628497.401910 + Penalty 2776.429805 = -625720.972105 nChanged 14 SP:Iteration 23Q (2532.204678 sec): 3 clusters Score: Raw -628500.534691 + Penalty 2776.429805 = -625724.104886 nChanged 16 SP:Iteration 24Q (2532.254812 sec): 3 clusters Score: Raw -628504.110136 + Penalty 2776.429805 = -625727.680331 nChanged 15 SP:Iteration 25Q (2532.302595 sec): 3 clusters Score: Raw -628508.547326 + Penalty 2776.429805 = -625732.117521 nChanged 15 SP:Iteration 26Q (2532.361681 sec): 3 clusters Score: Raw -628511.302027 + Penalty 2776.429805 = -625734.872222 nChanged 6 SP:Iteration 27Q (2532.420422 sec): 3 clusters Score: Raw -628512.318166 + Penalty 2776.429805 = -625735.888361 nChanged 8 SP:Iteration 28Q (2532.457086 sec): 3 clusters Score: Raw -628514.447169 + Penalty 2776.429805 = -625738.017364 nChanged 9 SP:Iteration 29Q (2532.512707 sec): 3 clusters Score: Raw -628516.048800 + Penalty 2776.429805 = -625739.618995 nChanged 10 SP:Iteration 30Q (2532.569058 sec): 3 clusters Score: Raw -628518.145856 + Penalty 2776.429805 = -625741.716051 nChanged 5 SP:Iteration 31Q (2532.612175 sec): 3 clusters Score: Raw -628519.312789 + Penalty 2776.429805 = -625742.882984 nChanged 7 SP:Iteration 32Q (2532.671227 sec): 3 clusters Score: Raw -628520.739349 + Penalty 2776.429805 = -625744.309544 nChanged 5 SP:Iteration 33Q (2532.727127 sec): 3 clusters Score: Raw -628522.522982 + Penalty 2776.429805 = -625746.093177 nChanged 6 SP:Iteration 34Q (2532.784404 sec): 3 clusters Score: Raw -628523.596473 + Penalty 2776.429805 = -625747.166668 nChanged 9 SP:Iteration 35Q (2532.838220 sec): 3 clusters Score: Raw -628524.954238 + Penalty 2776.429805 = -625748.524433 nChanged 6 SP:Iteration 36Q (2532.896769 sec): 3 clusters Score: Raw -628526.303535 + Penalty 2776.429805 = -625749.873730 nChanged 7 SP:Iteration 37Q (2532.938901 sec): 3 clusters Score: Raw -628527.560424 + Penalty 2776.429805 = -625751.130619 nChanged 5 SP:Iteration 38Q (2532.991232 sec): 3 clusters Score: Raw -628528.295884 + Penalty 2776.429805 = -625751.866079 nChanged 5 SP:Iteration 39Q (2533.041680 sec): 3 clusters Score: Raw -628528.918266 + Penalty 2776.429805 = -625752.488461 nChanged 3 SP:Iteration 40F (2533.092702 sec): 3 clusters Score: Raw -628529.710997 + Penalty 2776.429805 = -625753.281192 nChanged 5 SP:Iteration 41Q (2533.142987 sec): 3 clusters Score: Raw -628530.802288 + Penalty 2776.429805 = -625754.372483 nChanged 2 SP:Iteration 42Q (2533.199974 sec): 3 clusters Score: Raw -628531.435413 + Penalty 2776.429805 = -625755.005609 nChanged 4 SP:Iteration 43Q (2533.247686 sec): 3 clusters Score: Raw -628531.889117 + Penalty 2776.429805 = -625755.459313 nChanged 3 SP:Iteration 44Q (2533.311106 sec): 3 clusters Score: Raw -628532.346548 + Penalty 2776.429805 = -625755.916743 nChanged 2 SP:Iteration 45Q (2533.349223 sec): 3 clusters Score: Raw -628532.630211 + Penalty 2776.429805 = -625756.200406 nChanged 1 SP:Iteration 46Q (2533.402754 sec): 3 clusters Score: Raw -628532.928258 + Penalty 2776.429805 = -625756.498453 nChanged 3 SP:Iteration 47Q (2533.447766 sec): 3 clusters Score: Raw -628533.453892 + Penalty 2776.429805 = -625757.024087 nChanged 1 SP:Iteration 48Q (2533.511467 sec): 3 clusters Score: Raw -628533.560562 + Penalty 2776.429805 = -625757.130757 nChanged 0 SP:Iteration 49F (2533.546780 sec): 3 clusters Score: Raw -628533.560562 + Penalty 2776.429805 = -625757.130757 nChanged 0 Trying to split cluster 34 (6740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2533.591539 sec): 2 clusters Score: Raw -849805.273872 + Penalty 1432.569971 = -848372.703902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2533.628497 sec): 3 clusters Score: Raw -846250.659496 + Penalty 2865.139941 = -843385.519555 nChanged 2743 SP:Iteration 1F (2533.667459 sec): 3 clusters Score: Raw -847689.886341 + Penalty 2865.139941 = -844824.746400 nChanged 430 SP:Iteration 2F (2533.716329 sec): 3 clusters Score: Raw -847880.949736 + Penalty 2865.139941 = -845015.809795 nChanged 319 SP:Iteration 3Q (2533.764255 sec): 3 clusters Score: Raw -847999.065903 + Penalty 2865.139941 = -845133.925962 nChanged 233 SP:Iteration 4Q (2533.819510 sec): 3 clusters Score: Raw -848084.302810 + Penalty 2865.139941 = -845219.162869 nChanged 220 SP:Iteration 5Q (2533.879048 sec): 3 clusters Score: Raw -848178.363279 + Penalty 2865.139941 = -845313.223338 nChanged 212 SP:Iteration 6Q (2533.935142 sec): 3 clusters Score: Raw -848282.023259 + Penalty 2865.139941 = -845416.883318 nChanged 234 SP:Iteration 7Q (2533.980714 sec): 3 clusters Score: Raw -848391.797074 + Penalty 2865.139941 = -845526.657132 nChanged 241 SP:Iteration 8Q (2534.036771 sec): 3 clusters Score: Raw -848529.243110 + Penalty 2865.139941 = -845664.103169 nChanged 265 SP:Iteration 9Q (2534.085767 sec): 3 clusters Score: Raw -848689.040527 + Penalty 2865.139941 = -845823.900586 nChanged 287 SP:Iteration 10Q (2534.136421 sec): 3 clusters Score: Raw -848857.592402 + Penalty 2865.139941 = -845992.452461 nChanged 266 SP:Iteration 11Q (2534.190865 sec): 3 clusters Score: Raw -849024.014159 + Penalty 2865.139941 = -846158.874218 nChanged 287 SP:Iteration 12Q (2534.247024 sec): 3 clusters Score: Raw -849206.844420 + Penalty 2865.139941 = -846341.704479 nChanged 281 SP:Iteration 13Q (2534.300706 sec): 3 clusters Score: Raw -849401.549358 + Penalty 2865.139941 = -846536.409417 nChanged 273 SP:Iteration 14Q (2534.354335 sec): 3 clusters Score: Raw -849609.282411 + Penalty 2865.139941 = -846744.142469 nChanged 250 SP:Iteration 15Q (2534.412175 sec): 3 clusters Score: Raw -849809.361378 + Penalty 2865.139941 = -846944.221436 nChanged 218 SP:Iteration 16Q (2534.466726 sec): 3 clusters Score: Raw -849977.170966 + Penalty 2865.139941 = -847112.031025 nChanged 172 SP:Iteration 17Q (2534.522057 sec): 3 clusters Score: Raw -850119.394759 + Penalty 2865.139941 = -847254.254818 nChanged 141 SP:Iteration 18Q (2534.566775 sec): 3 clusters Score: Raw -850225.934432 + Penalty 2865.139941 = -847360.794490 nChanged 109 SP:Iteration 19Q (2534.613953 sec): 3 clusters Score: Raw -850296.679589 + Penalty 2865.139941 = -847431.539647 nChanged 95 SP:Iteration 20F (2534.662242 sec): 3 clusters Score: Raw -850354.067208 + Penalty 2865.139941 = -847488.927267 nChanged 72 SP:Iteration 21Q (2534.706942 sec): 3 clusters Score: Raw -850397.468345 + Penalty 2865.139941 = -847532.328404 nChanged 55 SP:Iteration 22Q (2534.756487 sec): 3 clusters Score: Raw -850426.099598 + Penalty 2865.139941 = -847560.959657 nChanged 41 SP:Iteration 23Q (2534.815115 sec): 3 clusters Score: Raw -850442.956755 + Penalty 2865.139941 = -847577.816813 nChanged 35 SP:Iteration 24Q (2534.875665 sec): 3 clusters Score: Raw -850455.274257 + Penalty 2865.139941 = -847590.134316 nChanged 21 SP:Iteration 25Q (2534.931464 sec): 3 clusters Score: Raw -850463.243373 + Penalty 2865.139941 = -847598.103432 nChanged 13 SP:Iteration 26Q (2534.980566 sec): 3 clusters Score: Raw -850467.378360 + Penalty 2865.139941 = -847602.238419 nChanged 11 SP:Iteration 27Q (2535.038450 sec): 3 clusters Score: Raw -850470.935679 + Penalty 2865.139941 = -847605.795738 nChanged 14 SP:Iteration 28Q (2535.104852 sec): 3 clusters Score: Raw -850474.745540 + Penalty 2865.139941 = -847609.605599 nChanged 14 SP:Iteration 29Q (2535.157778 sec): 3 clusters Score: Raw -850478.135028 + Penalty 2865.139941 = -847612.995087 nChanged 10 SP:Iteration 30Q (2535.213458 sec): 3 clusters Score: Raw -850481.007107 + Penalty 2865.139941 = -847615.867166 nChanged 9 SP:Iteration 31Q (2535.268412 sec): 3 clusters Score: Raw -850483.731363 + Penalty 2865.139941 = -847618.591422 nChanged 9 SP:Iteration 32Q (2535.319711 sec): 3 clusters Score: Raw -850486.509583 + Penalty 2865.139941 = -847621.369642 nChanged 12 SP:Iteration 33Q (2535.372931 sec): 3 clusters Score: Raw -850489.164952 + Penalty 2865.139941 = -847624.025010 nChanged 5 SP:Iteration 34Q (2535.426346 sec): 3 clusters Score: Raw -850491.082829 + Penalty 2865.139941 = -847625.942887 nChanged 7 SP:Iteration 35Q (2535.474887 sec): 3 clusters Score: Raw -850493.165943 + Penalty 2865.139941 = -847628.026002 nChanged 4 SP:Iteration 36Q (2535.536630 sec): 3 clusters Score: Raw -850493.766441 + Penalty 2865.139941 = -847628.626500 nChanged 3 SP:Iteration 37Q (2535.595261 sec): 3 clusters Score: Raw -850494.734991 + Penalty 2865.139941 = -847629.595049 nChanged 7 SP:Iteration 38Q (2535.645487 sec): 3 clusters Score: Raw -850496.331983 + Penalty 2865.139941 = -847631.192042 nChanged 4 SP:Iteration 39Q (2535.694230 sec): 3 clusters Score: Raw -850497.335208 + Penalty 2865.139941 = -847632.195267 nChanged 3 SP:Iteration 40F (2535.749977 sec): 3 clusters Score: Raw -850498.074732 + Penalty 2865.139941 = -847632.934791 nChanged 3 SP:Iteration 41Q (2535.802591 sec): 3 clusters Score: Raw -850498.814509 + Penalty 2865.139941 = -847633.674568 nChanged 4 SP:Iteration 42Q (2535.864204 sec): 3 clusters Score: Raw -850499.897626 + Penalty 2865.139941 = -847634.757685 nChanged 6 SP:Iteration 43Q (2535.922519 sec): 3 clusters Score: Raw -850501.554396 + Penalty 2865.139941 = -847636.414454 nChanged 7 SP:Iteration 44Q (2535.965549 sec): 3 clusters Score: Raw -850504.132481 + Penalty 2865.139941 = -847638.992540 nChanged 7 SP:Iteration 45Q (2536.027095 sec): 3 clusters Score: Raw -850506.875302 + Penalty 2865.139941 = -847641.735360 nChanged 9 SP:Iteration 46Q (2536.079673 sec): 3 clusters Score: Raw -850509.587858 + Penalty 2865.139941 = -847644.447917 nChanged 10 SP:Iteration 47Q (2536.129647 sec): 3 clusters Score: Raw -850513.682925 + Penalty 2865.139941 = -847648.542983 nChanged 12 SP:Iteration 48Q (2536.192061 sec): 3 clusters Score: Raw -850517.136388 + Penalty 2865.139941 = -847651.996446 nChanged 10 SP:Iteration 49Q (2536.235770 sec): 3 clusters Score: Raw -850519.086816 + Penalty 2865.139941 = -847653.946875 nChanged 8 SP:Iteration 50Q (2536.301108 sec): 3 clusters Score: Raw -850520.650678 + Penalty 2865.139941 = -847655.510737 nChanged 5 SP:Iteration 51Q (2536.349550 sec): 3 clusters Score: Raw -850521.554980 + Penalty 2865.139941 = -847656.415039 nChanged 2 SP:Iteration 52Q (2536.399291 sec): 3 clusters Score: Raw -850521.952195 + Penalty 2865.139941 = -847656.812254 nChanged 0 SP:Iteration 53F (2536.454617 sec): 3 clusters Score: Raw -850521.952195 + Penalty 2865.139941 = -847656.812254 nChanged 0 Trying to split cluster 35 (4739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2536.487996 sec): 2 clusters Score: Raw -602540.617897 + Penalty 1375.331981 = -601165.285916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2536.529749 sec): 3 clusters Score: Raw -600061.310832 + Penalty 2750.663962 = -597310.646870 nChanged 1918 SP:Iteration 1F (2536.581722 sec): 3 clusters Score: Raw -601132.707283 + Penalty 2750.663962 = -598382.043320 nChanged 330 SP:Iteration 2F (2536.619440 sec): 3 clusters Score: Raw -601293.749860 + Penalty 2750.663962 = -598543.085898 nChanged 214 SP:Iteration 3Q (2536.667208 sec): 3 clusters Score: Raw -601406.376120 + Penalty 2750.663962 = -598655.712158 nChanged 190 SP:Iteration 4Q (2536.729059 sec): 3 clusters Score: Raw -601489.262434 + Penalty 2750.663962 = -598738.598472 nChanged 138 SP:Iteration 5Q (2536.766514 sec): 3 clusters Score: Raw -601551.064420 + Penalty 2750.663962 = -598800.400458 nChanged 121 SP:Iteration 6Q (2536.816799 sec): 3 clusters Score: Raw -601601.234980 + Penalty 2750.663962 = -598850.571018 nChanged 92 SP:Iteration 7Q (2536.868948 sec): 3 clusters Score: Raw -601638.422719 + Penalty 2750.663962 = -598887.758757 nChanged 87 SP:Iteration 8Q (2536.919852 sec): 3 clusters Score: Raw -601671.851832 + Penalty 2750.663962 = -598921.187870 nChanged 87 SP:Iteration 9Q (2536.973157 sec): 3 clusters Score: Raw -601706.483566 + Penalty 2750.663962 = -598955.819603 nChanged 82 SP:Iteration 10Q (2537.025287 sec): 3 clusters Score: Raw -601735.883819 + Penalty 2750.663962 = -598985.219856 nChanged 57 SP:Iteration 11Q (2537.075914 sec): 3 clusters Score: Raw -601756.247481 + Penalty 2750.663962 = -599005.583519 nChanged 69 SP:Iteration 12Q (2537.127827 sec): 3 clusters Score: Raw -601782.873828 + Penalty 2750.663962 = -599032.209866 nChanged 87 SP:Iteration 13Q (2537.186881 sec): 3 clusters Score: Raw -601817.238561 + Penalty 2750.663962 = -599066.574599 nChanged 83 SP:Iteration 14Q (2537.237056 sec): 3 clusters Score: Raw -601846.922327 + Penalty 2750.663962 = -599096.258365 nChanged 74 SP:Iteration 15Q (2537.291742 sec): 3 clusters Score: Raw -601872.777410 + Penalty 2750.663962 = -599122.113447 nChanged 68 SP:Iteration 16Q (2537.329280 sec): 3 clusters Score: Raw -601906.544351 + Penalty 2750.663962 = -599155.880389 nChanged 74 SP:Iteration 17Q (2537.380719 sec): 3 clusters Score: Raw -601943.738351 + Penalty 2750.663962 = -599193.074389 nChanged 85 SP:Iteration 18Q (2537.429778 sec): 3 clusters Score: Raw -601981.020813 + Penalty 2750.663962 = -599230.356851 nChanged 91 SP:Iteration 19Q (2537.477065 sec): 3 clusters Score: Raw -602023.908577 + Penalty 2750.663962 = -599273.244615 nChanged 104 SP:Iteration 20F (2537.532363 sec): 3 clusters Score: Raw -602071.646804 + Penalty 2750.663962 = -599320.982842 nChanged 107 SP:Iteration 21Q (2537.584286 sec): 3 clusters Score: Raw -602129.766469 + Penalty 2750.663962 = -599379.102507 nChanged 100 SP:Iteration 22Q (2537.647569 sec): 3 clusters Score: Raw -602183.870725 + Penalty 2750.663962 = -599433.206763 nChanged 106 SP:Iteration 23Q (2537.700403 sec): 3 clusters Score: Raw -602233.178717 + Penalty 2750.663962 = -599482.514755 nChanged 78 SP:Iteration 24Q (2537.734179 sec): 3 clusters Score: Raw -602279.759077 + Penalty 2750.663962 = -599529.095115 nChanged 94 SP:Iteration 25Q (2537.781618 sec): 3 clusters Score: Raw -602324.003539 + Penalty 2750.663962 = -599573.339577 nChanged 80 SP:Iteration 26Q (2537.831593 sec): 3 clusters Score: Raw -602363.268482 + Penalty 2750.663962 = -599612.604520 nChanged 60 SP:Iteration 27Q (2537.887141 sec): 3 clusters Score: Raw -602391.257672 + Penalty 2750.663962 = -599640.593710 nChanged 50 SP:Iteration 28Q (2537.937912 sec): 3 clusters Score: Raw -602413.441306 + Penalty 2750.663962 = -599662.777343 nChanged 44 SP:Iteration 29Q (2537.990557 sec): 3 clusters Score: Raw -602432.781117 + Penalty 2750.663962 = -599682.117155 nChanged 30 SP:Iteration 30Q (2538.055141 sec): 3 clusters Score: Raw -602444.385767 + Penalty 2750.663962 = -599693.721805 nChanged 23 SP:Iteration 31Q (2538.094743 sec): 3 clusters Score: Raw -602452.945474 + Penalty 2750.663962 = -599702.281511 nChanged 22 SP:Iteration 32Q (2538.141529 sec): 3 clusters Score: Raw -602462.528957 + Penalty 2750.663962 = -599711.864995 nChanged 24 SP:Iteration 33Q (2538.193759 sec): 3 clusters Score: Raw -602470.055639 + Penalty 2750.663962 = -599719.391677 nChanged 22 SP:Iteration 34Q (2538.251072 sec): 3 clusters Score: Raw -602479.711814 + Penalty 2750.663962 = -599729.047852 nChanged 19 SP:Iteration 35Q (2538.305010 sec): 3 clusters Score: Raw -602487.669610 + Penalty 2750.663962 = -599737.005648 nChanged 21 SP:Iteration 36Q (2538.348171 sec): 3 clusters Score: Raw -602498.384122 + Penalty 2750.663962 = -599747.720159 nChanged 19 SP:Iteration 37Q (2538.406209 sec): 3 clusters Score: Raw -602506.176188 + Penalty 2750.663962 = -599755.512225 nChanged 20 SP:Iteration 38Q (2538.464825 sec): 3 clusters Score: Raw -602514.391426 + Penalty 2750.663962 = -599763.727464 nChanged 24 SP:Iteration 39Q (2538.514363 sec): 3 clusters Score: Raw -602524.109971 + Penalty 2750.663962 = -599773.446009 nChanged 28 SP:Iteration 40F (2538.566240 sec): 3 clusters Score: Raw -602540.797972 + Penalty 2750.663962 = -599790.134010 nChanged 30 SP:Iteration 41Q (2538.613490 sec): 3 clusters Score: Raw -602561.900028 + Penalty 2750.663962 = -599811.236066 nChanged 39 SP:Iteration 42Q (2538.672438 sec): 3 clusters Score: Raw -602584.943263 + Penalty 2750.663962 = -599834.279301 nChanged 33 SP:Iteration 43Q (2538.727571 sec): 3 clusters Score: Raw -602602.862557 + Penalty 2750.663962 = -599852.198595 nChanged 34 SP:Iteration 44Q (2538.778336 sec): 3 clusters Score: Raw -602618.573428 + Penalty 2750.663962 = -599867.909466 nChanged 29 SP:Iteration 45Q (2538.834510 sec): 3 clusters Score: Raw -602638.458949 + Penalty 2750.663962 = -599887.794987 nChanged 34 SP:Iteration 46Q (2538.875170 sec): 3 clusters Score: Raw -602659.339054 + Penalty 2750.663962 = -599908.675092 nChanged 29 SP:Iteration 47Q (2538.928905 sec): 3 clusters Score: Raw -602678.901201 + Penalty 2750.663962 = -599928.237238 nChanged 18 SP:Iteration 48Q (2538.996173 sec): 3 clusters Score: Raw -602687.397115 + Penalty 2750.663962 = -599936.733153 nChanged 19 SP:Iteration 49Q (2539.039228 sec): 3 clusters Score: Raw -602696.327242 + Penalty 2750.663962 = -599945.663280 nChanged 11 SP:Iteration 50Q (2539.090806 sec): 3 clusters Score: Raw -602702.590102 + Penalty 2750.663962 = -599951.926140 nChanged 10 SP:Iteration 51Q (2539.149856 sec): 3 clusters Score: Raw -602706.505589 + Penalty 2750.663962 = -599955.841627 nChanged 7 SP:Iteration 52Q (2539.191909 sec): 3 clusters Score: Raw -602708.937562 + Penalty 2750.663962 = -599958.273600 nChanged 5 SP:Iteration 53Q (2539.245352 sec): 3 clusters Score: Raw -602712.019052 + Penalty 2750.663962 = -599961.355089 nChanged 7 SP:Iteration 54Q (2539.298169 sec): 3 clusters Score: Raw -602715.156528 + Penalty 2750.663962 = -599964.492566 nChanged 7 SP:Iteration 55Q (2539.356007 sec): 3 clusters Score: Raw -602718.918049 + Penalty 2750.663962 = -599968.254087 nChanged 4 SP:Iteration 56Q (2539.398011 sec): 3 clusters Score: Raw -602721.179473 + Penalty 2750.663962 = -599970.515511 nChanged 2 SP:Iteration 57Q (2539.446306 sec): 3 clusters Score: Raw -602721.979618 + Penalty 2750.663962 = -599971.315656 nChanged 2 SP:Iteration 58Q (2539.503969 sec): 3 clusters Score: Raw -602722.600308 + Penalty 2750.663962 = -599971.936346 nChanged 0 SP:Iteration 59F (2539.556337 sec): 3 clusters Score: Raw -602722.600308 + Penalty 2750.663962 = -599971.936346 nChanged 0 Trying to split cluster 36 (10607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2539.594135 sec): 2 clusters Score: Raw -1233797.144019 + Penalty 1506.256284 = -1232290.887735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2539.654227 sec): 3 clusters Score: Raw -1227750.402921 + Penalty 3012.512568 = -1224737.890353 nChanged 4614 SP:Iteration 1F (2539.706641 sec): 3 clusters Score: Raw -1230447.947060 + Penalty 3012.512568 = -1227435.434492 nChanged 845 SP:Iteration 2F (2539.780971 sec): 3 clusters Score: Raw -1231060.281913 + Penalty 3012.512568 = -1228047.769345 nChanged 785 SP:Iteration 3F (2539.844305 sec): 3 clusters Score: Raw -1231674.790240 + Penalty 3012.512568 = -1228662.277673 nChanged 739 SP:Iteration 4F (2539.898680 sec): 3 clusters Score: Raw -1232275.413147 + Penalty 3012.512568 = -1229262.900579 nChanged 690 SP:Iteration 5F (2539.957518 sec): 3 clusters Score: Raw -1232816.927457 + Penalty 3012.512568 = -1229804.414889 nChanged 571 SP:Iteration 6F (2540.006918 sec): 3 clusters Score: Raw -1233237.262910 + Penalty 3012.512568 = -1230224.750342 nChanged 547 SP:Iteration 7F (2540.067944 sec): 3 clusters Score: Raw -1233607.179246 + Penalty 3012.512568 = -1230594.666678 nChanged 465 SP:Iteration 8Q (2540.141453 sec): 3 clusters Score: Raw -1233890.576558 + Penalty 3012.512568 = -1230878.063990 nChanged 369 SP:Iteration 9Q (2540.192657 sec): 3 clusters Score: Raw -1234108.875920 + Penalty 3012.512568 = -1231096.363352 nChanged 326 SP:Iteration 10Q (2540.257344 sec): 3 clusters Score: Raw -1234251.985327 + Penalty 3012.512568 = -1231239.472759 nChanged 263 SP:Iteration 11Q (2540.320247 sec): 3 clusters Score: Raw -1234353.820009 + Penalty 3012.512568 = -1231341.307441 nChanged 216 SP:Iteration 12Q (2540.380834 sec): 3 clusters Score: Raw -1234428.511464 + Penalty 3012.512568 = -1231415.998896 nChanged 173 SP:Iteration 13Q (2540.441971 sec): 3 clusters Score: Raw -1234488.727382 + Penalty 3012.512568 = -1231476.214814 nChanged 151 SP:Iteration 14Q (2540.494755 sec): 3 clusters Score: Raw -1234550.277670 + Penalty 3012.512568 = -1231537.765102 nChanged 157 SP:Iteration 15Q (2540.551313 sec): 3 clusters Score: Raw -1234616.059757 + Penalty 3012.512568 = -1231603.547189 nChanged 155 SP:Iteration 16Q (2540.612079 sec): 3 clusters Score: Raw -1234673.935128 + Penalty 3012.512568 = -1231661.422560 nChanged 154 SP:Iteration 17Q (2540.671622 sec): 3 clusters Score: Raw -1234732.502813 + Penalty 3012.512568 = -1231719.990245 nChanged 147 SP:Iteration 18Q (2540.734113 sec): 3 clusters Score: Raw -1234792.049090 + Penalty 3012.512568 = -1231779.536522 nChanged 139 SP:Iteration 19Q (2540.794444 sec): 3 clusters Score: Raw -1234848.970645 + Penalty 3012.512568 = -1231836.458078 nChanged 137 SP:Iteration 20F (2540.866896 sec): 3 clusters Score: Raw -1234912.601209 + Penalty 3012.512568 = -1231900.088641 nChanged 140 SP:Iteration 21Q (2540.908180 sec): 3 clusters Score: Raw -1234977.977756 + Penalty 3012.512568 = -1231965.465188 nChanged 123 SP:Iteration 22Q (2540.969351 sec): 3 clusters Score: Raw -1235048.636574 + Penalty 3012.512568 = -1232036.124006 nChanged 109 SP:Iteration 23Q (2541.030124 sec): 3 clusters Score: Raw -1235139.385024 + Penalty 3012.512568 = -1232126.872456 nChanged 116 SP:Iteration 24Q (2541.091498 sec): 3 clusters Score: Raw -1235233.573090 + Penalty 3012.512568 = -1232221.060522 nChanged 110 SP:Iteration 25Q (2541.148980 sec): 3 clusters Score: Raw -1235292.021193 + Penalty 3012.512568 = -1232279.508625 nChanged 95 SP:Iteration 26Q (2541.211179 sec): 3 clusters Score: Raw -1235335.415766 + Penalty 3012.512568 = -1232322.903198 nChanged 78 SP:Iteration 27Q (2541.272240 sec): 3 clusters Score: Raw -1235363.588489 + Penalty 3012.512568 = -1232351.075921 nChanged 75 SP:Iteration 28Q (2541.340217 sec): 3 clusters Score: Raw -1235392.582965 + Penalty 3012.512568 = -1232380.070397 nChanged 64 SP:Iteration 29Q (2541.384438 sec): 3 clusters Score: Raw -1235414.770860 + Penalty 3012.512568 = -1232402.258292 nChanged 52 SP:Iteration 30Q (2541.457734 sec): 3 clusters Score: Raw -1235428.478513 + Penalty 3012.512568 = -1232415.965945 nChanged 38 SP:Iteration 31Q (2541.507736 sec): 3 clusters Score: Raw -1235436.926426 + Penalty 3012.512568 = -1232424.413858 nChanged 18 SP:Iteration 32Q (2541.577554 sec): 3 clusters Score: Raw -1235440.539828 + Penalty 3012.512568 = -1232428.027260 nChanged 15 SP:Iteration 33Q (2541.631648 sec): 3 clusters Score: Raw -1235443.645952 + Penalty 3012.512568 = -1232431.133385 nChanged 8 SP:Iteration 34Q (2541.698880 sec): 3 clusters Score: Raw -1235444.797826 + Penalty 3012.512568 = -1232432.285258 nChanged 10 SP:Iteration 35Q (2541.746699 sec): 3 clusters Score: Raw -1235446.765908 + Penalty 3012.512568 = -1232434.253340 nChanged 7 SP:Iteration 36Q (2541.818191 sec): 3 clusters Score: Raw -1235448.313081 + Penalty 3012.512568 = -1232435.800513 nChanged 4 SP:Iteration 37Q (2541.881779 sec): 3 clusters Score: Raw -1235448.752798 + Penalty 3012.512568 = -1232436.240230 nChanged 2 SP:Iteration 38Q (2541.948472 sec): 3 clusters Score: Raw -1235448.941184 + Penalty 3012.512568 = -1232436.428616 nChanged 1 SP:Iteration 39Q (2542.010743 sec): 3 clusters Score: Raw -1235449.096013 + Penalty 3012.512568 = -1232436.583445 nChanged 2 SP:Iteration 40F (2542.075946 sec): 3 clusters Score: Raw -1235449.339392 + Penalty 3012.512568 = -1232436.826824 nChanged 1 SP:Iteration 41Q (2542.143526 sec): 3 clusters Score: Raw -1235449.448966 + Penalty 3012.512568 = -1232436.936399 nChanged 2 SP:Iteration 42Q (2542.199009 sec): 3 clusters Score: Raw -1235449.724191 + Penalty 3012.512568 = -1232437.211623 nChanged 2 SP:Iteration 43Q (2542.261637 sec): 3 clusters Score: Raw -1235449.962230 + Penalty 3012.512568 = -1232437.449662 nChanged 2 SP:Iteration 44Q (2542.332044 sec): 3 clusters Score: Raw -1235450.205194 + Penalty 3012.512568 = -1232437.692626 nChanged 3 SP:Iteration 45Q (2542.393705 sec): 3 clusters Score: Raw -1235450.492808 + Penalty 3012.512568 = -1232437.980240 nChanged 0 SP:Iteration 46F (2542.460892 sec): 3 clusters Score: Raw -1235450.492808 + Penalty 3012.512568 = -1232437.980240 nChanged 0 Score: Raw -84141954.826862 + Penalty 87367.504290 = -84054587.322572 Splitting cluster 36 changes total score from -84055110.953159 to -84054587.322572 So it's not getting split. Trying to split cluster 37 (8737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2559.252200 sec): 2 clusters Score: Raw -1100806.818263 + Penalty 1474.739851 = -1099332.078412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2559.313205 sec): 3 clusters Score: Raw -1096000.141450 + Penalty 2949.479702 = -1093050.661748 nChanged 3761 SP:Iteration 1F (2559.361785 sec): 3 clusters Score: Raw -1098253.144761 + Penalty 2949.479702 = -1095303.665059 nChanged 709 SP:Iteration 2F (2559.423518 sec): 3 clusters Score: Raw -1098761.648363 + Penalty 2949.479702 = -1095812.168661 nChanged 708 SP:Iteration 3F (2559.491546 sec): 3 clusters Score: Raw -1099320.917655 + Penalty 2949.479702 = -1096371.437953 nChanged 631 SP:Iteration 4F (2559.545645 sec): 3 clusters Score: Raw -1099805.327584 + Penalty 2949.479702 = -1096855.847882 nChanged 516 SP:Iteration 5F (2559.608762 sec): 3 clusters Score: Raw -1100204.578939 + Penalty 2949.479702 = -1097255.099237 nChanged 447 SP:Iteration 6F (2559.677053 sec): 3 clusters Score: Raw -1100510.510810 + Penalty 2949.479702 = -1097561.031108 nChanged 346 SP:Iteration 7Q (2559.741224 sec): 3 clusters Score: Raw -1100752.820716 + Penalty 2949.479702 = -1097803.341014 nChanged 299 SP:Iteration 8Q (2559.796661 sec): 3 clusters Score: Raw -1100928.359868 + Penalty 2949.479702 = -1097978.880166 nChanged 224 SP:Iteration 9Q (2559.861361 sec): 3 clusters Score: Raw -1101048.877583 + Penalty 2949.479702 = -1098099.397881 nChanged 154 SP:Iteration 10Q (2559.926501 sec): 3 clusters Score: Raw -1101130.836624 + Penalty 2949.479702 = -1098181.356922 nChanged 140 SP:Iteration 11Q (2559.989825 sec): 3 clusters Score: Raw -1101199.797401 + Penalty 2949.479702 = -1098250.317699 nChanged 124 SP:Iteration 12Q (2560.048507 sec): 3 clusters Score: Raw -1101258.071754 + Penalty 2949.479702 = -1098308.592052 nChanged 98 SP:Iteration 13Q (2560.095631 sec): 3 clusters Score: Raw -1101298.799687 + Penalty 2949.479702 = -1098349.319984 nChanged 82 SP:Iteration 14Q (2560.156594 sec): 3 clusters Score: Raw -1101332.319889 + Penalty 2949.479702 = -1098382.840186 nChanged 69 SP:Iteration 15Q (2560.215059 sec): 3 clusters Score: Raw -1101363.170011 + Penalty 2949.479702 = -1098413.690309 nChanged 80 SP:Iteration 16Q (2560.281087 sec): 3 clusters Score: Raw -1101394.368388 + Penalty 2949.479702 = -1098444.888686 nChanged 60 SP:Iteration 17Q (2560.341778 sec): 3 clusters Score: Raw -1101417.569644 + Penalty 2949.479702 = -1098468.089942 nChanged 56 SP:Iteration 18Q (2560.409975 sec): 3 clusters Score: Raw -1101440.801430 + Penalty 2949.479702 = -1098491.321728 nChanged 43 SP:Iteration 19Q (2560.463531 sec): 3 clusters Score: Raw -1101460.601182 + Penalty 2949.479702 = -1098511.121480 nChanged 50 SP:Iteration 20F (2560.524992 sec): 3 clusters Score: Raw -1101479.610757 + Penalty 2949.479702 = -1098530.131055 nChanged 50 SP:Iteration 21Q (2560.571095 sec): 3 clusters Score: Raw -1101494.886230 + Penalty 2949.479702 = -1098545.406528 nChanged 39 SP:Iteration 22Q (2560.638648 sec): 3 clusters Score: Raw -1101505.095001 + Penalty 2949.479702 = -1098555.615299 nChanged 25 SP:Iteration 23Q (2560.683554 sec): 3 clusters Score: Raw -1101512.770649 + Penalty 2949.479702 = -1098563.290947 nChanged 22 SP:Iteration 24Q (2560.738057 sec): 3 clusters Score: Raw -1101518.888087 + Penalty 2949.479702 = -1098569.408385 nChanged 23 SP:Iteration 25Q (2560.799970 sec): 3 clusters Score: Raw -1101525.326789 + Penalty 2949.479702 = -1098575.847087 nChanged 18 SP:Iteration 26Q (2560.850469 sec): 3 clusters Score: Raw -1101528.538454 + Penalty 2949.479702 = -1098579.058752 nChanged 16 SP:Iteration 27Q (2560.917980 sec): 3 clusters Score: Raw -1101533.473054 + Penalty 2949.479702 = -1098583.993352 nChanged 16 SP:Iteration 28Q (2560.965130 sec): 3 clusters Score: Raw -1101536.446452 + Penalty 2949.479702 = -1098586.966749 nChanged 10 SP:Iteration 29Q (2561.021698 sec): 3 clusters Score: Raw -1101538.529722 + Penalty 2949.479702 = -1098589.050020 nChanged 9 SP:Iteration 30Q (2561.080010 sec): 3 clusters Score: Raw -1101539.924968 + Penalty 2949.479702 = -1098590.445266 nChanged 6 SP:Iteration 31Q (2561.138603 sec): 3 clusters Score: Raw -1101540.852002 + Penalty 2949.479702 = -1098591.372300 nChanged 3 SP:Iteration 32Q (2561.199473 sec): 3 clusters Score: Raw -1101541.356346 + Penalty 2949.479702 = -1098591.876643 nChanged 5 SP:Iteration 33Q (2561.254647 sec): 3 clusters Score: Raw -1101542.569489 + Penalty 2949.479702 = -1098593.089787 nChanged 7 SP:Iteration 34Q (2561.309302 sec): 3 clusters Score: Raw -1101543.600347 + Penalty 2949.479702 = -1098594.120645 nChanged 6 SP:Iteration 35Q (2561.361643 sec): 3 clusters Score: Raw -1101544.465376 + Penalty 2949.479702 = -1098594.985674 nChanged 7 SP:Iteration 36Q (2561.419903 sec): 3 clusters Score: Raw -1101545.417327 + Penalty 2949.479702 = -1098595.937625 nChanged 1 SP:Iteration 37Q (2561.474385 sec): 3 clusters Score: Raw -1101545.838655 + Penalty 2949.479702 = -1098596.358952 nChanged 4 SP:Iteration 38Q (2561.536273 sec): 3 clusters Score: Raw -1101547.173203 + Penalty 2949.479702 = -1098597.693501 nChanged 3 SP:Iteration 39Q (2561.588596 sec): 3 clusters Score: Raw -1101547.602011 + Penalty 2949.479702 = -1098598.122308 nChanged 3 SP:Iteration 40F (2561.637756 sec): 3 clusters Score: Raw -1101548.397196 + Penalty 2949.479702 = -1098598.917494 nChanged 2 SP:Iteration 41Q (2561.697577 sec): 3 clusters Score: Raw -1101548.667795 + Penalty 2949.479702 = -1098599.188093 nChanged 0 SP:Iteration 42F (2561.750039 sec): 3 clusters Score: Raw -1101548.667795 + Penalty 2949.479702 = -1098599.188093 nChanged 0 Trying to split cluster 38 (6697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2561.782757 sec): 2 clusters Score: Raw -838467.576021 + Penalty 1431.529928 = -837036.046093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2561.834667 sec): 3 clusters Score: Raw -834844.799709 + Penalty 2863.059857 = -831981.739852 nChanged 2793 SP:Iteration 1F (2561.872304 sec): 3 clusters Score: Raw -836572.435961 + Penalty 2863.059857 = -833709.376105 nChanged 663 SP:Iteration 2F (2561.942096 sec): 3 clusters Score: Raw -837259.961090 + Penalty 2863.059857 = -834396.901233 nChanged 666 SP:Iteration 3F (2561.983704 sec): 3 clusters Score: Raw -837948.068366 + Penalty 2863.059857 = -835085.008509 nChanged 568 SP:Iteration 4F (2562.028237 sec): 3 clusters Score: Raw -838467.455705 + Penalty 2863.059857 = -835604.395849 nChanged 416 SP:Iteration 5F (2562.075043 sec): 3 clusters Score: Raw -838778.964826 + Penalty 2863.059857 = -835915.904969 nChanged 297 SP:Iteration 6Q (2562.131983 sec): 3 clusters Score: Raw -838947.239737 + Penalty 2863.059857 = -836084.179880 nChanged 203 SP:Iteration 7Q (2562.185063 sec): 3 clusters Score: Raw -839066.923600 + Penalty 2863.059857 = -836203.863743 nChanged 154 SP:Iteration 8Q (2562.235208 sec): 3 clusters Score: Raw -839145.507648 + Penalty 2863.059857 = -836282.447791 nChanged 116 SP:Iteration 9Q (2562.284033 sec): 3 clusters Score: Raw -839196.403519 + Penalty 2863.059857 = -836333.343662 nChanged 102 SP:Iteration 10Q (2562.338722 sec): 3 clusters Score: Raw -839237.879732 + Penalty 2863.059857 = -836374.819875 nChanged 82 SP:Iteration 11Q (2562.402631 sec): 3 clusters Score: Raw -839264.823794 + Penalty 2863.059857 = -836401.763937 nChanged 54 SP:Iteration 12Q (2562.444466 sec): 3 clusters Score: Raw -839281.755358 + Penalty 2863.059857 = -836418.695501 nChanged 47 SP:Iteration 13Q (2562.516542 sec): 3 clusters Score: Raw -839298.225831 + Penalty 2863.059857 = -836435.165974 nChanged 39 SP:Iteration 14Q (2562.573664 sec): 3 clusters Score: Raw -839311.658547 + Penalty 2863.059857 = -836448.598690 nChanged 37 SP:Iteration 15Q (2562.618863 sec): 3 clusters Score: Raw -839329.159951 + Penalty 2863.059857 = -836466.100094 nChanged 39 SP:Iteration 16Q (2562.682649 sec): 3 clusters Score: Raw -839346.767710 + Penalty 2863.059857 = -836483.707853 nChanged 33 SP:Iteration 17Q (2562.728238 sec): 3 clusters Score: Raw -839363.368063 + Penalty 2863.059857 = -836500.308206 nChanged 42 SP:Iteration 18Q (2562.777799 sec): 3 clusters Score: Raw -839379.794758 + Penalty 2863.059857 = -836516.734901 nChanged 27 SP:Iteration 19Q (2562.840939 sec): 3 clusters Score: Raw -839390.172890 + Penalty 2863.059857 = -836527.113034 nChanged 27 SP:Iteration 20F (2562.896435 sec): 3 clusters Score: Raw -839399.478476 + Penalty 2863.059857 = -836536.418619 nChanged 17 SP:Iteration 21Q (2562.950910 sec): 3 clusters Score: Raw -839404.405606 + Penalty 2863.059857 = -836541.345749 nChanged 12 SP:Iteration 22Q (2562.987879 sec): 3 clusters Score: Raw -839407.431689 + Penalty 2863.059857 = -836544.371832 nChanged 8 SP:Iteration 23Q (2563.053402 sec): 3 clusters Score: Raw -839409.081096 + Penalty 2863.059857 = -836546.021239 nChanged 8 SP:Iteration 24Q (2563.099588 sec): 3 clusters Score: Raw -839410.528177 + Penalty 2863.059857 = -836547.468320 nChanged 3 SP:Iteration 25Q (2563.150256 sec): 3 clusters Score: Raw -839410.948383 + Penalty 2863.059857 = -836547.888527 nChanged 2 SP:Iteration 26Q (2563.215012 sec): 3 clusters Score: Raw -839411.183748 + Penalty 2863.059857 = -836548.123891 nChanged 2 SP:Iteration 27Q (2563.265320 sec): 3 clusters Score: Raw -839411.724754 + Penalty 2863.059857 = -836548.664897 nChanged 2 SP:Iteration 28Q (2563.317772 sec): 3 clusters Score: Raw -839412.063996 + Penalty 2863.059857 = -836549.004139 nChanged 3 SP:Iteration 29Q (2563.370875 sec): 3 clusters Score: Raw -839412.903788 + Penalty 2863.059857 = -836549.843931 nChanged 3 SP:Iteration 30Q (2563.429632 sec): 3 clusters Score: Raw -839413.575453 + Penalty 2863.059857 = -836550.515597 nChanged 1 SP:Iteration 31Q (2563.490979 sec): 3 clusters Score: Raw -839413.954866 + Penalty 2863.059857 = -836550.895010 nChanged 0 SP:Iteration 32F (2563.544090 sec): 3 clusters Score: Raw -839413.954866 + Penalty 2863.059857 = -836550.895010 nChanged 0 Trying to split cluster 39 (32922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2563.625180 sec): 2 clusters Score: Raw -4118025.425765 + Penalty 1690.308166 = -4116335.117599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2563.719958 sec): 3 clusters Score: Raw -4097925.643934 + Penalty 3380.616332 = -4094545.027602 nChanged 15006 SP:Iteration 1F (2563.823457 sec): 3 clusters Score: Raw -4106532.647617 + Penalty 3380.616332 = -4103152.031284 nChanged 1650 SP:Iteration 2F (2563.925014 sec): 3 clusters Score: Raw -4107261.123852 + Penalty 3380.616332 = -4103880.507520 nChanged 1759 SP:Iteration 3F (2564.032249 sec): 3 clusters Score: Raw -4108100.425820 + Penalty 3380.616332 = -4104719.809488 nChanged 1781 SP:Iteration 4F (2564.132782 sec): 3 clusters Score: Raw -4109071.312774 + Penalty 3380.616332 = -4105690.696442 nChanged 1871 SP:Iteration 5F (2564.227638 sec): 3 clusters Score: Raw -4110342.479663 + Penalty 3380.616332 = -4106961.863331 nChanged 1986 SP:Iteration 6F (2564.333129 sec): 3 clusters Score: Raw -4111803.214442 + Penalty 3380.616332 = -4108422.598110 nChanged 1828 SP:Iteration 7F (2564.431106 sec): 3 clusters Score: Raw -4113163.411887 + Penalty 3380.616332 = -4109782.795555 nChanged 1516 SP:Iteration 8Q (2564.526557 sec): 3 clusters Score: Raw -4114157.610155 + Penalty 3380.616332 = -4110776.993823 nChanged 1175 SP:Iteration 9Q (2564.629595 sec): 3 clusters Score: Raw -4114764.536014 + Penalty 3380.616332 = -4111383.919682 nChanged 857 SP:Iteration 10Q (2564.731730 sec): 3 clusters Score: Raw -4115134.297318 + Penalty 3380.616332 = -4111753.680986 nChanged 683 SP:Iteration 11Q (2564.824604 sec): 3 clusters Score: Raw -4115430.821482 + Penalty 3380.616332 = -4112050.205150 nChanged 680 SP:Iteration 12Q (2564.924038 sec): 3 clusters Score: Raw -4115757.635827 + Penalty 3380.616332 = -4112377.019495 nChanged 644 SP:Iteration 13Q (2565.017918 sec): 3 clusters Score: Raw -4116081.739496 + Penalty 3380.616332 = -4112701.123164 nChanged 626 SP:Iteration 14Q (2565.122141 sec): 3 clusters Score: Raw -4116417.333230 + Penalty 3380.616332 = -4113036.716898 nChanged 611 SP:Iteration 15Q (2565.221161 sec): 3 clusters Score: Raw -4116741.257402 + Penalty 3380.616332 = -4113360.641070 nChanged 530 SP:Iteration 16Q (2565.314967 sec): 3 clusters Score: Raw -4117010.006145 + Penalty 3380.616332 = -4113629.389812 nChanged 454 SP:Iteration 17Q (2565.412181 sec): 3 clusters Score: Raw -4117232.474244 + Penalty 3380.616332 = -4113851.857912 nChanged 436 SP:Iteration 18Q (2565.517035 sec): 3 clusters Score: Raw -4117448.206937 + Penalty 3380.616332 = -4114067.590605 nChanged 346 SP:Iteration 19Q (2565.617334 sec): 3 clusters Score: Raw -4117622.663244 + Penalty 3380.616332 = -4114242.046912 nChanged 364 SP:Iteration 20F (2565.710168 sec): 3 clusters Score: Raw -4117814.036087 + Penalty 3380.616332 = -4114433.419755 nChanged 329 SP:Iteration 21Q (2565.803801 sec): 3 clusters Score: Raw -4117984.489543 + Penalty 3380.616332 = -4114603.873211 nChanged 282 SP:Iteration 22Q (2565.888898 sec): 3 clusters Score: Raw -4118125.493513 + Penalty 3380.616332 = -4114744.877181 nChanged 224 SP:Iteration 23Q (2565.994198 sec): 3 clusters Score: Raw -4118228.940260 + Penalty 3380.616332 = -4114848.323928 nChanged 169 SP:Iteration 24Q (2566.091386 sec): 3 clusters Score: Raw -4118309.567706 + Penalty 3380.616332 = -4114928.951374 nChanged 138 SP:Iteration 25Q (2566.179616 sec): 3 clusters Score: Raw -4118368.188845 + Penalty 3380.616332 = -4114987.572513 nChanged 101 SP:Iteration 26Q (2566.264783 sec): 3 clusters Score: Raw -4118407.785054 + Penalty 3380.616332 = -4115027.168722 nChanged 81 SP:Iteration 27Q (2566.357093 sec): 3 clusters Score: Raw -4118433.594976 + Penalty 3380.616332 = -4115052.978644 nChanged 45 SP:Iteration 28Q (2566.456374 sec): 3 clusters Score: Raw -4118445.861730 + Penalty 3380.616332 = -4115065.245398 nChanged 34 SP:Iteration 29Q (2566.548760 sec): 3 clusters Score: Raw -4118456.141686 + Penalty 3380.616332 = -4115075.525354 nChanged 30 SP:Iteration 30Q (2566.639170 sec): 3 clusters Score: Raw -4118462.289639 + Penalty 3380.616332 = -4115081.673307 nChanged 21 SP:Iteration 31Q (2566.735139 sec): 3 clusters Score: Raw -4118469.467628 + Penalty 3380.616332 = -4115088.851296 nChanged 28 SP:Iteration 32Q (2566.811714 sec): 3 clusters Score: Raw -4118477.964031 + Penalty 3380.616332 = -4115097.347699 nChanged 25 SP:Iteration 33Q (2566.902763 sec): 3 clusters Score: Raw -4118483.477708 + Penalty 3380.616332 = -4115102.861376 nChanged 15 SP:Iteration 34Q (2566.999408 sec): 3 clusters Score: Raw -4118486.842240 + Penalty 3380.616332 = -4115106.225908 nChanged 15 SP:Iteration 35Q (2567.097721 sec): 3 clusters Score: Raw -4118490.007083 + Penalty 3380.616332 = -4115109.390751 nChanged 9 SP:Iteration 36Q (2567.177916 sec): 3 clusters Score: Raw -4118492.260248 + Penalty 3380.616332 = -4115111.643916 nChanged 9 SP:Iteration 37Q (2567.273248 sec): 3 clusters Score: Raw -4118494.632087 + Penalty 3380.616332 = -4115114.015755 nChanged 8 SP:Iteration 38Q (2567.359360 sec): 3 clusters Score: Raw -4118495.843396 + Penalty 3380.616332 = -4115115.227064 nChanged 3 SP:Iteration 39Q (2567.440462 sec): 3 clusters Score: Raw -4118496.486199 + Penalty 3380.616332 = -4115115.869867 nChanged 4 SP:Iteration 40F (2567.531742 sec): 3 clusters Score: Raw -4118497.712755 + Penalty 3380.616332 = -4115117.096423 nChanged 8 SP:Iteration 41Q (2567.605161 sec): 3 clusters Score: Raw -4118499.602557 + Penalty 3380.616332 = -4115118.986225 nChanged 5 SP:Iteration 42Q (2567.695194 sec): 3 clusters Score: Raw -4118500.840746 + Penalty 3380.616332 = -4115120.224414 nChanged 8 SP:Iteration 43Q (2567.779573 sec): 3 clusters Score: Raw -4118502.372539 + Penalty 3380.616332 = -4115121.756207 nChanged 6 SP:Iteration 44Q (2567.869593 sec): 3 clusters Score: Raw -4118504.006670 + Penalty 3380.616332 = -4115123.390337 nChanged 3 SP:Iteration 45Q (2567.942120 sec): 3 clusters Score: Raw -4118504.696300 + Penalty 3380.616332 = -4115124.079968 nChanged 3 SP:Iteration 46Q (2568.039834 sec): 3 clusters Score: Raw -4118504.972578 + Penalty 3380.616332 = -4115124.356246 nChanged 1 SP:Iteration 47Q (2568.134389 sec): 3 clusters Score: Raw -4118505.239269 + Penalty 3380.616332 = -4115124.622937 nChanged 2 SP:Iteration 48Q (2568.224442 sec): 3 clusters Score: Raw -4118505.512862 + Penalty 3380.616332 = -4115124.896530 nChanged 1 SP:Iteration 49Q (2568.306425 sec): 3 clusters Score: Raw -4118505.858082 + Penalty 3380.616332 = -4115125.241750 nChanged 4 SP:Iteration 50Q (2568.401071 sec): 3 clusters Score: Raw -4118507.327811 + Penalty 3380.616332 = -4115126.711478 nChanged 3 SP:Iteration 51Q (2568.501019 sec): 3 clusters Score: Raw -4118508.311313 + Penalty 3380.616332 = -4115127.694980 nChanged 4 SP:Iteration 52Q (2568.596232 sec): 3 clusters Score: Raw -4118509.215261 + Penalty 3380.616332 = -4115128.598929 nChanged 5 SP:Iteration 53Q (2568.692378 sec): 3 clusters Score: Raw -4118510.111830 + Penalty 3380.616332 = -4115129.495498 nChanged 6 SP:Iteration 54Q (2568.782554 sec): 3 clusters Score: Raw -4118511.442027 + Penalty 3380.616332 = -4115130.825695 nChanged 3 SP:Iteration 55Q (2568.880786 sec): 3 clusters Score: Raw -4118512.573538 + Penalty 3380.616332 = -4115131.957206 nChanged 4 SP:Iteration 56Q (2568.982919 sec): 3 clusters Score: Raw -4118514.350650 + Penalty 3380.616332 = -4115133.734318 nChanged 4 SP:Iteration 57Q (2569.077091 sec): 3 clusters Score: Raw -4118515.385727 + Penalty 3380.616332 = -4115134.769395 nChanged 6 SP:Iteration 58Q (2569.178971 sec): 3 clusters Score: Raw -4118516.855956 + Penalty 3380.616332 = -4115136.239623 nChanged 6 SP:Iteration 59Q (2569.277506 sec): 3 clusters Score: Raw -4118519.128634 + Penalty 3380.616332 = -4115138.512302 nChanged 8 SP:Iteration 60F (2569.371229 sec): 3 clusters Score: Raw -4118522.300050 + Penalty 3380.616332 = -4115141.683718 nChanged 8 SP:Iteration 61Q (2569.480884 sec): 3 clusters Score: Raw -4118524.118395 + Penalty 3380.616332 = -4115143.502063 nChanged 6 SP:Iteration 62Q (2569.567798 sec): 3 clusters Score: Raw -4118526.293155 + Penalty 3380.616332 = -4115145.676823 nChanged 2 SP:Iteration 63Q (2569.674270 sec): 3 clusters Score: Raw -4118526.919378 + Penalty 3380.616332 = -4115146.303046 nChanged 3 SP:Iteration 64Q (2569.766845 sec): 3 clusters Score: Raw -4118527.952983 + Penalty 3380.616332 = -4115147.336651 nChanged 6 SP:Iteration 65Q (2569.852563 sec): 3 clusters Score: Raw -4118529.293508 + Penalty 3380.616332 = -4115148.677176 nChanged 8 SP:Iteration 66Q (2569.948250 sec): 3 clusters Score: Raw -4118531.302589 + Penalty 3380.616332 = -4115150.686257 nChanged 12 SP:Iteration 67Q (2570.044686 sec): 3 clusters Score: Raw -4118534.721271 + Penalty 3380.616332 = -4115154.104939 nChanged 7 SP:Iteration 68Q (2570.138643 sec): 3 clusters Score: Raw -4118537.027233 + Penalty 3380.616332 = -4115156.410901 nChanged 11 SP:Iteration 69Q (2570.225959 sec): 3 clusters Score: Raw -4118540.665582 + Penalty 3380.616332 = -4115160.049250 nChanged 13 SP:Iteration 70Q (2570.320490 sec): 3 clusters Score: Raw -4118544.197515 + Penalty 3380.616332 = -4115163.581183 nChanged 11 SP:Iteration 71Q (2570.412222 sec): 3 clusters Score: Raw -4118549.516946 + Penalty 3380.616332 = -4115168.900614 nChanged 18 SP:Iteration 72Q (2570.478280 sec): 3 clusters Score: Raw -4118557.519692 + Penalty 3380.616332 = -4115176.903360 nChanged 16 SP:Iteration 73Q (2570.559170 sec): 3 clusters Score: Raw -4118562.981120 + Penalty 3380.616332 = -4115182.364788 nChanged 17 SP:Iteration 74Q (2570.649138 sec): 3 clusters Score: Raw -4118567.872413 + Penalty 3380.616332 = -4115187.256081 nChanged 13 SP:Iteration 75Q (2570.736379 sec): 3 clusters Score: Raw -4118572.222416 + Penalty 3380.616332 = -4115191.606084 nChanged 17 SP:Iteration 76Q (2570.825486 sec): 3 clusters Score: Raw -4118578.945262 + Penalty 3380.616332 = -4115198.328930 nChanged 11 SP:Iteration 77Q (2570.911346 sec): 3 clusters Score: Raw -4118583.060066 + Penalty 3380.616332 = -4115202.443734 nChanged 11 SP:Iteration 78Q (2570.987934 sec): 3 clusters Score: Raw -4118587.756856 + Penalty 3380.616332 = -4115207.140524 nChanged 12 SP:Iteration 79Q (2571.088503 sec): 3 clusters Score: Raw -4118592.574703 + Penalty 3380.616332 = -4115211.958371 nChanged 11 SP:Iteration 80F (2571.180984 sec): 3 clusters Score: Raw -4118595.868366 + Penalty 3380.616332 = -4115215.252034 nChanged 17 SP:Iteration 81Q (2571.274867 sec): 3 clusters Score: Raw -4118601.890097 + Penalty 3380.616332 = -4115221.273765 nChanged 14 SP:Iteration 82Q (2571.370350 sec): 3 clusters Score: Raw -4118606.844134 + Penalty 3380.616332 = -4115226.227802 nChanged 8 SP:Iteration 83Q (2571.452160 sec): 3 clusters Score: Raw -4118609.154620 + Penalty 3380.616332 = -4115228.538288 nChanged 5 SP:Iteration 84Q (2571.549798 sec): 3 clusters Score: Raw -4118610.846325 + Penalty 3380.616332 = -4115230.229992 nChanged 6 SP:Iteration 85Q (2571.636130 sec): 3 clusters Score: Raw -4118613.364579 + Penalty 3380.616332 = -4115232.748247 nChanged 4 SP:Iteration 86Q (2571.725647 sec): 3 clusters Score: Raw -4118616.306979 + Penalty 3380.616332 = -4115235.690647 nChanged 9 SP:Iteration 87Q (2571.813180 sec): 3 clusters Score: Raw -4118620.085520 + Penalty 3380.616332 = -4115239.469188 nChanged 4 SP:Iteration 88Q (2571.906110 sec): 3 clusters Score: Raw -4118620.710661 + Penalty 3380.616332 = -4115240.094329 nChanged 1 SP:Iteration 89Q (2572.006089 sec): 3 clusters Score: Raw -4118620.826793 + Penalty 3380.616332 = -4115240.210461 nChanged 2 SP:Iteration 90Q (2572.091813 sec): 3 clusters Score: Raw -4118621.526189 + Penalty 3380.616332 = -4115240.909857 nChanged 2 SP:Iteration 91Q (2572.179141 sec): 3 clusters Score: Raw -4118621.778486 + Penalty 3380.616332 = -4115241.162154 nChanged 3 SP:Iteration 92Q (2572.279475 sec): 3 clusters Score: Raw -4118622.482248 + Penalty 3380.616332 = -4115241.865916 nChanged 4 SP:Iteration 93Q (2572.373473 sec): 3 clusters Score: Raw -4118623.253895 + Penalty 3380.616332 = -4115242.637563 nChanged 4 SP:Iteration 94Q (2572.429950 sec): 3 clusters Score: Raw -4118624.227382 + Penalty 3380.616332 = -4115243.611050 nChanged 2 SP:Iteration 95Q (2572.531800 sec): 3 clusters Score: Raw -4118624.854575 + Penalty 3380.616332 = -4115244.238243 nChanged 1 SP:Iteration 96Q (2572.628149 sec): 3 clusters Score: Raw -4118624.938331 + Penalty 3380.616332 = -4115244.321999 nChanged 1 SP:Iteration 97Q (2572.722750 sec): 3 clusters Score: Raw -4118625.431768 + Penalty 3380.616332 = -4115244.815436 nChanged 1 SP:Iteration 98Q (2572.815456 sec): 3 clusters Score: Raw -4118626.027619 + Penalty 3380.616332 = -4115245.411287 nChanged 3 SP:Iteration 99Q (2572.898091 sec): 3 clusters Score: Raw -4118627.331997 + Penalty 3380.616332 = -4115246.715665 nChanged 5 SP:Iteration 100F (2573.003154 sec): 3 clusters Score: Raw -4118629.328279 + Penalty 3380.616332 = -4115248.711947 nChanged 7 SP:Iteration 101Q (2573.084110 sec): 3 clusters Score: Raw -4118631.537448 + Penalty 3380.616332 = -4115250.921116 nChanged 3 SP:Iteration 102Q (2573.165516 sec): 3 clusters Score: Raw -4118632.755100 + Penalty 3380.616332 = -4115252.138768 nChanged 3 SP:Iteration 103Q (2573.254458 sec): 3 clusters Score: Raw -4118634.320557 + Penalty 3380.616332 = -4115253.704225 nChanged 3 SP:Iteration 104Q (2573.348741 sec): 3 clusters Score: Raw -4118635.102749 + Penalty 3380.616332 = -4115254.486417 nChanged 1 SP:Iteration 105Q (2573.420350 sec): 3 clusters Score: Raw -4118635.551031 + Penalty 3380.616332 = -4115254.934699 nChanged 3 SP:Iteration 106Q (2573.494993 sec): 3 clusters Score: Raw -4118636.197312 + Penalty 3380.616332 = -4115255.580979 nChanged 1 SP:Iteration 107Q (2573.589869 sec): 3 clusters Score: Raw -4118636.363160 + Penalty 3380.616332 = -4115255.746828 nChanged 1 SP:Iteration 108Q (2573.674085 sec): 3 clusters Score: Raw -4118636.581941 + Penalty 3380.616332 = -4115255.965608 nChanged 0 SP:Iteration 109F (2573.775834 sec): 3 clusters Score: Raw -4118636.581941 + Penalty 3380.616332 = -4115255.965608 nChanged 0 Iteration 179Q (2580.777782 sec): 40 clusters Score: Raw -84140306.534182 + Penalty 85183.316683 = -84055123.217499 nChanged 230 Iteration 180F (2598.093529 sec): 40 clusters Score: Raw -84140318.698379 + Penalty 85183.316683 = -84055135.381697 nChanged 260 Iteration 181Q (2605.452606 sec): 40 clusters Score: Raw -84140330.934620 + Penalty 85183.316683 = -84055147.617938 nChanged 241 Iteration 182Q (2612.710014 sec): 40 clusters Score: Raw -84140341.204897 + Penalty 85183.316683 = -84055157.888215 nChanged 217 Iteration 183Q (2620.110632 sec): 40 clusters Score: Raw -84140350.269543 + Penalty 85183.316683 = -84055166.952860 nChanged 196 Iteration 184Q (2627.424325 sec): 40 clusters Score: Raw -84140358.140727 + Penalty 85183.316683 = -84055174.824044 nChanged 192 Iteration 185Q (2634.792061 sec): 40 clusters Score: Raw -84140364.810521 + Penalty 85183.316683 = -84055181.493838 nChanged 158 Iteration 186Q (2642.118732 sec): 40 clusters Score: Raw -84140370.251169 + Penalty 85183.316683 = -84055186.934486 nChanged 151 Iteration 187Q (2649.550971 sec): 40 clusters Score: Raw -84140375.531013 + Penalty 85183.316683 = -84055192.214330 nChanged 152 Iteration 188Q (2656.753968 sec): 40 clusters Score: Raw -84140380.612978 + Penalty 85183.316683 = -84055197.296295 nChanged 145 Iteration 189Q (2663.904296 sec): 40 clusters Score: Raw -84140385.846167 + Penalty 85183.316683 = -84055202.529484 nChanged 147 Iteration 190Q (2671.071976 sec): 40 clusters Score: Raw -84140390.995854 + Penalty 85183.316683 = -84055207.679171 nChanged 138 Iteration 191Q (2678.248120 sec): 40 clusters Score: Raw -84140395.853413 + Penalty 85183.316683 = -84055212.536730 nChanged 130 Iteration 192Q (2685.381761 sec): 40 clusters Score: Raw -84140400.972219 + Penalty 85183.316683 = -84055217.655536 nChanged 141 Iteration 193Q (2692.580831 sec): 40 clusters Score: Raw -84140405.989945 + Penalty 85183.316683 = -84055222.673262 nChanged 143 Iteration 194Q (2699.742055 sec): 40 clusters Score: Raw -84140410.811545 + Penalty 85183.316683 = -84055227.494863 nChanged 150 Iteration 195Q (2706.898830 sec): 40 clusters Score: Raw -84140415.526729 + Penalty 85183.316683 = -84055232.210046 nChanged 141 Iteration 196Q (2714.139574 sec): 40 clusters Score: Raw -84140419.855025 + Penalty 85183.316683 = -84055236.538343 nChanged 129 Iteration 197Q (2721.344129 sec): 40 clusters Score: Raw -84140423.332214 + Penalty 85183.316683 = -84055240.015532 nChanged 124 Iteration 198Q (2728.591841 sec): 40 clusters Score: Raw -84140426.974765 + Penalty 85183.316683 = -84055243.658082 nChanged 105 Iteration 199Q (2735.871179 sec): 40 clusters Score: Raw -84140429.709068 + Penalty 85183.316683 = -84055246.392386 nChanged 101 Iteration 200F (2752.151685 sec): 40 clusters Score: Raw -84140432.419610 + Penalty 85183.316683 = -84055249.102928 nChanged 93 Iteration 201Q (2759.453435 sec): 40 clusters Score: Raw -84140434.770019 + Penalty 85183.316683 = -84055251.453336 nChanged 99 Iteration 202Q (2766.684614 sec): 40 clusters Score: Raw -84140437.598619 + Penalty 85183.316683 = -84055254.281936 nChanged 99 Iteration 203Q (2773.811179 sec): 40 clusters Score: Raw -84140440.341229 + Penalty 85183.316683 = -84055257.024546 nChanged 97 Iteration 204Q (2781.083184 sec): 40 clusters Score: Raw -84140443.050268 + Penalty 85183.316683 = -84055259.733586 nChanged 96 Iteration 205Q (2788.261961 sec): 40 clusters Score: Raw -84140445.739288 + Penalty 85183.316683 = -84055262.422605 nChanged 91 Iteration 206Q (2795.489171 sec): 40 clusters Score: Raw -84140448.662605 + Penalty 85183.316683 = -84055265.345922 nChanged 100 Iteration 207Q (2802.643645 sec): 40 clusters Score: Raw -84140451.469181 + Penalty 85183.316683 = -84055268.152498 nChanged 97 Iteration 208Q (2809.765062 sec): 40 clusters Score: Raw -84140453.942519 + Penalty 85183.316683 = -84055270.625836 nChanged 83 Iteration 209Q (2817.008460 sec): 40 clusters Score: Raw -84140455.900642 + Penalty 85183.316683 = -84055272.583960 nChanged 65 Iteration 210Q (2824.431406 sec): 40 clusters Score: Raw -84140457.510246 + Penalty 85183.316683 = -84055274.193563 nChanged 45 Iteration 211Q (2831.856149 sec): 40 clusters Score: Raw -84140458.569414 + Penalty 85183.316683 = -84055275.252731 nChanged 45 Iteration 212Q (2839.256380 sec): 40 clusters Score: Raw -84140459.547615 + Penalty 85183.316683 = -84055276.230933 nChanged 32 Iteration 213Q (2846.652933 sec): 40 clusters Score: Raw -84140460.060863 + Penalty 85183.316683 = -84055276.744181 nChanged 34 Iteration 214Q (2854.159885 sec): 40 clusters Score: Raw -84140460.582118 + Penalty 85183.316683 = -84055277.265435 nChanged 24 Iteration 215Q (2861.655352 sec): 40 clusters Score: Raw -84140460.956667 + Penalty 85183.316683 = -84055277.639984 nChanged 24 Iteration 216Q (2868.985826 sec): 40 clusters Score: Raw -84140461.323205 + Penalty 85183.316683 = -84055278.006522 nChanged 21 Iteration 217Q (2876.506722 sec): 40 clusters Score: Raw -84140461.783611 + Penalty 85183.316683 = -84055278.466929 nChanged 29 Iteration 218Q (2883.994827 sec): 40 clusters Score: Raw -84140462.224062 + Penalty 85183.316683 = -84055278.907380 nChanged 31 Writing temp clu file Because OldScore, -84055278.466929, is greater than current (better) Score,-84055278.907380 Compute initial score before splitting: Score: Raw -84140462.224062 + Penalty 85183.316683 = -84055278.907380 Trying to split cluster 1 (3150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2884.239074 sec): 2 clusters Score: Raw -376786.996431 + Penalty 1308.963131 = -375478.033300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2884.292832 sec): 3 clusters Score: Raw -375308.513591 + Penalty 2617.926263 = -372690.587329 nChanged 1197 SP:Iteration 1F (2884.343746 sec): 3 clusters Score: Raw -376030.866930 + Penalty 2617.926263 = -373412.940667 nChanged 265 SP:Iteration 2F (2884.395793 sec): 3 clusters Score: Raw -376227.042188 + Penalty 2617.926263 = -373609.115926 nChanged 198 SP:Iteration 3F (2884.428054 sec): 3 clusters Score: Raw -376378.636699 + Penalty 2617.926263 = -373760.710436 nChanged 158 SP:Iteration 4F (2884.480345 sec): 3 clusters Score: Raw -376541.992377 + Penalty 2617.926263 = -373924.066114 nChanged 164 SP:Iteration 5F (2884.528678 sec): 3 clusters Score: Raw -376713.204743 + Penalty 2617.926263 = -374095.278480 nChanged 164 SP:Iteration 6F (2884.579617 sec): 3 clusters Score: Raw -376876.246256 + Penalty 2617.926263 = -374258.319993 nChanged 147 SP:Iteration 7Q (2884.627435 sec): 3 clusters Score: Raw -376999.935751 + Penalty 2617.926263 = -374382.009488 nChanged 105 SP:Iteration 8Q (2884.685306 sec): 3 clusters Score: Raw -377080.552761 + Penalty 2617.926263 = -374462.626499 nChanged 74 SP:Iteration 9Q (2884.721069 sec): 3 clusters Score: Raw -377126.451910 + Penalty 2617.926263 = -374508.525647 nChanged 55 SP:Iteration 10Q (2884.770353 sec): 3 clusters Score: Raw -377156.539296 + Penalty 2617.926263 = -374538.613034 nChanged 54 SP:Iteration 11Q (2884.819280 sec): 3 clusters Score: Raw -377184.065986 + Penalty 2617.926263 = -374566.139724 nChanged 44 SP:Iteration 12Q (2884.865929 sec): 3 clusters Score: Raw -377208.925044 + Penalty 2617.926263 = -374590.998781 nChanged 37 SP:Iteration 13Q (2884.898635 sec): 3 clusters Score: Raw -377228.597925 + Penalty 2617.926263 = -374610.671662 nChanged 34 SP:Iteration 14Q (2884.957770 sec): 3 clusters Score: Raw -377243.286977 + Penalty 2617.926263 = -374625.360714 nChanged 25 SP:Iteration 15Q (2884.997759 sec): 3 clusters Score: Raw -377256.779480 + Penalty 2617.926263 = -374638.853217 nChanged 35 SP:Iteration 16Q (2885.048322 sec): 3 clusters Score: Raw -377272.242288 + Penalty 2617.926263 = -374654.316025 nChanged 30 SP:Iteration 17Q (2885.104372 sec): 3 clusters Score: Raw -377285.407757 + Penalty 2617.926263 = -374667.481494 nChanged 26 SP:Iteration 18Q (2885.157065 sec): 3 clusters Score: Raw -377299.066902 + Penalty 2617.926263 = -374681.140639 nChanged 28 SP:Iteration 19Q (2885.196295 sec): 3 clusters Score: Raw -377314.075195 + Penalty 2617.926263 = -374696.148932 nChanged 32 SP:Iteration 20F (2885.244828 sec): 3 clusters Score: Raw -377334.559904 + Penalty 2617.926263 = -374716.633642 nChanged 36 SP:Iteration 21Q (2885.282523 sec): 3 clusters Score: Raw -377361.941779 + Penalty 2617.926263 = -374744.015516 nChanged 34 SP:Iteration 22Q (2885.331042 sec): 3 clusters Score: Raw -377382.887174 + Penalty 2617.926263 = -374764.960911 nChanged 43 SP:Iteration 23Q (2885.387394 sec): 3 clusters Score: Raw -377411.152595 + Penalty 2617.926263 = -374793.226333 nChanged 42 SP:Iteration 24Q (2885.425230 sec): 3 clusters Score: Raw -377443.761680 + Penalty 2617.926263 = -374825.835418 nChanged 38 SP:Iteration 25Q (2885.480379 sec): 3 clusters Score: Raw -377488.194307 + Penalty 2617.926263 = -374870.268044 nChanged 50 SP:Iteration 26Q (2885.516425 sec): 3 clusters Score: Raw -377539.869253 + Penalty 2617.926263 = -374921.942990 nChanged 46 SP:Iteration 27Q (2885.560389 sec): 3 clusters Score: Raw -377591.483278 + Penalty 2617.926263 = -374973.557015 nChanged 41 SP:Iteration 28Q (2885.608684 sec): 3 clusters Score: Raw -377650.969025 + Penalty 2617.926263 = -375033.042762 nChanged 42 SP:Iteration 29Q (2885.647460 sec): 3 clusters Score: Raw -377730.860895 + Penalty 2617.926263 = -375112.934632 nChanged 49 SP:Iteration 30Q (2885.685573 sec): 3 clusters Score: Raw -377766.462455 + Penalty 2617.926263 = -375148.536192 nChanged 21 SP:Iteration 31Q (2885.733545 sec): 3 clusters Score: Raw -377779.100424 + Penalty 2617.926263 = -375161.174161 nChanged 21 SP:Iteration 32Q (2885.774701 sec): 3 clusters Score: Raw -377788.830156 + Penalty 2617.926263 = -375170.903893 nChanged 19 SP:Iteration 33Q (2885.820042 sec): 3 clusters Score: Raw -377795.208886 + Penalty 2617.926263 = -375177.282623 nChanged 18 SP:Iteration 34Q (2885.863824 sec): 3 clusters Score: Raw -377801.260156 + Penalty 2617.926263 = -375183.333894 nChanged 12 SP:Iteration 35Q (2885.909601 sec): 3 clusters Score: Raw -377805.186727 + Penalty 2617.926263 = -375187.260464 nChanged 10 SP:Iteration 36Q (2885.964802 sec): 3 clusters Score: Raw -377809.463389 + Penalty 2617.926263 = -375191.537126 nChanged 6 SP:Iteration 37Q (2886.005524 sec): 3 clusters Score: Raw -377810.773280 + Penalty 2617.926263 = -375192.847017 nChanged 6 SP:Iteration 38Q (2886.049398 sec): 3 clusters Score: Raw -377812.902146 + Penalty 2617.926263 = -375194.975883 nChanged 7 SP:Iteration 39Q (2886.098696 sec): 3 clusters Score: Raw -377815.326250 + Penalty 2617.926263 = -375197.399987 nChanged 6 SP:Iteration 40F (2886.144253 sec): 3 clusters Score: Raw -377817.735209 + Penalty 2617.926263 = -375199.808946 nChanged 5 SP:Iteration 41Q (2886.181290 sec): 3 clusters Score: Raw -377820.495882 + Penalty 2617.926263 = -375202.569620 nChanged 10 SP:Iteration 42Q (2886.221175 sec): 3 clusters Score: Raw -377824.840351 + Penalty 2617.926263 = -375206.914088 nChanged 12 SP:Iteration 43Q (2886.265245 sec): 3 clusters Score: Raw -377828.349335 + Penalty 2617.926263 = -375210.423072 nChanged 12 SP:Iteration 44Q (2886.326255 sec): 3 clusters Score: Raw -377833.055392 + Penalty 2617.926263 = -375215.129129 nChanged 10 SP:Iteration 45Q (2886.364440 sec): 3 clusters Score: Raw -377836.858222 + Penalty 2617.926263 = -375218.931959 nChanged 10 SP:Iteration 46Q (2886.408021 sec): 3 clusters Score: Raw -377840.508906 + Penalty 2617.926263 = -375222.582644 nChanged 8 SP:Iteration 47Q (2886.462508 sec): 3 clusters Score: Raw -377843.036192 + Penalty 2617.926263 = -375225.109929 nChanged 4 SP:Iteration 48Q (2886.499970 sec): 3 clusters Score: Raw -377844.054463 + Penalty 2617.926263 = -375226.128200 nChanged 1 SP:Iteration 49Q (2886.548520 sec): 3 clusters Score: Raw -377844.567497 + Penalty 2617.926263 = -375226.641234 nChanged 2 SP:Iteration 50Q (2886.594287 sec): 3 clusters Score: Raw -377844.933250 + Penalty 2617.926263 = -375227.006987 nChanged 1 SP:Iteration 51Q (2886.641353 sec): 3 clusters Score: Raw -377845.142335 + Penalty 2617.926263 = -375227.216072 nChanged 1 SP:Iteration 52Q (2886.688437 sec): 3 clusters Score: Raw -377845.381662 + Penalty 2617.926263 = -375227.455399 nChanged 0 SP:Iteration 53F (2886.731920 sec): 3 clusters Score: Raw -377845.381662 + Penalty 2617.926263 = -375227.455399 nChanged 0 Trying to split cluster 2 (17155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2886.778317 sec): 2 clusters Score: Raw -2020206.485646 + Penalty 1584.382305 = -2018622.103341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2886.857117 sec): 3 clusters Score: Raw -2010110.170307 + Penalty 3168.764610 = -2006941.405697 nChanged 7715 SP:Iteration 1F (2886.920569 sec): 3 clusters Score: Raw -2014573.938730 + Penalty 3168.764610 = -2011405.174119 nChanged 1158 SP:Iteration 2F (2886.986963 sec): 3 clusters Score: Raw -2015201.795349 + Penalty 3168.764610 = -2012033.030738 nChanged 1082 SP:Iteration 3F (2887.049612 sec): 3 clusters Score: Raw -2015897.937287 + Penalty 3168.764610 = -2012729.172677 nChanged 1074 SP:Iteration 4F (2887.121451 sec): 3 clusters Score: Raw -2016623.488402 + Penalty 3168.764610 = -2013454.723792 nChanged 1066 SP:Iteration 5F (2887.181388 sec): 3 clusters Score: Raw -2017328.526777 + Penalty 3168.764610 = -2014159.762167 nChanged 939 SP:Iteration 6F (2887.254690 sec): 3 clusters Score: Raw -2017956.115367 + Penalty 3168.764610 = -2014787.350757 nChanged 860 SP:Iteration 7F (2887.330290 sec): 3 clusters Score: Raw -2018560.491043 + Penalty 3168.764610 = -2015391.726432 nChanged 784 SP:Iteration 8Q (2887.390687 sec): 3 clusters Score: Raw -2019071.756606 + Penalty 3168.764610 = -2015902.991996 nChanged 632 SP:Iteration 9Q (2887.457432 sec): 3 clusters Score: Raw -2019503.355309 + Penalty 3168.764610 = -2016334.590699 nChanged 577 SP:Iteration 10Q (2887.518672 sec): 3 clusters Score: Raw -2019867.896157 + Penalty 3168.764610 = -2016699.131546 nChanged 448 SP:Iteration 11Q (2887.584623 sec): 3 clusters Score: Raw -2020148.401265 + Penalty 3168.764610 = -2016979.636654 nChanged 403 SP:Iteration 12Q (2887.646050 sec): 3 clusters Score: Raw -2020389.802982 + Penalty 3168.764610 = -2017221.038372 nChanged 356 SP:Iteration 13Q (2887.717130 sec): 3 clusters Score: Raw -2020597.801348 + Penalty 3168.764610 = -2017429.036738 nChanged 327 SP:Iteration 14Q (2887.783391 sec): 3 clusters Score: Raw -2020766.728392 + Penalty 3168.764610 = -2017597.963782 nChanged 266 SP:Iteration 15Q (2887.845561 sec): 3 clusters Score: Raw -2020909.442650 + Penalty 3168.764610 = -2017740.678039 nChanged 248 SP:Iteration 16Q (2887.915389 sec): 3 clusters Score: Raw -2021024.522755 + Penalty 3168.764610 = -2017855.758144 nChanged 216 SP:Iteration 17Q (2887.979139 sec): 3 clusters Score: Raw -2021117.123527 + Penalty 3168.764610 = -2017948.358917 nChanged 177 SP:Iteration 18Q (2888.051583 sec): 3 clusters Score: Raw -2021182.678173 + Penalty 3168.764610 = -2018013.913562 nChanged 128 SP:Iteration 19Q (2888.119787 sec): 3 clusters Score: Raw -2021216.997834 + Penalty 3168.764610 = -2018048.233224 nChanged 112 SP:Iteration 20F (2888.190820 sec): 3 clusters Score: Raw -2021245.666794 + Penalty 3168.764610 = -2018076.902183 nChanged 94 SP:Iteration 21Q (2888.251969 sec): 3 clusters Score: Raw -2021268.191208 + Penalty 3168.764610 = -2018099.426597 nChanged 78 SP:Iteration 22Q (2888.318862 sec): 3 clusters Score: Raw -2021285.935877 + Penalty 3168.764610 = -2018117.171266 nChanged 73 SP:Iteration 23Q (2888.382383 sec): 3 clusters Score: Raw -2021300.151425 + Penalty 3168.764610 = -2018131.386814 nChanged 65 SP:Iteration 24Q (2888.429837 sec): 3 clusters Score: Raw -2021310.324115 + Penalty 3168.764610 = -2018141.559504 nChanged 60 SP:Iteration 25Q (2888.490440 sec): 3 clusters Score: Raw -2021318.832832 + Penalty 3168.764610 = -2018150.068222 nChanged 40 SP:Iteration 26Q (2888.568894 sec): 3 clusters Score: Raw -2021325.528349 + Penalty 3168.764610 = -2018156.763739 nChanged 47 SP:Iteration 27Q (2888.631971 sec): 3 clusters Score: Raw -2021331.880165 + Penalty 3168.764610 = -2018163.115554 nChanged 33 SP:Iteration 28Q (2888.697152 sec): 3 clusters Score: Raw -2021335.980255 + Penalty 3168.764610 = -2018167.215645 nChanged 27 SP:Iteration 29Q (2888.766320 sec): 3 clusters Score: Raw -2021339.129672 + Penalty 3168.764610 = -2018170.365061 nChanged 27 SP:Iteration 30Q (2888.828726 sec): 3 clusters Score: Raw -2021341.919900 + Penalty 3168.764610 = -2018173.155289 nChanged 25 SP:Iteration 31Q (2888.904621 sec): 3 clusters Score: Raw -2021344.342410 + Penalty 3168.764610 = -2018175.577800 nChanged 20 SP:Iteration 32Q (2888.973816 sec): 3 clusters Score: Raw -2021346.320689 + Penalty 3168.764610 = -2018177.556079 nChanged 22 SP:Iteration 33Q (2889.033449 sec): 3 clusters Score: Raw -2021348.908678 + Penalty 3168.764610 = -2018180.144068 nChanged 26 SP:Iteration 34Q (2889.096147 sec): 3 clusters Score: Raw -2021353.272303 + Penalty 3168.764610 = -2018184.507692 nChanged 23 SP:Iteration 35Q (2889.170020 sec): 3 clusters Score: Raw -2021356.701398 + Penalty 3168.764610 = -2018187.936787 nChanged 26 SP:Iteration 36Q (2889.230846 sec): 3 clusters Score: Raw -2021360.107353 + Penalty 3168.764610 = -2018191.342742 nChanged 32 SP:Iteration 37Q (2889.296159 sec): 3 clusters Score: Raw -2021363.958948 + Penalty 3168.764610 = -2018195.194338 nChanged 29 SP:Iteration 38Q (2889.359645 sec): 3 clusters Score: Raw -2021367.281888 + Penalty 3168.764610 = -2018198.517278 nChanged 31 SP:Iteration 39Q (2889.432198 sec): 3 clusters Score: Raw -2021371.272869 + Penalty 3168.764610 = -2018202.508258 nChanged 20 SP:Iteration 40F (2889.499506 sec): 3 clusters Score: Raw -2021373.301183 + Penalty 3168.764610 = -2018204.536573 nChanged 18 SP:Iteration 41Q (2889.567461 sec): 3 clusters Score: Raw -2021375.019638 + Penalty 3168.764610 = -2018206.255028 nChanged 19 SP:Iteration 42Q (2889.637289 sec): 3 clusters Score: Raw -2021376.957912 + Penalty 3168.764610 = -2018208.193302 nChanged 15 SP:Iteration 43Q (2889.709013 sec): 3 clusters Score: Raw -2021378.275426 + Penalty 3168.764610 = -2018209.510815 nChanged 10 SP:Iteration 44Q (2889.768837 sec): 3 clusters Score: Raw -2021379.028754 + Penalty 3168.764610 = -2018210.264143 nChanged 10 SP:Iteration 45Q (2889.834287 sec): 3 clusters Score: Raw -2021379.684230 + Penalty 3168.764610 = -2018210.919620 nChanged 5 SP:Iteration 46Q (2889.907297 sec): 3 clusters Score: Raw -2021380.000154 + Penalty 3168.764610 = -2018211.235544 nChanged 2 SP:Iteration 47Q (2889.969931 sec): 3 clusters Score: Raw -2021380.110504 + Penalty 3168.764610 = -2018211.345894 nChanged 0 SP:Iteration 48F (2890.039091 sec): 3 clusters Score: Raw -2021380.110504 + Penalty 3168.764610 = -2018211.345894 nChanged 0 Trying to split cluster 3 (58044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2890.125814 sec): 2 clusters Score: Raw -7389872.983879 + Penalty 1782.455451 = -7388090.528428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2890.266729 sec): 3 clusters Score: Raw -7353075.574825 + Penalty 3564.910902 = -7349510.663922 nChanged 27403 SP:Iteration 1F (2890.395232 sec): 3 clusters Score: Raw -7370520.473152 + Penalty 3564.910902 = -7366955.562250 nChanged 3653 SP:Iteration 2F (2890.524514 sec): 3 clusters Score: Raw -7372514.486424 + Penalty 3564.910902 = -7368949.575522 nChanged 3729 SP:Iteration 3F (2890.654148 sec): 3 clusters Score: Raw -7374528.322598 + Penalty 3564.910902 = -7370963.411695 nChanged 3481 SP:Iteration 4F (2890.790471 sec): 3 clusters Score: Raw -7376249.621550 + Penalty 3564.910902 = -7372684.710647 nChanged 3124 SP:Iteration 5F (2890.924575 sec): 3 clusters Score: Raw -7377661.349998 + Penalty 3564.910902 = -7374096.439095 nChanged 2577 SP:Iteration 6Q (2891.068902 sec): 3 clusters Score: Raw -7378717.535754 + Penalty 3564.910902 = -7375152.624852 nChanged 2231 SP:Iteration 7Q (2891.205701 sec): 3 clusters Score: Raw -7379596.466716 + Penalty 3564.910902 = -7376031.555814 nChanged 2018 SP:Iteration 8Q (2891.334312 sec): 3 clusters Score: Raw -7380382.158884 + Penalty 3564.910902 = -7376817.247981 nChanged 1909 SP:Iteration 9Q (2891.476197 sec): 3 clusters Score: Raw -7381190.430940 + Penalty 3564.910902 = -7377625.520037 nChanged 1847 SP:Iteration 10Q (2891.616289 sec): 3 clusters Score: Raw -7381978.989869 + Penalty 3564.910902 = -7378414.078967 nChanged 1768 SP:Iteration 11Q (2891.745323 sec): 3 clusters Score: Raw -7382663.456544 + Penalty 3564.910902 = -7379098.545642 nChanged 1545 SP:Iteration 12Q (2891.886438 sec): 3 clusters Score: Raw -7383206.723719 + Penalty 3564.910902 = -7379641.812816 nChanged 1284 SP:Iteration 13Q (2892.017887 sec): 3 clusters Score: Raw -7383587.820313 + Penalty 3564.910902 = -7380022.909410 nChanged 1029 SP:Iteration 14Q (2892.169332 sec): 3 clusters Score: Raw -7383845.041960 + Penalty 3564.910902 = -7380280.131057 nChanged 809 SP:Iteration 15Q (2892.304924 sec): 3 clusters Score: Raw -7384027.097508 + Penalty 3564.910902 = -7380462.186606 nChanged 704 SP:Iteration 16Q (2892.434504 sec): 3 clusters Score: Raw -7384180.146408 + Penalty 3564.910902 = -7380615.235505 nChanged 673 SP:Iteration 17Q (2892.561006 sec): 3 clusters Score: Raw -7384335.707112 + Penalty 3564.910902 = -7380770.796210 nChanged 660 SP:Iteration 18Q (2892.690401 sec): 3 clusters Score: Raw -7384487.016722 + Penalty 3564.910902 = -7380922.105820 nChanged 624 SP:Iteration 19Q (2892.820409 sec): 3 clusters Score: Raw -7384618.239142 + Penalty 3564.910902 = -7381053.328239 nChanged 582 SP:Iteration 20F (2892.945721 sec): 3 clusters Score: Raw -7384737.522265 + Penalty 3564.910902 = -7381172.611363 nChanged 568 SP:Iteration 21Q (2893.074051 sec): 3 clusters Score: Raw -7384856.102126 + Penalty 3564.910902 = -7381291.191224 nChanged 608 SP:Iteration 22Q (2893.206591 sec): 3 clusters Score: Raw -7384987.713473 + Penalty 3564.910902 = -7381422.802571 nChanged 578 SP:Iteration 23Q (2893.326679 sec): 3 clusters Score: Raw -7385113.284174 + Penalty 3564.910902 = -7381548.373272 nChanged 621 SP:Iteration 24Q (2893.461510 sec): 3 clusters Score: Raw -7385250.897855 + Penalty 3564.910902 = -7381685.986952 nChanged 636 SP:Iteration 25Q (2893.609554 sec): 3 clusters Score: Raw -7385394.377662 + Penalty 3564.910902 = -7381829.466759 nChanged 630 SP:Iteration 26Q (2893.747473 sec): 3 clusters Score: Raw -7385544.403269 + Penalty 3564.910902 = -7381979.492367 nChanged 655 SP:Iteration 27Q (2893.887419 sec): 3 clusters Score: Raw -7385704.400391 + Penalty 3564.910902 = -7382139.489488 nChanged 640 SP:Iteration 28Q (2894.029356 sec): 3 clusters Score: Raw -7385858.528371 + Penalty 3564.910902 = -7382293.617468 nChanged 638 SP:Iteration 29Q (2894.175533 sec): 3 clusters Score: Raw -7386017.593552 + Penalty 3564.910902 = -7382452.682650 nChanged 648 SP:Iteration 30Q (2894.316630 sec): 3 clusters Score: Raw -7386183.803938 + Penalty 3564.910902 = -7382618.893036 nChanged 647 SP:Iteration 31Q (2894.447718 sec): 3 clusters Score: Raw -7386349.687698 + Penalty 3564.910902 = -7382784.776796 nChanged 638 SP:Iteration 32Q (2894.589411 sec): 3 clusters Score: Raw -7386517.392517 + Penalty 3564.910902 = -7382952.481615 nChanged 674 SP:Iteration 33Q (2894.721710 sec): 3 clusters Score: Raw -7386713.694528 + Penalty 3564.910902 = -7383148.783626 nChanged 656 SP:Iteration 34Q (2894.854803 sec): 3 clusters Score: Raw -7386912.792748 + Penalty 3564.910902 = -7383347.881846 nChanged 614 SP:Iteration 35Q (2894.978595 sec): 3 clusters Score: Raw -7387098.616594 + Penalty 3564.910902 = -7383533.705691 nChanged 631 SP:Iteration 36Q (2895.104665 sec): 3 clusters Score: Raw -7387293.101692 + Penalty 3564.910902 = -7383728.190790 nChanged 569 SP:Iteration 37Q (2895.236133 sec): 3 clusters Score: Raw -7387468.102022 + Penalty 3564.910902 = -7383903.191120 nChanged 596 SP:Iteration 38Q (2895.364285 sec): 3 clusters Score: Raw -7387667.305243 + Penalty 3564.910902 = -7384102.394341 nChanged 595 SP:Iteration 39Q (2895.485921 sec): 3 clusters Score: Raw -7387868.798877 + Penalty 3564.910902 = -7384303.887975 nChanged 539 SP:Iteration 40F (2895.601550 sec): 3 clusters Score: Raw -7388056.361333 + Penalty 3564.910902 = -7384491.450431 nChanged 512 SP:Iteration 41Q (2895.725163 sec): 3 clusters Score: Raw -7388229.908811 + Penalty 3564.910902 = -7384664.997909 nChanged 512 SP:Iteration 42Q (2895.846430 sec): 3 clusters Score: Raw -7388405.283415 + Penalty 3564.910902 = -7384840.372513 nChanged 475 SP:Iteration 43Q (2895.965249 sec): 3 clusters Score: Raw -7388584.410109 + Penalty 3564.910902 = -7385019.499207 nChanged 453 SP:Iteration 44Q (2896.084849 sec): 3 clusters Score: Raw -7388758.625605 + Penalty 3564.910902 = -7385193.714703 nChanged 432 SP:Iteration 45Q (2896.215698 sec): 3 clusters Score: Raw -7388929.731788 + Penalty 3564.910902 = -7385364.820886 nChanged 406 SP:Iteration 46Q (2896.339876 sec): 3 clusters Score: Raw -7389093.122860 + Penalty 3564.910902 = -7385528.211958 nChanged 364 SP:Iteration 47Q (2896.465771 sec): 3 clusters Score: Raw -7389242.104447 + Penalty 3564.910902 = -7385677.193544 nChanged 319 SP:Iteration 48Q (2896.593646 sec): 3 clusters Score: Raw -7389370.230084 + Penalty 3564.910902 = -7385805.319182 nChanged 276 SP:Iteration 49Q (2896.716129 sec): 3 clusters Score: Raw -7389476.002830 + Penalty 3564.910902 = -7385911.091928 nChanged 250 SP:Iteration 50Q (2896.844345 sec): 3 clusters Score: Raw -7389570.843448 + Penalty 3564.910902 = -7386005.932545 nChanged 223 SP:Iteration 51Q (2896.969207 sec): 3 clusters Score: Raw -7389666.935603 + Penalty 3564.910902 = -7386102.024701 nChanged 198 SP:Iteration 52Q (2897.078427 sec): 3 clusters Score: Raw -7389765.805570 + Penalty 3564.910902 = -7386200.894668 nChanged 183 SP:Iteration 53Q (2897.205337 sec): 3 clusters Score: Raw -7389853.558265 + Penalty 3564.910902 = -7386288.647363 nChanged 170 SP:Iteration 54Q (2897.324230 sec): 3 clusters Score: Raw -7389937.878607 + Penalty 3564.910902 = -7386372.967704 nChanged 149 SP:Iteration 55Q (2897.454175 sec): 3 clusters Score: Raw -7390019.111636 + Penalty 3564.910902 = -7386454.200734 nChanged 147 SP:Iteration 56Q (2897.575769 sec): 3 clusters Score: Raw -7390113.304704 + Penalty 3564.910902 = -7386548.393802 nChanged 118 SP:Iteration 57Q (2897.705403 sec): 3 clusters Score: Raw -7390176.062717 + Penalty 3564.910902 = -7386611.151815 nChanged 83 SP:Iteration 58Q (2897.832869 sec): 3 clusters Score: Raw -7390227.085413 + Penalty 3564.910902 = -7386662.174510 nChanged 78 SP:Iteration 59Q (2897.957000 sec): 3 clusters Score: Raw -7390275.219693 + Penalty 3564.910902 = -7386710.308791 nChanged 66 SP:Iteration 60F (2898.102632 sec): 3 clusters Score: Raw -7390313.710256 + Penalty 3564.910902 = -7386748.799354 nChanged 51 SP:Iteration 61Q (2898.228958 sec): 3 clusters Score: Raw -7390339.809504 + Penalty 3564.910902 = -7386774.898602 nChanged 39 SP:Iteration 62Q (2898.349764 sec): 3 clusters Score: Raw -7390355.512169 + Penalty 3564.910902 = -7386790.601267 nChanged 34 SP:Iteration 63Q (2898.473523 sec): 3 clusters Score: Raw -7390369.199477 + Penalty 3564.910902 = -7386804.288574 nChanged 26 SP:Iteration 64Q (2898.596792 sec): 3 clusters Score: Raw -7390379.128107 + Penalty 3564.910902 = -7386814.217205 nChanged 14 SP:Iteration 65Q (2898.718890 sec): 3 clusters Score: Raw -7390382.842427 + Penalty 3564.910902 = -7386817.931525 nChanged 9 SP:Iteration 66Q (2898.824245 sec): 3 clusters Score: Raw -7390386.445667 + Penalty 3564.910902 = -7386821.534765 nChanged 10 SP:Iteration 67Q (2898.942426 sec): 3 clusters Score: Raw -7390389.617229 + Penalty 3564.910902 = -7386824.706327 nChanged 8 SP:Iteration 68Q (2899.048193 sec): 3 clusters Score: Raw -7390392.006396 + Penalty 3564.910902 = -7386827.095493 nChanged 5 SP:Iteration 69Q (2899.160017 sec): 3 clusters Score: Raw -7390393.320359 + Penalty 3564.910902 = -7386828.409457 nChanged 3 SP:Iteration 70Q (2899.280976 sec): 3 clusters Score: Raw -7390394.264651 + Penalty 3564.910902 = -7386829.353748 nChanged 6 SP:Iteration 71Q (2899.393785 sec): 3 clusters Score: Raw -7390396.590334 + Penalty 3564.910902 = -7386831.679432 nChanged 6 SP:Iteration 72Q (2899.506928 sec): 3 clusters Score: Raw -7390398.504945 + Penalty 3564.910902 = -7386833.594043 nChanged 7 SP:Iteration 73Q (2899.621226 sec): 3 clusters Score: Raw -7390400.722909 + Penalty 3564.910902 = -7386835.812007 nChanged 4 SP:Iteration 74Q (2899.731088 sec): 3 clusters Score: Raw -7390401.838992 + Penalty 3564.910902 = -7386836.928090 nChanged 4 SP:Iteration 75Q (2899.842835 sec): 3 clusters Score: Raw -7390402.838381 + Penalty 3564.910902 = -7386837.927479 nChanged 4 SP:Iteration 76Q (2899.947950 sec): 3 clusters Score: Raw -7390404.760063 + Penalty 3564.910902 = -7386839.849161 nChanged 5 SP:Iteration 77Q (2900.060807 sec): 3 clusters Score: Raw -7390406.589516 + Penalty 3564.910902 = -7386841.678614 nChanged 6 SP:Iteration 78Q (2900.183660 sec): 3 clusters Score: Raw -7390408.417658 + Penalty 3564.910902 = -7386843.506756 nChanged 3 SP:Iteration 79Q (2900.307841 sec): 3 clusters Score: Raw -7390409.264075 + Penalty 3564.910902 = -7386844.353172 nChanged 1 SP:Iteration 80F (2900.438988 sec): 3 clusters Score: Raw -7390409.638517 + Penalty 3564.910902 = -7386844.727615 nChanged 1 SP:Iteration 81Q (2900.560202 sec): 3 clusters Score: Raw -7390410.398930 + Penalty 3564.910902 = -7386845.488028 nChanged 3 SP:Iteration 82Q (2900.682092 sec): 3 clusters Score: Raw -7390410.810124 + Penalty 3564.910902 = -7386845.899222 nChanged 2 SP:Iteration 83Q (2900.799907 sec): 3 clusters Score: Raw -7390411.296533 + Penalty 3564.910902 = -7386846.385631 nChanged 0 SP:Iteration 84F (2900.931025 sec): 3 clusters Score: Raw -7390411.296533 + Penalty 3564.910902 = -7386846.385631 nChanged 0 Trying to split cluster 4 (12817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2900.988541 sec): 2 clusters Score: Raw -1606093.273910 + Penalty 1537.010750 = -1604556.263160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2901.059381 sec): 3 clusters Score: Raw -1598764.848697 + Penalty 3074.021500 = -1595690.827196 nChanged 5518 SP:Iteration 1F (2901.123699 sec): 3 clusters Score: Raw -1601780.172127 + Penalty 3074.021500 = -1598706.150626 nChanged 726 SP:Iteration 2F (2901.189917 sec): 3 clusters Score: Raw -1602147.649638 + Penalty 3074.021500 = -1599073.628137 nChanged 730 SP:Iteration 3F (2901.256102 sec): 3 clusters Score: Raw -1602547.244674 + Penalty 3074.021500 = -1599473.223174 nChanged 755 SP:Iteration 4F (2901.311416 sec): 3 clusters Score: Raw -1602991.052505 + Penalty 3074.021500 = -1599917.031005 nChanged 746 SP:Iteration 5F (2901.381005 sec): 3 clusters Score: Raw -1603484.379009 + Penalty 3074.021500 = -1600410.357508 nChanged 775 SP:Iteration 6F (2901.439682 sec): 3 clusters Score: Raw -1604041.156893 + Penalty 3074.021500 = -1600967.135392 nChanged 687 SP:Iteration 7F (2901.515221 sec): 3 clusters Score: Raw -1604532.120248 + Penalty 3074.021500 = -1601458.098748 nChanged 611 SP:Iteration 8Q (2901.586451 sec): 3 clusters Score: Raw -1605000.661534 + Penalty 3074.021500 = -1601926.640034 nChanged 508 SP:Iteration 9Q (2901.643672 sec): 3 clusters Score: Raw -1605411.826490 + Penalty 3074.021500 = -1602337.804989 nChanged 386 SP:Iteration 10Q (2901.717957 sec): 3 clusters Score: Raw -1605784.475844 + Penalty 3074.021500 = -1602710.454344 nChanged 277 SP:Iteration 11Q (2901.784222 sec): 3 clusters Score: Raw -1606078.373840 + Penalty 3074.021500 = -1603004.352340 nChanged 201 SP:Iteration 12Q (2901.842339 sec): 3 clusters Score: Raw -1606237.061121 + Penalty 3074.021500 = -1603163.039621 nChanged 146 SP:Iteration 13Q (2901.907020 sec): 3 clusters Score: Raw -1606335.928860 + Penalty 3074.021500 = -1603261.907359 nChanged 87 SP:Iteration 14Q (2901.973795 sec): 3 clusters Score: Raw -1606402.481268 + Penalty 3074.021500 = -1603328.459768 nChanged 76 SP:Iteration 15Q (2902.033961 sec): 3 clusters Score: Raw -1606446.503577 + Penalty 3074.021500 = -1603372.482077 nChanged 52 SP:Iteration 16Q (2902.098947 sec): 3 clusters Score: Raw -1606480.357904 + Penalty 3074.021500 = -1603406.336404 nChanged 52 SP:Iteration 17Q (2902.160266 sec): 3 clusters Score: Raw -1606510.170185 + Penalty 3074.021500 = -1603436.148685 nChanged 35 SP:Iteration 18Q (2902.217802 sec): 3 clusters Score: Raw -1606530.180907 + Penalty 3074.021500 = -1603456.159406 nChanged 24 SP:Iteration 19Q (2902.276756 sec): 3 clusters Score: Raw -1606541.307918 + Penalty 3074.021500 = -1603467.286417 nChanged 23 SP:Iteration 20F (2902.353383 sec): 3 clusters Score: Raw -1606550.838876 + Penalty 3074.021500 = -1603476.817376 nChanged 13 SP:Iteration 21Q (2902.405110 sec): 3 clusters Score: Raw -1606556.230088 + Penalty 3074.021500 = -1603482.208588 nChanged 13 SP:Iteration 22Q (2902.461850 sec): 3 clusters Score: Raw -1606563.387467 + Penalty 3074.021500 = -1603489.365967 nChanged 14 SP:Iteration 23Q (2902.522253 sec): 3 clusters Score: Raw -1606570.151888 + Penalty 3074.021500 = -1603496.130388 nChanged 17 SP:Iteration 24Q (2902.581469 sec): 3 clusters Score: Raw -1606579.275667 + Penalty 3074.021500 = -1603505.254166 nChanged 16 SP:Iteration 25Q (2902.642801 sec): 3 clusters Score: Raw -1606589.124245 + Penalty 3074.021500 = -1603515.102745 nChanged 18 SP:Iteration 26Q (2902.700339 sec): 3 clusters Score: Raw -1606600.638451 + Penalty 3074.021500 = -1603526.616951 nChanged 21 SP:Iteration 27Q (2902.761641 sec): 3 clusters Score: Raw -1606611.664178 + Penalty 3074.021500 = -1603537.642677 nChanged 23 SP:Iteration 28Q (2902.815026 sec): 3 clusters Score: Raw -1606624.419212 + Penalty 3074.021500 = -1603550.397712 nChanged 11 SP:Iteration 29Q (2902.883632 sec): 3 clusters Score: Raw -1606629.048755 + Penalty 3074.021500 = -1603555.027254 nChanged 6 SP:Iteration 30Q (2902.942732 sec): 3 clusters Score: Raw -1606632.678043 + Penalty 3074.021500 = -1603558.656543 nChanged 8 SP:Iteration 31Q (2903.005774 sec): 3 clusters Score: Raw -1606638.553135 + Penalty 3074.021500 = -1603564.531635 nChanged 15 SP:Iteration 32Q (2903.068096 sec): 3 clusters Score: Raw -1606652.098651 + Penalty 3074.021500 = -1603578.077150 nChanged 21 SP:Iteration 33Q (2903.127881 sec): 3 clusters Score: Raw -1606676.844161 + Penalty 3074.021500 = -1603602.822660 nChanged 31 SP:Iteration 34Q (2903.176185 sec): 3 clusters Score: Raw -1606718.256986 + Penalty 3074.021500 = -1603644.235486 nChanged 31 SP:Iteration 35Q (2903.234315 sec): 3 clusters Score: Raw -1606759.111179 + Penalty 3074.021500 = -1603685.089678 nChanged 29 SP:Iteration 36Q (2903.298337 sec): 3 clusters Score: Raw -1606799.639769 + Penalty 3074.021500 = -1603725.618269 nChanged 29 SP:Iteration 37Q (2903.362673 sec): 3 clusters Score: Raw -1606826.344544 + Penalty 3074.021500 = -1603752.323043 nChanged 22 SP:Iteration 38Q (2903.429505 sec): 3 clusters Score: Raw -1606841.771526 + Penalty 3074.021500 = -1603767.750025 nChanged 20 SP:Iteration 39Q (2903.484552 sec): 3 clusters Score: Raw -1606858.268171 + Penalty 3074.021500 = -1603784.246671 nChanged 17 SP:Iteration 40F (2903.562799 sec): 3 clusters Score: Raw -1606873.001610 + Penalty 3074.021500 = -1603798.980110 nChanged 15 SP:Iteration 41Q (2903.626141 sec): 3 clusters Score: Raw -1606881.279189 + Penalty 3074.021500 = -1603807.257688 nChanged 11 SP:Iteration 42Q (2903.686235 sec): 3 clusters Score: Raw -1606887.560472 + Penalty 3074.021500 = -1603813.538971 nChanged 8 SP:Iteration 43Q (2903.753690 sec): 3 clusters Score: Raw -1606891.669466 + Penalty 3074.021500 = -1603817.647966 nChanged 4 SP:Iteration 44Q (2903.820427 sec): 3 clusters Score: Raw -1606893.660217 + Penalty 3074.021500 = -1603819.638717 nChanged 4 SP:Iteration 45Q (2903.885171 sec): 3 clusters Score: Raw -1606896.010236 + Penalty 3074.021500 = -1603821.988735 nChanged 5 SP:Iteration 46Q (2903.948371 sec): 3 clusters Score: Raw -1606897.904201 + Penalty 3074.021500 = -1603823.882701 nChanged 2 SP:Iteration 47Q (2904.003879 sec): 3 clusters Score: Raw -1606899.561536 + Penalty 3074.021500 = -1603825.540036 nChanged 2 SP:Iteration 48Q (2904.063001 sec): 3 clusters Score: Raw -1606900.981691 + Penalty 3074.021500 = -1603826.960190 nChanged 2 SP:Iteration 49Q (2904.113348 sec): 3 clusters Score: Raw -1606902.392805 + Penalty 3074.021500 = -1603828.371305 nChanged 1 SP:Iteration 50Q (2904.165181 sec): 3 clusters Score: Raw -1606902.881572 + Penalty 3074.021500 = -1603828.860072 nChanged 1 SP:Iteration 51Q (2904.228259 sec): 3 clusters Score: Raw -1606903.429522 + Penalty 3074.021500 = -1603829.408021 nChanged 4 SP:Iteration 52Q (2904.294950 sec): 3 clusters Score: Raw -1606905.119506 + Penalty 3074.021500 = -1603831.098005 nChanged 3 SP:Iteration 53Q (2904.360769 sec): 3 clusters Score: Raw -1606905.843974 + Penalty 3074.021500 = -1603831.822473 nChanged 0 SP:Iteration 54F (2904.435172 sec): 3 clusters Score: Raw -1606905.843974 + Penalty 3074.021500 = -1603831.822473 nChanged 0 Trying to split cluster 5 (6249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2904.469272 sec): 2 clusters Score: Raw -786643.591088 + Penalty 1420.278719 = -785223.312369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2904.525319 sec): 3 clusters Score: Raw -783260.910957 + Penalty 2840.557437 = -780420.353519 nChanged 2638 SP:Iteration 1F (2904.575114 sec): 3 clusters Score: Raw -784697.192916 + Penalty 2840.557437 = -781856.635479 nChanged 503 SP:Iteration 2F (2904.628358 sec): 3 clusters Score: Raw -785009.687358 + Penalty 2840.557437 = -782169.129920 nChanged 410 SP:Iteration 3F (2904.686466 sec): 3 clusters Score: Raw -785251.370953 + Penalty 2840.557437 = -782410.813516 nChanged 329 SP:Iteration 4F (2904.728737 sec): 3 clusters Score: Raw -785434.492997 + Penalty 2840.557437 = -782593.935559 nChanged 299 SP:Iteration 5Q (2904.790934 sec): 3 clusters Score: Raw -785608.021602 + Penalty 2840.557437 = -782767.464165 nChanged 281 SP:Iteration 6Q (2904.840513 sec): 3 clusters Score: Raw -785764.825380 + Penalty 2840.557437 = -782924.267943 nChanged 227 SP:Iteration 7Q (2904.889074 sec): 3 clusters Score: Raw -785892.048391 + Penalty 2840.557437 = -783051.490954 nChanged 207 SP:Iteration 8Q (2904.950542 sec): 3 clusters Score: Raw -786008.001909 + Penalty 2840.557437 = -783167.444472 nChanged 191 SP:Iteration 9Q (2905.010953 sec): 3 clusters Score: Raw -786113.965017 + Penalty 2840.557437 = -783273.407579 nChanged 183 SP:Iteration 10Q (2905.055966 sec): 3 clusters Score: Raw -786218.551707 + Penalty 2840.557437 = -783377.994269 nChanged 190 SP:Iteration 11Q (2905.129008 sec): 3 clusters Score: Raw -786349.116685 + Penalty 2840.557437 = -783508.559247 nChanged 199 SP:Iteration 12Q (2905.190164 sec): 3 clusters Score: Raw -786491.506959 + Penalty 2840.557437 = -783650.949522 nChanged 178 SP:Iteration 13Q (2905.239720 sec): 3 clusters Score: Raw -786612.267845 + Penalty 2840.557437 = -783771.710408 nChanged 136 SP:Iteration 14Q (2905.284438 sec): 3 clusters Score: Raw -786702.928215 + Penalty 2840.557437 = -783862.370778 nChanged 125 SP:Iteration 15Q (2905.336264 sec): 3 clusters Score: Raw -786761.335150 + Penalty 2840.557437 = -783920.777713 nChanged 101 SP:Iteration 16Q (2905.396980 sec): 3 clusters Score: Raw -786807.808712 + Penalty 2840.557437 = -783967.251275 nChanged 80 SP:Iteration 17Q (2905.440811 sec): 3 clusters Score: Raw -786838.289386 + Penalty 2840.557437 = -783997.731949 nChanged 60 SP:Iteration 18Q (2905.490958 sec): 3 clusters Score: Raw -786862.071574 + Penalty 2840.557437 = -784021.514137 nChanged 60 SP:Iteration 19Q (2905.542663 sec): 3 clusters Score: Raw -786882.661775 + Penalty 2840.557437 = -784042.104338 nChanged 44 SP:Iteration 20F (2905.579656 sec): 3 clusters Score: Raw -786895.144116 + Penalty 2840.557437 = -784054.586679 nChanged 32 SP:Iteration 21Q (2905.647132 sec): 3 clusters Score: Raw -786901.779699 + Penalty 2840.557437 = -784061.222262 nChanged 21 SP:Iteration 22Q (2905.688818 sec): 3 clusters Score: Raw -786906.767677 + Penalty 2840.557437 = -784066.210240 nChanged 24 SP:Iteration 23Q (2905.744858 sec): 3 clusters Score: Raw -786913.465013 + Penalty 2840.557437 = -784072.907576 nChanged 25 SP:Iteration 24Q (2905.788555 sec): 3 clusters Score: Raw -786919.178030 + Penalty 2840.557437 = -784078.620593 nChanged 22 SP:Iteration 25Q (2905.840393 sec): 3 clusters Score: Raw -786924.374357 + Penalty 2840.557437 = -784083.816920 nChanged 21 SP:Iteration 26Q (2905.888302 sec): 3 clusters Score: Raw -786929.265905 + Penalty 2840.557437 = -784088.708468 nChanged 21 SP:Iteration 27Q (2905.943369 sec): 3 clusters Score: Raw -786934.690358 + Penalty 2840.557437 = -784094.132921 nChanged 22 SP:Iteration 28Q (2905.992879 sec): 3 clusters Score: Raw -786939.668613 + Penalty 2840.557437 = -784099.111176 nChanged 19 SP:Iteration 29Q (2906.047556 sec): 3 clusters Score: Raw -786943.798644 + Penalty 2840.557437 = -784103.241207 nChanged 17 SP:Iteration 30Q (2906.102227 sec): 3 clusters Score: Raw -786947.607318 + Penalty 2840.557437 = -784107.049881 nChanged 15 SP:Iteration 31Q (2906.157093 sec): 3 clusters Score: Raw -786950.446116 + Penalty 2840.557437 = -784109.888679 nChanged 10 SP:Iteration 32Q (2906.219607 sec): 3 clusters Score: Raw -786952.576340 + Penalty 2840.557437 = -784112.018903 nChanged 13 SP:Iteration 33Q (2906.262817 sec): 3 clusters Score: Raw -786956.576686 + Penalty 2840.557437 = -784116.019249 nChanged 16 SP:Iteration 34Q (2906.317332 sec): 3 clusters Score: Raw -786960.606312 + Penalty 2840.557437 = -784120.048874 nChanged 19 SP:Iteration 35Q (2906.366239 sec): 3 clusters Score: Raw -786964.779808 + Penalty 2840.557437 = -784124.222371 nChanged 19 SP:Iteration 36Q (2906.414132 sec): 3 clusters Score: Raw -786969.029788 + Penalty 2840.557437 = -784128.472350 nChanged 16 SP:Iteration 37Q (2906.470074 sec): 3 clusters Score: Raw -786973.642017 + Penalty 2840.557437 = -784133.084580 nChanged 13 SP:Iteration 38Q (2906.528493 sec): 3 clusters Score: Raw -786977.138362 + Penalty 2840.557437 = -784136.580924 nChanged 15 SP:Iteration 39Q (2906.583399 sec): 3 clusters Score: Raw -786981.568473 + Penalty 2840.557437 = -784141.011036 nChanged 23 SP:Iteration 40F (2906.631565 sec): 3 clusters Score: Raw -786986.187523 + Penalty 2840.557437 = -784145.630086 nChanged 19 SP:Iteration 41Q (2906.685077 sec): 3 clusters Score: Raw -786991.248991 + Penalty 2840.557437 = -784150.691554 nChanged 19 SP:Iteration 42Q (2906.736616 sec): 3 clusters Score: Raw -786995.062507 + Penalty 2840.557437 = -784154.505070 nChanged 10 SP:Iteration 43Q (2906.784804 sec): 3 clusters Score: Raw -786997.032048 + Penalty 2840.557437 = -784156.474611 nChanged 9 SP:Iteration 44Q (2906.840740 sec): 3 clusters Score: Raw -786998.991888 + Penalty 2840.557437 = -784158.434450 nChanged 9 SP:Iteration 45Q (2906.897559 sec): 3 clusters Score: Raw -787000.530126 + Penalty 2840.557437 = -784159.972689 nChanged 6 SP:Iteration 46Q (2906.948330 sec): 3 clusters Score: Raw -787002.957987 + Penalty 2840.557437 = -784162.400550 nChanged 6 SP:Iteration 47Q (2906.993035 sec): 3 clusters Score: Raw -787004.181105 + Penalty 2840.557437 = -784163.623668 nChanged 6 SP:Iteration 48Q (2907.042534 sec): 3 clusters Score: Raw -787006.062072 + Penalty 2840.557437 = -784165.504635 nChanged 7 SP:Iteration 49Q (2907.098260 sec): 3 clusters Score: Raw -787007.436998 + Penalty 2840.557437 = -784166.879561 nChanged 4 SP:Iteration 50Q (2907.139189 sec): 3 clusters Score: Raw -787008.102031 + Penalty 2840.557437 = -784167.544594 nChanged 5 SP:Iteration 51Q (2907.203541 sec): 3 clusters Score: Raw -787009.034561 + Penalty 2840.557437 = -784168.477124 nChanged 6 SP:Iteration 52Q (2907.255290 sec): 3 clusters Score: Raw -787010.049578 + Penalty 2840.557437 = -784169.492141 nChanged 5 SP:Iteration 53Q (2907.313697 sec): 3 clusters Score: Raw -787011.457341 + Penalty 2840.557437 = -784170.899904 nChanged 10 SP:Iteration 54Q (2907.358182 sec): 3 clusters Score: Raw -787013.556656 + Penalty 2840.557437 = -784172.999218 nChanged 7 SP:Iteration 55Q (2907.411389 sec): 3 clusters Score: Raw -787014.249445 + Penalty 2840.557437 = -784173.692008 nChanged 2 SP:Iteration 56Q (2907.461227 sec): 3 clusters Score: Raw -787014.632550 + Penalty 2840.557437 = -784174.075113 nChanged 2 SP:Iteration 57Q (2907.515194 sec): 3 clusters Score: Raw -787014.836708 + Penalty 2840.557437 = -784174.279271 nChanged 2 SP:Iteration 58Q (2907.570282 sec): 3 clusters Score: Raw -787015.105689 + Penalty 2840.557437 = -784174.548252 nChanged 0 SP:Iteration 59F (2907.635627 sec): 3 clusters Score: Raw -787015.105689 + Penalty 2840.557437 = -784174.548252 nChanged 0 Trying to split cluster 6 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2907.660274 sec): 2 clusters Score: Raw -66987.700626 + Penalty 1040.580807 = -65947.119819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2907.704090 sec): 3 clusters Score: Raw -66908.010411 + Penalty 2081.161614 = -64826.848797 nChanged 179 SP:Iteration 1F (2907.749088 sec): 3 clusters Score: Raw -67196.547389 + Penalty 2081.161614 = -65115.385774 nChanged 56 SP:Iteration 2F (2907.790979 sec): 3 clusters Score: Raw -67339.385353 + Penalty 2081.161614 = -65258.223738 nChanged 51 SP:Iteration 3F (2907.833143 sec): 3 clusters Score: Raw -67511.388706 + Penalty 2081.161614 = -65430.227091 nChanged 34 SP:Iteration 4F (2907.886299 sec): 3 clusters Score: Raw -67665.012326 + Penalty 2081.161614 = -65583.850711 nChanged 31 SP:Iteration 5F (2907.923821 sec): 3 clusters Score: Raw -67744.206785 + Penalty 2081.161614 = -65663.045170 nChanged 14 SP:Iteration 6Q (2907.967831 sec): 3 clusters Score: Raw -67784.991915 + Penalty 2081.161614 = -65703.830301 nChanged 11 SP:Iteration 7Q (2908.004556 sec): 3 clusters Score: Raw -67878.773914 + Penalty 2081.161614 = -65797.612300 nChanged 15 SP:Iteration 8Q (2908.051591 sec): 3 clusters Score: Raw -67969.576936 + Penalty 2081.161614 = -65888.415322 nChanged 12 SP:Iteration 9Q (2908.106473 sec): 3 clusters Score: Raw -68050.786628 + Penalty 2081.161614 = -65969.625013 nChanged 8 SP:Iteration 10Q (2908.147531 sec): 3 clusters Score: Raw -68074.302337 + Penalty 2081.161614 = -65993.140723 nChanged 3 SP:Iteration 11Q (2908.187511 sec): 3 clusters Score: Raw -68092.484278 + Penalty 2081.161614 = -66011.322664 nChanged 2 SP:Iteration 12Q (2908.227468 sec): 3 clusters Score: Raw -68111.312009 + Penalty 2081.161614 = -66030.150395 nChanged 2 SP:Iteration 13Q (2908.267312 sec): 3 clusters Score: Raw -68117.327058 + Penalty 2081.161614 = -66036.165444 nChanged 3 SP:Iteration 14Q (2908.313667 sec): 3 clusters Score: Raw -68126.485317 + Penalty 2081.161614 = -66045.323703 nChanged 4 SP:Iteration 15Q (2908.353984 sec): 3 clusters Score: Raw -68130.741919 + Penalty 2081.161614 = -66049.580304 nChanged 0 SP:Iteration 16F (2908.401652 sec): 3 clusters Score: Raw -68130.741919 + Penalty 2081.161614 = -66049.580304 nChanged 0 Score: Raw -84141605.651619 + Penalty 87367.504290 = -84054238.147329 Splitting cluster 6 changes total score from -84055278.907380 to -84054238.147329 So it's not getting split. Trying to split cluster 7 (11656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2926.412815 sec): 2 clusters Score: Raw -1441113.254398 + Penalty 1521.581157 = -1439591.673241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2926.469425 sec): 3 clusters Score: Raw -1434530.032402 + Penalty 3043.162313 = -1431486.870089 nChanged 5018 SP:Iteration 1F (2926.534561 sec): 3 clusters Score: Raw -1437740.333740 + Penalty 3043.162313 = -1434697.171427 nChanged 1052 SP:Iteration 2F (2926.594043 sec): 3 clusters Score: Raw -1438598.290258 + Penalty 3043.162313 = -1435555.127945 nChanged 998 SP:Iteration 3F (2926.658527 sec): 3 clusters Score: Raw -1439388.515646 + Penalty 3043.162313 = -1436345.353333 nChanged 856 SP:Iteration 4F (2926.727052 sec): 3 clusters Score: Raw -1440025.558599 + Penalty 3043.162313 = -1436982.396286 nChanged 683 SP:Iteration 5F (2926.792923 sec): 3 clusters Score: Raw -1440486.976177 + Penalty 3043.162313 = -1437443.813864 nChanged 530 SP:Iteration 6Q (2926.861982 sec): 3 clusters Score: Raw -1440810.306687 + Penalty 3043.162313 = -1437767.144374 nChanged 407 SP:Iteration 7Q (2926.929144 sec): 3 clusters Score: Raw -1441022.098676 + Penalty 3043.162313 = -1437978.936363 nChanged 308 SP:Iteration 8Q (2926.998273 sec): 3 clusters Score: Raw -1441171.879347 + Penalty 3043.162313 = -1438128.717034 nChanged 273 SP:Iteration 9Q (2927.057807 sec): 3 clusters Score: Raw -1441301.557767 + Penalty 3043.162313 = -1438258.395454 nChanged 233 SP:Iteration 10Q (2927.108566 sec): 3 clusters Score: Raw -1441416.983390 + Penalty 3043.162313 = -1438373.821077 nChanged 220 SP:Iteration 11Q (2927.181837 sec): 3 clusters Score: Raw -1441511.607545 + Penalty 3043.162313 = -1438468.445232 nChanged 188 SP:Iteration 12Q (2927.235908 sec): 3 clusters Score: Raw -1441593.445482 + Penalty 3043.162313 = -1438550.283169 nChanged 192 SP:Iteration 13Q (2927.306911 sec): 3 clusters Score: Raw -1441666.056947 + Penalty 3043.162313 = -1438622.894634 nChanged 169 SP:Iteration 14Q (2927.360895 sec): 3 clusters Score: Raw -1441728.473051 + Penalty 3043.162313 = -1438685.310738 nChanged 158 SP:Iteration 15Q (2927.437568 sec): 3 clusters Score: Raw -1441789.182345 + Penalty 3043.162313 = -1438746.020031 nChanged 156 SP:Iteration 16Q (2927.508112 sec): 3 clusters Score: Raw -1441855.766823 + Penalty 3043.162313 = -1438812.604510 nChanged 145 SP:Iteration 17Q (2927.574938 sec): 3 clusters Score: Raw -1441913.536890 + Penalty 3043.162313 = -1438870.374576 nChanged 144 SP:Iteration 18Q (2927.639716 sec): 3 clusters Score: Raw -1441961.450247 + Penalty 3043.162313 = -1438918.287934 nChanged 125 SP:Iteration 19Q (2927.697034 sec): 3 clusters Score: Raw -1441997.643842 + Penalty 3043.162313 = -1438954.481529 nChanged 115 SP:Iteration 20F (2927.771186 sec): 3 clusters Score: Raw -1442030.384905 + Penalty 3043.162313 = -1438987.222592 nChanged 99 SP:Iteration 21Q (2927.827534 sec): 3 clusters Score: Raw -1442057.899748 + Penalty 3043.162313 = -1439014.737435 nChanged 89 SP:Iteration 22Q (2927.894473 sec): 3 clusters Score: Raw -1442077.594034 + Penalty 3043.162313 = -1439034.431721 nChanged 75 SP:Iteration 23Q (2927.966714 sec): 3 clusters Score: Raw -1442092.089653 + Penalty 3043.162313 = -1439048.927340 nChanged 59 SP:Iteration 24Q (2928.022606 sec): 3 clusters Score: Raw -1442103.242881 + Penalty 3043.162313 = -1439060.080568 nChanged 55 SP:Iteration 25Q (2928.084197 sec): 3 clusters Score: Raw -1442112.580394 + Penalty 3043.162313 = -1439069.418081 nChanged 48 SP:Iteration 26Q (2928.161569 sec): 3 clusters Score: Raw -1442122.623828 + Penalty 3043.162313 = -1439079.461515 nChanged 59 SP:Iteration 27Q (2928.214394 sec): 3 clusters Score: Raw -1442134.470187 + Penalty 3043.162313 = -1439091.307874 nChanged 51 SP:Iteration 28Q (2928.284311 sec): 3 clusters Score: Raw -1442144.167603 + Penalty 3043.162313 = -1439101.005290 nChanged 53 SP:Iteration 29Q (2928.345579 sec): 3 clusters Score: Raw -1442152.059442 + Penalty 3043.162313 = -1439108.897129 nChanged 43 SP:Iteration 30Q (2928.411745 sec): 3 clusters Score: Raw -1442159.610543 + Penalty 3043.162313 = -1439116.448230 nChanged 51 SP:Iteration 31Q (2928.466489 sec): 3 clusters Score: Raw -1442167.827903 + Penalty 3043.162313 = -1439124.665590 nChanged 45 SP:Iteration 32Q (2928.531176 sec): 3 clusters Score: Raw -1442174.952313 + Penalty 3043.162313 = -1439131.790000 nChanged 34 SP:Iteration 33Q (2928.595105 sec): 3 clusters Score: Raw -1442180.620170 + Penalty 3043.162313 = -1439137.457857 nChanged 45 SP:Iteration 34Q (2928.659951 sec): 3 clusters Score: Raw -1442188.519888 + Penalty 3043.162313 = -1439145.357575 nChanged 48 SP:Iteration 35Q (2928.723912 sec): 3 clusters Score: Raw -1442196.669870 + Penalty 3043.162313 = -1439153.507557 nChanged 53 SP:Iteration 36Q (2928.789824 sec): 3 clusters Score: Raw -1442206.343825 + Penalty 3043.162313 = -1439163.181512 nChanged 45 SP:Iteration 37Q (2928.839766 sec): 3 clusters Score: Raw -1442214.075476 + Penalty 3043.162313 = -1439170.913163 nChanged 49 SP:Iteration 38Q (2928.907338 sec): 3 clusters Score: Raw -1442222.742492 + Penalty 3043.162313 = -1439179.580179 nChanged 57 SP:Iteration 39Q (2928.967848 sec): 3 clusters Score: Raw -1442233.094619 + Penalty 3043.162313 = -1439189.932306 nChanged 66 SP:Iteration 40F (2929.025767 sec): 3 clusters Score: Raw -1442248.257125 + Penalty 3043.162313 = -1439205.094812 nChanged 83 SP:Iteration 41Q (2929.083830 sec): 3 clusters Score: Raw -1442266.112033 + Penalty 3043.162313 = -1439222.949720 nChanged 69 SP:Iteration 42Q (2929.134563 sec): 3 clusters Score: Raw -1442283.732566 + Penalty 3043.162313 = -1439240.570253 nChanged 89 SP:Iteration 43Q (2929.185327 sec): 3 clusters Score: Raw -1442303.676589 + Penalty 3043.162313 = -1439260.514276 nChanged 83 SP:Iteration 44Q (2929.243040 sec): 3 clusters Score: Raw -1442321.371739 + Penalty 3043.162313 = -1439278.209426 nChanged 81 SP:Iteration 45Q (2929.307918 sec): 3 clusters Score: Raw -1442342.518621 + Penalty 3043.162313 = -1439299.356308 nChanged 88 SP:Iteration 46Q (2929.361484 sec): 3 clusters Score: Raw -1442360.337318 + Penalty 3043.162313 = -1439317.175005 nChanged 79 SP:Iteration 47Q (2929.427582 sec): 3 clusters Score: Raw -1442377.891601 + Penalty 3043.162313 = -1439334.729288 nChanged 82 SP:Iteration 48Q (2929.479738 sec): 3 clusters Score: Raw -1442396.895156 + Penalty 3043.162313 = -1439353.732843 nChanged 97 SP:Iteration 49Q (2929.538454 sec): 3 clusters Score: Raw -1442418.990442 + Penalty 3043.162313 = -1439375.828129 nChanged 78 SP:Iteration 50Q (2929.604255 sec): 3 clusters Score: Raw -1442435.609600 + Penalty 3043.162313 = -1439392.447287 nChanged 90 SP:Iteration 51Q (2929.661598 sec): 3 clusters Score: Raw -1442454.021867 + Penalty 3043.162313 = -1439410.859554 nChanged 80 SP:Iteration 52Q (2929.722923 sec): 3 clusters Score: Raw -1442470.619873 + Penalty 3043.162313 = -1439427.457560 nChanged 80 SP:Iteration 53Q (2929.783868 sec): 3 clusters Score: Raw -1442488.765104 + Penalty 3043.162313 = -1439445.602790 nChanged 72 SP:Iteration 54Q (2929.842418 sec): 3 clusters Score: Raw -1442504.003050 + Penalty 3043.162313 = -1439460.840736 nChanged 62 SP:Iteration 55Q (2929.899295 sec): 3 clusters Score: Raw -1442518.674315 + Penalty 3043.162313 = -1439475.512002 nChanged 82 SP:Iteration 56Q (2929.958624 sec): 3 clusters Score: Raw -1442541.212786 + Penalty 3043.162313 = -1439498.050473 nChanged 78 SP:Iteration 57Q (2930.031283 sec): 3 clusters Score: Raw -1442561.536958 + Penalty 3043.162313 = -1439518.374645 nChanged 76 SP:Iteration 58Q (2930.097308 sec): 3 clusters Score: Raw -1442579.532140 + Penalty 3043.162313 = -1439536.369827 nChanged 77 SP:Iteration 59Q (2930.154919 sec): 3 clusters Score: Raw -1442598.125937 + Penalty 3043.162313 = -1439554.963624 nChanged 75 SP:Iteration 60F (2930.215182 sec): 3 clusters Score: Raw -1442615.969022 + Penalty 3043.162313 = -1439572.806709 nChanged 76 SP:Iteration 61Q (2930.280370 sec): 3 clusters Score: Raw -1442632.806654 + Penalty 3043.162313 = -1439589.644341 nChanged 61 SP:Iteration 62Q (2930.345861 sec): 3 clusters Score: Raw -1442644.675532 + Penalty 3043.162313 = -1439601.513219 nChanged 62 SP:Iteration 63Q (2930.396078 sec): 3 clusters Score: Raw -1442657.079338 + Penalty 3043.162313 = -1439613.917025 nChanged 55 SP:Iteration 64Q (2930.459713 sec): 3 clusters Score: Raw -1442668.654342 + Penalty 3043.162313 = -1439625.492029 nChanged 49 SP:Iteration 65Q (2930.530243 sec): 3 clusters Score: Raw -1442678.915314 + Penalty 3043.162313 = -1439635.753000 nChanged 45 SP:Iteration 66Q (2930.586860 sec): 3 clusters Score: Raw -1442689.223012 + Penalty 3043.162313 = -1439646.060699 nChanged 32 SP:Iteration 67Q (2930.661306 sec): 3 clusters Score: Raw -1442695.972599 + Penalty 3043.162313 = -1439652.810286 nChanged 39 SP:Iteration 68Q (2930.712738 sec): 3 clusters Score: Raw -1442703.398092 + Penalty 3043.162313 = -1439660.235779 nChanged 36 SP:Iteration 69Q (2930.786448 sec): 3 clusters Score: Raw -1442709.469283 + Penalty 3043.162313 = -1439666.306970 nChanged 31 SP:Iteration 70Q (2930.835573 sec): 3 clusters Score: Raw -1442715.441547 + Penalty 3043.162313 = -1439672.279234 nChanged 39 SP:Iteration 71Q (2930.902693 sec): 3 clusters Score: Raw -1442723.191417 + Penalty 3043.162313 = -1439680.029104 nChanged 38 SP:Iteration 72Q (2930.970538 sec): 3 clusters Score: Raw -1442733.791260 + Penalty 3043.162313 = -1439690.628946 nChanged 43 SP:Iteration 73Q (2931.037749 sec): 3 clusters Score: Raw -1442744.575844 + Penalty 3043.162313 = -1439701.413531 nChanged 47 SP:Iteration 74Q (2931.112863 sec): 3 clusters Score: Raw -1442757.822640 + Penalty 3043.162313 = -1439714.660327 nChanged 44 SP:Iteration 75Q (2931.169676 sec): 3 clusters Score: Raw -1442767.204884 + Penalty 3043.162313 = -1439724.042571 nChanged 30 SP:Iteration 76Q (2931.225456 sec): 3 clusters Score: Raw -1442773.346926 + Penalty 3043.162313 = -1439730.184613 nChanged 33 SP:Iteration 77Q (2931.298109 sec): 3 clusters Score: Raw -1442780.507466 + Penalty 3043.162313 = -1439737.345153 nChanged 26 SP:Iteration 78Q (2931.363745 sec): 3 clusters Score: Raw -1442785.592744 + Penalty 3043.162313 = -1439742.430431 nChanged 34 SP:Iteration 79Q (2931.422626 sec): 3 clusters Score: Raw -1442790.491970 + Penalty 3043.162313 = -1439747.329657 nChanged 27 SP:Iteration 80F (2931.492148 sec): 3 clusters Score: Raw -1442795.512812 + Penalty 3043.162313 = -1439752.350499 nChanged 39 SP:Iteration 81Q (2931.545233 sec): 3 clusters Score: Raw -1442804.381501 + Penalty 3043.162313 = -1439761.219188 nChanged 42 SP:Iteration 82Q (2931.610645 sec): 3 clusters Score: Raw -1442814.085724 + Penalty 3043.162313 = -1439770.923411 nChanged 34 SP:Iteration 83Q (2931.679371 sec): 3 clusters Score: Raw -1442820.954877 + Penalty 3043.162313 = -1439777.792564 nChanged 29 SP:Iteration 84Q (2931.742643 sec): 3 clusters Score: Raw -1442827.379632 + Penalty 3043.162313 = -1439784.217319 nChanged 24 SP:Iteration 85Q (2931.805272 sec): 3 clusters Score: Raw -1442831.802692 + Penalty 3043.162313 = -1439788.640379 nChanged 19 SP:Iteration 86Q (2931.846184 sec): 3 clusters Score: Raw -1442835.480082 + Penalty 3043.162313 = -1439792.317769 nChanged 15 SP:Iteration 87Q (2931.907168 sec): 3 clusters Score: Raw -1442838.586302 + Penalty 3043.162313 = -1439795.423988 nChanged 14 SP:Iteration 88Q (2931.963876 sec): 3 clusters Score: Raw -1442841.716382 + Penalty 3043.162313 = -1439798.554069 nChanged 13 SP:Iteration 89Q (2932.031723 sec): 3 clusters Score: Raw -1442843.884068 + Penalty 3043.162313 = -1439800.721755 nChanged 10 SP:Iteration 90Q (2932.095685 sec): 3 clusters Score: Raw -1442845.152857 + Penalty 3043.162313 = -1439801.990544 nChanged 11 SP:Iteration 91Q (2932.147306 sec): 3 clusters Score: Raw -1442846.806663 + Penalty 3043.162313 = -1439803.644350 nChanged 8 SP:Iteration 92Q (2932.207545 sec): 3 clusters Score: Raw -1442847.652537 + Penalty 3043.162313 = -1439804.490223 nChanged 8 SP:Iteration 93Q (2932.262889 sec): 3 clusters Score: Raw -1442848.515185 + Penalty 3043.162313 = -1439805.352872 nChanged 5 SP:Iteration 94Q (2932.321694 sec): 3 clusters Score: Raw -1442849.179967 + Penalty 3043.162313 = -1439806.017654 nChanged 4 SP:Iteration 95Q (2932.390357 sec): 3 clusters Score: Raw -1442849.454210 + Penalty 3043.162313 = -1439806.291897 nChanged 3 SP:Iteration 96Q (2932.441772 sec): 3 clusters Score: Raw -1442849.768189 + Penalty 3043.162313 = -1439806.605876 nChanged 5 SP:Iteration 97Q (2932.503827 sec): 3 clusters Score: Raw -1442850.515436 + Penalty 3043.162313 = -1439807.353123 nChanged 5 SP:Iteration 98Q (2932.563103 sec): 3 clusters Score: Raw -1442851.088121 + Penalty 3043.162313 = -1439807.925807 nChanged 5 SP:Iteration 99Q (2932.621646 sec): 3 clusters Score: Raw -1442851.692561 + Penalty 3043.162313 = -1439808.530248 nChanged 3 SP:Iteration 100F (2932.682572 sec): 3 clusters Score: Raw -1442852.175407 + Penalty 3043.162313 = -1439809.013094 nChanged 5 SP:Iteration 101Q (2932.741110 sec): 3 clusters Score: Raw -1442852.863420 + Penalty 3043.162313 = -1439809.701107 nChanged 4 SP:Iteration 102Q (2932.802467 sec): 3 clusters Score: Raw -1442853.513973 + Penalty 3043.162313 = -1439810.351660 nChanged 2 SP:Iteration 103Q (2932.867975 sec): 3 clusters Score: Raw -1442853.724406 + Penalty 3043.162313 = -1439810.562093 nChanged 2 SP:Iteration 104Q (2932.918864 sec): 3 clusters Score: Raw -1442853.904088 + Penalty 3043.162313 = -1439810.741775 nChanged 4 SP:Iteration 105Q (2932.979158 sec): 3 clusters Score: Raw -1442854.279324 + Penalty 3043.162313 = -1439811.117011 nChanged 1 SP:Iteration 106Q (2933.030580 sec): 3 clusters Score: Raw -1442854.363979 + Penalty 3043.162313 = -1439811.201666 nChanged 0 SP:Iteration 107F (2933.096808 sec): 3 clusters Score: Raw -1442854.363979 + Penalty 3043.162313 = -1439811.201666 nChanged 0 Score: Raw -84142203.719907 + Penalty 87367.504290 = -84054836.215617 Splitting cluster 7 changes total score from -84055278.907380 to -84054836.215617 So it's not getting split. Trying to split cluster 8 (4967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2949.910522 sec): 2 clusters Score: Raw -595699.994335 + Penalty 1382.967839 = -594317.026497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2949.960140 sec): 3 clusters Score: Raw -593050.323280 + Penalty 2765.935677 = -590284.387603 nChanged 2052 SP:Iteration 1F (2950.000587 sec): 3 clusters Score: Raw -594231.839420 + Penalty 2765.935677 = -591465.903743 nChanged 394 SP:Iteration 2F (2950.051035 sec): 3 clusters Score: Raw -594514.548915 + Penalty 2765.935677 = -591748.613238 nChanged 338 SP:Iteration 3F (2950.097404 sec): 3 clusters Score: Raw -594750.746202 + Penalty 2765.935677 = -591984.810525 nChanged 281 SP:Iteration 4F (2950.155529 sec): 3 clusters Score: Raw -594922.650621 + Penalty 2765.935677 = -592156.714944 nChanged 255 SP:Iteration 5F (2950.196525 sec): 3 clusters Score: Raw -595082.049071 + Penalty 2765.935677 = -592316.113393 nChanged 210 SP:Iteration 6Q (2950.253360 sec): 3 clusters Score: Raw -595194.939573 + Penalty 2765.935677 = -592429.003895 nChanged 171 SP:Iteration 7Q (2950.308507 sec): 3 clusters Score: Raw -595290.816762 + Penalty 2765.935677 = -592524.881085 nChanged 154 SP:Iteration 8Q (2950.345599 sec): 3 clusters Score: Raw -595377.352889 + Penalty 2765.935677 = -592611.417212 nChanged 138 SP:Iteration 9Q (2950.403625 sec): 3 clusters Score: Raw -595458.439783 + Penalty 2765.935677 = -592692.504106 nChanged 129 SP:Iteration 10Q (2950.453968 sec): 3 clusters Score: Raw -595543.442466 + Penalty 2765.935677 = -592777.506788 nChanged 159 SP:Iteration 11Q (2950.511021 sec): 3 clusters Score: Raw -595640.274873 + Penalty 2765.935677 = -592874.339196 nChanged 138 SP:Iteration 12Q (2950.570566 sec): 3 clusters Score: Raw -595726.579605 + Penalty 2765.935677 = -592960.643928 nChanged 125 SP:Iteration 13Q (2950.613857 sec): 3 clusters Score: Raw -595803.314446 + Penalty 2765.935677 = -593037.378769 nChanged 114 SP:Iteration 14Q (2950.681721 sec): 3 clusters Score: Raw -595880.789717 + Penalty 2765.935677 = -593114.854040 nChanged 99 SP:Iteration 15Q (2950.728216 sec): 3 clusters Score: Raw -595941.363910 + Penalty 2765.935677 = -593175.428233 nChanged 76 SP:Iteration 16Q (2950.781881 sec): 3 clusters Score: Raw -595975.521092 + Penalty 2765.935677 = -593209.585414 nChanged 46 SP:Iteration 17Q (2950.825155 sec): 3 clusters Score: Raw -595998.058546 + Penalty 2765.935677 = -593232.122869 nChanged 51 SP:Iteration 18Q (2950.875191 sec): 3 clusters Score: Raw -596022.373924 + Penalty 2765.935677 = -593256.438246 nChanged 54 SP:Iteration 19Q (2950.925712 sec): 3 clusters Score: Raw -596042.298768 + Penalty 2765.935677 = -593276.363091 nChanged 37 SP:Iteration 20F (2950.985726 sec): 3 clusters Score: Raw -596058.744467 + Penalty 2765.935677 = -593292.808789 nChanged 38 SP:Iteration 21Q (2951.028339 sec): 3 clusters Score: Raw -596073.935199 + Penalty 2765.935677 = -593307.999521 nChanged 37 SP:Iteration 22Q (2951.079006 sec): 3 clusters Score: Raw -596091.038125 + Penalty 2765.935677 = -593325.102448 nChanged 39 SP:Iteration 23Q (2951.129964 sec): 3 clusters Score: Raw -596107.841035 + Penalty 2765.935677 = -593341.905357 nChanged 38 SP:Iteration 24Q (2951.181196 sec): 3 clusters Score: Raw -596118.486105 + Penalty 2765.935677 = -593352.550428 nChanged 21 SP:Iteration 25Q (2951.246653 sec): 3 clusters Score: Raw -596125.597151 + Penalty 2765.935677 = -593359.661474 nChanged 20 SP:Iteration 26Q (2951.300112 sec): 3 clusters Score: Raw -596132.985953 + Penalty 2765.935677 = -593367.050275 nChanged 25 SP:Iteration 27Q (2951.352096 sec): 3 clusters Score: Raw -596144.037496 + Penalty 2765.935677 = -593378.101819 nChanged 23 SP:Iteration 28Q (2951.393998 sec): 3 clusters Score: Raw -596155.484334 + Penalty 2765.935677 = -593389.548656 nChanged 25 SP:Iteration 29Q (2951.453210 sec): 3 clusters Score: Raw -596165.894592 + Penalty 2765.935677 = -593399.958915 nChanged 26 SP:Iteration 30Q (2951.493575 sec): 3 clusters Score: Raw -596176.732086 + Penalty 2765.935677 = -593410.796408 nChanged 23 SP:Iteration 31Q (2951.547815 sec): 3 clusters Score: Raw -596184.091998 + Penalty 2765.935677 = -593418.156321 nChanged 20 SP:Iteration 32Q (2951.604737 sec): 3 clusters Score: Raw -596191.596100 + Penalty 2765.935677 = -593425.660423 nChanged 23 SP:Iteration 33Q (2951.639277 sec): 3 clusters Score: Raw -596201.862718 + Penalty 2765.935677 = -593435.927041 nChanged 22 SP:Iteration 34Q (2951.688521 sec): 3 clusters Score: Raw -596212.284298 + Penalty 2765.935677 = -593446.348621 nChanged 24 SP:Iteration 35Q (2951.733212 sec): 3 clusters Score: Raw -596223.054971 + Penalty 2765.935677 = -593457.119293 nChanged 21 SP:Iteration 36Q (2951.786382 sec): 3 clusters Score: Raw -596234.393478 + Penalty 2765.935677 = -593468.457801 nChanged 20 SP:Iteration 37Q (2951.837005 sec): 3 clusters Score: Raw -596244.209305 + Penalty 2765.935677 = -593478.273628 nChanged 15 SP:Iteration 38Q (2951.886523 sec): 3 clusters Score: Raw -596251.518093 + Penalty 2765.935677 = -593485.582416 nChanged 15 SP:Iteration 39Q (2951.938367 sec): 3 clusters Score: Raw -596258.625387 + Penalty 2765.935677 = -593492.689709 nChanged 15 SP:Iteration 40F (2951.990162 sec): 3 clusters Score: Raw -596264.991045 + Penalty 2765.935677 = -593499.055368 nChanged 13 SP:Iteration 41Q (2952.040729 sec): 3 clusters Score: Raw -596273.724162 + Penalty 2765.935677 = -593507.788485 nChanged 12 SP:Iteration 42Q (2952.092867 sec): 3 clusters Score: Raw -596284.604525 + Penalty 2765.935677 = -593518.668848 nChanged 19 SP:Iteration 43Q (2952.141175 sec): 3 clusters Score: Raw -596293.107685 + Penalty 2765.935677 = -593527.172007 nChanged 11 SP:Iteration 44Q (2952.204161 sec): 3 clusters Score: Raw -596298.574260 + Penalty 2765.935677 = -593532.638582 nChanged 11 SP:Iteration 45Q (2952.252252 sec): 3 clusters Score: Raw -596302.482775 + Penalty 2765.935677 = -593536.547098 nChanged 6 SP:Iteration 46Q (2952.291249 sec): 3 clusters Score: Raw -596304.743476 + Penalty 2765.935677 = -593538.807798 nChanged 5 SP:Iteration 47Q (2952.337054 sec): 3 clusters Score: Raw -596305.795786 + Penalty 2765.935677 = -593539.860108 nChanged 5 SP:Iteration 48Q (2952.392907 sec): 3 clusters Score: Raw -596307.487809 + Penalty 2765.935677 = -593541.552131 nChanged 3 SP:Iteration 49Q (2952.440190 sec): 3 clusters Score: Raw -596308.751324 + Penalty 2765.935677 = -593542.815646 nChanged 3 SP:Iteration 50Q (2952.488589 sec): 3 clusters Score: Raw -596309.770416 + Penalty 2765.935677 = -593543.834739 nChanged 2 SP:Iteration 51Q (2952.531873 sec): 3 clusters Score: Raw -596310.686915 + Penalty 2765.935677 = -593544.751237 nChanged 4 SP:Iteration 52Q (2952.597606 sec): 3 clusters Score: Raw -596313.651219 + Penalty 2765.935677 = -593547.715542 nChanged 5 SP:Iteration 53Q (2952.636244 sec): 3 clusters Score: Raw -596315.904404 + Penalty 2765.935677 = -593549.968726 nChanged 7 SP:Iteration 54Q (2952.694236 sec): 3 clusters Score: Raw -596319.006471 + Penalty 2765.935677 = -593553.070794 nChanged 6 SP:Iteration 55Q (2952.746531 sec): 3 clusters Score: Raw -596321.830727 + Penalty 2765.935677 = -593555.895049 nChanged 10 SP:Iteration 56Q (2952.798430 sec): 3 clusters Score: Raw -596326.456490 + Penalty 2765.935677 = -593560.520813 nChanged 7 SP:Iteration 57Q (2952.840283 sec): 3 clusters Score: Raw -596328.205875 + Penalty 2765.935677 = -593562.270198 nChanged 2 SP:Iteration 58Q (2952.891803 sec): 3 clusters Score: Raw -596328.922531 + Penalty 2765.935677 = -593562.986853 nChanged 4 SP:Iteration 59Q (2952.954282 sec): 3 clusters Score: Raw -596329.717152 + Penalty 2765.935677 = -593563.781475 nChanged 2 SP:Iteration 60F (2952.997755 sec): 3 clusters Score: Raw -596330.157260 + Penalty 2765.935677 = -593564.221583 nChanged 2 SP:Iteration 61Q (2953.053822 sec): 3 clusters Score: Raw -596330.879045 + Penalty 2765.935677 = -593564.943367 nChanged 2 SP:Iteration 62Q (2953.099419 sec): 3 clusters Score: Raw -596331.590916 + Penalty 2765.935677 = -593565.655238 nChanged 0 SP:Iteration 63F (2953.159801 sec): 3 clusters Score: Raw -596331.590916 + Penalty 2765.935677 = -593565.655238 nChanged 0 Trying to split cluster 9 (20632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2953.218046 sec): 2 clusters Score: Raw -2615507.055694 + Penalty 1614.372264 = -2613892.683430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2953.298150 sec): 3 clusters Score: Raw -2603167.434287 + Penalty 3228.744528 = -2599938.689759 nChanged 9266 SP:Iteration 1F (2953.377825 sec): 3 clusters Score: Raw -2608338.916490 + Penalty 3228.744528 = -2605110.171962 nChanged 1134 SP:Iteration 2F (2953.446238 sec): 3 clusters Score: Raw -2608881.344516 + Penalty 3228.744528 = -2605652.599988 nChanged 1180 SP:Iteration 3F (2953.531556 sec): 3 clusters Score: Raw -2609556.972487 + Penalty 3228.744528 = -2606328.227959 nChanged 1269 SP:Iteration 4F (2953.608565 sec): 3 clusters Score: Raw -2610481.253980 + Penalty 3228.744528 = -2607252.509452 nChanged 1349 SP:Iteration 5F (2953.679368 sec): 3 clusters Score: Raw -2611598.284479 + Penalty 3228.744528 = -2608369.539951 nChanged 1324 SP:Iteration 6F (2953.765432 sec): 3 clusters Score: Raw -2612727.356854 + Penalty 3228.744528 = -2609498.612326 nChanged 1209 SP:Iteration 7F (2953.847441 sec): 3 clusters Score: Raw -2613735.442022 + Penalty 3228.744528 = -2610506.697494 nChanged 970 SP:Iteration 8Q (2953.923681 sec): 3 clusters Score: Raw -2614473.965433 + Penalty 3228.744528 = -2611245.220906 nChanged 711 SP:Iteration 9Q (2954.005412 sec): 3 clusters Score: Raw -2614970.957332 + Penalty 3228.744528 = -2611742.212804 nChanged 517 SP:Iteration 10Q (2954.089281 sec): 3 clusters Score: Raw -2615289.114028 + Penalty 3228.744528 = -2612060.369500 nChanged 421 SP:Iteration 11Q (2954.162908 sec): 3 clusters Score: Raw -2615516.624836 + Penalty 3228.744528 = -2612287.880308 nChanged 308 SP:Iteration 12Q (2954.252994 sec): 3 clusters Score: Raw -2615664.134025 + Penalty 3228.744528 = -2612435.389497 nChanged 272 SP:Iteration 13Q (2954.334740 sec): 3 clusters Score: Raw -2615781.155161 + Penalty 3228.744528 = -2612552.410633 nChanged 244 SP:Iteration 14Q (2954.413965 sec): 3 clusters Score: Raw -2615882.905010 + Penalty 3228.744528 = -2612654.160482 nChanged 198 SP:Iteration 15Q (2954.495343 sec): 3 clusters Score: Raw -2615973.109219 + Penalty 3228.744528 = -2612744.364691 nChanged 184 SP:Iteration 16Q (2954.559245 sec): 3 clusters Score: Raw -2616063.880164 + Penalty 3228.744528 = -2612835.135636 nChanged 160 SP:Iteration 17Q (2954.628742 sec): 3 clusters Score: Raw -2616123.152062 + Penalty 3228.744528 = -2612894.407534 nChanged 126 SP:Iteration 18Q (2954.703705 sec): 3 clusters Score: Raw -2616164.215095 + Penalty 3228.744528 = -2612935.470567 nChanged 101 SP:Iteration 19Q (2954.775191 sec): 3 clusters Score: Raw -2616193.782599 + Penalty 3228.744528 = -2612965.038071 nChanged 94 SP:Iteration 20F (2954.838660 sec): 3 clusters Score: Raw -2616220.449189 + Penalty 3228.744528 = -2612991.704661 nChanged 95 SP:Iteration 21Q (2954.918219 sec): 3 clusters Score: Raw -2616246.977251 + Penalty 3228.744528 = -2613018.232723 nChanged 76 SP:Iteration 22Q (2954.973337 sec): 3 clusters Score: Raw -2616265.911313 + Penalty 3228.744528 = -2613037.166785 nChanged 60 SP:Iteration 23Q (2955.047861 sec): 3 clusters Score: Raw -2616282.540557 + Penalty 3228.744528 = -2613053.796029 nChanged 59 SP:Iteration 24Q (2955.119288 sec): 3 clusters Score: Raw -2616297.693914 + Penalty 3228.744528 = -2613068.949386 nChanged 52 SP:Iteration 25Q (2955.187922 sec): 3 clusters Score: Raw -2616310.287562 + Penalty 3228.744528 = -2613081.543034 nChanged 51 SP:Iteration 26Q (2955.255055 sec): 3 clusters Score: Raw -2616323.729372 + Penalty 3228.744528 = -2613094.984844 nChanged 53 SP:Iteration 27Q (2955.321823 sec): 3 clusters Score: Raw -2616338.510647 + Penalty 3228.744528 = -2613109.766119 nChanged 48 SP:Iteration 28Q (2955.394524 sec): 3 clusters Score: Raw -2616352.277921 + Penalty 3228.744528 = -2613123.533393 nChanged 50 SP:Iteration 29Q (2955.467941 sec): 3 clusters Score: Raw -2616365.282448 + Penalty 3228.744528 = -2613136.537920 nChanged 42 SP:Iteration 30Q (2955.526213 sec): 3 clusters Score: Raw -2616374.152356 + Penalty 3228.744528 = -2613145.407828 nChanged 33 SP:Iteration 31Q (2955.598004 sec): 3 clusters Score: Raw -2616381.350928 + Penalty 3228.744528 = -2613152.606400 nChanged 30 SP:Iteration 32Q (2955.670499 sec): 3 clusters Score: Raw -2616387.662522 + Penalty 3228.744528 = -2613158.917995 nChanged 31 SP:Iteration 33Q (2955.732572 sec): 3 clusters Score: Raw -2616397.070198 + Penalty 3228.744528 = -2613168.325670 nChanged 27 SP:Iteration 34Q (2955.808308 sec): 3 clusters Score: Raw -2616403.655642 + Penalty 3228.744528 = -2613174.911114 nChanged 24 SP:Iteration 35Q (2955.881358 sec): 3 clusters Score: Raw -2616409.525453 + Penalty 3228.744528 = -2613180.780925 nChanged 21 SP:Iteration 36Q (2955.947786 sec): 3 clusters Score: Raw -2616414.035991 + Penalty 3228.744528 = -2613185.291463 nChanged 15 SP:Iteration 37Q (2956.020980 sec): 3 clusters Score: Raw -2616417.455611 + Penalty 3228.744528 = -2613188.711083 nChanged 15 SP:Iteration 38Q (2956.098319 sec): 3 clusters Score: Raw -2616420.897233 + Penalty 3228.744528 = -2613192.152705 nChanged 10 SP:Iteration 39Q (2956.180599 sec): 3 clusters Score: Raw -2616422.391283 + Penalty 3228.744528 = -2613193.646756 nChanged 8 SP:Iteration 40F (2956.249809 sec): 3 clusters Score: Raw -2616424.041746 + Penalty 3228.744528 = -2613195.297218 nChanged 9 SP:Iteration 41Q (2956.332856 sec): 3 clusters Score: Raw -2616425.853436 + Penalty 3228.744528 = -2613197.108908 nChanged 5 SP:Iteration 42Q (2956.412571 sec): 3 clusters Score: Raw -2616426.594883 + Penalty 3228.744528 = -2613197.850355 nChanged 9 SP:Iteration 43Q (2956.486755 sec): 3 clusters Score: Raw -2616428.428928 + Penalty 3228.744528 = -2613199.684400 nChanged 6 SP:Iteration 44Q (2956.558905 sec): 3 clusters Score: Raw -2616430.061099 + Penalty 3228.744528 = -2613201.316571 nChanged 7 SP:Iteration 45Q (2956.639885 sec): 3 clusters Score: Raw -2616432.091162 + Penalty 3228.744528 = -2613203.346634 nChanged 9 SP:Iteration 46Q (2956.715034 sec): 3 clusters Score: Raw -2616433.793795 + Penalty 3228.744528 = -2613205.049267 nChanged 9 SP:Iteration 47Q (2956.794588 sec): 3 clusters Score: Raw -2616435.062163 + Penalty 3228.744528 = -2613206.317635 nChanged 7 SP:Iteration 48Q (2956.872478 sec): 3 clusters Score: Raw -2616436.141061 + Penalty 3228.744528 = -2613207.396533 nChanged 3 SP:Iteration 49Q (2956.947592 sec): 3 clusters Score: Raw -2616436.776061 + Penalty 3228.744528 = -2613208.031533 nChanged 3 SP:Iteration 50Q (2957.021794 sec): 3 clusters Score: Raw -2616437.035454 + Penalty 3228.744528 = -2613208.290926 nChanged 2 SP:Iteration 51Q (2957.095729 sec): 3 clusters Score: Raw -2616437.759534 + Penalty 3228.744528 = -2613209.015006 nChanged 3 SP:Iteration 52Q (2957.177432 sec): 3 clusters Score: Raw -2616438.420973 + Penalty 3228.744528 = -2613209.676445 nChanged 3 SP:Iteration 53Q (2957.255852 sec): 3 clusters Score: Raw -2616439.018160 + Penalty 3228.744528 = -2613210.273633 nChanged 0 SP:Iteration 54F (2957.338685 sec): 3 clusters Score: Raw -2616439.018160 + Penalty 3228.744528 = -2613210.273633 nChanged 0 Trying to split cluster 10 (6170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2957.372621 sec): 2 clusters Score: Raw -772851.489263 + Penalty 1418.211294 = -771433.277969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2957.430798 sec): 3 clusters Score: Raw -769543.486042 + Penalty 2836.422588 = -766707.063454 nChanged 2583 SP:Iteration 1F (2957.491255 sec): 3 clusters Score: Raw -771023.560381 + Penalty 2836.422588 = -768187.137793 nChanged 501 SP:Iteration 2F (2957.549827 sec): 3 clusters Score: Raw -771459.239488 + Penalty 2836.422588 = -768622.816900 nChanged 471 SP:Iteration 3F (2957.607191 sec): 3 clusters Score: Raw -771889.273792 + Penalty 2836.422588 = -769052.851204 nChanged 420 SP:Iteration 4F (2957.664707 sec): 3 clusters Score: Raw -772246.069521 + Penalty 2836.422588 = -769409.646933 nChanged 319 SP:Iteration 5F (2957.720828 sec): 3 clusters Score: Raw -772485.095603 + Penalty 2836.422588 = -769648.673015 nChanged 283 SP:Iteration 6Q (2957.764581 sec): 3 clusters Score: Raw -772686.946169 + Penalty 2836.422588 = -769850.523581 nChanged 244 SP:Iteration 7Q (2957.817733 sec): 3 clusters Score: Raw -772858.735272 + Penalty 2836.422588 = -770022.312685 nChanged 207 SP:Iteration 8Q (2957.879592 sec): 3 clusters Score: Raw -772985.764802 + Penalty 2836.422588 = -770149.342214 nChanged 177 SP:Iteration 9Q (2957.934842 sec): 3 clusters Score: Raw -773096.927378 + Penalty 2836.422588 = -770260.504790 nChanged 158 SP:Iteration 10Q (2957.988385 sec): 3 clusters Score: Raw -773209.651974 + Penalty 2836.422588 = -770373.229386 nChanged 151 SP:Iteration 11Q (2958.030723 sec): 3 clusters Score: Raw -773346.506366 + Penalty 2836.422588 = -770510.083778 nChanged 158 SP:Iteration 12Q (2958.091996 sec): 3 clusters Score: Raw -773490.784632 + Penalty 2836.422588 = -770654.362044 nChanged 148 SP:Iteration 13Q (2958.132059 sec): 3 clusters Score: Raw -773626.925753 + Penalty 2836.422588 = -770790.503165 nChanged 128 SP:Iteration 14Q (2958.178731 sec): 3 clusters Score: Raw -773712.979652 + Penalty 2836.422588 = -770876.557064 nChanged 90 SP:Iteration 15Q (2958.224829 sec): 3 clusters Score: Raw -773757.201728 + Penalty 2836.422588 = -770920.779140 nChanged 69 SP:Iteration 16Q (2958.267032 sec): 3 clusters Score: Raw -773787.050037 + Penalty 2836.422588 = -770950.627449 nChanged 49 SP:Iteration 17Q (2958.322182 sec): 3 clusters Score: Raw -773806.283914 + Penalty 2836.422588 = -770969.861326 nChanged 42 SP:Iteration 18Q (2958.369658 sec): 3 clusters Score: Raw -773821.797047 + Penalty 2836.422588 = -770985.374459 nChanged 35 SP:Iteration 19Q (2958.408817 sec): 3 clusters Score: Raw -773838.558759 + Penalty 2836.422588 = -771002.136171 nChanged 42 SP:Iteration 20F (2958.454321 sec): 3 clusters Score: Raw -773853.323998 + Penalty 2836.422588 = -771016.901410 nChanged 29 SP:Iteration 21Q (2958.515495 sec): 3 clusters Score: Raw -773864.338372 + Penalty 2836.422588 = -771027.915784 nChanged 30 SP:Iteration 22Q (2958.563189 sec): 3 clusters Score: Raw -773874.750535 + Penalty 2836.422588 = -771038.327947 nChanged 24 SP:Iteration 23Q (2958.603004 sec): 3 clusters Score: Raw -773883.158975 + Penalty 2836.422588 = -771046.736387 nChanged 29 SP:Iteration 24Q (2958.657975 sec): 3 clusters Score: Raw -773895.657921 + Penalty 2836.422588 = -771059.235333 nChanged 21 SP:Iteration 25Q (2958.699123 sec): 3 clusters Score: Raw -773903.896177 + Penalty 2836.422588 = -771067.473589 nChanged 24 SP:Iteration 26Q (2958.754584 sec): 3 clusters Score: Raw -773910.827767 + Penalty 2836.422588 = -771074.405179 nChanged 12 SP:Iteration 27Q (2958.795520 sec): 3 clusters Score: Raw -773913.640495 + Penalty 2836.422588 = -771077.217907 nChanged 12 SP:Iteration 28Q (2958.851894 sec): 3 clusters Score: Raw -773916.871536 + Penalty 2836.422588 = -771080.448948 nChanged 9 SP:Iteration 29Q (2958.906342 sec): 3 clusters Score: Raw -773919.869524 + Penalty 2836.422588 = -771083.446936 nChanged 11 SP:Iteration 30Q (2958.962366 sec): 3 clusters Score: Raw -773923.049938 + Penalty 2836.422588 = -771086.627350 nChanged 12 SP:Iteration 31Q (2959.016401 sec): 3 clusters Score: Raw -773926.215832 + Penalty 2836.422588 = -771089.793244 nChanged 11 SP:Iteration 32Q (2959.074069 sec): 3 clusters Score: Raw -773929.606346 + Penalty 2836.422588 = -771093.183758 nChanged 15 SP:Iteration 33Q (2959.116453 sec): 3 clusters Score: Raw -773933.728234 + Penalty 2836.422588 = -771097.305646 nChanged 19 SP:Iteration 34Q (2959.183313 sec): 3 clusters Score: Raw -773938.481512 + Penalty 2836.422588 = -771102.058924 nChanged 17 SP:Iteration 35Q (2959.236632 sec): 3 clusters Score: Raw -773942.818654 + Penalty 2836.422588 = -771106.396066 nChanged 14 SP:Iteration 36Q (2959.299700 sec): 3 clusters Score: Raw -773946.281286 + Penalty 2836.422588 = -771109.858698 nChanged 8 SP:Iteration 37Q (2959.354122 sec): 3 clusters Score: Raw -773948.195541 + Penalty 2836.422588 = -771111.772953 nChanged 10 SP:Iteration 38Q (2959.402260 sec): 3 clusters Score: Raw -773950.255192 + Penalty 2836.422588 = -771113.832604 nChanged 8 SP:Iteration 39Q (2959.455942 sec): 3 clusters Score: Raw -773951.488636 + Penalty 2836.422588 = -771115.066048 nChanged 6 SP:Iteration 40F (2959.506747 sec): 3 clusters Score: Raw -773952.708987 + Penalty 2836.422588 = -771116.286399 nChanged 6 SP:Iteration 41Q (2959.569481 sec): 3 clusters Score: Raw -773954.449305 + Penalty 2836.422588 = -771118.026717 nChanged 12 SP:Iteration 42Q (2959.626826 sec): 3 clusters Score: Raw -773957.227284 + Penalty 2836.422588 = -771120.804696 nChanged 9 SP:Iteration 43Q (2959.682100 sec): 3 clusters Score: Raw -773959.275837 + Penalty 2836.422588 = -771122.853249 nChanged 10 SP:Iteration 44Q (2959.731950 sec): 3 clusters Score: Raw -773961.404118 + Penalty 2836.422588 = -771124.981530 nChanged 6 SP:Iteration 45Q (2959.794232 sec): 3 clusters Score: Raw -773962.583269 + Penalty 2836.422588 = -771126.160681 nChanged 12 SP:Iteration 46Q (2959.848417 sec): 3 clusters Score: Raw -773965.762165 + Penalty 2836.422588 = -771129.339577 nChanged 11 SP:Iteration 47Q (2959.891797 sec): 3 clusters Score: Raw -773968.312992 + Penalty 2836.422588 = -771131.890404 nChanged 7 SP:Iteration 48Q (2959.954841 sec): 3 clusters Score: Raw -773969.741829 + Penalty 2836.422588 = -771133.319241 nChanged 6 SP:Iteration 49Q (2960.007783 sec): 3 clusters Score: Raw -773971.462871 + Penalty 2836.422588 = -771135.040283 nChanged 5 SP:Iteration 50Q (2960.060513 sec): 3 clusters Score: Raw -773972.887656 + Penalty 2836.422588 = -771136.465068 nChanged 2 SP:Iteration 51Q (2960.102856 sec): 3 clusters Score: Raw -773973.231994 + Penalty 2836.422588 = -771136.809406 nChanged 2 SP:Iteration 52Q (2960.155796 sec): 3 clusters Score: Raw -773973.497091 + Penalty 2836.422588 = -771137.074503 nChanged 0 SP:Iteration 53F (2960.215179 sec): 3 clusters Score: Raw -773973.497091 + Penalty 2836.422588 = -771137.074503 nChanged 0 Trying to split cluster 11 (16749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2960.262721 sec): 2 clusters Score: Raw -2106281.655107 + Penalty 1580.490248 = -2104701.164859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2960.323715 sec): 3 clusters Score: Raw -2096342.785392 + Penalty 3160.980496 = -2093181.804896 nChanged 7504 SP:Iteration 1F (2960.403468 sec): 3 clusters Score: Raw -2100496.572535 + Penalty 3160.980496 = -2097335.592039 nChanged 854 SP:Iteration 2F (2960.465509 sec): 3 clusters Score: Raw -2100759.982282 + Penalty 3160.980496 = -2097599.001786 nChanged 651 SP:Iteration 3Q (2960.550371 sec): 3 clusters Score: Raw -2100942.361976 + Penalty 3160.980496 = -2097781.381480 nChanged 582 SP:Iteration 4Q (2960.619885 sec): 3 clusters Score: Raw -2101110.168889 + Penalty 3160.980496 = -2097949.188393 nChanged 521 SP:Iteration 5Q (2960.694552 sec): 3 clusters Score: Raw -2101249.790138 + Penalty 3160.980496 = -2098088.809642 nChanged 441 SP:Iteration 6Q (2960.779971 sec): 3 clusters Score: Raw -2101367.671686 + Penalty 3160.980496 = -2098206.691190 nChanged 389 SP:Iteration 7Q (2960.848581 sec): 3 clusters Score: Raw -2101477.586113 + Penalty 3160.980496 = -2098316.605617 nChanged 399 SP:Iteration 8Q (2960.927448 sec): 3 clusters Score: Raw -2101603.292733 + Penalty 3160.980496 = -2098442.312237 nChanged 421 SP:Iteration 9Q (2961.011845 sec): 3 clusters Score: Raw -2101752.836729 + Penalty 3160.980496 = -2098591.856233 nChanged 455 SP:Iteration 10Q (2961.087485 sec): 3 clusters Score: Raw -2101936.212519 + Penalty 3160.980496 = -2098775.232023 nChanged 518 SP:Iteration 11Q (2961.172816 sec): 3 clusters Score: Raw -2102160.420878 + Penalty 3160.980496 = -2098999.440382 nChanged 582 SP:Iteration 12Q (2961.251037 sec): 3 clusters Score: Raw -2102432.028778 + Penalty 3160.980496 = -2099271.048282 nChanged 655 SP:Iteration 13Q (2961.329748 sec): 3 clusters Score: Raw -2102800.649740 + Penalty 3160.980496 = -2099639.669244 nChanged 756 SP:Iteration 14Q (2961.403594 sec): 3 clusters Score: Raw -2103260.997549 + Penalty 3160.980496 = -2100100.017053 nChanged 777 SP:Iteration 15Q (2961.483664 sec): 3 clusters Score: Raw -2103797.427789 + Penalty 3160.980496 = -2100636.447293 nChanged 762 SP:Iteration 16Q (2961.559263 sec): 3 clusters Score: Raw -2104342.165723 + Penalty 3160.980496 = -2101181.185227 nChanged 653 SP:Iteration 17Q (2961.630521 sec): 3 clusters Score: Raw -2104809.191881 + Penalty 3160.980496 = -2101648.211385 nChanged 534 SP:Iteration 18Q (2961.708905 sec): 3 clusters Score: Raw -2105183.200540 + Penalty 3160.980496 = -2102022.220044 nChanged 453 SP:Iteration 19Q (2961.789282 sec): 3 clusters Score: Raw -2105471.357425 + Penalty 3160.980496 = -2102310.376929 nChanged 347 SP:Iteration 20F (2961.865560 sec): 3 clusters Score: Raw -2105670.611315 + Penalty 3160.980496 = -2102509.630819 nChanged 277 SP:Iteration 21Q (2961.941238 sec): 3 clusters Score: Raw -2105821.583111 + Penalty 3160.980496 = -2102660.602615 nChanged 220 SP:Iteration 22Q (2962.018464 sec): 3 clusters Score: Raw -2105933.073964 + Penalty 3160.980496 = -2102772.093468 nChanged 192 SP:Iteration 23Q (2962.075478 sec): 3 clusters Score: Raw -2106024.946619 + Penalty 3160.980496 = -2102863.966123 nChanged 171 SP:Iteration 24Q (2962.149983 sec): 3 clusters Score: Raw -2106102.497733 + Penalty 3160.980496 = -2102941.517237 nChanged 149 SP:Iteration 25Q (2962.204087 sec): 3 clusters Score: Raw -2106159.996158 + Penalty 3160.980496 = -2102999.015662 nChanged 125 SP:Iteration 26Q (2962.273807 sec): 3 clusters Score: Raw -2106208.389203 + Penalty 3160.980496 = -2103047.408707 nChanged 107 SP:Iteration 27Q (2962.340191 sec): 3 clusters Score: Raw -2106249.783325 + Penalty 3160.980496 = -2103088.802829 nChanged 104 SP:Iteration 28Q (2962.416017 sec): 3 clusters Score: Raw -2106286.900483 + Penalty 3160.980496 = -2103125.919987 nChanged 88 SP:Iteration 29Q (2962.482416 sec): 3 clusters Score: Raw -2106314.022552 + Penalty 3160.980496 = -2103153.042056 nChanged 78 SP:Iteration 30Q (2962.547118 sec): 3 clusters Score: Raw -2106337.008924 + Penalty 3160.980496 = -2103176.028428 nChanged 70 SP:Iteration 31Q (2962.612203 sec): 3 clusters Score: Raw -2106359.050984 + Penalty 3160.980496 = -2103198.070488 nChanged 71 SP:Iteration 32Q (2962.677534 sec): 3 clusters Score: Raw -2106380.786900 + Penalty 3160.980496 = -2103219.806404 nChanged 62 SP:Iteration 33Q (2962.743609 sec): 3 clusters Score: Raw -2106396.991406 + Penalty 3160.980496 = -2103236.010910 nChanged 54 SP:Iteration 34Q (2962.816064 sec): 3 clusters Score: Raw -2106413.899622 + Penalty 3160.980496 = -2103252.919126 nChanged 44 SP:Iteration 35Q (2962.893225 sec): 3 clusters Score: Raw -2106428.886385 + Penalty 3160.980496 = -2103267.905889 nChanged 41 SP:Iteration 36Q (2962.967161 sec): 3 clusters Score: Raw -2106442.980366 + Penalty 3160.980496 = -2103281.999870 nChanged 34 SP:Iteration 37Q (2963.042099 sec): 3 clusters Score: Raw -2106452.086358 + Penalty 3160.980496 = -2103291.105862 nChanged 31 SP:Iteration 38Q (2963.106945 sec): 3 clusters Score: Raw -2106462.340914 + Penalty 3160.980496 = -2103301.360418 nChanged 28 SP:Iteration 39Q (2963.181059 sec): 3 clusters Score: Raw -2106470.975413 + Penalty 3160.980496 = -2103309.994917 nChanged 32 SP:Iteration 40F (2963.267679 sec): 3 clusters Score: Raw -2106480.654663 + Penalty 3160.980496 = -2103319.674167 nChanged 25 SP:Iteration 41Q (2963.332295 sec): 3 clusters Score: Raw -2106487.933801 + Penalty 3160.980496 = -2103326.953305 nChanged 19 SP:Iteration 42Q (2963.402236 sec): 3 clusters Score: Raw -2106492.881266 + Penalty 3160.980496 = -2103331.900770 nChanged 10 SP:Iteration 43Q (2963.467735 sec): 3 clusters Score: Raw -2106495.663061 + Penalty 3160.980496 = -2103334.682565 nChanged 13 SP:Iteration 44Q (2963.537847 sec): 3 clusters Score: Raw -2106500.151367 + Penalty 3160.980496 = -2103339.170870 nChanged 14 SP:Iteration 45Q (2963.605610 sec): 3 clusters Score: Raw -2106504.509599 + Penalty 3160.980496 = -2103343.529103 nChanged 17 SP:Iteration 46Q (2963.674011 sec): 3 clusters Score: Raw -2106509.654176 + Penalty 3160.980496 = -2103348.673680 nChanged 15 SP:Iteration 47Q (2963.748409 sec): 3 clusters Score: Raw -2106514.130082 + Penalty 3160.980496 = -2103353.149586 nChanged 14 SP:Iteration 48Q (2963.802949 sec): 3 clusters Score: Raw -2106518.898723 + Penalty 3160.980496 = -2103357.918227 nChanged 15 SP:Iteration 49Q (2963.880016 sec): 3 clusters Score: Raw -2106525.165126 + Penalty 3160.980496 = -2103364.184630 nChanged 18 SP:Iteration 50Q (2963.949318 sec): 3 clusters Score: Raw -2106530.912082 + Penalty 3160.980496 = -2103369.931586 nChanged 20 SP:Iteration 51Q (2964.012396 sec): 3 clusters Score: Raw -2106537.302293 + Penalty 3160.980496 = -2103376.321797 nChanged 20 SP:Iteration 52Q (2964.085534 sec): 3 clusters Score: Raw -2106543.824189 + Penalty 3160.980496 = -2103382.843693 nChanged 11 SP:Iteration 53Q (2964.166458 sec): 3 clusters Score: Raw -2106547.744512 + Penalty 3160.980496 = -2103386.764016 nChanged 19 SP:Iteration 54Q (2964.240395 sec): 3 clusters Score: Raw -2106552.627682 + Penalty 3160.980496 = -2103391.647186 nChanged 12 SP:Iteration 55Q (2964.312004 sec): 3 clusters Score: Raw -2106556.293398 + Penalty 3160.980496 = -2103395.312902 nChanged 15 SP:Iteration 56Q (2964.386687 sec): 3 clusters Score: Raw -2106560.488487 + Penalty 3160.980496 = -2103399.507991 nChanged 10 SP:Iteration 57Q (2964.450063 sec): 3 clusters Score: Raw -2106562.743003 + Penalty 3160.980496 = -2103401.762507 nChanged 9 SP:Iteration 58Q (2964.511022 sec): 3 clusters Score: Raw -2106565.520028 + Penalty 3160.980496 = -2103404.539532 nChanged 10 SP:Iteration 59Q (2964.581201 sec): 3 clusters Score: Raw -2106569.014583 + Penalty 3160.980496 = -2103408.034087 nChanged 11 SP:Iteration 60F (2964.638177 sec): 3 clusters Score: Raw -2106571.331189 + Penalty 3160.980496 = -2103410.350693 nChanged 6 SP:Iteration 61Q (2964.696678 sec): 3 clusters Score: Raw -2106572.667876 + Penalty 3160.980496 = -2103411.687380 nChanged 6 SP:Iteration 62Q (2964.755924 sec): 3 clusters Score: Raw -2106574.107649 + Penalty 3160.980496 = -2103413.127153 nChanged 6 SP:Iteration 63Q (2964.832937 sec): 3 clusters Score: Raw -2106575.308504 + Penalty 3160.980496 = -2103414.328008 nChanged 6 SP:Iteration 64Q (2964.896456 sec): 3 clusters Score: Raw -2106577.132954 + Penalty 3160.980496 = -2103416.152458 nChanged 6 SP:Iteration 65Q (2964.965054 sec): 3 clusters Score: Raw -2106578.472378 + Penalty 3160.980496 = -2103417.491882 nChanged 7 SP:Iteration 66Q (2965.037686 sec): 3 clusters Score: Raw -2106580.335825 + Penalty 3160.980496 = -2103419.355329 nChanged 4 SP:Iteration 67Q (2965.097656 sec): 3 clusters Score: Raw -2106581.421817 + Penalty 3160.980496 = -2103420.441321 nChanged 3 SP:Iteration 68Q (2965.178623 sec): 3 clusters Score: Raw -2106582.725020 + Penalty 3160.980496 = -2103421.744524 nChanged 5 SP:Iteration 69Q (2965.235102 sec): 3 clusters Score: Raw -2106583.716153 + Penalty 3160.980496 = -2103422.735657 nChanged 0 SP:Iteration 70F (2965.313443 sec): 3 clusters Score: Raw -2106583.716153 + Penalty 3160.980496 = -2103422.735657 nChanged 0 Trying to split cluster 12 (49573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2965.407058 sec): 2 clusters Score: Raw -6295174.777373 + Penalty 1756.820262 = -6293417.957111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2965.544723 sec): 3 clusters Score: Raw -6263683.169244 + Penalty 3513.640523 = -6260169.528721 nChanged 23252 SP:Iteration 1F (2965.667042 sec): 3 clusters Score: Raw -6277017.745927 + Penalty 3513.640523 = -6273504.105404 nChanged 1850 SP:Iteration 2Q (2965.795784 sec): 3 clusters Score: Raw -6277527.317537 + Penalty 3513.640523 = -6274013.677014 nChanged 1884 SP:Iteration 3Q (2965.916602 sec): 3 clusters Score: Raw -6278117.576107 + Penalty 3513.640523 = -6274603.935584 nChanged 1922 SP:Iteration 4Q (2966.043026 sec): 3 clusters Score: Raw -6278830.230245 + Penalty 3513.640523 = -6275316.589722 nChanged 2192 SP:Iteration 5Q (2966.163340 sec): 3 clusters Score: Raw -6279777.167292 + Penalty 3513.640523 = -6276263.526769 nChanged 2558 SP:Iteration 6F (2966.277456 sec): 3 clusters Score: Raw -6281118.689273 + Penalty 3513.640523 = -6277605.048750 nChanged 2901 SP:Iteration 7F (2966.391235 sec): 3 clusters Score: Raw -6282948.246238 + Penalty 3513.640523 = -6279434.605715 nChanged 3090 SP:Iteration 8F (2966.505626 sec): 3 clusters Score: Raw -6285081.907510 + Penalty 3513.640523 = -6281568.266987 nChanged 2889 SP:Iteration 9F (2966.624267 sec): 3 clusters Score: Raw -6287181.495752 + Penalty 3513.640523 = -6283667.855229 nChanged 2477 SP:Iteration 10Q (2966.741971 sec): 3 clusters Score: Raw -6288910.333116 + Penalty 3513.640523 = -6285396.692593 nChanged 1940 SP:Iteration 11Q (2966.875448 sec): 3 clusters Score: Raw -6290052.825387 + Penalty 3513.640523 = -6286539.184864 nChanged 1395 SP:Iteration 12Q (2967.003704 sec): 3 clusters Score: Raw -6290702.301310 + Penalty 3513.640523 = -6287188.660787 nChanged 967 SP:Iteration 13Q (2967.098447 sec): 3 clusters Score: Raw -6291137.723056 + Penalty 3513.640523 = -6287624.082533 nChanged 838 SP:Iteration 14Q (2967.221507 sec): 3 clusters Score: Raw -6291497.247324 + Penalty 3513.640523 = -6287983.606800 nChanged 748 SP:Iteration 15Q (2967.347954 sec): 3 clusters Score: Raw -6291807.076766 + Penalty 3513.640523 = -6288293.436243 nChanged 720 SP:Iteration 16Q (2967.462828 sec): 3 clusters Score: Raw -6292112.623930 + Penalty 3513.640523 = -6288598.983407 nChanged 687 SP:Iteration 17Q (2967.566162 sec): 3 clusters Score: Raw -6292388.199246 + Penalty 3513.640523 = -6288874.558723 nChanged 617 SP:Iteration 18Q (2967.686980 sec): 3 clusters Score: Raw -6292632.911113 + Penalty 3513.640523 = -6289119.270590 nChanged 543 SP:Iteration 19Q (2967.800276 sec): 3 clusters Score: Raw -6292844.442880 + Penalty 3513.640523 = -6289330.802357 nChanged 524 SP:Iteration 20F (2967.921224 sec): 3 clusters Score: Raw -6293043.214286 + Penalty 3513.640523 = -6289529.573763 nChanged 494 SP:Iteration 21Q (2968.037269 sec): 3 clusters Score: Raw -6293231.238660 + Penalty 3513.640523 = -6289717.598137 nChanged 480 SP:Iteration 22Q (2968.154170 sec): 3 clusters Score: Raw -6293418.061542 + Penalty 3513.640523 = -6289904.421019 nChanged 422 SP:Iteration 23Q (2968.267216 sec): 3 clusters Score: Raw -6293602.559703 + Penalty 3513.640523 = -6290088.919180 nChanged 420 SP:Iteration 24Q (2968.390259 sec): 3 clusters Score: Raw -6293801.454191 + Penalty 3513.640523 = -6290287.813668 nChanged 412 SP:Iteration 25Q (2968.502533 sec): 3 clusters Score: Raw -6294000.929815 + Penalty 3513.640523 = -6290487.289292 nChanged 375 SP:Iteration 26Q (2968.606454 sec): 3 clusters Score: Raw -6294165.800942 + Penalty 3513.640523 = -6290652.160419 nChanged 304 SP:Iteration 27Q (2968.716110 sec): 3 clusters Score: Raw -6294311.868026 + Penalty 3513.640523 = -6290798.227503 nChanged 300 SP:Iteration 28Q (2968.832417 sec): 3 clusters Score: Raw -6294457.270613 + Penalty 3513.640523 = -6290943.630090 nChanged 267 SP:Iteration 29Q (2968.936028 sec): 3 clusters Score: Raw -6294581.173349 + Penalty 3513.640523 = -6291067.532826 nChanged 251 SP:Iteration 30Q (2969.044671 sec): 3 clusters Score: Raw -6294697.230845 + Penalty 3513.640523 = -6291183.590322 nChanged 214 SP:Iteration 31Q (2969.153852 sec): 3 clusters Score: Raw -6294797.825534 + Penalty 3513.640523 = -6291284.185011 nChanged 200 SP:Iteration 32Q (2969.263571 sec): 3 clusters Score: Raw -6294886.228852 + Penalty 3513.640523 = -6291372.588329 nChanged 170 SP:Iteration 33Q (2969.368989 sec): 3 clusters Score: Raw -6294964.535678 + Penalty 3513.640523 = -6291450.895155 nChanged 156 SP:Iteration 34Q (2969.476793 sec): 3 clusters Score: Raw -6295033.227444 + Penalty 3513.640523 = -6291519.586921 nChanged 132 SP:Iteration 35Q (2969.572320 sec): 3 clusters Score: Raw -6295087.756980 + Penalty 3513.640523 = -6291574.116457 nChanged 114 SP:Iteration 36Q (2969.689240 sec): 3 clusters Score: Raw -6295130.340565 + Penalty 3513.640523 = -6291616.700041 nChanged 84 SP:Iteration 37Q (2969.802113 sec): 3 clusters Score: Raw -6295164.183413 + Penalty 3513.640523 = -6291650.542890 nChanged 70 SP:Iteration 38Q (2969.911727 sec): 3 clusters Score: Raw -6295189.746854 + Penalty 3513.640523 = -6291676.106331 nChanged 55 SP:Iteration 39Q (2970.011950 sec): 3 clusters Score: Raw -6295214.427717 + Penalty 3513.640523 = -6291700.787194 nChanged 52 SP:Iteration 40F (2970.139292 sec): 3 clusters Score: Raw -6295236.389633 + Penalty 3513.640523 = -6291722.749110 nChanged 48 SP:Iteration 41Q (2970.251570 sec): 3 clusters Score: Raw -6295256.943067 + Penalty 3513.640523 = -6291743.302544 nChanged 49 SP:Iteration 42Q (2970.366743 sec): 3 clusters Score: Raw -6295279.137607 + Penalty 3513.640523 = -6291765.497084 nChanged 38 SP:Iteration 43Q (2970.480919 sec): 3 clusters Score: Raw -6295298.087243 + Penalty 3513.640523 = -6291784.446720 nChanged 39 SP:Iteration 44Q (2970.580924 sec): 3 clusters Score: Raw -6295320.131593 + Penalty 3513.640523 = -6291806.491070 nChanged 38 SP:Iteration 45Q (2970.658766 sec): 3 clusters Score: Raw -6295336.888147 + Penalty 3513.640523 = -6291823.247623 nChanged 29 SP:Iteration 46Q (2970.737978 sec): 3 clusters Score: Raw -6295355.538905 + Penalty 3513.640523 = -6291841.898381 nChanged 38 SP:Iteration 47Q (2970.853679 sec): 3 clusters Score: Raw -6295376.395908 + Penalty 3513.640523 = -6291862.755385 nChanged 25 SP:Iteration 48Q (2970.962083 sec): 3 clusters Score: Raw -6295388.484400 + Penalty 3513.640523 = -6291874.843877 nChanged 15 SP:Iteration 49Q (2971.077961 sec): 3 clusters Score: Raw -6295396.496134 + Penalty 3513.640523 = -6291882.855611 nChanged 19 SP:Iteration 50Q (2971.181770 sec): 3 clusters Score: Raw -6295405.423032 + Penalty 3513.640523 = -6291891.782509 nChanged 17 SP:Iteration 51Q (2971.288042 sec): 3 clusters Score: Raw -6295414.236433 + Penalty 3513.640523 = -6291900.595910 nChanged 14 SP:Iteration 52Q (2971.407700 sec): 3 clusters Score: Raw -6295421.529494 + Penalty 3513.640523 = -6291907.888970 nChanged 13 SP:Iteration 53Q (2971.522123 sec): 3 clusters Score: Raw -6295426.890344 + Penalty 3513.640523 = -6291913.249821 nChanged 11 SP:Iteration 54Q (2971.629172 sec): 3 clusters Score: Raw -6295431.584805 + Penalty 3513.640523 = -6291917.944282 nChanged 7 SP:Iteration 55Q (2971.741730 sec): 3 clusters Score: Raw -6295434.260352 + Penalty 3513.640523 = -6291920.619829 nChanged 8 SP:Iteration 56Q (2971.854268 sec): 3 clusters Score: Raw -6295437.694457 + Penalty 3513.640523 = -6291924.053934 nChanged 7 SP:Iteration 57Q (2971.962463 sec): 3 clusters Score: Raw -6295440.116982 + Penalty 3513.640523 = -6291926.476459 nChanged 5 SP:Iteration 58Q (2972.071833 sec): 3 clusters Score: Raw -6295442.760728 + Penalty 3513.640523 = -6291929.120205 nChanged 9 SP:Iteration 59Q (2972.184248 sec): 3 clusters Score: Raw -6295446.848801 + Penalty 3513.640523 = -6291933.208277 nChanged 8 SP:Iteration 60F (2972.315304 sec): 3 clusters Score: Raw -6295450.456917 + Penalty 3513.640523 = -6291936.816394 nChanged 3 SP:Iteration 61Q (2972.427725 sec): 3 clusters Score: Raw -6295451.587577 + Penalty 3513.640523 = -6291937.947054 nChanged 2 SP:Iteration 62Q (2972.528936 sec): 3 clusters Score: Raw -6295453.601401 + Penalty 3513.640523 = -6291939.960878 nChanged 6 SP:Iteration 63Q (2972.640397 sec): 3 clusters Score: Raw -6295458.251745 + Penalty 3513.640523 = -6291944.611221 nChanged 9 SP:Iteration 64Q (2972.760183 sec): 3 clusters Score: Raw -6295463.301498 + Penalty 3513.640523 = -6291949.660975 nChanged 6 SP:Iteration 65Q (2972.874794 sec): 3 clusters Score: Raw -6295465.848765 + Penalty 3513.640523 = -6291952.208242 nChanged 3 SP:Iteration 66Q (2972.985733 sec): 3 clusters Score: Raw -6295466.928331 + Penalty 3513.640523 = -6291953.287808 nChanged 1 SP:Iteration 67Q (2973.102024 sec): 3 clusters Score: Raw -6295467.388249 + Penalty 3513.640523 = -6291953.747726 nChanged 1 SP:Iteration 68Q (2973.214466 sec): 3 clusters Score: Raw -6295467.663971 + Penalty 3513.640523 = -6291954.023448 nChanged 0 SP:Iteration 69F (2973.333662 sec): 3 clusters Score: Raw -6295467.663971 + Penalty 3513.640523 = -6291954.023448 nChanged 0 Trying to split cluster 13 (5349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2973.378667 sec): 2 clusters Score: Raw -674360.599461 + Penalty 1395.008047 = -672965.591414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2973.433718 sec): 3 clusters Score: Raw -671509.743355 + Penalty 2790.016095 = -668719.727260 nChanged 2256 SP:Iteration 1F (2973.482539 sec): 3 clusters Score: Raw -672799.693260 + Penalty 2790.016095 = -670009.677165 nChanged 374 SP:Iteration 2F (2973.535444 sec): 3 clusters Score: Raw -673030.441382 + Penalty 2790.016095 = -670240.425288 nChanged 322 SP:Iteration 3F (2973.595228 sec): 3 clusters Score: Raw -673225.269120 + Penalty 2790.016095 = -670435.253025 nChanged 265 SP:Iteration 4Q (2973.642520 sec): 3 clusters Score: Raw -673391.030232 + Penalty 2790.016095 = -670601.014138 nChanged 240 SP:Iteration 5Q (2973.702044 sec): 3 clusters Score: Raw -673547.688989 + Penalty 2790.016095 = -670757.672895 nChanged 209 SP:Iteration 6Q (2973.746239 sec): 3 clusters Score: Raw -673698.247125 + Penalty 2790.016095 = -670908.231031 nChanged 209 SP:Iteration 7Q (2973.806463 sec): 3 clusters Score: Raw -673819.597477 + Penalty 2790.016095 = -671029.581382 nChanged 173 SP:Iteration 8Q (2973.860499 sec): 3 clusters Score: Raw -673927.810764 + Penalty 2790.016095 = -671137.794670 nChanged 157 SP:Iteration 9Q (2973.909951 sec): 3 clusters Score: Raw -674011.565435 + Penalty 2790.016095 = -671221.549340 nChanged 149 SP:Iteration 10Q (2973.974061 sec): 3 clusters Score: Raw -674082.581793 + Penalty 2790.016095 = -671292.565699 nChanged 130 SP:Iteration 11Q (2974.029652 sec): 3 clusters Score: Raw -674143.225001 + Penalty 2790.016095 = -671353.208907 nChanged 99 SP:Iteration 12Q (2974.082726 sec): 3 clusters Score: Raw -674182.160556 + Penalty 2790.016095 = -671392.144461 nChanged 88 SP:Iteration 13Q (2974.139728 sec): 3 clusters Score: Raw -674212.936796 + Penalty 2790.016095 = -671422.920702 nChanged 76 SP:Iteration 14Q (2974.191102 sec): 3 clusters Score: Raw -674240.705831 + Penalty 2790.016095 = -671450.689737 nChanged 55 SP:Iteration 15Q (2974.234845 sec): 3 clusters Score: Raw -674258.608967 + Penalty 2790.016095 = -671468.592872 nChanged 46 SP:Iteration 16Q (2974.291500 sec): 3 clusters Score: Raw -674271.687726 + Penalty 2790.016095 = -671481.671631 nChanged 35 SP:Iteration 17Q (2974.356083 sec): 3 clusters Score: Raw -674281.401522 + Penalty 2790.016095 = -671491.385427 nChanged 34 SP:Iteration 18Q (2974.403178 sec): 3 clusters Score: Raw -674289.711721 + Penalty 2790.016095 = -671499.695626 nChanged 34 SP:Iteration 19Q (2974.460296 sec): 3 clusters Score: Raw -674296.917125 + Penalty 2790.016095 = -671506.901031 nChanged 28 SP:Iteration 20F (2974.513028 sec): 3 clusters Score: Raw -674302.454196 + Penalty 2790.016095 = -671512.438102 nChanged 17 SP:Iteration 21Q (2974.569131 sec): 3 clusters Score: Raw -674306.468396 + Penalty 2790.016095 = -671516.452301 nChanged 14 SP:Iteration 22Q (2974.623842 sec): 3 clusters Score: Raw -674309.007922 + Penalty 2790.016095 = -671518.991827 nChanged 12 SP:Iteration 23Q (2974.674220 sec): 3 clusters Score: Raw -674311.652170 + Penalty 2790.016095 = -671521.636076 nChanged 17 SP:Iteration 24Q (2974.728643 sec): 3 clusters Score: Raw -674315.088645 + Penalty 2790.016095 = -671525.072550 nChanged 19 SP:Iteration 25Q (2974.775025 sec): 3 clusters Score: Raw -674317.916634 + Penalty 2790.016095 = -671527.900539 nChanged 14 SP:Iteration 26Q (2974.837368 sec): 3 clusters Score: Raw -674320.612830 + Penalty 2790.016095 = -671530.596736 nChanged 9 SP:Iteration 27Q (2974.885209 sec): 3 clusters Score: Raw -674322.145167 + Penalty 2790.016095 = -671532.129072 nChanged 6 SP:Iteration 28Q (2974.938808 sec): 3 clusters Score: Raw -674323.018078 + Penalty 2790.016095 = -671533.001983 nChanged 5 SP:Iteration 29Q (2974.991869 sec): 3 clusters Score: Raw -674324.205158 + Penalty 2790.016095 = -671534.189064 nChanged 10 SP:Iteration 30Q (2975.027725 sec): 3 clusters Score: Raw -674326.708395 + Penalty 2790.016095 = -671536.692300 nChanged 12 SP:Iteration 31Q (2975.079801 sec): 3 clusters Score: Raw -674329.037037 + Penalty 2790.016095 = -671539.020942 nChanged 12 SP:Iteration 32Q (2975.134068 sec): 3 clusters Score: Raw -674331.101649 + Penalty 2790.016095 = -671541.085555 nChanged 12 SP:Iteration 33Q (2975.188289 sec): 3 clusters Score: Raw -674334.310275 + Penalty 2790.016095 = -671544.294181 nChanged 15 SP:Iteration 34Q (2975.253284 sec): 3 clusters Score: Raw -674338.635963 + Penalty 2790.016095 = -671548.619869 nChanged 8 SP:Iteration 35Q (2975.290271 sec): 3 clusters Score: Raw -674340.595028 + Penalty 2790.016095 = -671550.578934 nChanged 10 SP:Iteration 36Q (2975.356443 sec): 3 clusters Score: Raw -674343.315307 + Penalty 2790.016095 = -671553.299212 nChanged 7 SP:Iteration 37Q (2975.404207 sec): 3 clusters Score: Raw -674345.926607 + Penalty 2790.016095 = -671555.910512 nChanged 5 SP:Iteration 38Q (2975.458859 sec): 3 clusters Score: Raw -674347.026185 + Penalty 2790.016095 = -671557.010091 nChanged 1 SP:Iteration 39Q (2975.497776 sec): 3 clusters Score: Raw -674347.152613 + Penalty 2790.016095 = -671557.136518 nChanged 1 SP:Iteration 40F (2975.552701 sec): 3 clusters Score: Raw -674347.198304 + Penalty 2790.016095 = -671557.182209 nChanged 0 Trying to split cluster 14 (9078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2975.587803 sec): 2 clusters Score: Raw -1103840.654790 + Penalty 1480.961492 = -1102359.693298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2975.651974 sec): 3 clusters Score: Raw -1098784.988398 + Penalty 2961.922984 = -1095823.065414 nChanged 3888 SP:Iteration 1F (2975.701743 sec): 3 clusters Score: Raw -1100822.147759 + Penalty 2961.922984 = -1097860.224774 nChanged 531 SP:Iteration 2F (2975.759067 sec): 3 clusters Score: Raw -1101053.291518 + Penalty 2961.922984 = -1098091.368533 nChanged 445 SP:Iteration 3Q (2975.822571 sec): 3 clusters Score: Raw -1101270.030414 + Penalty 2961.922984 = -1098308.107429 nChanged 442 SP:Iteration 4Q (2975.881565 sec): 3 clusters Score: Raw -1101509.035938 + Penalty 2961.922984 = -1098547.112953 nChanged 417 SP:Iteration 5Q (2975.938391 sec): 3 clusters Score: Raw -1101852.868527 + Penalty 2961.922984 = -1098890.945543 nChanged 433 SP:Iteration 6Q (2975.999229 sec): 3 clusters Score: Raw -1102295.790828 + Penalty 2961.922984 = -1099333.867843 nChanged 468 SP:Iteration 7F (2976.054962 sec): 3 clusters Score: Raw -1102674.024916 + Penalty 2961.922984 = -1099712.101932 nChanged 430 SP:Iteration 8Q (2976.116437 sec): 3 clusters Score: Raw -1102938.453475 + Penalty 2961.922984 = -1099976.530491 nChanged 385 SP:Iteration 9Q (2976.171959 sec): 3 clusters Score: Raw -1103131.179765 + Penalty 2961.922984 = -1100169.256780 nChanged 343 SP:Iteration 10Q (2976.236933 sec): 3 clusters Score: Raw -1103299.053186 + Penalty 2961.922984 = -1100337.130201 nChanged 324 SP:Iteration 11Q (2976.291774 sec): 3 clusters Score: Raw -1103435.379381 + Penalty 2961.922984 = -1100473.456396 nChanged 286 SP:Iteration 12Q (2976.354257 sec): 3 clusters Score: Raw -1103552.597668 + Penalty 2961.922984 = -1100590.674683 nChanged 275 SP:Iteration 13Q (2976.412198 sec): 3 clusters Score: Raw -1103679.452666 + Penalty 2961.922984 = -1100717.529682 nChanged 281 SP:Iteration 14Q (2976.469536 sec): 3 clusters Score: Raw -1103810.968160 + Penalty 2961.922984 = -1100849.045175 nChanged 283 SP:Iteration 15Q (2976.514103 sec): 3 clusters Score: Raw -1103948.204037 + Penalty 2961.922984 = -1100986.281052 nChanged 288 SP:Iteration 16Q (2976.572277 sec): 3 clusters Score: Raw -1104084.137682 + Penalty 2961.922984 = -1101122.214697 nChanged 291 SP:Iteration 17Q (2976.631149 sec): 3 clusters Score: Raw -1104249.481045 + Penalty 2961.922984 = -1101287.558060 nChanged 303 SP:Iteration 18Q (2976.686275 sec): 3 clusters Score: Raw -1104420.715694 + Penalty 2961.922984 = -1101458.792709 nChanged 290 SP:Iteration 19Q (2976.745791 sec): 3 clusters Score: Raw -1104570.297887 + Penalty 2961.922984 = -1101608.374903 nChanged 198 SP:Iteration 20F (2976.779039 sec): 3 clusters Score: Raw -1104664.046904 + Penalty 2961.922984 = -1101702.123919 nChanged 161 SP:Iteration 21Q (2976.843020 sec): 3 clusters Score: Raw -1104735.916939 + Penalty 2961.922984 = -1101773.993954 nChanged 146 SP:Iteration 22Q (2976.903277 sec): 3 clusters Score: Raw -1104795.678683 + Penalty 2961.922984 = -1101833.755699 nChanged 100 SP:Iteration 23Q (2976.933437 sec): 3 clusters Score: Raw -1104830.357229 + Penalty 2961.922984 = -1101868.434245 nChanged 68 SP:Iteration 24Q (2977.005344 sec): 3 clusters Score: Raw -1104857.254704 + Penalty 2961.922984 = -1101895.331719 nChanged 50 SP:Iteration 25Q (2977.065866 sec): 3 clusters Score: Raw -1104877.720803 + Penalty 2961.922984 = -1101915.797818 nChanged 33 SP:Iteration 26Q (2977.115041 sec): 3 clusters Score: Raw -1104889.527087 + Penalty 2961.922984 = -1101927.604102 nChanged 26 SP:Iteration 27Q (2977.176156 sec): 3 clusters Score: Raw -1104898.120648 + Penalty 2961.922984 = -1101936.197663 nChanged 20 SP:Iteration 28Q (2977.236097 sec): 3 clusters Score: Raw -1104903.743860 + Penalty 2961.922984 = -1101941.820876 nChanged 15 SP:Iteration 29Q (2977.298585 sec): 3 clusters Score: Raw -1104907.698017 + Penalty 2961.922984 = -1101945.775032 nChanged 9 SP:Iteration 30Q (2977.361662 sec): 3 clusters Score: Raw -1104909.391837 + Penalty 2961.922984 = -1101947.468853 nChanged 9 SP:Iteration 31Q (2977.416955 sec): 3 clusters Score: Raw -1104911.383945 + Penalty 2961.922984 = -1101949.460960 nChanged 7 SP:Iteration 32Q (2977.484745 sec): 3 clusters Score: Raw -1104912.812710 + Penalty 2961.922984 = -1101950.889726 nChanged 4 SP:Iteration 33Q (2977.538877 sec): 3 clusters Score: Raw -1104913.770303 + Penalty 2961.922984 = -1101951.847318 nChanged 2 SP:Iteration 34Q (2977.602881 sec): 3 clusters Score: Raw -1104914.364778 + Penalty 2961.922984 = -1101952.441793 nChanged 1 SP:Iteration 35Q (2977.665488 sec): 3 clusters Score: Raw -1104914.923162 + Penalty 2961.922984 = -1101953.000178 nChanged 4 SP:Iteration 36Q (2977.737970 sec): 3 clusters Score: Raw -1104915.860228 + Penalty 2961.922984 = -1101953.937244 nChanged 4 SP:Iteration 37Q (2977.798571 sec): 3 clusters Score: Raw -1104917.287724 + Penalty 2961.922984 = -1101955.364740 nChanged 5 SP:Iteration 38Q (2977.852414 sec): 3 clusters Score: Raw -1104918.633996 + Penalty 2961.922984 = -1101956.711011 nChanged 4 SP:Iteration 39Q (2977.925014 sec): 3 clusters Score: Raw -1104919.146834 + Penalty 2961.922984 = -1101957.223849 nChanged 4 SP:Iteration 40F (2977.988057 sec): 3 clusters Score: Raw -1104919.582063 + Penalty 2961.922984 = -1101957.659078 nChanged 1 SP:Iteration 41Q (2978.048722 sec): 3 clusters Score: Raw -1104919.824884 + Penalty 2961.922984 = -1101957.901899 nChanged 1 SP:Iteration 42Q (2978.105422 sec): 3 clusters Score: Raw -1104919.958257 + Penalty 2961.922984 = -1101958.035273 nChanged 0 SP:Iteration 43F (2978.172840 sec): 3 clusters Score: Raw -1104919.958257 + Penalty 2961.922984 = -1101958.035273 nChanged 0 Trying to split cluster 15 (21075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2978.223805 sec): 2 clusters Score: Raw -2662416.431142 + Penalty 1617.824452 = -2660798.606690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2978.289424 sec): 3 clusters Score: Raw -2649696.824170 + Penalty 3235.648904 = -2646461.175265 nChanged 9550 SP:Iteration 1F (2978.369415 sec): 3 clusters Score: Raw -2654957.665069 + Penalty 3235.648904 = -2651722.016165 nChanged 1195 SP:Iteration 2F (2978.452525 sec): 3 clusters Score: Raw -2655498.059532 + Penalty 3235.648904 = -2652262.410627 nChanged 1079 SP:Iteration 3F (2978.537167 sec): 3 clusters Score: Raw -2656031.298177 + Penalty 3235.648904 = -2652795.649273 nChanged 1065 SP:Iteration 4F (2978.616976 sec): 3 clusters Score: Raw -2656586.765134 + Penalty 3235.648904 = -2653351.116230 nChanged 1111 SP:Iteration 5F (2978.705412 sec): 3 clusters Score: Raw -2657197.733480 + Penalty 3235.648904 = -2653962.084576 nChanged 1228 SP:Iteration 6F (2978.783416 sec): 3 clusters Score: Raw -2657951.129701 + Penalty 3235.648904 = -2654715.480796 nChanged 1360 SP:Iteration 7F (2978.866230 sec): 3 clusters Score: Raw -2658884.814761 + Penalty 3235.648904 = -2655649.165857 nChanged 1308 SP:Iteration 8F (2978.940072 sec): 3 clusters Score: Raw -2659839.288302 + Penalty 3235.648904 = -2656603.639397 nChanged 1200 SP:Iteration 9F (2979.018576 sec): 3 clusters Score: Raw -2660702.612578 + Penalty 3235.648904 = -2657466.963674 nChanged 952 SP:Iteration 10Q (2979.101087 sec): 3 clusters Score: Raw -2661327.119947 + Penalty 3235.648904 = -2658091.471043 nChanged 704 SP:Iteration 11Q (2979.161350 sec): 3 clusters Score: Raw -2661719.159209 + Penalty 3235.648904 = -2658483.510304 nChanged 528 SP:Iteration 12Q (2979.244824 sec): 3 clusters Score: Raw -2661973.052561 + Penalty 3235.648904 = -2658737.403656 nChanged 394 SP:Iteration 13Q (2979.314294 sec): 3 clusters Score: Raw -2662141.595859 + Penalty 3235.648904 = -2658905.946954 nChanged 326 SP:Iteration 14Q (2979.396961 sec): 3 clusters Score: Raw -2662278.519171 + Penalty 3235.648904 = -2659042.870266 nChanged 297 SP:Iteration 15Q (2979.478003 sec): 3 clusters Score: Raw -2662400.023634 + Penalty 3235.648904 = -2659164.374730 nChanged 288 SP:Iteration 16Q (2979.559169 sec): 3 clusters Score: Raw -2662523.112117 + Penalty 3235.648904 = -2659287.463213 nChanged 275 SP:Iteration 17Q (2979.629739 sec): 3 clusters Score: Raw -2662635.450021 + Penalty 3235.648904 = -2659399.801117 nChanged 248 SP:Iteration 18Q (2979.710221 sec): 3 clusters Score: Raw -2662736.614773 + Penalty 3235.648904 = -2659500.965869 nChanged 239 SP:Iteration 19Q (2979.791892 sec): 3 clusters Score: Raw -2662830.628737 + Penalty 3235.648904 = -2659594.979833 nChanged 204 SP:Iteration 20F (2979.862286 sec): 3 clusters Score: Raw -2662902.819915 + Penalty 3235.648904 = -2659667.171011 nChanged 191 SP:Iteration 21Q (2979.941380 sec): 3 clusters Score: Raw -2662960.348460 + Penalty 3235.648904 = -2659724.699555 nChanged 173 SP:Iteration 22Q (2980.019572 sec): 3 clusters Score: Raw -2663014.460281 + Penalty 3235.648904 = -2659778.811377 nChanged 155 SP:Iteration 23Q (2980.070987 sec): 3 clusters Score: Raw -2663057.925044 + Penalty 3235.648904 = -2659822.276139 nChanged 141 SP:Iteration 24Q (2980.155081 sec): 3 clusters Score: Raw -2663100.921963 + Penalty 3235.648904 = -2659865.273059 nChanged 141 SP:Iteration 25Q (2980.241070 sec): 3 clusters Score: Raw -2663148.915068 + Penalty 3235.648904 = -2659913.266164 nChanged 152 SP:Iteration 26Q (2980.322725 sec): 3 clusters Score: Raw -2663196.747005 + Penalty 3235.648904 = -2659961.098100 nChanged 130 SP:Iteration 27Q (2980.399114 sec): 3 clusters Score: Raw -2663230.477952 + Penalty 3235.648904 = -2659994.829048 nChanged 96 SP:Iteration 28Q (2980.447150 sec): 3 clusters Score: Raw -2663252.106274 + Penalty 3235.648904 = -2660016.457370 nChanged 77 SP:Iteration 29Q (2980.537130 sec): 3 clusters Score: Raw -2663268.566865 + Penalty 3235.648904 = -2660032.917961 nChanged 76 SP:Iteration 30Q (2980.616588 sec): 3 clusters Score: Raw -2663283.718937 + Penalty 3235.648904 = -2660048.070033 nChanged 61 SP:Iteration 31Q (2980.698623 sec): 3 clusters Score: Raw -2663293.287782 + Penalty 3235.648904 = -2660057.638878 nChanged 45 SP:Iteration 32Q (2980.779181 sec): 3 clusters Score: Raw -2663300.846845 + Penalty 3235.648904 = -2660065.197940 nChanged 44 SP:Iteration 33Q (2980.851454 sec): 3 clusters Score: Raw -2663308.002306 + Penalty 3235.648904 = -2660072.353401 nChanged 52 SP:Iteration 34Q (2980.934437 sec): 3 clusters Score: Raw -2663317.412019 + Penalty 3235.648904 = -2660081.763114 nChanged 48 SP:Iteration 35Q (2981.010460 sec): 3 clusters Score: Raw -2663327.009374 + Penalty 3235.648904 = -2660091.360469 nChanged 53 SP:Iteration 36Q (2981.091499 sec): 3 clusters Score: Raw -2663337.146750 + Penalty 3235.648904 = -2660101.497846 nChanged 44 SP:Iteration 37Q (2981.161226 sec): 3 clusters Score: Raw -2663345.017115 + Penalty 3235.648904 = -2660109.368211 nChanged 50 SP:Iteration 38Q (2981.217233 sec): 3 clusters Score: Raw -2663356.041760 + Penalty 3235.648904 = -2660120.392856 nChanged 58 SP:Iteration 39Q (2981.302875 sec): 3 clusters Score: Raw -2663369.531249 + Penalty 3235.648904 = -2660133.882345 nChanged 55 SP:Iteration 40F (2981.385930 sec): 3 clusters Score: Raw -2663381.528636 + Penalty 3235.648904 = -2660145.879731 nChanged 62 SP:Iteration 41Q (2981.462643 sec): 3 clusters Score: Raw -2663395.668148 + Penalty 3235.648904 = -2660160.019244 nChanged 50 SP:Iteration 42Q (2981.540840 sec): 3 clusters Score: Raw -2663404.953340 + Penalty 3235.648904 = -2660169.304435 nChanged 41 SP:Iteration 43Q (2981.616349 sec): 3 clusters Score: Raw -2663413.125107 + Penalty 3235.648904 = -2660177.476203 nChanged 31 SP:Iteration 44Q (2981.695299 sec): 3 clusters Score: Raw -2663419.278381 + Penalty 3235.648904 = -2660183.629476 nChanged 38 SP:Iteration 45Q (2981.758867 sec): 3 clusters Score: Raw -2663426.672773 + Penalty 3235.648904 = -2660191.023869 nChanged 38 SP:Iteration 46Q (2981.836919 sec): 3 clusters Score: Raw -2663434.525490 + Penalty 3235.648904 = -2660198.876585 nChanged 44 SP:Iteration 47Q (2981.912162 sec): 3 clusters Score: Raw -2663442.854145 + Penalty 3235.648904 = -2660207.205241 nChanged 34 SP:Iteration 48Q (2981.990485 sec): 3 clusters Score: Raw -2663448.811444 + Penalty 3235.648904 = -2660213.162540 nChanged 33 SP:Iteration 49Q (2982.063149 sec): 3 clusters Score: Raw -2663453.727828 + Penalty 3235.648904 = -2660218.078923 nChanged 25 SP:Iteration 50Q (2982.141168 sec): 3 clusters Score: Raw -2663457.564382 + Penalty 3235.648904 = -2660221.915477 nChanged 19 SP:Iteration 51Q (2982.216426 sec): 3 clusters Score: Raw -2663460.223136 + Penalty 3235.648904 = -2660224.574232 nChanged 22 SP:Iteration 52Q (2982.282639 sec): 3 clusters Score: Raw -2663463.417123 + Penalty 3235.648904 = -2660227.768218 nChanged 19 SP:Iteration 53Q (2982.365810 sec): 3 clusters Score: Raw -2663466.190012 + Penalty 3235.648904 = -2660230.541108 nChanged 22 SP:Iteration 54Q (2982.422311 sec): 3 clusters Score: Raw -2663469.034519 + Penalty 3235.648904 = -2660233.385614 nChanged 21 SP:Iteration 55Q (2982.495496 sec): 3 clusters Score: Raw -2663472.420430 + Penalty 3235.648904 = -2660236.771525 nChanged 26 SP:Iteration 56Q (2982.571526 sec): 3 clusters Score: Raw -2663476.243017 + Penalty 3235.648904 = -2660240.594112 nChanged 26 SP:Iteration 57Q (2982.644831 sec): 3 clusters Score: Raw -2663480.550587 + Penalty 3235.648904 = -2660244.901683 nChanged 21 SP:Iteration 58Q (2982.716999 sec): 3 clusters Score: Raw -2663484.835836 + Penalty 3235.648904 = -2660249.186932 nChanged 20 SP:Iteration 59Q (2982.788413 sec): 3 clusters Score: Raw -2663488.515438 + Penalty 3235.648904 = -2660252.866534 nChanged 21 SP:Iteration 60F (2982.861189 sec): 3 clusters Score: Raw -2663491.596036 + Penalty 3235.648904 = -2660255.947132 nChanged 21 SP:Iteration 61Q (2982.931475 sec): 3 clusters Score: Raw -2663495.844825 + Penalty 3235.648904 = -2660260.195921 nChanged 22 SP:Iteration 62Q (2983.007192 sec): 3 clusters Score: Raw -2663500.073219 + Penalty 3235.648904 = -2660264.424314 nChanged 20 SP:Iteration 63Q (2983.081493 sec): 3 clusters Score: Raw -2663503.484121 + Penalty 3235.648904 = -2660267.835216 nChanged 13 SP:Iteration 64Q (2983.143723 sec): 3 clusters Score: Raw -2663505.745383 + Penalty 3235.648904 = -2660270.096479 nChanged 9 SP:Iteration 65Q (2983.214856 sec): 3 clusters Score: Raw -2663507.342831 + Penalty 3235.648904 = -2660271.693926 nChanged 10 SP:Iteration 66Q (2983.291302 sec): 3 clusters Score: Raw -2663508.934171 + Penalty 3235.648904 = -2660273.285266 nChanged 3 SP:Iteration 67Q (2983.381448 sec): 3 clusters Score: Raw -2663509.124839 + Penalty 3235.648904 = -2660273.475935 nChanged 2 SP:Iteration 68Q (2983.459619 sec): 3 clusters Score: Raw -2663509.317975 + Penalty 3235.648904 = -2660273.669071 nChanged 2 SP:Iteration 69Q (2983.522930 sec): 3 clusters Score: Raw -2663509.479905 + Penalty 3235.648904 = -2660273.831000 nChanged 2 SP:Iteration 70Q (2983.612342 sec): 3 clusters Score: Raw -2663509.620358 + Penalty 3235.648904 = -2660273.971453 nChanged 3 SP:Iteration 71Q (2983.688045 sec): 3 clusters Score: Raw -2663509.868098 + Penalty 3235.648904 = -2660274.219193 nChanged 2 SP:Iteration 72Q (2983.767226 sec): 3 clusters Score: Raw -2663510.132770 + Penalty 3235.648904 = -2660274.483865 nChanged 4 SP:Iteration 73Q (2983.839005 sec): 3 clusters Score: Raw -2663510.739610 + Penalty 3235.648904 = -2660275.090705 nChanged 2 SP:Iteration 74Q (2983.917494 sec): 3 clusters Score: Raw -2663510.968875 + Penalty 3235.648904 = -2660275.319970 nChanged 7 SP:Iteration 75Q (2984.000818 sec): 3 clusters Score: Raw -2663511.827087 + Penalty 3235.648904 = -2660276.178183 nChanged 6 SP:Iteration 76Q (2984.073973 sec): 3 clusters Score: Raw -2663512.782911 + Penalty 3235.648904 = -2660277.134007 nChanged 11 SP:Iteration 77Q (2984.147016 sec): 3 clusters Score: Raw -2663514.780462 + Penalty 3235.648904 = -2660279.131557 nChanged 13 SP:Iteration 78Q (2984.217655 sec): 3 clusters Score: Raw -2663516.743122 + Penalty 3235.648904 = -2660281.094218 nChanged 11 SP:Iteration 79Q (2984.298518 sec): 3 clusters Score: Raw -2663518.272750 + Penalty 3235.648904 = -2660282.623845 nChanged 10 SP:Iteration 80F (2984.367971 sec): 3 clusters Score: Raw -2663519.339998 + Penalty 3235.648904 = -2660283.691093 nChanged 6 SP:Iteration 81Q (2984.454249 sec): 3 clusters Score: Raw -2663520.156409 + Penalty 3235.648904 = -2660284.507505 nChanged 7 SP:Iteration 82Q (2984.530090 sec): 3 clusters Score: Raw -2663520.969135 + Penalty 3235.648904 = -2660285.320230 nChanged 6 SP:Iteration 83Q (2984.593404 sec): 3 clusters Score: Raw -2663521.758275 + Penalty 3235.648904 = -2660286.109370 nChanged 4 SP:Iteration 84Q (2984.677488 sec): 3 clusters Score: Raw -2663522.690454 + Penalty 3235.648904 = -2660287.041550 nChanged 6 SP:Iteration 85Q (2984.742749 sec): 3 clusters Score: Raw -2663523.679048 + Penalty 3235.648904 = -2660288.030144 nChanged 6 SP:Iteration 86Q (2984.817808 sec): 3 clusters Score: Raw -2663524.431667 + Penalty 3235.648904 = -2660288.782763 nChanged 3 SP:Iteration 87Q (2984.890897 sec): 3 clusters Score: Raw -2663524.806404 + Penalty 3235.648904 = -2660289.157499 nChanged 3 SP:Iteration 88Q (2984.964995 sec): 3 clusters Score: Raw -2663524.992779 + Penalty 3235.648904 = -2660289.343875 nChanged 4 SP:Iteration 89Q (2985.041969 sec): 3 clusters Score: Raw -2663525.361666 + Penalty 3235.648904 = -2660289.712762 nChanged 3 SP:Iteration 90Q (2985.125530 sec): 3 clusters Score: Raw -2663525.771571 + Penalty 3235.648904 = -2660290.122666 nChanged 3 SP:Iteration 91Q (2985.191980 sec): 3 clusters Score: Raw -2663525.969037 + Penalty 3235.648904 = -2660290.320132 nChanged 2 SP:Iteration 92Q (2985.277215 sec): 3 clusters Score: Raw -2663526.182766 + Penalty 3235.648904 = -2660290.533861 nChanged 2 SP:Iteration 93Q (2985.355103 sec): 3 clusters Score: Raw -2663526.344564 + Penalty 3235.648904 = -2660290.695660 nChanged 1 SP:Iteration 94Q (2985.422725 sec): 3 clusters Score: Raw -2663526.448838 + Penalty 3235.648904 = -2660290.799933 nChanged 1 SP:Iteration 95Q (2985.507341 sec): 3 clusters Score: Raw -2663526.466154 + Penalty 3235.648904 = -2660290.817250 nChanged 0 SP:Iteration 96F (2985.590215 sec): 3 clusters Score: Raw -2663526.466154 + Penalty 3235.648904 = -2660290.817250 nChanged 0 Trying to split cluster 16 (24290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2985.644905 sec): 2 clusters Score: Raw -3141867.757212 + Penalty 1640.895754 = -3140226.861458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2985.728037 sec): 3 clusters Score: Raw -3127087.287110 + Penalty 3281.791507 = -3123805.495603 nChanged 11031 SP:Iteration 1F (2985.820723 sec): 3 clusters Score: Raw -3133675.970484 + Penalty 3281.791507 = -3130394.178977 nChanged 1619 SP:Iteration 2F (2985.894788 sec): 3 clusters Score: Raw -3134527.849945 + Penalty 3281.791507 = -3131246.058438 nChanged 1664 SP:Iteration 3F (2985.986451 sec): 3 clusters Score: Raw -3135496.199042 + Penalty 3281.791507 = -3132214.407535 nChanged 1605 SP:Iteration 4F (2986.068632 sec): 3 clusters Score: Raw -3136510.470479 + Penalty 3281.791507 = -3133228.678972 nChanged 1568 SP:Iteration 5F (2986.167379 sec): 3 clusters Score: Raw -3137501.446608 + Penalty 3281.791507 = -3134219.655101 nChanged 1303 SP:Iteration 6F (2986.246382 sec): 3 clusters Score: Raw -3138305.440319 + Penalty 3281.791507 = -3135023.648811 nChanged 1086 SP:Iteration 7Q (2986.332181 sec): 3 clusters Score: Raw -3138943.031458 + Penalty 3281.791507 = -3135661.239951 nChanged 868 SP:Iteration 8Q (2986.435246 sec): 3 clusters Score: Raw -3139442.663923 + Penalty 3281.791507 = -3136160.872416 nChanged 726 SP:Iteration 9Q (2986.524279 sec): 3 clusters Score: Raw -3139882.082012 + Penalty 3281.791507 = -3136600.290505 nChanged 629 SP:Iteration 10Q (2986.598677 sec): 3 clusters Score: Raw -3140290.406964 + Penalty 3281.791507 = -3137008.615457 nChanged 581 SP:Iteration 11Q (2986.691448 sec): 3 clusters Score: Raw -3140717.528655 + Penalty 3281.791507 = -3137435.737148 nChanged 464 SP:Iteration 12Q (2986.778753 sec): 3 clusters Score: Raw -3141099.202385 + Penalty 3281.791507 = -3137817.410878 nChanged 352 SP:Iteration 13Q (2986.860230 sec): 3 clusters Score: Raw -3141414.668001 + Penalty 3281.791507 = -3138132.876493 nChanged 251 SP:Iteration 14Q (2986.946728 sec): 3 clusters Score: Raw -3141639.204648 + Penalty 3281.791507 = -3138357.413141 nChanged 185 SP:Iteration 15Q (2987.030468 sec): 3 clusters Score: Raw -3141791.070638 + Penalty 3281.791507 = -3138509.279131 nChanged 133 SP:Iteration 16Q (2987.108979 sec): 3 clusters Score: Raw -3141902.564130 + Penalty 3281.791507 = -3138620.772623 nChanged 94 SP:Iteration 17Q (2987.170882 sec): 3 clusters Score: Raw -3141975.029720 + Penalty 3281.791507 = -3138693.238213 nChanged 67 SP:Iteration 18Q (2987.253374 sec): 3 clusters Score: Raw -3142013.538611 + Penalty 3281.791507 = -3138731.747104 nChanged 41 SP:Iteration 19Q (2987.312743 sec): 3 clusters Score: Raw -3142035.886585 + Penalty 3281.791507 = -3138754.095078 nChanged 35 SP:Iteration 20F (2987.386118 sec): 3 clusters Score: Raw -3142055.328699 + Penalty 3281.791507 = -3138773.537192 nChanged 30 SP:Iteration 21Q (2987.466378 sec): 3 clusters Score: Raw -3142075.607309 + Penalty 3281.791507 = -3138793.815801 nChanged 27 SP:Iteration 22Q (2987.534402 sec): 3 clusters Score: Raw -3142089.350856 + Penalty 3281.791507 = -3138807.559349 nChanged 19 SP:Iteration 23Q (2987.598156 sec): 3 clusters Score: Raw -3142099.799838 + Penalty 3281.791507 = -3138818.008331 nChanged 13 SP:Iteration 24Q (2987.686397 sec): 3 clusters Score: Raw -3142104.840364 + Penalty 3281.791507 = -3138823.048856 nChanged 8 SP:Iteration 25Q (2987.752238 sec): 3 clusters Score: Raw -3142108.412517 + Penalty 3281.791507 = -3138826.621010 nChanged 10 SP:Iteration 26Q (2987.825191 sec): 3 clusters Score: Raw -3142114.088839 + Penalty 3281.791507 = -3138832.297332 nChanged 11 SP:Iteration 27Q (2987.897642 sec): 3 clusters Score: Raw -3142119.441938 + Penalty 3281.791507 = -3138837.650431 nChanged 9 SP:Iteration 28Q (2987.974882 sec): 3 clusters Score: Raw -3142124.184165 + Penalty 3281.791507 = -3138842.392657 nChanged 10 SP:Iteration 29Q (2988.044946 sec): 3 clusters Score: Raw -3142128.114010 + Penalty 3281.791507 = -3138846.322503 nChanged 9 SP:Iteration 30Q (2988.119783 sec): 3 clusters Score: Raw -3142132.438879 + Penalty 3281.791507 = -3138850.647372 nChanged 11 SP:Iteration 31Q (2988.189141 sec): 3 clusters Score: Raw -3142139.456447 + Penalty 3281.791507 = -3138857.664940 nChanged 7 SP:Iteration 32Q (2988.262669 sec): 3 clusters Score: Raw -3142144.795668 + Penalty 3281.791507 = -3138863.004161 nChanged 4 SP:Iteration 33Q (2988.336984 sec): 3 clusters Score: Raw -3142147.198147 + Penalty 3281.791507 = -3138865.406640 nChanged 7 SP:Iteration 34Q (2988.411972 sec): 3 clusters Score: Raw -3142150.605452 + Penalty 3281.791507 = -3138868.813945 nChanged 7 SP:Iteration 35Q (2988.480484 sec): 3 clusters Score: Raw -3142155.655862 + Penalty 3281.791507 = -3138873.864355 nChanged 5 SP:Iteration 36Q (2988.554867 sec): 3 clusters Score: Raw -3142158.609619 + Penalty 3281.791507 = -3138876.818112 nChanged 2 SP:Iteration 37Q (2988.629633 sec): 3 clusters Score: Raw -3142159.393026 + Penalty 3281.791507 = -3138877.601518 nChanged 0 SP:Iteration 38F (2988.712337 sec): 3 clusters Score: Raw -3142159.393026 + Penalty 3281.791507 = -3138877.601518 nChanged 0 Trying to split cluster 17 (4393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2988.746724 sec): 2 clusters Score: Raw -515335.968142 + Penalty 1363.012242 = -513972.955900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2988.794804 sec): 3 clusters Score: Raw -513124.779460 + Penalty 2726.024484 = -510398.754976 nChanged 1785 SP:Iteration 1F (2988.838964 sec): 3 clusters Score: Raw -514209.425307 + Penalty 2726.024484 = -511483.400822 nChanged 333 SP:Iteration 2F (2988.897844 sec): 3 clusters Score: Raw -514454.986296 + Penalty 2726.024484 = -511728.961812 nChanged 284 SP:Iteration 3F (2988.951544 sec): 3 clusters Score: Raw -514713.261134 + Penalty 2726.024484 = -511987.236649 nChanged 282 SP:Iteration 4F (2989.008027 sec): 3 clusters Score: Raw -514977.679087 + Penalty 2726.024484 = -512251.654603 nChanged 277 SP:Iteration 5F (2989.050659 sec): 3 clusters Score: Raw -515237.814060 + Penalty 2726.024484 = -512511.789576 nChanged 242 SP:Iteration 6F (2989.108409 sec): 3 clusters Score: Raw -515471.670322 + Penalty 2726.024484 = -512745.645838 nChanged 215 SP:Iteration 7Q (2989.149558 sec): 3 clusters Score: Raw -515649.361624 + Penalty 2726.024484 = -512923.337140 nChanged 181 SP:Iteration 8Q (2989.213997 sec): 3 clusters Score: Raw -515803.889472 + Penalty 2726.024484 = -513077.864987 nChanged 142 SP:Iteration 9Q (2989.265652 sec): 3 clusters Score: Raw -515896.862323 + Penalty 2726.024484 = -513170.837839 nChanged 101 SP:Iteration 10Q (2989.319660 sec): 3 clusters Score: Raw -515952.735564 + Penalty 2726.024484 = -513226.711080 nChanged 67 SP:Iteration 11Q (2989.359674 sec): 3 clusters Score: Raw -515975.389614 + Penalty 2726.024484 = -513249.365130 nChanged 39 SP:Iteration 12Q (2989.414179 sec): 3 clusters Score: Raw -515994.313061 + Penalty 2726.024484 = -513268.288576 nChanged 30 SP:Iteration 13Q (2989.474650 sec): 3 clusters Score: Raw -516004.568779 + Penalty 2726.024484 = -513278.544294 nChanged 24 SP:Iteration 14Q (2989.517818 sec): 3 clusters Score: Raw -516012.561755 + Penalty 2726.024484 = -513286.537271 nChanged 18 SP:Iteration 15Q (2989.578096 sec): 3 clusters Score: Raw -516017.405370 + Penalty 2726.024484 = -513291.380886 nChanged 16 SP:Iteration 16Q (2989.635447 sec): 3 clusters Score: Raw -516022.170625 + Penalty 2726.024484 = -513296.146141 nChanged 17 SP:Iteration 17Q (2989.682676 sec): 3 clusters Score: Raw -516027.810777 + Penalty 2726.024484 = -513301.786293 nChanged 12 SP:Iteration 18Q (2989.729838 sec): 3 clusters Score: Raw -516030.234431 + Penalty 2726.024484 = -513304.209947 nChanged 10 SP:Iteration 19Q (2989.781667 sec): 3 clusters Score: Raw -516032.934939 + Penalty 2726.024484 = -513306.910454 nChanged 14 SP:Iteration 20F (2989.835939 sec): 3 clusters Score: Raw -516035.906335 + Penalty 2726.024484 = -513309.881851 nChanged 5 SP:Iteration 21Q (2989.887146 sec): 3 clusters Score: Raw -516037.483493 + Penalty 2726.024484 = -513311.459008 nChanged 10 SP:Iteration 22Q (2989.936958 sec): 3 clusters Score: Raw -516041.866758 + Penalty 2726.024484 = -513315.842274 nChanged 9 SP:Iteration 23Q (2989.991736 sec): 3 clusters Score: Raw -516045.342530 + Penalty 2726.024484 = -513319.318046 nChanged 10 SP:Iteration 24Q (2990.048037 sec): 3 clusters Score: Raw -516048.232437 + Penalty 2726.024484 = -513322.207953 nChanged 9 SP:Iteration 25Q (2990.089527 sec): 3 clusters Score: Raw -516049.746744 + Penalty 2726.024484 = -513323.722260 nChanged 4 SP:Iteration 26Q (2990.153658 sec): 3 clusters Score: Raw -516050.606864 + Penalty 2726.024484 = -513324.582380 nChanged 1 SP:Iteration 27Q (2990.195005 sec): 3 clusters Score: Raw -516050.743913 + Penalty 2726.024484 = -513324.719429 nChanged 1 SP:Iteration 28Q (2990.244592 sec): 3 clusters Score: Raw -516050.951277 + Penalty 2726.024484 = -513324.926793 nChanged 1 SP:Iteration 29Q (2990.293023 sec): 3 clusters Score: Raw -516051.269161 + Penalty 2726.024484 = -513325.244677 nChanged 1 SP:Iteration 30Q (2990.330998 sec): 3 clusters Score: Raw -516051.474271 + Penalty 2726.024484 = -513325.449787 nChanged 0 SP:Iteration 31F (2990.388523 sec): 3 clusters Score: Raw -516051.474271 + Penalty 2726.024484 = -513325.449787 nChanged 0 Trying to split cluster 18 (58947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2990.489212 sec): 2 clusters Score: Raw -7285433.261902 + Penalty 1784.964027 = -7283648.297874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2990.629517 sec): 3 clusters Score: Raw -7247973.274303 + Penalty 3569.928055 = -7244403.346248 nChanged 27841 SP:Iteration 1F (2990.768995 sec): 3 clusters Score: Raw -7264484.583429 + Penalty 3569.928055 = -7260914.655374 nChanged 2833 SP:Iteration 2Q (2990.915719 sec): 3 clusters Score: Raw -7265685.175652 + Penalty 3569.928055 = -7262115.247597 nChanged 3164 SP:Iteration 3F (2991.052867 sec): 3 clusters Score: Raw -7267301.218937 + Penalty 3569.928055 = -7263731.290883 nChanged 3608 SP:Iteration 4F (2991.190793 sec): 3 clusters Score: Raw -7269566.867133 + Penalty 3569.928055 = -7265996.939079 nChanged 3991 SP:Iteration 5F (2991.330299 sec): 3 clusters Score: Raw -7272584.397129 + Penalty 3569.928055 = -7269014.469075 nChanged 4069 SP:Iteration 6F (2991.448337 sec): 3 clusters Score: Raw -7276029.232806 + Penalty 3569.928055 = -7272459.304752 nChanged 3767 SP:Iteration 7F (2991.588212 sec): 3 clusters Score: Raw -7279318.313474 + Penalty 3569.928055 = -7275748.385419 nChanged 2839 SP:Iteration 8Q (2991.714922 sec): 3 clusters Score: Raw -7281803.630120 + Penalty 3569.928055 = -7278233.702065 nChanged 1976 SP:Iteration 9Q (2991.851182 sec): 3 clusters Score: Raw -7283485.058893 + Penalty 3569.928055 = -7279915.130839 nChanged 1209 SP:Iteration 10Q (2991.984534 sec): 3 clusters Score: Raw -7284458.278108 + Penalty 3569.928055 = -7280888.350053 nChanged 720 SP:Iteration 11Q (2992.124573 sec): 3 clusters Score: Raw -7285000.509986 + Penalty 3569.928055 = -7281430.581931 nChanged 423 SP:Iteration 12Q (2992.256064 sec): 3 clusters Score: Raw -7285291.149902 + Penalty 3569.928055 = -7281721.221848 nChanged 264 SP:Iteration 13Q (2992.391148 sec): 3 clusters Score: Raw -7285467.792288 + Penalty 3569.928055 = -7281897.864233 nChanged 175 SP:Iteration 14Q (2992.524352 sec): 3 clusters Score: Raw -7285577.445157 + Penalty 3569.928055 = -7282007.517103 nChanged 127 SP:Iteration 15Q (2992.651545 sec): 3 clusters Score: Raw -7285653.360633 + Penalty 3569.928055 = -7282083.432579 nChanged 95 SP:Iteration 16Q (2992.777107 sec): 3 clusters Score: Raw -7285710.453579 + Penalty 3569.928055 = -7282140.525525 nChanged 66 SP:Iteration 17Q (2992.903107 sec): 3 clusters Score: Raw -7285747.677962 + Penalty 3569.928055 = -7282177.749907 nChanged 51 SP:Iteration 18Q (2993.033666 sec): 3 clusters Score: Raw -7285776.320293 + Penalty 3569.928055 = -7282206.392238 nChanged 48 SP:Iteration 19Q (2993.156496 sec): 3 clusters Score: Raw -7285797.414680 + Penalty 3569.928055 = -7282227.486626 nChanged 30 SP:Iteration 20F (2993.311085 sec): 3 clusters Score: Raw -7285814.476041 + Penalty 3569.928055 = -7282244.547987 nChanged 29 SP:Iteration 21Q (2993.432008 sec): 3 clusters Score: Raw -7285828.374350 + Penalty 3569.928055 = -7282258.446295 nChanged 15 SP:Iteration 22Q (2993.554813 sec): 3 clusters Score: Raw -7285834.779454 + Penalty 3569.928055 = -7282264.851400 nChanged 12 SP:Iteration 23Q (2993.682581 sec): 3 clusters Score: Raw -7285840.772249 + Penalty 3569.928055 = -7282270.844195 nChanged 12 SP:Iteration 24Q (2993.804523 sec): 3 clusters Score: Raw -7285844.005777 + Penalty 3569.928055 = -7282274.077722 nChanged 6 SP:Iteration 25Q (2993.920253 sec): 3 clusters Score: Raw -7285846.215257 + Penalty 3569.928055 = -7282276.287203 nChanged 8 SP:Iteration 26Q (2994.045665 sec): 3 clusters Score: Raw -7285849.518732 + Penalty 3569.928055 = -7282279.590677 nChanged 7 SP:Iteration 27Q (2994.168383 sec): 3 clusters Score: Raw -7285851.875519 + Penalty 3569.928055 = -7282281.947464 nChanged 6 SP:Iteration 28Q (2994.284768 sec): 3 clusters Score: Raw -7285854.348979 + Penalty 3569.928055 = -7282284.420924 nChanged 9 SP:Iteration 29Q (2994.405207 sec): 3 clusters Score: Raw -7285856.979318 + Penalty 3569.928055 = -7282287.051263 nChanged 7 SP:Iteration 30Q (2994.530291 sec): 3 clusters Score: Raw -7285859.200846 + Penalty 3569.928055 = -7282289.272791 nChanged 10 SP:Iteration 31Q (2994.647247 sec): 3 clusters Score: Raw -7285862.901176 + Penalty 3569.928055 = -7282292.973122 nChanged 13 SP:Iteration 32Q (2994.777025 sec): 3 clusters Score: Raw -7285868.397077 + Penalty 3569.928055 = -7282298.469022 nChanged 7 SP:Iteration 33Q (2994.910949 sec): 3 clusters Score: Raw -7285871.926135 + Penalty 3569.928055 = -7282301.998081 nChanged 9 SP:Iteration 34Q (2995.031110 sec): 3 clusters Score: Raw -7285875.162686 + Penalty 3569.928055 = -7282305.234631 nChanged 5 SP:Iteration 35Q (2995.166783 sec): 3 clusters Score: Raw -7285877.316536 + Penalty 3569.928055 = -7282307.388482 nChanged 6 SP:Iteration 36Q (2995.284562 sec): 3 clusters Score: Raw -7285879.636371 + Penalty 3569.928055 = -7282309.708316 nChanged 6 SP:Iteration 37Q (2995.412431 sec): 3 clusters Score: Raw -7285881.430528 + Penalty 3569.928055 = -7282311.502474 nChanged 7 SP:Iteration 38Q (2995.512449 sec): 3 clusters Score: Raw -7285884.178128 + Penalty 3569.928055 = -7282314.250073 nChanged 9 SP:Iteration 39Q (2995.610296 sec): 3 clusters Score: Raw -7285889.157508 + Penalty 3569.928055 = -7282319.229454 nChanged 12 SP:Iteration 40F (2995.724658 sec): 3 clusters Score: Raw -7285894.906178 + Penalty 3569.928055 = -7282324.978124 nChanged 9 SP:Iteration 41Q (2995.852674 sec): 3 clusters Score: Raw -7285899.735254 + Penalty 3569.928055 = -7282329.807200 nChanged 16 SP:Iteration 42Q (2995.978973 sec): 3 clusters Score: Raw -7285906.975298 + Penalty 3569.928055 = -7282337.047243 nChanged 12 SP:Iteration 43Q (2996.104576 sec): 3 clusters Score: Raw -7285910.857000 + Penalty 3569.928055 = -7282340.928946 nChanged 4 SP:Iteration 44Q (2996.222778 sec): 3 clusters Score: Raw -7285911.950309 + Penalty 3569.928055 = -7282342.022254 nChanged 4 SP:Iteration 45Q (2996.342891 sec): 3 clusters Score: Raw -7285913.884949 + Penalty 3569.928055 = -7282343.956894 nChanged 1 SP:Iteration 46Q (2996.458716 sec): 3 clusters Score: Raw -7285915.080669 + Penalty 3569.928055 = -7282345.152615 nChanged 1 SP:Iteration 47Q (2996.586554 sec): 3 clusters Score: Raw -7285916.526247 + Penalty 3569.928055 = -7282346.598192 nChanged 3 SP:Iteration 48Q (2996.707674 sec): 3 clusters Score: Raw -7285917.732137 + Penalty 3569.928055 = -7282347.804082 nChanged 2 SP:Iteration 49Q (2996.832498 sec): 3 clusters Score: Raw -7285918.567440 + Penalty 3569.928055 = -7282348.639386 nChanged 1 SP:Iteration 50Q (2996.953258 sec): 3 clusters Score: Raw -7285918.764736 + Penalty 3569.928055 = -7282348.836681 nChanged 0 SP:Iteration 51F (2997.082527 sec): 3 clusters Score: Raw -7285918.764736 + Penalty 3569.928055 = -7282348.836681 nChanged 0 Trying to split cluster 19 (8783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2997.110764 sec): 2 clusters Score: Raw -1101520.303289 + Penalty 1475.593164 = -1100044.710125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2997.172786 sec): 3 clusters Score: Raw -1096678.914764 + Penalty 2951.186327 = -1093727.728437 nChanged 3712 SP:Iteration 1F (2997.230908 sec): 3 clusters Score: Raw -1098633.626135 + Penalty 2951.186327 = -1095682.439808 nChanged 559 SP:Iteration 2F (2997.294391 sec): 3 clusters Score: Raw -1098899.748777 + Penalty 2951.186327 = -1095948.562450 nChanged 487 SP:Iteration 3F (2997.365462 sec): 3 clusters Score: Raw -1099151.965529 + Penalty 2951.186327 = -1096200.779202 nChanged 497 SP:Iteration 4F (2997.417639 sec): 3 clusters Score: Raw -1099436.962205 + Penalty 2951.186327 = -1096485.775877 nChanged 452 SP:Iteration 5F (2997.479477 sec): 3 clusters Score: Raw -1099705.727322 + Penalty 2951.186327 = -1096754.540995 nChanged 462 SP:Iteration 6F (2997.544533 sec): 3 clusters Score: Raw -1099991.215412 + Penalty 2951.186327 = -1097040.029085 nChanged 417 SP:Iteration 7Q (2997.607892 sec): 3 clusters Score: Raw -1100265.231406 + Penalty 2951.186327 = -1097314.045079 nChanged 380 SP:Iteration 8Q (2997.671596 sec): 3 clusters Score: Raw -1100518.309733 + Penalty 2951.186327 = -1097567.123406 nChanged 357 SP:Iteration 9Q (2997.734782 sec): 3 clusters Score: Raw -1100777.601573 + Penalty 2951.186327 = -1097826.415246 nChanged 312 SP:Iteration 10Q (2997.793027 sec): 3 clusters Score: Raw -1101012.400182 + Penalty 2951.186327 = -1098061.213855 nChanged 262 SP:Iteration 11Q (2997.838459 sec): 3 clusters Score: Raw -1101191.831118 + Penalty 2951.186327 = -1098240.644791 nChanged 193 SP:Iteration 12Q (2997.900183 sec): 3 clusters Score: Raw -1101322.737280 + Penalty 2951.186327 = -1098371.550953 nChanged 154 SP:Iteration 13Q (2997.944265 sec): 3 clusters Score: Raw -1101429.820360 + Penalty 2951.186327 = -1098478.634033 nChanged 126 SP:Iteration 14Q (2998.009308 sec): 3 clusters Score: Raw -1101516.591523 + Penalty 2951.186327 = -1098565.405196 nChanged 80 SP:Iteration 15Q (2998.075015 sec): 3 clusters Score: Raw -1101565.296851 + Penalty 2951.186327 = -1098614.110524 nChanged 46 SP:Iteration 16Q (2998.134936 sec): 3 clusters Score: Raw -1101591.734558 + Penalty 2951.186327 = -1098640.548231 nChanged 36 SP:Iteration 17Q (2998.191785 sec): 3 clusters Score: Raw -1101615.242657 + Penalty 2951.186327 = -1098664.056330 nChanged 24 SP:Iteration 18Q (2998.239203 sec): 3 clusters Score: Raw -1101632.846096 + Penalty 2951.186327 = -1098681.659769 nChanged 26 SP:Iteration 19Q (2998.305108 sec): 3 clusters Score: Raw -1101652.914550 + Penalty 2951.186327 = -1098701.728223 nChanged 29 SP:Iteration 20F (2998.366309 sec): 3 clusters Score: Raw -1101673.559927 + Penalty 2951.186327 = -1098722.373600 nChanged 19 SP:Iteration 21Q (2998.424148 sec): 3 clusters Score: Raw -1101686.445270 + Penalty 2951.186327 = -1098735.258943 nChanged 8 SP:Iteration 22Q (2998.467474 sec): 3 clusters Score: Raw -1101691.244173 + Penalty 2951.186327 = -1098740.057846 nChanged 9 SP:Iteration 23Q (2998.501549 sec): 3 clusters Score: Raw -1101697.308552 + Penalty 2951.186327 = -1098746.122225 nChanged 10 SP:Iteration 24Q (2998.571895 sec): 3 clusters Score: Raw -1101702.596994 + Penalty 2951.186327 = -1098751.410667 nChanged 5 SP:Iteration 25Q (2998.632121 sec): 3 clusters Score: Raw -1101705.927540 + Penalty 2951.186327 = -1098754.741213 nChanged 3 SP:Iteration 26Q (2998.688627 sec): 3 clusters Score: Raw -1101708.422372 + Penalty 2951.186327 = -1098757.236045 nChanged 3 SP:Iteration 27Q (2998.745993 sec): 3 clusters Score: Raw -1101709.186756 + Penalty 2951.186327 = -1098758.000429 nChanged 0 SP:Iteration 28F (2998.808218 sec): 3 clusters Score: Raw -1101709.186756 + Penalty 2951.186327 = -1098758.000429 nChanged 0 Trying to split cluster 20 (13016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2998.839936 sec): 2 clusters Score: Raw -1630890.620719 + Penalty 1539.514380 = -1629351.106339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2998.923478 sec): 3 clusters Score: Raw -1623380.567705 + Penalty 3079.028761 = -1620301.538944 nChanged 5615 SP:Iteration 1F (2998.993503 sec): 3 clusters Score: Raw -1626548.474489 + Penalty 3079.028761 = -1623469.445728 nChanged 797 SP:Iteration 2F (2999.054513 sec): 3 clusters Score: Raw -1626910.206687 + Penalty 3079.028761 = -1623831.177927 nChanged 723 SP:Iteration 3F (2999.133376 sec): 3 clusters Score: Raw -1627285.847614 + Penalty 3079.028761 = -1624206.818853 nChanged 679 SP:Iteration 4F (2999.206534 sec): 3 clusters Score: Raw -1627707.155311 + Penalty 3079.028761 = -1624628.126550 nChanged 710 SP:Iteration 5F (2999.276976 sec): 3 clusters Score: Raw -1628259.132526 + Penalty 3079.028761 = -1625180.103765 nChanged 721 SP:Iteration 6F (2999.338020 sec): 3 clusters Score: Raw -1628851.138488 + Penalty 3079.028761 = -1625772.109727 nChanged 703 SP:Iteration 7F (2999.409680 sec): 3 clusters Score: Raw -1629406.406706 + Penalty 3079.028761 = -1626327.377945 nChanged 642 SP:Iteration 8Q (2999.480867 sec): 3 clusters Score: Raw -1629853.485092 + Penalty 3079.028761 = -1626774.456331 nChanged 601 SP:Iteration 9Q (2999.546333 sec): 3 clusters Score: Raw -1630185.460313 + Penalty 3079.028761 = -1627106.431552 nChanged 421 SP:Iteration 10Q (2999.613002 sec): 3 clusters Score: Raw -1630374.744137 + Penalty 3079.028761 = -1627295.715376 nChanged 308 SP:Iteration 11Q (2999.671082 sec): 3 clusters Score: Raw -1630502.374752 + Penalty 3079.028761 = -1627423.345991 nChanged 253 SP:Iteration 12Q (2999.729401 sec): 3 clusters Score: Raw -1630600.934362 + Penalty 3079.028761 = -1627521.905601 nChanged 196 SP:Iteration 13Q (2999.807423 sec): 3 clusters Score: Raw -1630659.182909 + Penalty 3079.028761 = -1627580.154148 nChanged 173 SP:Iteration 14Q (2999.859016 sec): 3 clusters Score: Raw -1630706.239171 + Penalty 3079.028761 = -1627627.210410 nChanged 147 SP:Iteration 15Q (2999.934095 sec): 3 clusters Score: Raw -1630741.136773 + Penalty 3079.028761 = -1627662.108012 nChanged 132 SP:Iteration 16Q (3000.004484 sec): 3 clusters Score: Raw -1630773.275889 + Penalty 3079.028761 = -1627694.247128 nChanged 119 SP:Iteration 17Q (3000.061839 sec): 3 clusters Score: Raw -1630803.247049 + Penalty 3079.028761 = -1627724.218288 nChanged 101 SP:Iteration 18Q (3000.124374 sec): 3 clusters Score: Raw -1630829.892871 + Penalty 3079.028761 = -1627750.864110 nChanged 109 SP:Iteration 19Q (3000.194375 sec): 3 clusters Score: Raw -1630856.687951 + Penalty 3079.028761 = -1627777.659190 nChanged 108 SP:Iteration 20F (3000.251598 sec): 3 clusters Score: Raw -1630883.235991 + Penalty 3079.028761 = -1627804.207230 nChanged 111 SP:Iteration 21Q (3000.314402 sec): 3 clusters Score: Raw -1630909.928045 + Penalty 3079.028761 = -1627830.899284 nChanged 100 SP:Iteration 22Q (3000.382820 sec): 3 clusters Score: Raw -1630933.278203 + Penalty 3079.028761 = -1627854.249442 nChanged 108 SP:Iteration 23Q (3000.446049 sec): 3 clusters Score: Raw -1630957.021272 + Penalty 3079.028761 = -1627877.992511 nChanged 96 SP:Iteration 24Q (3000.512823 sec): 3 clusters Score: Raw -1630976.361674 + Penalty 3079.028761 = -1627897.332913 nChanged 92 SP:Iteration 25Q (3000.571001 sec): 3 clusters Score: Raw -1630995.619201 + Penalty 3079.028761 = -1627916.590441 nChanged 96 SP:Iteration 26Q (3000.630746 sec): 3 clusters Score: Raw -1631017.398943 + Penalty 3079.028761 = -1627938.370182 nChanged 93 SP:Iteration 27Q (3000.698221 sec): 3 clusters Score: Raw -1631039.031828 + Penalty 3079.028761 = -1627960.003067 nChanged 87 SP:Iteration 28Q (3000.760727 sec): 3 clusters Score: Raw -1631055.955129 + Penalty 3079.028761 = -1627976.926368 nChanged 77 SP:Iteration 29Q (3000.822623 sec): 3 clusters Score: Raw -1631070.479507 + Penalty 3079.028761 = -1627991.450746 nChanged 66 SP:Iteration 30Q (3000.882561 sec): 3 clusters Score: Raw -1631082.253444 + Penalty 3079.028761 = -1628003.224683 nChanged 74 SP:Iteration 31Q (3000.952787 sec): 3 clusters Score: Raw -1631095.873416 + Penalty 3079.028761 = -1628016.844655 nChanged 70 SP:Iteration 32Q (3001.019277 sec): 3 clusters Score: Raw -1631108.955198 + Penalty 3079.028761 = -1628029.926437 nChanged 70 SP:Iteration 33Q (3001.089644 sec): 3 clusters Score: Raw -1631123.791529 + Penalty 3079.028761 = -1628044.762768 nChanged 78 SP:Iteration 34Q (3001.162368 sec): 3 clusters Score: Raw -1631143.393922 + Penalty 3079.028761 = -1628064.365161 nChanged 92 SP:Iteration 35Q (3001.223610 sec): 3 clusters Score: Raw -1631165.157407 + Penalty 3079.028761 = -1628086.128646 nChanged 74 SP:Iteration 36Q (3001.283412 sec): 3 clusters Score: Raw -1631181.518532 + Penalty 3079.028761 = -1628102.489771 nChanged 86 SP:Iteration 37Q (3001.345948 sec): 3 clusters Score: Raw -1631199.990024 + Penalty 3079.028761 = -1628120.961263 nChanged 76 SP:Iteration 38Q (3001.414201 sec): 3 clusters Score: Raw -1631215.548926 + Penalty 3079.028761 = -1628136.520165 nChanged 82 SP:Iteration 39Q (3001.482990 sec): 3 clusters Score: Raw -1631236.582814 + Penalty 3079.028761 = -1628157.554053 nChanged 81 SP:Iteration 40F (3001.544372 sec): 3 clusters Score: Raw -1631259.502935 + Penalty 3079.028761 = -1628180.474175 nChanged 84 SP:Iteration 41Q (3001.622216 sec): 3 clusters Score: Raw -1631286.351283 + Penalty 3079.028761 = -1628207.322522 nChanged 80 SP:Iteration 42Q (3001.672778 sec): 3 clusters Score: Raw -1631308.568931 + Penalty 3079.028761 = -1628229.540171 nChanged 81 SP:Iteration 43Q (3001.717307 sec): 3 clusters Score: Raw -1631336.082190 + Penalty 3079.028761 = -1628257.053429 nChanged 88 SP:Iteration 44Q (3001.797717 sec): 3 clusters Score: Raw -1631384.782614 + Penalty 3079.028761 = -1628305.753853 nChanged 112 SP:Iteration 45Q (3001.866353 sec): 3 clusters Score: Raw -1631445.374789 + Penalty 3079.028761 = -1628366.346028 nChanged 107 SP:Iteration 46Q (3001.938248 sec): 3 clusters Score: Raw -1631504.625229 + Penalty 3079.028761 = -1628425.596468 nChanged 108 SP:Iteration 47Q (3001.987016 sec): 3 clusters Score: Raw -1631544.842310 + Penalty 3079.028761 = -1628465.813549 nChanged 77 SP:Iteration 48Q (3002.056739 sec): 3 clusters Score: Raw -1631569.346888 + Penalty 3079.028761 = -1628490.318127 nChanged 63 SP:Iteration 49Q (3002.127983 sec): 3 clusters Score: Raw -1631582.854195 + Penalty 3079.028761 = -1628503.825434 nChanged 59 SP:Iteration 50Q (3002.189660 sec): 3 clusters Score: Raw -1631594.576700 + Penalty 3079.028761 = -1628515.547939 nChanged 58 SP:Iteration 51Q (3002.255930 sec): 3 clusters Score: Raw -1631606.056849 + Penalty 3079.028761 = -1628527.028088 nChanged 44 SP:Iteration 52Q (3002.334045 sec): 3 clusters Score: Raw -1631612.728066 + Penalty 3079.028761 = -1628533.699305 nChanged 40 SP:Iteration 53Q (3002.390430 sec): 3 clusters Score: Raw -1631618.856173 + Penalty 3079.028761 = -1628539.827412 nChanged 42 SP:Iteration 54Q (3002.467338 sec): 3 clusters Score: Raw -1631627.640119 + Penalty 3079.028761 = -1628548.611358 nChanged 41 SP:Iteration 55Q (3002.526022 sec): 3 clusters Score: Raw -1631635.705644 + Penalty 3079.028761 = -1628556.676884 nChanged 34 SP:Iteration 56Q (3002.594210 sec): 3 clusters Score: Raw -1631641.068178 + Penalty 3079.028761 = -1628562.039417 nChanged 26 SP:Iteration 57Q (3002.667806 sec): 3 clusters Score: Raw -1631644.861165 + Penalty 3079.028761 = -1628565.832404 nChanged 23 SP:Iteration 58Q (3002.731286 sec): 3 clusters Score: Raw -1631647.662894 + Penalty 3079.028761 = -1628568.634133 nChanged 20 SP:Iteration 59Q (3002.796683 sec): 3 clusters Score: Raw -1631649.995159 + Penalty 3079.028761 = -1628570.966398 nChanged 20 SP:Iteration 60F (3002.855434 sec): 3 clusters Score: Raw -1631652.474429 + Penalty 3079.028761 = -1628573.445668 nChanged 21 SP:Iteration 61Q (3002.921686 sec): 3 clusters Score: Raw -1631655.824275 + Penalty 3079.028761 = -1628576.795514 nChanged 22 SP:Iteration 62Q (3002.987548 sec): 3 clusters Score: Raw -1631659.153572 + Penalty 3079.028761 = -1628580.124811 nChanged 21 SP:Iteration 63Q (3003.065874 sec): 3 clusters Score: Raw -1631661.582466 + Penalty 3079.028761 = -1628582.553705 nChanged 16 SP:Iteration 64Q (3003.135691 sec): 3 clusters Score: Raw -1631663.278638 + Penalty 3079.028761 = -1628584.249877 nChanged 11 SP:Iteration 65Q (3003.197354 sec): 3 clusters Score: Raw -1631664.481125 + Penalty 3079.028761 = -1628585.452364 nChanged 5 SP:Iteration 66Q (3003.259034 sec): 3 clusters Score: Raw -1631664.989357 + Penalty 3079.028761 = -1628585.960596 nChanged 5 SP:Iteration 67Q (3003.330999 sec): 3 clusters Score: Raw -1631665.333687 + Penalty 3079.028761 = -1628586.304926 nChanged 4 SP:Iteration 68Q (3003.400602 sec): 3 clusters Score: Raw -1631665.617171 + Penalty 3079.028761 = -1628586.588410 nChanged 3 SP:Iteration 69Q (3003.463211 sec): 3 clusters Score: Raw -1631665.974280 + Penalty 3079.028761 = -1628586.945520 nChanged 1 SP:Iteration 70Q (3003.522888 sec): 3 clusters Score: Raw -1631665.998923 + Penalty 3079.028761 = -1628586.970162 nChanged 0 SP:Iteration 71F (3003.599919 sec): 3 clusters Score: Raw -1631665.998923 + Penalty 3079.028761 = -1628586.970162 nChanged 0 Trying to split cluster 21 (25436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3003.647424 sec): 2 clusters Score: Raw -3230916.960504 + Penalty 1648.387126 = -3229268.573378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3003.737732 sec): 3 clusters Score: Raw -3215522.590064 + Penalty 3296.774251 = -3212225.815813 nChanged 11436 SP:Iteration 1F (3003.810738 sec): 3 clusters Score: Raw -3221952.010525 + Penalty 3296.774251 = -3218655.236274 nChanged 1494 SP:Iteration 2F (3003.876419 sec): 3 clusters Score: Raw -3222743.163411 + Penalty 3296.774251 = -3219446.389160 nChanged 1546 SP:Iteration 3F (3003.957341 sec): 3 clusters Score: Raw -3223709.360067 + Penalty 3296.774251 = -3220412.585816 nChanged 1642 SP:Iteration 4F (3004.037052 sec): 3 clusters Score: Raw -3224819.453486 + Penalty 3296.774251 = -3221522.679235 nChanged 1734 SP:Iteration 5F (3004.111187 sec): 3 clusters Score: Raw -3226018.385592 + Penalty 3296.774251 = -3222721.611341 nChanged 1550 SP:Iteration 6F (3004.187587 sec): 3 clusters Score: Raw -3227068.845938 + Penalty 3296.774251 = -3223772.071687 nChanged 1422 SP:Iteration 7F (3004.267517 sec): 3 clusters Score: Raw -3227936.608248 + Penalty 3296.774251 = -3224639.833997 nChanged 1115 SP:Iteration 8Q (3004.346889 sec): 3 clusters Score: Raw -3228443.068033 + Penalty 3296.774251 = -3225146.293782 nChanged 784 SP:Iteration 9Q (3004.436124 sec): 3 clusters Score: Raw -3228702.536909 + Penalty 3296.774251 = -3225405.762658 nChanged 511 SP:Iteration 10Q (3004.524016 sec): 3 clusters Score: Raw -3228834.481605 + Penalty 3296.774251 = -3225537.707354 nChanged 373 SP:Iteration 11Q (3004.614654 sec): 3 clusters Score: Raw -3228914.189852 + Penalty 3296.774251 = -3225617.415601 nChanged 299 SP:Iteration 12Q (3004.703691 sec): 3 clusters Score: Raw -3228978.777214 + Penalty 3296.774251 = -3225682.002963 nChanged 287 SP:Iteration 13Q (3004.782528 sec): 3 clusters Score: Raw -3229043.587581 + Penalty 3296.774251 = -3225746.813330 nChanged 270 SP:Iteration 14Q (3004.877060 sec): 3 clusters Score: Raw -3229103.935747 + Penalty 3296.774251 = -3225807.161496 nChanged 282 SP:Iteration 15Q (3004.952328 sec): 3 clusters Score: Raw -3229172.806151 + Penalty 3296.774251 = -3225876.031900 nChanged 297 SP:Iteration 16Q (3005.042221 sec): 3 clusters Score: Raw -3229238.219764 + Penalty 3296.774251 = -3225941.445513 nChanged 285 SP:Iteration 17Q (3005.126896 sec): 3 clusters Score: Raw -3229310.209121 + Penalty 3296.774251 = -3226013.434870 nChanged 302 SP:Iteration 18Q (3005.216083 sec): 3 clusters Score: Raw -3229390.671796 + Penalty 3296.774251 = -3226093.897545 nChanged 331 SP:Iteration 19Q (3005.297684 sec): 3 clusters Score: Raw -3229476.828389 + Penalty 3296.774251 = -3226180.054138 nChanged 321 SP:Iteration 20F (3005.374463 sec): 3 clusters Score: Raw -3229563.414208 + Penalty 3296.774251 = -3226266.639957 nChanged 292 SP:Iteration 21Q (3005.473969 sec): 3 clusters Score: Raw -3229644.421344 + Penalty 3296.774251 = -3226347.647093 nChanged 295 SP:Iteration 22Q (3005.550868 sec): 3 clusters Score: Raw -3229718.931690 + Penalty 3296.774251 = -3226422.157439 nChanged 292 SP:Iteration 23Q (3005.649839 sec): 3 clusters Score: Raw -3229797.187500 + Penalty 3296.774251 = -3226500.413249 nChanged 302 SP:Iteration 24Q (3005.721646 sec): 3 clusters Score: Raw -3229870.782459 + Penalty 3296.774251 = -3226574.008208 nChanged 266 SP:Iteration 25Q (3005.812571 sec): 3 clusters Score: Raw -3229929.650781 + Penalty 3296.774251 = -3226632.876530 nChanged 266 SP:Iteration 26Q (3005.908755 sec): 3 clusters Score: Raw -3229985.514788 + Penalty 3296.774251 = -3226688.740537 nChanged 237 SP:Iteration 27Q (3005.995742 sec): 3 clusters Score: Raw -3230032.291216 + Penalty 3296.774251 = -3226735.516965 nChanged 229 SP:Iteration 28Q (3006.074134 sec): 3 clusters Score: Raw -3230075.193759 + Penalty 3296.774251 = -3226778.419508 nChanged 229 SP:Iteration 29Q (3006.160171 sec): 3 clusters Score: Raw -3230120.948607 + Penalty 3296.774251 = -3226824.174356 nChanged 223 SP:Iteration 30Q (3006.259398 sec): 3 clusters Score: Raw -3230165.434443 + Penalty 3296.774251 = -3226868.660192 nChanged 203 SP:Iteration 31Q (3006.346524 sec): 3 clusters Score: Raw -3230203.930658 + Penalty 3296.774251 = -3226907.156407 nChanged 202 SP:Iteration 32Q (3006.430051 sec): 3 clusters Score: Raw -3230241.226138 + Penalty 3296.774251 = -3226944.451887 nChanged 187 SP:Iteration 33Q (3006.527363 sec): 3 clusters Score: Raw -3230270.639182 + Penalty 3296.774251 = -3226973.864931 nChanged 148 SP:Iteration 34Q (3006.618357 sec): 3 clusters Score: Raw -3230292.049874 + Penalty 3296.774251 = -3226995.275623 nChanged 140 SP:Iteration 35Q (3006.699016 sec): 3 clusters Score: Raw -3230311.047043 + Penalty 3296.774251 = -3227014.272792 nChanged 127 SP:Iteration 36Q (3006.784081 sec): 3 clusters Score: Raw -3230328.990923 + Penalty 3296.774251 = -3227032.216671 nChanged 116 SP:Iteration 37Q (3006.867655 sec): 3 clusters Score: Raw -3230344.817658 + Penalty 3296.774251 = -3227048.043407 nChanged 104 SP:Iteration 38Q (3006.952595 sec): 3 clusters Score: Raw -3230359.005303 + Penalty 3296.774251 = -3227062.231052 nChanged 100 SP:Iteration 39Q (3007.043981 sec): 3 clusters Score: Raw -3230372.851082 + Penalty 3296.774251 = -3227076.076831 nChanged 97 SP:Iteration 40F (3007.117645 sec): 3 clusters Score: Raw -3230386.198467 + Penalty 3296.774251 = -3227089.424216 nChanged 94 SP:Iteration 41Q (3007.201303 sec): 3 clusters Score: Raw -3230396.686338 + Penalty 3296.774251 = -3227099.912087 nChanged 94 SP:Iteration 42Q (3007.287259 sec): 3 clusters Score: Raw -3230406.232438 + Penalty 3296.774251 = -3227109.458187 nChanged 79 SP:Iteration 43Q (3007.359892 sec): 3 clusters Score: Raw -3230413.825802 + Penalty 3296.774251 = -3227117.051551 nChanged 65 SP:Iteration 44Q (3007.441723 sec): 3 clusters Score: Raw -3230420.441316 + Penalty 3296.774251 = -3227123.667065 nChanged 61 SP:Iteration 45Q (3007.521863 sec): 3 clusters Score: Raw -3230425.888341 + Penalty 3296.774251 = -3227129.114090 nChanged 58 SP:Iteration 46Q (3007.606844 sec): 3 clusters Score: Raw -3230430.445496 + Penalty 3296.774251 = -3227133.671245 nChanged 46 SP:Iteration 47Q (3007.690036 sec): 3 clusters Score: Raw -3230433.726606 + Penalty 3296.774251 = -3227136.952355 nChanged 40 SP:Iteration 48Q (3007.776168 sec): 3 clusters Score: Raw -3230436.830606 + Penalty 3296.774251 = -3227140.056355 nChanged 42 SP:Iteration 49Q (3007.863302 sec): 3 clusters Score: Raw -3230439.933267 + Penalty 3296.774251 = -3227143.159016 nChanged 44 SP:Iteration 50Q (3007.946073 sec): 3 clusters Score: Raw -3230442.786920 + Penalty 3296.774251 = -3227146.012669 nChanged 36 SP:Iteration 51Q (3008.025595 sec): 3 clusters Score: Raw -3230445.785745 + Penalty 3296.774251 = -3227149.011494 nChanged 41 SP:Iteration 52Q (3008.117476 sec): 3 clusters Score: Raw -3230448.788255 + Penalty 3296.774251 = -3227152.014004 nChanged 37 SP:Iteration 53Q (3008.196945 sec): 3 clusters Score: Raw -3230451.464426 + Penalty 3296.774251 = -3227154.690175 nChanged 35 SP:Iteration 54Q (3008.293804 sec): 3 clusters Score: Raw -3230454.202374 + Penalty 3296.774251 = -3227157.428123 nChanged 35 SP:Iteration 55Q (3008.377749 sec): 3 clusters Score: Raw -3230456.873076 + Penalty 3296.774251 = -3227160.098825 nChanged 45 SP:Iteration 56Q (3008.462162 sec): 3 clusters Score: Raw -3230460.160711 + Penalty 3296.774251 = -3227163.386460 nChanged 44 SP:Iteration 57Q (3008.542586 sec): 3 clusters Score: Raw -3230462.864991 + Penalty 3296.774251 = -3227166.090740 nChanged 34 SP:Iteration 58Q (3008.641294 sec): 3 clusters Score: Raw -3230464.779731 + Penalty 3296.774251 = -3227168.005480 nChanged 25 SP:Iteration 59Q (3008.723422 sec): 3 clusters Score: Raw -3230466.424736 + Penalty 3296.774251 = -3227169.650485 nChanged 31 SP:Iteration 60F (3008.823462 sec): 3 clusters Score: Raw -3230469.197659 + Penalty 3296.774251 = -3227172.423408 nChanged 39 SP:Iteration 61Q (3008.901280 sec): 3 clusters Score: Raw -3230472.607698 + Penalty 3296.774251 = -3227175.833447 nChanged 41 SP:Iteration 62Q (3008.987465 sec): 3 clusters Score: Raw -3230475.830352 + Penalty 3296.774251 = -3227179.056101 nChanged 51 SP:Iteration 63Q (3009.079703 sec): 3 clusters Score: Raw -3230480.615052 + Penalty 3296.774251 = -3227183.840801 nChanged 56 SP:Iteration 64Q (3009.166557 sec): 3 clusters Score: Raw -3230485.383749 + Penalty 3296.774251 = -3227188.609498 nChanged 50 SP:Iteration 65Q (3009.249241 sec): 3 clusters Score: Raw -3230490.172478 + Penalty 3296.774251 = -3227193.398227 nChanged 51 SP:Iteration 66Q (3009.345162 sec): 3 clusters Score: Raw -3230494.772388 + Penalty 3296.774251 = -3227197.998137 nChanged 46 SP:Iteration 67Q (3009.434520 sec): 3 clusters Score: Raw -3230497.886240 + Penalty 3296.774251 = -3227201.111989 nChanged 35 SP:Iteration 68Q (3009.523171 sec): 3 clusters Score: Raw -3230500.293661 + Penalty 3296.774251 = -3227203.519410 nChanged 37 SP:Iteration 69Q (3009.578523 sec): 3 clusters Score: Raw -3230502.862733 + Penalty 3296.774251 = -3227206.088482 nChanged 34 SP:Iteration 70Q (3009.676476 sec): 3 clusters Score: Raw -3230504.763659 + Penalty 3296.774251 = -3227207.989408 nChanged 24 SP:Iteration 71Q (3009.755907 sec): 3 clusters Score: Raw -3230506.141803 + Penalty 3296.774251 = -3227209.367552 nChanged 27 SP:Iteration 72Q (3009.854120 sec): 3 clusters Score: Raw -3230507.491287 + Penalty 3296.774251 = -3227210.717036 nChanged 25 SP:Iteration 73Q (3009.925631 sec): 3 clusters Score: Raw -3230508.766464 + Penalty 3296.774251 = -3227211.992213 nChanged 24 SP:Iteration 74Q (3010.006456 sec): 3 clusters Score: Raw -3230509.994869 + Penalty 3296.774251 = -3227213.220618 nChanged 24 SP:Iteration 75Q (3010.092315 sec): 3 clusters Score: Raw -3230511.041505 + Penalty 3296.774251 = -3227214.267254 nChanged 14 SP:Iteration 76Q (3010.170433 sec): 3 clusters Score: Raw -3230511.727147 + Penalty 3296.774251 = -3227214.952896 nChanged 12 SP:Iteration 77Q (3010.258672 sec): 3 clusters Score: Raw -3230512.414619 + Penalty 3296.774251 = -3227215.640368 nChanged 11 SP:Iteration 78Q (3010.330446 sec): 3 clusters Score: Raw -3230512.867715 + Penalty 3296.774251 = -3227216.093464 nChanged 11 SP:Iteration 79Q (3010.418540 sec): 3 clusters Score: Raw -3230513.543100 + Penalty 3296.774251 = -3227216.768849 nChanged 12 SP:Iteration 80F (3010.497962 sec): 3 clusters Score: Raw -3230514.196814 + Penalty 3296.774251 = -3227217.422563 nChanged 12 SP:Iteration 81Q (3010.572724 sec): 3 clusters Score: Raw -3230514.513977 + Penalty 3296.774251 = -3227217.739726 nChanged 5 SP:Iteration 82Q (3010.657700 sec): 3 clusters Score: Raw -3230514.826197 + Penalty 3296.774251 = -3227218.051946 nChanged 9 SP:Iteration 83Q (3010.750508 sec): 3 clusters Score: Raw -3230515.270171 + Penalty 3296.774251 = -3227218.495920 nChanged 4 SP:Iteration 84Q (3010.828615 sec): 3 clusters Score: Raw -3230515.372276 + Penalty 3296.774251 = -3227218.598025 nChanged 3 SP:Iteration 85Q (3010.913522 sec): 3 clusters Score: Raw -3230515.443503 + Penalty 3296.774251 = -3227218.669252 nChanged 2 SP:Iteration 86Q (3010.992512 sec): 3 clusters Score: Raw -3230515.532235 + Penalty 3296.774251 = -3227218.757984 nChanged 2 SP:Iteration 87Q (3011.072160 sec): 3 clusters Score: Raw -3230515.611384 + Penalty 3296.774251 = -3227218.837133 nChanged 1 SP:Iteration 88Q (3011.153709 sec): 3 clusters Score: Raw -3230515.654604 + Penalty 3296.774251 = -3227218.880353 nChanged 3 SP:Iteration 89Q (3011.218441 sec): 3 clusters Score: Raw -3230515.747779 + Penalty 3296.774251 = -3227218.973528 nChanged 5 SP:Iteration 90Q (3011.308702 sec): 3 clusters Score: Raw -3230515.928471 + Penalty 3296.774251 = -3227219.154220 nChanged 3 SP:Iteration 91Q (3011.404999 sec): 3 clusters Score: Raw -3230516.061791 + Penalty 3296.774251 = -3227219.287540 nChanged 6 SP:Iteration 92Q (3011.495300 sec): 3 clusters Score: Raw -3230516.395179 + Penalty 3296.774251 = -3227219.620928 nChanged 6 SP:Iteration 93Q (3011.584835 sec): 3 clusters Score: Raw -3230516.863371 + Penalty 3296.774251 = -3227220.089120 nChanged 10 SP:Iteration 94Q (3011.674939 sec): 3 clusters Score: Raw -3230517.153183 + Penalty 3296.774251 = -3227220.378932 nChanged 6 SP:Iteration 95Q (3011.745399 sec): 3 clusters Score: Raw -3230517.472611 + Penalty 3296.774251 = -3227220.698360 nChanged 10 SP:Iteration 96Q (3011.840536 sec): 3 clusters Score: Raw -3230517.785383 + Penalty 3296.774251 = -3227221.011132 nChanged 5 SP:Iteration 97Q (3011.922636 sec): 3 clusters Score: Raw -3230517.979044 + Penalty 3296.774251 = -3227221.204793 nChanged 3 SP:Iteration 98Q (3012.001776 sec): 3 clusters Score: Raw -3230518.064223 + Penalty 3296.774251 = -3227221.289972 nChanged 7 SP:Iteration 99Q (3012.086528 sec): 3 clusters Score: Raw -3230518.358643 + Penalty 3296.774251 = -3227221.584392 nChanged 6 SP:Iteration 100F (3012.181885 sec): 3 clusters Score: Raw -3230518.526219 + Penalty 3296.774251 = -3227221.751967 nChanged 3 SP:Iteration 101Q (3012.269679 sec): 3 clusters Score: Raw -3230518.613278 + Penalty 3296.774251 = -3227221.839027 nChanged 4 SP:Iteration 102Q (3012.344332 sec): 3 clusters Score: Raw -3230518.728862 + Penalty 3296.774251 = -3227221.954611 nChanged 4 SP:Iteration 103Q (3012.430330 sec): 3 clusters Score: Raw -3230518.910427 + Penalty 3296.774251 = -3227222.136176 nChanged 3 SP:Iteration 104Q (3012.522978 sec): 3 clusters Score: Raw -3230519.068442 + Penalty 3296.774251 = -3227222.294191 nChanged 5 SP:Iteration 105Q (3012.609897 sec): 3 clusters Score: Raw -3230519.311050 + Penalty 3296.774251 = -3227222.536799 nChanged 6 SP:Iteration 106Q (3012.708838 sec): 3 clusters Score: Raw -3230519.529751 + Penalty 3296.774251 = -3227222.755500 nChanged 4 SP:Iteration 107Q (3012.797032 sec): 3 clusters Score: Raw -3230519.733915 + Penalty 3296.774251 = -3227222.959664 nChanged 6 SP:Iteration 108Q (3012.882584 sec): 3 clusters Score: Raw -3230519.951924 + Penalty 3296.774251 = -3227223.177673 nChanged 8 SP:Iteration 109Q (3012.971733 sec): 3 clusters Score: Raw -3230520.363873 + Penalty 3296.774251 = -3227223.589622 nChanged 6 SP:Iteration 110Q (3013.062327 sec): 3 clusters Score: Raw -3230520.777692 + Penalty 3296.774251 = -3227224.003441 nChanged 5 SP:Iteration 111Q (3013.149029 sec): 3 clusters Score: Raw -3230521.077953 + Penalty 3296.774251 = -3227224.303702 nChanged 14 SP:Iteration 112Q (3013.232715 sec): 3 clusters Score: Raw -3230522.026896 + Penalty 3296.774251 = -3227225.252645 nChanged 18 SP:Iteration 113Q (3013.323504 sec): 3 clusters Score: Raw -3230523.085427 + Penalty 3296.774251 = -3227226.311176 nChanged 22 SP:Iteration 114Q (3013.411148 sec): 3 clusters Score: Raw -3230524.530267 + Penalty 3296.774251 = -3227227.756016 nChanged 25 SP:Iteration 115Q (3013.496257 sec): 3 clusters Score: Raw -3230526.532463 + Penalty 3296.774251 = -3227229.758212 nChanged 35 SP:Iteration 116Q (3013.584064 sec): 3 clusters Score: Raw -3230529.114139 + Penalty 3296.774251 = -3227232.339888 nChanged 29 SP:Iteration 117Q (3013.669406 sec): 3 clusters Score: Raw -3230530.854789 + Penalty 3296.774251 = -3227234.080538 nChanged 26 SP:Iteration 118Q (3013.758688 sec): 3 clusters Score: Raw -3230532.816543 + Penalty 3296.774251 = -3227236.042292 nChanged 33 SP:Iteration 119Q (3013.842551 sec): 3 clusters Score: Raw -3230535.027269 + Penalty 3296.774251 = -3227238.253018 nChanged 29 SP:Iteration 120F (3013.932456 sec): 3 clusters Score: Raw -3230536.942099 + Penalty 3296.774251 = -3227240.167848 nChanged 28 SP:Iteration 121Q (3014.021260 sec): 3 clusters Score: Raw -3230539.152442 + Penalty 3296.774251 = -3227242.378191 nChanged 32 SP:Iteration 122Q (3014.105758 sec): 3 clusters Score: Raw -3230541.558295 + Penalty 3296.774251 = -3227244.784044 nChanged 27 SP:Iteration 123Q (3014.194414 sec): 3 clusters Score: Raw -3230542.989156 + Penalty 3296.774251 = -3227246.214905 nChanged 18 SP:Iteration 124Q (3014.282731 sec): 3 clusters Score: Raw -3230544.142694 + Penalty 3296.774251 = -3227247.368443 nChanged 15 SP:Iteration 125Q (3014.360965 sec): 3 clusters Score: Raw -3230544.842839 + Penalty 3296.774251 = -3227248.068588 nChanged 12 SP:Iteration 126Q (3014.451376 sec): 3 clusters Score: Raw -3230545.375489 + Penalty 3296.774251 = -3227248.601238 nChanged 14 SP:Iteration 127Q (3014.536073 sec): 3 clusters Score: Raw -3230546.382170 + Penalty 3296.774251 = -3227249.607919 nChanged 19 SP:Iteration 128Q (3014.621795 sec): 3 clusters Score: Raw -3230547.372555 + Penalty 3296.774251 = -3227250.598304 nChanged 21 SP:Iteration 129Q (3014.703195 sec): 3 clusters Score: Raw -3230548.524368 + Penalty 3296.774251 = -3227251.750117 nChanged 18 SP:Iteration 130Q (3014.785938 sec): 3 clusters Score: Raw -3230549.342489 + Penalty 3296.774251 = -3227252.568238 nChanged 12 SP:Iteration 131Q (3014.878570 sec): 3 clusters Score: Raw -3230549.903083 + Penalty 3296.774251 = -3227253.128832 nChanged 10 SP:Iteration 132Q (3014.954829 sec): 3 clusters Score: Raw -3230550.273714 + Penalty 3296.774251 = -3227253.499463 nChanged 10 SP:Iteration 133Q (3015.045538 sec): 3 clusters Score: Raw -3230550.610176 + Penalty 3296.774251 = -3227253.835925 nChanged 13 SP:Iteration 134Q (3015.141908 sec): 3 clusters Score: Raw -3230551.211684 + Penalty 3296.774251 = -3227254.437433 nChanged 17 SP:Iteration 135Q (3015.229147 sec): 3 clusters Score: Raw -3230551.935648 + Penalty 3296.774251 = -3227255.161397 nChanged 7 SP:Iteration 136Q (3015.313479 sec): 3 clusters Score: Raw -3230552.266738 + Penalty 3296.774251 = -3227255.492487 nChanged 11 SP:Iteration 137Q (3015.401632 sec): 3 clusters Score: Raw -3230552.931712 + Penalty 3296.774251 = -3227256.157461 nChanged 12 SP:Iteration 138Q (3015.481380 sec): 3 clusters Score: Raw -3230553.561668 + Penalty 3296.774251 = -3227256.787417 nChanged 10 SP:Iteration 139Q (3015.577647 sec): 3 clusters Score: Raw -3230554.045250 + Penalty 3296.774251 = -3227257.270999 nChanged 8 SP:Iteration 140F (3015.665253 sec): 3 clusters Score: Raw -3230554.334306 + Penalty 3296.774251 = -3227257.560055 nChanged 5 SP:Iteration 141Q (3015.730589 sec): 3 clusters Score: Raw -3230554.515735 + Penalty 3296.774251 = -3227257.741484 nChanged 5 SP:Iteration 142Q (3015.793370 sec): 3 clusters Score: Raw -3230554.661729 + Penalty 3296.774251 = -3227257.887478 nChanged 4 SP:Iteration 143Q (3015.890054 sec): 3 clusters Score: Raw -3230554.801121 + Penalty 3296.774251 = -3227258.026870 nChanged 5 SP:Iteration 144Q (3015.968979 sec): 3 clusters Score: Raw -3230555.014728 + Penalty 3296.774251 = -3227258.240477 nChanged 9 SP:Iteration 145Q (3016.054197 sec): 3 clusters Score: Raw -3230555.404094 + Penalty 3296.774251 = -3227258.629843 nChanged 8 SP:Iteration 146Q (3016.152145 sec): 3 clusters Score: Raw -3230555.639429 + Penalty 3296.774251 = -3227258.865178 nChanged 9 SP:Iteration 147Q (3016.237954 sec): 3 clusters Score: Raw -3230556.053615 + Penalty 3296.774251 = -3227259.279364 nChanged 12 SP:Iteration 148Q (3016.327517 sec): 3 clusters Score: Raw -3230556.467418 + Penalty 3296.774251 = -3227259.693167 nChanged 5 SP:Iteration 149Q (3016.413800 sec): 3 clusters Score: Raw -3230556.597727 + Penalty 3296.774251 = -3227259.823476 nChanged 2 SP:Iteration 150Q (3016.494634 sec): 3 clusters Score: Raw -3230556.662858 + Penalty 3296.774251 = -3227259.888607 nChanged 2 SP:Iteration 151Q (3016.578332 sec): 3 clusters Score: Raw -3230556.736029 + Penalty 3296.774251 = -3227259.961778 nChanged 5 SP:Iteration 152Q (3016.676323 sec): 3 clusters Score: Raw -3230557.038527 + Penalty 3296.774251 = -3227260.264276 nChanged 9 SP:Iteration 153Q (3016.766041 sec): 3 clusters Score: Raw -3230557.500295 + Penalty 3296.774251 = -3227260.726044 nChanged 7 SP:Iteration 154Q (3016.844587 sec): 3 clusters Score: Raw -3230557.921173 + Penalty 3296.774251 = -3227261.146922 nChanged 9 SP:Iteration 155Q (3016.927262 sec): 3 clusters Score: Raw -3230558.458284 + Penalty 3296.774251 = -3227261.684033 nChanged 10 SP:Iteration 156Q (3017.015317 sec): 3 clusters Score: Raw -3230559.392154 + Penalty 3296.774251 = -3227262.617903 nChanged 15 SP:Iteration 157Q (3017.097206 sec): 3 clusters Score: Raw -3230560.181545 + Penalty 3296.774251 = -3227263.407294 nChanged 10 SP:Iteration 158Q (3017.185241 sec): 3 clusters Score: Raw -3230560.667401 + Penalty 3296.774251 = -3227263.893150 nChanged 12 SP:Iteration 159Q (3017.262344 sec): 3 clusters Score: Raw -3230561.270868 + Penalty 3296.774251 = -3227264.496617 nChanged 9 SP:Iteration 160F (3017.330902 sec): 3 clusters Score: Raw -3230561.843667 + Penalty 3296.774251 = -3227265.069416 nChanged 16 SP:Iteration 161Q (3017.407036 sec): 3 clusters Score: Raw -3230562.634270 + Penalty 3296.774251 = -3227265.860019 nChanged 23 SP:Iteration 162Q (3017.475445 sec): 3 clusters Score: Raw -3230563.844896 + Penalty 3296.774251 = -3227267.070645 nChanged 18 SP:Iteration 163Q (3017.562035 sec): 3 clusters Score: Raw -3230564.830707 + Penalty 3296.774251 = -3227268.056456 nChanged 28 SP:Iteration 164Q (3017.645820 sec): 3 clusters Score: Raw -3230566.587582 + Penalty 3296.774251 = -3227269.813331 nChanged 26 SP:Iteration 165Q (3017.731325 sec): 3 clusters Score: Raw -3230567.830474 + Penalty 3296.774251 = -3227271.056223 nChanged 22 SP:Iteration 166Q (3017.814083 sec): 3 clusters Score: Raw -3230568.743507 + Penalty 3296.774251 = -3227271.969256 nChanged 18 SP:Iteration 167Q (3017.893564 sec): 3 clusters Score: Raw -3230569.503097 + Penalty 3296.774251 = -3227272.728846 nChanged 17 SP:Iteration 168Q (3017.974841 sec): 3 clusters Score: Raw -3230570.431056 + Penalty 3296.774251 = -3227273.656805 nChanged 15 SP:Iteration 169Q (3018.053580 sec): 3 clusters Score: Raw -3230571.106310 + Penalty 3296.774251 = -3227274.332059 nChanged 11 SP:Iteration 170Q (3018.134676 sec): 3 clusters Score: Raw -3230571.456977 + Penalty 3296.774251 = -3227274.682726 nChanged 6 SP:Iteration 171Q (3018.227453 sec): 3 clusters Score: Raw -3230571.731794 + Penalty 3296.774251 = -3227274.957543 nChanged 9 SP:Iteration 172Q (3018.308793 sec): 3 clusters Score: Raw -3230572.105527 + Penalty 3296.774251 = -3227275.331276 nChanged 5 SP:Iteration 173Q (3018.376777 sec): 3 clusters Score: Raw -3230572.284126 + Penalty 3296.774251 = -3227275.509875 nChanged 6 SP:Iteration 174Q (3018.463498 sec): 3 clusters Score: Raw -3230572.523113 + Penalty 3296.774251 = -3227275.748862 nChanged 5 SP:Iteration 175Q (3018.565011 sec): 3 clusters Score: Raw -3230572.775764 + Penalty 3296.774251 = -3227276.001513 nChanged 5 SP:Iteration 176Q (3018.643205 sec): 3 clusters Score: Raw -3230573.063754 + Penalty 3296.774251 = -3227276.289503 nChanged 8 SP:Iteration 177Q (3018.731411 sec): 3 clusters Score: Raw -3230573.427664 + Penalty 3296.774251 = -3227276.653413 nChanged 7 SP:Iteration 178Q (3018.822000 sec): 3 clusters Score: Raw -3230573.723062 + Penalty 3296.774251 = -3227276.948811 nChanged 4 SP:Iteration 179Q (3018.905287 sec): 3 clusters Score: Raw -3230573.864605 + Penalty 3296.774251 = -3227277.090354 nChanged 7 SP:Iteration 180F (3018.994812 sec): 3 clusters Score: Raw -3230574.202534 + Penalty 3296.774251 = -3227277.428283 nChanged 7 SP:Iteration 181Q (3019.049750 sec): 3 clusters Score: Raw -3230574.464284 + Penalty 3296.774251 = -3227277.690033 nChanged 3 SP:Iteration 182Q (3019.133026 sec): 3 clusters Score: Raw -3230574.588598 + Penalty 3296.774251 = -3227277.814347 nChanged 2 SP:Iteration 183Q (3019.225520 sec): 3 clusters Score: Raw -3230574.706375 + Penalty 3296.774251 = -3227277.932124 nChanged 3 SP:Iteration 184Q (3019.317368 sec): 3 clusters Score: Raw -3230574.825757 + Penalty 3296.774251 = -3227278.051506 nChanged 6 SP:Iteration 185Q (3019.406153 sec): 3 clusters Score: Raw -3230575.063120 + Penalty 3296.774251 = -3227278.288869 nChanged 8 SP:Iteration 186Q (3019.495648 sec): 3 clusters Score: Raw -3230575.276319 + Penalty 3296.774251 = -3227278.502068 nChanged 2 SP:Iteration 187Q (3019.569286 sec): 3 clusters Score: Raw -3230575.361845 + Penalty 3296.774251 = -3227278.587594 nChanged 4 SP:Iteration 188Q (3019.646018 sec): 3 clusters Score: Raw -3230575.461823 + Penalty 3296.774251 = -3227278.687572 nChanged 3 SP:Iteration 189Q (3019.734533 sec): 3 clusters Score: Raw -3230575.558679 + Penalty 3296.774251 = -3227278.784427 nChanged 4 SP:Iteration 190Q (3019.822021 sec): 3 clusters Score: Raw -3230575.808219 + Penalty 3296.774251 = -3227279.033968 nChanged 5 SP:Iteration 191Q (3019.907165 sec): 3 clusters Score: Raw -3230576.130691 + Penalty 3296.774251 = -3227279.356440 nChanged 9 SP:Iteration 192Q (3019.992537 sec): 3 clusters Score: Raw -3230576.620102 + Penalty 3296.774251 = -3227279.845851 nChanged 7 SP:Iteration 193Q (3020.078140 sec): 3 clusters Score: Raw -3230576.830035 + Penalty 3296.774251 = -3227280.055784 nChanged 4 SP:Iteration 194Q (3020.166170 sec): 3 clusters Score: Raw -3230577.021392 + Penalty 3296.774251 = -3227280.247141 nChanged 2 SP:Iteration 195Q (3020.247513 sec): 3 clusters Score: Raw -3230577.047973 + Penalty 3296.774251 = -3227280.273722 nChanged 1 SP:Iteration 196Q (3020.337500 sec): 3 clusters Score: Raw -3230577.067146 + Penalty 3296.774251 = -3227280.292895 nChanged 0 SP:Iteration 197F (3020.419886 sec): 3 clusters Score: Raw -3230577.067146 + Penalty 3296.774251 = -3227280.292895 nChanged 0 Trying to split cluster 22 (11455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3020.464415 sec): 2 clusters Score: Raw -1473630.516788 + Penalty 1518.754509 = -1472111.762278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3020.524300 sec): 3 clusters Score: Raw -1467050.089023 + Penalty 3037.509018 = -1464012.580005 nChanged 5056 SP:Iteration 1F (3020.586574 sec): 3 clusters Score: Raw -1469748.301124 + Penalty 3037.509018 = -1466710.792106 nChanged 774 SP:Iteration 2F (3020.646571 sec): 3 clusters Score: Raw -1470144.021180 + Penalty 3037.509018 = -1467106.512161 nChanged 689 SP:Iteration 3F (3020.710612 sec): 3 clusters Score: Raw -1470516.046483 + Penalty 3037.509018 = -1467478.537465 nChanged 679 SP:Iteration 4F (3020.780760 sec): 3 clusters Score: Raw -1470927.274066 + Penalty 3037.509018 = -1467889.765048 nChanged 721 SP:Iteration 5F (3020.834862 sec): 3 clusters Score: Raw -1471446.162223 + Penalty 3037.509018 = -1468408.653205 nChanged 737 SP:Iteration 6F (3020.899960 sec): 3 clusters Score: Raw -1471955.302677 + Penalty 3037.509018 = -1468917.793658 nChanged 695 SP:Iteration 7F (3020.964981 sec): 3 clusters Score: Raw -1472375.800110 + Penalty 3037.509018 = -1469338.291091 nChanged 571 SP:Iteration 8Q (3021.028562 sec): 3 clusters Score: Raw -1472686.658412 + Penalty 3037.509018 = -1469649.149394 nChanged 465 SP:Iteration 9Q (3021.094021 sec): 3 clusters Score: Raw -1472911.849224 + Penalty 3037.509018 = -1469874.340205 nChanged 350 SP:Iteration 10Q (3021.156688 sec): 3 clusters Score: Raw -1473053.786566 + Penalty 3037.509018 = -1470016.277548 nChanged 252 SP:Iteration 11Q (3021.228949 sec): 3 clusters Score: Raw -1473146.552444 + Penalty 3037.509018 = -1470109.043426 nChanged 213 SP:Iteration 12Q (3021.268549 sec): 3 clusters Score: Raw -1473220.098157 + Penalty 3037.509018 = -1470182.589138 nChanged 162 SP:Iteration 13Q (3021.328231 sec): 3 clusters Score: Raw -1473268.634489 + Penalty 3037.509018 = -1470231.125470 nChanged 118 SP:Iteration 14Q (3021.404019 sec): 3 clusters Score: Raw -1473300.073491 + Penalty 3037.509018 = -1470262.564472 nChanged 105 SP:Iteration 15Q (3021.452241 sec): 3 clusters Score: Raw -1473324.192165 + Penalty 3037.509018 = -1470286.683147 nChanged 88 SP:Iteration 16Q (3021.516891 sec): 3 clusters Score: Raw -1473343.411621 + Penalty 3037.509018 = -1470305.902603 nChanged 73 SP:Iteration 17Q (3021.581499 sec): 3 clusters Score: Raw -1473359.435768 + Penalty 3037.509018 = -1470321.926749 nChanged 65 SP:Iteration 18Q (3021.656830 sec): 3 clusters Score: Raw -1473372.162543 + Penalty 3037.509018 = -1470334.653525 nChanged 62 SP:Iteration 19Q (3021.718241 sec): 3 clusters Score: Raw -1473386.231573 + Penalty 3037.509018 = -1470348.722555 nChanged 64 SP:Iteration 20F (3021.779961 sec): 3 clusters Score: Raw -1473399.354020 + Penalty 3037.509018 = -1470361.845001 nChanged 58 SP:Iteration 21Q (3021.847239 sec): 3 clusters Score: Raw -1473411.189516 + Penalty 3037.509018 = -1470373.680497 nChanged 57 SP:Iteration 22Q (3021.914545 sec): 3 clusters Score: Raw -1473421.977849 + Penalty 3037.509018 = -1470384.468831 nChanged 52 SP:Iteration 23Q (3021.982496 sec): 3 clusters Score: Raw -1473431.040655 + Penalty 3037.509018 = -1470393.531637 nChanged 40 SP:Iteration 24Q (3022.043531 sec): 3 clusters Score: Raw -1473435.706870 + Penalty 3037.509018 = -1470398.197851 nChanged 27 SP:Iteration 25Q (3022.103697 sec): 3 clusters Score: Raw -1473440.066579 + Penalty 3037.509018 = -1470402.557561 nChanged 29 SP:Iteration 26Q (3022.178386 sec): 3 clusters Score: Raw -1473443.945458 + Penalty 3037.509018 = -1470406.436440 nChanged 21 SP:Iteration 27Q (3022.228700 sec): 3 clusters Score: Raw -1473446.857478 + Penalty 3037.509018 = -1470409.348460 nChanged 16 SP:Iteration 28Q (3022.295407 sec): 3 clusters Score: Raw -1473448.581980 + Penalty 3037.509018 = -1470411.072961 nChanged 12 SP:Iteration 29Q (3022.343329 sec): 3 clusters Score: Raw -1473449.892617 + Penalty 3037.509018 = -1470412.383599 nChanged 10 SP:Iteration 30Q (3022.415204 sec): 3 clusters Score: Raw -1473451.069090 + Penalty 3037.509018 = -1470413.560071 nChanged 4 SP:Iteration 31Q (3022.483275 sec): 3 clusters Score: Raw -1473451.484196 + Penalty 3037.509018 = -1470413.975178 nChanged 2 SP:Iteration 32Q (3022.549841 sec): 3 clusters Score: Raw -1473451.681610 + Penalty 3037.509018 = -1470414.172591 nChanged 3 SP:Iteration 33Q (3022.603893 sec): 3 clusters Score: Raw -1473451.858684 + Penalty 3037.509018 = -1470414.349666 nChanged 2 SP:Iteration 34Q (3022.673026 sec): 3 clusters Score: Raw -1473452.040960 + Penalty 3037.509018 = -1470414.531941 nChanged 4 SP:Iteration 35Q (3022.740929 sec): 3 clusters Score: Raw -1473452.551034 + Penalty 3037.509018 = -1470415.042016 nChanged 2 SP:Iteration 36Q (3022.809933 sec): 3 clusters Score: Raw -1473453.108194 + Penalty 3037.509018 = -1470415.599175 nChanged 5 SP:Iteration 37Q (3022.875947 sec): 3 clusters Score: Raw -1473453.601936 + Penalty 3037.509018 = -1470416.092918 nChanged 6 SP:Iteration 38Q (3022.933633 sec): 3 clusters Score: Raw -1473454.335278 + Penalty 3037.509018 = -1470416.826259 nChanged 8 SP:Iteration 39Q (3023.000894 sec): 3 clusters Score: Raw -1473455.884884 + Penalty 3037.509018 = -1470418.375865 nChanged 15 SP:Iteration 40F (3023.065204 sec): 3 clusters Score: Raw -1473458.006442 + Penalty 3037.509018 = -1470420.497424 nChanged 17 SP:Iteration 41Q (3023.131748 sec): 3 clusters Score: Raw -1473460.056650 + Penalty 3037.509018 = -1470422.547632 nChanged 12 SP:Iteration 42Q (3023.207715 sec): 3 clusters Score: Raw -1473461.237908 + Penalty 3037.509018 = -1470423.728890 nChanged 5 SP:Iteration 43Q (3023.273567 sec): 3 clusters Score: Raw -1473461.627098 + Penalty 3037.509018 = -1470424.118080 nChanged 5 SP:Iteration 44Q (3023.340204 sec): 3 clusters Score: Raw -1473462.114903 + Penalty 3037.509018 = -1470424.605885 nChanged 4 SP:Iteration 45Q (3023.407253 sec): 3 clusters Score: Raw -1473462.715575 + Penalty 3037.509018 = -1470425.206557 nChanged 5 SP:Iteration 46Q (3023.437436 sec): 3 clusters Score: Raw -1473463.212367 + Penalty 3037.509018 = -1470425.703348 nChanged 6 SP:Iteration 47Q (3023.477046 sec): 3 clusters Score: Raw -1473465.264843 + Penalty 3037.509018 = -1470427.755825 nChanged 13 SP:Iteration 48Q (3023.547079 sec): 3 clusters Score: Raw -1473466.912107 + Penalty 3037.509018 = -1470429.403089 nChanged 10 SP:Iteration 49Q (3023.622137 sec): 3 clusters Score: Raw -1473468.114610 + Penalty 3037.509018 = -1470430.605592 nChanged 11 SP:Iteration 50Q (3023.677889 sec): 3 clusters Score: Raw -1473469.537834 + Penalty 3037.509018 = -1470432.028815 nChanged 12 SP:Iteration 51Q (3023.746497 sec): 3 clusters Score: Raw -1473470.965886 + Penalty 3037.509018 = -1470433.456868 nChanged 13 SP:Iteration 52Q (3023.803615 sec): 3 clusters Score: Raw -1473472.519823 + Penalty 3037.509018 = -1470435.010804 nChanged 11 SP:Iteration 53Q (3023.867668 sec): 3 clusters Score: Raw -1473473.812840 + Penalty 3037.509018 = -1470436.303822 nChanged 12 SP:Iteration 54Q (3023.928197 sec): 3 clusters Score: Raw -1473474.726680 + Penalty 3037.509018 = -1470437.217661 nChanged 4 SP:Iteration 55Q (3023.991732 sec): 3 clusters Score: Raw -1473475.024716 + Penalty 3037.509018 = -1470437.515698 nChanged 3 SP:Iteration 56Q (3024.052385 sec): 3 clusters Score: Raw -1473475.196673 + Penalty 3037.509018 = -1470437.687654 nChanged 0 SP:Iteration 57F (3024.119991 sec): 3 clusters Score: Raw -1473475.196673 + Penalty 3037.509018 = -1470437.687654 nChanged 0 Trying to split cluster 23 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3024.142302 sec): 2 clusters Score: Raw -41640.429202 + Penalty 978.810234 = -40661.618968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3024.181230 sec): 3 clusters Score: Raw -41730.409901 + Penalty 1957.620468 = -39772.789434 nChanged 101 SP:Iteration 1F (3024.227591 sec): 3 clusters Score: Raw -42110.198848 + Penalty 1957.620468 = -40152.578380 nChanged 42 SP:Iteration 2F (3024.273975 sec): 3 clusters Score: Raw -42341.963558 + Penalty 1957.620468 = -40384.343090 nChanged 20 SP:Iteration 3Q (3024.314266 sec): 3 clusters Score: Raw -42427.612522 + Penalty 1957.620468 = -40469.992054 nChanged 19 SP:Iteration 4Q (3024.350596 sec): 3 clusters Score: Raw -42502.570036 + Penalty 1957.620468 = -40544.949568 nChanged 11 SP:Iteration 5Q (3024.390040 sec): 3 clusters Score: Raw -42576.243514 + Penalty 1957.620468 = -40618.623046 nChanged 5 SP:Iteration 6Q (3024.423594 sec): 3 clusters Score: Raw -42604.342580 + Penalty 1957.620468 = -40646.722112 nChanged 3 SP:Iteration 7Q (3024.469591 sec): 3 clusters Score: Raw -42609.613186 + Penalty 1957.620468 = -40651.992719 nChanged 2 SP:Iteration 8Q (3024.517032 sec): 3 clusters Score: Raw -42614.391469 + Penalty 1957.620468 = -40656.771001 nChanged 2 SP:Iteration 9Q (3024.563603 sec): 3 clusters Score: Raw -42617.418736 + Penalty 1957.620468 = -40659.798269 nChanged 0 SP:Iteration 10F (3024.611451 sec): 3 clusters Score: Raw -42617.418736 + Penalty 1957.620468 = -40659.798269 nChanged 0 Trying to split cluster 24 (10749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3024.648843 sec): 2 clusters Score: Raw -1394392.602069 + Penalty 1508.417301 = -1392884.184768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3024.704911 sec): 3 clusters Score: Raw -1388214.344873 + Penalty 3016.834602 = -1385197.510271 nChanged 4689 SP:Iteration 1F (3024.768791 sec): 3 clusters Score: Raw -1390721.872939 + Penalty 3016.834602 = -1387705.038337 nChanged 668 SP:Iteration 2F (3024.833429 sec): 3 clusters Score: Raw -1390991.924228 + Penalty 3016.834602 = -1387975.089626 nChanged 564 SP:Iteration 3F (3024.884961 sec): 3 clusters Score: Raw -1391211.868176 + Penalty 3016.834602 = -1388195.033574 nChanged 459 SP:Iteration 4Q (3024.948207 sec): 3 clusters Score: Raw -1391385.887139 + Penalty 3016.834602 = -1388369.052537 nChanged 421 SP:Iteration 5Q (3025.006953 sec): 3 clusters Score: Raw -1391558.595954 + Penalty 3016.834602 = -1388541.761352 nChanged 431 SP:Iteration 6Q (3025.070002 sec): 3 clusters Score: Raw -1391737.996276 + Penalty 3016.834602 = -1388721.161674 nChanged 431 SP:Iteration 7Q (3025.134499 sec): 3 clusters Score: Raw -1391914.542911 + Penalty 3016.834602 = -1388897.708309 nChanged 429 SP:Iteration 8Q (3025.197979 sec): 3 clusters Score: Raw -1392094.017849 + Penalty 3016.834602 = -1389077.183247 nChanged 405 SP:Iteration 9Q (3025.258111 sec): 3 clusters Score: Raw -1392273.241505 + Penalty 3016.834602 = -1389256.406903 nChanged 398 SP:Iteration 10Q (3025.313983 sec): 3 clusters Score: Raw -1392441.935482 + Penalty 3016.834602 = -1389425.100880 nChanged 395 SP:Iteration 11Q (3025.376696 sec): 3 clusters Score: Raw -1392613.634801 + Penalty 3016.834602 = -1389596.800199 nChanged 369 SP:Iteration 12Q (3025.435315 sec): 3 clusters Score: Raw -1392790.129879 + Penalty 3016.834602 = -1389773.295277 nChanged 392 SP:Iteration 13Q (3025.495087 sec): 3 clusters Score: Raw -1392991.156646 + Penalty 3016.834602 = -1389974.322044 nChanged 368 SP:Iteration 14Q (3025.557673 sec): 3 clusters Score: Raw -1393178.196294 + Penalty 3016.834602 = -1390161.361692 nChanged 361 SP:Iteration 15Q (3025.623654 sec): 3 clusters Score: Raw -1393381.041969 + Penalty 3016.834602 = -1390364.207367 nChanged 357 SP:Iteration 16Q (3025.678647 sec): 3 clusters Score: Raw -1393587.620394 + Penalty 3016.834602 = -1390570.785792 nChanged 315 SP:Iteration 17Q (3025.750883 sec): 3 clusters Score: Raw -1393796.174195 + Penalty 3016.834602 = -1390779.339594 nChanged 329 SP:Iteration 18Q (3025.795751 sec): 3 clusters Score: Raw -1394018.030672 + Penalty 3016.834602 = -1391001.196070 nChanged 269 SP:Iteration 19Q (3025.858749 sec): 3 clusters Score: Raw -1394196.039620 + Penalty 3016.834602 = -1391179.205018 nChanged 219 SP:Iteration 20F (3025.928203 sec): 3 clusters Score: Raw -1394327.077705 + Penalty 3016.834602 = -1391310.243103 nChanged 169 SP:Iteration 21Q (3025.975861 sec): 3 clusters Score: Raw -1394431.344639 + Penalty 3016.834602 = -1391414.510037 nChanged 122 SP:Iteration 22Q (3026.048512 sec): 3 clusters Score: Raw -1394510.945314 + Penalty 3016.834602 = -1391494.110712 nChanged 101 SP:Iteration 23Q (3026.103960 sec): 3 clusters Score: Raw -1394579.617768 + Penalty 3016.834602 = -1391562.783166 nChanged 84 SP:Iteration 24Q (3026.169916 sec): 3 clusters Score: Raw -1394638.839562 + Penalty 3016.834602 = -1391622.004961 nChanged 62 SP:Iteration 25Q (3026.227832 sec): 3 clusters Score: Raw -1394680.739898 + Penalty 3016.834602 = -1391663.905296 nChanged 42 SP:Iteration 26Q (3026.288865 sec): 3 clusters Score: Raw -1394709.397105 + Penalty 3016.834602 = -1391692.562503 nChanged 40 SP:Iteration 27Q (3026.356658 sec): 3 clusters Score: Raw -1394733.425823 + Penalty 3016.834602 = -1391716.591221 nChanged 20 SP:Iteration 28Q (3026.417618 sec): 3 clusters Score: Raw -1394742.621436 + Penalty 3016.834602 = -1391725.786835 nChanged 8 SP:Iteration 29Q (3026.482054 sec): 3 clusters Score: Raw -1394746.267733 + Penalty 3016.834602 = -1391729.433131 nChanged 2 SP:Iteration 30Q (3026.543767 sec): 3 clusters Score: Raw -1394747.483653 + Penalty 3016.834602 = -1391730.649051 nChanged 3 SP:Iteration 31Q (3026.588282 sec): 3 clusters Score: Raw -1394749.276483 + Penalty 3016.834602 = -1391732.441881 nChanged 7 SP:Iteration 32Q (3026.647669 sec): 3 clusters Score: Raw -1394751.937218 + Penalty 3016.834602 = -1391735.102616 nChanged 1 SP:Iteration 33Q (3026.707139 sec): 3 clusters Score: Raw -1394752.503773 + Penalty 3016.834602 = -1391735.669172 nChanged 1 SP:Iteration 34Q (3026.766109 sec): 3 clusters Score: Raw -1394753.103683 + Penalty 3016.834602 = -1391736.269081 nChanged 1 SP:Iteration 35Q (3026.818217 sec): 3 clusters Score: Raw -1394753.554348 + Penalty 3016.834602 = -1391736.719746 nChanged 1 SP:Iteration 36Q (3026.886614 sec): 3 clusters Score: Raw -1394754.211511 + Penalty 3016.834602 = -1391737.376909 nChanged 2 SP:Iteration 37Q (3026.946354 sec): 3 clusters Score: Raw -1394756.673997 + Penalty 3016.834602 = -1391739.839395 nChanged 3 SP:Iteration 38Q (3026.996222 sec): 3 clusters Score: Raw -1394758.521885 + Penalty 3016.834602 = -1391741.687283 nChanged 4 SP:Iteration 39Q (3027.052058 sec): 3 clusters Score: Raw -1394761.008374 + Penalty 3016.834602 = -1391744.173772 nChanged 5 SP:Iteration 40F (3027.118262 sec): 3 clusters Score: Raw -1394763.855763 + Penalty 3016.834602 = -1391747.021161 nChanged 4 SP:Iteration 41Q (3027.188171 sec): 3 clusters Score: Raw -1394765.302645 + Penalty 3016.834602 = -1391748.468043 nChanged 0 SP:Iteration 42F (3027.239829 sec): 3 clusters Score: Raw -1394765.302645 + Penalty 3016.834602 = -1391748.468043 nChanged 0 Trying to split cluster 25 (6675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3027.281965 sec): 2 clusters Score: Raw -820878.226902 + Penalty 1430.995229 = -819447.231674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3027.333538 sec): 3 clusters Score: Raw -817303.496816 + Penalty 2861.990457 = -814441.506359 nChanged 2809 SP:Iteration 1F (3027.373217 sec): 3 clusters Score: Raw -819278.591068 + Penalty 2861.990457 = -816416.600611 nChanged 643 SP:Iteration 2F (3027.426472 sec): 3 clusters Score: Raw -819908.628020 + Penalty 2861.990457 = -817046.637563 nChanged 570 SP:Iteration 3F (3027.478603 sec): 3 clusters Score: Raw -820513.780572 + Penalty 2861.990457 = -817651.790115 nChanged 472 SP:Iteration 4F (3027.500021 sec): 3 clusters Score: Raw -820906.790396 + Penalty 2861.990457 = -818044.799939 nChanged 360 SP:Iteration 5F (3027.547343 sec): 3 clusters Score: Raw -821152.641562 + Penalty 2861.990457 = -818290.651105 nChanged 274 SP:Iteration 6Q (3027.599749 sec): 3 clusters Score: Raw -821299.482524 + Penalty 2861.990457 = -818437.492067 nChanged 186 SP:Iteration 7Q (3027.659705 sec): 3 clusters Score: Raw -821403.085375 + Penalty 2861.990457 = -818541.094918 nChanged 161 SP:Iteration 8Q (3027.695747 sec): 3 clusters Score: Raw -821490.907014 + Penalty 2861.990457 = -818628.916557 nChanged 154 SP:Iteration 9Q (3027.754183 sec): 3 clusters Score: Raw -821582.720956 + Penalty 2861.990457 = -818720.730499 nChanged 142 SP:Iteration 10Q (3027.814255 sec): 3 clusters Score: Raw -821702.334593 + Penalty 2861.990457 = -818840.344136 nChanged 154 SP:Iteration 11Q (3027.862848 sec): 3 clusters Score: Raw -821817.370404 + Penalty 2861.990457 = -818955.379947 nChanged 127 SP:Iteration 12Q (3027.915777 sec): 3 clusters Score: Raw -821893.586022 + Penalty 2861.990457 = -819031.595565 nChanged 94 SP:Iteration 13Q (3027.971108 sec): 3 clusters Score: Raw -821937.982130 + Penalty 2861.990457 = -819075.991673 nChanged 72 SP:Iteration 14Q (3028.026168 sec): 3 clusters Score: Raw -821961.742967 + Penalty 2861.990457 = -819099.752510 nChanged 57 SP:Iteration 15Q (3028.079964 sec): 3 clusters Score: Raw -821981.758433 + Penalty 2861.990457 = -819119.767976 nChanged 41 SP:Iteration 16Q (3028.130330 sec): 3 clusters Score: Raw -821992.261150 + Penalty 2861.990457 = -819130.270693 nChanged 30 SP:Iteration 17Q (3028.187315 sec): 3 clusters Score: Raw -822000.663759 + Penalty 2861.990457 = -819138.673302 nChanged 24 SP:Iteration 18Q (3028.244468 sec): 3 clusters Score: Raw -822007.183777 + Penalty 2861.990457 = -819145.193320 nChanged 15 SP:Iteration 19Q (3028.300447 sec): 3 clusters Score: Raw -822010.220029 + Penalty 2861.990457 = -819148.229572 nChanged 10 SP:Iteration 20F (3028.351928 sec): 3 clusters Score: Raw -822011.537552 + Penalty 2861.990457 = -819149.547095 nChanged 6 SP:Iteration 21Q (3028.396186 sec): 3 clusters Score: Raw -822012.552285 + Penalty 2861.990457 = -819150.561828 nChanged 7 SP:Iteration 22Q (3028.455034 sec): 3 clusters Score: Raw -822013.476970 + Penalty 2861.990457 = -819151.486513 nChanged 4 SP:Iteration 23Q (3028.508179 sec): 3 clusters Score: Raw -822013.989940 + Penalty 2861.990457 = -819151.999483 nChanged 4 SP:Iteration 24Q (3028.550756 sec): 3 clusters Score: Raw -822014.786700 + Penalty 2861.990457 = -819152.796243 nChanged 2 SP:Iteration 25Q (3028.600277 sec): 3 clusters Score: Raw -822015.338200 + Penalty 2861.990457 = -819153.347743 nChanged 3 SP:Iteration 26Q (3028.664161 sec): 3 clusters Score: Raw -822015.712901 + Penalty 2861.990457 = -819153.722444 nChanged 0 SP:Iteration 27F (3028.706805 sec): 3 clusters Score: Raw -822015.712901 + Penalty 2861.990457 = -819153.722444 nChanged 0 Trying to split cluster 26 (4394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3028.734602 sec): 2 clusters Score: Raw -559538.340808 + Penalty 1363.049229 = -558175.291579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3028.786224 sec): 3 clusters Score: Raw -557276.880140 + Penalty 2726.098457 = -554550.781683 nChanged 1780 SP:Iteration 1F (3028.829003 sec): 3 clusters Score: Raw -558410.162653 + Penalty 2726.098457 = -555684.064195 nChanged 425 SP:Iteration 2F (3028.882050 sec): 3 clusters Score: Raw -558793.445500 + Penalty 2726.098457 = -556067.347043 nChanged 365 SP:Iteration 3F (3028.937949 sec): 3 clusters Score: Raw -559155.499052 + Penalty 2726.098457 = -556429.400595 nChanged 310 SP:Iteration 4F (3028.969686 sec): 3 clusters Score: Raw -559414.157705 + Penalty 2726.098457 = -556688.059248 nChanged 252 SP:Iteration 5F (3029.008001 sec): 3 clusters Score: Raw -559582.762981 + Penalty 2726.098457 = -556856.664524 nChanged 162 SP:Iteration 6Q (3029.059259 sec): 3 clusters Score: Raw -559671.786227 + Penalty 2726.098457 = -556945.687770 nChanged 95 SP:Iteration 7Q (3029.103354 sec): 3 clusters Score: Raw -559714.680544 + Penalty 2726.098457 = -556988.582087 nChanged 76 SP:Iteration 8Q (3029.158352 sec): 3 clusters Score: Raw -559744.946260 + Penalty 2726.098457 = -557018.847803 nChanged 54 SP:Iteration 9Q (3029.191809 sec): 3 clusters Score: Raw -559766.799483 + Penalty 2726.098457 = -557040.701025 nChanged 49 SP:Iteration 10Q (3029.243020 sec): 3 clusters Score: Raw -559784.882518 + Penalty 2726.098457 = -557058.784060 nChanged 39 SP:Iteration 11Q (3029.288226 sec): 3 clusters Score: Raw -559802.194050 + Penalty 2726.098457 = -557076.095592 nChanged 40 SP:Iteration 12Q (3029.352329 sec): 3 clusters Score: Raw -559817.822060 + Penalty 2726.098457 = -557091.723603 nChanged 36 SP:Iteration 13Q (3029.388563 sec): 3 clusters Score: Raw -559830.609480 + Penalty 2726.098457 = -557104.511023 nChanged 35 SP:Iteration 14Q (3029.441949 sec): 3 clusters Score: Raw -559844.253098 + Penalty 2726.098457 = -557118.154641 nChanged 33 SP:Iteration 15Q (3029.494166 sec): 3 clusters Score: Raw -559856.273165 + Penalty 2726.098457 = -557130.174708 nChanged 34 SP:Iteration 16Q (3029.540594 sec): 3 clusters Score: Raw -559869.039913 + Penalty 2726.098457 = -557142.941456 nChanged 28 SP:Iteration 17Q (3029.590104 sec): 3 clusters Score: Raw -559877.330831 + Penalty 2726.098457 = -557151.232374 nChanged 20 SP:Iteration 18Q (3029.635179 sec): 3 clusters Score: Raw -559882.593720 + Penalty 2726.098457 = -557156.495263 nChanged 22 SP:Iteration 19Q (3029.683578 sec): 3 clusters Score: Raw -559887.972081 + Penalty 2726.098457 = -557161.873624 nChanged 18 SP:Iteration 20F (3029.746266 sec): 3 clusters Score: Raw -559892.502465 + Penalty 2726.098457 = -557166.404008 nChanged 12 SP:Iteration 21Q (3029.797198 sec): 3 clusters Score: Raw -559896.407782 + Penalty 2726.098457 = -557170.309325 nChanged 13 SP:Iteration 22Q (3029.842388 sec): 3 clusters Score: Raw -559900.541578 + Penalty 2726.098457 = -557174.443121 nChanged 14 SP:Iteration 23Q (3029.901610 sec): 3 clusters Score: Raw -559904.663097 + Penalty 2726.098457 = -557178.564640 nChanged 17 SP:Iteration 24Q (3029.950734 sec): 3 clusters Score: Raw -559908.277931 + Penalty 2726.098457 = -557182.179474 nChanged 11 SP:Iteration 25Q (3030.009915 sec): 3 clusters Score: Raw -559910.543382 + Penalty 2726.098457 = -557184.444925 nChanged 5 SP:Iteration 26Q (3030.067478 sec): 3 clusters Score: Raw -559911.875089 + Penalty 2726.098457 = -557185.776632 nChanged 8 SP:Iteration 27Q (3030.116871 sec): 3 clusters Score: Raw -559913.476360 + Penalty 2726.098457 = -557187.377903 nChanged 3 SP:Iteration 28Q (3030.167070 sec): 3 clusters Score: Raw -559913.885461 + Penalty 2726.098457 = -557187.787004 nChanged 3 SP:Iteration 29Q (3030.214437 sec): 3 clusters Score: Raw -559914.917376 + Penalty 2726.098457 = -557188.818919 nChanged 5 SP:Iteration 30Q (3030.268075 sec): 3 clusters Score: Raw -559915.905300 + Penalty 2726.098457 = -557189.806843 nChanged 5 SP:Iteration 31Q (3030.304777 sec): 3 clusters Score: Raw -559916.893199 + Penalty 2726.098457 = -557190.794742 nChanged 4 SP:Iteration 32Q (3030.358728 sec): 3 clusters Score: Raw -559917.957454 + Penalty 2726.098457 = -557191.858997 nChanged 4 SP:Iteration 33Q (3030.401465 sec): 3 clusters Score: Raw -559919.303252 + Penalty 2726.098457 = -557193.204795 nChanged 6 SP:Iteration 34Q (3030.448716 sec): 3 clusters Score: Raw -559920.889155 + Penalty 2726.098457 = -557194.790698 nChanged 4 SP:Iteration 35Q (3030.497029 sec): 3 clusters Score: Raw -559921.771972 + Penalty 2726.098457 = -557195.673515 nChanged 5 SP:Iteration 36Q (3030.552557 sec): 3 clusters Score: Raw -559922.963593 + Penalty 2726.098457 = -557196.865136 nChanged 2 SP:Iteration 37Q (3030.600227 sec): 3 clusters Score: Raw -559923.424676 + Penalty 2726.098457 = -557197.326219 nChanged 3 SP:Iteration 38Q (3030.655280 sec): 3 clusters Score: Raw -559924.041133 + Penalty 2726.098457 = -557197.942676 nChanged 3 SP:Iteration 39Q (3030.715292 sec): 3 clusters Score: Raw -559924.609979 + Penalty 2726.098457 = -557198.511522 nChanged 3 SP:Iteration 40F (3030.765768 sec): 3 clusters Score: Raw -559925.368359 + Penalty 2726.098457 = -557199.269902 nChanged 5 SP:Iteration 41Q (3030.811452 sec): 3 clusters Score: Raw -559926.792766 + Penalty 2726.098457 = -557200.694309 nChanged 4 SP:Iteration 42Q (3030.876019 sec): 3 clusters Score: Raw -559927.848528 + Penalty 2726.098457 = -557201.750071 nChanged 7 SP:Iteration 43Q (3030.919421 sec): 3 clusters Score: Raw -559929.776066 + Penalty 2726.098457 = -557203.677609 nChanged 4 SP:Iteration 44Q (3030.973442 sec): 3 clusters Score: Raw -559930.700408 + Penalty 2726.098457 = -557204.601951 nChanged 5 SP:Iteration 45Q (3031.027188 sec): 3 clusters Score: Raw -559931.686839 + Penalty 2726.098457 = -557205.588382 nChanged 9 SP:Iteration 46Q (3031.070724 sec): 3 clusters Score: Raw -559934.082191 + Penalty 2726.098457 = -557207.983734 nChanged 8 SP:Iteration 47Q (3031.123033 sec): 3 clusters Score: Raw -559936.043928 + Penalty 2726.098457 = -557209.945471 nChanged 8 SP:Iteration 48Q (3031.180291 sec): 3 clusters Score: Raw -559937.912612 + Penalty 2726.098457 = -557211.814154 nChanged 5 SP:Iteration 49Q (3031.236612 sec): 3 clusters Score: Raw -559939.424059 + Penalty 2726.098457 = -557213.325602 nChanged 5 SP:Iteration 50Q (3031.281494 sec): 3 clusters Score: Raw -559940.732013 + Penalty 2726.098457 = -557214.633556 nChanged 6 SP:Iteration 51Q (3031.334230 sec): 3 clusters Score: Raw -559941.927003 + Penalty 2726.098457 = -557215.828545 nChanged 2 SP:Iteration 52Q (3031.388566 sec): 3 clusters Score: Raw -559942.164736 + Penalty 2726.098457 = -557216.066278 nChanged 0 SP:Iteration 53F (3031.443487 sec): 3 clusters Score: Raw -559942.164736 + Penalty 2726.098457 = -557216.066278 nChanged 0 Trying to split cluster 27 (1801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3031.460295 sec): 2 clusters Score: Raw -206728.632993 + Penalty 1218.115819 = -205510.517174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3031.507171 sec): 3 clusters Score: Raw -206011.351913 + Penalty 2436.231637 = -203575.120276 nChanged 644 SP:Iteration 1F (3031.557810 sec): 3 clusters Score: Raw -206627.869973 + Penalty 2436.231637 = -204191.638335 nChanged 190 SP:Iteration 2F (3031.608774 sec): 3 clusters Score: Raw -206820.448004 + Penalty 2436.231637 = -204384.216366 nChanged 121 SP:Iteration 3F (3031.661222 sec): 3 clusters Score: Raw -206975.526638 + Penalty 2436.231637 = -204539.295001 nChanged 100 SP:Iteration 4F (3031.714487 sec): 3 clusters Score: Raw -207087.610431 + Penalty 2436.231637 = -204651.378794 nChanged 78 SP:Iteration 5Q (3031.761756 sec): 3 clusters Score: Raw -207165.089911 + Penalty 2436.231637 = -204728.858274 nChanged 64 SP:Iteration 6Q (3031.798035 sec): 3 clusters Score: Raw -207228.115099 + Penalty 2436.231637 = -204791.883462 nChanged 58 SP:Iteration 7Q (3031.845211 sec): 3 clusters Score: Raw -207292.700264 + Penalty 2436.231637 = -204856.468627 nChanged 50 SP:Iteration 8Q (3031.890678 sec): 3 clusters Score: Raw -207351.281493 + Penalty 2436.231637 = -204915.049856 nChanged 50 SP:Iteration 9Q (3031.941512 sec): 3 clusters Score: Raw -207423.785737 + Penalty 2436.231637 = -204987.554100 nChanged 55 SP:Iteration 10Q (3031.989066 sec): 3 clusters Score: Raw -207504.974094 + Penalty 2436.231637 = -205068.742456 nChanged 38 SP:Iteration 11Q (3032.036212 sec): 3 clusters Score: Raw -207546.240881 + Penalty 2436.231637 = -205110.009244 nChanged 25 SP:Iteration 12Q (3032.081090 sec): 3 clusters Score: Raw -207566.787033 + Penalty 2436.231637 = -205130.555396 nChanged 13 SP:Iteration 13Q (3032.127103 sec): 3 clusters Score: Raw -207576.435020 + Penalty 2436.231637 = -205140.203382 nChanged 9 SP:Iteration 14Q (3032.167065 sec): 3 clusters Score: Raw -207589.947313 + Penalty 2436.231637 = -205153.715676 nChanged 13 SP:Iteration 15Q (3032.208040 sec): 3 clusters Score: Raw -207605.893326 + Penalty 2436.231637 = -205169.661689 nChanged 15 SP:Iteration 16Q (3032.258589 sec): 3 clusters Score: Raw -207617.348782 + Penalty 2436.231637 = -205181.117145 nChanged 11 SP:Iteration 17Q (3032.298650 sec): 3 clusters Score: Raw -207625.274242 + Penalty 2436.231637 = -205189.042605 nChanged 5 SP:Iteration 18Q (3032.344284 sec): 3 clusters Score: Raw -207629.135642 + Penalty 2436.231637 = -205192.904005 nChanged 1 SP:Iteration 19Q (3032.394514 sec): 3 clusters Score: Raw -207629.745027 + Penalty 2436.231637 = -205193.513390 nChanged 0 SP:Iteration 20F (3032.440482 sec): 3 clusters Score: Raw -207629.745027 + Penalty 2436.231637 = -205193.513390 nChanged 0 Trying to split cluster 28 (17203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3032.488342 sec): 2 clusters Score: Raw -2164370.885064 + Penalty 1584.836348 = -2162786.048716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3032.565461 sec): 3 clusters Score: Raw -2154226.884254 + Penalty 3169.672697 = -2151057.211557 nChanged 7712 SP:Iteration 1F (3032.634810 sec): 3 clusters Score: Raw -2158675.144951 + Penalty 3169.672697 = -2155505.472254 nChanged 979 SP:Iteration 2F (3032.709802 sec): 3 clusters Score: Raw -2159039.108856 + Penalty 3169.672697 = -2155869.436159 nChanged 801 SP:Iteration 3Q (3032.779211 sec): 3 clusters Score: Raw -2159336.335449 + Penalty 3169.672697 = -2156166.662753 nChanged 694 SP:Iteration 4Q (3032.847457 sec): 3 clusters Score: Raw -2159573.233880 + Penalty 3169.672697 = -2156403.561183 nChanged 641 SP:Iteration 5Q (3032.911679 sec): 3 clusters Score: Raw -2159794.235132 + Penalty 3169.672697 = -2156624.562435 nChanged 604 SP:Iteration 6Q (3032.988875 sec): 3 clusters Score: Raw -2160019.252689 + Penalty 3169.672697 = -2156849.579992 nChanged 612 SP:Iteration 7Q (3033.063757 sec): 3 clusters Score: Raw -2160270.266287 + Penalty 3169.672697 = -2157100.593590 nChanged 614 SP:Iteration 8Q (3033.113223 sec): 3 clusters Score: Raw -2160532.291538 + Penalty 3169.672697 = -2157362.618841 nChanged 617 SP:Iteration 9Q (3033.175063 sec): 3 clusters Score: Raw -2160803.439968 + Penalty 3169.672697 = -2157633.767271 nChanged 593 SP:Iteration 10Q (3033.259907 sec): 3 clusters Score: Raw -2161084.994205 + Penalty 3169.672697 = -2157915.321509 nChanged 600 SP:Iteration 11Q (3033.300289 sec): 3 clusters Score: Raw -2161385.694962 + Penalty 3169.672697 = -2158216.022265 nChanged 572 SP:Iteration 12Q (3033.340386 sec): 3 clusters Score: Raw -2161669.895216 + Penalty 3169.672697 = -2158500.222520 nChanged 518 SP:Iteration 13Q (3033.420275 sec): 3 clusters Score: Raw -2161900.211167 + Penalty 3169.672697 = -2158730.538471 nChanged 430 SP:Iteration 14Q (3033.505912 sec): 3 clusters Score: Raw -2162059.205556 + Penalty 3169.672697 = -2158889.532860 nChanged 334 SP:Iteration 15Q (3033.581964 sec): 3 clusters Score: Raw -2162156.621024 + Penalty 3169.672697 = -2158986.948328 nChanged 252 SP:Iteration 16Q (3033.658827 sec): 3 clusters Score: Raw -2162213.412467 + Penalty 3169.672697 = -2159043.739771 nChanged 200 SP:Iteration 17Q (3033.734164 sec): 3 clusters Score: Raw -2162252.167092 + Penalty 3169.672697 = -2159082.494396 nChanged 146 SP:Iteration 18Q (3033.811000 sec): 3 clusters Score: Raw -2162279.226406 + Penalty 3169.672697 = -2159109.553709 nChanged 126 SP:Iteration 19Q (3033.876005 sec): 3 clusters Score: Raw -2162300.858938 + Penalty 3169.672697 = -2159131.186242 nChanged 107 SP:Iteration 20F (3033.944131 sec): 3 clusters Score: Raw -2162317.884753 + Penalty 3169.672697 = -2159148.212056 nChanged 94 SP:Iteration 21Q (3034.004054 sec): 3 clusters Score: Raw -2162330.524040 + Penalty 3169.672697 = -2159160.851344 nChanged 72 SP:Iteration 22Q (3034.075638 sec): 3 clusters Score: Raw -2162339.767372 + Penalty 3169.672697 = -2159170.094676 nChanged 69 SP:Iteration 23Q (3034.144606 sec): 3 clusters Score: Raw -2162350.294671 + Penalty 3169.672697 = -2159180.621974 nChanged 63 SP:Iteration 24Q (3034.220037 sec): 3 clusters Score: Raw -2162359.999156 + Penalty 3169.672697 = -2159190.326459 nChanged 77 SP:Iteration 25Q (3034.306456 sec): 3 clusters Score: Raw -2162370.521695 + Penalty 3169.672697 = -2159200.848998 nChanged 66 SP:Iteration 26Q (3034.378563 sec): 3 clusters Score: Raw -2162380.574278 + Penalty 3169.672697 = -2159210.901581 nChanged 72 SP:Iteration 27Q (3034.454696 sec): 3 clusters Score: Raw -2162390.610980 + Penalty 3169.672697 = -2159220.938283 nChanged 75 SP:Iteration 28Q (3034.519666 sec): 3 clusters Score: Raw -2162399.635139 + Penalty 3169.672697 = -2159229.962443 nChanged 76 SP:Iteration 29Q (3034.592410 sec): 3 clusters Score: Raw -2162411.307226 + Penalty 3169.672697 = -2159241.634530 nChanged 91 SP:Iteration 30Q (3034.667957 sec): 3 clusters Score: Raw -2162424.270425 + Penalty 3169.672697 = -2159254.597728 nChanged 82 SP:Iteration 31Q (3034.743470 sec): 3 clusters Score: Raw -2162437.379894 + Penalty 3169.672697 = -2159267.707198 nChanged 87 SP:Iteration 32Q (3034.819312 sec): 3 clusters Score: Raw -2162449.188832 + Penalty 3169.672697 = -2159279.516136 nChanged 77 SP:Iteration 33Q (3034.878565 sec): 3 clusters Score: Raw -2162458.361338 + Penalty 3169.672697 = -2159288.688641 nChanged 70 SP:Iteration 34Q (3034.954137 sec): 3 clusters Score: Raw -2162465.895293 + Penalty 3169.672697 = -2159296.222597 nChanged 58 SP:Iteration 35Q (3035.026710 sec): 3 clusters Score: Raw -2162473.598658 + Penalty 3169.672697 = -2159303.925962 nChanged 56 SP:Iteration 36Q (3035.112338 sec): 3 clusters Score: Raw -2162480.708264 + Penalty 3169.672697 = -2159311.035568 nChanged 49 SP:Iteration 37Q (3035.189527 sec): 3 clusters Score: Raw -2162486.390914 + Penalty 3169.672697 = -2159316.718218 nChanged 52 SP:Iteration 38Q (3035.262045 sec): 3 clusters Score: Raw -2162492.166539 + Penalty 3169.672697 = -2159322.493843 nChanged 42 SP:Iteration 39Q (3035.327113 sec): 3 clusters Score: Raw -2162496.826677 + Penalty 3169.672697 = -2159327.153980 nChanged 43 SP:Iteration 40F (3035.406410 sec): 3 clusters Score: Raw -2162502.060765 + Penalty 3169.672697 = -2159332.388068 nChanged 39 SP:Iteration 41Q (3035.473222 sec): 3 clusters Score: Raw -2162506.780268 + Penalty 3169.672697 = -2159337.107572 nChanged 45 SP:Iteration 42Q (3035.521043 sec): 3 clusters Score: Raw -2162511.164127 + Penalty 3169.672697 = -2159341.491431 nChanged 39 SP:Iteration 43Q (3035.576787 sec): 3 clusters Score: Raw -2162515.162224 + Penalty 3169.672697 = -2159345.489527 nChanged 43 SP:Iteration 44Q (3035.641205 sec): 3 clusters Score: Raw -2162519.567215 + Penalty 3169.672697 = -2159349.894519 nChanged 33 SP:Iteration 45Q (3035.705421 sec): 3 clusters Score: Raw -2162522.861258 + Penalty 3169.672697 = -2159353.188561 nChanged 37 SP:Iteration 46Q (3035.773624 sec): 3 clusters Score: Raw -2162527.456949 + Penalty 3169.672697 = -2159357.784253 nChanged 48 SP:Iteration 47Q (3035.841110 sec): 3 clusters Score: Raw -2162532.795128 + Penalty 3169.672697 = -2159363.122432 nChanged 46 SP:Iteration 48Q (3035.900643 sec): 3 clusters Score: Raw -2162538.099819 + Penalty 3169.672697 = -2159368.427122 nChanged 63 SP:Iteration 49Q (3035.968969 sec): 3 clusters Score: Raw -2162545.076645 + Penalty 3169.672697 = -2159375.403948 nChanged 50 SP:Iteration 50Q (3036.042917 sec): 3 clusters Score: Raw -2162551.622741 + Penalty 3169.672697 = -2159381.950045 nChanged 54 SP:Iteration 51Q (3036.122634 sec): 3 clusters Score: Raw -2162557.923684 + Penalty 3169.672697 = -2159388.250988 nChanged 57 SP:Iteration 52Q (3036.179095 sec): 3 clusters Score: Raw -2162565.233052 + Penalty 3169.672697 = -2159395.560355 nChanged 59 SP:Iteration 53Q (3036.234374 sec): 3 clusters Score: Raw -2162573.049763 + Penalty 3169.672697 = -2159403.377067 nChanged 61 SP:Iteration 54Q (3036.300759 sec): 3 clusters Score: Raw -2162580.297303 + Penalty 3169.672697 = -2159410.624607 nChanged 61 SP:Iteration 55Q (3036.373719 sec): 3 clusters Score: Raw -2162588.342697 + Penalty 3169.672697 = -2159418.670000 nChanged 81 SP:Iteration 56Q (3036.448758 sec): 3 clusters Score: Raw -2162601.406750 + Penalty 3169.672697 = -2159431.734054 nChanged 93 SP:Iteration 57Q (3036.522264 sec): 3 clusters Score: Raw -2162618.133145 + Penalty 3169.672697 = -2159448.460449 nChanged 92 SP:Iteration 58Q (3036.596127 sec): 3 clusters Score: Raw -2162635.986348 + Penalty 3169.672697 = -2159466.313651 nChanged 102 SP:Iteration 59Q (3036.663703 sec): 3 clusters Score: Raw -2162654.138184 + Penalty 3169.672697 = -2159484.465488 nChanged 107 SP:Iteration 60F (3036.736516 sec): 3 clusters Score: Raw -2162673.202457 + Penalty 3169.672697 = -2159503.529760 nChanged 118 SP:Iteration 61Q (3036.778191 sec): 3 clusters Score: Raw -2162695.071328 + Penalty 3169.672697 = -2159525.398631 nChanged 103 SP:Iteration 62Q (3036.845993 sec): 3 clusters Score: Raw -2162713.531555 + Penalty 3169.672697 = -2159543.858858 nChanged 115 SP:Iteration 63Q (3036.913038 sec): 3 clusters Score: Raw -2162732.556763 + Penalty 3169.672697 = -2159562.884067 nChanged 86 SP:Iteration 64Q (3036.983747 sec): 3 clusters Score: Raw -2162746.725075 + Penalty 3169.672697 = -2159577.052379 nChanged 99 SP:Iteration 65Q (3037.053391 sec): 3 clusters Score: Raw -2162762.306242 + Penalty 3169.672697 = -2159592.633546 nChanged 95 SP:Iteration 66Q (3037.135027 sec): 3 clusters Score: Raw -2162777.999554 + Penalty 3169.672697 = -2159608.326857 nChanged 91 SP:Iteration 67Q (3037.204125 sec): 3 clusters Score: Raw -2162792.582645 + Penalty 3169.672697 = -2159622.909949 nChanged 85 SP:Iteration 68Q (3037.283314 sec): 3 clusters Score: Raw -2162806.643812 + Penalty 3169.672697 = -2159636.971115 nChanged 88 SP:Iteration 69Q (3037.364687 sec): 3 clusters Score: Raw -2162821.751003 + Penalty 3169.672697 = -2159652.078306 nChanged 87 SP:Iteration 70Q (3037.442174 sec): 3 clusters Score: Raw -2162835.815497 + Penalty 3169.672697 = -2159666.142801 nChanged 83 SP:Iteration 71Q (3037.512121 sec): 3 clusters Score: Raw -2162849.683177 + Penalty 3169.672697 = -2159680.010481 nChanged 84 SP:Iteration 72Q (3037.576817 sec): 3 clusters Score: Raw -2162863.112475 + Penalty 3169.672697 = -2159693.439778 nChanged 69 SP:Iteration 73Q (3037.652996 sec): 3 clusters Score: Raw -2162873.081556 + Penalty 3169.672697 = -2159703.408859 nChanged 81 SP:Iteration 74Q (3037.726904 sec): 3 clusters Score: Raw -2162884.759558 + Penalty 3169.672697 = -2159715.086862 nChanged 75 SP:Iteration 75Q (3037.798326 sec): 3 clusters Score: Raw -2162895.403450 + Penalty 3169.672697 = -2159725.730754 nChanged 80 SP:Iteration 76Q (3037.867833 sec): 3 clusters Score: Raw -2162907.242715 + Penalty 3169.672697 = -2159737.570018 nChanged 84 SP:Iteration 77Q (3037.939103 sec): 3 clusters Score: Raw -2162919.738053 + Penalty 3169.672697 = -2159750.065357 nChanged 81 SP:Iteration 78Q (3038.014861 sec): 3 clusters Score: Raw -2162933.084335 + Penalty 3169.672697 = -2159763.411639 nChanged 92 SP:Iteration 79Q (3038.081269 sec): 3 clusters Score: Raw -2162951.724733 + Penalty 3169.672697 = -2159782.052037 nChanged 108 SP:Iteration 80F (3038.158788 sec): 3 clusters Score: Raw -2162972.251019 + Penalty 3169.672697 = -2159802.578322 nChanged 96 SP:Iteration 81Q (3038.244206 sec): 3 clusters Score: Raw -2162988.559491 + Penalty 3169.672697 = -2159818.886794 nChanged 95 SP:Iteration 82Q (3038.315538 sec): 3 clusters Score: Raw -2163007.494318 + Penalty 3169.672697 = -2159837.821621 nChanged 100 SP:Iteration 83Q (3038.373267 sec): 3 clusters Score: Raw -2163028.178557 + Penalty 3169.672697 = -2159858.505861 nChanged 106 SP:Iteration 84Q (3038.445859 sec): 3 clusters Score: Raw -2163046.506938 + Penalty 3169.672697 = -2159876.834242 nChanged 89 SP:Iteration 85Q (3038.516044 sec): 3 clusters Score: Raw -2163060.769946 + Penalty 3169.672697 = -2159891.097250 nChanged 87 SP:Iteration 86Q (3038.591070 sec): 3 clusters Score: Raw -2163076.713270 + Penalty 3169.672697 = -2159907.040574 nChanged 76 SP:Iteration 87Q (3038.664632 sec): 3 clusters Score: Raw -2163090.454496 + Penalty 3169.672697 = -2159920.781800 nChanged 79 SP:Iteration 88Q (3038.724859 sec): 3 clusters Score: Raw -2163107.450325 + Penalty 3169.672697 = -2159937.777629 nChanged 91 SP:Iteration 89Q (3038.777056 sec): 3 clusters Score: Raw -2163126.350860 + Penalty 3169.672697 = -2159956.678163 nChanged 105 SP:Iteration 90Q (3038.847443 sec): 3 clusters Score: Raw -2163147.628813 + Penalty 3169.672697 = -2159977.956117 nChanged 99 SP:Iteration 91Q (3038.919891 sec): 3 clusters Score: Raw -2163169.833143 + Penalty 3169.672697 = -2160000.160446 nChanged 111 SP:Iteration 92Q (3038.990963 sec): 3 clusters Score: Raw -2163196.604434 + Penalty 3169.672697 = -2160026.931737 nChanged 138 SP:Iteration 93Q (3039.062348 sec): 3 clusters Score: Raw -2163231.745607 + Penalty 3169.672697 = -2160062.072911 nChanged 138 SP:Iteration 94Q (3039.126310 sec): 3 clusters Score: Raw -2163260.240618 + Penalty 3169.672697 = -2160090.567922 nChanged 113 SP:Iteration 95Q (3039.198336 sec): 3 clusters Score: Raw -2163282.427501 + Penalty 3169.672697 = -2160112.754805 nChanged 112 SP:Iteration 96Q (3039.270010 sec): 3 clusters Score: Raw -2163306.695053 + Penalty 3169.672697 = -2160137.022356 nChanged 107 SP:Iteration 97Q (3039.331570 sec): 3 clusters Score: Raw -2163329.324419 + Penalty 3169.672697 = -2160159.651722 nChanged 119 SP:Iteration 98Q (3039.411089 sec): 3 clusters Score: Raw -2163354.003541 + Penalty 3169.672697 = -2160184.330844 nChanged 122 SP:Iteration 99Q (3039.479648 sec): 3 clusters Score: Raw -2163385.957374 + Penalty 3169.672697 = -2160216.284677 nChanged 119 SP:Iteration 100F (3039.553676 sec): 3 clusters Score: Raw -2163417.384867 + Penalty 3169.672697 = -2160247.712170 nChanged 129 SP:Iteration 101Q (3039.612841 sec): 3 clusters Score: Raw -2163452.625806 + Penalty 3169.672697 = -2160282.953110 nChanged 126 SP:Iteration 102Q (3039.676395 sec): 3 clusters Score: Raw -2163491.577879 + Penalty 3169.672697 = -2160321.905183 nChanged 134 SP:Iteration 103Q (3039.739987 sec): 3 clusters Score: Raw -2163534.703945 + Penalty 3169.672697 = -2160365.031248 nChanged 127 SP:Iteration 104Q (3039.809002 sec): 3 clusters Score: Raw -2163570.987591 + Penalty 3169.672697 = -2160401.314895 nChanged 128 SP:Iteration 105Q (3039.875118 sec): 3 clusters Score: Raw -2163608.065368 + Penalty 3169.672697 = -2160438.392671 nChanged 133 SP:Iteration 106Q (3039.937656 sec): 3 clusters Score: Raw -2163646.625146 + Penalty 3169.672697 = -2160476.952450 nChanged 136 SP:Iteration 107Q (3040.003487 sec): 3 clusters Score: Raw -2163685.824880 + Penalty 3169.672697 = -2160516.152183 nChanged 121 SP:Iteration 108Q (3040.069313 sec): 3 clusters Score: Raw -2163723.029752 + Penalty 3169.672697 = -2160553.357056 nChanged 133 SP:Iteration 109Q (3040.145932 sec): 3 clusters Score: Raw -2163769.526522 + Penalty 3169.672697 = -2160599.853825 nChanged 133 SP:Iteration 110Q (3040.212849 sec): 3 clusters Score: Raw -2163815.493739 + Penalty 3169.672697 = -2160645.821043 nChanged 119 SP:Iteration 111Q (3040.274791 sec): 3 clusters Score: Raw -2163855.337640 + Penalty 3169.672697 = -2160685.664943 nChanged 107 SP:Iteration 112Q (3040.351781 sec): 3 clusters Score: Raw -2163890.409178 + Penalty 3169.672697 = -2160720.736481 nChanged 106 SP:Iteration 113Q (3040.419525 sec): 3 clusters Score: Raw -2163927.798780 + Penalty 3169.672697 = -2160758.126083 nChanged 113 SP:Iteration 114Q (3040.488074 sec): 3 clusters Score: Raw -2163966.233419 + Penalty 3169.672697 = -2160796.560723 nChanged 109 SP:Iteration 115Q (3040.558592 sec): 3 clusters Score: Raw -2164000.084253 + Penalty 3169.672697 = -2160830.411557 nChanged 92 SP:Iteration 116Q (3040.629517 sec): 3 clusters Score: Raw -2164030.491400 + Penalty 3169.672697 = -2160860.818704 nChanged 91 SP:Iteration 117Q (3040.695731 sec): 3 clusters Score: Raw -2164059.529152 + Penalty 3169.672697 = -2160889.856455 nChanged 79 SP:Iteration 118Q (3040.771702 sec): 3 clusters Score: Raw -2164082.975024 + Penalty 3169.672697 = -2160913.302328 nChanged 75 SP:Iteration 119Q (3040.821528 sec): 3 clusters Score: Raw -2164108.332210 + Penalty 3169.672697 = -2160938.659514 nChanged 76 SP:Iteration 120F (3040.885383 sec): 3 clusters Score: Raw -2164136.086375 + Penalty 3169.672697 = -2160966.413678 nChanged 72 SP:Iteration 121Q (3040.966440 sec): 3 clusters Score: Raw -2164160.879627 + Penalty 3169.672697 = -2160991.206931 nChanged 59 SP:Iteration 122Q (3041.018701 sec): 3 clusters Score: Raw -2164183.292695 + Penalty 3169.672697 = -2161013.619999 nChanged 63 SP:Iteration 123Q (3041.090706 sec): 3 clusters Score: Raw -2164209.547527 + Penalty 3169.672697 = -2161039.874830 nChanged 63 SP:Iteration 124Q (3041.151845 sec): 3 clusters Score: Raw -2164231.588770 + Penalty 3169.672697 = -2161061.916074 nChanged 66 SP:Iteration 125Q (3041.218734 sec): 3 clusters Score: Raw -2164255.162245 + Penalty 3169.672697 = -2161085.489549 nChanged 60 SP:Iteration 126Q (3041.285592 sec): 3 clusters Score: Raw -2164280.674361 + Penalty 3169.672697 = -2161111.001665 nChanged 66 SP:Iteration 127Q (3041.359253 sec): 3 clusters Score: Raw -2164305.957775 + Penalty 3169.672697 = -2161136.285079 nChanged 59 SP:Iteration 128Q (3041.435717 sec): 3 clusters Score: Raw -2164330.415768 + Penalty 3169.672697 = -2161160.743071 nChanged 65 SP:Iteration 129Q (3041.508541 sec): 3 clusters Score: Raw -2164357.189511 + Penalty 3169.672697 = -2161187.516815 nChanged 60 SP:Iteration 130Q (3041.579168 sec): 3 clusters Score: Raw -2164381.975730 + Penalty 3169.672697 = -2161212.303033 nChanged 38 SP:Iteration 131Q (3041.650666 sec): 3 clusters Score: Raw -2164397.368896 + Penalty 3169.672697 = -2161227.696199 nChanged 32 SP:Iteration 132Q (3041.723775 sec): 3 clusters Score: Raw -2164411.125540 + Penalty 3169.672697 = -2161241.452843 nChanged 26 SP:Iteration 133Q (3041.794348 sec): 3 clusters Score: Raw -2164422.731938 + Penalty 3169.672697 = -2161253.059242 nChanged 33 SP:Iteration 134Q (3041.865529 sec): 3 clusters Score: Raw -2164440.966003 + Penalty 3169.672697 = -2161271.293307 nChanged 35 SP:Iteration 135Q (3041.935009 sec): 3 clusters Score: Raw -2164455.868217 + Penalty 3169.672697 = -2161286.195521 nChanged 29 SP:Iteration 136Q (3041.993637 sec): 3 clusters Score: Raw -2164468.260143 + Penalty 3169.672697 = -2161298.587447 nChanged 18 SP:Iteration 137Q (3042.065216 sec): 3 clusters Score: Raw -2164476.048518 + Penalty 3169.672697 = -2161306.375822 nChanged 16 SP:Iteration 138Q (3042.128124 sec): 3 clusters Score: Raw -2164485.751801 + Penalty 3169.672697 = -2161316.079105 nChanged 20 SP:Iteration 139Q (3042.198793 sec): 3 clusters Score: Raw -2164493.452558 + Penalty 3169.672697 = -2161323.779862 nChanged 11 SP:Iteration 140F (3042.275553 sec): 3 clusters Score: Raw -2164497.723524 + Penalty 3169.672697 = -2161328.050827 nChanged 14 SP:Iteration 141Q (3042.332389 sec): 3 clusters Score: Raw -2164503.980816 + Penalty 3169.672697 = -2161334.308120 nChanged 20 SP:Iteration 142Q (3042.405237 sec): 3 clusters Score: Raw -2164510.157305 + Penalty 3169.672697 = -2161340.484608 nChanged 12 SP:Iteration 143Q (3042.473886 sec): 3 clusters Score: Raw -2164515.124490 + Penalty 3169.672697 = -2161345.451793 nChanged 14 SP:Iteration 144Q (3042.537065 sec): 3 clusters Score: Raw -2164521.080639 + Penalty 3169.672697 = -2161351.407943 nChanged 14 SP:Iteration 145Q (3042.596873 sec): 3 clusters Score: Raw -2164525.847827 + Penalty 3169.672697 = -2161356.175131 nChanged 12 SP:Iteration 146Q (3042.664819 sec): 3 clusters Score: Raw -2164531.265796 + Penalty 3169.672697 = -2161361.593100 nChanged 12 SP:Iteration 147Q (3042.730773 sec): 3 clusters Score: Raw -2164537.235411 + Penalty 3169.672697 = -2161367.562714 nChanged 11 SP:Iteration 148Q (3042.798723 sec): 3 clusters Score: Raw -2164542.849400 + Penalty 3169.672697 = -2161373.176703 nChanged 11 SP:Iteration 149Q (3042.863833 sec): 3 clusters Score: Raw -2164547.382507 + Penalty 3169.672697 = -2161377.709810 nChanged 11 SP:Iteration 150Q (3042.920351 sec): 3 clusters Score: Raw -2164553.870113 + Penalty 3169.672697 = -2161384.197417 nChanged 11 SP:Iteration 151Q (3042.989559 sec): 3 clusters Score: Raw -2164560.392051 + Penalty 3169.672697 = -2161390.719354 nChanged 10 SP:Iteration 152Q (3043.058330 sec): 3 clusters Score: Raw -2164564.216661 + Penalty 3169.672697 = -2161394.543964 nChanged 5 SP:Iteration 153Q (3043.131338 sec): 3 clusters Score: Raw -2164567.299948 + Penalty 3169.672697 = -2161397.627252 nChanged 7 SP:Iteration 154Q (3043.175011 sec): 3 clusters Score: Raw -2164574.376710 + Penalty 3169.672697 = -2161404.704013 nChanged 13 SP:Iteration 155Q (3043.241069 sec): 3 clusters Score: Raw -2164582.370580 + Penalty 3169.672697 = -2161412.697884 nChanged 12 SP:Iteration 156Q (3043.306130 sec): 3 clusters Score: Raw -2164589.342017 + Penalty 3169.672697 = -2161419.669320 nChanged 8 SP:Iteration 157Q (3043.372162 sec): 3 clusters Score: Raw -2164593.957966 + Penalty 3169.672697 = -2161424.285269 nChanged 10 SP:Iteration 158Q (3043.435461 sec): 3 clusters Score: Raw -2164600.544337 + Penalty 3169.672697 = -2161430.871641 nChanged 9 SP:Iteration 159Q (3043.496743 sec): 3 clusters Score: Raw -2164605.395842 + Penalty 3169.672697 = -2161435.723145 nChanged 8 SP:Iteration 160F (3043.570110 sec): 3 clusters Score: Raw -2164610.848313 + Penalty 3169.672697 = -2161441.175616 nChanged 9 SP:Iteration 161Q (3043.635030 sec): 3 clusters Score: Raw -2164615.191542 + Penalty 3169.672697 = -2161445.518846 nChanged 8 SP:Iteration 162Q (3043.710869 sec): 3 clusters Score: Raw -2164619.268236 + Penalty 3169.672697 = -2161449.595539 nChanged 7 SP:Iteration 163Q (3043.780365 sec): 3 clusters Score: Raw -2164622.743600 + Penalty 3169.672697 = -2161453.070904 nChanged 4 SP:Iteration 164Q (3043.841714 sec): 3 clusters Score: Raw -2164624.204934 + Penalty 3169.672697 = -2161454.532237 nChanged 2 SP:Iteration 165Q (3043.912132 sec): 3 clusters Score: Raw -2164624.688142 + Penalty 3169.672697 = -2161455.015445 nChanged 1 SP:Iteration 166Q (3043.972270 sec): 3 clusters Score: Raw -2164624.770678 + Penalty 3169.672697 = -2161455.097982 nChanged 0 SP:Iteration 167F (3044.047133 sec): 3 clusters Score: Raw -2164624.770678 + Penalty 3169.672697 = -2161455.097982 nChanged 0 Trying to split cluster 29 (107937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3044.220999 sec): 2 clusters Score: Raw -13717359.401709 + Penalty 1883.261738 = -13715476.139971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3044.445956 sec): 3 clusters Score: Raw -13647167.570105 + Penalty 3766.523476 = -13643401.046629 nChanged 51618 SP:Iteration 1F (3044.662627 sec): 3 clusters Score: Raw -13678299.902243 + Penalty 3766.523476 = -13674533.378767 nChanged 5545 SP:Iteration 2F (3044.871175 sec): 3 clusters Score: Raw -13680547.015858 + Penalty 3766.523476 = -13676780.492382 nChanged 6351 SP:Iteration 3F (3045.093090 sec): 3 clusters Score: Raw -13683631.342101 + Penalty 3766.523476 = -13679864.818625 nChanged 7039 SP:Iteration 4F (3045.309815 sec): 3 clusters Score: Raw -13687604.055348 + Penalty 3766.523476 = -13683837.531872 nChanged 7431 SP:Iteration 5F (3045.504046 sec): 3 clusters Score: Raw -13692479.785320 + Penalty 3766.523476 = -13688713.261844 nChanged 7673 SP:Iteration 6F (3045.697190 sec): 3 clusters Score: Raw -13698285.680325 + Penalty 3766.523476 = -13694519.156849 nChanged 7350 SP:Iteration 7F (3045.891720 sec): 3 clusters Score: Raw -13704368.618173 + Penalty 3766.523476 = -13700602.094697 nChanged 6152 SP:Iteration 8F (3046.090646 sec): 3 clusters Score: Raw -13709624.783564 + Penalty 3766.523476 = -13705858.260088 nChanged 4433 SP:Iteration 9Q (3046.316583 sec): 3 clusters Score: Raw -13713412.539735 + Penalty 3766.523476 = -13709646.016259 nChanged 2714 SP:Iteration 10Q (3046.537818 sec): 3 clusters Score: Raw -13715653.082910 + Penalty 3766.523476 = -13711886.559435 nChanged 1414 SP:Iteration 11Q (3046.747727 sec): 3 clusters Score: Raw -13716738.646023 + Penalty 3766.523476 = -13712972.122547 nChanged 687 SP:Iteration 12Q (3046.945180 sec): 3 clusters Score: Raw -13717258.152778 + Penalty 3766.523476 = -13713491.629302 nChanged 332 SP:Iteration 13Q (3047.133259 sec): 3 clusters Score: Raw -13717529.084685 + Penalty 3766.523476 = -13713762.561210 nChanged 186 SP:Iteration 14Q (3047.317641 sec): 3 clusters Score: Raw -13717677.832493 + Penalty 3766.523476 = -13713911.309018 nChanged 95 SP:Iteration 15Q (3047.514731 sec): 3 clusters Score: Raw -13717751.337857 + Penalty 3766.523476 = -13713984.814382 nChanged 76 SP:Iteration 16Q (3047.717829 sec): 3 clusters Score: Raw -13717808.166176 + Penalty 3766.523476 = -13714041.642700 nChanged 64 SP:Iteration 17Q (3047.902589 sec): 3 clusters Score: Raw -13717858.099921 + Penalty 3766.523476 = -13714091.576445 nChanged 41 SP:Iteration 18Q (3048.044619 sec): 3 clusters Score: Raw -13717877.291073 + Penalty 3766.523476 = -13714110.767597 nChanged 21 SP:Iteration 19Q (3048.216517 sec): 3 clusters Score: Raw -13717890.341009 + Penalty 3766.523476 = -13714123.817533 nChanged 20 SP:Iteration 20F (3048.427479 sec): 3 clusters Score: Raw -13717899.688129 + Penalty 3766.523476 = -13714133.164654 nChanged 9 SP:Iteration 21Q (3048.586263 sec): 3 clusters Score: Raw -13717904.460929 + Penalty 3766.523476 = -13714137.937453 nChanged 9 SP:Iteration 22Q (3048.756675 sec): 3 clusters Score: Raw -13717908.917361 + Penalty 3766.523476 = -13714142.393885 nChanged 6 SP:Iteration 23Q (3048.940033 sec): 3 clusters Score: Raw -13717911.513013 + Penalty 3766.523476 = -13714144.989537 nChanged 2 SP:Iteration 24Q (3049.122344 sec): 3 clusters Score: Raw -13717912.196010 + Penalty 3766.523476 = -13714145.672534 nChanged 2 SP:Iteration 25Q (3049.277627 sec): 3 clusters Score: Raw -13717912.701606 + Penalty 3766.523476 = -13714146.178131 nChanged 3 SP:Iteration 26Q (3049.459592 sec): 3 clusters Score: Raw -13717913.719455 + Penalty 3766.523476 = -13714147.195979 nChanged 2 SP:Iteration 27Q (3049.640435 sec): 3 clusters Score: Raw -13717914.219400 + Penalty 3766.523476 = -13714147.695924 nChanged 0 SP:Iteration 28F (3049.848583 sec): 3 clusters Score: Raw -13717914.219400 + Penalty 3766.523476 = -13714147.695924 nChanged 0 Trying to split cluster 30 (6785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3049.878980 sec): 2 clusters Score: Raw -852374.126067 + Penalty 1433.651305 = -850940.474761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3049.944580 sec): 3 clusters Score: Raw -848656.487459 + Penalty 2867.302611 = -845789.184848 nChanged 2826 SP:Iteration 1F (3049.988854 sec): 3 clusters Score: Raw -850199.505269 + Penalty 2867.302611 = -847332.202658 nChanged 497 SP:Iteration 2F (3050.037725 sec): 3 clusters Score: Raw -850459.612637 + Penalty 2867.302611 = -847592.310026 nChanged 408 SP:Iteration 3F (3050.092506 sec): 3 clusters Score: Raw -850667.462132 + Penalty 2867.302611 = -847800.159521 nChanged 333 SP:Iteration 4Q (3050.145887 sec): 3 clusters Score: Raw -850808.918015 + Penalty 2867.302611 = -847941.615404 nChanged 274 SP:Iteration 5Q (3050.210450 sec): 3 clusters Score: Raw -850934.815901 + Penalty 2867.302611 = -848067.513290 nChanged 257 SP:Iteration 6Q (3050.252766 sec): 3 clusters Score: Raw -851086.340391 + Penalty 2867.302611 = -848219.037780 nChanged 300 SP:Iteration 7Q (3050.314807 sec): 3 clusters Score: Raw -851282.865406 + Penalty 2867.302611 = -848415.562795 nChanged 301 SP:Iteration 8Q (3050.368678 sec): 3 clusters Score: Raw -851480.955665 + Penalty 2867.302611 = -848613.653054 nChanged 285 SP:Iteration 9Q (3050.422986 sec): 3 clusters Score: Raw -851677.720145 + Penalty 2867.302611 = -848810.417534 nChanged 259 SP:Iteration 10Q (3050.479245 sec): 3 clusters Score: Raw -851858.917197 + Penalty 2867.302611 = -848991.614586 nChanged 213 SP:Iteration 11Q (3050.535323 sec): 3 clusters Score: Raw -852012.012215 + Penalty 2867.302611 = -849144.709604 nChanged 162 SP:Iteration 12Q (3050.574338 sec): 3 clusters Score: Raw -852138.174802 + Penalty 2867.302611 = -849270.872191 nChanged 137 SP:Iteration 13Q (3050.596218 sec): 3 clusters Score: Raw -852243.409983 + Penalty 2867.302611 = -849376.107372 nChanged 101 SP:Iteration 14Q (3050.646595 sec): 3 clusters Score: Raw -852314.385799 + Penalty 2867.302611 = -849447.083188 nChanged 76 SP:Iteration 15Q (3050.701198 sec): 3 clusters Score: Raw -852362.053830 + Penalty 2867.302611 = -849494.751219 nChanged 54 SP:Iteration 16Q (3050.766391 sec): 3 clusters Score: Raw -852401.265898 + Penalty 2867.302611 = -849533.963287 nChanged 39 SP:Iteration 17Q (3050.813648 sec): 3 clusters Score: Raw -852426.187702 + Penalty 2867.302611 = -849558.885091 nChanged 26 SP:Iteration 18Q (3050.856442 sec): 3 clusters Score: Raw -852439.328531 + Penalty 2867.302611 = -849572.025920 nChanged 15 SP:Iteration 19Q (3050.915512 sec): 3 clusters Score: Raw -852450.611653 + Penalty 2867.302611 = -849583.309042 nChanged 13 SP:Iteration 20F (3050.964929 sec): 3 clusters Score: Raw -852463.908742 + Penalty 2867.302611 = -849596.606131 nChanged 20 SP:Iteration 21Q (3051.008249 sec): 3 clusters Score: Raw -852479.346236 + Penalty 2867.302611 = -849612.043625 nChanged 17 SP:Iteration 22Q (3051.050678 sec): 3 clusters Score: Raw -852491.899897 + Penalty 2867.302611 = -849624.597286 nChanged 11 SP:Iteration 23Q (3051.087798 sec): 3 clusters Score: Raw -852500.679924 + Penalty 2867.302611 = -849633.377313 nChanged 9 SP:Iteration 24Q (3051.140213 sec): 3 clusters Score: Raw -852505.752041 + Penalty 2867.302611 = -849638.449430 nChanged 9 SP:Iteration 25Q (3051.190312 sec): 3 clusters Score: Raw -852511.646042 + Penalty 2867.302611 = -849644.343431 nChanged 4 SP:Iteration 26Q (3051.236015 sec): 3 clusters Score: Raw -852514.169417 + Penalty 2867.302611 = -849646.866806 nChanged 6 SP:Iteration 27Q (3051.285057 sec): 3 clusters Score: Raw -852518.101730 + Penalty 2867.302611 = -849650.799119 nChanged 8 SP:Iteration 28Q (3051.325032 sec): 3 clusters Score: Raw -852522.968565 + Penalty 2867.302611 = -849655.665954 nChanged 5 SP:Iteration 29Q (3051.367710 sec): 3 clusters Score: Raw -852526.162211 + Penalty 2867.302611 = -849658.859600 nChanged 5 SP:Iteration 30Q (3051.415298 sec): 3 clusters Score: Raw -852529.867529 + Penalty 2867.302611 = -849662.564918 nChanged 7 SP:Iteration 31Q (3051.469265 sec): 3 clusters Score: Raw -852534.549088 + Penalty 2867.302611 = -849667.246477 nChanged 5 SP:Iteration 32Q (3051.520020 sec): 3 clusters Score: Raw -852539.680557 + Penalty 2867.302611 = -849672.377946 nChanged 8 SP:Iteration 33Q (3051.571626 sec): 3 clusters Score: Raw -852544.407185 + Penalty 2867.302611 = -849677.104574 nChanged 5 SP:Iteration 34Q (3051.628058 sec): 3 clusters Score: Raw -852546.845794 + Penalty 2867.302611 = -849679.543183 nChanged 3 SP:Iteration 35Q (3051.682352 sec): 3 clusters Score: Raw -852549.539059 + Penalty 2867.302611 = -849682.236449 nChanged 2 SP:Iteration 36Q (3051.729832 sec): 3 clusters Score: Raw -852551.089244 + Penalty 2867.302611 = -849683.786633 nChanged 2 SP:Iteration 37Q (3051.774197 sec): 3 clusters Score: Raw -852551.809709 + Penalty 2867.302611 = -849684.507098 nChanged 3 SP:Iteration 38Q (3051.819858 sec): 3 clusters Score: Raw -852554.937548 + Penalty 2867.302611 = -849687.634937 nChanged 1 SP:Iteration 39Q (3051.868393 sec): 3 clusters Score: Raw -852555.260735 + Penalty 2867.302611 = -849687.958124 nChanged 1 SP:Iteration 40F (3051.927509 sec): 3 clusters Score: Raw -852555.972058 + Penalty 2867.302611 = -849688.669447 nChanged 1 SP:Iteration 41Q (3051.988284 sec): 3 clusters Score: Raw -852556.400162 + Penalty 2867.302611 = -849689.097551 nChanged 1 SP:Iteration 42Q (3052.052012 sec): 3 clusters Score: Raw -852557.119762 + Penalty 2867.302611 = -849689.817151 nChanged 0 SP:Iteration 43F (3052.094748 sec): 3 clusters Score: Raw -852557.119762 + Penalty 2867.302611 = -849689.817151 nChanged 0 Trying to split cluster 31 (16765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3052.136333 sec): 2 clusters Score: Raw -1971270.143707 + Penalty 1580.645407 = -1969689.498299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3052.210328 sec): 3 clusters Score: Raw -1961429.693619 + Penalty 3161.290814 = -1958268.402804 nChanged 7538 SP:Iteration 1F (3052.285714 sec): 3 clusters Score: Raw -1965637.436544 + Penalty 3161.290814 = -1962476.145729 nChanged 1107 SP:Iteration 2F (3052.350941 sec): 3 clusters Score: Raw -1966307.239554 + Penalty 3161.290814 = -1963145.948740 nChanged 1184 SP:Iteration 3F (3052.412465 sec): 3 clusters Score: Raw -1967279.473439 + Penalty 3161.290814 = -1964118.182625 nChanged 1346 SP:Iteration 4F (3052.490394 sec): 3 clusters Score: Raw -1968539.633945 + Penalty 3161.290814 = -1965378.343131 nChanged 1403 SP:Iteration 5F (3052.553812 sec): 3 clusters Score: Raw -1969725.650935 + Penalty 3161.290814 = -1966564.360121 nChanged 1241 SP:Iteration 6F (3052.621339 sec): 3 clusters Score: Raw -1970587.060859 + Penalty 3161.290814 = -1967425.770045 nChanged 910 SP:Iteration 7F (3052.691643 sec): 3 clusters Score: Raw -1971086.694954 + Penalty 3161.290814 = -1967925.404140 nChanged 673 SP:Iteration 8Q (3052.753558 sec): 3 clusters Score: Raw -1971402.213995 + Penalty 3161.290814 = -1968240.923181 nChanged 518 SP:Iteration 9Q (3052.823154 sec): 3 clusters Score: Raw -1971613.620212 + Penalty 3161.290814 = -1968452.329398 nChanged 423 SP:Iteration 10Q (3052.885079 sec): 3 clusters Score: Raw -1971788.831177 + Penalty 3161.290814 = -1968627.540363 nChanged 349 SP:Iteration 11Q (3052.947418 sec): 3 clusters Score: Raw -1971932.533582 + Penalty 3161.290814 = -1968771.242768 nChanged 304 SP:Iteration 12Q (3053.014873 sec): 3 clusters Score: Raw -1972052.291911 + Penalty 3161.290814 = -1968891.001097 nChanged 262 SP:Iteration 13Q (3053.080157 sec): 3 clusters Score: Raw -1972155.367093 + Penalty 3161.290814 = -1968994.076279 nChanged 269 SP:Iteration 14Q (3053.141954 sec): 3 clusters Score: Raw -1972259.921526 + Penalty 3161.290814 = -1969098.630712 nChanged 248 SP:Iteration 15Q (3053.207838 sec): 3 clusters Score: Raw -1972357.473810 + Penalty 3161.290814 = -1969196.182996 nChanged 221 SP:Iteration 16Q (3053.281340 sec): 3 clusters Score: Raw -1972441.703781 + Penalty 3161.290814 = -1969280.412966 nChanged 215 SP:Iteration 17Q (3053.352393 sec): 3 clusters Score: Raw -1972518.550462 + Penalty 3161.290814 = -1969357.259648 nChanged 184 SP:Iteration 18Q (3053.415529 sec): 3 clusters Score: Raw -1972585.719958 + Penalty 3161.290814 = -1969424.429144 nChanged 175 SP:Iteration 19Q (3053.495118 sec): 3 clusters Score: Raw -1972643.957432 + Penalty 3161.290814 = -1969482.666617 nChanged 158 SP:Iteration 20F (3053.557258 sec): 3 clusters Score: Raw -1972694.737984 + Penalty 3161.290814 = -1969533.447170 nChanged 123 SP:Iteration 21Q (3053.622590 sec): 3 clusters Score: Raw -1972730.782120 + Penalty 3161.290814 = -1969569.491306 nChanged 112 SP:Iteration 22Q (3053.704083 sec): 3 clusters Score: Raw -1972767.242044 + Penalty 3161.290814 = -1969605.951230 nChanged 100 SP:Iteration 23Q (3053.772491 sec): 3 clusters Score: Raw -1972803.672641 + Penalty 3161.290814 = -1969642.381827 nChanged 87 SP:Iteration 24Q (3053.829112 sec): 3 clusters Score: Raw -1972841.199093 + Penalty 3161.290814 = -1969679.908279 nChanged 79 SP:Iteration 25Q (3053.899364 sec): 3 clusters Score: Raw -1972879.522506 + Penalty 3161.290814 = -1969718.231692 nChanged 76 SP:Iteration 26Q (3053.965170 sec): 3 clusters Score: Raw -1972927.458799 + Penalty 3161.290814 = -1969766.167984 nChanged 82 SP:Iteration 27Q (3054.022520 sec): 3 clusters Score: Raw -1972984.776745 + Penalty 3161.290814 = -1969823.485931 nChanged 77 SP:Iteration 28Q (3054.094026 sec): 3 clusters Score: Raw -1973025.678192 + Penalty 3161.290814 = -1969864.387378 nChanged 49 SP:Iteration 29Q (3054.153295 sec): 3 clusters Score: Raw -1973047.867364 + Penalty 3161.290814 = -1969886.576550 nChanged 41 SP:Iteration 30Q (3054.219252 sec): 3 clusters Score: Raw -1973063.973855 + Penalty 3161.290814 = -1969902.683041 nChanged 35 SP:Iteration 31Q (3054.297883 sec): 3 clusters Score: Raw -1973074.152364 + Penalty 3161.290814 = -1969912.861550 nChanged 29 SP:Iteration 32Q (3054.362226 sec): 3 clusters Score: Raw -1973084.851204 + Penalty 3161.290814 = -1969923.560390 nChanged 40 SP:Iteration 33Q (3054.421572 sec): 3 clusters Score: Raw -1973098.472940 + Penalty 3161.290814 = -1969937.182126 nChanged 30 SP:Iteration 34Q (3054.494925 sec): 3 clusters Score: Raw -1973107.167713 + Penalty 3161.290814 = -1969945.876899 nChanged 20 SP:Iteration 35Q (3054.552157 sec): 3 clusters Score: Raw -1973110.988554 + Penalty 3161.290814 = -1969949.697740 nChanged 12 SP:Iteration 36Q (3054.621722 sec): 3 clusters Score: Raw -1973113.702845 + Penalty 3161.290814 = -1969952.412031 nChanged 8 SP:Iteration 37Q (3054.694900 sec): 3 clusters Score: Raw -1973114.632169 + Penalty 3161.290814 = -1969953.341355 nChanged 5 SP:Iteration 38Q (3054.761600 sec): 3 clusters Score: Raw -1973115.151546 + Penalty 3161.290814 = -1969953.860732 nChanged 1 SP:Iteration 39Q (3054.816927 sec): 3 clusters Score: Raw -1973115.224945 + Penalty 3161.290814 = -1969953.934131 nChanged 1 SP:Iteration 40F (3054.889671 sec): 3 clusters Score: Raw -1973115.503669 + Penalty 3161.290814 = -1969954.212854 nChanged 3 SP:Iteration 41Q (3054.955215 sec): 3 clusters Score: Raw -1973116.387531 + Penalty 3161.290814 = -1969955.096717 nChanged 5 SP:Iteration 42Q (3054.989042 sec): 3 clusters Score: Raw -1973117.705669 + Penalty 3161.290814 = -1969956.414855 nChanged 5 SP:Iteration 43Q (3055.054371 sec): 3 clusters Score: Raw -1973118.738616 + Penalty 3161.290814 = -1969957.447802 nChanged 2 SP:Iteration 44Q (3055.120795 sec): 3 clusters Score: Raw -1973119.138104 + Penalty 3161.290814 = -1969957.847290 nChanged 3 SP:Iteration 45Q (3055.198021 sec): 3 clusters Score: Raw -1973119.639350 + Penalty 3161.290814 = -1969958.348536 nChanged 2 SP:Iteration 46Q (3055.253461 sec): 3 clusters Score: Raw -1973119.795490 + Penalty 3161.290814 = -1969958.504675 nChanged 1 SP:Iteration 47Q (3055.316229 sec): 3 clusters Score: Raw -1973119.856900 + Penalty 3161.290814 = -1969958.566086 nChanged 0 SP:Iteration 48F (3055.385833 sec): 3 clusters Score: Raw -1973119.856900 + Penalty 3161.290814 = -1969958.566086 nChanged 0 Score: Raw -84142312.323519 + Penalty 87367.504290 = -84054944.819229 Splitting cluster 31 changes total score from -84055278.907380 to -84054944.819229 So it's not getting split. Trying to split cluster 32 (49791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3071.964506 sec): 2 clusters Score: Raw -6321184.724525 + Penalty 1757.533298 = -6319427.191227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3072.089378 sec): 3 clusters Score: Raw -6289618.052528 + Penalty 3515.066595 = -6286102.985933 nChanged 23311 SP:Iteration 1F (3072.211002 sec): 3 clusters Score: Raw -6303517.102255 + Penalty 3515.066595 = -6300002.035660 nChanged 2683 SP:Iteration 2F (3072.335433 sec): 3 clusters Score: Raw -6304974.737156 + Penalty 3515.066595 = -6301459.670561 nChanged 3012 SP:Iteration 3F (3072.450244 sec): 3 clusters Score: Raw -6306875.454441 + Penalty 3515.066595 = -6303360.387845 nChanged 3224 SP:Iteration 4F (3072.539557 sec): 3 clusters Score: Raw -6309090.436611 + Penalty 3515.066595 = -6305575.370016 nChanged 3357 SP:Iteration 5F (3072.656947 sec): 3 clusters Score: Raw -6311609.664862 + Penalty 3515.066595 = -6308094.598267 nChanged 3222 SP:Iteration 6F (3072.775914 sec): 3 clusters Score: Raw -6314310.579507 + Penalty 3515.066595 = -6310795.512912 nChanged 2799 SP:Iteration 7F (3072.899926 sec): 3 clusters Score: Raw -6316623.262233 + Penalty 3515.066595 = -6313108.195637 nChanged 2104 SP:Iteration 8Q (3073.023521 sec): 3 clusters Score: Raw -6317905.911387 + Penalty 3515.066595 = -6314390.844792 nChanged 1310 SP:Iteration 9Q (3073.146813 sec): 3 clusters Score: Raw -6318480.641275 + Penalty 3515.066595 = -6314965.574680 nChanged 876 SP:Iteration 10Q (3073.259415 sec): 3 clusters Score: Raw -6318822.112107 + Penalty 3515.066595 = -6315307.045511 nChanged 747 SP:Iteration 11Q (3073.375530 sec): 3 clusters Score: Raw -6319112.676308 + Penalty 3515.066595 = -6315597.609713 nChanged 669 SP:Iteration 12Q (3073.488980 sec): 3 clusters Score: Raw -6319354.641915 + Penalty 3515.066595 = -6315839.575320 nChanged 602 SP:Iteration 13Q (3073.611328 sec): 3 clusters Score: Raw -6319574.084306 + Penalty 3515.066595 = -6316059.017711 nChanged 562 SP:Iteration 14Q (3073.725556 sec): 3 clusters Score: Raw -6319768.603938 + Penalty 3515.066595 = -6316253.537342 nChanged 500 SP:Iteration 15Q (3073.834057 sec): 3 clusters Score: Raw -6319936.532699 + Penalty 3515.066595 = -6316421.466103 nChanged 451 SP:Iteration 16Q (3073.947927 sec): 3 clusters Score: Raw -6320074.530585 + Penalty 3515.066595 = -6316559.463990 nChanged 427 SP:Iteration 17Q (3074.060921 sec): 3 clusters Score: Raw -6320198.947498 + Penalty 3515.066595 = -6316683.880902 nChanged 356 SP:Iteration 18Q (3074.144539 sec): 3 clusters Score: Raw -6320300.923814 + Penalty 3515.066595 = -6316785.857218 nChanged 343 SP:Iteration 19Q (3074.233493 sec): 3 clusters Score: Raw -6320392.065886 + Penalty 3515.066595 = -6316876.999291 nChanged 312 SP:Iteration 20F (3074.348221 sec): 3 clusters Score: Raw -6320475.653495 + Penalty 3515.066595 = -6316960.586900 nChanged 293 SP:Iteration 21Q (3074.437761 sec): 3 clusters Score: Raw -6320562.153222 + Penalty 3515.066595 = -6317047.086627 nChanged 326 SP:Iteration 22Q (3074.526136 sec): 3 clusters Score: Raw -6320668.846978 + Penalty 3515.066595 = -6317153.780383 nChanged 343 SP:Iteration 23Q (3074.644410 sec): 3 clusters Score: Raw -6320787.625439 + Penalty 3515.066595 = -6317272.558844 nChanged 329 SP:Iteration 24Q (3074.752918 sec): 3 clusters Score: Raw -6320905.800287 + Penalty 3515.066595 = -6317390.733692 nChanged 286 SP:Iteration 25Q (3074.857663 sec): 3 clusters Score: Raw -6320998.779532 + Penalty 3515.066595 = -6317483.712937 nChanged 264 SP:Iteration 26Q (3074.964718 sec): 3 clusters Score: Raw -6321076.569500 + Penalty 3515.066595 = -6317561.502905 nChanged 259 SP:Iteration 27Q (3075.078460 sec): 3 clusters Score: Raw -6321147.488332 + Penalty 3515.066595 = -6317632.421737 nChanged 238 SP:Iteration 28Q (3075.189728 sec): 3 clusters Score: Raw -6321209.527703 + Penalty 3515.066595 = -6317694.461108 nChanged 196 SP:Iteration 29Q (3075.302517 sec): 3 clusters Score: Raw -6321256.623561 + Penalty 3515.066595 = -6317741.556966 nChanged 187 SP:Iteration 30Q (3075.393878 sec): 3 clusters Score: Raw -6321302.259735 + Penalty 3515.066595 = -6317787.193140 nChanged 166 SP:Iteration 31Q (3075.496719 sec): 3 clusters Score: Raw -6321343.176140 + Penalty 3515.066595 = -6317828.109544 nChanged 169 SP:Iteration 32Q (3075.613733 sec): 3 clusters Score: Raw -6321381.503897 + Penalty 3515.066595 = -6317866.437301 nChanged 136 SP:Iteration 33Q (3075.719642 sec): 3 clusters Score: Raw -6321410.341052 + Penalty 3515.066595 = -6317895.274457 nChanged 134 SP:Iteration 34Q (3075.834768 sec): 3 clusters Score: Raw -6321439.293567 + Penalty 3515.066595 = -6317924.226972 nChanged 124 SP:Iteration 35Q (3075.943937 sec): 3 clusters Score: Raw -6321467.394773 + Penalty 3515.066595 = -6317952.328177 nChanged 125 SP:Iteration 36Q (3076.051572 sec): 3 clusters Score: Raw -6321493.976669 + Penalty 3515.066595 = -6317978.910073 nChanged 106 SP:Iteration 37Q (3076.169427 sec): 3 clusters Score: Raw -6321515.255708 + Penalty 3515.066595 = -6318000.189112 nChanged 90 SP:Iteration 38Q (3076.288067 sec): 3 clusters Score: Raw -6321533.719529 + Penalty 3515.066595 = -6318018.652934 nChanged 89 SP:Iteration 39Q (3076.397353 sec): 3 clusters Score: Raw -6321552.719938 + Penalty 3515.066595 = -6318037.653343 nChanged 77 SP:Iteration 40F (3076.507893 sec): 3 clusters Score: Raw -6321568.350325 + Penalty 3515.066595 = -6318053.283729 nChanged 74 SP:Iteration 41Q (3076.612979 sec): 3 clusters Score: Raw -6321585.053781 + Penalty 3515.066595 = -6318069.987186 nChanged 77 SP:Iteration 42Q (3076.724850 sec): 3 clusters Score: Raw -6321603.977422 + Penalty 3515.066595 = -6318088.910827 nChanged 73 SP:Iteration 43Q (3076.832928 sec): 3 clusters Score: Raw -6321617.253787 + Penalty 3515.066595 = -6318102.187192 nChanged 59 SP:Iteration 44Q (3076.942982 sec): 3 clusters Score: Raw -6321627.203858 + Penalty 3515.066595 = -6318112.137263 nChanged 45 SP:Iteration 45Q (3077.045951 sec): 3 clusters Score: Raw -6321634.605152 + Penalty 3515.066595 = -6318119.538557 nChanged 48 SP:Iteration 46Q (3077.158187 sec): 3 clusters Score: Raw -6321644.619808 + Penalty 3515.066595 = -6318129.553213 nChanged 60 SP:Iteration 47Q (3077.283745 sec): 3 clusters Score: Raw -6321659.501555 + Penalty 3515.066595 = -6318144.434960 nChanged 56 SP:Iteration 48Q (3077.397156 sec): 3 clusters Score: Raw -6321673.189940 + Penalty 3515.066595 = -6318158.123345 nChanged 57 SP:Iteration 49Q (3077.521308 sec): 3 clusters Score: Raw -6321687.115798 + Penalty 3515.066595 = -6318172.049203 nChanged 67 SP:Iteration 50Q (3077.637982 sec): 3 clusters Score: Raw -6321703.788956 + Penalty 3515.066595 = -6318188.722361 nChanged 66 SP:Iteration 51Q (3077.759587 sec): 3 clusters Score: Raw -6321720.680860 + Penalty 3515.066595 = -6318205.614265 nChanged 60 SP:Iteration 52Q (3077.873072 sec): 3 clusters Score: Raw -6321735.988452 + Penalty 3515.066595 = -6318220.921857 nChanged 54 SP:Iteration 53Q (3077.986715 sec): 3 clusters Score: Raw -6321747.172750 + Penalty 3515.066595 = -6318232.106155 nChanged 37 SP:Iteration 54Q (3078.099689 sec): 3 clusters Score: Raw -6321755.770510 + Penalty 3515.066595 = -6318240.703914 nChanged 42 SP:Iteration 55Q (3078.218992 sec): 3 clusters Score: Raw -6321766.536356 + Penalty 3515.066595 = -6318251.469761 nChanged 41 SP:Iteration 56Q (3078.328860 sec): 3 clusters Score: Raw -6321777.492498 + Penalty 3515.066595 = -6318262.425903 nChanged 37 SP:Iteration 57Q (3078.444789 sec): 3 clusters Score: Raw -6321785.897233 + Penalty 3515.066595 = -6318270.830638 nChanged 32 SP:Iteration 58Q (3078.568088 sec): 3 clusters Score: Raw -6321791.748089 + Penalty 3515.066595 = -6318276.681493 nChanged 29 SP:Iteration 59Q (3078.673000 sec): 3 clusters Score: Raw -6321797.075126 + Penalty 3515.066595 = -6318282.008531 nChanged 19 SP:Iteration 60F (3078.800592 sec): 3 clusters Score: Raw -6321800.698010 + Penalty 3515.066595 = -6318285.631415 nChanged 16 SP:Iteration 61Q (3078.922791 sec): 3 clusters Score: Raw -6321803.614186 + Penalty 3515.066595 = -6318288.547591 nChanged 19 SP:Iteration 62Q (3079.040085 sec): 3 clusters Score: Raw -6321806.548735 + Penalty 3515.066595 = -6318291.482140 nChanged 15 SP:Iteration 63Q (3079.152739 sec): 3 clusters Score: Raw -6321809.085991 + Penalty 3515.066595 = -6318294.019396 nChanged 10 SP:Iteration 64Q (3079.270888 sec): 3 clusters Score: Raw -6321810.508386 + Penalty 3515.066595 = -6318295.441790 nChanged 9 SP:Iteration 65Q (3079.386711 sec): 3 clusters Score: Raw -6321812.477254 + Penalty 3515.066595 = -6318297.410659 nChanged 12 SP:Iteration 66Q (3079.498132 sec): 3 clusters Score: Raw -6321814.801065 + Penalty 3515.066595 = -6318299.734470 nChanged 14 SP:Iteration 67Q (3079.612401 sec): 3 clusters Score: Raw -6321817.209744 + Penalty 3515.066595 = -6318302.143149 nChanged 13 SP:Iteration 68Q (3079.730677 sec): 3 clusters Score: Raw -6321819.185530 + Penalty 3515.066595 = -6318304.118935 nChanged 12 SP:Iteration 69Q (3079.844983 sec): 3 clusters Score: Raw -6321821.921027 + Penalty 3515.066595 = -6318306.854431 nChanged 17 SP:Iteration 70Q (3079.960778 sec): 3 clusters Score: Raw -6321825.747300 + Penalty 3515.066595 = -6318310.680705 nChanged 16 SP:Iteration 71Q (3080.078206 sec): 3 clusters Score: Raw -6321829.276979 + Penalty 3515.066595 = -6318314.210384 nChanged 16 SP:Iteration 72Q (3080.191719 sec): 3 clusters Score: Raw -6321832.728987 + Penalty 3515.066595 = -6318317.662391 nChanged 9 SP:Iteration 73Q (3080.301915 sec): 3 clusters Score: Raw -6321834.808483 + Penalty 3515.066595 = -6318319.741888 nChanged 8 SP:Iteration 74Q (3080.411714 sec): 3 clusters Score: Raw -6321836.254165 + Penalty 3515.066595 = -6318321.187570 nChanged 9 SP:Iteration 75Q (3080.520771 sec): 3 clusters Score: Raw -6321838.316857 + Penalty 3515.066595 = -6318323.250262 nChanged 12 SP:Iteration 76Q (3080.601758 sec): 3 clusters Score: Raw -6321840.294920 + Penalty 3515.066595 = -6318325.228325 nChanged 11 SP:Iteration 77Q (3080.715359 sec): 3 clusters Score: Raw -6321841.669244 + Penalty 3515.066595 = -6318326.602649 nChanged 13 SP:Iteration 78Q (3080.815088 sec): 3 clusters Score: Raw -6321844.579544 + Penalty 3515.066595 = -6318329.512948 nChanged 13 SP:Iteration 79Q (3080.916311 sec): 3 clusters Score: Raw -6321848.383211 + Penalty 3515.066595 = -6318333.316616 nChanged 15 SP:Iteration 80F (3081.036289 sec): 3 clusters Score: Raw -6321851.320972 + Penalty 3515.066595 = -6318336.254376 nChanged 5 SP:Iteration 81Q (3081.135720 sec): 3 clusters Score: Raw -6321852.612817 + Penalty 3515.066595 = -6318337.546222 nChanged 11 SP:Iteration 82Q (3081.242842 sec): 3 clusters Score: Raw -6321854.930334 + Penalty 3515.066595 = -6318339.863739 nChanged 7 SP:Iteration 83Q (3081.352111 sec): 3 clusters Score: Raw -6321856.164040 + Penalty 3515.066595 = -6318341.097445 nChanged 6 SP:Iteration 84Q (3081.465181 sec): 3 clusters Score: Raw -6321857.676544 + Penalty 3515.066595 = -6318342.609949 nChanged 8 SP:Iteration 85Q (3081.574192 sec): 3 clusters Score: Raw -6321858.711261 + Penalty 3515.066595 = -6318343.644666 nChanged 7 SP:Iteration 86Q (3081.691138 sec): 3 clusters Score: Raw -6321859.799252 + Penalty 3515.066595 = -6318344.732657 nChanged 7 SP:Iteration 87Q (3081.802847 sec): 3 clusters Score: Raw -6321860.813811 + Penalty 3515.066595 = -6318345.747216 nChanged 7 SP:Iteration 88Q (3081.905005 sec): 3 clusters Score: Raw -6321862.336821 + Penalty 3515.066595 = -6318347.270226 nChanged 6 SP:Iteration 89Q (3082.026512 sec): 3 clusters Score: Raw -6321863.237281 + Penalty 3515.066595 = -6318348.170686 nChanged 6 SP:Iteration 90Q (3082.129279 sec): 3 clusters Score: Raw -6321864.714390 + Penalty 3515.066595 = -6318349.647795 nChanged 9 SP:Iteration 91Q (3082.252947 sec): 3 clusters Score: Raw -6321866.609255 + Penalty 3515.066595 = -6318351.542660 nChanged 7 SP:Iteration 92Q (3082.369313 sec): 3 clusters Score: Raw -6321867.923369 + Penalty 3515.066595 = -6318352.856774 nChanged 8 SP:Iteration 93Q (3082.486130 sec): 3 clusters Score: Raw -6321869.549895 + Penalty 3515.066595 = -6318354.483300 nChanged 6 SP:Iteration 94Q (3082.588903 sec): 3 clusters Score: Raw -6321870.441056 + Penalty 3515.066595 = -6318355.374461 nChanged 3 SP:Iteration 95Q (3082.711620 sec): 3 clusters Score: Raw -6321871.333670 + Penalty 3515.066595 = -6318356.267075 nChanged 4 SP:Iteration 96Q (3082.828468 sec): 3 clusters Score: Raw -6321872.056732 + Penalty 3515.066595 = -6318356.990137 nChanged 2 SP:Iteration 97Q (3082.934283 sec): 3 clusters Score: Raw -6321872.375869 + Penalty 3515.066595 = -6318357.309273 nChanged 0 SP:Iteration 98F (3083.065145 sec): 3 clusters Score: Raw -6321872.375869 + Penalty 3515.066595 = -6318357.309273 nChanged 0 Trying to split cluster 33 (5130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3083.099288 sec): 2 clusters Score: Raw -628493.294661 + Penalty 1388.214902 = -627105.079758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3083.156117 sec): 3 clusters Score: Raw -625905.500342 + Penalty 2776.429805 = -623129.070537 nChanged 2106 SP:Iteration 1F (3083.209779 sec): 3 clusters Score: Raw -627445.748186 + Penalty 2776.429805 = -624669.318381 nChanged 461 SP:Iteration 2F (3083.262893 sec): 3 clusters Score: Raw -627819.111418 + Penalty 2776.429805 = -625042.681613 nChanged 347 SP:Iteration 3F (3083.324683 sec): 3 clusters Score: Raw -628125.139972 + Penalty 2776.429805 = -625348.710167 nChanged 290 SP:Iteration 4F (3083.339464 sec): 3 clusters Score: Raw -628364.008814 + Penalty 2776.429805 = -625587.579010 nChanged 258 SP:Iteration 5F (3083.397511 sec): 3 clusters Score: Raw -628594.354851 + Penalty 2776.429805 = -625817.925046 nChanged 232 SP:Iteration 6Q (3083.461461 sec): 3 clusters Score: Raw -628784.439908 + Penalty 2776.429805 = -626008.010103 nChanged 160 SP:Iteration 7Q (3083.513635 sec): 3 clusters Score: Raw -628884.143474 + Penalty 2776.429805 = -626107.713669 nChanged 117 SP:Iteration 8Q (3083.564490 sec): 3 clusters Score: Raw -628964.493876 + Penalty 2776.429805 = -626188.064071 nChanged 85 SP:Iteration 9Q (3083.615685 sec): 3 clusters Score: Raw -629014.321927 + Penalty 2776.429805 = -626237.892122 nChanged 68 SP:Iteration 10Q (3083.670583 sec): 3 clusters Score: Raw -629047.949110 + Penalty 2776.429805 = -626271.519305 nChanged 41 SP:Iteration 11Q (3083.718066 sec): 3 clusters Score: Raw -629064.589256 + Penalty 2776.429805 = -626288.159451 nChanged 26 SP:Iteration 12Q (3083.771637 sec): 3 clusters Score: Raw -629073.732196 + Penalty 2776.429805 = -626297.302391 nChanged 21 SP:Iteration 13Q (3083.840246 sec): 3 clusters Score: Raw -629080.807498 + Penalty 2776.429805 = -626304.377693 nChanged 19 SP:Iteration 14Q (3083.890623 sec): 3 clusters Score: Raw -629087.383319 + Penalty 2776.429805 = -626310.953515 nChanged 14 SP:Iteration 15Q (3083.943863 sec): 3 clusters Score: Raw -629091.481066 + Penalty 2776.429805 = -626315.051261 nChanged 15 SP:Iteration 16Q (3083.998443 sec): 3 clusters Score: Raw -629097.893169 + Penalty 2776.429805 = -626321.463364 nChanged 17 SP:Iteration 17Q (3084.048734 sec): 3 clusters Score: Raw -629103.211681 + Penalty 2776.429805 = -626326.781876 nChanged 17 SP:Iteration 18Q (3084.103240 sec): 3 clusters Score: Raw -629111.062254 + Penalty 2776.429805 = -626334.632449 nChanged 12 SP:Iteration 19Q (3084.164313 sec): 3 clusters Score: Raw -629115.021748 + Penalty 2776.429805 = -626338.591943 nChanged 11 SP:Iteration 20F (3084.221412 sec): 3 clusters Score: Raw -629117.889220 + Penalty 2776.429805 = -626341.459416 nChanged 7 SP:Iteration 21Q (3084.280918 sec): 3 clusters Score: Raw -629120.942002 + Penalty 2776.429805 = -626344.512197 nChanged 4 SP:Iteration 22Q (3084.336452 sec): 3 clusters Score: Raw -629122.082125 + Penalty 2776.429805 = -626345.652320 nChanged 4 SP:Iteration 23Q (3084.382098 sec): 3 clusters Score: Raw -629123.628253 + Penalty 2776.429805 = -626347.198448 nChanged 3 SP:Iteration 24Q (3084.448408 sec): 3 clusters Score: Raw -629124.245091 + Penalty 2776.429805 = -626347.815286 nChanged 1 SP:Iteration 25Q (3084.504554 sec): 3 clusters Score: Raw -629124.484526 + Penalty 2776.429805 = -626348.054721 nChanged 1 SP:Iteration 26Q (3084.550635 sec): 3 clusters Score: Raw -629124.630169 + Penalty 2776.429805 = -626348.200364 nChanged 0 SP:Iteration 27F (3084.615933 sec): 3 clusters Score: Raw -629124.630169 + Penalty 2776.429805 = -626348.200364 nChanged 0 Trying to split cluster 34 (6740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3084.641175 sec): 2 clusters Score: Raw -849805.273872 + Penalty 1432.569971 = -848372.703902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3084.707066 sec): 3 clusters Score: Raw -846137.739253 + Penalty 2865.139941 = -843272.599312 nChanged 2842 SP:Iteration 1F (3084.766526 sec): 3 clusters Score: Raw -847718.895724 + Penalty 2865.139941 = -844853.755783 nChanged 522 SP:Iteration 2F (3084.811977 sec): 3 clusters Score: Raw -847998.237874 + Penalty 2865.139941 = -845133.097933 nChanged 396 SP:Iteration 3F (3084.873041 sec): 3 clusters Score: Raw -848222.675769 + Penalty 2865.139941 = -845357.535828 nChanged 354 SP:Iteration 4F (3084.933471 sec): 3 clusters Score: Raw -848421.711517 + Penalty 2865.139941 = -845556.571575 nChanged 347 SP:Iteration 5F (3084.990858 sec): 3 clusters Score: Raw -848643.277806 + Penalty 2865.139941 = -845778.137865 nChanged 355 SP:Iteration 6F (3085.050334 sec): 3 clusters Score: Raw -848883.682951 + Penalty 2865.139941 = -846018.543010 nChanged 389 SP:Iteration 7F (3085.108672 sec): 3 clusters Score: Raw -849147.092653 + Penalty 2865.139941 = -846281.952712 nChanged 351 SP:Iteration 8F (3085.159182 sec): 3 clusters Score: Raw -849395.418032 + Penalty 2865.139941 = -846530.278091 nChanged 301 SP:Iteration 9Q (3085.223003 sec): 3 clusters Score: Raw -849600.410325 + Penalty 2865.139941 = -846735.270384 nChanged 249 SP:Iteration 10Q (3085.271201 sec): 3 clusters Score: Raw -849770.465944 + Penalty 2865.139941 = -846905.326003 nChanged 191 SP:Iteration 11Q (3085.314345 sec): 3 clusters Score: Raw -849897.496741 + Penalty 2865.139941 = -847032.356799 nChanged 171 SP:Iteration 12Q (3085.373006 sec): 3 clusters Score: Raw -849986.276182 + Penalty 2865.139941 = -847121.136240 nChanged 118 SP:Iteration 13Q (3085.422974 sec): 3 clusters Score: Raw -850057.259440 + Penalty 2865.139941 = -847192.119498 nChanged 105 SP:Iteration 14Q (3085.471610 sec): 3 clusters Score: Raw -850113.543618 + Penalty 2865.139941 = -847248.403677 nChanged 93 SP:Iteration 15Q (3085.524226 sec): 3 clusters Score: Raw -850167.399937 + Penalty 2865.139941 = -847302.259996 nChanged 78 SP:Iteration 16Q (3085.571824 sec): 3 clusters Score: Raw -850204.403127 + Penalty 2865.139941 = -847339.263186 nChanged 66 SP:Iteration 17Q (3085.621925 sec): 3 clusters Score: Raw -850237.535392 + Penalty 2865.139941 = -847372.395451 nChanged 64 SP:Iteration 18Q (3085.673609 sec): 3 clusters Score: Raw -850268.656192 + Penalty 2865.139941 = -847403.516251 nChanged 61 SP:Iteration 19Q (3085.721987 sec): 3 clusters Score: Raw -850296.381171 + Penalty 2865.139941 = -847431.241230 nChanged 48 SP:Iteration 20F (3085.782173 sec): 3 clusters Score: Raw -850315.693015 + Penalty 2865.139941 = -847450.553074 nChanged 48 SP:Iteration 21Q (3085.835627 sec): 3 clusters Score: Raw -850339.507370 + Penalty 2865.139941 = -847474.367428 nChanged 48 SP:Iteration 22Q (3085.877051 sec): 3 clusters Score: Raw -850361.178984 + Penalty 2865.139941 = -847496.039043 nChanged 37 SP:Iteration 23Q (3085.933019 sec): 3 clusters Score: Raw -850379.413422 + Penalty 2865.139941 = -847514.273481 nChanged 44 SP:Iteration 24Q (3085.964262 sec): 3 clusters Score: Raw -850397.397650 + Penalty 2865.139941 = -847532.257709 nChanged 34 SP:Iteration 25Q (3086.015200 sec): 3 clusters Score: Raw -850410.426114 + Penalty 2865.139941 = -847545.286173 nChanged 39 SP:Iteration 26Q (3086.057731 sec): 3 clusters Score: Raw -850426.891861 + Penalty 2865.139941 = -847561.751920 nChanged 31 SP:Iteration 27Q (3086.104906 sec): 3 clusters Score: Raw -850440.314967 + Penalty 2865.139941 = -847575.175026 nChanged 24 SP:Iteration 28Q (3086.164914 sec): 3 clusters Score: Raw -850449.728763 + Penalty 2865.139941 = -847584.588822 nChanged 18 SP:Iteration 29Q (3086.205740 sec): 3 clusters Score: Raw -850456.613922 + Penalty 2865.139941 = -847591.473981 nChanged 22 SP:Iteration 30Q (3086.265766 sec): 3 clusters Score: Raw -850465.666822 + Penalty 2865.139941 = -847600.526881 nChanged 22 SP:Iteration 31Q (3086.298417 sec): 3 clusters Score: Raw -850471.894887 + Penalty 2865.139941 = -847606.754945 nChanged 12 SP:Iteration 32Q (3086.344780 sec): 3 clusters Score: Raw -850474.996030 + Penalty 2865.139941 = -847609.856089 nChanged 10 SP:Iteration 33Q (3086.388847 sec): 3 clusters Score: Raw -850478.156685 + Penalty 2865.139941 = -847613.016744 nChanged 16 SP:Iteration 34Q (3086.449201 sec): 3 clusters Score: Raw -850482.287330 + Penalty 2865.139941 = -847617.147389 nChanged 10 SP:Iteration 35Q (3086.481719 sec): 3 clusters Score: Raw -850484.470423 + Penalty 2865.139941 = -847619.330482 nChanged 7 SP:Iteration 36Q (3086.540210 sec): 3 clusters Score: Raw -850485.786342 + Penalty 2865.139941 = -847620.646400 nChanged 0 SP:Iteration 37F (3086.597776 sec): 3 clusters Score: Raw -850485.786342 + Penalty 2865.139941 = -847620.646400 nChanged 0 Trying to split cluster 35 (4739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3086.622867 sec): 2 clusters Score: Raw -602540.617897 + Penalty 1375.331981 = -601165.285916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3086.664352 sec): 3 clusters Score: Raw -600140.256539 + Penalty 2750.663962 = -597389.592577 nChanged 1869 SP:Iteration 1F (3086.707298 sec): 3 clusters Score: Raw -601208.438962 + Penalty 2750.663962 = -598457.775000 nChanged 308 SP:Iteration 2F (3086.762062 sec): 3 clusters Score: Raw -601353.928521 + Penalty 2750.663962 = -598603.264559 nChanged 200 SP:Iteration 3Q (3086.805015 sec): 3 clusters Score: Raw -601435.638678 + Penalty 2750.663962 = -598684.974716 nChanged 136 SP:Iteration 4Q (3086.846402 sec): 3 clusters Score: Raw -601489.236833 + Penalty 2750.663962 = -598738.572871 nChanged 140 SP:Iteration 5Q (3086.896745 sec): 3 clusters Score: Raw -601540.610276 + Penalty 2750.663962 = -598789.946314 nChanged 115 SP:Iteration 6Q (3086.945373 sec): 3 clusters Score: Raw -601581.285192 + Penalty 2750.663962 = -598830.621230 nChanged 82 SP:Iteration 7Q (3086.992402 sec): 3 clusters Score: Raw -601607.726083 + Penalty 2750.663962 = -598857.062120 nChanged 70 SP:Iteration 8Q (3087.033668 sec): 3 clusters Score: Raw -601632.536793 + Penalty 2750.663962 = -598881.872831 nChanged 69 SP:Iteration 9Q (3087.073678 sec): 3 clusters Score: Raw -601654.071330 + Penalty 2750.663962 = -598903.407367 nChanged 57 SP:Iteration 10Q (3087.130857 sec): 3 clusters Score: Raw -601671.135687 + Penalty 2750.663962 = -598920.471725 nChanged 53 SP:Iteration 11Q (3087.184686 sec): 3 clusters Score: Raw -601684.023959 + Penalty 2750.663962 = -598933.359997 nChanged 36 SP:Iteration 12Q (3087.230343 sec): 3 clusters Score: Raw -601694.396893 + Penalty 2750.663962 = -598943.732931 nChanged 41 SP:Iteration 13Q (3087.279381 sec): 3 clusters Score: Raw -601705.815562 + Penalty 2750.663962 = -598955.151600 nChanged 44 SP:Iteration 14Q (3087.320670 sec): 3 clusters Score: Raw -601720.479397 + Penalty 2750.663962 = -598969.815435 nChanged 56 SP:Iteration 15Q (3087.374749 sec): 3 clusters Score: Raw -601737.710487 + Penalty 2750.663962 = -598987.046525 nChanged 50 SP:Iteration 16Q (3087.418644 sec): 3 clusters Score: Raw -601754.539709 + Penalty 2750.663962 = -599003.875747 nChanged 42 SP:Iteration 17Q (3087.475249 sec): 3 clusters Score: Raw -601765.593598 + Penalty 2750.663962 = -599014.929636 nChanged 39 SP:Iteration 18Q (3087.510530 sec): 3 clusters Score: Raw -601776.028198 + Penalty 2750.663962 = -599025.364236 nChanged 39 SP:Iteration 19Q (3087.554971 sec): 3 clusters Score: Raw -601785.405376 + Penalty 2750.663962 = -599034.741414 nChanged 31 SP:Iteration 20F (3087.607413 sec): 3 clusters Score: Raw -601794.170667 + Penalty 2750.663962 = -599043.506705 nChanged 31 SP:Iteration 21Q (3087.654979 sec): 3 clusters Score: Raw -601803.193117 + Penalty 2750.663962 = -599052.529155 nChanged 38 SP:Iteration 22Q (3087.710255 sec): 3 clusters Score: Raw -601813.450597 + Penalty 2750.663962 = -599062.786634 nChanged 44 SP:Iteration 23Q (3087.751857 sec): 3 clusters Score: Raw -601825.432343 + Penalty 2750.663962 = -599074.768381 nChanged 40 SP:Iteration 24Q (3087.805048 sec): 3 clusters Score: Raw -601836.964801 + Penalty 2750.663962 = -599086.300839 nChanged 41 SP:Iteration 25Q (3087.851578 sec): 3 clusters Score: Raw -601849.687724 + Penalty 2750.663962 = -599099.023762 nChanged 44 SP:Iteration 26Q (3087.903289 sec): 3 clusters Score: Raw -601864.146685 + Penalty 2750.663962 = -599113.482723 nChanged 45 SP:Iteration 27Q (3087.944939 sec): 3 clusters Score: Raw -601880.937180 + Penalty 2750.663962 = -599130.273218 nChanged 60 SP:Iteration 28Q (3087.999675 sec): 3 clusters Score: Raw -601904.788206 + Penalty 2750.663962 = -599154.124244 nChanged 76 SP:Iteration 29Q (3088.040997 sec): 3 clusters Score: Raw -601936.721290 + Penalty 2750.663962 = -599186.057327 nChanged 73 SP:Iteration 30Q (3088.098958 sec): 3 clusters Score: Raw -601966.467029 + Penalty 2750.663962 = -599215.803067 nChanged 77 SP:Iteration 31Q (3088.144311 sec): 3 clusters Score: Raw -601997.599520 + Penalty 2750.663962 = -599246.935558 nChanged 74 SP:Iteration 32Q (3088.192072 sec): 3 clusters Score: Raw -602027.609631 + Penalty 2750.663962 = -599276.945669 nChanged 74 SP:Iteration 33Q (3088.227028 sec): 3 clusters Score: Raw -602060.713061 + Penalty 2750.663962 = -599310.049099 nChanged 88 SP:Iteration 34Q (3088.271303 sec): 3 clusters Score: Raw -602096.012799 + Penalty 2750.663962 = -599345.348837 nChanged 73 SP:Iteration 35Q (3088.313806 sec): 3 clusters Score: Raw -602128.538726 + Penalty 2750.663962 = -599377.874763 nChanged 78 SP:Iteration 36Q (3088.360288 sec): 3 clusters Score: Raw -602160.576605 + Penalty 2750.663962 = -599409.912643 nChanged 79 SP:Iteration 37Q (3088.402682 sec): 3 clusters Score: Raw -602197.990005 + Penalty 2750.663962 = -599447.326043 nChanged 85 SP:Iteration 38Q (3088.457259 sec): 3 clusters Score: Raw -602244.781196 + Penalty 2750.663962 = -599494.117234 nChanged 80 SP:Iteration 39Q (3088.515047 sec): 3 clusters Score: Raw -602279.737751 + Penalty 2750.663962 = -599529.073789 nChanged 72 SP:Iteration 40F (3088.554851 sec): 3 clusters Score: Raw -602312.697411 + Penalty 2750.663962 = -599562.033449 nChanged 77 SP:Iteration 41Q (3088.602025 sec): 3 clusters Score: Raw -602346.830091 + Penalty 2750.663962 = -599596.166129 nChanged 77 SP:Iteration 42Q (3088.656317 sec): 3 clusters Score: Raw -602378.299374 + Penalty 2750.663962 = -599627.635411 nChanged 61 SP:Iteration 43Q (3088.704321 sec): 3 clusters Score: Raw -602406.796666 + Penalty 2750.663962 = -599656.132704 nChanged 59 SP:Iteration 44Q (3088.744489 sec): 3 clusters Score: Raw -602426.809283 + Penalty 2750.663962 = -599676.145321 nChanged 45 SP:Iteration 45Q (3088.789612 sec): 3 clusters Score: Raw -602446.135343 + Penalty 2750.663962 = -599695.471381 nChanged 50 SP:Iteration 46Q (3088.844568 sec): 3 clusters Score: Raw -602468.943659 + Penalty 2750.663962 = -599718.279697 nChanged 45 SP:Iteration 47Q (3088.878221 sec): 3 clusters Score: Raw -602487.577586 + Penalty 2750.663962 = -599736.913624 nChanged 31 SP:Iteration 48Q (3088.933937 sec): 3 clusters Score: Raw -602497.010508 + Penalty 2750.663962 = -599746.346546 nChanged 17 SP:Iteration 49Q (3088.987087 sec): 3 clusters Score: Raw -602502.021991 + Penalty 2750.663962 = -599751.358029 nChanged 17 SP:Iteration 50Q (3089.025748 sec): 3 clusters Score: Raw -602506.411369 + Penalty 2750.663962 = -599755.747407 nChanged 18 SP:Iteration 51Q (3089.073604 sec): 3 clusters Score: Raw -602511.850837 + Penalty 2750.663962 = -599761.186875 nChanged 11 SP:Iteration 52Q (3089.112690 sec): 3 clusters Score: Raw -602514.676283 + Penalty 2750.663962 = -599764.012321 nChanged 13 SP:Iteration 53Q (3089.151658 sec): 3 clusters Score: Raw -602517.698254 + Penalty 2750.663962 = -599767.034292 nChanged 8 SP:Iteration 54Q (3089.189404 sec): 3 clusters Score: Raw -602520.118584 + Penalty 2750.663962 = -599769.454621 nChanged 14 SP:Iteration 55Q (3089.242665 sec): 3 clusters Score: Raw -602523.975654 + Penalty 2750.663962 = -599773.311692 nChanged 9 SP:Iteration 56Q (3089.282798 sec): 3 clusters Score: Raw -602525.364919 + Penalty 2750.663962 = -599774.700957 nChanged 4 SP:Iteration 57Q (3089.327808 sec): 3 clusters Score: Raw -602526.181500 + Penalty 2750.663962 = -599775.517538 nChanged 5 SP:Iteration 58Q (3089.364633 sec): 3 clusters Score: Raw -602527.008272 + Penalty 2750.663962 = -599776.344310 nChanged 1 SP:Iteration 59Q (3089.414842 sec): 3 clusters Score: Raw -602527.147248 + Penalty 2750.663962 = -599776.483286 nChanged 2 SP:Iteration 60F (3089.451838 sec): 3 clusters Score: Raw -602527.722459 + Penalty 2750.663962 = -599777.058497 nChanged 2 SP:Iteration 61Q (3089.503655 sec): 3 clusters Score: Raw -602528.138498 + Penalty 2750.663962 = -599777.474536 nChanged 1 SP:Iteration 62Q (3089.555632 sec): 3 clusters Score: Raw -602528.304365 + Penalty 2750.663962 = -599777.640403 nChanged 1 SP:Iteration 63Q (3089.597708 sec): 3 clusters Score: Raw -602528.548980 + Penalty 2750.663962 = -599777.885018 nChanged 0 SP:Iteration 64F (3089.639325 sec): 3 clusters Score: Raw -602528.548980 + Penalty 2750.663962 = -599777.885018 nChanged 0 Trying to split cluster 36 (10603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3089.686753 sec): 2 clusters Score: Raw -1233318.124670 + Penalty 1506.194992 = -1231811.929678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3089.744039 sec): 3 clusters Score: Raw -1227317.551966 + Penalty 3012.389984 = -1224305.161981 nChanged 4664 SP:Iteration 1F (3089.772330 sec): 3 clusters Score: Raw -1230505.609940 + Penalty 3012.389984 = -1227493.219956 nChanged 986 SP:Iteration 2F (3089.832596 sec): 3 clusters Score: Raw -1231478.401177 + Penalty 3012.389984 = -1228466.011193 nChanged 971 SP:Iteration 3F (3089.884905 sec): 3 clusters Score: Raw -1232418.182548 + Penalty 3012.389984 = -1229405.792564 nChanged 813 SP:Iteration 4F (3089.950655 sec): 3 clusters Score: Raw -1233188.229167 + Penalty 3012.389984 = -1230175.839183 nChanged 678 SP:Iteration 5F (3089.995188 sec): 3 clusters Score: Raw -1233696.787156 + Penalty 3012.389984 = -1230684.397172 nChanged 487 SP:Iteration 6Q (3090.053935 sec): 3 clusters Score: Raw -1234055.885206 + Penalty 3012.389984 = -1231043.495222 nChanged 383 SP:Iteration 7Q (3090.106222 sec): 3 clusters Score: Raw -1234314.219277 + Penalty 3012.389984 = -1231301.829293 nChanged 309 SP:Iteration 8Q (3090.171368 sec): 3 clusters Score: Raw -1234523.026803 + Penalty 3012.389984 = -1231510.636819 nChanged 256 SP:Iteration 9Q (3090.225001 sec): 3 clusters Score: Raw -1234658.327786 + Penalty 3012.389984 = -1231645.937802 nChanged 199 SP:Iteration 10Q (3090.275869 sec): 3 clusters Score: Raw -1234739.977758 + Penalty 3012.389984 = -1231727.587774 nChanged 141 SP:Iteration 11Q (3090.337727 sec): 3 clusters Score: Raw -1234793.464851 + Penalty 3012.389984 = -1231781.074867 nChanged 106 SP:Iteration 12Q (3090.397404 sec): 3 clusters Score: Raw -1234839.726187 + Penalty 3012.389984 = -1231827.336203 nChanged 89 SP:Iteration 13Q (3090.455376 sec): 3 clusters Score: Raw -1234872.804120 + Penalty 3012.389984 = -1231860.414136 nChanged 67 SP:Iteration 14Q (3090.518219 sec): 3 clusters Score: Raw -1234890.914479 + Penalty 3012.389984 = -1231878.524495 nChanged 46 SP:Iteration 15Q (3090.568242 sec): 3 clusters Score: Raw -1234900.040518 + Penalty 3012.389984 = -1231887.650534 nChanged 36 SP:Iteration 16Q (3090.631322 sec): 3 clusters Score: Raw -1234906.262222 + Penalty 3012.389984 = -1231893.872238 nChanged 18 SP:Iteration 17Q (3090.662890 sec): 3 clusters Score: Raw -1234910.224959 + Penalty 3012.389984 = -1231897.834975 nChanged 21 SP:Iteration 18Q (3090.709459 sec): 3 clusters Score: Raw -1234914.799678 + Penalty 3012.389984 = -1231902.409694 nChanged 17 SP:Iteration 19Q (3090.767329 sec): 3 clusters Score: Raw -1234917.736647 + Penalty 3012.389984 = -1231905.346663 nChanged 14 SP:Iteration 20F (3090.828055 sec): 3 clusters Score: Raw -1234920.096242 + Penalty 3012.389984 = -1231907.706258 nChanged 16 SP:Iteration 21Q (3090.872556 sec): 3 clusters Score: Raw -1234922.740466 + Penalty 3012.389984 = -1231910.350482 nChanged 13 SP:Iteration 22Q (3090.937441 sec): 3 clusters Score: Raw -1234925.413338 + Penalty 3012.389984 = -1231913.023354 nChanged 16 SP:Iteration 23Q (3090.997324 sec): 3 clusters Score: Raw -1234927.943709 + Penalty 3012.389984 = -1231915.553725 nChanged 15 SP:Iteration 24Q (3091.060246 sec): 3 clusters Score: Raw -1234929.803605 + Penalty 3012.389984 = -1231917.413620 nChanged 7 SP:Iteration 25Q (3091.122771 sec): 3 clusters Score: Raw -1234930.641411 + Penalty 3012.389984 = -1231918.251427 nChanged 3 SP:Iteration 26Q (3091.184619 sec): 3 clusters Score: Raw -1234930.808198 + Penalty 3012.389984 = -1231918.418214 nChanged 1 SP:Iteration 27Q (3091.244308 sec): 3 clusters Score: Raw -1234930.877231 + Penalty 3012.389984 = -1231918.487247 nChanged 2 SP:Iteration 28Q (3091.306502 sec): 3 clusters Score: Raw -1234931.048283 + Penalty 3012.389984 = -1231918.658299 nChanged 1 SP:Iteration 29Q (3091.363419 sec): 3 clusters Score: Raw -1234931.154445 + Penalty 3012.389984 = -1231918.764461 nChanged 0 SP:Iteration 30F (3091.415403 sec): 3 clusters Score: Raw -1234931.154445 + Penalty 3012.389984 = -1231918.764461 nChanged 0 Score: Raw -84142075.640101 + Penalty 87367.504290 = -84054708.135811 Splitting cluster 36 changes total score from -84055278.907380 to -84054708.135811 So it's not getting split. Trying to split cluster 37 (8749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3107.956741 sec): 2 clusters Score: Raw -1102329.345306 + Penalty 1474.962887 = -1100854.382419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3108.025418 sec): 3 clusters Score: Raw -1097454.568694 + Penalty 2949.925773 = -1094504.642921 nChanged 3805 SP:Iteration 1F (3108.078228 sec): 3 clusters Score: Raw -1099654.857071 + Penalty 2949.925773 = -1096704.931297 nChanged 694 SP:Iteration 2F (3108.135259 sec): 3 clusters Score: Raw -1100096.893796 + Penalty 2949.925773 = -1097146.968023 nChanged 613 SP:Iteration 3F (3108.193824 sec): 3 clusters Score: Raw -1100499.140388 + Penalty 2949.925773 = -1097549.214615 nChanged 588 SP:Iteration 4F (3108.242647 sec): 3 clusters Score: Raw -1100882.219973 + Penalty 2949.925773 = -1097932.294200 nChanged 533 SP:Iteration 5F (3108.303170 sec): 3 clusters Score: Raw -1101223.102641 + Penalty 2949.925773 = -1098273.176868 nChanged 478 SP:Iteration 6F (3108.359514 sec): 3 clusters Score: Raw -1101502.443546 + Penalty 2949.925773 = -1098552.517773 nChanged 381 SP:Iteration 7Q (3108.421170 sec): 3 clusters Score: Raw -1101687.156298 + Penalty 2949.925773 = -1098737.230525 nChanged 284 SP:Iteration 8Q (3108.484329 sec): 3 clusters Score: Raw -1101799.205003 + Penalty 2949.925773 = -1098849.279230 nChanged 189 SP:Iteration 9Q (3108.545009 sec): 3 clusters Score: Raw -1101855.301555 + Penalty 2949.925773 = -1098905.375781 nChanged 131 SP:Iteration 10Q (3108.611038 sec): 3 clusters Score: Raw -1101895.152045 + Penalty 2949.925773 = -1098945.226272 nChanged 116 SP:Iteration 11Q (3108.658340 sec): 3 clusters Score: Raw -1101924.369444 + Penalty 2949.925773 = -1098974.443671 nChanged 83 SP:Iteration 12Q (3108.719380 sec): 3 clusters Score: Raw -1101940.099487 + Penalty 2949.925773 = -1098990.173714 nChanged 73 SP:Iteration 13Q (3108.780708 sec): 3 clusters Score: Raw -1101955.734752 + Penalty 2949.925773 = -1099005.808979 nChanged 57 SP:Iteration 14Q (3108.846315 sec): 3 clusters Score: Raw -1101968.883934 + Penalty 2949.925773 = -1099018.958161 nChanged 56 SP:Iteration 15Q (3108.891037 sec): 3 clusters Score: Raw -1101980.291266 + Penalty 2949.925773 = -1099030.365493 nChanged 43 SP:Iteration 16Q (3108.952384 sec): 3 clusters Score: Raw -1101988.550520 + Penalty 2949.925773 = -1099038.624747 nChanged 46 SP:Iteration 17Q (3109.011468 sec): 3 clusters Score: Raw -1101999.446516 + Penalty 2949.925773 = -1099049.520743 nChanged 50 SP:Iteration 18Q (3109.074561 sec): 3 clusters Score: Raw -1102010.532203 + Penalty 2949.925773 = -1099060.606429 nChanged 50 SP:Iteration 19Q (3109.124821 sec): 3 clusters Score: Raw -1102021.467529 + Penalty 2949.925773 = -1099071.541755 nChanged 50 SP:Iteration 20F (3109.180035 sec): 3 clusters Score: Raw -1102035.151832 + Penalty 2949.925773 = -1099085.226059 nChanged 50 SP:Iteration 21Q (3109.226132 sec): 3 clusters Score: Raw -1102045.662986 + Penalty 2949.925773 = -1099095.737212 nChanged 50 SP:Iteration 22Q (3109.286212 sec): 3 clusters Score: Raw -1102054.222024 + Penalty 2949.925773 = -1099104.296251 nChanged 29 SP:Iteration 23Q (3109.348215 sec): 3 clusters Score: Raw -1102058.822402 + Penalty 2949.925773 = -1099108.896628 nChanged 31 SP:Iteration 24Q (3109.411922 sec): 3 clusters Score: Raw -1102064.809553 + Penalty 2949.925773 = -1099114.883780 nChanged 37 SP:Iteration 25Q (3109.469301 sec): 3 clusters Score: Raw -1102072.427641 + Penalty 2949.925773 = -1099122.501868 nChanged 44 SP:Iteration 26Q (3109.535423 sec): 3 clusters Score: Raw -1102081.693363 + Penalty 2949.925773 = -1099131.767589 nChanged 41 SP:Iteration 27Q (3109.586178 sec): 3 clusters Score: Raw -1102088.716508 + Penalty 2949.925773 = -1099138.790735 nChanged 32 SP:Iteration 28Q (3109.651675 sec): 3 clusters Score: Raw -1102093.955600 + Penalty 2949.925773 = -1099144.029827 nChanged 34 SP:Iteration 29Q (3109.707669 sec): 3 clusters Score: Raw -1102100.384440 + Penalty 2949.925773 = -1099150.458667 nChanged 32 SP:Iteration 30Q (3109.755889 sec): 3 clusters Score: Raw -1102106.220045 + Penalty 2949.925773 = -1099156.294272 nChanged 26 SP:Iteration 31Q (3109.819728 sec): 3 clusters Score: Raw -1102112.312492 + Penalty 2949.925773 = -1099162.386719 nChanged 32 SP:Iteration 32Q (3109.873764 sec): 3 clusters Score: Raw -1102118.173327 + Penalty 2949.925773 = -1099168.247553 nChanged 27 SP:Iteration 33Q (3109.935672 sec): 3 clusters Score: Raw -1102122.507928 + Penalty 2949.925773 = -1099172.582155 nChanged 31 SP:Iteration 34Q (3109.991117 sec): 3 clusters Score: Raw -1102127.237876 + Penalty 2949.925773 = -1099177.312103 nChanged 23 SP:Iteration 35Q (3110.056216 sec): 3 clusters Score: Raw -1102131.366646 + Penalty 2949.925773 = -1099181.440873 nChanged 28 SP:Iteration 36Q (3110.109804 sec): 3 clusters Score: Raw -1102135.706600 + Penalty 2949.925773 = -1099185.780826 nChanged 25 SP:Iteration 37Q (3110.171774 sec): 3 clusters Score: Raw -1102138.770222 + Penalty 2949.925773 = -1099188.844449 nChanged 20 SP:Iteration 38Q (3110.233101 sec): 3 clusters Score: Raw -1102141.197322 + Penalty 2949.925773 = -1099191.271548 nChanged 16 SP:Iteration 39Q (3110.285181 sec): 3 clusters Score: Raw -1102143.032555 + Penalty 2949.925773 = -1099193.106782 nChanged 13 SP:Iteration 40F (3110.343040 sec): 3 clusters Score: Raw -1102144.812079 + Penalty 2949.925773 = -1099194.886306 nChanged 15 SP:Iteration 41Q (3110.402473 sec): 3 clusters Score: Raw -1102146.630211 + Penalty 2949.925773 = -1099196.704437 nChanged 17 SP:Iteration 42Q (3110.467928 sec): 3 clusters Score: Raw -1102149.178639 + Penalty 2949.925773 = -1099199.252865 nChanged 19 SP:Iteration 43Q (3110.513071 sec): 3 clusters Score: Raw -1102152.146044 + Penalty 2949.925773 = -1099202.220271 nChanged 16 SP:Iteration 44Q (3110.565454 sec): 3 clusters Score: Raw -1102154.915179 + Penalty 2949.925773 = -1099204.989406 nChanged 17 SP:Iteration 45Q (3110.628741 sec): 3 clusters Score: Raw -1102157.780314 + Penalty 2949.925773 = -1099207.854541 nChanged 15 SP:Iteration 46Q (3110.679729 sec): 3 clusters Score: Raw -1102159.780145 + Penalty 2949.925773 = -1099209.854371 nChanged 13 SP:Iteration 47Q (3110.736145 sec): 3 clusters Score: Raw -1102161.483159 + Penalty 2949.925773 = -1099211.557385 nChanged 11 SP:Iteration 48Q (3110.794243 sec): 3 clusters Score: Raw -1102163.341572 + Penalty 2949.925773 = -1099213.415799 nChanged 12 SP:Iteration 49Q (3110.855874 sec): 3 clusters Score: Raw -1102164.960865 + Penalty 2949.925773 = -1099215.035092 nChanged 11 SP:Iteration 50Q (3110.921738 sec): 3 clusters Score: Raw -1102166.337814 + Penalty 2949.925773 = -1099216.412041 nChanged 17 SP:Iteration 51Q (3110.967335 sec): 3 clusters Score: Raw -1102169.235162 + Penalty 2949.925773 = -1099219.309389 nChanged 16 SP:Iteration 52Q (3111.024949 sec): 3 clusters Score: Raw -1102171.607396 + Penalty 2949.925773 = -1099221.681622 nChanged 12 SP:Iteration 53Q (3111.081276 sec): 3 clusters Score: Raw -1102173.156989 + Penalty 2949.925773 = -1099223.231216 nChanged 8 SP:Iteration 54Q (3111.142591 sec): 3 clusters Score: Raw -1102174.448712 + Penalty 2949.925773 = -1099224.522939 nChanged 10 SP:Iteration 55Q (3111.180023 sec): 3 clusters Score: Raw -1102175.719530 + Penalty 2949.925773 = -1099225.793757 nChanged 11 SP:Iteration 56Q (3111.239225 sec): 3 clusters Score: Raw -1102177.155552 + Penalty 2949.925773 = -1099227.229779 nChanged 13 SP:Iteration 57Q (3111.309241 sec): 3 clusters Score: Raw -1102178.471306 + Penalty 2949.925773 = -1099228.545533 nChanged 15 SP:Iteration 58Q (3111.358346 sec): 3 clusters Score: Raw -1102179.797745 + Penalty 2949.925773 = -1099229.871972 nChanged 10 SP:Iteration 59Q (3111.421946 sec): 3 clusters Score: Raw -1102181.088723 + Penalty 2949.925773 = -1099231.162949 nChanged 8 SP:Iteration 60F (3111.476315 sec): 3 clusters Score: Raw -1102182.477753 + Penalty 2949.925773 = -1099232.551980 nChanged 9 SP:Iteration 61Q (3111.538752 sec): 3 clusters Score: Raw -1102183.832553 + Penalty 2949.925773 = -1099233.906780 nChanged 11 SP:Iteration 62Q (3111.581686 sec): 3 clusters Score: Raw -1102185.099004 + Penalty 2949.925773 = -1099235.173231 nChanged 7 SP:Iteration 63Q (3111.646833 sec): 3 clusters Score: Raw -1102185.847743 + Penalty 2949.925773 = -1099235.921970 nChanged 4 SP:Iteration 64Q (3111.697600 sec): 3 clusters Score: Raw -1102186.165142 + Penalty 2949.925773 = -1099236.239369 nChanged 4 SP:Iteration 65Q (3111.757111 sec): 3 clusters Score: Raw -1102186.654780 + Penalty 2949.925773 = -1099236.729006 nChanged 5 SP:Iteration 66Q (3111.815029 sec): 3 clusters Score: Raw -1102187.360403 + Penalty 2949.925773 = -1099237.434630 nChanged 6 SP:Iteration 67Q (3111.864681 sec): 3 clusters Score: Raw -1102188.603629 + Penalty 2949.925773 = -1099238.677856 nChanged 8 SP:Iteration 68Q (3111.919251 sec): 3 clusters Score: Raw -1102189.440947 + Penalty 2949.925773 = -1099239.515174 nChanged 11 SP:Iteration 69Q (3111.982400 sec): 3 clusters Score: Raw -1102190.706715 + Penalty 2949.925773 = -1099240.780942 nChanged 7 SP:Iteration 70Q (3112.032631 sec): 3 clusters Score: Raw -1102191.296264 + Penalty 2949.925773 = -1099241.370491 nChanged 6 SP:Iteration 71Q (3112.091941 sec): 3 clusters Score: Raw -1102191.984789 + Penalty 2949.925773 = -1099242.059015 nChanged 4 SP:Iteration 72Q (3112.164004 sec): 3 clusters Score: Raw -1102192.334044 + Penalty 2949.925773 = -1099242.408271 nChanged 3 SP:Iteration 73Q (3112.224303 sec): 3 clusters Score: Raw -1102192.752336 + Penalty 2949.925773 = -1099242.826563 nChanged 1 SP:Iteration 74Q (3112.270816 sec): 3 clusters Score: Raw -1102192.815823 + Penalty 2949.925773 = -1099242.890050 nChanged 0 SP:Iteration 75F (3112.332295 sec): 3 clusters Score: Raw -1102192.815823 + Penalty 2949.925773 = -1099242.890050 nChanged 0 Trying to split cluster 38 (6697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3112.374040 sec): 2 clusters Score: Raw -838467.576021 + Penalty 1431.529928 = -837036.046093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3112.420419 sec): 3 clusters Score: Raw -834888.523213 + Penalty 2863.059857 = -832025.463356 nChanged 2738 SP:Iteration 1F (3112.476424 sec): 3 clusters Score: Raw -836472.453262 + Penalty 2863.059857 = -833609.393405 nChanged 574 SP:Iteration 2F (3112.534623 sec): 3 clusters Score: Raw -836932.573564 + Penalty 2863.059857 = -834069.513707 nChanged 520 SP:Iteration 3F (3112.600083 sec): 3 clusters Score: Raw -837389.524382 + Penalty 2863.059857 = -834526.464526 nChanged 524 SP:Iteration 4F (3112.657646 sec): 3 clusters Score: Raw -837871.100582 + Penalty 2863.059857 = -835008.040725 nChanged 501 SP:Iteration 5F (3112.700696 sec): 3 clusters Score: Raw -838298.524932 + Penalty 2863.059857 = -835435.465075 nChanged 448 SP:Iteration 6F (3112.756539 sec): 3 clusters Score: Raw -838643.042710 + Penalty 2863.059857 = -835779.982853 nChanged 328 SP:Iteration 7Q (3112.816443 sec): 3 clusters Score: Raw -838884.010617 + Penalty 2863.059857 = -836020.950760 nChanged 219 SP:Iteration 8Q (3112.845932 sec): 3 clusters Score: Raw -839044.007283 + Penalty 2863.059857 = -836180.947426 nChanged 168 SP:Iteration 9Q (3112.902221 sec): 3 clusters Score: Raw -839154.330307 + Penalty 2863.059857 = -836291.270450 nChanged 133 SP:Iteration 10Q (3112.969858 sec): 3 clusters Score: Raw -839235.818384 + Penalty 2863.059857 = -836372.758527 nChanged 100 SP:Iteration 11Q (3113.015414 sec): 3 clusters Score: Raw -839287.211105 + Penalty 2863.059857 = -836424.151248 nChanged 81 SP:Iteration 12Q (3113.071958 sec): 3 clusters Score: Raw -839328.493787 + Penalty 2863.059857 = -836465.433930 nChanged 66 SP:Iteration 13Q (3113.131742 sec): 3 clusters Score: Raw -839358.257780 + Penalty 2863.059857 = -836495.197924 nChanged 48 SP:Iteration 14Q (3113.177279 sec): 3 clusters Score: Raw -839376.601208 + Penalty 2863.059857 = -836513.541351 nChanged 35 SP:Iteration 15Q (3113.235765 sec): 3 clusters Score: Raw -839389.756964 + Penalty 2863.059857 = -836526.697107 nChanged 29 SP:Iteration 16Q (3113.293723 sec): 3 clusters Score: Raw -839400.316216 + Penalty 2863.059857 = -836537.256359 nChanged 31 SP:Iteration 17Q (3113.350590 sec): 3 clusters Score: Raw -839411.801316 + Penalty 2863.059857 = -836548.741459 nChanged 31 SP:Iteration 18Q (3113.401897 sec): 3 clusters Score: Raw -839423.543384 + Penalty 2863.059857 = -836560.483527 nChanged 21 SP:Iteration 19Q (3113.457990 sec): 3 clusters Score: Raw -839432.583621 + Penalty 2863.059857 = -836569.523765 nChanged 23 SP:Iteration 20F (3113.528340 sec): 3 clusters Score: Raw -839445.183982 + Penalty 2863.059857 = -836582.124126 nChanged 22 SP:Iteration 21Q (3113.564248 sec): 3 clusters Score: Raw -839457.300629 + Penalty 2863.059857 = -836594.240772 nChanged 29 SP:Iteration 22Q (3113.619090 sec): 3 clusters Score: Raw -839470.868518 + Penalty 2863.059857 = -836607.808661 nChanged 21 SP:Iteration 23Q (3113.664198 sec): 3 clusters Score: Raw -839479.351265 + Penalty 2863.059857 = -836616.291408 nChanged 22 SP:Iteration 24Q (3113.720303 sec): 3 clusters Score: Raw -839488.320971 + Penalty 2863.059857 = -836625.261114 nChanged 12 SP:Iteration 25Q (3113.771593 sec): 3 clusters Score: Raw -839494.560237 + Penalty 2863.059857 = -836631.500380 nChanged 6 SP:Iteration 26Q (3113.827389 sec): 3 clusters Score: Raw -839496.370864 + Penalty 2863.059857 = -836633.311008 nChanged 4 SP:Iteration 27Q (3113.881872 sec): 3 clusters Score: Raw -839497.038172 + Penalty 2863.059857 = -836633.978315 nChanged 2 SP:Iteration 28Q (3113.930943 sec): 3 clusters Score: Raw -839497.616961 + Penalty 2863.059857 = -836634.557104 nChanged 1 SP:Iteration 29Q (3113.987955 sec): 3 clusters Score: Raw -839498.501338 + Penalty 2863.059857 = -836635.441481 nChanged 2 SP:Iteration 30Q (3114.042838 sec): 3 clusters Score: Raw -839499.216362 + Penalty 2863.059857 = -836636.156506 nChanged 2 SP:Iteration 31Q (3114.102243 sec): 3 clusters Score: Raw -839499.438469 + Penalty 2863.059857 = -836636.378613 nChanged 1 SP:Iteration 32Q (3114.149176 sec): 3 clusters Score: Raw -839500.333377 + Penalty 2863.059857 = -836637.273520 nChanged 2 SP:Iteration 33Q (3114.210033 sec): 3 clusters Score: Raw -839500.720603 + Penalty 2863.059857 = -836637.660746 nChanged 1 SP:Iteration 34Q (3114.256251 sec): 3 clusters Score: Raw -839500.983363 + Penalty 2863.059857 = -836637.923506 nChanged 1 SP:Iteration 35Q (3114.307494 sec): 3 clusters Score: Raw -839501.340709 + Penalty 2863.059857 = -836638.280852 nChanged 1 SP:Iteration 36Q (3114.369719 sec): 3 clusters Score: Raw -839501.448630 + Penalty 2863.059857 = -836638.388774 nChanged 0 SP:Iteration 37F (3114.416034 sec): 3 clusters Score: Raw -839501.448630 + Penalty 2863.059857 = -836638.388774 nChanged 0 Trying to split cluster 39 (32919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3114.494267 sec): 2 clusters Score: Raw -4117636.476952 + Penalty 1690.293358 = -4115946.183594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3114.577287 sec): 3 clusters Score: Raw -4097149.537582 + Penalty 3380.586715 = -4093768.950867 nChanged 15264 SP:Iteration 1F (3114.685761 sec): 3 clusters Score: Raw -4106543.140278 + Penalty 3380.586715 = -4103162.553563 nChanged 2126 SP:Iteration 2F (3114.772079 sec): 3 clusters Score: Raw -4107706.788956 + Penalty 3380.586715 = -4104326.202240 nChanged 2161 SP:Iteration 3F (3114.870539 sec): 3 clusters Score: Raw -4108992.031377 + Penalty 3380.586715 = -4105611.444661 nChanged 2160 SP:Iteration 4F (3114.971967 sec): 3 clusters Score: Raw -4110335.220996 + Penalty 3380.586715 = -4106954.634281 nChanged 2030 SP:Iteration 5F (3115.061927 sec): 3 clusters Score: Raw -4111649.897514 + Penalty 3380.586715 = -4108269.310799 nChanged 1793 SP:Iteration 6F (3115.158445 sec): 3 clusters Score: Raw -4112913.388525 + Penalty 3380.586715 = -4109532.801810 nChanged 1698 SP:Iteration 7F (3115.257831 sec): 3 clusters Score: Raw -4114182.728210 + Penalty 3380.586715 = -4110802.141495 nChanged 1444 SP:Iteration 8Q (3115.346226 sec): 3 clusters Score: Raw -4115308.031014 + Penalty 3380.586715 = -4111927.444299 nChanged 1129 SP:Iteration 9Q (3115.441753 sec): 3 clusters Score: Raw -4116202.675661 + Penalty 3380.586715 = -4112822.088946 nChanged 798 SP:Iteration 10Q (3115.538132 sec): 3 clusters Score: Raw -4116799.344074 + Penalty 3380.586715 = -4113418.757358 nChanged 503 SP:Iteration 11Q (3115.636897 sec): 3 clusters Score: Raw -4117196.979338 + Penalty 3380.586715 = -4113816.392623 nChanged 316 SP:Iteration 12Q (3115.714030 sec): 3 clusters Score: Raw -4117434.505758 + Penalty 3380.586715 = -4114053.919043 nChanged 181 SP:Iteration 13Q (3115.806217 sec): 3 clusters Score: Raw -4117571.019111 + Penalty 3380.586715 = -4114190.432396 nChanged 119 SP:Iteration 14Q (3115.893066 sec): 3 clusters Score: Raw -4117669.305067 + Penalty 3380.586715 = -4114288.718352 nChanged 73 SP:Iteration 15Q (3115.972337 sec): 3 clusters Score: Raw -4117714.213535 + Penalty 3380.586715 = -4114333.626820 nChanged 46 SP:Iteration 16Q (3116.056193 sec): 3 clusters Score: Raw -4117746.237405 + Penalty 3380.586715 = -4114365.650690 nChanged 41 SP:Iteration 17Q (3116.140136 sec): 3 clusters Score: Raw -4117772.619031 + Penalty 3380.586715 = -4114392.032316 nChanged 31 SP:Iteration 18Q (3116.203012 sec): 3 clusters Score: Raw -4117791.641774 + Penalty 3380.586715 = -4114411.055058 nChanged 26 SP:Iteration 19Q (3116.295955 sec): 3 clusters Score: Raw -4117810.181940 + Penalty 3380.586715 = -4114429.595224 nChanged 19 SP:Iteration 20F (3116.391965 sec): 3 clusters Score: Raw -4117823.957897 + Penalty 3380.586715 = -4114443.371181 nChanged 12 SP:Iteration 21Q (3116.474689 sec): 3 clusters Score: Raw -4117834.147076 + Penalty 3380.586715 = -4114453.560361 nChanged 17 SP:Iteration 22Q (3116.554930 sec): 3 clusters Score: Raw -4117844.772813 + Penalty 3380.586715 = -4114464.186098 nChanged 10 SP:Iteration 23Q (3116.626980 sec): 3 clusters Score: Raw -4117850.100077 + Penalty 3380.586715 = -4114469.513362 nChanged 11 SP:Iteration 24Q (3116.716339 sec): 3 clusters Score: Raw -4117855.152800 + Penalty 3380.586715 = -4114474.566085 nChanged 8 SP:Iteration 25Q (3116.795456 sec): 3 clusters Score: Raw -4117861.028379 + Penalty 3380.586715 = -4114480.441664 nChanged 6 SP:Iteration 26Q (3116.878002 sec): 3 clusters Score: Raw -4117863.853898 + Penalty 3380.586715 = -4114483.267183 nChanged 3 SP:Iteration 27Q (3116.946871 sec): 3 clusters Score: Raw -4117865.315009 + Penalty 3380.586715 = -4114484.728294 nChanged 3 SP:Iteration 28Q (3117.039695 sec): 3 clusters Score: Raw -4117866.175752 + Penalty 3380.586715 = -4114485.589037 nChanged 0 SP:Iteration 29F (3117.128563 sec): 3 clusters Score: Raw -4117866.175752 + Penalty 3380.586715 = -4114485.589037 nChanged 0 Iteration 219Q (3124.190516 sec): 40 clusters Score: Raw -84140462.727502 + Penalty 85183.316683 = -84055279.410819 nChanged 30 Iteration 220F (3141.464680 sec): 40 clusters Score: Raw -84140463.182167 + Penalty 85183.316683 = -84055279.865484 nChanged 27 Iteration 221Q (3148.594735 sec): 40 clusters Score: Raw -84140463.558519 + Penalty 85183.316683 = -84055280.241836 nChanged 28 Iteration 222Q (3155.760257 sec): 40 clusters Score: Raw -84140464.028057 + Penalty 85183.316683 = -84055280.711375 nChanged 32 Iteration 223Q (3162.991092 sec): 40 clusters Score: Raw -84140464.442870 + Penalty 85183.316683 = -84055281.126187 nChanged 17 Iteration 224Q (3170.144512 sec): 40 clusters Score: Raw -84140464.799170 + Penalty 85183.316683 = -84055281.482488 nChanged 19 Iteration 225Q (3177.476949 sec): 40 clusters Score: Raw -84140465.316896 + Penalty 85183.316683 = -84055282.000213 nChanged 23 Iteration 226Q (3184.725987 sec): 40 clusters Score: Raw -84140466.005624 + Penalty 85183.316683 = -84055282.688941 nChanged 23 Iteration 227Q (3192.219583 sec): 40 clusters Score: Raw -84140467.172518 + Penalty 85183.316683 = -84055283.855835 nChanged 20 Iteration 228Q (3199.827318 sec): 40 clusters Score: Raw -84140468.161126 + Penalty 85183.316683 = -84055284.844443 nChanged 28 Iteration 229Q (3207.364515 sec): 40 clusters Score: Raw -84140469.186695 + Penalty 85183.316683 = -84055285.870012 nChanged 26 Iteration 230Q (3214.911937 sec): 40 clusters Score: Raw -84140469.888759 + Penalty 85183.316683 = -84055286.572076 nChanged 24 Iteration 231Q (3222.439758 sec): 40 clusters Score: Raw -84140470.658293 + Penalty 85183.316683 = -84055287.341611 nChanged 21 Iteration 232Q (3229.845469 sec): 40 clusters Score: Raw -84140471.203343 + Penalty 85183.316683 = -84055287.886660 nChanged 22 Iteration 233Q (3237.340796 sec): 40 clusters Score: Raw -84140471.720362 + Penalty 85183.316683 = -84055288.403680 nChanged 19 Iteration 234Q (3244.589987 sec): 40 clusters Score: Raw -84140472.094686 + Penalty 85183.316683 = -84055288.778003 nChanged 13 Iteration 235Q (3251.606618 sec): 40 clusters Score: Raw -84140472.457004 + Penalty 85183.316683 = -84055289.140322 nChanged 8 Iteration 236Q (3258.929274 sec): 40 clusters Score: Raw -84140472.577535 + Penalty 85183.316683 = -84055289.260852 nChanged 7 Iteration 237Q (3266.296652 sec): 40 clusters Score: Raw -84140472.703966 + Penalty 85183.316683 = -84055289.387284 nChanged 3 Iteration 238Q (3273.641497 sec): 40 clusters Score: Raw -84140472.755771 + Penalty 85183.316683 = -84055289.439088 nChanged 2 Iteration 239Q (3281.055856 sec): 40 clusters Score: Raw -84140472.794025 + Penalty 85183.316683 = -84055289.477342 nChanged 1 Iteration 240F (3297.344594 sec): 40 clusters Score: Raw -84140472.808927 + Penalty 85183.316683 = -84055289.492244 nChanged 3 Iteration 241Q (3304.820964 sec): 40 clusters Score: Raw -84140472.876586 + Penalty 85183.316683 = -84055289.559904 nChanged 0 Iteration 242F (3321.100498 sec): 40 clusters Score: Raw -84140472.876586 + Penalty 85183.316683 = -84055289.559904 nChanged 0 Compute initial score before splitting: Score: Raw -84140472.876586 + Penalty 85183.316683 = -84055289.559904 Trying to split cluster 1 (3181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.242237 sec): 2 clusters Score: Raw -380515.101731 + Penalty 1310.554520 = -379204.547211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.294285 sec): 3 clusters Score: Raw -378992.334598 + Penalty 2621.109040 = -376371.225558 nChanged 1230 SP:Iteration 1F (3321.339799 sec): 3 clusters Score: Raw -379786.633838 + Penalty 2621.109040 = -377165.524798 nChanged 300 SP:Iteration 2F (3321.391517 sec): 3 clusters Score: Raw -380122.115974 + Penalty 2621.109040 = -377501.006934 nChanged 269 SP:Iteration 3F (3321.443260 sec): 3 clusters Score: Raw -380467.544684 + Penalty 2621.109040 = -377846.435644 nChanged 229 SP:Iteration 4F (3321.492958 sec): 3 clusters Score: Raw -380790.415589 + Penalty 2621.109040 = -378169.306549 nChanged 242 SP:Iteration 5F (3321.545137 sec): 3 clusters Score: Raw -381163.344805 + Penalty 2621.109040 = -378542.235765 nChanged 213 SP:Iteration 6F (3321.601366 sec): 3 clusters Score: Raw -381426.532595 + Penalty 2621.109040 = -378805.423555 nChanged 153 SP:Iteration 7Q (3321.652024 sec): 3 clusters Score: Raw -381596.297367 + Penalty 2621.109040 = -378975.188327 nChanged 121 SP:Iteration 8Q (3321.698240 sec): 3 clusters Score: Raw -381695.866253 + Penalty 2621.109040 = -379074.757214 nChanged 53 SP:Iteration 9Q (3321.749519 sec): 3 clusters Score: Raw -381732.628533 + Penalty 2621.109040 = -379111.519493 nChanged 35 SP:Iteration 10Q (3321.802713 sec): 3 clusters Score: Raw -381755.470343 + Penalty 2621.109040 = -379134.361303 nChanged 24 SP:Iteration 11Q (3321.854630 sec): 3 clusters Score: Raw -381772.474878 + Penalty 2621.109040 = -379151.365838 nChanged 15 SP:Iteration 12Q (3321.891483 sec): 3 clusters Score: Raw -381778.799046 + Penalty 2621.109040 = -379157.690006 nChanged 13 SP:Iteration 13Q (3321.945076 sec): 3 clusters Score: Raw -381784.317880 + Penalty 2621.109040 = -379163.208840 nChanged 7 SP:Iteration 14Q (3321.993504 sec): 3 clusters Score: Raw -381786.786629 + Penalty 2621.109040 = -379165.677590 nChanged 3 SP:Iteration 15Q (3322.042932 sec): 3 clusters Score: Raw -381788.043128 + Penalty 2621.109040 = -379166.934088 nChanged 1 SP:Iteration 16Q (3322.091716 sec): 3 clusters Score: Raw -381788.162284 + Penalty 2621.109040 = -379167.053244 nChanged 1 SP:Iteration 17Q (3322.141254 sec): 3 clusters Score: Raw -381788.345514 + Penalty 2621.109040 = -379167.236474 nChanged 2 SP:Iteration 18Q (3322.189468 sec): 3 clusters Score: Raw -381788.860124 + Penalty 2621.109040 = -379167.751084 nChanged 1 SP:Iteration 19Q (3322.241612 sec): 3 clusters Score: Raw -381789.226782 + Penalty 2621.109040 = -379168.117742 nChanged 1 SP:Iteration 20F (3322.288314 sec): 3 clusters Score: Raw -381789.412619 + Penalty 2621.109040 = -379168.303579 nChanged 2 SP:Iteration 21Q (3322.336410 sec): 3 clusters Score: Raw -381789.651193 + Penalty 2621.109040 = -379168.542154 nChanged 2 SP:Iteration 22Q (3322.384208 sec): 3 clusters Score: Raw -381790.443511 + Penalty 2621.109040 = -379169.334472 nChanged 1 SP:Iteration 23Q (3322.428278 sec): 3 clusters Score: Raw -381790.914983 + Penalty 2621.109040 = -379169.805943 nChanged 1 SP:Iteration 24Q (3322.481618 sec): 3 clusters Score: Raw -381791.390763 + Penalty 2621.109040 = -379170.281723 nChanged 2 SP:Iteration 25Q (3322.533717 sec): 3 clusters Score: Raw -381792.227673 + Penalty 2621.109040 = -379171.118634 nChanged 3 SP:Iteration 26Q (3322.573300 sec): 3 clusters Score: Raw -381793.042578 + Penalty 2621.109040 = -379171.933538 nChanged 1 SP:Iteration 27Q (3322.625799 sec): 3 clusters Score: Raw -381793.236158 + Penalty 2621.109040 = -379172.127118 nChanged 0 SP:Iteration 28F (3322.676275 sec): 3 clusters Score: Raw -381793.236158 + Penalty 2621.109040 = -379172.127118 nChanged 0 Trying to split cluster 2 (17153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3322.724105 sec): 2 clusters Score: Raw -2019965.065939 + Penalty 1584.363359 = -2018380.702580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3322.800840 sec): 3 clusters Score: Raw -2009888.281937 + Penalty 3168.726718 = -2006719.555219 nChanged 7659 SP:Iteration 1F (3322.876240 sec): 3 clusters Score: Raw -2014314.232091 + Penalty 3168.726718 = -2011145.505372 nChanged 1140 SP:Iteration 2F (3322.941260 sec): 3 clusters Score: Raw -2014978.691793 + Penalty 3168.726718 = -2011809.965075 nChanged 1122 SP:Iteration 3F (3323.022075 sec): 3 clusters Score: Raw -2015689.681834 + Penalty 3168.726718 = -2012520.955115 nChanged 1124 SP:Iteration 4F (3323.098319 sec): 3 clusters Score: Raw -2016405.755559 + Penalty 3168.726718 = -2013237.028840 nChanged 1026 SP:Iteration 5F (3323.162180 sec): 3 clusters Score: Raw -2017028.129462 + Penalty 3168.726718 = -2013859.402743 nChanged 878 SP:Iteration 6F (3323.235526 sec): 3 clusters Score: Raw -2017540.650426 + Penalty 3168.726718 = -2014371.923707 nChanged 751 SP:Iteration 7Q (3323.299248 sec): 3 clusters Score: Raw -2017969.148728 + Penalty 3168.726718 = -2014800.422010 nChanged 632 SP:Iteration 8Q (3323.364314 sec): 3 clusters Score: Raw -2018357.286948 + Penalty 3168.726718 = -2015188.560230 nChanged 583 SP:Iteration 9Q (3323.443902 sec): 3 clusters Score: Raw -2018754.648517 + Penalty 3168.726718 = -2015585.921799 nChanged 557 SP:Iteration 10Q (3323.510320 sec): 3 clusters Score: Raw -2019076.342863 + Penalty 3168.726718 = -2015907.616145 nChanged 490 SP:Iteration 11Q (3323.582386 sec): 3 clusters Score: Raw -2019323.265426 + Penalty 3168.726718 = -2016154.538708 nChanged 384 SP:Iteration 12Q (3323.654908 sec): 3 clusters Score: Raw -2019523.714584 + Penalty 3168.726718 = -2016354.987866 nChanged 339 SP:Iteration 13Q (3323.719676 sec): 3 clusters Score: Raw -2019686.322491 + Penalty 3168.726718 = -2016517.595772 nChanged 285 SP:Iteration 14Q (3323.801373 sec): 3 clusters Score: Raw -2019823.006152 + Penalty 3168.726718 = -2016654.279434 nChanged 266 SP:Iteration 15Q (3323.864937 sec): 3 clusters Score: Raw -2019934.637451 + Penalty 3168.726718 = -2016765.910733 nChanged 226 SP:Iteration 16Q (3323.905905 sec): 3 clusters Score: Raw -2020025.291476 + Penalty 3168.726718 = -2016856.564757 nChanged 213 SP:Iteration 17Q (3323.967263 sec): 3 clusters Score: Raw -2020121.739420 + Penalty 3168.726718 = -2016953.012702 nChanged 184 SP:Iteration 18Q (3324.029014 sec): 3 clusters Score: Raw -2020199.787597 + Penalty 3168.726718 = -2017031.060878 nChanged 186 SP:Iteration 19Q (3324.084736 sec): 3 clusters Score: Raw -2020283.383946 + Penalty 3168.726718 = -2017114.657228 nChanged 167 SP:Iteration 20F (3324.155770 sec): 3 clusters Score: Raw -2020352.772034 + Penalty 3168.726718 = -2017184.045315 nChanged 143 SP:Iteration 21Q (3324.223772 sec): 3 clusters Score: Raw -2020415.237059 + Penalty 3168.726718 = -2017246.510341 nChanged 119 SP:Iteration 22Q (3324.298517 sec): 3 clusters Score: Raw -2020469.529278 + Penalty 3168.726718 = -2017300.802560 nChanged 111 SP:Iteration 23Q (3324.361846 sec): 3 clusters Score: Raw -2020525.117537 + Penalty 3168.726718 = -2017356.390819 nChanged 113 SP:Iteration 24Q (3324.432920 sec): 3 clusters Score: Raw -2020577.792659 + Penalty 3168.726718 = -2017409.065941 nChanged 101 SP:Iteration 25Q (3324.514703 sec): 3 clusters Score: Raw -2020611.558914 + Penalty 3168.726718 = -2017442.832196 nChanged 72 SP:Iteration 26Q (3324.573683 sec): 3 clusters Score: Raw -2020640.491755 + Penalty 3168.726718 = -2017471.765037 nChanged 94 SP:Iteration 27Q (3324.652331 sec): 3 clusters Score: Raw -2020684.604614 + Penalty 3168.726718 = -2017515.877896 nChanged 97 SP:Iteration 28Q (3324.726851 sec): 3 clusters Score: Raw -2020732.112707 + Penalty 3168.726718 = -2017563.385989 nChanged 93 SP:Iteration 29Q (3324.790216 sec): 3 clusters Score: Raw -2020778.643408 + Penalty 3168.726718 = -2017609.916690 nChanged 90 SP:Iteration 30Q (3324.864446 sec): 3 clusters Score: Raw -2020819.118025 + Penalty 3168.726718 = -2017650.391306 nChanged 79 SP:Iteration 31Q (3324.943936 sec): 3 clusters Score: Raw -2020843.127730 + Penalty 3168.726718 = -2017674.401011 nChanged 70 SP:Iteration 32Q (3325.020870 sec): 3 clusters Score: Raw -2020861.606644 + Penalty 3168.726718 = -2017692.879925 nChanged 56 SP:Iteration 33Q (3325.094225 sec): 3 clusters Score: Raw -2020874.223323 + Penalty 3168.726718 = -2017705.496605 nChanged 44 SP:Iteration 34Q (3325.167840 sec): 3 clusters Score: Raw -2020888.383613 + Penalty 3168.726718 = -2017719.656895 nChanged 41 SP:Iteration 35Q (3325.239207 sec): 3 clusters Score: Raw -2020902.748569 + Penalty 3168.726718 = -2017734.021851 nChanged 49 SP:Iteration 36Q (3325.304292 sec): 3 clusters Score: Raw -2020916.264034 + Penalty 3168.726718 = -2017747.537316 nChanged 41 SP:Iteration 37Q (3325.370354 sec): 3 clusters Score: Raw -2020930.272930 + Penalty 3168.726718 = -2017761.546211 nChanged 44 SP:Iteration 38Q (3325.437854 sec): 3 clusters Score: Raw -2020952.031939 + Penalty 3168.726718 = -2017783.305220 nChanged 49 SP:Iteration 39Q (3325.507214 sec): 3 clusters Score: Raw -2020968.860193 + Penalty 3168.726718 = -2017800.133474 nChanged 42 SP:Iteration 40F (3325.569929 sec): 3 clusters Score: Raw -2020983.882302 + Penalty 3168.726718 = -2017815.155583 nChanged 37 SP:Iteration 41Q (3325.648552 sec): 3 clusters Score: Raw -2020998.060164 + Penalty 3168.726718 = -2017829.333446 nChanged 34 SP:Iteration 42Q (3325.724671 sec): 3 clusters Score: Raw -2021004.499169 + Penalty 3168.726718 = -2017835.772451 nChanged 26 SP:Iteration 43Q (3325.786736 sec): 3 clusters Score: Raw -2021009.764257 + Penalty 3168.726718 = -2017841.037539 nChanged 20 SP:Iteration 44Q (3325.859980 sec): 3 clusters Score: Raw -2021012.699545 + Penalty 3168.726718 = -2017843.972826 nChanged 9 SP:Iteration 45Q (3325.932680 sec): 3 clusters Score: Raw -2021014.126474 + Penalty 3168.726718 = -2017845.399756 nChanged 6 SP:Iteration 46Q (3326.006685 sec): 3 clusters Score: Raw -2021015.097326 + Penalty 3168.726718 = -2017846.370607 nChanged 4 SP:Iteration 47Q (3326.077261 sec): 3 clusters Score: Raw -2021015.527253 + Penalty 3168.726718 = -2017846.800535 nChanged 2 SP:Iteration 48Q (3326.155776 sec): 3 clusters Score: Raw -2021015.770609 + Penalty 3168.726718 = -2017847.043891 nChanged 2 SP:Iteration 49Q (3326.227328 sec): 3 clusters Score: Raw -2021016.597608 + Penalty 3168.726718 = -2017847.870890 nChanged 2 SP:Iteration 50Q (3326.293883 sec): 3 clusters Score: Raw -2021016.957909 + Penalty 3168.726718 = -2017848.231190 nChanged 2 SP:Iteration 51Q (3326.353631 sec): 3 clusters Score: Raw -2021017.360856 + Penalty 3168.726718 = -2017848.634138 nChanged 1 SP:Iteration 52Q (3326.430495 sec): 3 clusters Score: Raw -2021017.503440 + Penalty 3168.726718 = -2017848.776722 nChanged 2 SP:Iteration 53Q (3326.504739 sec): 3 clusters Score: Raw -2021017.684029 + Penalty 3168.726718 = -2017848.957311 nChanged 3 SP:Iteration 54Q (3326.573127 sec): 3 clusters Score: Raw -2021017.948739 + Penalty 3168.726718 = -2017849.222021 nChanged 2 SP:Iteration 55Q (3326.617724 sec): 3 clusters Score: Raw -2021018.342959 + Penalty 3168.726718 = -2017849.616240 nChanged 6 SP:Iteration 56Q (3326.697043 sec): 3 clusters Score: Raw -2021019.425999 + Penalty 3168.726718 = -2017850.699280 nChanged 3 SP:Iteration 57Q (3326.757195 sec): 3 clusters Score: Raw -2021019.801617 + Penalty 3168.726718 = -2017851.074898 nChanged 1 SP:Iteration 58Q (3326.807617 sec): 3 clusters Score: Raw -2021020.038513 + Penalty 3168.726718 = -2017851.311795 nChanged 2 SP:Iteration 59Q (3326.857393 sec): 3 clusters Score: Raw -2021020.314254 + Penalty 3168.726718 = -2017851.587536 nChanged 1 SP:Iteration 60F (3326.934997 sec): 3 clusters Score: Raw -2021020.458517 + Penalty 3168.726718 = -2017851.731799 nChanged 0 Trying to split cluster 3 (58039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3327.030620 sec): 2 clusters Score: Raw -7389249.312402 + Penalty 1782.441453 = -7387466.870950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3327.146124 sec): 3 clusters Score: Raw -7352290.716623 + Penalty 3564.882905 = -7348725.833718 nChanged 27326 SP:Iteration 1F (3327.272031 sec): 3 clusters Score: Raw -7368412.611496 + Penalty 3564.882905 = -7364847.728591 nChanged 2914 SP:Iteration 2F (3327.403252 sec): 3 clusters Score: Raw -7369560.163294 + Penalty 3564.882905 = -7365995.280389 nChanged 3081 SP:Iteration 3F (3327.531727 sec): 3 clusters Score: Raw -7370966.598834 + Penalty 3564.882905 = -7367401.715929 nChanged 3327 SP:Iteration 4F (3327.665548 sec): 3 clusters Score: Raw -7372576.675168 + Penalty 3564.882905 = -7369011.792263 nChanged 3418 SP:Iteration 5F (3327.791859 sec): 3 clusters Score: Raw -7374267.234387 + Penalty 3564.882905 = -7370702.351481 nChanged 3193 SP:Iteration 6F (3327.929118 sec): 3 clusters Score: Raw -7375915.843294 + Penalty 3564.882905 = -7372350.960388 nChanged 3034 SP:Iteration 7F (3328.069427 sec): 3 clusters Score: Raw -7377516.769075 + Penalty 3564.882905 = -7373951.886170 nChanged 2859 SP:Iteration 8Q (3328.219937 sec): 3 clusters Score: Raw -7379046.788938 + Penalty 3564.882905 = -7375481.906032 nChanged 2628 SP:Iteration 9Q (3328.365038 sec): 3 clusters Score: Raw -7380464.340303 + Penalty 3564.882905 = -7376899.457398 nChanged 2546 SP:Iteration 10Q (3328.508543 sec): 3 clusters Score: Raw -7381878.209718 + Penalty 3564.882905 = -7378313.326813 nChanged 2395 SP:Iteration 11Q (3328.643771 sec): 3 clusters Score: Raw -7383187.765726 + Penalty 3564.882905 = -7379622.882821 nChanged 2152 SP:Iteration 12Q (3328.786290 sec): 3 clusters Score: Raw -7384222.681320 + Penalty 3564.882905 = -7380657.798415 nChanged 1754 SP:Iteration 13Q (3328.942745 sec): 3 clusters Score: Raw -7384974.871806 + Penalty 3564.882905 = -7381409.988901 nChanged 1511 SP:Iteration 14Q (3329.094242 sec): 3 clusters Score: Raw -7385518.159104 + Penalty 3564.882905 = -7381953.276199 nChanged 1195 SP:Iteration 15Q (3329.234089 sec): 3 clusters Score: Raw -7385870.268294 + Penalty 3564.882905 = -7382305.385389 nChanged 878 SP:Iteration 16Q (3329.368579 sec): 3 clusters Score: Raw -7386085.696888 + Penalty 3564.882905 = -7382520.813983 nChanged 695 SP:Iteration 17Q (3329.519244 sec): 3 clusters Score: Raw -7386246.916153 + Penalty 3564.882905 = -7382682.033248 nChanged 597 SP:Iteration 18Q (3329.657840 sec): 3 clusters Score: Raw -7386369.793126 + Penalty 3564.882905 = -7382804.910220 nChanged 506 SP:Iteration 19Q (3329.802066 sec): 3 clusters Score: Raw -7386462.311540 + Penalty 3564.882905 = -7382897.428635 nChanged 410 SP:Iteration 20F (3329.930404 sec): 3 clusters Score: Raw -7386523.980115 + Penalty 3564.882905 = -7382959.097210 nChanged 338 SP:Iteration 21Q (3330.058274 sec): 3 clusters Score: Raw -7386565.974697 + Penalty 3564.882905 = -7383001.091792 nChanged 277 SP:Iteration 22Q (3330.182642 sec): 3 clusters Score: Raw -7386595.151379 + Penalty 3564.882905 = -7383030.268474 nChanged 221 SP:Iteration 23Q (3330.318796 sec): 3 clusters Score: Raw -7386617.225820 + Penalty 3564.882905 = -7383052.342915 nChanged 225 SP:Iteration 24Q (3330.451498 sec): 3 clusters Score: Raw -7386635.084106 + Penalty 3564.882905 = -7383070.201201 nChanged 194 SP:Iteration 25Q (3330.586855 sec): 3 clusters Score: Raw -7386650.278783 + Penalty 3564.882905 = -7383085.395878 nChanged 192 SP:Iteration 26Q (3330.712116 sec): 3 clusters Score: Raw -7386665.035506 + Penalty 3564.882905 = -7383100.152601 nChanged 194 SP:Iteration 27Q (3330.841719 sec): 3 clusters Score: Raw -7386679.897941 + Penalty 3564.882905 = -7383115.015036 nChanged 179 SP:Iteration 28Q (3330.971839 sec): 3 clusters Score: Raw -7386692.788255 + Penalty 3564.882905 = -7383127.905350 nChanged 135 SP:Iteration 29Q (3331.109198 sec): 3 clusters Score: Raw -7386702.082832 + Penalty 3564.882905 = -7383137.199927 nChanged 122 SP:Iteration 30Q (3331.253604 sec): 3 clusters Score: Raw -7386709.628108 + Penalty 3564.882905 = -7383144.745203 nChanged 118 SP:Iteration 31Q (3331.395614 sec): 3 clusters Score: Raw -7386716.372609 + Penalty 3564.882905 = -7383151.489704 nChanged 115 SP:Iteration 32Q (3331.532202 sec): 3 clusters Score: Raw -7386723.271835 + Penalty 3564.882905 = -7383158.388930 nChanged 101 SP:Iteration 33Q (3331.674056 sec): 3 clusters Score: Raw -7386728.999656 + Penalty 3564.882905 = -7383164.116751 nChanged 87 SP:Iteration 34Q (3331.817019 sec): 3 clusters Score: Raw -7386733.523378 + Penalty 3564.882905 = -7383168.640473 nChanged 82 SP:Iteration 35Q (3331.969375 sec): 3 clusters Score: Raw -7386737.808015 + Penalty 3564.882905 = -7383172.925110 nChanged 90 SP:Iteration 36Q (3332.109262 sec): 3 clusters Score: Raw -7386742.635417 + Penalty 3564.882905 = -7383177.752512 nChanged 99 SP:Iteration 37Q (3332.251088 sec): 3 clusters Score: Raw -7386748.960411 + Penalty 3564.882905 = -7383184.077506 nChanged 103 SP:Iteration 38Q (3332.389389 sec): 3 clusters Score: Raw -7386754.666875 + Penalty 3564.882905 = -7383189.783970 nChanged 84 SP:Iteration 39Q (3332.529224 sec): 3 clusters Score: Raw -7386758.685632 + Penalty 3564.882905 = -7383193.802727 nChanged 71 SP:Iteration 40F (3332.671449 sec): 3 clusters Score: Raw -7386761.890290 + Penalty 3564.882905 = -7383197.007385 nChanged 74 SP:Iteration 41Q (3332.820788 sec): 3 clusters Score: Raw -7386764.542381 + Penalty 3564.882905 = -7383199.659476 nChanged 60 SP:Iteration 42Q (3332.960076 sec): 3 clusters Score: Raw -7386766.544010 + Penalty 3564.882905 = -7383201.661105 nChanged 52 SP:Iteration 43Q (3333.100884 sec): 3 clusters Score: Raw -7386768.117604 + Penalty 3564.882905 = -7383203.234699 nChanged 51 SP:Iteration 44Q (3333.237899 sec): 3 clusters Score: Raw -7386769.589207 + Penalty 3564.882905 = -7383204.706302 nChanged 44 SP:Iteration 45Q (3333.383041 sec): 3 clusters Score: Raw -7386770.821505 + Penalty 3564.882905 = -7383205.938600 nChanged 40 SP:Iteration 46Q (3333.525346 sec): 3 clusters Score: Raw -7386771.937017 + Penalty 3564.882905 = -7383207.054112 nChanged 34 SP:Iteration 47Q (3333.650587 sec): 3 clusters Score: Raw -7386772.942193 + Penalty 3564.882905 = -7383208.059288 nChanged 38 SP:Iteration 48Q (3333.788662 sec): 3 clusters Score: Raw -7386774.251202 + Penalty 3564.882905 = -7383209.368297 nChanged 37 SP:Iteration 49Q (3333.931973 sec): 3 clusters Score: Raw -7386775.377535 + Penalty 3564.882905 = -7383210.494630 nChanged 31 SP:Iteration 50Q (3334.065624 sec): 3 clusters Score: Raw -7386776.161800 + Penalty 3564.882905 = -7383211.278895 nChanged 27 SP:Iteration 51Q (3334.217651 sec): 3 clusters Score: Raw -7386776.902436 + Penalty 3564.882905 = -7383212.019530 nChanged 30 SP:Iteration 52Q (3334.335166 sec): 3 clusters Score: Raw -7386777.601986 + Penalty 3564.882905 = -7383212.719081 nChanged 20 SP:Iteration 53Q (3334.473492 sec): 3 clusters Score: Raw -7386778.035559 + Penalty 3564.882905 = -7383213.152654 nChanged 21 SP:Iteration 54Q (3334.600127 sec): 3 clusters Score: Raw -7386778.391086 + Penalty 3564.882905 = -7383213.508181 nChanged 15 SP:Iteration 55Q (3334.733771 sec): 3 clusters Score: Raw -7386778.710348 + Penalty 3564.882905 = -7383213.827443 nChanged 16 SP:Iteration 56Q (3334.869193 sec): 3 clusters Score: Raw -7386779.209013 + Penalty 3564.882905 = -7383214.326108 nChanged 19 SP:Iteration 57Q (3335.008691 sec): 3 clusters Score: Raw -7386779.838670 + Penalty 3564.882905 = -7383214.955764 nChanged 25 SP:Iteration 58Q (3335.150866 sec): 3 clusters Score: Raw -7386780.641393 + Penalty 3564.882905 = -7383215.758488 nChanged 27 SP:Iteration 59Q (3335.294506 sec): 3 clusters Score: Raw -7386781.340778 + Penalty 3564.882905 = -7383216.457873 nChanged 24 SP:Iteration 60F (3335.427569 sec): 3 clusters Score: Raw -7386781.981105 + Penalty 3564.882905 = -7383217.098200 nChanged 18 SP:Iteration 61Q (3335.568820 sec): 3 clusters Score: Raw -7386782.420981 + Penalty 3564.882905 = -7383217.538076 nChanged 16 SP:Iteration 62Q (3335.700130 sec): 3 clusters Score: Raw -7386782.744139 + Penalty 3564.882905 = -7383217.861234 nChanged 13 SP:Iteration 63Q (3335.830126 sec): 3 clusters Score: Raw -7386783.078394 + Penalty 3564.882905 = -7383218.195489 nChanged 14 SP:Iteration 64Q (3335.963731 sec): 3 clusters Score: Raw -7386783.531689 + Penalty 3564.882905 = -7383218.648784 nChanged 13 SP:Iteration 65Q (3336.098834 sec): 3 clusters Score: Raw -7386783.825528 + Penalty 3564.882905 = -7383218.942623 nChanged 10 SP:Iteration 66Q (3336.232538 sec): 3 clusters Score: Raw -7386784.005191 + Penalty 3564.882905 = -7383219.122286 nChanged 10 SP:Iteration 67Q (3336.368063 sec): 3 clusters Score: Raw -7386784.210859 + Penalty 3564.882905 = -7383219.327954 nChanged 13 SP:Iteration 68Q (3336.504468 sec): 3 clusters Score: Raw -7386784.672918 + Penalty 3564.882905 = -7383219.790013 nChanged 14 SP:Iteration 69Q (3336.640987 sec): 3 clusters Score: Raw -7386785.032320 + Penalty 3564.882905 = -7383220.149414 nChanged 16 SP:Iteration 70Q (3336.781531 sec): 3 clusters Score: Raw -7386785.388542 + Penalty 3564.882905 = -7383220.505637 nChanged 16 SP:Iteration 71Q (3336.906901 sec): 3 clusters Score: Raw -7386785.818869 + Penalty 3564.882905 = -7383220.935964 nChanged 19 SP:Iteration 72Q (3337.053424 sec): 3 clusters Score: Raw -7386786.375376 + Penalty 3564.882905 = -7383221.492470 nChanged 22 SP:Iteration 73Q (3337.198788 sec): 3 clusters Score: Raw -7386787.056187 + Penalty 3564.882905 = -7383222.173282 nChanged 18 SP:Iteration 74Q (3337.321435 sec): 3 clusters Score: Raw -7386787.432350 + Penalty 3564.882905 = -7383222.549445 nChanged 11 SP:Iteration 75Q (3337.462662 sec): 3 clusters Score: Raw -7386787.723820 + Penalty 3564.882905 = -7383222.840914 nChanged 22 SP:Iteration 76Q (3337.602866 sec): 3 clusters Score: Raw -7386788.233505 + Penalty 3564.882905 = -7383223.350600 nChanged 17 SP:Iteration 77Q (3337.748166 sec): 3 clusters Score: Raw -7386788.654283 + Penalty 3564.882905 = -7383223.771378 nChanged 20 SP:Iteration 78Q (3337.879653 sec): 3 clusters Score: Raw -7386789.114893 + Penalty 3564.882905 = -7383224.231988 nChanged 20 SP:Iteration 79Q (3338.019741 sec): 3 clusters Score: Raw -7386789.580557 + Penalty 3564.882905 = -7383224.697652 nChanged 18 SP:Iteration 80F (3338.156218 sec): 3 clusters Score: Raw -7386790.002968 + Penalty 3564.882905 = -7383225.120063 nChanged 18 SP:Iteration 81Q (3338.303435 sec): 3 clusters Score: Raw -7386790.306822 + Penalty 3564.882905 = -7383225.423917 nChanged 12 SP:Iteration 82Q (3338.442599 sec): 3 clusters Score: Raw -7386790.597269 + Penalty 3564.882905 = -7383225.714364 nChanged 10 SP:Iteration 83Q (3338.580753 sec): 3 clusters Score: Raw -7386790.774111 + Penalty 3564.882905 = -7383225.891206 nChanged 8 SP:Iteration 84Q (3338.716577 sec): 3 clusters Score: Raw -7386790.925593 + Penalty 3564.882905 = -7383226.042688 nChanged 4 SP:Iteration 85Q (3338.860701 sec): 3 clusters Score: Raw -7386791.015798 + Penalty 3564.882905 = -7383226.132893 nChanged 3 SP:Iteration 86Q (3339.003253 sec): 3 clusters Score: Raw -7386791.083791 + Penalty 3564.882905 = -7383226.200886 nChanged 6 SP:Iteration 87Q (3339.133908 sec): 3 clusters Score: Raw -7386791.192024 + Penalty 3564.882905 = -7383226.309119 nChanged 4 SP:Iteration 88Q (3339.271223 sec): 3 clusters Score: Raw -7386791.284958 + Penalty 3564.882905 = -7383226.402052 nChanged 5 SP:Iteration 89Q (3339.408784 sec): 3 clusters Score: Raw -7386791.403206 + Penalty 3564.882905 = -7383226.520300 nChanged 7 SP:Iteration 90Q (3339.552487 sec): 3 clusters Score: Raw -7386791.523029 + Penalty 3564.882905 = -7383226.640123 nChanged 4 SP:Iteration 91Q (3339.695272 sec): 3 clusters Score: Raw -7386791.600169 + Penalty 3564.882905 = -7383226.717264 nChanged 2 SP:Iteration 92Q (3339.807686 sec): 3 clusters Score: Raw -7386791.642506 + Penalty 3564.882905 = -7383226.759600 nChanged 3 SP:Iteration 93Q (3339.948135 sec): 3 clusters Score: Raw -7386791.721585 + Penalty 3564.882905 = -7383226.838680 nChanged 6 SP:Iteration 94Q (3340.088461 sec): 3 clusters Score: Raw -7386791.831276 + Penalty 3564.882905 = -7383226.948371 nChanged 5 SP:Iteration 95Q (3340.228560 sec): 3 clusters Score: Raw -7386791.913524 + Penalty 3564.882905 = -7383227.030619 nChanged 4 SP:Iteration 96Q (3340.379622 sec): 3 clusters Score: Raw -7386791.974661 + Penalty 3564.882905 = -7383227.091755 nChanged 0 SP:Iteration 97F (3340.513834 sec): 3 clusters Score: Raw -7386791.974661 + Penalty 3564.882905 = -7383227.091755 nChanged 0 Trying to split cluster 4 (12817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3340.556350 sec): 2 clusters Score: Raw -1606088.170579 + Penalty 1537.010750 = -1604551.159829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3340.619728 sec): 3 clusters Score: Raw -1598727.752437 + Penalty 3074.021500 = -1595653.730937 nChanged 5580 SP:Iteration 1F (3340.684292 sec): 3 clusters Score: Raw -1601859.154850 + Penalty 3074.021500 = -1598785.133350 nChanged 759 SP:Iteration 2F (3340.751284 sec): 3 clusters Score: Raw -1602201.278240 + Penalty 3074.021500 = -1599127.256740 nChanged 656 SP:Iteration 3F (3340.808748 sec): 3 clusters Score: Raw -1602480.674996 + Penalty 3074.021500 = -1599406.653496 nChanged 593 SP:Iteration 4Q (3340.873720 sec): 3 clusters Score: Raw -1602739.681568 + Penalty 3074.021500 = -1599665.660068 nChanged 562 SP:Iteration 5Q (3340.945715 sec): 3 clusters Score: Raw -1602986.260241 + Penalty 3074.021500 = -1599912.238741 nChanged 504 SP:Iteration 6Q (3340.994705 sec): 3 clusters Score: Raw -1603224.732169 + Penalty 3074.021500 = -1600150.710668 nChanged 515 SP:Iteration 7Q (3341.063179 sec): 3 clusters Score: Raw -1603481.192119 + Penalty 3074.021500 = -1600407.170618 nChanged 500 SP:Iteration 8Q (3341.132900 sec): 3 clusters Score: Raw -1603765.071686 + Penalty 3074.021500 = -1600691.050185 nChanged 536 SP:Iteration 9Q (3341.193985 sec): 3 clusters Score: Raw -1604090.136514 + Penalty 3074.021500 = -1601016.115014 nChanged 505 SP:Iteration 10Q (3341.262034 sec): 3 clusters Score: Raw -1604423.662428 + Penalty 3074.021500 = -1601349.640927 nChanged 458 SP:Iteration 11Q (3341.323782 sec): 3 clusters Score: Raw -1604687.902982 + Penalty 3074.021500 = -1601613.881481 nChanged 355 SP:Iteration 12Q (3341.385191 sec): 3 clusters Score: Raw -1604862.429246 + Penalty 3074.021500 = -1601788.407746 nChanged 296 SP:Iteration 13Q (3341.449580 sec): 3 clusters Score: Raw -1605007.066418 + Penalty 3074.021500 = -1601933.044917 nChanged 256 SP:Iteration 14Q (3341.515914 sec): 3 clusters Score: Raw -1605127.766795 + Penalty 3074.021500 = -1602053.745294 nChanged 231 SP:Iteration 15Q (3341.583321 sec): 3 clusters Score: Raw -1605244.990928 + Penalty 3074.021500 = -1602170.969428 nChanged 217 SP:Iteration 16Q (3341.650183 sec): 3 clusters Score: Raw -1605354.945702 + Penalty 3074.021500 = -1602280.924201 nChanged 225 SP:Iteration 17Q (3341.715817 sec): 3 clusters Score: Raw -1605459.543789 + Penalty 3074.021500 = -1602385.522289 nChanged 203 SP:Iteration 18Q (3341.782108 sec): 3 clusters Score: Raw -1605549.521768 + Penalty 3074.021500 = -1602475.500267 nChanged 189 SP:Iteration 19Q (3341.859091 sec): 3 clusters Score: Raw -1605632.784617 + Penalty 3074.021500 = -1602558.763117 nChanged 167 SP:Iteration 20F (3341.909211 sec): 3 clusters Score: Raw -1605710.076226 + Penalty 3074.021500 = -1602636.054726 nChanged 184 SP:Iteration 21Q (3341.974818 sec): 3 clusters Score: Raw -1605797.784228 + Penalty 3074.021500 = -1602723.762728 nChanged 165 SP:Iteration 22Q (3342.045567 sec): 3 clusters Score: Raw -1605883.300708 + Penalty 3074.021500 = -1602809.279207 nChanged 163 SP:Iteration 23Q (3342.102840 sec): 3 clusters Score: Raw -1605979.464589 + Penalty 3074.021500 = -1602905.443088 nChanged 155 SP:Iteration 24Q (3342.170446 sec): 3 clusters Score: Raw -1606071.489908 + Penalty 3074.021500 = -1602997.468407 nChanged 139 SP:Iteration 25Q (3342.227596 sec): 3 clusters Score: Raw -1606154.454503 + Penalty 3074.021500 = -1603080.433003 nChanged 135 SP:Iteration 26Q (3342.290492 sec): 3 clusters Score: Raw -1606252.301468 + Penalty 3074.021500 = -1603178.279968 nChanged 140 SP:Iteration 27Q (3342.358169 sec): 3 clusters Score: Raw -1606374.906532 + Penalty 3074.021500 = -1603300.885031 nChanged 131 SP:Iteration 28Q (3342.433090 sec): 3 clusters Score: Raw -1606496.130508 + Penalty 3074.021500 = -1603422.109008 nChanged 115 SP:Iteration 29Q (3342.493563 sec): 3 clusters Score: Raw -1606603.437492 + Penalty 3074.021500 = -1603529.415991 nChanged 96 SP:Iteration 30Q (3342.558142 sec): 3 clusters Score: Raw -1606696.280897 + Penalty 3074.021500 = -1603622.259397 nChanged 82 SP:Iteration 31Q (3342.607965 sec): 3 clusters Score: Raw -1606765.623108 + Penalty 3074.021500 = -1603691.601607 nChanged 61 SP:Iteration 32Q (3342.668989 sec): 3 clusters Score: Raw -1606804.362567 + Penalty 3074.021500 = -1603730.341066 nChanged 52 SP:Iteration 33Q (3342.734516 sec): 3 clusters Score: Raw -1606842.542250 + Penalty 3074.021500 = -1603768.520750 nChanged 37 SP:Iteration 34Q (3342.802330 sec): 3 clusters Score: Raw -1606866.514115 + Penalty 3074.021500 = -1603792.492615 nChanged 29 SP:Iteration 35Q (3342.876515 sec): 3 clusters Score: Raw -1606881.466362 + Penalty 3074.021500 = -1603807.444861 nChanged 22 SP:Iteration 36Q (3342.945770 sec): 3 clusters Score: Raw -1606888.243633 + Penalty 3074.021500 = -1603814.222132 nChanged 15 SP:Iteration 37Q (3343.002527 sec): 3 clusters Score: Raw -1606892.857093 + Penalty 3074.021500 = -1603818.835593 nChanged 13 SP:Iteration 38Q (3343.069459 sec): 3 clusters Score: Raw -1606898.219607 + Penalty 3074.021500 = -1603824.198107 nChanged 11 SP:Iteration 39Q (3343.144573 sec): 3 clusters Score: Raw -1606902.686507 + Penalty 3074.021500 = -1603828.665007 nChanged 11 SP:Iteration 40F (3343.204568 sec): 3 clusters Score: Raw -1606914.905983 + Penalty 3074.021500 = -1603840.884482 nChanged 14 SP:Iteration 41Q (3343.269807 sec): 3 clusters Score: Raw -1606920.466770 + Penalty 3074.021500 = -1603846.445269 nChanged 6 SP:Iteration 42Q (3343.331827 sec): 3 clusters Score: Raw -1606922.224549 + Penalty 3074.021500 = -1603848.203049 nChanged 7 SP:Iteration 43Q (3343.403261 sec): 3 clusters Score: Raw -1606923.831635 + Penalty 3074.021500 = -1603849.810135 nChanged 4 SP:Iteration 44Q (3343.460448 sec): 3 clusters Score: Raw -1606924.677721 + Penalty 3074.021500 = -1603850.656220 nChanged 3 SP:Iteration 45Q (3343.533240 sec): 3 clusters Score: Raw -1606925.460202 + Penalty 3074.021500 = -1603851.438702 nChanged 1 SP:Iteration 46Q (3343.588979 sec): 3 clusters Score: Raw -1606926.297727 + Penalty 3074.021500 = -1603852.276227 nChanged 3 SP:Iteration 47Q (3343.653747 sec): 3 clusters Score: Raw -1606926.812086 + Penalty 3074.021500 = -1603852.790586 nChanged 0 SP:Iteration 48F (3343.723636 sec): 3 clusters Score: Raw -1606926.812086 + Penalty 3074.021500 = -1603852.790586 nChanged 0 Trying to split cluster 5 (6263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3343.765718 sec): 2 clusters Score: Raw -788383.111872 + Penalty 1420.642370 = -786962.469503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3343.809278 sec): 3 clusters Score: Raw -785022.049731 + Penalty 2841.284739 = -782180.764992 nChanged 2582 SP:Iteration 1F (3343.880326 sec): 3 clusters Score: Raw -786433.804079 + Penalty 2841.284739 = -783592.519339 nChanged 428 SP:Iteration 2F (3343.929077 sec): 3 clusters Score: Raw -786694.877153 + Penalty 2841.284739 = -783853.592414 nChanged 367 SP:Iteration 3F (3343.999650 sec): 3 clusters Score: Raw -786932.081124 + Penalty 2841.284739 = -784090.796385 nChanged 349 SP:Iteration 4F (3344.048089 sec): 3 clusters Score: Raw -787154.707296 + Penalty 2841.284739 = -784313.422557 nChanged 329 SP:Iteration 5F (3344.067216 sec): 3 clusters Score: Raw -787391.386096 + Penalty 2841.284739 = -784550.101356 nChanged 341 SP:Iteration 6F (3344.126840 sec): 3 clusters Score: Raw -787621.483285 + Penalty 2841.284739 = -784780.198546 nChanged 315 SP:Iteration 7F (3344.193232 sec): 3 clusters Score: Raw -787833.103918 + Penalty 2841.284739 = -784991.819179 nChanged 252 SP:Iteration 8Q (3344.247014 sec): 3 clusters Score: Raw -788012.955801 + Penalty 2841.284739 = -785171.671062 nChanged 243 SP:Iteration 9Q (3344.312497 sec): 3 clusters Score: Raw -788192.729136 + Penalty 2841.284739 = -785351.444396 nChanged 203 SP:Iteration 10Q (3344.361192 sec): 3 clusters Score: Raw -788348.525287 + Penalty 2841.284739 = -785507.240548 nChanged 150 SP:Iteration 11Q (3344.420010 sec): 3 clusters Score: Raw -788451.601235 + Penalty 2841.284739 = -785610.316495 nChanged 120 SP:Iteration 12Q (3344.486660 sec): 3 clusters Score: Raw -788524.576144 + Penalty 2841.284739 = -785683.291404 nChanged 90 SP:Iteration 13Q (3344.545634 sec): 3 clusters Score: Raw -788572.038121 + Penalty 2841.284739 = -785730.753381 nChanged 66 SP:Iteration 14Q (3344.604180 sec): 3 clusters Score: Raw -788601.871397 + Penalty 2841.284739 = -785760.586657 nChanged 55 SP:Iteration 15Q (3344.661877 sec): 3 clusters Score: Raw -788629.853555 + Penalty 2841.284739 = -785788.568815 nChanged 44 SP:Iteration 16Q (3344.712101 sec): 3 clusters Score: Raw -788649.089674 + Penalty 2841.284739 = -785807.804935 nChanged 29 SP:Iteration 17Q (3344.772533 sec): 3 clusters Score: Raw -788659.515006 + Penalty 2841.284739 = -785818.230266 nChanged 19 SP:Iteration 18Q (3344.830637 sec): 3 clusters Score: Raw -788665.994391 + Penalty 2841.284739 = -785824.709652 nChanged 23 SP:Iteration 19Q (3344.892736 sec): 3 clusters Score: Raw -788674.329580 + Penalty 2841.284739 = -785833.044840 nChanged 24 SP:Iteration 20F (3344.944280 sec): 3 clusters Score: Raw -788684.295348 + Penalty 2841.284739 = -785843.010608 nChanged 19 SP:Iteration 21Q (3344.999028 sec): 3 clusters Score: Raw -788690.353725 + Penalty 2841.284739 = -785849.068986 nChanged 13 SP:Iteration 22Q (3345.058391 sec): 3 clusters Score: Raw -788694.411274 + Penalty 2841.284739 = -785853.126534 nChanged 9 SP:Iteration 23Q (3345.095848 sec): 3 clusters Score: Raw -788696.991517 + Penalty 2841.284739 = -785855.706778 nChanged 6 SP:Iteration 24Q (3345.160374 sec): 3 clusters Score: Raw -788701.130541 + Penalty 2841.284739 = -785859.845802 nChanged 9 SP:Iteration 25Q (3345.204394 sec): 3 clusters Score: Raw -788704.495291 + Penalty 2841.284739 = -785863.210552 nChanged 9 SP:Iteration 26Q (3345.261530 sec): 3 clusters Score: Raw -788708.254481 + Penalty 2841.284739 = -785866.969742 nChanged 6 SP:Iteration 27Q (3345.320238 sec): 3 clusters Score: Raw -788710.151858 + Penalty 2841.284739 = -785868.867119 nChanged 7 SP:Iteration 28Q (3345.361913 sec): 3 clusters Score: Raw -788712.132631 + Penalty 2841.284739 = -785870.847892 nChanged 5 SP:Iteration 29Q (3345.414989 sec): 3 clusters Score: Raw -788714.205356 + Penalty 2841.284739 = -785872.920617 nChanged 6 SP:Iteration 30Q (3345.473516 sec): 3 clusters Score: Raw -788715.470263 + Penalty 2841.284739 = -785874.185523 nChanged 4 SP:Iteration 31Q (3345.530589 sec): 3 clusters Score: Raw -788716.174875 + Penalty 2841.284739 = -785874.890135 nChanged 3 SP:Iteration 32Q (3345.586713 sec): 3 clusters Score: Raw -788717.230883 + Penalty 2841.284739 = -785875.946144 nChanged 2 SP:Iteration 33Q (3345.651386 sec): 3 clusters Score: Raw -788717.810606 + Penalty 2841.284739 = -785876.525866 nChanged 0 SP:Iteration 34F (3345.706631 sec): 3 clusters Score: Raw -788717.810606 + Penalty 2841.284739 = -785876.525866 nChanged 0 Trying to split cluster 6 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3345.719125 sec): 2 clusters Score: Raw -66987.700626 + Penalty 1040.580807 = -65947.119819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3345.765668 sec): 3 clusters Score: Raw -66921.807092 + Penalty 2081.161614 = -64840.645478 nChanged 166 SP:Iteration 1F (3345.826658 sec): 3 clusters Score: Raw -67183.795977 + Penalty 2081.161614 = -65102.634363 nChanged 55 SP:Iteration 2F (3345.867007 sec): 3 clusters Score: Raw -67375.551530 + Penalty 2081.161614 = -65294.389916 nChanged 50 SP:Iteration 3F (3345.917836 sec): 3 clusters Score: Raw -67557.962419 + Penalty 2081.161614 = -65476.800805 nChanged 41 SP:Iteration 4F (3345.970815 sec): 3 clusters Score: Raw -67804.374198 + Penalty 2081.161614 = -65723.212584 nChanged 40 SP:Iteration 5F (3346.005831 sec): 3 clusters Score: Raw -67879.929717 + Penalty 2081.161614 = -65798.768102 nChanged 18 SP:Iteration 6Q (3346.045111 sec): 3 clusters Score: Raw -67907.320266 + Penalty 2081.161614 = -65826.158651 nChanged 10 SP:Iteration 7Q (3346.095614 sec): 3 clusters Score: Raw -67922.732706 + Penalty 2081.161614 = -65841.571092 nChanged 3 SP:Iteration 8Q (3346.130941 sec): 3 clusters Score: Raw -67925.909617 + Penalty 2081.161614 = -65844.748002 nChanged 4 SP:Iteration 9Q (3346.167895 sec): 3 clusters Score: Raw -67933.610566 + Penalty 2081.161614 = -65852.448952 nChanged 4 SP:Iteration 10Q (3346.204324 sec): 3 clusters Score: Raw -67940.710592 + Penalty 2081.161614 = -65859.548978 nChanged 3 SP:Iteration 11Q (3346.258915 sec): 3 clusters Score: Raw -67944.549617 + Penalty 2081.161614 = -65863.388003 nChanged 2 SP:Iteration 12Q (3346.305403 sec): 3 clusters Score: Raw -67951.690317 + Penalty 2081.161614 = -65870.528703 nChanged 1 SP:Iteration 13Q (3346.332774 sec): 3 clusters Score: Raw -67952.164890 + Penalty 2081.161614 = -65871.003275 nChanged 1 SP:Iteration 14Q (3346.371727 sec): 3 clusters Score: Raw -67954.118276 + Penalty 2081.161614 = -65872.956662 nChanged 2 SP:Iteration 15Q (3346.413748 sec): 3 clusters Score: Raw -67960.097451 + Penalty 2081.161614 = -65878.935837 nChanged 1 SP:Iteration 16Q (3346.464857 sec): 3 clusters Score: Raw -67961.624476 + Penalty 2081.161614 = -65880.462862 nChanged 0 SP:Iteration 17F (3346.512120 sec): 3 clusters Score: Raw -67961.624476 + Penalty 2081.161614 = -65880.462862 nChanged 0 Trying to split cluster 7 (11660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3346.541461 sec): 2 clusters Score: Raw -1441601.881709 + Penalty 1521.636912 = -1440080.244796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3346.610190 sec): 3 clusters Score: Raw -1435038.602921 + Penalty 3043.273824 = -1431995.329096 nChanged 5079 SP:Iteration 1F (3346.669923 sec): 3 clusters Score: Raw -1438134.503536 + Penalty 3043.273824 = -1435091.229711 nChanged 880 SP:Iteration 2F (3346.728501 sec): 3 clusters Score: Raw -1438648.183487 + Penalty 3043.273824 = -1435604.909663 nChanged 695 SP:Iteration 3F (3346.802889 sec): 3 clusters Score: Raw -1439057.367015 + Penalty 3043.273824 = -1436014.093190 nChanged 683 SP:Iteration 4F (3346.863173 sec): 3 clusters Score: Raw -1439518.662990 + Penalty 3043.273824 = -1436475.389165 nChanged 688 SP:Iteration 5F (3346.915916 sec): 3 clusters Score: Raw -1439971.774320 + Penalty 3043.273824 = -1436928.500496 nChanged 594 SP:Iteration 6F (3346.976281 sec): 3 clusters Score: Raw -1440404.550397 + Penalty 3043.273824 = -1437361.276572 nChanged 604 SP:Iteration 7F (3347.032866 sec): 3 clusters Score: Raw -1440854.485440 + Penalty 3043.273824 = -1437811.211615 nChanged 559 SP:Iteration 8Q (3347.100127 sec): 3 clusters Score: Raw -1441248.484543 + Penalty 3043.273824 = -1438205.210718 nChanged 496 SP:Iteration 9Q (3347.153386 sec): 3 clusters Score: Raw -1441564.045156 + Penalty 3043.273824 = -1438520.771332 nChanged 415 SP:Iteration 10Q (3347.219182 sec): 3 clusters Score: Raw -1441789.098218 + Penalty 3043.273824 = -1438745.824394 nChanged 319 SP:Iteration 11Q (3347.277394 sec): 3 clusters Score: Raw -1441957.277465 + Penalty 3043.273824 = -1438914.003640 nChanged 280 SP:Iteration 12Q (3347.343237 sec): 3 clusters Score: Raw -1442098.443284 + Penalty 3043.273824 = -1439055.169460 nChanged 237 SP:Iteration 13Q (3347.403594 sec): 3 clusters Score: Raw -1442194.505868 + Penalty 3043.273824 = -1439151.232043 nChanged 216 SP:Iteration 14Q (3347.465893 sec): 3 clusters Score: Raw -1442291.098535 + Penalty 3043.273824 = -1439247.824711 nChanged 199 SP:Iteration 15Q (3347.525106 sec): 3 clusters Score: Raw -1442379.711208 + Penalty 3043.273824 = -1439336.437384 nChanged 186 SP:Iteration 16Q (3347.584711 sec): 3 clusters Score: Raw -1442465.134885 + Penalty 3043.273824 = -1439421.861061 nChanged 163 SP:Iteration 17Q (3347.646241 sec): 3 clusters Score: Raw -1442540.011550 + Penalty 3043.273824 = -1439496.737725 nChanged 165 SP:Iteration 18Q (3347.707431 sec): 3 clusters Score: Raw -1442624.204511 + Penalty 3043.273824 = -1439580.930687 nChanged 154 SP:Iteration 19Q (3347.773223 sec): 3 clusters Score: Raw -1442694.969846 + Penalty 3043.273824 = -1439651.696022 nChanged 152 SP:Iteration 20F (3347.828408 sec): 3 clusters Score: Raw -1442769.793872 + Penalty 3043.273824 = -1439726.520047 nChanged 162 SP:Iteration 21Q (3347.896682 sec): 3 clusters Score: Raw -1442844.352319 + Penalty 3043.273824 = -1439801.078495 nChanged 143 SP:Iteration 22Q (3347.970009 sec): 3 clusters Score: Raw -1442907.296578 + Penalty 3043.273824 = -1439864.022753 nChanged 150 SP:Iteration 23Q (3348.032575 sec): 3 clusters Score: Raw -1442968.115714 + Penalty 3043.273824 = -1439924.841889 nChanged 150 SP:Iteration 24Q (3348.097603 sec): 3 clusters Score: Raw -1443028.831894 + Penalty 3043.273824 = -1439985.558069 nChanged 136 SP:Iteration 25Q (3348.153574 sec): 3 clusters Score: Raw -1443075.828010 + Penalty 3043.273824 = -1440032.554185 nChanged 115 SP:Iteration 26Q (3348.219048 sec): 3 clusters Score: Raw -1443112.367647 + Penalty 3043.273824 = -1440069.093823 nChanged 101 SP:Iteration 27Q (3348.287623 sec): 3 clusters Score: Raw -1443137.370587 + Penalty 3043.273824 = -1440094.096763 nChanged 74 SP:Iteration 28Q (3348.343974 sec): 3 clusters Score: Raw -1443155.346008 + Penalty 3043.273824 = -1440112.072184 nChanged 75 SP:Iteration 29Q (3348.414683 sec): 3 clusters Score: Raw -1443174.739377 + Penalty 3043.273824 = -1440131.465552 nChanged 64 SP:Iteration 30Q (3348.466652 sec): 3 clusters Score: Raw -1443190.604791 + Penalty 3043.273824 = -1440147.330966 nChanged 45 SP:Iteration 31Q (3348.544001 sec): 3 clusters Score: Raw -1443200.956358 + Penalty 3043.273824 = -1440157.682533 nChanged 42 SP:Iteration 32Q (3348.599931 sec): 3 clusters Score: Raw -1443210.313821 + Penalty 3043.273824 = -1440167.039997 nChanged 46 SP:Iteration 33Q (3348.666205 sec): 3 clusters Score: Raw -1443219.946815 + Penalty 3043.273824 = -1440176.672990 nChanged 45 SP:Iteration 34Q (3348.741641 sec): 3 clusters Score: Raw -1443231.062770 + Penalty 3043.273824 = -1440187.788946 nChanged 46 SP:Iteration 35Q (3348.808007 sec): 3 clusters Score: Raw -1443241.638849 + Penalty 3043.273824 = -1440198.365024 nChanged 46 SP:Iteration 36Q (3348.873545 sec): 3 clusters Score: Raw -1443252.872542 + Penalty 3043.273824 = -1440209.598717 nChanged 44 SP:Iteration 37Q (3348.927724 sec): 3 clusters Score: Raw -1443264.047826 + Penalty 3043.273824 = -1440220.774002 nChanged 42 SP:Iteration 38Q (3348.991037 sec): 3 clusters Score: Raw -1443271.187321 + Penalty 3043.273824 = -1440227.913496 nChanged 33 SP:Iteration 39Q (3349.065400 sec): 3 clusters Score: Raw -1443277.280784 + Penalty 3043.273824 = -1440234.006960 nChanged 38 SP:Iteration 40F (3349.132127 sec): 3 clusters Score: Raw -1443284.671841 + Penalty 3043.273824 = -1440241.398017 nChanged 36 SP:Iteration 41Q (3349.187724 sec): 3 clusters Score: Raw -1443291.581597 + Penalty 3043.273824 = -1440248.307772 nChanged 39 SP:Iteration 42Q (3349.259242 sec): 3 clusters Score: Raw -1443300.062776 + Penalty 3043.273824 = -1440256.788951 nChanged 36 SP:Iteration 43Q (3349.328262 sec): 3 clusters Score: Raw -1443307.719414 + Penalty 3043.273824 = -1440264.445590 nChanged 30 SP:Iteration 44Q (3349.353155 sec): 3 clusters Score: Raw -1443313.897267 + Penalty 3043.273824 = -1440270.623442 nChanged 27 SP:Iteration 45Q (3349.406156 sec): 3 clusters Score: Raw -1443318.604014 + Penalty 3043.273824 = -1440275.330189 nChanged 19 SP:Iteration 46Q (3349.472914 sec): 3 clusters Score: Raw -1443322.335334 + Penalty 3043.273824 = -1440279.061509 nChanged 23 SP:Iteration 47Q (3349.530441 sec): 3 clusters Score: Raw -1443326.879247 + Penalty 3043.273824 = -1440283.605423 nChanged 17 SP:Iteration 48Q (3349.587196 sec): 3 clusters Score: Raw -1443330.205760 + Penalty 3043.273824 = -1440286.931936 nChanged 15 SP:Iteration 49Q (3349.648608 sec): 3 clusters Score: Raw -1443332.815428 + Penalty 3043.273824 = -1440289.541604 nChanged 14 SP:Iteration 50Q (3349.708053 sec): 3 clusters Score: Raw -1443335.182206 + Penalty 3043.273824 = -1440291.908381 nChanged 14 SP:Iteration 51Q (3349.759542 sec): 3 clusters Score: Raw -1443337.028487 + Penalty 3043.273824 = -1440293.754663 nChanged 6 SP:Iteration 52Q (3349.818800 sec): 3 clusters Score: Raw -1443337.633605 + Penalty 3043.273824 = -1440294.359780 nChanged 3 SP:Iteration 53Q (3349.877676 sec): 3 clusters Score: Raw -1443337.941102 + Penalty 3043.273824 = -1440294.667277 nChanged 2 SP:Iteration 54Q (3349.936080 sec): 3 clusters Score: Raw -1443338.195396 + Penalty 3043.273824 = -1440294.921572 nChanged 7 SP:Iteration 55Q (3349.989563 sec): 3 clusters Score: Raw -1443339.014150 + Penalty 3043.273824 = -1440295.740325 nChanged 4 SP:Iteration 56Q (3350.052150 sec): 3 clusters Score: Raw -1443339.493524 + Penalty 3043.273824 = -1440296.219700 nChanged 4 SP:Iteration 57Q (3350.114468 sec): 3 clusters Score: Raw -1443340.038872 + Penalty 3043.273824 = -1440296.765047 nChanged 4 SP:Iteration 58Q (3350.182156 sec): 3 clusters Score: Raw -1443340.729875 + Penalty 3043.273824 = -1440297.456050 nChanged 7 SP:Iteration 59Q (3350.240595 sec): 3 clusters Score: Raw -1443341.408789 + Penalty 3043.273824 = -1440298.134964 nChanged 6 SP:Iteration 60F (3350.296312 sec): 3 clusters Score: Raw -1443342.160776 + Penalty 3043.273824 = -1440298.886952 nChanged 8 SP:Iteration 61Q (3350.367830 sec): 3 clusters Score: Raw -1443343.101206 + Penalty 3043.273824 = -1440299.827382 nChanged 5 SP:Iteration 62Q (3350.431232 sec): 3 clusters Score: Raw -1443343.578696 + Penalty 3043.273824 = -1440300.304871 nChanged 5 SP:Iteration 63Q (3350.491876 sec): 3 clusters Score: Raw -1443343.916444 + Penalty 3043.273824 = -1440300.642619 nChanged 2 SP:Iteration 64Q (3350.546575 sec): 3 clusters Score: Raw -1443344.068656 + Penalty 3043.273824 = -1440300.794831 nChanged 3 SP:Iteration 65Q (3350.611431 sec): 3 clusters Score: Raw -1443344.362908 + Penalty 3043.273824 = -1440301.089084 nChanged 2 SP:Iteration 66Q (3350.675772 sec): 3 clusters Score: Raw -1443344.474924 + Penalty 3043.273824 = -1440301.201099 nChanged 1 SP:Iteration 67Q (3350.733823 sec): 3 clusters Score: Raw -1443344.551021 + Penalty 3043.273824 = -1440301.277197 nChanged 0 SP:Iteration 68F (3350.793435 sec): 3 clusters Score: Raw -1443344.551021 + Penalty 3043.273824 = -1440301.277197 nChanged 0 Score: Raw -84142215.545899 + Penalty 87367.504290 = -84054848.041609 Splitting cluster 7 changes total score from -84055289.559904 to -84054848.041609 So it's not getting split. Trying to split cluster 8 (4965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3367.333129 sec): 2 clusters Score: Raw -595454.452063 + Penalty 1382.902394 = -594071.549669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3367.387137 sec): 3 clusters Score: Raw -592830.148059 + Penalty 2765.804787 = -590064.343271 nChanged 2017 SP:Iteration 1F (3367.430330 sec): 3 clusters Score: Raw -594000.173370 + Penalty 2765.804787 = -591234.368583 nChanged 399 SP:Iteration 2F (3367.479663 sec): 3 clusters Score: Raw -594243.105760 + Penalty 2765.804787 = -591477.300972 nChanged 323 SP:Iteration 3F (3367.539525 sec): 3 clusters Score: Raw -594453.136804 + Penalty 2765.804787 = -591687.332016 nChanged 263 SP:Iteration 4F (3367.600589 sec): 3 clusters Score: Raw -594616.630048 + Penalty 2765.804787 = -591850.825261 nChanged 213 SP:Iteration 5Q (3367.652846 sec): 3 clusters Score: Raw -594744.663645 + Penalty 2765.804787 = -591978.858857 nChanged 222 SP:Iteration 6Q (3367.706511 sec): 3 clusters Score: Raw -594870.693919 + Penalty 2765.804787 = -592104.889132 nChanged 215 SP:Iteration 7Q (3367.758463 sec): 3 clusters Score: Raw -594991.788440 + Penalty 2765.804787 = -592225.983652 nChanged 163 SP:Iteration 8Q (3367.813963 sec): 3 clusters Score: Raw -595075.360461 + Penalty 2765.804787 = -592309.555673 nChanged 125 SP:Iteration 9Q (3367.866509 sec): 3 clusters Score: Raw -595140.863971 + Penalty 2765.804787 = -592375.059184 nChanged 124 SP:Iteration 10Q (3367.918051 sec): 3 clusters Score: Raw -595205.285696 + Penalty 2765.804787 = -592439.480909 nChanged 110 SP:Iteration 11Q (3367.972933 sec): 3 clusters Score: Raw -595262.512829 + Penalty 2765.804787 = -592496.708041 nChanged 130 SP:Iteration 12Q (3368.031416 sec): 3 clusters Score: Raw -595337.660661 + Penalty 2765.804787 = -592571.855873 nChanged 106 SP:Iteration 13Q (3368.084344 sec): 3 clusters Score: Raw -595403.729995 + Penalty 2765.804787 = -592637.925208 nChanged 107 SP:Iteration 14Q (3368.138488 sec): 3 clusters Score: Raw -595465.866077 + Penalty 2765.804787 = -592700.061290 nChanged 95 SP:Iteration 15Q (3368.193586 sec): 3 clusters Score: Raw -595516.794592 + Penalty 2765.804787 = -592750.989805 nChanged 79 SP:Iteration 16Q (3368.248559 sec): 3 clusters Score: Raw -595553.741179 + Penalty 2765.804787 = -592787.936391 nChanged 64 SP:Iteration 17Q (3368.294573 sec): 3 clusters Score: Raw -595592.204818 + Penalty 2765.804787 = -592826.400030 nChanged 58 SP:Iteration 18Q (3368.330764 sec): 3 clusters Score: Raw -595625.489689 + Penalty 2765.804787 = -592859.684901 nChanged 42 SP:Iteration 19Q (3368.378842 sec): 3 clusters Score: Raw -595646.399053 + Penalty 2765.804787 = -592880.594265 nChanged 32 SP:Iteration 20F (3368.433228 sec): 3 clusters Score: Raw -595669.151365 + Penalty 2765.804787 = -592903.346578 nChanged 33 SP:Iteration 21Q (3368.485598 sec): 3 clusters Score: Raw -595687.880586 + Penalty 2765.804787 = -592922.075798 nChanged 19 SP:Iteration 22Q (3368.531115 sec): 3 clusters Score: Raw -595696.452357 + Penalty 2765.804787 = -592930.647570 nChanged 18 SP:Iteration 23Q (3368.587782 sec): 3 clusters Score: Raw -595705.262443 + Penalty 2765.804787 = -592939.457656 nChanged 12 SP:Iteration 24Q (3368.643292 sec): 3 clusters Score: Raw -595714.859096 + Penalty 2765.804787 = -592949.054309 nChanged 18 SP:Iteration 25Q (3368.690474 sec): 3 clusters Score: Raw -595725.293929 + Penalty 2765.804787 = -592959.489142 nChanged 14 SP:Iteration 26Q (3368.738944 sec): 3 clusters Score: Raw -595730.637159 + Penalty 2765.804787 = -592964.832372 nChanged 8 SP:Iteration 27Q (3368.786358 sec): 3 clusters Score: Raw -595734.567689 + Penalty 2765.804787 = -592968.762901 nChanged 11 SP:Iteration 28Q (3368.845182 sec): 3 clusters Score: Raw -595739.686166 + Penalty 2765.804787 = -592973.881379 nChanged 7 SP:Iteration 29Q (3368.883050 sec): 3 clusters Score: Raw -595743.434315 + Penalty 2765.804787 = -592977.629527 nChanged 7 SP:Iteration 30Q (3368.941481 sec): 3 clusters Score: Raw -595747.112772 + Penalty 2765.804787 = -592981.307985 nChanged 7 SP:Iteration 31Q (3368.998639 sec): 3 clusters Score: Raw -595749.913141 + Penalty 2765.804787 = -592984.108353 nChanged 7 SP:Iteration 32Q (3369.060044 sec): 3 clusters Score: Raw -595753.329892 + Penalty 2765.804787 = -592987.525104 nChanged 8 SP:Iteration 33Q (3369.103752 sec): 3 clusters Score: Raw -595758.183458 + Penalty 2765.804787 = -592992.378670 nChanged 6 SP:Iteration 34Q (3369.152457 sec): 3 clusters Score: Raw -595761.969535 + Penalty 2765.804787 = -592996.164748 nChanged 7 SP:Iteration 35Q (3369.205300 sec): 3 clusters Score: Raw -595766.717637 + Penalty 2765.804787 = -593000.912850 nChanged 4 SP:Iteration 36Q (3369.259950 sec): 3 clusters Score: Raw -595769.513429 + Penalty 2765.804787 = -593003.708642 nChanged 8 SP:Iteration 37Q (3369.325318 sec): 3 clusters Score: Raw -595772.859434 + Penalty 2765.804787 = -593007.054646 nChanged 4 SP:Iteration 38Q (3369.368224 sec): 3 clusters Score: Raw -595774.000209 + Penalty 2765.804787 = -593008.195422 nChanged 2 SP:Iteration 39Q (3369.421994 sec): 3 clusters Score: Raw -595774.826198 + Penalty 2765.804787 = -593009.021411 nChanged 4 SP:Iteration 40F (3369.478710 sec): 3 clusters Score: Raw -595777.533750 + Penalty 2765.804787 = -593011.728963 nChanged 8 SP:Iteration 41Q (3369.533883 sec): 3 clusters Score: Raw -595782.267879 + Penalty 2765.804787 = -593016.463091 nChanged 9 SP:Iteration 42Q (3369.592458 sec): 3 clusters Score: Raw -595786.607463 + Penalty 2765.804787 = -593020.802676 nChanged 6 SP:Iteration 43Q (3369.627672 sec): 3 clusters Score: Raw -595789.764892 + Penalty 2765.804787 = -593023.960105 nChanged 6 SP:Iteration 44Q (3369.680492 sec): 3 clusters Score: Raw -595792.462677 + Penalty 2765.804787 = -593026.657890 nChanged 2 SP:Iteration 45Q (3369.733796 sec): 3 clusters Score: Raw -595793.338281 + Penalty 2765.804787 = -593027.533493 nChanged 0 SP:Iteration 46F (3369.784886 sec): 3 clusters Score: Raw -595793.338281 + Penalty 2765.804787 = -593027.533493 nChanged 0 Trying to split cluster 9 (20625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3369.845165 sec): 2 clusters Score: Raw -2614629.273258 + Penalty 1614.317122 = -2613014.956136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3369.909754 sec): 3 clusters Score: Raw -2602264.040807 + Penalty 3228.634244 = -2599035.406563 nChanged 9247 SP:Iteration 1F (3369.987219 sec): 3 clusters Score: Raw -2607558.862600 + Penalty 3228.634244 = -2604330.228357 nChanged 1286 SP:Iteration 2F (3370.067348 sec): 3 clusters Score: Raw -2608167.155757 + Penalty 3228.634244 = -2604938.521513 nChanged 1254 SP:Iteration 3F (3370.136916 sec): 3 clusters Score: Raw -2608851.578559 + Penalty 3228.634244 = -2605622.944316 nChanged 1302 SP:Iteration 4F (3370.217825 sec): 3 clusters Score: Raw -2609684.218717 + Penalty 3228.634244 = -2606455.584473 nChanged 1391 SP:Iteration 5F (3370.303187 sec): 3 clusters Score: Raw -2610661.772291 + Penalty 3228.634244 = -2607433.138047 nChanged 1405 SP:Iteration 6F (3370.382079 sec): 3 clusters Score: Raw -2611681.779603 + Penalty 3228.634244 = -2608453.145359 nChanged 1284 SP:Iteration 7F (3370.464352 sec): 3 clusters Score: Raw -2612609.424984 + Penalty 3228.634244 = -2609380.790741 nChanged 1053 SP:Iteration 8F (3370.545928 sec): 3 clusters Score: Raw -2613347.201061 + Penalty 3228.634244 = -2610118.566818 nChanged 852 SP:Iteration 9Q (3370.628052 sec): 3 clusters Score: Raw -2613866.629771 + Penalty 3228.634244 = -2610637.995527 nChanged 760 SP:Iteration 10Q (3370.707223 sec): 3 clusters Score: Raw -2614246.595145 + Penalty 3228.634244 = -2611017.960901 nChanged 573 SP:Iteration 11Q (3370.789179 sec): 3 clusters Score: Raw -2614469.883053 + Penalty 3228.634244 = -2611241.248809 nChanged 438 SP:Iteration 12Q (3370.868072 sec): 3 clusters Score: Raw -2614608.454128 + Penalty 3228.634244 = -2611379.819885 nChanged 338 SP:Iteration 13Q (3370.947337 sec): 3 clusters Score: Raw -2614691.677953 + Penalty 3228.634244 = -2611463.043709 nChanged 275 SP:Iteration 14Q (3371.027696 sec): 3 clusters Score: Raw -2614748.863231 + Penalty 3228.634244 = -2611520.228987 nChanged 224 SP:Iteration 15Q (3371.110934 sec): 3 clusters Score: Raw -2614789.734971 + Penalty 3228.634244 = -2611561.100727 nChanged 182 SP:Iteration 16Q (3371.181549 sec): 3 clusters Score: Raw -2614823.467614 + Penalty 3228.634244 = -2611594.833371 nChanged 163 SP:Iteration 17Q (3371.273535 sec): 3 clusters Score: Raw -2614850.804811 + Penalty 3228.634244 = -2611622.170568 nChanged 143 SP:Iteration 18Q (3371.355082 sec): 3 clusters Score: Raw -2614872.904701 + Penalty 3228.634244 = -2611644.270458 nChanged 134 SP:Iteration 19Q (3371.437391 sec): 3 clusters Score: Raw -2614893.177513 + Penalty 3228.634244 = -2611664.543270 nChanged 126 SP:Iteration 20F (3371.519020 sec): 3 clusters Score: Raw -2614913.208989 + Penalty 3228.634244 = -2611684.574746 nChanged 129 SP:Iteration 21Q (3371.589216 sec): 3 clusters Score: Raw -2614932.277775 + Penalty 3228.634244 = -2611703.643531 nChanged 127 SP:Iteration 22Q (3371.677305 sec): 3 clusters Score: Raw -2614951.485393 + Penalty 3228.634244 = -2611722.851149 nChanged 123 SP:Iteration 23Q (3371.758256 sec): 3 clusters Score: Raw -2614966.768060 + Penalty 3228.634244 = -2611738.133817 nChanged 98 SP:Iteration 24Q (3371.840339 sec): 3 clusters Score: Raw -2614978.636585 + Penalty 3228.634244 = -2611750.002341 nChanged 80 SP:Iteration 25Q (3371.923173 sec): 3 clusters Score: Raw -2614987.453085 + Penalty 3228.634244 = -2611758.818841 nChanged 69 SP:Iteration 26Q (3372.006024 sec): 3 clusters Score: Raw -2614993.913971 + Penalty 3228.634244 = -2611765.279728 nChanged 54 SP:Iteration 27Q (3372.085769 sec): 3 clusters Score: Raw -2614998.898039 + Penalty 3228.634244 = -2611770.263795 nChanged 48 SP:Iteration 28Q (3372.152705 sec): 3 clusters Score: Raw -2615004.217743 + Penalty 3228.634244 = -2611775.583500 nChanged 63 SP:Iteration 29Q (3372.230665 sec): 3 clusters Score: Raw -2615009.992141 + Penalty 3228.634244 = -2611781.357897 nChanged 47 SP:Iteration 30Q (3372.313877 sec): 3 clusters Score: Raw -2615013.959994 + Penalty 3228.634244 = -2611785.325750 nChanged 47 SP:Iteration 31Q (3372.383717 sec): 3 clusters Score: Raw -2615018.466759 + Penalty 3228.634244 = -2611789.832516 nChanged 55 SP:Iteration 32Q (3372.466608 sec): 3 clusters Score: Raw -2615024.182078 + Penalty 3228.634244 = -2611795.547834 nChanged 61 SP:Iteration 33Q (3372.545217 sec): 3 clusters Score: Raw -2615029.969853 + Penalty 3228.634244 = -2611801.335609 nChanged 55 SP:Iteration 34Q (3372.631512 sec): 3 clusters Score: Raw -2615035.636617 + Penalty 3228.634244 = -2611807.002374 nChanged 57 SP:Iteration 35Q (3372.707703 sec): 3 clusters Score: Raw -2615041.629240 + Penalty 3228.634244 = -2611812.994996 nChanged 70 SP:Iteration 36Q (3372.791321 sec): 3 clusters Score: Raw -2615048.884599 + Penalty 3228.634244 = -2611820.250356 nChanged 67 SP:Iteration 37Q (3372.866876 sec): 3 clusters Score: Raw -2615055.113928 + Penalty 3228.634244 = -2611826.479685 nChanged 58 SP:Iteration 38Q (3372.947239 sec): 3 clusters Score: Raw -2615060.146552 + Penalty 3228.634244 = -2611831.512308 nChanged 53 SP:Iteration 39Q (3373.026777 sec): 3 clusters Score: Raw -2615064.978550 + Penalty 3228.634244 = -2611836.344307 nChanged 58 SP:Iteration 40F (3373.105383 sec): 3 clusters Score: Raw -2615069.971430 + Penalty 3228.634244 = -2611841.337187 nChanged 62 SP:Iteration 41Q (3373.174504 sec): 3 clusters Score: Raw -2615076.051729 + Penalty 3228.634244 = -2611847.417485 nChanged 62 SP:Iteration 42Q (3373.251110 sec): 3 clusters Score: Raw -2615082.354509 + Penalty 3228.634244 = -2611853.720266 nChanged 57 SP:Iteration 43Q (3373.324373 sec): 3 clusters Score: Raw -2615088.036187 + Penalty 3228.634244 = -2611859.401943 nChanged 53 SP:Iteration 44Q (3373.403230 sec): 3 clusters Score: Raw -2615092.891082 + Penalty 3228.634244 = -2611864.256838 nChanged 59 SP:Iteration 45Q (3373.478218 sec): 3 clusters Score: Raw -2615097.720780 + Penalty 3228.634244 = -2611869.086536 nChanged 44 SP:Iteration 46Q (3373.540695 sec): 3 clusters Score: Raw -2615101.227062 + Penalty 3228.634244 = -2611872.592819 nChanged 40 SP:Iteration 47Q (3373.611790 sec): 3 clusters Score: Raw -2615104.717458 + Penalty 3228.634244 = -2611876.083215 nChanged 43 SP:Iteration 48Q (3373.690744 sec): 3 clusters Score: Raw -2615108.511991 + Penalty 3228.634244 = -2611879.877748 nChanged 45 SP:Iteration 49Q (3373.772935 sec): 3 clusters Score: Raw -2615112.681732 + Penalty 3228.634244 = -2611884.047488 nChanged 41 SP:Iteration 50Q (3373.856146 sec): 3 clusters Score: Raw -2615116.561572 + Penalty 3228.634244 = -2611887.927329 nChanged 57 SP:Iteration 51Q (3373.934135 sec): 3 clusters Score: Raw -2615121.650218 + Penalty 3228.634244 = -2611893.015974 nChanged 54 SP:Iteration 52Q (3374.019246 sec): 3 clusters Score: Raw -2615125.390015 + Penalty 3228.634244 = -2611896.755772 nChanged 45 SP:Iteration 53Q (3374.094880 sec): 3 clusters Score: Raw -2615128.655068 + Penalty 3228.634244 = -2611900.020825 nChanged 36 SP:Iteration 54Q (3374.165294 sec): 3 clusters Score: Raw -2615131.200888 + Penalty 3228.634244 = -2611902.566644 nChanged 37 SP:Iteration 55Q (3374.251173 sec): 3 clusters Score: Raw -2615133.477806 + Penalty 3228.634244 = -2611904.843562 nChanged 34 SP:Iteration 56Q (3374.324947 sec): 3 clusters Score: Raw -2615135.916790 + Penalty 3228.634244 = -2611907.282546 nChanged 29 SP:Iteration 57Q (3374.405021 sec): 3 clusters Score: Raw -2615137.854884 + Penalty 3228.634244 = -2611909.220640 nChanged 27 SP:Iteration 58Q (3374.485961 sec): 3 clusters Score: Raw -2615139.640007 + Penalty 3228.634244 = -2611911.005763 nChanged 27 SP:Iteration 59Q (3374.572192 sec): 3 clusters Score: Raw -2615141.074878 + Penalty 3228.634244 = -2611912.440635 nChanged 19 SP:Iteration 60F (3374.654214 sec): 3 clusters Score: Raw -2615142.326024 + Penalty 3228.634244 = -2611913.691780 nChanged 27 SP:Iteration 61Q (3374.734538 sec): 3 clusters Score: Raw -2615144.362754 + Penalty 3228.634244 = -2611915.728510 nChanged 26 SP:Iteration 62Q (3374.802912 sec): 3 clusters Score: Raw -2615146.386166 + Penalty 3228.634244 = -2611917.751922 nChanged 31 SP:Iteration 63Q (3374.877712 sec): 3 clusters Score: Raw -2615149.079564 + Penalty 3228.634244 = -2611920.445320 nChanged 36 SP:Iteration 64Q (3374.965080 sec): 3 clusters Score: Raw -2615151.784706 + Penalty 3228.634244 = -2611923.150463 nChanged 31 SP:Iteration 65Q (3375.043888 sec): 3 clusters Score: Raw -2615154.575814 + Penalty 3228.634244 = -2611925.941571 nChanged 27 SP:Iteration 66Q (3375.124692 sec): 3 clusters Score: Raw -2615156.247368 + Penalty 3228.634244 = -2611927.613124 nChanged 18 SP:Iteration 67Q (3375.206096 sec): 3 clusters Score: Raw -2615157.390169 + Penalty 3228.634244 = -2611928.755926 nChanged 16 SP:Iteration 68Q (3375.287857 sec): 3 clusters Score: Raw -2615158.552257 + Penalty 3228.634244 = -2611929.918014 nChanged 20 SP:Iteration 69Q (3375.358793 sec): 3 clusters Score: Raw -2615159.625672 + Penalty 3228.634244 = -2611930.991428 nChanged 17 SP:Iteration 70Q (3375.445165 sec): 3 clusters Score: Raw -2615160.680901 + Penalty 3228.634244 = -2611932.046657 nChanged 15 SP:Iteration 71Q (3375.525235 sec): 3 clusters Score: Raw -2615161.375322 + Penalty 3228.634244 = -2611932.741078 nChanged 9 SP:Iteration 72Q (3375.602238 sec): 3 clusters Score: Raw -2615161.882345 + Penalty 3228.634244 = -2611933.248102 nChanged 8 SP:Iteration 73Q (3375.671958 sec): 3 clusters Score: Raw -2615162.283732 + Penalty 3228.634244 = -2611933.649488 nChanged 11 SP:Iteration 74Q (3375.753697 sec): 3 clusters Score: Raw -2615162.756595 + Penalty 3228.634244 = -2611934.122351 nChanged 10 SP:Iteration 75Q (3375.841774 sec): 3 clusters Score: Raw -2615163.134942 + Penalty 3228.634244 = -2611934.500699 nChanged 9 SP:Iteration 76Q (3375.921838 sec): 3 clusters Score: Raw -2615163.322701 + Penalty 3228.634244 = -2611934.688457 nChanged 2 SP:Iteration 77Q (3375.987367 sec): 3 clusters Score: Raw -2615163.382348 + Penalty 3228.634244 = -2611934.748104 nChanged 5 SP:Iteration 78Q (3376.064900 sec): 3 clusters Score: Raw -2615163.533391 + Penalty 3228.634244 = -2611934.899147 nChanged 5 SP:Iteration 79Q (3376.140439 sec): 3 clusters Score: Raw -2615163.709865 + Penalty 3228.634244 = -2611935.075622 nChanged 6 SP:Iteration 80F (3376.224171 sec): 3 clusters Score: Raw -2615163.929918 + Penalty 3228.634244 = -2611935.295674 nChanged 1 SP:Iteration 81Q (3376.295493 sec): 3 clusters Score: Raw -2615163.951444 + Penalty 3228.634244 = -2611935.317200 nChanged 1 SP:Iteration 82Q (3376.377590 sec): 3 clusters Score: Raw -2615164.023705 + Penalty 3228.634244 = -2611935.389461 nChanged 3 SP:Iteration 83Q (3376.451343 sec): 3 clusters Score: Raw -2615164.120184 + Penalty 3228.634244 = -2611935.485940 nChanged 2 SP:Iteration 84Q (3376.528114 sec): 3 clusters Score: Raw -2615164.193887 + Penalty 3228.634244 = -2611935.559643 nChanged 2 SP:Iteration 85Q (3376.606178 sec): 3 clusters Score: Raw -2615164.268648 + Penalty 3228.634244 = -2611935.634404 nChanged 0 SP:Iteration 86F (3376.686146 sec): 3 clusters Score: Raw -2615164.268648 + Penalty 3228.634244 = -2611935.634404 nChanged 0 Trying to split cluster 10 (6170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3376.715377 sec): 2 clusters Score: Raw -772851.489263 + Penalty 1418.211294 = -771433.277969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3376.773383 sec): 3 clusters Score: Raw -769544.441190 + Penalty 2836.422588 = -766708.018602 nChanged 2523 SP:Iteration 1F (3376.823790 sec): 3 clusters Score: Raw -770908.132027 + Penalty 2836.422588 = -768071.709439 nChanged 403 SP:Iteration 2F (3376.865354 sec): 3 clusters Score: Raw -771159.075311 + Penalty 2836.422588 = -768322.652723 nChanged 389 SP:Iteration 3F (3376.921628 sec): 3 clusters Score: Raw -771415.572408 + Penalty 2836.422588 = -768579.149820 nChanged 362 SP:Iteration 4F (3376.978507 sec): 3 clusters Score: Raw -771687.183766 + Penalty 2836.422588 = -768850.761178 nChanged 368 SP:Iteration 5F (3377.022161 sec): 3 clusters Score: Raw -771991.392508 + Penalty 2836.422588 = -769154.969920 nChanged 370 SP:Iteration 6F (3377.091398 sec): 3 clusters Score: Raw -772304.533608 + Penalty 2836.422588 = -769468.111020 nChanged 335 SP:Iteration 7F (3377.136821 sec): 3 clusters Score: Raw -772550.177891 + Penalty 2836.422588 = -769713.755303 nChanged 288 SP:Iteration 8Q (3377.190105 sec): 3 clusters Score: Raw -772762.411180 + Penalty 2836.422588 = -769925.988592 nChanged 247 SP:Iteration 9Q (3377.229163 sec): 3 clusters Score: Raw -772942.361208 + Penalty 2836.422588 = -770105.938620 nChanged 188 SP:Iteration 10Q (3377.282631 sec): 3 clusters Score: Raw -773107.227465 + Penalty 2836.422588 = -770270.804877 nChanged 194 SP:Iteration 11Q (3377.334478 sec): 3 clusters Score: Raw -773280.778537 + Penalty 2836.422588 = -770444.355949 nChanged 181 SP:Iteration 12Q (3377.384247 sec): 3 clusters Score: Raw -773471.072997 + Penalty 2836.422588 = -770634.650409 nChanged 152 SP:Iteration 13Q (3377.441654 sec): 3 clusters Score: Raw -773618.565058 + Penalty 2836.422588 = -770782.142470 nChanged 111 SP:Iteration 14Q (3377.498387 sec): 3 clusters Score: Raw -773712.024110 + Penalty 2836.422588 = -770875.601522 nChanged 79 SP:Iteration 15Q (3377.544712 sec): 3 clusters Score: Raw -773767.565207 + Penalty 2836.422588 = -770931.142619 nChanged 61 SP:Iteration 16Q (3377.602255 sec): 3 clusters Score: Raw -773806.984257 + Penalty 2836.422588 = -770970.561669 nChanged 53 SP:Iteration 17Q (3377.662108 sec): 3 clusters Score: Raw -773837.022591 + Penalty 2836.422588 = -771000.600003 nChanged 42 SP:Iteration 18Q (3377.700361 sec): 3 clusters Score: Raw -773859.868969 + Penalty 2836.422588 = -771023.446381 nChanged 36 SP:Iteration 19Q (3377.751006 sec): 3 clusters Score: Raw -773882.040209 + Penalty 2836.422588 = -771045.617621 nChanged 43 SP:Iteration 20F (3377.814448 sec): 3 clusters Score: Raw -773912.489077 + Penalty 2836.422588 = -771076.066489 nChanged 34 SP:Iteration 21Q (3377.862938 sec): 3 clusters Score: Raw -773935.188308 + Penalty 2836.422588 = -771098.765720 nChanged 30 SP:Iteration 22Q (3377.928030 sec): 3 clusters Score: Raw -773951.293084 + Penalty 2836.422588 = -771114.870496 nChanged 23 SP:Iteration 23Q (3377.976080 sec): 3 clusters Score: Raw -773960.743399 + Penalty 2836.422588 = -771124.320811 nChanged 22 SP:Iteration 24Q (3378.043825 sec): 3 clusters Score: Raw -773972.673540 + Penalty 2836.422588 = -771136.250952 nChanged 25 SP:Iteration 25Q (3378.090181 sec): 3 clusters Score: Raw -773983.243689 + Penalty 2836.422588 = -771146.821101 nChanged 18 SP:Iteration 26Q (3378.156752 sec): 3 clusters Score: Raw -773992.482201 + Penalty 2836.422588 = -771156.059613 nChanged 16 SP:Iteration 27Q (3378.205546 sec): 3 clusters Score: Raw -773999.254708 + Penalty 2836.422588 = -771162.832120 nChanged 13 SP:Iteration 28Q (3378.252598 sec): 3 clusters Score: Raw -774003.685661 + Penalty 2836.422588 = -771167.263073 nChanged 13 SP:Iteration 29Q (3378.309640 sec): 3 clusters Score: Raw -774011.117657 + Penalty 2836.422588 = -771174.695069 nChanged 17 SP:Iteration 30Q (3378.362802 sec): 3 clusters Score: Raw -774017.721383 + Penalty 2836.422588 = -771181.298795 nChanged 17 SP:Iteration 31Q (3378.420639 sec): 3 clusters Score: Raw -774025.501836 + Penalty 2836.422588 = -771189.079248 nChanged 17 SP:Iteration 32Q (3378.464557 sec): 3 clusters Score: Raw -774032.332093 + Penalty 2836.422588 = -771195.909505 nChanged 12 SP:Iteration 33Q (3378.522813 sec): 3 clusters Score: Raw -774036.550878 + Penalty 2836.422588 = -771200.128290 nChanged 9 SP:Iteration 34Q (3378.573695 sec): 3 clusters Score: Raw -774039.666213 + Penalty 2836.422588 = -771203.243625 nChanged 6 SP:Iteration 35Q (3378.636782 sec): 3 clusters Score: Raw -774041.375029 + Penalty 2836.422588 = -771204.952441 nChanged 3 SP:Iteration 36Q (3378.677719 sec): 3 clusters Score: Raw -774042.317634 + Penalty 2836.422588 = -771205.895046 nChanged 3 SP:Iteration 37Q (3378.731391 sec): 3 clusters Score: Raw -774043.702347 + Penalty 2836.422588 = -771207.279759 nChanged 3 SP:Iteration 38Q (3378.788835 sec): 3 clusters Score: Raw -774044.726601 + Penalty 2836.422588 = -771208.304013 nChanged 2 SP:Iteration 39Q (3378.832812 sec): 3 clusters Score: Raw -774045.361385 + Penalty 2836.422588 = -771208.938797 nChanged 2 SP:Iteration 40F (3378.890639 sec): 3 clusters Score: Raw -774045.863740 + Penalty 2836.422588 = -771209.441152 nChanged 4 SP:Iteration 41Q (3378.943366 sec): 3 clusters Score: Raw -774047.294559 + Penalty 2836.422588 = -771210.871971 nChanged 7 SP:Iteration 42Q (3378.992762 sec): 3 clusters Score: Raw -774049.604200 + Penalty 2836.422588 = -771213.181612 nChanged 8 SP:Iteration 43Q (3379.041817 sec): 3 clusters Score: Raw -774052.452950 + Penalty 2836.422588 = -771216.030362 nChanged 12 SP:Iteration 44Q (3379.097563 sec): 3 clusters Score: Raw -774058.587399 + Penalty 2836.422588 = -771222.164811 nChanged 12 SP:Iteration 45Q (3379.154904 sec): 3 clusters Score: Raw -774064.467141 + Penalty 2836.422588 = -771228.044553 nChanged 11 SP:Iteration 46Q (3379.193366 sec): 3 clusters Score: Raw -774069.368125 + Penalty 2836.422588 = -771232.945537 nChanged 11 SP:Iteration 47Q (3379.245248 sec): 3 clusters Score: Raw -774074.443510 + Penalty 2836.422588 = -771238.020922 nChanged 10 SP:Iteration 48Q (3379.298955 sec): 3 clusters Score: Raw -774078.435582 + Penalty 2836.422588 = -771242.012994 nChanged 8 SP:Iteration 49Q (3379.347307 sec): 3 clusters Score: Raw -774081.343934 + Penalty 2836.422588 = -771244.921346 nChanged 5 SP:Iteration 50Q (3379.405437 sec): 3 clusters Score: Raw -774083.017411 + Penalty 2836.422588 = -771246.594823 nChanged 3 SP:Iteration 51Q (3379.452983 sec): 3 clusters Score: Raw -774083.996788 + Penalty 2836.422588 = -771247.574200 nChanged 2 SP:Iteration 52Q (3379.515252 sec): 3 clusters Score: Raw -774084.227483 + Penalty 2836.422588 = -771247.804895 nChanged 0 SP:Iteration 53F (3379.571024 sec): 3 clusters Score: Raw -774084.227483 + Penalty 2836.422588 = -771247.804895 nChanged 0 Trying to split cluster 11 (16749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3379.622308 sec): 2 clusters Score: Raw -2106281.655107 + Penalty 1580.490248 = -2104701.164859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3379.696012 sec): 3 clusters Score: Raw -2096289.820133 + Penalty 3160.980496 = -2093128.839637 nChanged 7431 SP:Iteration 1F (3379.758078 sec): 3 clusters Score: Raw -2100294.934658 + Penalty 3160.980496 = -2097133.954162 nChanged 886 SP:Iteration 2F (3379.825077 sec): 3 clusters Score: Raw -2100709.718261 + Penalty 3160.980496 = -2097548.737765 nChanged 891 SP:Iteration 3F (3379.899132 sec): 3 clusters Score: Raw -2101170.308057 + Penalty 3160.980496 = -2098009.327561 nChanged 956 SP:Iteration 4F (3379.958422 sec): 3 clusters Score: Raw -2101746.196149 + Penalty 3160.980496 = -2098585.215653 nChanged 1013 SP:Iteration 5F (3380.031504 sec): 3 clusters Score: Raw -2102436.015289 + Penalty 3160.980496 = -2099275.034793 nChanged 1026 SP:Iteration 6F (3380.097639 sec): 3 clusters Score: Raw -2103240.941817 + Penalty 3160.980496 = -2100079.961321 nChanged 981 SP:Iteration 7F (3380.170033 sec): 3 clusters Score: Raw -2104063.507418 + Penalty 3160.980496 = -2100902.526922 nChanged 845 SP:Iteration 8F (3380.242107 sec): 3 clusters Score: Raw -2104805.025735 + Penalty 3160.980496 = -2101644.045239 nChanged 668 SP:Iteration 9Q (3380.306269 sec): 3 clusters Score: Raw -2105377.186929 + Penalty 3160.980496 = -2102216.206433 nChanged 459 SP:Iteration 10Q (3380.368607 sec): 3 clusters Score: Raw -2105733.757289 + Penalty 3160.980496 = -2102572.776793 nChanged 348 SP:Iteration 11Q (3380.439700 sec): 3 clusters Score: Raw -2105959.287582 + Penalty 3160.980496 = -2102798.307086 nChanged 257 SP:Iteration 12Q (3380.509617 sec): 3 clusters Score: Raw -2106107.715518 + Penalty 3160.980496 = -2102946.735022 nChanged 190 SP:Iteration 13Q (3380.577426 sec): 3 clusters Score: Raw -2106211.257011 + Penalty 3160.980496 = -2103050.276515 nChanged 154 SP:Iteration 14Q (3380.648700 sec): 3 clusters Score: Raw -2106282.564839 + Penalty 3160.980496 = -2103121.584343 nChanged 113 SP:Iteration 15Q (3380.727242 sec): 3 clusters Score: Raw -2106333.284405 + Penalty 3160.980496 = -2103172.303909 nChanged 91 SP:Iteration 16Q (3380.789651 sec): 3 clusters Score: Raw -2106372.577683 + Penalty 3160.980496 = -2103211.597187 nChanged 79 SP:Iteration 17Q (3380.850350 sec): 3 clusters Score: Raw -2106407.669862 + Penalty 3160.980496 = -2103246.689366 nChanged 74 SP:Iteration 18Q (3380.915143 sec): 3 clusters Score: Raw -2106438.319077 + Penalty 3160.980496 = -2103277.338581 nChanged 55 SP:Iteration 19Q (3380.982034 sec): 3 clusters Score: Raw -2106459.587647 + Penalty 3160.980496 = -2103298.607151 nChanged 52 SP:Iteration 20F (3381.046181 sec): 3 clusters Score: Raw -2106477.827816 + Penalty 3160.980496 = -2103316.847320 nChanged 52 SP:Iteration 21Q (3381.105548 sec): 3 clusters Score: Raw -2106497.058041 + Penalty 3160.980496 = -2103336.077545 nChanged 45 SP:Iteration 22Q (3381.175757 sec): 3 clusters Score: Raw -2106516.310259 + Penalty 3160.980496 = -2103355.329763 nChanged 38 SP:Iteration 23Q (3381.243150 sec): 3 clusters Score: Raw -2106531.555986 + Penalty 3160.980496 = -2103370.575490 nChanged 37 SP:Iteration 24Q (3381.317107 sec): 3 clusters Score: Raw -2106546.407840 + Penalty 3160.980496 = -2103385.427344 nChanged 34 SP:Iteration 25Q (3381.387615 sec): 3 clusters Score: Raw -2106559.942780 + Penalty 3160.980496 = -2103398.962284 nChanged 18 SP:Iteration 26Q (3381.446960 sec): 3 clusters Score: Raw -2106567.092962 + Penalty 3160.980496 = -2103406.112466 nChanged 18 SP:Iteration 27Q (3381.514453 sec): 3 clusters Score: Raw -2106573.522728 + Penalty 3160.980496 = -2103412.542232 nChanged 12 SP:Iteration 28Q (3381.586634 sec): 3 clusters Score: Raw -2106577.645089 + Penalty 3160.980496 = -2103416.664593 nChanged 18 SP:Iteration 29Q (3381.659982 sec): 3 clusters Score: Raw -2106584.407718 + Penalty 3160.980496 = -2103423.427222 nChanged 16 SP:Iteration 30Q (3381.734078 sec): 3 clusters Score: Raw -2106589.109136 + Penalty 3160.980496 = -2103428.128640 nChanged 12 SP:Iteration 31Q (3381.804913 sec): 3 clusters Score: Raw -2106592.446160 + Penalty 3160.980496 = -2103431.465664 nChanged 11 SP:Iteration 32Q (3381.869164 sec): 3 clusters Score: Raw -2106596.156458 + Penalty 3160.980496 = -2103435.175962 nChanged 8 SP:Iteration 33Q (3381.939584 sec): 3 clusters Score: Raw -2106599.035772 + Penalty 3160.980496 = -2103438.055276 nChanged 12 SP:Iteration 34Q (3382.018276 sec): 3 clusters Score: Raw -2106603.217602 + Penalty 3160.980496 = -2103442.237106 nChanged 10 SP:Iteration 35Q (3382.081300 sec): 3 clusters Score: Raw -2106606.187217 + Penalty 3160.980496 = -2103445.206721 nChanged 5 SP:Iteration 36Q (3382.159859 sec): 3 clusters Score: Raw -2106607.706594 + Penalty 3160.980496 = -2103446.726098 nChanged 5 SP:Iteration 37Q (3382.231208 sec): 3 clusters Score: Raw -2106608.900317 + Penalty 3160.980496 = -2103447.919821 nChanged 5 SP:Iteration 38Q (3382.302853 sec): 3 clusters Score: Raw -2106609.950731 + Penalty 3160.980496 = -2103448.970235 nChanged 2 SP:Iteration 39Q (3382.373755 sec): 3 clusters Score: Raw -2106610.465276 + Penalty 3160.980496 = -2103449.484780 nChanged 0 SP:Iteration 40F (3382.437667 sec): 3 clusters Score: Raw -2106610.465276 + Penalty 3160.980496 = -2103449.484780 nChanged 0 Trying to split cluster 12 (49414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3382.533134 sec): 2 clusters Score: Raw -6275030.224375 + Penalty 1756.298223 = -6273273.926153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3382.636377 sec): 3 clusters Score: Raw -6243962.991217 + Penalty 3512.596446 = -6240450.394771 nChanged 23025 SP:Iteration 1F (3382.757242 sec): 3 clusters Score: Raw -6256799.213592 + Penalty 3512.596446 = -6253286.617146 nChanged 1730 SP:Iteration 2Q (3382.898940 sec): 3 clusters Score: Raw -6257235.935811 + Penalty 3512.596446 = -6253723.339365 nChanged 1675 SP:Iteration 3Q (3383.018760 sec): 3 clusters Score: Raw -6257688.576902 + Penalty 3512.596446 = -6254175.980456 nChanged 1774 SP:Iteration 4Q (3383.150873 sec): 3 clusters Score: Raw -6258210.172130 + Penalty 3512.596446 = -6254697.575684 nChanged 1840 SP:Iteration 5Q (3383.288472 sec): 3 clusters Score: Raw -6258856.874541 + Penalty 3512.596446 = -6255344.278095 nChanged 2078 SP:Iteration 6Q (3383.423576 sec): 3 clusters Score: Raw -6259650.248567 + Penalty 3512.596446 = -6256137.652121 nChanged 2280 SP:Iteration 7Q (3383.548467 sec): 3 clusters Score: Raw -6260628.727265 + Penalty 3512.596446 = -6257116.130819 nChanged 2391 SP:Iteration 8Q (3383.671957 sec): 3 clusters Score: Raw -6261668.566051 + Penalty 3512.596446 = -6258155.969605 nChanged 2454 SP:Iteration 9Q (3383.816625 sec): 3 clusters Score: Raw -6262746.635302 + Penalty 3512.596446 = -6259234.038856 nChanged 2356 SP:Iteration 10Q (3383.946234 sec): 3 clusters Score: Raw -6263745.529998 + Penalty 3512.596446 = -6260232.933552 nChanged 2163 SP:Iteration 11Q (3384.080534 sec): 3 clusters Score: Raw -6264668.826862 + Penalty 3512.596446 = -6261156.230416 nChanged 1967 SP:Iteration 12Q (3384.208131 sec): 3 clusters Score: Raw -6265548.760516 + Penalty 3512.596446 = -6262036.164070 nChanged 1795 SP:Iteration 13Q (3384.342423 sec): 3 clusters Score: Raw -6266466.415533 + Penalty 3512.596446 = -6262953.819088 nChanged 1711 SP:Iteration 14Q (3384.478565 sec): 3 clusters Score: Raw -6267533.688637 + Penalty 3512.596446 = -6264021.092191 nChanged 1563 SP:Iteration 15Q (3384.612603 sec): 3 clusters Score: Raw -6268532.744555 + Penalty 3512.596446 = -6265020.148109 nChanged 1486 SP:Iteration 16Q (3384.742474 sec): 3 clusters Score: Raw -6269346.758873 + Penalty 3512.596446 = -6265834.162428 nChanged 1237 SP:Iteration 17Q (3384.867843 sec): 3 clusters Score: Raw -6269925.000078 + Penalty 3512.596446 = -6266412.403632 nChanged 1054 SP:Iteration 18Q (3384.998803 sec): 3 clusters Score: Raw -6270349.492133 + Penalty 3512.596446 = -6266836.895687 nChanged 984 SP:Iteration 19Q (3385.133153 sec): 3 clusters Score: Raw -6270719.121749 + Penalty 3512.596446 = -6267206.525303 nChanged 934 SP:Iteration 20F (3385.261922 sec): 3 clusters Score: Raw -6271070.805842 + Penalty 3512.596446 = -6267558.209396 nChanged 937 SP:Iteration 21Q (3385.391873 sec): 3 clusters Score: Raw -6271425.997659 + Penalty 3512.596446 = -6267913.401213 nChanged 862 SP:Iteration 22Q (3385.520346 sec): 3 clusters Score: Raw -6271763.714019 + Penalty 3512.596446 = -6268251.117574 nChanged 874 SP:Iteration 23Q (3385.642921 sec): 3 clusters Score: Raw -6272111.983180 + Penalty 3512.596446 = -6268599.386734 nChanged 824 SP:Iteration 24Q (3385.762207 sec): 3 clusters Score: Raw -6272452.780915 + Penalty 3512.596446 = -6268940.184469 nChanged 806 SP:Iteration 25Q (3385.891800 sec): 3 clusters Score: Raw -6272801.940349 + Penalty 3512.596446 = -6269289.343903 nChanged 768 SP:Iteration 26Q (3386.010946 sec): 3 clusters Score: Raw -6273142.752297 + Penalty 3512.596446 = -6269630.155851 nChanged 705 SP:Iteration 27Q (3386.135188 sec): 3 clusters Score: Raw -6273463.506881 + Penalty 3512.596446 = -6269950.910436 nChanged 634 SP:Iteration 28Q (3386.256095 sec): 3 clusters Score: Raw -6273759.538092 + Penalty 3512.596446 = -6270246.941646 nChanged 553 SP:Iteration 29Q (3386.362413 sec): 3 clusters Score: Raw -6274007.719824 + Penalty 3512.596446 = -6270495.123378 nChanged 451 SP:Iteration 30Q (3386.476651 sec): 3 clusters Score: Raw -6274203.758268 + Penalty 3512.596446 = -6270691.161822 nChanged 418 SP:Iteration 31Q (3386.585009 sec): 3 clusters Score: Raw -6274411.028751 + Penalty 3512.596446 = -6270898.432305 nChanged 375 SP:Iteration 32Q (3386.691446 sec): 3 clusters Score: Raw -6274590.679893 + Penalty 3512.596446 = -6271078.083448 nChanged 302 SP:Iteration 33Q (3386.805579 sec): 3 clusters Score: Raw -6274729.180908 + Penalty 3512.596446 = -6271216.584462 nChanged 243 SP:Iteration 34Q (3386.909943 sec): 3 clusters Score: Raw -6274858.593230 + Penalty 3512.596446 = -6271345.996784 nChanged 197 SP:Iteration 35Q (3387.022348 sec): 3 clusters Score: Raw -6274949.929620 + Penalty 3512.596446 = -6271437.333175 nChanged 159 SP:Iteration 36Q (3387.132332 sec): 3 clusters Score: Raw -6275016.222135 + Penalty 3512.596446 = -6271503.625689 nChanged 130 SP:Iteration 37Q (3387.243923 sec): 3 clusters Score: Raw -6275071.320914 + Penalty 3512.596446 = -6271558.724469 nChanged 116 SP:Iteration 38Q (3387.356560 sec): 3 clusters Score: Raw -6275117.546462 + Penalty 3512.596446 = -6271604.950016 nChanged 94 SP:Iteration 39Q (3387.460597 sec): 3 clusters Score: Raw -6275151.122237 + Penalty 3512.596446 = -6271638.525791 nChanged 70 SP:Iteration 40F (3387.579984 sec): 3 clusters Score: Raw -6275173.122466 + Penalty 3512.596446 = -6271660.526020 nChanged 61 SP:Iteration 41Q (3387.688487 sec): 3 clusters Score: Raw -6275194.212793 + Penalty 3512.596446 = -6271681.616347 nChanged 56 SP:Iteration 42Q (3387.791805 sec): 3 clusters Score: Raw -6275215.849204 + Penalty 3512.596446 = -6271703.252758 nChanged 52 SP:Iteration 43Q (3387.903088 sec): 3 clusters Score: Raw -6275235.141672 + Penalty 3512.596446 = -6271722.545226 nChanged 43 SP:Iteration 44Q (3388.014983 sec): 3 clusters Score: Raw -6275248.479688 + Penalty 3512.596446 = -6271735.883242 nChanged 32 SP:Iteration 45Q (3388.112679 sec): 3 clusters Score: Raw -6275258.454499 + Penalty 3512.596446 = -6271745.858054 nChanged 31 SP:Iteration 46Q (3388.224299 sec): 3 clusters Score: Raw -6275273.101274 + Penalty 3512.596446 = -6271760.504828 nChanged 34 SP:Iteration 47Q (3388.339925 sec): 3 clusters Score: Raw -6275288.558903 + Penalty 3512.596446 = -6271775.962457 nChanged 37 SP:Iteration 48Q (3388.461101 sec): 3 clusters Score: Raw -6275302.919425 + Penalty 3512.596446 = -6271790.322979 nChanged 23 SP:Iteration 49Q (3388.560633 sec): 3 clusters Score: Raw -6275309.817638 + Penalty 3512.596446 = -6271797.221192 nChanged 11 SP:Iteration 50Q (3388.675533 sec): 3 clusters Score: Raw -6275315.028927 + Penalty 3512.596446 = -6271802.432481 nChanged 16 SP:Iteration 51Q (3388.789140 sec): 3 clusters Score: Raw -6275320.701350 + Penalty 3512.596446 = -6271808.104905 nChanged 7 SP:Iteration 52Q (3388.888249 sec): 3 clusters Score: Raw -6275323.038721 + Penalty 3512.596446 = -6271810.442275 nChanged 5 SP:Iteration 53Q (3389.008763 sec): 3 clusters Score: Raw -6275324.435312 + Penalty 3512.596446 = -6271811.838866 nChanged 2 SP:Iteration 54Q (3389.112878 sec): 3 clusters Score: Raw -6275324.725299 + Penalty 3512.596446 = -6271812.128853 nChanged 1 SP:Iteration 55Q (3389.228570 sec): 3 clusters Score: Raw -6275325.190499 + Penalty 3512.596446 = -6271812.594054 nChanged 5 SP:Iteration 56Q (3389.335772 sec): 3 clusters Score: Raw -6275326.535843 + Penalty 3512.596446 = -6271813.939397 nChanged 4 SP:Iteration 57Q (3389.441697 sec): 3 clusters Score: Raw -6275328.232364 + Penalty 3512.596446 = -6271815.635918 nChanged 10 SP:Iteration 58Q (3389.561715 sec): 3 clusters Score: Raw -6275332.383993 + Penalty 3512.596446 = -6271819.787548 nChanged 6 SP:Iteration 59Q (3389.673371 sec): 3 clusters Score: Raw -6275334.824401 + Penalty 3512.596446 = -6271822.227955 nChanged 5 SP:Iteration 60F (3389.797627 sec): 3 clusters Score: Raw -6275336.609798 + Penalty 3512.596446 = -6271824.013353 nChanged 3 SP:Iteration 61Q (3389.906686 sec): 3 clusters Score: Raw -6275337.547298 + Penalty 3512.596446 = -6271824.950852 nChanged 2 SP:Iteration 62Q (3390.008237 sec): 3 clusters Score: Raw -6275338.238225 + Penalty 3512.596446 = -6271825.641779 nChanged 3 SP:Iteration 63Q (3390.122046 sec): 3 clusters Score: Raw -6275340.480162 + Penalty 3512.596446 = -6271827.883717 nChanged 7 SP:Iteration 64Q (3390.234543 sec): 3 clusters Score: Raw -6275343.640580 + Penalty 3512.596446 = -6271831.044134 nChanged 7 SP:Iteration 65Q (3390.345948 sec): 3 clusters Score: Raw -6275346.958964 + Penalty 3512.596446 = -6271834.362518 nChanged 7 SP:Iteration 66Q (3390.443531 sec): 3 clusters Score: Raw -6275349.924830 + Penalty 3512.596446 = -6271837.328384 nChanged 8 SP:Iteration 67Q (3390.536836 sec): 3 clusters Score: Raw -6275352.599278 + Penalty 3512.596446 = -6271840.002832 nChanged 4 SP:Iteration 68Q (3390.653986 sec): 3 clusters Score: Raw -6275353.491632 + Penalty 3512.596446 = -6271840.895186 nChanged 1 SP:Iteration 69Q (3390.762574 sec): 3 clusters Score: Raw -6275353.727712 + Penalty 3512.596446 = -6271841.131266 nChanged 1 SP:Iteration 70Q (3390.867648 sec): 3 clusters Score: Raw -6275354.087723 + Penalty 3512.596446 = -6271841.491277 nChanged 0 SP:Iteration 71F (3390.989893 sec): 3 clusters Score: Raw -6275354.087723 + Penalty 3512.596446 = -6271841.491277 nChanged 0 Trying to split cluster 13 (5349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3391.029822 sec): 2 clusters Score: Raw -674360.599461 + Penalty 1395.008047 = -672965.591414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3391.086243 sec): 3 clusters Score: Raw -671505.257640 + Penalty 2790.016095 = -668715.241545 nChanged 2245 SP:Iteration 1F (3391.142965 sec): 3 clusters Score: Raw -672777.977945 + Penalty 2790.016095 = -669987.961851 nChanged 419 SP:Iteration 2F (3391.195458 sec): 3 clusters Score: Raw -673053.769709 + Penalty 2790.016095 = -670263.753614 nChanged 373 SP:Iteration 3F (3391.252979 sec): 3 clusters Score: Raw -673289.596692 + Penalty 2790.016095 = -670499.580597 nChanged 301 SP:Iteration 4F (3391.298843 sec): 3 clusters Score: Raw -673481.714643 + Penalty 2790.016095 = -670691.698548 nChanged 280 SP:Iteration 5F (3391.360200 sec): 3 clusters Score: Raw -673678.942503 + Penalty 2790.016095 = -670888.926409 nChanged 271 SP:Iteration 6F (3391.417378 sec): 3 clusters Score: Raw -673855.261939 + Penalty 2790.016095 = -671065.245844 nChanged 199 SP:Iteration 7Q (3391.471870 sec): 3 clusters Score: Raw -673966.140850 + Penalty 2790.016095 = -671176.124755 nChanged 171 SP:Iteration 8Q (3391.516904 sec): 3 clusters Score: Raw -674067.833001 + Penalty 2790.016095 = -671277.816906 nChanged 151 SP:Iteration 9Q (3391.583628 sec): 3 clusters Score: Raw -674157.239740 + Penalty 2790.016095 = -671367.223645 nChanged 134 SP:Iteration 10Q (3391.639214 sec): 3 clusters Score: Raw -674225.830632 + Penalty 2790.016095 = -671435.814538 nChanged 107 SP:Iteration 11Q (3391.687661 sec): 3 clusters Score: Raw -674277.732118 + Penalty 2790.016095 = -671487.716024 nChanged 92 SP:Iteration 12Q (3391.741980 sec): 3 clusters Score: Raw -674329.376489 + Penalty 2790.016095 = -671539.360395 nChanged 81 SP:Iteration 13Q (3391.785396 sec): 3 clusters Score: Raw -674373.137289 + Penalty 2790.016095 = -671583.121194 nChanged 61 SP:Iteration 14Q (3391.835201 sec): 3 clusters Score: Raw -674402.244538 + Penalty 2790.016095 = -671612.228443 nChanged 62 SP:Iteration 15Q (3391.890124 sec): 3 clusters Score: Raw -674431.588835 + Penalty 2790.016095 = -671641.572740 nChanged 56 SP:Iteration 16Q (3391.953169 sec): 3 clusters Score: Raw -674457.318188 + Penalty 2790.016095 = -671667.302093 nChanged 49 SP:Iteration 17Q (3391.999788 sec): 3 clusters Score: Raw -674478.358955 + Penalty 2790.016095 = -671688.342860 nChanged 40 SP:Iteration 18Q (3392.047036 sec): 3 clusters Score: Raw -674492.953333 + Penalty 2790.016095 = -671702.937239 nChanged 38 SP:Iteration 19Q (3392.094503 sec): 3 clusters Score: Raw -674508.549276 + Penalty 2790.016095 = -671718.533182 nChanged 46 SP:Iteration 20F (3392.151556 sec): 3 clusters Score: Raw -674530.563267 + Penalty 2790.016095 = -671740.547173 nChanged 38 SP:Iteration 21Q (3392.206840 sec): 3 clusters Score: Raw -674544.317297 + Penalty 2790.016095 = -671754.301203 nChanged 23 SP:Iteration 22Q (3392.248926 sec): 3 clusters Score: Raw -674551.591499 + Penalty 2790.016095 = -671761.575404 nChanged 20 SP:Iteration 23Q (3392.302350 sec): 3 clusters Score: Raw -674558.050473 + Penalty 2790.016095 = -671768.034378 nChanged 16 SP:Iteration 24Q (3392.352199 sec): 3 clusters Score: Raw -674562.267797 + Penalty 2790.016095 = -671772.251702 nChanged 16 SP:Iteration 25Q (3392.396640 sec): 3 clusters Score: Raw -674567.354537 + Penalty 2790.016095 = -671777.338442 nChanged 15 SP:Iteration 26Q (3392.460841 sec): 3 clusters Score: Raw -674575.471003 + Penalty 2790.016095 = -671785.454908 nChanged 18 SP:Iteration 27Q (3392.491675 sec): 3 clusters Score: Raw -674584.356474 + Penalty 2790.016095 = -671794.340380 nChanged 19 SP:Iteration 28Q (3392.549752 sec): 3 clusters Score: Raw -674593.016510 + Penalty 2790.016095 = -671803.000415 nChanged 21 SP:Iteration 29Q (3392.594606 sec): 3 clusters Score: Raw -674602.905109 + Penalty 2790.016095 = -671812.889015 nChanged 20 SP:Iteration 30Q (3392.657233 sec): 3 clusters Score: Raw -674610.776500 + Penalty 2790.016095 = -671820.760405 nChanged 19 SP:Iteration 31Q (3392.709264 sec): 3 clusters Score: Raw -674618.599443 + Penalty 2790.016095 = -671828.583349 nChanged 20 SP:Iteration 32Q (3392.765983 sec): 3 clusters Score: Raw -674625.559557 + Penalty 2790.016095 = -671835.543462 nChanged 11 SP:Iteration 33Q (3392.818555 sec): 3 clusters Score: Raw -674629.403686 + Penalty 2790.016095 = -671839.387591 nChanged 12 SP:Iteration 34Q (3392.875799 sec): 3 clusters Score: Raw -674632.418186 + Penalty 2790.016095 = -671842.402091 nChanged 11 SP:Iteration 35Q (3392.932378 sec): 3 clusters Score: Raw -674636.240311 + Penalty 2790.016095 = -671846.224216 nChanged 12 SP:Iteration 36Q (3392.986857 sec): 3 clusters Score: Raw -674640.706732 + Penalty 2790.016095 = -671850.690638 nChanged 11 SP:Iteration 37Q (3393.043039 sec): 3 clusters Score: Raw -674644.060025 + Penalty 2790.016095 = -671854.043930 nChanged 7 SP:Iteration 38Q (3393.097476 sec): 3 clusters Score: Raw -674646.244014 + Penalty 2790.016095 = -671856.227919 nChanged 6 SP:Iteration 39Q (3393.134789 sec): 3 clusters Score: Raw -674647.488801 + Penalty 2790.016095 = -671857.472706 nChanged 2 SP:Iteration 40F (3393.191376 sec): 3 clusters Score: Raw -674647.875590 + Penalty 2790.016095 = -671857.859495 nChanged 2 SP:Iteration 41Q (3393.250478 sec): 3 clusters Score: Raw -674648.184554 + Penalty 2790.016095 = -671858.168459 nChanged 2 SP:Iteration 42Q (3393.305435 sec): 3 clusters Score: Raw -674648.883814 + Penalty 2790.016095 = -671858.867719 nChanged 2 SP:Iteration 43Q (3393.359355 sec): 3 clusters Score: Raw -674649.293941 + Penalty 2790.016095 = -671859.277846 nChanged 0 SP:Iteration 44F (3393.425120 sec): 3 clusters Score: Raw -674649.293941 + Penalty 2790.016095 = -671859.277846 nChanged 0 Trying to split cluster 14 (9049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3393.448749 sec): 2 clusters Score: Raw -1100451.430689 + Penalty 1480.441549 = -1098970.989139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3393.508209 sec): 3 clusters Score: Raw -1095393.178620 + Penalty 2960.883098 = -1092432.295522 nChanged 3816 SP:Iteration 1F (3393.567041 sec): 3 clusters Score: Raw -1097433.539821 + Penalty 2960.883098 = -1094472.656723 nChanged 616 SP:Iteration 2F (3393.639980 sec): 3 clusters Score: Raw -1097746.287554 + Penalty 2960.883098 = -1094785.404455 nChanged 532 SP:Iteration 3F (3393.683157 sec): 3 clusters Score: Raw -1098060.449039 + Penalty 2960.883098 = -1095099.565941 nChanged 534 SP:Iteration 4F (3393.742873 sec): 3 clusters Score: Raw -1098450.102506 + Penalty 2960.883098 = -1095489.219408 nChanged 573 SP:Iteration 5F (3393.792994 sec): 3 clusters Score: Raw -1099016.716242 + Penalty 2960.883098 = -1096055.833143 nChanged 662 SP:Iteration 6F (3393.855472 sec): 3 clusters Score: Raw -1099798.129721 + Penalty 2960.883098 = -1096837.246622 nChanged 705 SP:Iteration 7F (3393.915733 sec): 3 clusters Score: Raw -1100407.917341 + Penalty 2960.883098 = -1097447.034243 nChanged 523 SP:Iteration 8F (3393.974604 sec): 3 clusters Score: Raw -1100756.009691 + Penalty 2960.883098 = -1097795.126592 nChanged 400 SP:Iteration 9Q (3394.034905 sec): 3 clusters Score: Raw -1100996.429612 + Penalty 2960.883098 = -1098035.546514 nChanged 301 SP:Iteration 10Q (3394.104434 sec): 3 clusters Score: Raw -1101152.418064 + Penalty 2960.883098 = -1098191.534965 nChanged 228 SP:Iteration 11Q (3394.146274 sec): 3 clusters Score: Raw -1101262.499298 + Penalty 2960.883098 = -1098301.616200 nChanged 168 SP:Iteration 12Q (3394.208858 sec): 3 clusters Score: Raw -1101339.957207 + Penalty 2960.883098 = -1098379.074109 nChanged 141 SP:Iteration 13Q (3394.265119 sec): 3 clusters Score: Raw -1101401.656580 + Penalty 2960.883098 = -1098440.773481 nChanged 99 SP:Iteration 14Q (3394.323087 sec): 3 clusters Score: Raw -1101438.827313 + Penalty 2960.883098 = -1098477.944215 nChanged 69 SP:Iteration 15Q (3394.380020 sec): 3 clusters Score: Raw -1101462.512257 + Penalty 2960.883098 = -1098501.629159 nChanged 46 SP:Iteration 16Q (3394.451513 sec): 3 clusters Score: Raw -1101475.564864 + Penalty 2960.883098 = -1098514.681766 nChanged 35 SP:Iteration 17Q (3394.501927 sec): 3 clusters Score: Raw -1101485.466165 + Penalty 2960.883098 = -1098524.583066 nChanged 28 SP:Iteration 18Q (3394.561916 sec): 3 clusters Score: Raw -1101492.662822 + Penalty 2960.883098 = -1098531.779723 nChanged 21 SP:Iteration 19Q (3394.624213 sec): 3 clusters Score: Raw -1101499.143508 + Penalty 2960.883098 = -1098538.260410 nChanged 17 SP:Iteration 20F (3394.668539 sec): 3 clusters Score: Raw -1101503.494665 + Penalty 2960.883098 = -1098542.611566 nChanged 16 SP:Iteration 21Q (3394.736932 sec): 3 clusters Score: Raw -1101506.857979 + Penalty 2960.883098 = -1098545.974880 nChanged 11 SP:Iteration 22Q (3394.780688 sec): 3 clusters Score: Raw -1101508.993971 + Penalty 2960.883098 = -1098548.110873 nChanged 12 SP:Iteration 23Q (3394.850399 sec): 3 clusters Score: Raw -1101511.981383 + Penalty 2960.883098 = -1098551.098285 nChanged 12 SP:Iteration 24Q (3394.905676 sec): 3 clusters Score: Raw -1101514.532993 + Penalty 2960.883098 = -1098553.649895 nChanged 6 SP:Iteration 25Q (3394.963608 sec): 3 clusters Score: Raw -1101516.323825 + Penalty 2960.883098 = -1098555.440726 nChanged 8 SP:Iteration 26Q (3395.022628 sec): 3 clusters Score: Raw -1101517.863397 + Penalty 2960.883098 = -1098556.980299 nChanged 3 SP:Iteration 27Q (3395.080474 sec): 3 clusters Score: Raw -1101518.405545 + Penalty 2960.883098 = -1098557.522447 nChanged 2 SP:Iteration 28Q (3395.140996 sec): 3 clusters Score: Raw -1101519.084563 + Penalty 2960.883098 = -1098558.201464 nChanged 1 SP:Iteration 29Q (3395.200346 sec): 3 clusters Score: Raw -1101519.323688 + Penalty 2960.883098 = -1098558.440590 nChanged 1 SP:Iteration 30Q (3395.255009 sec): 3 clusters Score: Raw -1101519.458327 + Penalty 2960.883098 = -1098558.575228 nChanged 0 SP:Iteration 31F (3395.320620 sec): 3 clusters Score: Raw -1101519.458327 + Penalty 2960.883098 = -1098558.575228 nChanged 0 Trying to split cluster 15 (21076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3395.379733 sec): 2 clusters Score: Raw -2662551.513218 + Penalty 1617.832163 = -2660933.681055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3395.459553 sec): 3 clusters Score: Raw -2649863.254862 + Penalty 3235.664325 = -2646627.590536 nChanged 9490 SP:Iteration 1F (3395.545826 sec): 3 clusters Score: Raw -2655269.997664 + Penalty 3235.664325 = -2652034.333338 nChanged 1377 SP:Iteration 2F (3395.625894 sec): 3 clusters Score: Raw -2656029.460009 + Penalty 3235.664325 = -2652793.795684 nChanged 1464 SP:Iteration 3F (3395.693010 sec): 3 clusters Score: Raw -2656935.001413 + Penalty 3235.664325 = -2653699.337087 nChanged 1489 SP:Iteration 4F (3395.786987 sec): 3 clusters Score: Raw -2657868.255311 + Penalty 3235.664325 = -2654632.590986 nChanged 1348 SP:Iteration 5F (3395.870847 sec): 3 clusters Score: Raw -2658627.584374 + Penalty 3235.664325 = -2655391.920049 nChanged 1138 SP:Iteration 6F (3395.943612 sec): 3 clusters Score: Raw -2659199.720871 + Penalty 3235.664325 = -2655964.056546 nChanged 976 SP:Iteration 7Q (3396.025165 sec): 3 clusters Score: Raw -2659680.950468 + Penalty 3235.664325 = -2656445.286143 nChanged 828 SP:Iteration 8Q (3396.090151 sec): 3 clusters Score: Raw -2660061.662960 + Penalty 3235.664325 = -2656825.998635 nChanged 724 SP:Iteration 9Q (3396.182762 sec): 3 clusters Score: Raw -2660400.547887 + Penalty 3235.664325 = -2657164.883562 nChanged 632 SP:Iteration 10Q (3396.258260 sec): 3 clusters Score: Raw -2660733.524975 + Penalty 3235.664325 = -2657497.860650 nChanged 614 SP:Iteration 11Q (3396.352112 sec): 3 clusters Score: Raw -2661091.603785 + Penalty 3235.664325 = -2657855.939460 nChanged 566 SP:Iteration 12Q (3396.427516 sec): 3 clusters Score: Raw -2661457.525004 + Penalty 3235.664325 = -2658221.860679 nChanged 470 SP:Iteration 13Q (3396.520623 sec): 3 clusters Score: Raw -2661787.852024 + Penalty 3235.664325 = -2658552.187699 nChanged 410 SP:Iteration 14Q (3396.603621 sec): 3 clusters Score: Raw -2662089.784815 + Penalty 3235.664325 = -2658854.120490 nChanged 309 SP:Iteration 15Q (3396.659439 sec): 3 clusters Score: Raw -2662327.979974 + Penalty 3235.664325 = -2659092.315649 nChanged 222 SP:Iteration 16Q (3396.737760 sec): 3 clusters Score: Raw -2662502.772442 + Penalty 3235.664325 = -2659267.108117 nChanged 150 SP:Iteration 17Q (3396.789276 sec): 3 clusters Score: Raw -2662607.357499 + Penalty 3235.664325 = -2659371.693174 nChanged 107 SP:Iteration 18Q (3396.862029 sec): 3 clusters Score: Raw -2662670.422410 + Penalty 3235.664325 = -2659434.758085 nChanged 87 SP:Iteration 19Q (3396.934646 sec): 3 clusters Score: Raw -2662715.639211 + Penalty 3235.664325 = -2659479.974886 nChanged 56 SP:Iteration 20F (3397.011256 sec): 3 clusters Score: Raw -2662740.819694 + Penalty 3235.664325 = -2659505.155369 nChanged 40 SP:Iteration 21Q (3397.084003 sec): 3 clusters Score: Raw -2662755.761599 + Penalty 3235.664325 = -2659520.097274 nChanged 25 SP:Iteration 22Q (3397.155103 sec): 3 clusters Score: Raw -2662766.171796 + Penalty 3235.664325 = -2659530.507471 nChanged 27 SP:Iteration 23Q (3397.195473 sec): 3 clusters Score: Raw -2662780.231474 + Penalty 3235.664325 = -2659544.567149 nChanged 25 SP:Iteration 24Q (3397.256835 sec): 3 clusters Score: Raw -2662793.489587 + Penalty 3235.664325 = -2659557.825262 nChanged 17 SP:Iteration 25Q (3397.320048 sec): 3 clusters Score: Raw -2662800.203308 + Penalty 3235.664325 = -2659564.538983 nChanged 13 SP:Iteration 26Q (3397.393171 sec): 3 clusters Score: Raw -2662805.553670 + Penalty 3235.664325 = -2659569.889345 nChanged 18 SP:Iteration 27Q (3397.449794 sec): 3 clusters Score: Raw -2662812.067913 + Penalty 3235.664325 = -2659576.403588 nChanged 13 SP:Iteration 28Q (3397.527175 sec): 3 clusters Score: Raw -2662815.875134 + Penalty 3235.664325 = -2659580.210809 nChanged 11 SP:Iteration 29Q (3397.588423 sec): 3 clusters Score: Raw -2662819.279704 + Penalty 3235.664325 = -2659583.615379 nChanged 7 SP:Iteration 30Q (3397.662090 sec): 3 clusters Score: Raw -2662821.797365 + Penalty 3235.664325 = -2659586.133040 nChanged 2 SP:Iteration 31Q (3397.732569 sec): 3 clusters Score: Raw -2662822.538179 + Penalty 3235.664325 = -2659586.873854 nChanged 5 SP:Iteration 32Q (3397.806505 sec): 3 clusters Score: Raw -2662823.370752 + Penalty 3235.664325 = -2659587.706427 nChanged 0 SP:Iteration 33F (3397.885603 sec): 3 clusters Score: Raw -2662823.370752 + Penalty 3235.664325 = -2659587.706427 nChanged 0 Trying to split cluster 16 (24290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3397.936088 sec): 2 clusters Score: Raw -3141867.757212 + Penalty 1640.895754 = -3140226.861458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3398.023770 sec): 3 clusters Score: Raw -3127129.457732 + Penalty 3281.791507 = -3123847.666225 nChanged 11052 SP:Iteration 1F (3398.105188 sec): 3 clusters Score: Raw -3133151.767556 + Penalty 3281.791507 = -3129869.976049 nChanged 1399 SP:Iteration 2F (3398.192952 sec): 3 clusters Score: Raw -3133821.621178 + Penalty 3281.791507 = -3130539.829671 nChanged 1503 SP:Iteration 3F (3398.280204 sec): 3 clusters Score: Raw -3134621.722812 + Penalty 3281.791507 = -3131339.931305 nChanged 1615 SP:Iteration 4F (3398.368181 sec): 3 clusters Score: Raw -3135549.539782 + Penalty 3281.791507 = -3132267.748275 nChanged 1672 SP:Iteration 5F (3398.442077 sec): 3 clusters Score: Raw -3136605.760317 + Penalty 3281.791507 = -3133323.968810 nChanged 1570 SP:Iteration 6F (3398.526608 sec): 3 clusters Score: Raw -3137587.097053 + Penalty 3281.791507 = -3134305.305546 nChanged 1378 SP:Iteration 7F (3398.601236 sec): 3 clusters Score: Raw -3138435.830497 + Penalty 3281.791507 = -3135154.038990 nChanged 1191 SP:Iteration 8Q (3398.697277 sec): 3 clusters Score: Raw -3139124.199598 + Penalty 3281.791507 = -3135842.408091 nChanged 965 SP:Iteration 9Q (3398.778107 sec): 3 clusters Score: Raw -3139697.377585 + Penalty 3281.791507 = -3136415.586078 nChanged 893 SP:Iteration 10Q (3398.851758 sec): 3 clusters Score: Raw -3140265.271320 + Penalty 3281.791507 = -3136983.479813 nChanged 764 SP:Iteration 11Q (3398.937883 sec): 3 clusters Score: Raw -3140763.910829 + Penalty 3281.791507 = -3137482.119322 nChanged 603 SP:Iteration 12Q (3399.036662 sec): 3 clusters Score: Raw -3141158.661939 + Penalty 3281.791507 = -3137876.870432 nChanged 458 SP:Iteration 13Q (3399.109521 sec): 3 clusters Score: Raw -3141472.745410 + Penalty 3281.791507 = -3138190.953902 nChanged 324 SP:Iteration 14Q (3399.204411 sec): 3 clusters Score: Raw -3141681.336473 + Penalty 3281.791507 = -3138399.544966 nChanged 199 SP:Iteration 15Q (3399.289853 sec): 3 clusters Score: Raw -3141810.335925 + Penalty 3281.791507 = -3138528.544418 nChanged 126 SP:Iteration 16Q (3399.371933 sec): 3 clusters Score: Raw -3141892.716795 + Penalty 3281.791507 = -3138610.925288 nChanged 92 SP:Iteration 17Q (3399.455159 sec): 3 clusters Score: Raw -3141963.164589 + Penalty 3281.791507 = -3138681.373082 nChanged 70 SP:Iteration 18Q (3399.532356 sec): 3 clusters Score: Raw -3142020.902438 + Penalty 3281.791507 = -3138739.110930 nChanged 52 SP:Iteration 19Q (3399.613891 sec): 3 clusters Score: Raw -3142065.126382 + Penalty 3281.791507 = -3138783.334875 nChanged 37 SP:Iteration 20F (3399.687000 sec): 3 clusters Score: Raw -3142088.210454 + Penalty 3281.791507 = -3138806.418946 nChanged 14 SP:Iteration 21Q (3399.760365 sec): 3 clusters Score: Raw -3142096.743086 + Penalty 3281.791507 = -3138814.951579 nChanged 12 SP:Iteration 22Q (3399.841708 sec): 3 clusters Score: Raw -3142103.981570 + Penalty 3281.791507 = -3138822.190063 nChanged 11 SP:Iteration 23Q (3399.920941 sec): 3 clusters Score: Raw -3142112.798908 + Penalty 3281.791507 = -3138831.007400 nChanged 12 SP:Iteration 24Q (3400.003368 sec): 3 clusters Score: Raw -3142122.448047 + Penalty 3281.791507 = -3138840.656540 nChanged 10 SP:Iteration 25Q (3400.074168 sec): 3 clusters Score: Raw -3142129.317619 + Penalty 3281.791507 = -3138847.526111 nChanged 8 SP:Iteration 26Q (3400.145308 sec): 3 clusters Score: Raw -3142134.324397 + Penalty 3281.791507 = -3138852.532890 nChanged 2 SP:Iteration 27Q (3400.224386 sec): 3 clusters Score: Raw -3142135.541121 + Penalty 3281.791507 = -3138853.749614 nChanged 1 SP:Iteration 28Q (3400.293708 sec): 3 clusters Score: Raw -3142135.817003 + Penalty 3281.791507 = -3138854.025496 nChanged 1 SP:Iteration 29Q (3400.368356 sec): 3 clusters Score: Raw -3142136.081856 + Penalty 3281.791507 = -3138854.290349 nChanged 0 SP:Iteration 30F (3400.448007 sec): 3 clusters Score: Raw -3142136.081856 + Penalty 3281.791507 = -3138854.290349 nChanged 0 Trying to split cluster 17 (4393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3400.482901 sec): 2 clusters Score: Raw -515335.968142 + Penalty 1363.012242 = -513972.955900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3400.519378 sec): 3 clusters Score: Raw -513124.597816 + Penalty 2726.024484 = -510398.573332 nChanged 1778 SP:Iteration 1F (3400.557825 sec): 3 clusters Score: Raw -514270.924159 + Penalty 2726.024484 = -511544.899675 nChanged 373 SP:Iteration 2F (3400.606245 sec): 3 clusters Score: Raw -514581.847896 + Penalty 2726.024484 = -511855.823412 nChanged 328 SP:Iteration 3F (3400.655666 sec): 3 clusters Score: Raw -514832.319925 + Penalty 2726.024484 = -512106.295441 nChanged 251 SP:Iteration 4F (3400.708753 sec): 3 clusters Score: Raw -515031.865715 + Penalty 2726.024484 = -512305.841231 nChanged 234 SP:Iteration 5F (3400.758811 sec): 3 clusters Score: Raw -515232.994796 + Penalty 2726.024484 = -512506.970312 nChanged 193 SP:Iteration 6Q (3400.822848 sec): 3 clusters Score: Raw -515370.285589 + Penalty 2726.024484 = -512644.261104 nChanged 155 SP:Iteration 7Q (3400.867829 sec): 3 clusters Score: Raw -515495.359703 + Penalty 2726.024484 = -512769.335219 nChanged 141 SP:Iteration 8Q (3400.920808 sec): 3 clusters Score: Raw -515602.560064 + Penalty 2726.024484 = -512876.535579 nChanged 125 SP:Iteration 9Q (3400.968490 sec): 3 clusters Score: Raw -515692.592154 + Penalty 2726.024484 = -512966.567670 nChanged 109 SP:Iteration 10Q (3401.014331 sec): 3 clusters Score: Raw -515759.196396 + Penalty 2726.024484 = -513033.171912 nChanged 79 SP:Iteration 11Q (3401.060700 sec): 3 clusters Score: Raw -515809.388535 + Penalty 2726.024484 = -513083.364051 nChanged 67 SP:Iteration 12Q (3401.107177 sec): 3 clusters Score: Raw -515856.412587 + Penalty 2726.024484 = -513130.388103 nChanged 56 SP:Iteration 13Q (3401.159130 sec): 3 clusters Score: Raw -515887.267462 + Penalty 2726.024484 = -513161.242978 nChanged 45 SP:Iteration 14Q (3401.214124 sec): 3 clusters Score: Raw -515907.291368 + Penalty 2726.024484 = -513181.266884 nChanged 28 SP:Iteration 15Q (3401.252060 sec): 3 clusters Score: Raw -515918.292535 + Penalty 2726.024484 = -513192.268050 nChanged 21 SP:Iteration 16Q (3401.295212 sec): 3 clusters Score: Raw -515925.505789 + Penalty 2726.024484 = -513199.481305 nChanged 17 SP:Iteration 17Q (3401.349612 sec): 3 clusters Score: Raw -515933.120663 + Penalty 2726.024484 = -513207.096179 nChanged 25 SP:Iteration 18Q (3401.404357 sec): 3 clusters Score: Raw -515947.069433 + Penalty 2726.024484 = -513221.044949 nChanged 25 SP:Iteration 19Q (3401.457412 sec): 3 clusters Score: Raw -515956.617976 + Penalty 2726.024484 = -513230.593492 nChanged 18 SP:Iteration 20F (3401.499870 sec): 3 clusters Score: Raw -515964.057856 + Penalty 2726.024484 = -513238.033371 nChanged 16 SP:Iteration 21Q (3401.553847 sec): 3 clusters Score: Raw -515969.110517 + Penalty 2726.024484 = -513243.086032 nChanged 9 SP:Iteration 22Q (3401.607545 sec): 3 clusters Score: Raw -515971.471178 + Penalty 2726.024484 = -513245.446694 nChanged 3 SP:Iteration 23Q (3401.654341 sec): 3 clusters Score: Raw -515972.467307 + Penalty 2726.024484 = -513246.442823 nChanged 4 SP:Iteration 24Q (3401.706487 sec): 3 clusters Score: Raw -515973.467617 + Penalty 2726.024484 = -513247.443133 nChanged 6 SP:Iteration 25Q (3401.769724 sec): 3 clusters Score: Raw -515976.590415 + Penalty 2726.024484 = -513250.565931 nChanged 7 SP:Iteration 26Q (3401.803978 sec): 3 clusters Score: Raw -515979.810089 + Penalty 2726.024484 = -513253.785605 nChanged 5 SP:Iteration 27Q (3401.856280 sec): 3 clusters Score: Raw -515981.016232 + Penalty 2726.024484 = -513254.991748 nChanged 2 SP:Iteration 28Q (3401.911167 sec): 3 clusters Score: Raw -515981.302400 + Penalty 2726.024484 = -513255.277916 nChanged 3 SP:Iteration 29Q (3401.961868 sec): 3 clusters Score: Raw -515981.903838 + Penalty 2726.024484 = -513255.879354 nChanged 2 SP:Iteration 30Q (3401.993276 sec): 3 clusters Score: Raw -515982.144464 + Penalty 2726.024484 = -513256.119980 nChanged 3 SP:Iteration 31Q (3402.047176 sec): 3 clusters Score: Raw -515983.358211 + Penalty 2726.024484 = -513257.333727 nChanged 4 SP:Iteration 32Q (3402.093738 sec): 3 clusters Score: Raw -515985.273607 + Penalty 2726.024484 = -513259.249122 nChanged 5 SP:Iteration 33Q (3402.142847 sec): 3 clusters Score: Raw -515988.392788 + Penalty 2726.024484 = -513262.368303 nChanged 7 SP:Iteration 34Q (3402.191424 sec): 3 clusters Score: Raw -515990.912491 + Penalty 2726.024484 = -513264.888007 nChanged 7 SP:Iteration 35Q (3402.233312 sec): 3 clusters Score: Raw -515992.564081 + Penalty 2726.024484 = -513266.539596 nChanged 4 SP:Iteration 36Q (3402.287845 sec): 3 clusters Score: Raw -515993.604836 + Penalty 2726.024484 = -513267.580352 nChanged 3 SP:Iteration 37Q (3402.328258 sec): 3 clusters Score: Raw -515994.220317 + Penalty 2726.024484 = -513268.195832 nChanged 1 SP:Iteration 38Q (3402.388799 sec): 3 clusters Score: Raw -515995.525064 + Penalty 2726.024484 = -513269.500580 nChanged 3 SP:Iteration 39Q (3402.435028 sec): 3 clusters Score: Raw -515996.360098 + Penalty 2726.024484 = -513270.335614 nChanged 2 SP:Iteration 40F (3402.481088 sec): 3 clusters Score: Raw -515997.098717 + Penalty 2726.024484 = -513271.074233 nChanged 2 SP:Iteration 41Q (3402.529823 sec): 3 clusters Score: Raw -515997.589549 + Penalty 2726.024484 = -513271.565065 nChanged 2 SP:Iteration 42Q (3402.588799 sec): 3 clusters Score: Raw -515998.047626 + Penalty 2726.024484 = -513272.023141 nChanged 2 SP:Iteration 43Q (3402.625238 sec): 3 clusters Score: Raw -515998.463419 + Penalty 2726.024484 = -513272.438934 nChanged 2 SP:Iteration 44Q (3402.686053 sec): 3 clusters Score: Raw -515998.887858 + Penalty 2726.024484 = -513272.863374 nChanged 1 SP:Iteration 45Q (3402.729870 sec): 3 clusters Score: Raw -515999.116117 + Penalty 2726.024484 = -513273.091633 nChanged 1 SP:Iteration 46Q (3402.780817 sec): 3 clusters Score: Raw -515999.322023 + Penalty 2726.024484 = -513273.297538 nChanged 0 SP:Iteration 47F (3402.830069 sec): 3 clusters Score: Raw -515999.322023 + Penalty 2726.024484 = -513273.297538 nChanged 0 Trying to split cluster 18 (58924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3402.935520 sec): 2 clusters Score: Raw -7282575.880008 + Penalty 1784.900611 = -7280790.979398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3403.084287 sec): 3 clusters Score: Raw -7245112.976551 + Penalty 3569.801221 = -7241543.175330 nChanged 27873 SP:Iteration 1F (3403.231703 sec): 3 clusters Score: Raw -7262008.923200 + Penalty 3569.801221 = -7258439.121979 nChanged 3257 SP:Iteration 2F (3403.371394 sec): 3 clusters Score: Raw -7263719.144284 + Penalty 3569.801221 = -7260149.343063 nChanged 3503 SP:Iteration 3F (3403.511364 sec): 3 clusters Score: Raw -7265873.919197 + Penalty 3569.801221 = -7262304.117976 nChanged 3689 SP:Iteration 4F (3403.663020 sec): 3 clusters Score: Raw -7268532.144562 + Penalty 3569.801221 = -7264962.343341 nChanged 3796 SP:Iteration 5F (3403.812300 sec): 3 clusters Score: Raw -7271469.754990 + Penalty 3569.801221 = -7267899.953769 nChanged 3502 SP:Iteration 6F (3403.944599 sec): 3 clusters Score: Raw -7273924.196489 + Penalty 3569.801221 = -7270354.395268 nChanged 2926 SP:Iteration 7Q (3404.085357 sec): 3 clusters Score: Raw -7275534.894102 + Penalty 3569.801221 = -7271965.092881 nChanged 2128 SP:Iteration 8Q (3404.222977 sec): 3 clusters Score: Raw -7276404.563563 + Penalty 3569.801221 = -7272834.762342 nChanged 1484 SP:Iteration 9Q (3404.365478 sec): 3 clusters Score: Raw -7276825.950039 + Penalty 3569.801221 = -7273256.148818 nChanged 1002 SP:Iteration 10Q (3404.497759 sec): 3 clusters Score: Raw -7277078.121270 + Penalty 3569.801221 = -7273508.320049 nChanged 830 SP:Iteration 11Q (3404.626181 sec): 3 clusters Score: Raw -7277299.857488 + Penalty 3569.801221 = -7273730.056267 nChanged 799 SP:Iteration 12Q (3404.754634 sec): 3 clusters Score: Raw -7277529.465117 + Penalty 3569.801221 = -7273959.663896 nChanged 823 SP:Iteration 13Q (3404.891908 sec): 3 clusters Score: Raw -7277783.288759 + Penalty 3569.801221 = -7274213.487538 nChanged 819 SP:Iteration 14Q (3405.011599 sec): 3 clusters Score: Raw -7278043.788824 + Penalty 3569.801221 = -7274473.987603 nChanged 873 SP:Iteration 15Q (3405.141567 sec): 3 clusters Score: Raw -7278331.951221 + Penalty 3569.801221 = -7274762.150000 nChanged 888 SP:Iteration 16Q (3405.291363 sec): 3 clusters Score: Raw -7278633.164023 + Penalty 3569.801221 = -7275063.362802 nChanged 900 SP:Iteration 17Q (3405.407908 sec): 3 clusters Score: Raw -7278951.959373 + Penalty 3569.801221 = -7275382.158152 nChanged 909 SP:Iteration 18Q (3405.535007 sec): 3 clusters Score: Raw -7279261.952496 + Penalty 3569.801221 = -7275692.151275 nChanged 861 SP:Iteration 19Q (3405.661298 sec): 3 clusters Score: Raw -7279569.909871 + Penalty 3569.801221 = -7276000.108650 nChanged 855 SP:Iteration 20F (3405.799875 sec): 3 clusters Score: Raw -7279876.953796 + Penalty 3569.801221 = -7276307.152575 nChanged 844 SP:Iteration 21Q (3405.946082 sec): 3 clusters Score: Raw -7280178.197767 + Penalty 3569.801221 = -7276608.396546 nChanged 771 SP:Iteration 22Q (3406.074392 sec): 3 clusters Score: Raw -7280461.588165 + Penalty 3569.801221 = -7276891.786944 nChanged 745 SP:Iteration 23Q (3406.217573 sec): 3 clusters Score: Raw -7280730.216246 + Penalty 3569.801221 = -7277160.415025 nChanged 644 SP:Iteration 24Q (3406.351829 sec): 3 clusters Score: Raw -7280956.007919 + Penalty 3569.801221 = -7277386.206698 nChanged 600 SP:Iteration 25Q (3406.494011 sec): 3 clusters Score: Raw -7281157.709841 + Penalty 3569.801221 = -7277587.908620 nChanged 570 SP:Iteration 26Q (3406.632040 sec): 3 clusters Score: Raw -7281353.750465 + Penalty 3569.801221 = -7277783.949244 nChanged 581 SP:Iteration 27Q (3406.758725 sec): 3 clusters Score: Raw -7281548.611684 + Penalty 3569.801221 = -7277978.810463 nChanged 513 SP:Iteration 28Q (3406.886410 sec): 3 clusters Score: Raw -7281723.883586 + Penalty 3569.801221 = -7278154.082365 nChanged 460 SP:Iteration 29Q (3407.026215 sec): 3 clusters Score: Raw -7281874.874059 + Penalty 3569.801221 = -7278305.072838 nChanged 427 SP:Iteration 30Q (3407.164687 sec): 3 clusters Score: Raw -7281994.488381 + Penalty 3569.801221 = -7278424.687160 nChanged 368 SP:Iteration 31Q (3407.296430 sec): 3 clusters Score: Raw -7282095.405601 + Penalty 3569.801221 = -7278525.604380 nChanged 312 SP:Iteration 32Q (3407.425414 sec): 3 clusters Score: Raw -7282180.492013 + Penalty 3569.801221 = -7278610.690792 nChanged 303 SP:Iteration 33Q (3407.548933 sec): 3 clusters Score: Raw -7282263.070954 + Penalty 3569.801221 = -7278693.269733 nChanged 263 SP:Iteration 34Q (3407.683841 sec): 3 clusters Score: Raw -7282345.884665 + Penalty 3569.801221 = -7278776.083444 nChanged 249 SP:Iteration 35Q (3407.812938 sec): 3 clusters Score: Raw -7282421.502635 + Penalty 3569.801221 = -7278851.701414 nChanged 247 SP:Iteration 36Q (3407.932484 sec): 3 clusters Score: Raw -7282498.224266 + Penalty 3569.801221 = -7278928.423045 nChanged 220 SP:Iteration 37Q (3408.048134 sec): 3 clusters Score: Raw -7282571.333399 + Penalty 3569.801221 = -7279001.532178 nChanged 211 SP:Iteration 38Q (3408.182462 sec): 3 clusters Score: Raw -7282652.563166 + Penalty 3569.801221 = -7279082.761945 nChanged 204 SP:Iteration 39Q (3408.303188 sec): 3 clusters Score: Raw -7282736.070436 + Penalty 3569.801221 = -7279166.269215 nChanged 170 SP:Iteration 40F (3408.464091 sec): 3 clusters Score: Raw -7282810.376387 + Penalty 3569.801221 = -7279240.575166 nChanged 158 SP:Iteration 41Q (3408.590409 sec): 3 clusters Score: Raw -7282881.972329 + Penalty 3569.801221 = -7279312.171108 nChanged 144 SP:Iteration 42Q (3408.717632 sec): 3 clusters Score: Raw -7282945.131766 + Penalty 3569.801221 = -7279375.330545 nChanged 137 SP:Iteration 43Q (3408.845554 sec): 3 clusters Score: Raw -7282999.753110 + Penalty 3569.801221 = -7279429.951889 nChanged 112 SP:Iteration 44Q (3408.975463 sec): 3 clusters Score: Raw -7283049.524440 + Penalty 3569.801221 = -7279479.723219 nChanged 102 SP:Iteration 45Q (3409.105108 sec): 3 clusters Score: Raw -7283095.856887 + Penalty 3569.801221 = -7279526.055666 nChanged 97 SP:Iteration 46Q (3409.212627 sec): 3 clusters Score: Raw -7283132.287943 + Penalty 3569.801221 = -7279562.486722 nChanged 79 SP:Iteration 47Q (3409.337348 sec): 3 clusters Score: Raw -7283159.944864 + Penalty 3569.801221 = -7279590.143643 nChanged 79 SP:Iteration 48Q (3409.463288 sec): 3 clusters Score: Raw -7283183.372046 + Penalty 3569.801221 = -7279613.570825 nChanged 57 SP:Iteration 49Q (3409.582409 sec): 3 clusters Score: Raw -7283195.429493 + Penalty 3569.801221 = -7279625.628272 nChanged 32 SP:Iteration 50Q (3409.710241 sec): 3 clusters Score: Raw -7283203.635405 + Penalty 3569.801221 = -7279633.834184 nChanged 35 SP:Iteration 51Q (3409.826761 sec): 3 clusters Score: Raw -7283211.057198 + Penalty 3569.801221 = -7279641.255977 nChanged 21 SP:Iteration 52Q (3409.944779 sec): 3 clusters Score: Raw -7283214.665727 + Penalty 3569.801221 = -7279644.864506 nChanged 14 SP:Iteration 53Q (3410.068190 sec): 3 clusters Score: Raw -7283217.315006 + Penalty 3569.801221 = -7279647.513785 nChanged 16 SP:Iteration 54Q (3410.173840 sec): 3 clusters Score: Raw -7283220.408634 + Penalty 3569.801221 = -7279650.607413 nChanged 14 SP:Iteration 55Q (3410.279044 sec): 3 clusters Score: Raw -7283222.581878 + Penalty 3569.801221 = -7279652.780657 nChanged 13 SP:Iteration 56Q (3410.394975 sec): 3 clusters Score: Raw -7283224.674987 + Penalty 3569.801221 = -7279654.873766 nChanged 12 SP:Iteration 57Q (3410.507416 sec): 3 clusters Score: Raw -7283226.029343 + Penalty 3569.801221 = -7279656.228122 nChanged 8 SP:Iteration 58Q (3410.622528 sec): 3 clusters Score: Raw -7283227.413362 + Penalty 3569.801221 = -7279657.612141 nChanged 11 SP:Iteration 59Q (3410.737347 sec): 3 clusters Score: Raw -7283229.819110 + Penalty 3569.801221 = -7279660.017889 nChanged 11 SP:Iteration 60F (3410.890026 sec): 3 clusters Score: Raw -7283231.324559 + Penalty 3569.801221 = -7279661.523338 nChanged 7 SP:Iteration 61Q (3411.010829 sec): 3 clusters Score: Raw -7283233.120215 + Penalty 3569.801221 = -7279663.318994 nChanged 7 SP:Iteration 62Q (3411.133908 sec): 3 clusters Score: Raw -7283234.632920 + Penalty 3569.801221 = -7279664.831699 nChanged 13 SP:Iteration 63Q (3411.278613 sec): 3 clusters Score: Raw -7283236.971694 + Penalty 3569.801221 = -7279667.170473 nChanged 8 SP:Iteration 64Q (3411.405799 sec): 3 clusters Score: Raw -7283238.228239 + Penalty 3569.801221 = -7279668.427018 nChanged 9 SP:Iteration 65Q (3411.521248 sec): 3 clusters Score: Raw -7283239.451409 + Penalty 3569.801221 = -7279669.650188 nChanged 11 SP:Iteration 66Q (3411.660353 sec): 3 clusters Score: Raw -7283242.286419 + Penalty 3569.801221 = -7279672.485198 nChanged 16 SP:Iteration 67Q (3411.752505 sec): 3 clusters Score: Raw -7283247.537726 + Penalty 3569.801221 = -7279677.736505 nChanged 18 SP:Iteration 68Q (3411.872921 sec): 3 clusters Score: Raw -7283251.504892 + Penalty 3569.801221 = -7279681.703671 nChanged 23 SP:Iteration 69Q (3412.009244 sec): 3 clusters Score: Raw -7283255.668746 + Penalty 3569.801221 = -7279685.867525 nChanged 19 SP:Iteration 70Q (3412.129450 sec): 3 clusters Score: Raw -7283258.471714 + Penalty 3569.801221 = -7279688.670493 nChanged 14 SP:Iteration 71Q (3412.243982 sec): 3 clusters Score: Raw -7283261.910607 + Penalty 3569.801221 = -7279692.109386 nChanged 26 SP:Iteration 72Q (3412.377561 sec): 3 clusters Score: Raw -7283267.799641 + Penalty 3569.801221 = -7279697.998420 nChanged 16 SP:Iteration 73Q (3412.491233 sec): 3 clusters Score: Raw -7283270.711060 + Penalty 3569.801221 = -7279700.909839 nChanged 12 SP:Iteration 74Q (3412.603775 sec): 3 clusters Score: Raw -7283273.262020 + Penalty 3569.801221 = -7279703.460799 nChanged 10 SP:Iteration 75Q (3412.720046 sec): 3 clusters Score: Raw -7283274.652311 + Penalty 3569.801221 = -7279704.851090 nChanged 7 SP:Iteration 76Q (3412.839163 sec): 3 clusters Score: Raw -7283275.475893 + Penalty 3569.801221 = -7279705.674672 nChanged 4 SP:Iteration 77Q (3412.953625 sec): 3 clusters Score: Raw -7283276.224160 + Penalty 3569.801221 = -7279706.422939 nChanged 2 SP:Iteration 78Q (3413.070451 sec): 3 clusters Score: Raw -7283276.615728 + Penalty 3569.801221 = -7279706.814507 nChanged 3 SP:Iteration 79Q (3413.187632 sec): 3 clusters Score: Raw -7283276.751302 + Penalty 3569.801221 = -7279706.950081 nChanged 0 SP:Iteration 80F (3413.322970 sec): 3 clusters Score: Raw -7283276.751302 + Penalty 3569.801221 = -7279706.950081 nChanged 0 Trying to split cluster 19 (8783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3413.362342 sec): 2 clusters Score: Raw -1101520.303289 + Penalty 1475.593164 = -1100044.710125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3413.422844 sec): 3 clusters Score: Raw -1096582.195446 + Penalty 2951.186327 = -1093631.009119 nChanged 3803 SP:Iteration 1F (3413.475483 sec): 3 clusters Score: Raw -1098738.684642 + Penalty 2951.186327 = -1095787.498315 nChanged 637 SP:Iteration 2F (3413.547982 sec): 3 clusters Score: Raw -1099086.359360 + Penalty 2951.186327 = -1096135.173033 nChanged 550 SP:Iteration 3F (3413.610452 sec): 3 clusters Score: Raw -1099395.732344 + Penalty 2951.186327 = -1096444.546017 nChanged 537 SP:Iteration 4F (3413.662817 sec): 3 clusters Score: Raw -1099707.936003 + Penalty 2951.186327 = -1096756.749675 nChanged 480 SP:Iteration 5F (3413.725244 sec): 3 clusters Score: Raw -1100011.824020 + Penalty 2951.186327 = -1097060.637693 nChanged 436 SP:Iteration 6Q (3413.791067 sec): 3 clusters Score: Raw -1100300.085802 + Penalty 2951.186327 = -1097348.899475 nChanged 402 SP:Iteration 7Q (3413.849813 sec): 3 clusters Score: Raw -1100554.423752 + Penalty 2951.186327 = -1097603.237425 nChanged 335 SP:Iteration 8Q (3413.909023 sec): 3 clusters Score: Raw -1100754.095482 + Penalty 2951.186327 = -1097802.909155 nChanged 265 SP:Iteration 9Q (3413.959330 sec): 3 clusters Score: Raw -1100931.426427 + Penalty 2951.186327 = -1097980.240099 nChanged 248 SP:Iteration 10Q (3414.029967 sec): 3 clusters Score: Raw -1101087.844183 + Penalty 2951.186327 = -1098136.657856 nChanged 186 SP:Iteration 11Q (3414.086449 sec): 3 clusters Score: Raw -1101200.604201 + Penalty 2951.186327 = -1098249.417874 nChanged 155 SP:Iteration 12Q (3414.139318 sec): 3 clusters Score: Raw -1101316.695315 + Penalty 2951.186327 = -1098365.508987 nChanged 134 SP:Iteration 13Q (3414.191385 sec): 3 clusters Score: Raw -1101431.428188 + Penalty 2951.186327 = -1098480.241861 nChanged 128 SP:Iteration 14Q (3414.253059 sec): 3 clusters Score: Raw -1101535.849516 + Penalty 2951.186327 = -1098584.663189 nChanged 86 SP:Iteration 15Q (3414.320836 sec): 3 clusters Score: Raw -1101605.609603 + Penalty 2951.186327 = -1098654.423276 nChanged 79 SP:Iteration 16Q (3414.369230 sec): 3 clusters Score: Raw -1101662.306184 + Penalty 2951.186327 = -1098711.119857 nChanged 49 SP:Iteration 17Q (3414.431664 sec): 3 clusters Score: Raw -1101695.865483 + Penalty 2951.186327 = -1098744.679156 nChanged 39 SP:Iteration 18Q (3414.483374 sec): 3 clusters Score: Raw -1101715.872668 + Penalty 2951.186327 = -1098764.686341 nChanged 32 SP:Iteration 19Q (3414.529424 sec): 3 clusters Score: Raw -1101731.074593 + Penalty 2951.186327 = -1098779.888266 nChanged 16 SP:Iteration 20F (3414.587664 sec): 3 clusters Score: Raw -1101737.109366 + Penalty 2951.186327 = -1098785.923039 nChanged 14 SP:Iteration 21Q (3414.634941 sec): 3 clusters Score: Raw -1101743.375263 + Penalty 2951.186327 = -1098792.188936 nChanged 17 SP:Iteration 22Q (3414.698851 sec): 3 clusters Score: Raw -1101751.852514 + Penalty 2951.186327 = -1098800.666187 nChanged 13 SP:Iteration 23Q (3414.749037 sec): 3 clusters Score: Raw -1101757.425768 + Penalty 2951.186327 = -1098806.239441 nChanged 8 SP:Iteration 24Q (3414.801921 sec): 3 clusters Score: Raw -1101761.557125 + Penalty 2951.186327 = -1098810.370798 nChanged 11 SP:Iteration 25Q (3414.859440 sec): 3 clusters Score: Raw -1101765.601098 + Penalty 2951.186327 = -1098814.414771 nChanged 11 SP:Iteration 26Q (3414.919388 sec): 3 clusters Score: Raw -1101770.286972 + Penalty 2951.186327 = -1098819.100645 nChanged 10 SP:Iteration 27Q (3414.970380 sec): 3 clusters Score: Raw -1101774.194862 + Penalty 2951.186327 = -1098823.008535 nChanged 6 SP:Iteration 28Q (3415.031166 sec): 3 clusters Score: Raw -1101776.901648 + Penalty 2951.186327 = -1098825.715321 nChanged 5 SP:Iteration 29Q (3415.078656 sec): 3 clusters Score: Raw -1101779.659901 + Penalty 2951.186327 = -1098828.473574 nChanged 8 SP:Iteration 30Q (3415.134568 sec): 3 clusters Score: Raw -1101784.949975 + Penalty 2951.186327 = -1098833.763648 nChanged 9 SP:Iteration 31Q (3415.185312 sec): 3 clusters Score: Raw -1101792.459650 + Penalty 2951.186327 = -1098841.273323 nChanged 9 SP:Iteration 32Q (3415.244492 sec): 3 clusters Score: Raw -1101797.978257 + Penalty 2951.186327 = -1098846.791930 nChanged 12 SP:Iteration 33Q (3415.285932 sec): 3 clusters Score: Raw -1101802.974510 + Penalty 2951.186327 = -1098851.788183 nChanged 6 SP:Iteration 34Q (3415.347504 sec): 3 clusters Score: Raw -1101809.232645 + Penalty 2951.186327 = -1098858.046318 nChanged 8 SP:Iteration 35Q (3415.408798 sec): 3 clusters Score: Raw -1101813.995473 + Penalty 2951.186327 = -1098862.809146 nChanged 10 SP:Iteration 36Q (3415.473804 sec): 3 clusters Score: Raw -1101819.425640 + Penalty 2951.186327 = -1098868.239313 nChanged 9 SP:Iteration 37Q (3415.514126 sec): 3 clusters Score: Raw -1101825.304505 + Penalty 2951.186327 = -1098874.118178 nChanged 10 SP:Iteration 38Q (3415.567358 sec): 3 clusters Score: Raw -1101831.317226 + Penalty 2951.186327 = -1098880.130899 nChanged 7 SP:Iteration 39Q (3415.593437 sec): 3 clusters Score: Raw -1101836.119469 + Penalty 2951.186327 = -1098884.933142 nChanged 7 SP:Iteration 40F (3415.631316 sec): 3 clusters Score: Raw -1101838.697195 + Penalty 2951.186327 = -1098887.510868 nChanged 1 SP:Iteration 41Q (3415.691789 sec): 3 clusters Score: Raw -1101839.546796 + Penalty 2951.186327 = -1098888.360469 nChanged 2 SP:Iteration 42Q (3415.741674 sec): 3 clusters Score: Raw -1101840.339353 + Penalty 2951.186327 = -1098889.153026 nChanged 2 SP:Iteration 43Q (3415.802863 sec): 3 clusters Score: Raw -1101841.336556 + Penalty 2951.186327 = -1098890.150229 nChanged 0 SP:Iteration 44F (3415.852408 sec): 3 clusters Score: Raw -1101841.336556 + Penalty 2951.186327 = -1098890.150229 nChanged 0 Trying to split cluster 20 (13014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3415.899005 sec): 2 clusters Score: Raw -1630685.224075 + Penalty 1539.489409 = -1629145.734666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3415.959122 sec): 3 clusters Score: Raw -1623145.050962 + Penalty 3078.978819 = -1620066.072143 nChanged 5682 SP:Iteration 1F (3416.026230 sec): 3 clusters Score: Raw -1626720.347484 + Penalty 3078.978819 = -1623641.368666 nChanged 985 SP:Iteration 2F (3416.093153 sec): 3 clusters Score: Raw -1627388.223697 + Penalty 3078.978819 = -1624309.244878 nChanged 899 SP:Iteration 3F (3416.162236 sec): 3 clusters Score: Raw -1628056.517075 + Penalty 3078.978819 = -1624977.538257 nChanged 880 SP:Iteration 4F (3416.225872 sec): 3 clusters Score: Raw -1628705.070686 + Penalty 3078.978819 = -1625626.091868 nChanged 792 SP:Iteration 5F (3416.294928 sec): 3 clusters Score: Raw -1629280.049952 + Penalty 3078.978819 = -1626201.071134 nChanged 663 SP:Iteration 6F (3416.363766 sec): 3 clusters Score: Raw -1629675.203184 + Penalty 3078.978819 = -1626596.224365 nChanged 495 SP:Iteration 7Q (3416.436465 sec): 3 clusters Score: Raw -1629948.470447 + Penalty 3078.978819 = -1626869.491628 nChanged 416 SP:Iteration 8Q (3416.486253 sec): 3 clusters Score: Raw -1630164.951304 + Penalty 3078.978819 = -1627085.972485 nChanged 335 SP:Iteration 9Q (3416.550842 sec): 3 clusters Score: Raw -1630343.775615 + Penalty 3078.978819 = -1627264.796796 nChanged 290 SP:Iteration 10Q (3416.620927 sec): 3 clusters Score: Raw -1630477.403894 + Penalty 3078.978819 = -1627398.425075 nChanged 280 SP:Iteration 11Q (3416.675953 sec): 3 clusters Score: Raw -1630593.934091 + Penalty 3078.978819 = -1627514.955273 nChanged 219 SP:Iteration 12Q (3416.745995 sec): 3 clusters Score: Raw -1630677.867871 + Penalty 3078.978819 = -1627598.889053 nChanged 199 SP:Iteration 13Q (3416.799949 sec): 3 clusters Score: Raw -1630757.806666 + Penalty 3078.978819 = -1627678.827847 nChanged 178 SP:Iteration 14Q (3416.858170 sec): 3 clusters Score: Raw -1630829.117711 + Penalty 3078.978819 = -1627750.138893 nChanged 178 SP:Iteration 15Q (3416.929591 sec): 3 clusters Score: Raw -1630908.631633 + Penalty 3078.978819 = -1627829.652815 nChanged 178 SP:Iteration 16Q (3416.989140 sec): 3 clusters Score: Raw -1630995.859211 + Penalty 3078.978819 = -1627916.880393 nChanged 188 SP:Iteration 17Q (3417.047861 sec): 3 clusters Score: Raw -1631089.130122 + Penalty 3078.978819 = -1628010.151304 nChanged 156 SP:Iteration 18Q (3417.107322 sec): 3 clusters Score: Raw -1631179.293209 + Penalty 3078.978819 = -1628100.314391 nChanged 151 SP:Iteration 19Q (3417.167832 sec): 3 clusters Score: Raw -1631262.270356 + Penalty 3078.978819 = -1628183.291538 nChanged 133 SP:Iteration 20F (3417.230469 sec): 3 clusters Score: Raw -1631332.577941 + Penalty 3078.978819 = -1628253.599123 nChanged 111 SP:Iteration 21Q (3417.296807 sec): 3 clusters Score: Raw -1631387.685590 + Penalty 3078.978819 = -1628308.706771 nChanged 87 SP:Iteration 22Q (3417.358861 sec): 3 clusters Score: Raw -1631418.931967 + Penalty 3078.978819 = -1628339.953148 nChanged 62 SP:Iteration 23Q (3417.426219 sec): 3 clusters Score: Raw -1631434.354701 + Penalty 3078.978819 = -1628355.375883 nChanged 50 SP:Iteration 24Q (3417.497873 sec): 3 clusters Score: Raw -1631443.555434 + Penalty 3078.978819 = -1628364.576615 nChanged 36 SP:Iteration 25Q (3417.551028 sec): 3 clusters Score: Raw -1631451.473417 + Penalty 3078.978819 = -1628372.494599 nChanged 28 SP:Iteration 26Q (3417.620796 sec): 3 clusters Score: Raw -1631458.825863 + Penalty 3078.978819 = -1628379.847045 nChanged 27 SP:Iteration 27Q (3417.678831 sec): 3 clusters Score: Raw -1631464.312364 + Penalty 3078.978819 = -1628385.333546 nChanged 28 SP:Iteration 28Q (3417.737063 sec): 3 clusters Score: Raw -1631468.868409 + Penalty 3078.978819 = -1628389.889590 nChanged 24 SP:Iteration 29Q (3417.801560 sec): 3 clusters Score: Raw -1631471.609574 + Penalty 3078.978819 = -1628392.630756 nChanged 15 SP:Iteration 30Q (3417.867567 sec): 3 clusters Score: Raw -1631473.972970 + Penalty 3078.978819 = -1628394.994151 nChanged 17 SP:Iteration 31Q (3417.920089 sec): 3 clusters Score: Raw -1631476.821600 + Penalty 3078.978819 = -1628397.842782 nChanged 16 SP:Iteration 32Q (3417.975728 sec): 3 clusters Score: Raw -1631479.533365 + Penalty 3078.978819 = -1628400.554547 nChanged 11 SP:Iteration 33Q (3418.033573 sec): 3 clusters Score: Raw -1631481.439527 + Penalty 3078.978819 = -1628402.460709 nChanged 10 SP:Iteration 34Q (3418.094206 sec): 3 clusters Score: Raw -1631483.064574 + Penalty 3078.978819 = -1628404.085755 nChanged 6 SP:Iteration 35Q (3418.163296 sec): 3 clusters Score: Raw -1631484.201082 + Penalty 3078.978819 = -1628405.222263 nChanged 7 SP:Iteration 36Q (3418.214564 sec): 3 clusters Score: Raw -1631484.943949 + Penalty 3078.978819 = -1628405.965131 nChanged 7 SP:Iteration 37Q (3418.264003 sec): 3 clusters Score: Raw -1631485.899465 + Penalty 3078.978819 = -1628406.920647 nChanged 5 SP:Iteration 38Q (3418.334850 sec): 3 clusters Score: Raw -1631486.584181 + Penalty 3078.978819 = -1628407.605363 nChanged 5 SP:Iteration 39Q (3418.396531 sec): 3 clusters Score: Raw -1631487.251462 + Penalty 3078.978819 = -1628408.272644 nChanged 4 SP:Iteration 40F (3418.446676 sec): 3 clusters Score: Raw -1631488.090644 + Penalty 3078.978819 = -1628409.111825 nChanged 3 SP:Iteration 41Q (3418.512704 sec): 3 clusters Score: Raw -1631488.880825 + Penalty 3078.978819 = -1628409.902006 nChanged 2 SP:Iteration 42Q (3418.572708 sec): 3 clusters Score: Raw -1631489.104595 + Penalty 3078.978819 = -1628410.125776 nChanged 2 SP:Iteration 43Q (3418.638583 sec): 3 clusters Score: Raw -1631489.255115 + Penalty 3078.978819 = -1628410.276297 nChanged 0 SP:Iteration 44F (3418.686276 sec): 3 clusters Score: Raw -1631489.255115 + Penalty 3078.978819 = -1628410.276297 nChanged 0 Trying to split cluster 21 (25432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3418.731733 sec): 2 clusters Score: Raw -3230434.571292 + Penalty 1648.361569 = -3228786.209723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3418.788167 sec): 3 clusters Score: Raw -3214947.522856 + Penalty 3296.723138 = -3211650.799717 nChanged 11580 SP:Iteration 1F (3418.875939 sec): 3 clusters Score: Raw -3221685.369110 + Penalty 3296.723138 = -3218388.645972 nChanged 1557 SP:Iteration 2F (3418.959724 sec): 3 clusters Score: Raw -3222539.513901 + Penalty 3296.723138 = -3219242.790762 nChanged 1739 SP:Iteration 3F (3419.037169 sec): 3 clusters Score: Raw -3223692.183850 + Penalty 3296.723138 = -3220395.460711 nChanged 1850 SP:Iteration 4F (3419.125644 sec): 3 clusters Score: Raw -3225012.446757 + Penalty 3296.723138 = -3221715.723618 nChanged 1794 SP:Iteration 5F (3419.217275 sec): 3 clusters Score: Raw -3226176.646083 + Penalty 3296.723138 = -3222879.922944 nChanged 1497 SP:Iteration 6F (3419.294835 sec): 3 clusters Score: Raw -3226994.940011 + Penalty 3296.723138 = -3223698.216872 nChanged 1170 SP:Iteration 7Q (3419.388177 sec): 3 clusters Score: Raw -3227568.330702 + Penalty 3296.723138 = -3224271.607564 nChanged 899 SP:Iteration 8Q (3419.464659 sec): 3 clusters Score: Raw -3227967.464518 + Penalty 3296.723138 = -3224670.741379 nChanged 756 SP:Iteration 9Q (3419.545544 sec): 3 clusters Score: Raw -3228305.624883 + Penalty 3296.723138 = -3225008.901745 nChanged 647 SP:Iteration 10Q (3419.596106 sec): 3 clusters Score: Raw -3228604.888692 + Penalty 3296.723138 = -3225308.165553 nChanged 613 SP:Iteration 11Q (3419.674315 sec): 3 clusters Score: Raw -3228902.967832 + Penalty 3296.723138 = -3225606.244693 nChanged 594 SP:Iteration 12Q (3419.730831 sec): 3 clusters Score: Raw -3229177.632499 + Penalty 3296.723138 = -3225880.909361 nChanged 559 SP:Iteration 13Q (3419.809671 sec): 3 clusters Score: Raw -3229446.923837 + Penalty 3296.723138 = -3226150.200699 nChanged 484 SP:Iteration 14Q (3419.885062 sec): 3 clusters Score: Raw -3229660.552089 + Penalty 3296.723138 = -3226363.828951 nChanged 415 SP:Iteration 15Q (3419.946085 sec): 3 clusters Score: Raw -3229797.965414 + Penalty 3296.723138 = -3226501.242276 nChanged 319 SP:Iteration 16Q (3420.035385 sec): 3 clusters Score: Raw -3229890.166669 + Penalty 3296.723138 = -3226593.443531 nChanged 277 SP:Iteration 17Q (3420.117181 sec): 3 clusters Score: Raw -3229960.377617 + Penalty 3296.723138 = -3226663.654479 nChanged 228 SP:Iteration 18Q (3420.200893 sec): 3 clusters Score: Raw -3230014.375351 + Penalty 3296.723138 = -3226717.652212 nChanged 185 SP:Iteration 19Q (3420.290074 sec): 3 clusters Score: Raw -3230051.127349 + Penalty 3296.723138 = -3226754.404211 nChanged 132 SP:Iteration 20F (3420.370157 sec): 3 clusters Score: Raw -3230075.825889 + Penalty 3296.723138 = -3226779.102750 nChanged 131 SP:Iteration 21Q (3420.447056 sec): 3 clusters Score: Raw -3230096.823869 + Penalty 3296.723138 = -3226800.100731 nChanged 112 SP:Iteration 22Q (3420.518907 sec): 3 clusters Score: Raw -3230113.186865 + Penalty 3296.723138 = -3226816.463726 nChanged 106 SP:Iteration 23Q (3420.600202 sec): 3 clusters Score: Raw -3230126.875838 + Penalty 3296.723138 = -3226830.152699 nChanged 88 SP:Iteration 24Q (3420.677042 sec): 3 clusters Score: Raw -3230137.858981 + Penalty 3296.723138 = -3226841.135842 nChanged 78 SP:Iteration 25Q (3420.758003 sec): 3 clusters Score: Raw -3230147.503430 + Penalty 3296.723138 = -3226850.780292 nChanged 68 SP:Iteration 26Q (3420.833176 sec): 3 clusters Score: Raw -3230155.593299 + Penalty 3296.723138 = -3226858.870160 nChanged 50 SP:Iteration 27Q (3420.909488 sec): 3 clusters Score: Raw -3230159.874105 + Penalty 3296.723138 = -3226863.150967 nChanged 35 SP:Iteration 28Q (3420.979062 sec): 3 clusters Score: Raw -3230162.057700 + Penalty 3296.723138 = -3226865.334562 nChanged 24 SP:Iteration 29Q (3421.062303 sec): 3 clusters Score: Raw -3230163.407038 + Penalty 3296.723138 = -3226866.683900 nChanged 22 SP:Iteration 30Q (3421.139859 sec): 3 clusters Score: Raw -3230164.977487 + Penalty 3296.723138 = -3226868.254349 nChanged 22 SP:Iteration 31Q (3421.225657 sec): 3 clusters Score: Raw -3230166.652073 + Penalty 3296.723138 = -3226869.928935 nChanged 29 SP:Iteration 32Q (3421.292192 sec): 3 clusters Score: Raw -3230169.684976 + Penalty 3296.723138 = -3226872.961838 nChanged 35 SP:Iteration 33Q (3421.373501 sec): 3 clusters Score: Raw -3230172.886204 + Penalty 3296.723138 = -3226876.163066 nChanged 28 SP:Iteration 34Q (3421.463267 sec): 3 clusters Score: Raw -3230175.133801 + Penalty 3296.723138 = -3226878.410663 nChanged 20 SP:Iteration 35Q (3421.541582 sec): 3 clusters Score: Raw -3230176.225317 + Penalty 3296.723138 = -3226879.502179 nChanged 13 SP:Iteration 36Q (3421.606306 sec): 3 clusters Score: Raw -3230177.110461 + Penalty 3296.723138 = -3226880.387323 nChanged 14 SP:Iteration 37Q (3421.688109 sec): 3 clusters Score: Raw -3230177.870947 + Penalty 3296.723138 = -3226881.147809 nChanged 18 SP:Iteration 38Q (3421.759265 sec): 3 clusters Score: Raw -3230178.998835 + Penalty 3296.723138 = -3226882.275696 nChanged 20 SP:Iteration 39Q (3421.832848 sec): 3 clusters Score: Raw -3230180.643906 + Penalty 3296.723138 = -3226883.920768 nChanged 27 SP:Iteration 40F (3421.923712 sec): 3 clusters Score: Raw -3230182.306066 + Penalty 3296.723138 = -3226885.582927 nChanged 24 SP:Iteration 41Q (3421.996304 sec): 3 clusters Score: Raw -3230183.701518 + Penalty 3296.723138 = -3226886.978379 nChanged 19 SP:Iteration 42Q (3422.068576 sec): 3 clusters Score: Raw -3230184.963577 + Penalty 3296.723138 = -3226888.240438 nChanged 21 SP:Iteration 43Q (3422.161168 sec): 3 clusters Score: Raw -3230186.686184 + Penalty 3296.723138 = -3226889.963046 nChanged 17 SP:Iteration 44Q (3422.239234 sec): 3 clusters Score: Raw -3230187.958750 + Penalty 3296.723138 = -3226891.235611 nChanged 21 SP:Iteration 45Q (3422.322028 sec): 3 clusters Score: Raw -3230189.164281 + Penalty 3296.723138 = -3226892.441143 nChanged 27 SP:Iteration 46Q (3422.395383 sec): 3 clusters Score: Raw -3230191.067733 + Penalty 3296.723138 = -3226894.344594 nChanged 31 SP:Iteration 47Q (3422.479506 sec): 3 clusters Score: Raw -3230193.131966 + Penalty 3296.723138 = -3226896.408827 nChanged 16 SP:Iteration 48Q (3422.553483 sec): 3 clusters Score: Raw -3230194.266519 + Penalty 3296.723138 = -3226897.543380 nChanged 22 SP:Iteration 49Q (3422.641166 sec): 3 clusters Score: Raw -3230196.024248 + Penalty 3296.723138 = -3226899.301109 nChanged 26 SP:Iteration 50Q (3422.716034 sec): 3 clusters Score: Raw -3230198.228645 + Penalty 3296.723138 = -3226901.505507 nChanged 30 SP:Iteration 51Q (3422.799920 sec): 3 clusters Score: Raw -3230200.953946 + Penalty 3296.723138 = -3226904.230807 nChanged 26 SP:Iteration 52Q (3422.872582 sec): 3 clusters Score: Raw -3230202.657613 + Penalty 3296.723138 = -3226905.934475 nChanged 22 SP:Iteration 53Q (3422.968353 sec): 3 clusters Score: Raw -3230204.588156 + Penalty 3296.723138 = -3226907.865017 nChanged 23 SP:Iteration 54Q (3423.034986 sec): 3 clusters Score: Raw -3230206.935048 + Penalty 3296.723138 = -3226910.211909 nChanged 34 SP:Iteration 55Q (3423.119055 sec): 3 clusters Score: Raw -3230209.924647 + Penalty 3296.723138 = -3226913.201508 nChanged 35 SP:Iteration 56Q (3423.200493 sec): 3 clusters Score: Raw -3230212.489649 + Penalty 3296.723138 = -3226915.766510 nChanged 29 SP:Iteration 57Q (3423.273834 sec): 3 clusters Score: Raw -3230214.944985 + Penalty 3296.723138 = -3226918.221847 nChanged 32 SP:Iteration 58Q (3423.354187 sec): 3 clusters Score: Raw -3230218.016168 + Penalty 3296.723138 = -3226921.293030 nChanged 22 SP:Iteration 59Q (3423.430914 sec): 3 clusters Score: Raw -3230219.494138 + Penalty 3296.723138 = -3226922.771000 nChanged 14 SP:Iteration 60F (3423.518211 sec): 3 clusters Score: Raw -3230220.215950 + Penalty 3296.723138 = -3226923.492812 nChanged 9 SP:Iteration 61Q (3423.567365 sec): 3 clusters Score: Raw -3230220.690809 + Penalty 3296.723138 = -3226923.967671 nChanged 9 SP:Iteration 62Q (3423.615252 sec): 3 clusters Score: Raw -3230220.973362 + Penalty 3296.723138 = -3226924.250224 nChanged 8 SP:Iteration 63Q (3423.705989 sec): 3 clusters Score: Raw -3230221.549536 + Penalty 3296.723138 = -3226924.826398 nChanged 10 SP:Iteration 64Q (3423.778517 sec): 3 clusters Score: Raw -3230222.159707 + Penalty 3296.723138 = -3226925.436569 nChanged 8 SP:Iteration 65Q (3423.856921 sec): 3 clusters Score: Raw -3230222.597985 + Penalty 3296.723138 = -3226925.874847 nChanged 8 SP:Iteration 66Q (3423.937466 sec): 3 clusters Score: Raw -3230222.961060 + Penalty 3296.723138 = -3226926.237922 nChanged 3 SP:Iteration 67Q (3424.020030 sec): 3 clusters Score: Raw -3230223.125715 + Penalty 3296.723138 = -3226926.402577 nChanged 6 SP:Iteration 68Q (3424.092209 sec): 3 clusters Score: Raw -3230223.415859 + Penalty 3296.723138 = -3226926.692720 nChanged 8 SP:Iteration 69Q (3424.167789 sec): 3 clusters Score: Raw -3230224.081607 + Penalty 3296.723138 = -3226927.358469 nChanged 7 SP:Iteration 70Q (3424.239909 sec): 3 clusters Score: Raw -3230224.473135 + Penalty 3296.723138 = -3226927.749996 nChanged 6 SP:Iteration 71Q (3424.317146 sec): 3 clusters Score: Raw -3230224.797112 + Penalty 3296.723138 = -3226928.073974 nChanged 5 SP:Iteration 72Q (3424.398284 sec): 3 clusters Score: Raw -3230225.042352 + Penalty 3296.723138 = -3226928.319214 nChanged 5 SP:Iteration 73Q (3424.469209 sec): 3 clusters Score: Raw -3230225.457168 + Penalty 3296.723138 = -3226928.734030 nChanged 9 SP:Iteration 74Q (3424.542275 sec): 3 clusters Score: Raw -3230225.862278 + Penalty 3296.723138 = -3226929.139140 nChanged 6 SP:Iteration 75Q (3424.613123 sec): 3 clusters Score: Raw -3230226.056454 + Penalty 3296.723138 = -3226929.333316 nChanged 3 SP:Iteration 76Q (3424.662051 sec): 3 clusters Score: Raw -3230226.192207 + Penalty 3296.723138 = -3226929.469068 nChanged 3 SP:Iteration 77Q (3424.755353 sec): 3 clusters Score: Raw -3230226.317397 + Penalty 3296.723138 = -3226929.594259 nChanged 3 SP:Iteration 78Q (3424.824670 sec): 3 clusters Score: Raw -3230226.544806 + Penalty 3296.723138 = -3226929.821668 nChanged 5 SP:Iteration 79Q (3424.908715 sec): 3 clusters Score: Raw -3230226.810387 + Penalty 3296.723138 = -3226930.087248 nChanged 5 SP:Iteration 80F (3424.999249 sec): 3 clusters Score: Raw -3230227.202966 + Penalty 3296.723138 = -3226930.479828 nChanged 5 SP:Iteration 81Q (3425.049714 sec): 3 clusters Score: Raw -3230227.461749 + Penalty 3296.723138 = -3226930.738611 nChanged 3 SP:Iteration 82Q (3425.098370 sec): 3 clusters Score: Raw -3230227.612581 + Penalty 3296.723138 = -3226930.889443 nChanged 6 SP:Iteration 83Q (3425.190851 sec): 3 clusters Score: Raw -3230227.970624 + Penalty 3296.723138 = -3226931.247486 nChanged 5 SP:Iteration 84Q (3425.264867 sec): 3 clusters Score: Raw -3230228.371084 + Penalty 3296.723138 = -3226931.647946 nChanged 4 SP:Iteration 85Q (3425.347917 sec): 3 clusters Score: Raw -3230228.723472 + Penalty 3296.723138 = -3226932.000333 nChanged 1 SP:Iteration 86Q (3425.415680 sec): 3 clusters Score: Raw -3230228.834976 + Penalty 3296.723138 = -3226932.111838 nChanged 6 SP:Iteration 87Q (3425.492368 sec): 3 clusters Score: Raw -3230229.297326 + Penalty 3296.723138 = -3226932.574188 nChanged 9 SP:Iteration 88Q (3425.564719 sec): 3 clusters Score: Raw -3230229.822504 + Penalty 3296.723138 = -3226933.099365 nChanged 8 SP:Iteration 89Q (3425.647033 sec): 3 clusters Score: Raw -3230230.279384 + Penalty 3296.723138 = -3226933.556245 nChanged 13 SP:Iteration 90Q (3425.726464 sec): 3 clusters Score: Raw -3230230.974725 + Penalty 3296.723138 = -3226934.251587 nChanged 9 SP:Iteration 91Q (3425.812250 sec): 3 clusters Score: Raw -3230231.648627 + Penalty 3296.723138 = -3226934.925489 nChanged 8 SP:Iteration 92Q (3425.896714 sec): 3 clusters Score: Raw -3230232.024281 + Penalty 3296.723138 = -3226935.301142 nChanged 1 SP:Iteration 93Q (3425.971363 sec): 3 clusters Score: Raw -3230232.098828 + Penalty 3296.723138 = -3226935.375690 nChanged 0 SP:Iteration 94F (3426.034859 sec): 3 clusters Score: Raw -3230232.098828 + Penalty 3296.723138 = -3226935.375690 nChanged 0 Trying to split cluster 22 (11456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3426.059046 sec): 2 clusters Score: Raw -1473755.767878 + Penalty 1518.768694 = -1472236.999184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3426.090107 sec): 3 clusters Score: Raw -1467185.974809 + Penalty 3037.537389 = -1464148.437420 nChanged 5011 SP:Iteration 1F (3426.120981 sec): 3 clusters Score: Raw -1469844.660670 + Penalty 3037.537389 = -1466807.123281 nChanged 710 SP:Iteration 2F (3426.182426 sec): 3 clusters Score: Raw -1470178.160886 + Penalty 3037.537389 = -1467140.623497 nChanged 607 SP:Iteration 3F (3426.242548 sec): 3 clusters Score: Raw -1470457.994095 + Penalty 3037.537389 = -1467420.456706 nChanged 574 SP:Iteration 4F (3426.306917 sec): 3 clusters Score: Raw -1470721.806166 + Penalty 3037.537389 = -1467684.268777 nChanged 541 SP:Iteration 5Q (3426.371445 sec): 3 clusters Score: Raw -1470959.417610 + Penalty 3037.537389 = -1467921.880221 nChanged 487 SP:Iteration 6Q (3426.432548 sec): 3 clusters Score: Raw -1471197.246295 + Penalty 3037.537389 = -1468159.708906 nChanged 479 SP:Iteration 7Q (3426.501960 sec): 3 clusters Score: Raw -1471434.506165 + Penalty 3037.537389 = -1468396.968776 nChanged 455 SP:Iteration 8Q (3426.562283 sec): 3 clusters Score: Raw -1471661.666057 + Penalty 3037.537389 = -1468624.128668 nChanged 474 SP:Iteration 9Q (3426.615255 sec): 3 clusters Score: Raw -1471912.603728 + Penalty 3037.537389 = -1468875.066339 nChanged 437 SP:Iteration 10Q (3426.662478 sec): 3 clusters Score: Raw -1472157.076400 + Penalty 3037.537389 = -1469119.539011 nChanged 433 SP:Iteration 11Q (3426.718447 sec): 3 clusters Score: Raw -1472393.779011 + Penalty 3037.537389 = -1469356.241622 nChanged 406 SP:Iteration 12Q (3426.776597 sec): 3 clusters Score: Raw -1472620.587214 + Penalty 3037.537389 = -1469583.049825 nChanged 376 SP:Iteration 13Q (3426.839263 sec): 3 clusters Score: Raw -1472837.948606 + Penalty 3037.537389 = -1469800.411217 nChanged 336 SP:Iteration 14Q (3426.893461 sec): 3 clusters Score: Raw -1473030.006545 + Penalty 3037.537389 = -1469992.469156 nChanged 280 SP:Iteration 15Q (3426.963152 sec): 3 clusters Score: Raw -1473193.834018 + Penalty 3037.537389 = -1470156.296629 nChanged 255 SP:Iteration 16Q (3427.007922 sec): 3 clusters Score: Raw -1473338.209840 + Penalty 3037.537389 = -1470300.672451 nChanged 223 SP:Iteration 17Q (3427.065220 sec): 3 clusters Score: Raw -1473470.961565 + Penalty 3037.537389 = -1470433.424176 nChanged 188 SP:Iteration 18Q (3427.111380 sec): 3 clusters Score: Raw -1473573.667599 + Penalty 3037.537389 = -1470536.130210 nChanged 171 SP:Iteration 19Q (3427.176037 sec): 3 clusters Score: Raw -1473668.992646 + Penalty 3037.537389 = -1470631.455257 nChanged 129 SP:Iteration 20F (3427.239448 sec): 3 clusters Score: Raw -1473739.704372 + Penalty 3037.537389 = -1470702.166983 nChanged 103 SP:Iteration 21Q (3427.291379 sec): 3 clusters Score: Raw -1473798.780301 + Penalty 3037.537389 = -1470761.242912 nChanged 80 SP:Iteration 22Q (3427.357119 sec): 3 clusters Score: Raw -1473845.977708 + Penalty 3037.537389 = -1470808.440319 nChanged 57 SP:Iteration 23Q (3427.408981 sec): 3 clusters Score: Raw -1473886.722706 + Penalty 3037.537389 = -1470849.185317 nChanged 43 SP:Iteration 24Q (3427.466875 sec): 3 clusters Score: Raw -1473916.490175 + Penalty 3037.537389 = -1470878.952786 nChanged 31 SP:Iteration 25Q (3427.532377 sec): 3 clusters Score: Raw -1473937.259610 + Penalty 3037.537389 = -1470899.722221 nChanged 20 SP:Iteration 26Q (3427.574757 sec): 3 clusters Score: Raw -1473948.427691 + Penalty 3037.537389 = -1470910.890302 nChanged 13 SP:Iteration 27Q (3427.626807 sec): 3 clusters Score: Raw -1473959.114209 + Penalty 3037.537389 = -1470921.576820 nChanged 15 SP:Iteration 28Q (3427.689727 sec): 3 clusters Score: Raw -1473969.972716 + Penalty 3037.537389 = -1470932.435327 nChanged 13 SP:Iteration 29Q (3427.748474 sec): 3 clusters Score: Raw -1473981.496993 + Penalty 3037.537389 = -1470943.959604 nChanged 13 SP:Iteration 30Q (3427.803218 sec): 3 clusters Score: Raw -1473990.853469 + Penalty 3037.537389 = -1470953.316080 nChanged 6 SP:Iteration 31Q (3427.865349 sec): 3 clusters Score: Raw -1473992.782055 + Penalty 3037.537389 = -1470955.244666 nChanged 2 SP:Iteration 32Q (3427.919726 sec): 3 clusters Score: Raw -1473994.495462 + Penalty 3037.537389 = -1470956.958073 nChanged 2 SP:Iteration 33Q (3427.977385 sec): 3 clusters Score: Raw -1473995.479061 + Penalty 3037.537389 = -1470957.941672 nChanged 4 SP:Iteration 34Q (3428.044953 sec): 3 clusters Score: Raw -1473997.627341 + Penalty 3037.537389 = -1470960.089952 nChanged 3 SP:Iteration 35Q (3428.100891 sec): 3 clusters Score: Raw -1473999.205240 + Penalty 3037.537389 = -1470961.667851 nChanged 2 SP:Iteration 36Q (3428.154641 sec): 3 clusters Score: Raw -1474000.694191 + Penalty 3037.537389 = -1470963.156802 nChanged 3 SP:Iteration 37Q (3428.205549 sec): 3 clusters Score: Raw -1474003.268723 + Penalty 3037.537389 = -1470965.731334 nChanged 2 SP:Iteration 38Q (3428.263444 sec): 3 clusters Score: Raw -1474004.080806 + Penalty 3037.537389 = -1470966.543417 nChanged 3 SP:Iteration 39Q (3428.306884 sec): 3 clusters Score: Raw -1474006.246665 + Penalty 3037.537389 = -1470968.709276 nChanged 2 SP:Iteration 40F (3428.370662 sec): 3 clusters Score: Raw -1474007.739170 + Penalty 3037.537389 = -1470970.201781 nChanged 1 SP:Iteration 41Q (3428.431537 sec): 3 clusters Score: Raw -1474007.978854 + Penalty 3037.537389 = -1470970.441465 nChanged 0 SP:Iteration 42F (3428.487416 sec): 3 clusters Score: Raw -1474007.978854 + Penalty 3037.537389 = -1470970.441465 nChanged 0 Trying to split cluster 23 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3428.511125 sec): 2 clusters Score: Raw -41640.429202 + Penalty 978.810234 = -40661.618968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3428.543250 sec): 3 clusters Score: Raw -41777.728529 + Penalty 1957.620468 = -39820.108061 nChanged 114 SP:Iteration 1F (3428.582374 sec): 3 clusters Score: Raw -42212.232343 + Penalty 1957.620468 = -40254.611876 nChanged 47 SP:Iteration 2F (3428.621637 sec): 3 clusters Score: Raw -42410.902237 + Penalty 1957.620468 = -40453.281770 nChanged 26 SP:Iteration 3F (3428.662908 sec): 3 clusters Score: Raw -42508.922106 + Penalty 1957.620468 = -40551.301638 nChanged 14 SP:Iteration 4Q (3428.712087 sec): 3 clusters Score: Raw -42570.550402 + Penalty 1957.620468 = -40612.929934 nChanged 4 SP:Iteration 5Q (3428.749045 sec): 3 clusters Score: Raw -42578.144718 + Penalty 1957.620468 = -40620.524250 nChanged 0 SP:Iteration 6F (3428.792756 sec): 3 clusters Score: Raw -42582.325354 + Penalty 1957.620468 = -40624.704887 nChanged 1 SP:Iteration 7Q (3428.825858 sec): 3 clusters Score: Raw -42602.602229 + Penalty 1957.620468 = -40644.981761 nChanged 3 SP:Iteration 8Q (3428.874025 sec): 3 clusters Score: Raw -42625.219956 + Penalty 1957.620468 = -40667.599489 nChanged 1 SP:Iteration 9Q (3428.917628 sec): 3 clusters Score: Raw -42627.528260 + Penalty 1957.620468 = -40669.907792 nChanged 2 SP:Iteration 10Q (3428.967561 sec): 3 clusters Score: Raw -42632.831121 + Penalty 1957.620468 = -40675.210654 nChanged 5 SP:Iteration 11Q (3428.999382 sec): 3 clusters Score: Raw -42652.086991 + Penalty 1957.620468 = -40694.466524 nChanged 0 SP:Iteration 12F (3429.057114 sec): 3 clusters Score: Raw -42652.086991 + Penalty 1957.620468 = -40694.466524 nChanged 0 Score: Raw -84141484.534376 + Penalty 87367.504290 = -84054117.030086 Splitting cluster 23 changes total score from -84055289.559904 to -84054117.030086 So it's not getting split. Trying to split cluster 24 (10749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3447.546475 sec): 2 clusters Score: Raw -1394392.602069 + Penalty 1508.417301 = -1392884.184768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3447.593767 sec): 3 clusters Score: Raw -1388284.384042 + Penalty 3016.834602 = -1385267.549440 nChanged 4666 SP:Iteration 1F (3447.655807 sec): 3 clusters Score: Raw -1390866.520303 + Penalty 3016.834602 = -1387849.685701 nChanged 682 SP:Iteration 2F (3447.719301 sec): 3 clusters Score: Raw -1391226.986382 + Penalty 3016.834602 = -1388210.151780 nChanged 634 SP:Iteration 3F (3447.784572 sec): 3 clusters Score: Raw -1391567.136909 + Penalty 3016.834602 = -1388550.302307 nChanged 587 SP:Iteration 4F (3447.838745 sec): 3 clusters Score: Raw -1391871.520578 + Penalty 3016.834602 = -1388854.685977 nChanged 525 SP:Iteration 5Q (3447.893886 sec): 3 clusters Score: Raw -1392147.126067 + Penalty 3016.834602 = -1389130.291465 nChanged 534 SP:Iteration 6Q (3447.943211 sec): 3 clusters Score: Raw -1392433.040147 + Penalty 3016.834602 = -1389416.205545 nChanged 508 SP:Iteration 7Q (3447.987489 sec): 3 clusters Score: Raw -1392707.518411 + Penalty 3016.834602 = -1389690.683809 nChanged 460 SP:Iteration 8Q (3448.049159 sec): 3 clusters Score: Raw -1392936.460788 + Penalty 3016.834602 = -1389919.626187 nChanged 399 SP:Iteration 9Q (3448.111372 sec): 3 clusters Score: Raw -1393120.205612 + Penalty 3016.834602 = -1390103.371010 nChanged 348 SP:Iteration 10Q (3448.171443 sec): 3 clusters Score: Raw -1393267.600940 + Penalty 3016.834602 = -1390250.766338 nChanged 302 SP:Iteration 11Q (3448.229151 sec): 3 clusters Score: Raw -1393400.332719 + Penalty 3016.834602 = -1390383.498117 nChanged 309 SP:Iteration 12Q (3448.297820 sec): 3 clusters Score: Raw -1393545.526035 + Penalty 3016.834602 = -1390528.691433 nChanged 277 SP:Iteration 13Q (3448.363046 sec): 3 clusters Score: Raw -1393664.886660 + Penalty 3016.834602 = -1390648.052058 nChanged 271 SP:Iteration 14Q (3448.415201 sec): 3 clusters Score: Raw -1393787.536667 + Penalty 3016.834602 = -1390770.702065 nChanged 256 SP:Iteration 15Q (3448.477759 sec): 3 clusters Score: Raw -1393917.660348 + Penalty 3016.834602 = -1390900.825746 nChanged 235 SP:Iteration 16Q (3448.530571 sec): 3 clusters Score: Raw -1394030.397023 + Penalty 3016.834602 = -1391013.562422 nChanged 204 SP:Iteration 17Q (3448.583726 sec): 3 clusters Score: Raw -1394121.457309 + Penalty 3016.834602 = -1391104.622707 nChanged 172 SP:Iteration 18Q (3448.640584 sec): 3 clusters Score: Raw -1394200.121516 + Penalty 3016.834602 = -1391183.286915 nChanged 156 SP:Iteration 19Q (3448.696533 sec): 3 clusters Score: Raw -1394276.209028 + Penalty 3016.834602 = -1391259.374426 nChanged 132 SP:Iteration 20F (3448.755676 sec): 3 clusters Score: Raw -1394342.957751 + Penalty 3016.834602 = -1391326.123149 nChanged 137 SP:Iteration 21Q (3448.815678 sec): 3 clusters Score: Raw -1394420.743070 + Penalty 3016.834602 = -1391403.908468 nChanged 122 SP:Iteration 22Q (3448.872543 sec): 3 clusters Score: Raw -1394482.891947 + Penalty 3016.834602 = -1391466.057345 nChanged 112 SP:Iteration 23Q (3448.929772 sec): 3 clusters Score: Raw -1394540.482506 + Penalty 3016.834602 = -1391523.647904 nChanged 102 SP:Iteration 24Q (3449.004299 sec): 3 clusters Score: Raw -1394589.015988 + Penalty 3016.834602 = -1391572.181386 nChanged 88 SP:Iteration 25Q (3449.054281 sec): 3 clusters Score: Raw -1394626.380907 + Penalty 3016.834602 = -1391609.546305 nChanged 70 SP:Iteration 26Q (3449.108242 sec): 3 clusters Score: Raw -1394655.406569 + Penalty 3016.834602 = -1391638.571967 nChanged 61 SP:Iteration 27Q (3449.164352 sec): 3 clusters Score: Raw -1394678.956118 + Penalty 3016.834602 = -1391662.121516 nChanged 42 SP:Iteration 28Q (3449.220354 sec): 3 clusters Score: Raw -1394692.431531 + Penalty 3016.834602 = -1391675.596929 nChanged 41 SP:Iteration 29Q (3449.272542 sec): 3 clusters Score: Raw -1394704.735628 + Penalty 3016.834602 = -1391687.901026 nChanged 36 SP:Iteration 30Q (3449.333153 sec): 3 clusters Score: Raw -1394715.478544 + Penalty 3016.834602 = -1391698.643942 nChanged 31 SP:Iteration 31Q (3449.389726 sec): 3 clusters Score: Raw -1394723.923127 + Penalty 3016.834602 = -1391707.088525 nChanged 24 SP:Iteration 32Q (3449.437867 sec): 3 clusters Score: Raw -1394730.369596 + Penalty 3016.834602 = -1391713.534994 nChanged 21 SP:Iteration 33Q (3449.504142 sec): 3 clusters Score: Raw -1394736.761993 + Penalty 3016.834602 = -1391719.927391 nChanged 34 SP:Iteration 34Q (3449.561355 sec): 3 clusters Score: Raw -1394747.406697 + Penalty 3016.834602 = -1391730.572095 nChanged 33 SP:Iteration 35Q (3449.623668 sec): 3 clusters Score: Raw -1394757.379492 + Penalty 3016.834602 = -1391740.544890 nChanged 24 SP:Iteration 36Q (3449.676411 sec): 3 clusters Score: Raw -1394765.046044 + Penalty 3016.834602 = -1391748.211442 nChanged 18 SP:Iteration 37Q (3449.724503 sec): 3 clusters Score: Raw -1394769.680801 + Penalty 3016.834602 = -1391752.846199 nChanged 9 SP:Iteration 38Q (3449.789323 sec): 3 clusters Score: Raw -1394772.051597 + Penalty 3016.834602 = -1391755.216996 nChanged 9 SP:Iteration 39Q (3449.843001 sec): 3 clusters Score: Raw -1394774.709523 + Penalty 3016.834602 = -1391757.874921 nChanged 14 SP:Iteration 40F (3449.901019 sec): 3 clusters Score: Raw -1394778.081953 + Penalty 3016.834602 = -1391761.247351 nChanged 10 SP:Iteration 41Q (3449.966518 sec): 3 clusters Score: Raw -1394781.825690 + Penalty 3016.834602 = -1391764.991088 nChanged 10 SP:Iteration 42Q (3450.023579 sec): 3 clusters Score: Raw -1394785.677130 + Penalty 3016.834602 = -1391768.842528 nChanged 9 SP:Iteration 43Q (3450.067847 sec): 3 clusters Score: Raw -1394790.311134 + Penalty 3016.834602 = -1391773.476532 nChanged 15 SP:Iteration 44Q (3450.128021 sec): 3 clusters Score: Raw -1394796.299675 + Penalty 3016.834602 = -1391779.465073 nChanged 15 SP:Iteration 45Q (3450.189683 sec): 3 clusters Score: Raw -1394801.525356 + Penalty 3016.834602 = -1391784.690754 nChanged 10 SP:Iteration 46Q (3450.241192 sec): 3 clusters Score: Raw -1394804.178777 + Penalty 3016.834602 = -1391787.344175 nChanged 10 SP:Iteration 47Q (3450.302374 sec): 3 clusters Score: Raw -1394807.204818 + Penalty 3016.834602 = -1391790.370216 nChanged 7 SP:Iteration 48Q (3450.361938 sec): 3 clusters Score: Raw -1394809.359325 + Penalty 3016.834602 = -1391792.524723 nChanged 5 SP:Iteration 49Q (3450.410714 sec): 3 clusters Score: Raw -1394810.836948 + Penalty 3016.834602 = -1391794.002346 nChanged 3 SP:Iteration 50Q (3450.478188 sec): 3 clusters Score: Raw -1394811.517541 + Penalty 3016.834602 = -1391794.682939 nChanged 1 SP:Iteration 51Q (3450.522846 sec): 3 clusters Score: Raw -1394811.700091 + Penalty 3016.834602 = -1391794.865489 nChanged 2 SP:Iteration 52Q (3450.578037 sec): 3 clusters Score: Raw -1394812.443756 + Penalty 3016.834602 = -1391795.609154 nChanged 0 SP:Iteration 53F (3450.636822 sec): 3 clusters Score: Raw -1394812.443756 + Penalty 3016.834602 = -1391795.609154 nChanged 0 Trying to split cluster 25 (6679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3450.671387 sec): 2 clusters Score: Raw -821373.183369 + Penalty 1431.092578 = -819942.090791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3450.718228 sec): 3 clusters Score: Raw -817749.466041 + Penalty 2862.185155 = -814887.280886 nChanged 2756 SP:Iteration 1F (3450.766411 sec): 3 clusters Score: Raw -819269.140872 + Penalty 2862.185155 = -816406.955716 nChanged 464 SP:Iteration 2F (3450.812418 sec): 3 clusters Score: Raw -819537.794095 + Penalty 2862.185155 = -816675.608939 nChanged 419 SP:Iteration 3F (3450.875312 sec): 3 clusters Score: Raw -819788.004383 + Penalty 2862.185155 = -816925.819227 nChanged 375 SP:Iteration 4F (3450.929575 sec): 3 clusters Score: Raw -820030.376677 + Penalty 2862.185155 = -817168.191522 nChanged 367 SP:Iteration 5F (3450.979804 sec): 3 clusters Score: Raw -820264.628409 + Penalty 2862.185155 = -817402.443254 nChanged 343 SP:Iteration 6F (3451.033258 sec): 3 clusters Score: Raw -820495.345776 + Penalty 2862.185155 = -817633.160621 nChanged 328 SP:Iteration 7Q (3451.053882 sec): 3 clusters Score: Raw -820800.080514 + Penalty 2862.185155 = -817937.895358 nChanged 353 SP:Iteration 8F (3451.103845 sec): 3 clusters Score: Raw -821093.788262 + Penalty 2862.185155 = -818231.603107 nChanged 312 SP:Iteration 9Q (3451.157408 sec): 3 clusters Score: Raw -821354.324025 + Penalty 2862.185155 = -818492.138870 nChanged 285 SP:Iteration 10Q (3451.216716 sec): 3 clusters Score: Raw -821556.171797 + Penalty 2862.185155 = -818693.986642 nChanged 224 SP:Iteration 11Q (3451.270634 sec): 3 clusters Score: Raw -821695.394025 + Penalty 2862.185155 = -818833.208869 nChanged 172 SP:Iteration 12Q (3451.318795 sec): 3 clusters Score: Raw -821770.217624 + Penalty 2862.185155 = -818908.032469 nChanged 124 SP:Iteration 13Q (3451.362167 sec): 3 clusters Score: Raw -821820.126500 + Penalty 2862.185155 = -818957.941344 nChanged 112 SP:Iteration 14Q (3451.419272 sec): 3 clusters Score: Raw -821865.347031 + Penalty 2862.185155 = -819003.161876 nChanged 85 SP:Iteration 15Q (3451.471631 sec): 3 clusters Score: Raw -821896.287110 + Penalty 2862.185155 = -819034.101955 nChanged 89 SP:Iteration 16Q (3451.519672 sec): 3 clusters Score: Raw -821926.202966 + Penalty 2862.185155 = -819064.017811 nChanged 56 SP:Iteration 17Q (3451.581854 sec): 3 clusters Score: Raw -821941.760113 + Penalty 2862.185155 = -819079.574958 nChanged 40 SP:Iteration 18Q (3451.625643 sec): 3 clusters Score: Raw -821954.360456 + Penalty 2862.185155 = -819092.175301 nChanged 34 SP:Iteration 19Q (3451.662200 sec): 3 clusters Score: Raw -821965.465945 + Penalty 2862.185155 = -819103.280790 nChanged 37 SP:Iteration 20F (3451.727743 sec): 3 clusters Score: Raw -821976.400299 + Penalty 2862.185155 = -819114.215144 nChanged 43 SP:Iteration 21Q (3451.770179 sec): 3 clusters Score: Raw -821993.324488 + Penalty 2862.185155 = -819131.139332 nChanged 32 SP:Iteration 22Q (3451.819278 sec): 3 clusters Score: Raw -822002.363952 + Penalty 2862.185155 = -819140.178797 nChanged 25 SP:Iteration 23Q (3451.878304 sec): 3 clusters Score: Raw -822009.934215 + Penalty 2862.185155 = -819147.749059 nChanged 34 SP:Iteration 24Q (3451.926272 sec): 3 clusters Score: Raw -822019.154236 + Penalty 2862.185155 = -819156.969081 nChanged 31 SP:Iteration 25Q (3451.984795 sec): 3 clusters Score: Raw -822026.492282 + Penalty 2862.185155 = -819164.307127 nChanged 25 SP:Iteration 26Q (3452.008034 sec): 3 clusters Score: Raw -822031.393539 + Penalty 2862.185155 = -819169.208384 nChanged 14 SP:Iteration 27Q (3452.037216 sec): 3 clusters Score: Raw -822034.306233 + Penalty 2862.185155 = -819172.121078 nChanged 15 SP:Iteration 28Q (3452.099216 sec): 3 clusters Score: Raw -822037.031483 + Penalty 2862.185155 = -819174.846328 nChanged 12 SP:Iteration 29Q (3452.139831 sec): 3 clusters Score: Raw -822038.928713 + Penalty 2862.185155 = -819176.743557 nChanged 16 SP:Iteration 30Q (3452.180945 sec): 3 clusters Score: Raw -822042.173093 + Penalty 2862.185155 = -819179.987937 nChanged 13 SP:Iteration 31Q (3452.232023 sec): 3 clusters Score: Raw -822045.806387 + Penalty 2862.185155 = -819183.621232 nChanged 12 SP:Iteration 32Q (3452.283862 sec): 3 clusters Score: Raw -822048.551222 + Penalty 2862.185155 = -819186.366067 nChanged 15 SP:Iteration 33Q (3452.340472 sec): 3 clusters Score: Raw -822052.131002 + Penalty 2862.185155 = -819189.945846 nChanged 17 SP:Iteration 34Q (3452.382364 sec): 3 clusters Score: Raw -822056.692192 + Penalty 2862.185155 = -819194.507036 nChanged 18 SP:Iteration 35Q (3452.440097 sec): 3 clusters Score: Raw -822060.551130 + Penalty 2862.185155 = -819198.365975 nChanged 18 SP:Iteration 36Q (3452.489206 sec): 3 clusters Score: Raw -822064.739730 + Penalty 2862.185155 = -819202.554575 nChanged 20 SP:Iteration 37Q (3452.542527 sec): 3 clusters Score: Raw -822068.268750 + Penalty 2862.185155 = -819206.083595 nChanged 12 SP:Iteration 38Q (3452.590072 sec): 3 clusters Score: Raw -822070.302024 + Penalty 2862.185155 = -819208.116869 nChanged 11 SP:Iteration 39Q (3452.649204 sec): 3 clusters Score: Raw -822071.865267 + Penalty 2862.185155 = -819209.680112 nChanged 8 SP:Iteration 40F (3452.700545 sec): 3 clusters Score: Raw -822073.257176 + Penalty 2862.185155 = -819211.072021 nChanged 6 SP:Iteration 41Q (3452.739351 sec): 3 clusters Score: Raw -822073.843226 + Penalty 2862.185155 = -819211.658071 nChanged 5 SP:Iteration 42Q (3452.791651 sec): 3 clusters Score: Raw -822074.207474 + Penalty 2862.185155 = -819212.022319 nChanged 4 SP:Iteration 43Q (3452.837286 sec): 3 clusters Score: Raw -822075.649799 + Penalty 2862.185155 = -819213.464643 nChanged 10 SP:Iteration 44Q (3452.885401 sec): 3 clusters Score: Raw -822077.289911 + Penalty 2862.185155 = -819215.104756 nChanged 11 SP:Iteration 45Q (3452.933020 sec): 3 clusters Score: Raw -822079.294348 + Penalty 2862.185155 = -819217.109192 nChanged 8 SP:Iteration 46Q (3452.982969 sec): 3 clusters Score: Raw -822082.049985 + Penalty 2862.185155 = -819219.864830 nChanged 13 SP:Iteration 47Q (3453.026142 sec): 3 clusters Score: Raw -822085.097668 + Penalty 2862.185155 = -819222.912512 nChanged 10 SP:Iteration 48Q (3453.079375 sec): 3 clusters Score: Raw -822087.536496 + Penalty 2862.185155 = -819225.351341 nChanged 11 SP:Iteration 49Q (3453.132402 sec): 3 clusters Score: Raw -822090.401148 + Penalty 2862.185155 = -819228.215993 nChanged 17 SP:Iteration 50Q (3453.182323 sec): 3 clusters Score: Raw -822093.733615 + Penalty 2862.185155 = -819231.548460 nChanged 14 SP:Iteration 51Q (3453.239801 sec): 3 clusters Score: Raw -822097.291556 + Penalty 2862.185155 = -819235.106401 nChanged 21 SP:Iteration 52Q (3453.282232 sec): 3 clusters Score: Raw -822102.757591 + Penalty 2862.185155 = -819240.572435 nChanged 21 SP:Iteration 53Q (3453.329350 sec): 3 clusters Score: Raw -822106.813510 + Penalty 2862.185155 = -819244.628354 nChanged 19 SP:Iteration 54Q (3453.384754 sec): 3 clusters Score: Raw -822110.131567 + Penalty 2862.185155 = -819247.946412 nChanged 19 SP:Iteration 55Q (3453.432512 sec): 3 clusters Score: Raw -822114.071709 + Penalty 2862.185155 = -819251.886553 nChanged 15 SP:Iteration 56Q (3453.489994 sec): 3 clusters Score: Raw -822116.630568 + Penalty 2862.185155 = -819254.445413 nChanged 14 SP:Iteration 57Q (3453.528581 sec): 3 clusters Score: Raw -822119.220090 + Penalty 2862.185155 = -819257.034935 nChanged 16 SP:Iteration 58Q (3453.582904 sec): 3 clusters Score: Raw -822122.386886 + Penalty 2862.185155 = -819260.201731 nChanged 15 SP:Iteration 59Q (3453.633413 sec): 3 clusters Score: Raw -822124.595993 + Penalty 2862.185155 = -819262.410838 nChanged 11 SP:Iteration 60F (3453.664567 sec): 3 clusters Score: Raw -822126.262811 + Penalty 2862.185155 = -819264.077655 nChanged 9 SP:Iteration 61Q (3453.714546 sec): 3 clusters Score: Raw -822127.457721 + Penalty 2862.185155 = -819265.272566 nChanged 5 SP:Iteration 62Q (3453.763212 sec): 3 clusters Score: Raw -822128.039561 + Penalty 2862.185155 = -819265.854405 nChanged 5 SP:Iteration 63Q (3453.808654 sec): 3 clusters Score: Raw -822128.602992 + Penalty 2862.185155 = -819266.417837 nChanged 4 SP:Iteration 64Q (3453.860813 sec): 3 clusters Score: Raw -822129.515674 + Penalty 2862.185155 = -819267.330519 nChanged 7 SP:Iteration 65Q (3453.916622 sec): 3 clusters Score: Raw -822130.853333 + Penalty 2862.185155 = -819268.668178 nChanged 8 SP:Iteration 66Q (3453.969199 sec): 3 clusters Score: Raw -822132.199671 + Penalty 2862.185155 = -819270.014516 nChanged 3 SP:Iteration 67Q (3454.020071 sec): 3 clusters Score: Raw -822132.550098 + Penalty 2862.185155 = -819270.364942 nChanged 3 SP:Iteration 68Q (3454.071426 sec): 3 clusters Score: Raw -822133.294841 + Penalty 2862.185155 = -819271.109686 nChanged 4 SP:Iteration 69Q (3454.124808 sec): 3 clusters Score: Raw -822134.007570 + Penalty 2862.185155 = -819271.822415 nChanged 3 SP:Iteration 70Q (3454.179746 sec): 3 clusters Score: Raw -822134.421201 + Penalty 2862.185155 = -819272.236046 nChanged 1 SP:Iteration 71Q (3454.224442 sec): 3 clusters Score: Raw -822134.538453 + Penalty 2862.185155 = -819272.353297 nChanged 0 SP:Iteration 72F (3454.259552 sec): 3 clusters Score: Raw -822134.538453 + Penalty 2862.185155 = -819272.353297 nChanged 0 Trying to split cluster 26 (4394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3454.288347 sec): 2 clusters Score: Raw -559538.340808 + Penalty 1363.049229 = -558175.291579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3454.343880 sec): 3 clusters Score: Raw -557295.938878 + Penalty 2726.098457 = -554569.840421 nChanged 1753 SP:Iteration 1F (3454.384660 sec): 3 clusters Score: Raw -558307.453819 + Penalty 2726.098457 = -555581.355362 nChanged 358 SP:Iteration 2F (3454.436226 sec): 3 clusters Score: Raw -558527.096824 + Penalty 2726.098457 = -555800.998366 nChanged 283 SP:Iteration 3F (3454.485714 sec): 3 clusters Score: Raw -558701.265962 + Penalty 2726.098457 = -555975.167505 nChanged 233 SP:Iteration 4F (3454.523098 sec): 3 clusters Score: Raw -558844.076237 + Penalty 2726.098457 = -556117.977779 nChanged 215 SP:Iteration 5Q (3454.578527 sec): 3 clusters Score: Raw -559007.784204 + Penalty 2726.098457 = -556281.685746 nChanged 223 SP:Iteration 6F (3454.624455 sec): 3 clusters Score: Raw -559166.061549 + Penalty 2726.098457 = -556439.963092 nChanged 215 SP:Iteration 7Q (3454.679150 sec): 3 clusters Score: Raw -559321.194937 + Penalty 2726.098457 = -556595.096480 nChanged 186 SP:Iteration 8Q (3454.721983 sec): 3 clusters Score: Raw -559449.024497 + Penalty 2726.098457 = -556722.926040 nChanged 146 SP:Iteration 9Q (3454.769178 sec): 3 clusters Score: Raw -559538.187268 + Penalty 2726.098457 = -556812.088811 nChanged 111 SP:Iteration 10Q (3454.816466 sec): 3 clusters Score: Raw -559603.604077 + Penalty 2726.098457 = -556877.505620 nChanged 81 SP:Iteration 11Q (3454.859902 sec): 3 clusters Score: Raw -559654.287970 + Penalty 2726.098457 = -556928.189512 nChanged 70 SP:Iteration 12Q (3454.919160 sec): 3 clusters Score: Raw -559694.538475 + Penalty 2726.098457 = -556968.440018 nChanged 53 SP:Iteration 13Q (3454.954507 sec): 3 clusters Score: Raw -559722.505658 + Penalty 2726.098457 = -556996.407200 nChanged 43 SP:Iteration 14Q (3455.007524 sec): 3 clusters Score: Raw -559748.349360 + Penalty 2726.098457 = -557022.250903 nChanged 40 SP:Iteration 15Q (3455.047620 sec): 3 clusters Score: Raw -559767.258409 + Penalty 2726.098457 = -557041.159952 nChanged 29 SP:Iteration 16Q (3455.084443 sec): 3 clusters Score: Raw -559778.037517 + Penalty 2726.098457 = -557051.939060 nChanged 23 SP:Iteration 17Q (3455.137537 sec): 3 clusters Score: Raw -559787.610458 + Penalty 2726.098457 = -557061.512001 nChanged 15 SP:Iteration 18Q (3455.182853 sec): 3 clusters Score: Raw -559793.070675 + Penalty 2726.098457 = -557066.972218 nChanged 11 SP:Iteration 19Q (3455.243714 sec): 3 clusters Score: Raw -559797.280761 + Penalty 2726.098457 = -557071.182304 nChanged 7 SP:Iteration 20F (3455.294317 sec): 3 clusters Score: Raw -559800.285007 + Penalty 2726.098457 = -557074.186550 nChanged 10 SP:Iteration 21Q (3455.327521 sec): 3 clusters Score: Raw -559803.772020 + Penalty 2726.098457 = -557077.673563 nChanged 8 SP:Iteration 22Q (3455.371231 sec): 3 clusters Score: Raw -559806.800260 + Penalty 2726.098457 = -557080.701803 nChanged 11 SP:Iteration 23Q (3455.430331 sec): 3 clusters Score: Raw -559810.331236 + Penalty 2726.098457 = -557084.232778 nChanged 5 SP:Iteration 24Q (3455.476449 sec): 3 clusters Score: Raw -559811.867767 + Penalty 2726.098457 = -557085.769310 nChanged 6 SP:Iteration 25Q (3455.518370 sec): 3 clusters Score: Raw -559815.134684 + Penalty 2726.098457 = -557089.036227 nChanged 6 SP:Iteration 26Q (3455.566667 sec): 3 clusters Score: Raw -559817.827423 + Penalty 2726.098457 = -557091.728965 nChanged 5 SP:Iteration 27Q (3455.611134 sec): 3 clusters Score: Raw -559819.943380 + Penalty 2726.098457 = -557093.844923 nChanged 5 SP:Iteration 28Q (3455.669999 sec): 3 clusters Score: Raw -559822.501236 + Penalty 2726.098457 = -557096.402778 nChanged 5 SP:Iteration 29Q (3455.723694 sec): 3 clusters Score: Raw -559824.090600 + Penalty 2726.098457 = -557097.992143 nChanged 5 SP:Iteration 30Q (3455.741129 sec): 3 clusters Score: Raw -559825.611639 + Penalty 2726.098457 = -557099.513182 nChanged 6 SP:Iteration 31Q (3455.795324 sec): 3 clusters Score: Raw -559827.692252 + Penalty 2726.098457 = -557101.593795 nChanged 4 SP:Iteration 32Q (3455.845239 sec): 3 clusters Score: Raw -559829.655936 + Penalty 2726.098457 = -557103.557478 nChanged 6 SP:Iteration 33Q (3455.893742 sec): 3 clusters Score: Raw -559832.854069 + Penalty 2726.098457 = -557106.755612 nChanged 10 SP:Iteration 34Q (3455.934557 sec): 3 clusters Score: Raw -559838.543223 + Penalty 2726.098457 = -557112.444766 nChanged 11 SP:Iteration 35Q (3455.974503 sec): 3 clusters Score: Raw -559844.242891 + Penalty 2726.098457 = -557118.144434 nChanged 14 SP:Iteration 36Q (3456.019839 sec): 3 clusters Score: Raw -559851.521923 + Penalty 2726.098457 = -557125.423465 nChanged 12 SP:Iteration 37Q (3456.058674 sec): 3 clusters Score: Raw -559858.121995 + Penalty 2726.098457 = -557132.023538 nChanged 12 SP:Iteration 38Q (3456.110519 sec): 3 clusters Score: Raw -559864.626216 + Penalty 2726.098457 = -557138.527759 nChanged 13 SP:Iteration 39Q (3456.162176 sec): 3 clusters Score: Raw -559870.337254 + Penalty 2726.098457 = -557144.238797 nChanged 7 SP:Iteration 40F (3456.210567 sec): 3 clusters Score: Raw -559873.331971 + Penalty 2726.098457 = -557147.233514 nChanged 9 SP:Iteration 41Q (3456.245769 sec): 3 clusters Score: Raw -559876.495546 + Penalty 2726.098457 = -557150.397088 nChanged 3 SP:Iteration 42Q (3456.284549 sec): 3 clusters Score: Raw -559878.074489 + Penalty 2726.098457 = -557151.976032 nChanged 4 SP:Iteration 43Q (3456.327183 sec): 3 clusters Score: Raw -559879.531993 + Penalty 2726.098457 = -557153.433536 nChanged 2 SP:Iteration 44Q (3456.372351 sec): 3 clusters Score: Raw -559880.326907 + Penalty 2726.098457 = -557154.228450 nChanged 3 SP:Iteration 45Q (3456.427722 sec): 3 clusters Score: Raw -559881.407938 + Penalty 2726.098457 = -557155.309481 nChanged 0 SP:Iteration 46F (3456.472184 sec): 3 clusters Score: Raw -559881.407938 + Penalty 2726.098457 = -557155.309481 nChanged 0 Trying to split cluster 27 (1801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3456.505072 sec): 2 clusters Score: Raw -206728.632993 + Penalty 1218.115819 = -205510.517174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3456.542068 sec): 3 clusters Score: Raw -206075.729309 + Penalty 2436.231637 = -203639.497672 nChanged 622 SP:Iteration 1F (3456.592394 sec): 3 clusters Score: Raw -206717.803000 + Penalty 2436.231637 = -204281.571363 nChanged 197 SP:Iteration 2F (3456.641278 sec): 3 clusters Score: Raw -206943.273988 + Penalty 2436.231637 = -204507.042351 nChanged 126 SP:Iteration 3F (3456.679218 sec): 3 clusters Score: Raw -207071.229641 + Penalty 2436.231637 = -204634.998004 nChanged 79 SP:Iteration 4Q (3456.704062 sec): 3 clusters Score: Raw -207150.444779 + Penalty 2436.231637 = -204714.213141 nChanged 54 SP:Iteration 5Q (3456.757045 sec): 3 clusters Score: Raw -207201.015520 + Penalty 2436.231637 = -204764.783883 nChanged 37 SP:Iteration 6Q (3456.795391 sec): 3 clusters Score: Raw -207235.663627 + Penalty 2436.231637 = -204799.431990 nChanged 32 SP:Iteration 7Q (3456.840292 sec): 3 clusters Score: Raw -207253.502406 + Penalty 2436.231637 = -204817.270769 nChanged 21 SP:Iteration 8Q (3456.872774 sec): 3 clusters Score: Raw -207267.033160 + Penalty 2436.231637 = -204830.801523 nChanged 16 SP:Iteration 9Q (3456.915628 sec): 3 clusters Score: Raw -207278.685999 + Penalty 2436.231637 = -204842.454362 nChanged 16 SP:Iteration 10Q (3456.960725 sec): 3 clusters Score: Raw -207287.931248 + Penalty 2436.231637 = -204851.699611 nChanged 15 SP:Iteration 11Q (3457.002249 sec): 3 clusters Score: Raw -207301.984869 + Penalty 2436.231637 = -204865.753232 nChanged 15 SP:Iteration 12Q (3457.038765 sec): 3 clusters Score: Raw -207314.016455 + Penalty 2436.231637 = -204877.784818 nChanged 10 SP:Iteration 13Q (3457.081294 sec): 3 clusters Score: Raw -207321.077546 + Penalty 2436.231637 = -204884.845909 nChanged 14 SP:Iteration 14Q (3457.115949 sec): 3 clusters Score: Raw -207331.158480 + Penalty 2436.231637 = -204894.926843 nChanged 14 SP:Iteration 15Q (3457.166435 sec): 3 clusters Score: Raw -207344.436425 + Penalty 2436.231637 = -204908.204788 nChanged 9 SP:Iteration 16Q (3457.215341 sec): 3 clusters Score: Raw -207350.622164 + Penalty 2436.231637 = -204914.390527 nChanged 13 SP:Iteration 17Q (3457.259626 sec): 3 clusters Score: Raw -207358.602932 + Penalty 2436.231637 = -204922.371295 nChanged 16 SP:Iteration 18Q (3457.304666 sec): 3 clusters Score: Raw -207373.396297 + Penalty 2436.231637 = -204937.164660 nChanged 11 SP:Iteration 19Q (3457.354329 sec): 3 clusters Score: Raw -207380.911133 + Penalty 2436.231637 = -204944.679496 nChanged 12 SP:Iteration 20F (3457.397550 sec): 3 clusters Score: Raw -207387.488523 + Penalty 2436.231637 = -204951.256886 nChanged 5 SP:Iteration 21Q (3457.447343 sec): 3 clusters Score: Raw -207389.866871 + Penalty 2436.231637 = -204953.635233 nChanged 0 SP:Iteration 22F (3457.490663 sec): 3 clusters Score: Raw -207389.866871 + Penalty 2436.231637 = -204953.635233 nChanged 0 Trying to split cluster 28 (17203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3457.536581 sec): 2 clusters Score: Raw -2164370.885064 + Penalty 1584.836348 = -2162786.048716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3457.612029 sec): 3 clusters Score: Raw -2154199.109130 + Penalty 3169.672697 = -2151029.436434 nChanged 7601 SP:Iteration 1F (3457.674596 sec): 3 clusters Score: Raw -2158187.391013 + Penalty 3169.672697 = -2155017.718316 nChanged 987 SP:Iteration 2F (3457.743832 sec): 3 clusters Score: Raw -2158609.466123 + Penalty 3169.672697 = -2155439.793426 nChanged 927 SP:Iteration 3F (3457.820176 sec): 3 clusters Score: Raw -2159017.249345 + Penalty 3169.672697 = -2155847.576649 nChanged 831 SP:Iteration 4Q (3457.889916 sec): 3 clusters Score: Raw -2159381.636228 + Penalty 3169.672697 = -2156211.963531 nChanged 807 SP:Iteration 5Q (3457.966913 sec): 3 clusters Score: Raw -2159808.139703 + Penalty 3169.672697 = -2156638.467006 nChanged 862 SP:Iteration 6F (3458.032460 sec): 3 clusters Score: Raw -2160288.608125 + Penalty 3169.672697 = -2157118.935428 nChanged 883 SP:Iteration 7F (3458.108117 sec): 3 clusters Score: Raw -2160845.145618 + Penalty 3169.672697 = -2157675.472922 nChanged 911 SP:Iteration 8F (3458.176785 sec): 3 clusters Score: Raw -2161451.642727 + Penalty 3169.672697 = -2158281.970030 nChanged 836 SP:Iteration 9Q (3458.236398 sec): 3 clusters Score: Raw -2162041.210211 + Penalty 3169.672697 = -2158871.537515 nChanged 759 SP:Iteration 10Q (3458.310957 sec): 3 clusters Score: Raw -2162592.487064 + Penalty 3169.672697 = -2159422.814368 nChanged 689 SP:Iteration 11Q (3458.387896 sec): 3 clusters Score: Raw -2163070.936861 + Penalty 3169.672697 = -2159901.264164 nChanged 557 SP:Iteration 12Q (3458.450637 sec): 3 clusters Score: Raw -2163455.227793 + Penalty 3169.672697 = -2160285.555096 nChanged 463 SP:Iteration 13Q (3458.511349 sec): 3 clusters Score: Raw -2163771.399049 + Penalty 3169.672697 = -2160601.726352 nChanged 370 SP:Iteration 14Q (3458.582350 sec): 3 clusters Score: Raw -2164039.829790 + Penalty 3169.672697 = -2160870.157094 nChanged 283 SP:Iteration 15Q (3458.645909 sec): 3 clusters Score: Raw -2164236.327982 + Penalty 3169.672697 = -2161066.655286 nChanged 173 SP:Iteration 16Q (3458.718136 sec): 3 clusters Score: Raw -2164350.949866 + Penalty 3169.672697 = -2161181.277170 nChanged 124 SP:Iteration 17Q (3458.775168 sec): 3 clusters Score: Raw -2164422.513907 + Penalty 3169.672697 = -2161252.841210 nChanged 90 SP:Iteration 18Q (3458.835334 sec): 3 clusters Score: Raw -2164473.686491 + Penalty 3169.672697 = -2161304.013795 nChanged 59 SP:Iteration 19Q (3458.898675 sec): 3 clusters Score: Raw -2164505.621253 + Penalty 3169.672697 = -2161335.948557 nChanged 46 SP:Iteration 20F (3458.962934 sec): 3 clusters Score: Raw -2164529.622750 + Penalty 3169.672697 = -2161359.950054 nChanged 32 SP:Iteration 21Q (3459.020554 sec): 3 clusters Score: Raw -2164546.846874 + Penalty 3169.672697 = -2161377.174177 nChanged 29 SP:Iteration 22Q (3459.090156 sec): 3 clusters Score: Raw -2164561.601975 + Penalty 3169.672697 = -2161391.929278 nChanged 17 SP:Iteration 23Q (3459.148385 sec): 3 clusters Score: Raw -2164569.726516 + Penalty 3169.672697 = -2161400.053820 nChanged 11 SP:Iteration 24Q (3459.217009 sec): 3 clusters Score: Raw -2164576.345463 + Penalty 3169.672697 = -2161406.672766 nChanged 10 SP:Iteration 25Q (3459.292974 sec): 3 clusters Score: Raw -2164581.274890 + Penalty 3169.672697 = -2161411.602194 nChanged 13 SP:Iteration 26Q (3459.348456 sec): 3 clusters Score: Raw -2164588.989892 + Penalty 3169.672697 = -2161419.317195 nChanged 11 SP:Iteration 27Q (3459.416523 sec): 3 clusters Score: Raw -2164594.320094 + Penalty 3169.672697 = -2161424.647397 nChanged 6 SP:Iteration 28Q (3459.462896 sec): 3 clusters Score: Raw -2164597.713770 + Penalty 3169.672697 = -2161428.041074 nChanged 5 SP:Iteration 29Q (3459.525980 sec): 3 clusters Score: Raw -2164600.222804 + Penalty 3169.672697 = -2161430.550108 nChanged 6 SP:Iteration 30Q (3459.593469 sec): 3 clusters Score: Raw -2164602.520328 + Penalty 3169.672697 = -2161432.847631 nChanged 4 SP:Iteration 31Q (3459.666063 sec): 3 clusters Score: Raw -2164604.764405 + Penalty 3169.672697 = -2161435.091709 nChanged 2 SP:Iteration 32Q (3459.730195 sec): 3 clusters Score: Raw -2164605.667100 + Penalty 3169.672697 = -2161435.994404 nChanged 1 SP:Iteration 33Q (3459.796357 sec): 3 clusters Score: Raw -2164606.717747 + Penalty 3169.672697 = -2161437.045051 nChanged 1 SP:Iteration 34Q (3459.854332 sec): 3 clusters Score: Raw -2164607.525950 + Penalty 3169.672697 = -2161437.853253 nChanged 3 SP:Iteration 35Q (3459.916722 sec): 3 clusters Score: Raw -2164608.737620 + Penalty 3169.672697 = -2161439.064924 nChanged 3 SP:Iteration 36Q (3459.971595 sec): 3 clusters Score: Raw -2164610.769250 + Penalty 3169.672697 = -2161441.096553 nChanged 2 SP:Iteration 37Q (3460.028796 sec): 3 clusters Score: Raw -2164611.629509 + Penalty 3169.672697 = -2161441.956812 nChanged 3 SP:Iteration 38Q (3460.094467 sec): 3 clusters Score: Raw -2164612.990844 + Penalty 3169.672697 = -2161443.318147 nChanged 1 SP:Iteration 39Q (3460.155083 sec): 3 clusters Score: Raw -2164613.223527 + Penalty 3169.672697 = -2161443.550830 nChanged 0 SP:Iteration 40F (3460.223434 sec): 3 clusters Score: Raw -2164613.223527 + Penalty 3169.672697 = -2161443.550830 nChanged 0 Trying to split cluster 29 (107921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3460.366794 sec): 2 clusters Score: Raw -13715364.451726 + Penalty 1883.237648 = -13713481.214078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3460.573278 sec): 3 clusters Score: Raw -13645099.134285 + Penalty 3766.475296 = -13641332.658989 nChanged 51674 SP:Iteration 1F (3460.776471 sec): 3 clusters Score: Raw -13675298.845833 + Penalty 3766.475296 = -13671532.370537 nChanged 4266 SP:Iteration 2Q (3461.005789 sec): 3 clusters Score: Raw -13676597.996149 + Penalty 3766.475296 = -13672831.520853 nChanged 4586 SP:Iteration 3Q (3461.220769 sec): 3 clusters Score: Raw -13678315.209520 + Penalty 3766.475296 = -13674548.734224 nChanged 5214 SP:Iteration 4Q (3461.458020 sec): 3 clusters Score: Raw -13680709.815474 + Penalty 3766.475296 = -13676943.340178 nChanged 6093 SP:Iteration 5F (3461.666326 sec): 3 clusters Score: Raw -13684144.984617 + Penalty 3766.475296 = -13680378.509321 nChanged 6868 SP:Iteration 6F (3461.871052 sec): 3 clusters Score: Raw -13688703.709263 + Penalty 3766.475296 = -13684937.233967 nChanged 7092 SP:Iteration 7F (3462.094698 sec): 3 clusters Score: Raw -13693927.079060 + Penalty 3766.475296 = -13690160.603764 nChanged 6506 SP:Iteration 8F (3462.283328 sec): 3 clusters Score: Raw -13698906.895863 + Penalty 3766.475296 = -13695140.420567 nChanged 5444 SP:Iteration 9F (3462.496572 sec): 3 clusters Score: Raw -13703274.160855 + Penalty 3766.475296 = -13699507.685559 nChanged 4254 SP:Iteration 10Q (3462.711431 sec): 3 clusters Score: Raw -13706735.253730 + Penalty 3766.475296 = -13702968.778434 nChanged 3250 SP:Iteration 11Q (3462.884466 sec): 3 clusters Score: Raw -13709378.526572 + Penalty 3766.475296 = -13705612.051276 nChanged 2382 SP:Iteration 12Q (3463.053534 sec): 3 clusters Score: Raw -13711199.230494 + Penalty 3766.475296 = -13707432.755198 nChanged 1779 SP:Iteration 13Q (3463.253746 sec): 3 clusters Score: Raw -13712531.614477 + Penalty 3766.475296 = -13708765.139181 nChanged 1364 SP:Iteration 14Q (3463.440219 sec): 3 clusters Score: Raw -13713507.113306 + Penalty 3766.475296 = -13709740.638010 nChanged 995 SP:Iteration 15Q (3463.594408 sec): 3 clusters Score: Raw -13714142.899136 + Penalty 3766.475296 = -13710376.423840 nChanged 763 SP:Iteration 16Q (3463.779896 sec): 3 clusters Score: Raw -13714604.729761 + Penalty 3766.475296 = -13710838.254465 nChanged 555 SP:Iteration 17Q (3463.954462 sec): 3 clusters Score: Raw -13714921.337874 + Penalty 3766.475296 = -13711154.862578 nChanged 387 SP:Iteration 18Q (3464.132376 sec): 3 clusters Score: Raw -13715115.908578 + Penalty 3766.475296 = -13711349.433282 nChanged 284 SP:Iteration 19Q (3464.305401 sec): 3 clusters Score: Raw -13715252.657770 + Penalty 3766.475296 = -13711486.182474 nChanged 227 SP:Iteration 20F (3464.514582 sec): 3 clusters Score: Raw -13715367.172191 + Penalty 3766.475296 = -13711600.696895 nChanged 176 SP:Iteration 21Q (3464.692829 sec): 3 clusters Score: Raw -13715445.515147 + Penalty 3766.475296 = -13711679.039851 nChanged 125 SP:Iteration 22Q (3464.871343 sec): 3 clusters Score: Raw -13715499.399392 + Penalty 3766.475296 = -13711732.924096 nChanged 101 SP:Iteration 23Q (3465.042539 sec): 3 clusters Score: Raw -13715535.930175 + Penalty 3766.475296 = -13711769.454879 nChanged 80 SP:Iteration 24Q (3465.218473 sec): 3 clusters Score: Raw -13715564.596991 + Penalty 3766.475296 = -13711798.121695 nChanged 55 SP:Iteration 25Q (3465.393705 sec): 3 clusters Score: Raw -13715582.354707 + Penalty 3766.475296 = -13711815.879411 nChanged 59 SP:Iteration 26Q (3465.566657 sec): 3 clusters Score: Raw -13715602.296522 + Penalty 3766.475296 = -13711835.821226 nChanged 49 SP:Iteration 27Q (3465.748954 sec): 3 clusters Score: Raw -13715621.502431 + Penalty 3766.475296 = -13711855.027135 nChanged 50 SP:Iteration 28Q (3465.919168 sec): 3 clusters Score: Raw -13715639.271841 + Penalty 3766.475296 = -13711872.796545 nChanged 30 SP:Iteration 29Q (3466.093610 sec): 3 clusters Score: Raw -13715649.027330 + Penalty 3766.475296 = -13711882.552034 nChanged 30 SP:Iteration 30Q (3466.274045 sec): 3 clusters Score: Raw -13715659.400741 + Penalty 3766.475296 = -13711892.925445 nChanged 27 SP:Iteration 31Q (3466.454724 sec): 3 clusters Score: Raw -13715669.492896 + Penalty 3766.475296 = -13711903.017600 nChanged 18 SP:Iteration 32Q (3466.629466 sec): 3 clusters Score: Raw -13715673.217887 + Penalty 3766.475296 = -13711906.742591 nChanged 11 SP:Iteration 33Q (3466.800826 sec): 3 clusters Score: Raw -13715676.377126 + Penalty 3766.475296 = -13711909.901830 nChanged 16 SP:Iteration 34Q (3466.968944 sec): 3 clusters Score: Raw -13715682.266349 + Penalty 3766.475296 = -13711915.791053 nChanged 14 SP:Iteration 35Q (3467.138936 sec): 3 clusters Score: Raw -13715687.242097 + Penalty 3766.475296 = -13711920.766801 nChanged 13 SP:Iteration 36Q (3467.311290 sec): 3 clusters Score: Raw -13715690.591783 + Penalty 3766.475296 = -13711924.116487 nChanged 15 SP:Iteration 37Q (3467.490720 sec): 3 clusters Score: Raw -13715694.851724 + Penalty 3766.475296 = -13711928.376428 nChanged 10 SP:Iteration 38Q (3467.662549 sec): 3 clusters Score: Raw -13715697.169764 + Penalty 3766.475296 = -13711930.694468 nChanged 9 SP:Iteration 39Q (3467.832294 sec): 3 clusters Score: Raw -13715699.568591 + Penalty 3766.475296 = -13711933.093295 nChanged 8 SP:Iteration 40F (3468.046353 sec): 3 clusters Score: Raw -13715701.705848 + Penalty 3766.475296 = -13711935.230552 nChanged 4 SP:Iteration 41Q (3468.216058 sec): 3 clusters Score: Raw -13715703.514855 + Penalty 3766.475296 = -13711937.039559 nChanged 3 SP:Iteration 42Q (3468.394005 sec): 3 clusters Score: Raw -13715704.051384 + Penalty 3766.475296 = -13711937.576088 nChanged 1 SP:Iteration 43Q (3468.576643 sec): 3 clusters Score: Raw -13715704.271287 + Penalty 3766.475296 = -13711937.795991 nChanged 3 SP:Iteration 44Q (3468.745536 sec): 3 clusters Score: Raw -13715705.529973 + Penalty 3766.475296 = -13711939.054677 nChanged 5 SP:Iteration 45Q (3468.925991 sec): 3 clusters Score: Raw -13715707.326425 + Penalty 3766.475296 = -13711940.851129 nChanged 8 SP:Iteration 46Q (3469.078480 sec): 3 clusters Score: Raw -13715709.363644 + Penalty 3766.475296 = -13711942.888348 nChanged 6 SP:Iteration 47Q (3469.259664 sec): 3 clusters Score: Raw -13715711.859734 + Penalty 3766.475296 = -13711945.384438 nChanged 8 SP:Iteration 48Q (3469.416252 sec): 3 clusters Score: Raw -13715713.880988 + Penalty 3766.475296 = -13711947.405691 nChanged 5 SP:Iteration 49Q (3469.561569 sec): 3 clusters Score: Raw -13715715.156460 + Penalty 3766.475296 = -13711948.681164 nChanged 4 SP:Iteration 50Q (3469.736287 sec): 3 clusters Score: Raw -13715716.300086 + Penalty 3766.475296 = -13711949.824790 nChanged 4 SP:Iteration 51Q (3469.909590 sec): 3 clusters Score: Raw -13715717.054699 + Penalty 3766.475296 = -13711950.579403 nChanged 4 SP:Iteration 52Q (3470.084579 sec): 3 clusters Score: Raw -13715718.643900 + Penalty 3766.475296 = -13711952.168604 nChanged 5 SP:Iteration 53Q (3470.261075 sec): 3 clusters Score: Raw -13715719.847740 + Penalty 3766.475296 = -13711953.372444 nChanged 2 SP:Iteration 54Q (3470.441980 sec): 3 clusters Score: Raw -13715720.504963 + Penalty 3766.475296 = -13711954.029667 nChanged 4 SP:Iteration 55Q (3470.616430 sec): 3 clusters Score: Raw -13715721.297264 + Penalty 3766.475296 = -13711954.821968 nChanged 4 SP:Iteration 56Q (3470.768558 sec): 3 clusters Score: Raw -13715722.461762 + Penalty 3766.475296 = -13711955.986466 nChanged 5 SP:Iteration 57Q (3470.939260 sec): 3 clusters Score: Raw -13715723.678030 + Penalty 3766.475296 = -13711957.202734 nChanged 5 SP:Iteration 58Q (3471.123586 sec): 3 clusters Score: Raw -13715724.521203 + Penalty 3766.475296 = -13711958.045907 nChanged 2 SP:Iteration 59Q (3471.296131 sec): 3 clusters Score: Raw -13715724.817961 + Penalty 3766.475296 = -13711958.342665 nChanged 2 SP:Iteration 60F (3471.504074 sec): 3 clusters Score: Raw -13715725.601276 + Penalty 3766.475296 = -13711959.125980 nChanged 4 SP:Iteration 61Q (3471.665873 sec): 3 clusters Score: Raw -13715727.142762 + Penalty 3766.475296 = -13711960.667466 nChanged 2 SP:Iteration 62Q (3471.824003 sec): 3 clusters Score: Raw -13715727.507425 + Penalty 3766.475296 = -13711961.032129 nChanged 1 SP:Iteration 63Q (3471.992408 sec): 3 clusters Score: Raw -13715727.903373 + Penalty 3766.475296 = -13711961.428077 nChanged 0 SP:Iteration 64F (3472.214915 sec): 3 clusters Score: Raw -13715727.903373 + Penalty 3766.475296 = -13711961.428077 nChanged 0 Trying to split cluster 30 (6785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3472.242367 sec): 2 clusters Score: Raw -852374.126067 + Penalty 1433.651305 = -850940.474761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3472.296015 sec): 3 clusters Score: Raw -848669.755338 + Penalty 2867.302611 = -845802.452727 nChanged 2803 SP:Iteration 1F (3472.352105 sec): 3 clusters Score: Raw -850200.892593 + Penalty 2867.302611 = -847333.589982 nChanged 448 SP:Iteration 2F (3472.406512 sec): 3 clusters Score: Raw -850417.880070 + Penalty 2867.302611 = -847550.577459 nChanged 354 SP:Iteration 3F (3472.459415 sec): 3 clusters Score: Raw -850585.498105 + Penalty 2867.302611 = -847718.195494 nChanged 284 SP:Iteration 4Q (3472.516504 sec): 3 clusters Score: Raw -850708.871430 + Penalty 2867.302611 = -847841.568819 nChanged 243 SP:Iteration 5Q (3472.581709 sec): 3 clusters Score: Raw -850810.299594 + Penalty 2867.302611 = -847942.996983 nChanged 234 SP:Iteration 6Q (3472.633023 sec): 3 clusters Score: Raw -850918.809807 + Penalty 2867.302611 = -848051.507196 nChanged 229 SP:Iteration 7Q (3472.686033 sec): 3 clusters Score: Raw -851024.964511 + Penalty 2867.302611 = -848157.661900 nChanged 214 SP:Iteration 8Q (3472.746659 sec): 3 clusters Score: Raw -851130.704613 + Penalty 2867.302611 = -848263.402002 nChanged 221 SP:Iteration 9Q (3472.793376 sec): 3 clusters Score: Raw -851252.686545 + Penalty 2867.302611 = -848385.383934 nChanged 216 SP:Iteration 10Q (3472.847395 sec): 3 clusters Score: Raw -851377.690303 + Penalty 2867.302611 = -848510.387692 nChanged 242 SP:Iteration 11Q (3472.893502 sec): 3 clusters Score: Raw -851553.973841 + Penalty 2867.302611 = -848686.671230 nChanged 266 SP:Iteration 12Q (3472.947817 sec): 3 clusters Score: Raw -851747.488178 + Penalty 2867.302611 = -848880.185567 nChanged 253 SP:Iteration 13Q (3473.011878 sec): 3 clusters Score: Raw -851912.935081 + Penalty 2867.302611 = -849045.632470 nChanged 204 SP:Iteration 14Q (3473.060963 sec): 3 clusters Score: Raw -852025.984418 + Penalty 2867.302611 = -849158.681807 nChanged 156 SP:Iteration 15Q (3473.119806 sec): 3 clusters Score: Raw -852116.282059 + Penalty 2867.302611 = -849248.979448 nChanged 142 SP:Iteration 16Q (3473.178105 sec): 3 clusters Score: Raw -852203.811405 + Penalty 2867.302611 = -849336.508794 nChanged 132 SP:Iteration 17Q (3473.234688 sec): 3 clusters Score: Raw -852277.672102 + Penalty 2867.302611 = -849410.369491 nChanged 116 SP:Iteration 18Q (3473.294060 sec): 3 clusters Score: Raw -852330.625843 + Penalty 2867.302611 = -849463.323232 nChanged 88 SP:Iteration 19Q (3473.343079 sec): 3 clusters Score: Raw -852366.925677 + Penalty 2867.302611 = -849499.623066 nChanged 70 SP:Iteration 20F (3473.400613 sec): 3 clusters Score: Raw -852399.413699 + Penalty 2867.302611 = -849532.111088 nChanged 75 SP:Iteration 21Q (3473.448461 sec): 3 clusters Score: Raw -852429.132716 + Penalty 2867.302611 = -849561.830105 nChanged 60 SP:Iteration 22Q (3473.502191 sec): 3 clusters Score: Raw -852449.347116 + Penalty 2867.302611 = -849582.044505 nChanged 58 SP:Iteration 23Q (3473.556567 sec): 3 clusters Score: Raw -852468.093504 + Penalty 2867.302611 = -849600.790893 nChanged 44 SP:Iteration 24Q (3473.613255 sec): 3 clusters Score: Raw -852480.330504 + Penalty 2867.302611 = -849613.027893 nChanged 39 SP:Iteration 25Q (3473.660056 sec): 3 clusters Score: Raw -852492.756633 + Penalty 2867.302611 = -849625.454022 nChanged 37 SP:Iteration 26Q (3473.709175 sec): 3 clusters Score: Raw -852501.471359 + Penalty 2867.302611 = -849634.168748 nChanged 35 SP:Iteration 27Q (3473.775765 sec): 3 clusters Score: Raw -852514.337900 + Penalty 2867.302611 = -849647.035289 nChanged 41 SP:Iteration 28Q (3473.824775 sec): 3 clusters Score: Raw -852525.639897 + Penalty 2867.302611 = -849658.337286 nChanged 33 SP:Iteration 29Q (3473.868858 sec): 3 clusters Score: Raw -852533.180636 + Penalty 2867.302611 = -849665.878025 nChanged 20 SP:Iteration 30Q (3473.916308 sec): 3 clusters Score: Raw -852538.106897 + Penalty 2867.302611 = -849670.804286 nChanged 12 SP:Iteration 31Q (3473.967587 sec): 3 clusters Score: Raw -852540.078534 + Penalty 2867.302611 = -849672.775923 nChanged 12 SP:Iteration 32Q (3474.024519 sec): 3 clusters Score: Raw -852542.181341 + Penalty 2867.302611 = -849674.878730 nChanged 17 SP:Iteration 33Q (3474.082188 sec): 3 clusters Score: Raw -852545.924955 + Penalty 2867.302611 = -849678.622344 nChanged 12 SP:Iteration 34Q (3474.139182 sec): 3 clusters Score: Raw -852547.800874 + Penalty 2867.302611 = -849680.498263 nChanged 8 SP:Iteration 35Q (3474.186487 sec): 3 clusters Score: Raw -852549.574112 + Penalty 2867.302611 = -849682.271501 nChanged 8 SP:Iteration 36Q (3474.224693 sec): 3 clusters Score: Raw -852550.854591 + Penalty 2867.302611 = -849683.551980 nChanged 5 SP:Iteration 37Q (3474.274876 sec): 3 clusters Score: Raw -852551.731373 + Penalty 2867.302611 = -849684.428762 nChanged 3 SP:Iteration 38Q (3474.328212 sec): 3 clusters Score: Raw -852552.169385 + Penalty 2867.302611 = -849684.866774 nChanged 1 SP:Iteration 39Q (3474.387546 sec): 3 clusters Score: Raw -852552.355134 + Penalty 2867.302611 = -849685.052523 nChanged 1 SP:Iteration 40F (3474.448164 sec): 3 clusters Score: Raw -852552.485135 + Penalty 2867.302611 = -849685.182524 nChanged 2 SP:Iteration 41Q (3474.505971 sec): 3 clusters Score: Raw -852552.846687 + Penalty 2867.302611 = -849685.544076 nChanged 4 SP:Iteration 42Q (3474.564285 sec): 3 clusters Score: Raw -852553.405268 + Penalty 2867.302611 = -849686.102657 nChanged 3 SP:Iteration 43Q (3474.623447 sec): 3 clusters Score: Raw -852553.896675 + Penalty 2867.302611 = -849686.594064 nChanged 8 SP:Iteration 44Q (3474.661806 sec): 3 clusters Score: Raw -852555.415562 + Penalty 2867.302611 = -849688.112951 nChanged 5 SP:Iteration 45Q (3474.684566 sec): 3 clusters Score: Raw -852556.742790 + Penalty 2867.302611 = -849689.440179 nChanged 10 SP:Iteration 46Q (3474.735427 sec): 3 clusters Score: Raw -852558.705123 + Penalty 2867.302611 = -849691.402512 nChanged 7 SP:Iteration 47Q (3474.793079 sec): 3 clusters Score: Raw -852560.416082 + Penalty 2867.302611 = -849693.113471 nChanged 9 SP:Iteration 48Q (3474.850998 sec): 3 clusters Score: Raw -852562.338687 + Penalty 2867.302611 = -849695.036076 nChanged 5 SP:Iteration 49Q (3474.904969 sec): 3 clusters Score: Raw -852563.360821 + Penalty 2867.302611 = -849696.058210 nChanged 5 SP:Iteration 50Q (3474.949561 sec): 3 clusters Score: Raw -852564.524377 + Penalty 2867.302611 = -849697.221766 nChanged 10 SP:Iteration 51Q (3475.001654 sec): 3 clusters Score: Raw -852566.142393 + Penalty 2867.302611 = -849698.839782 nChanged 5 SP:Iteration 52Q (3475.057240 sec): 3 clusters Score: Raw -852566.885988 + Penalty 2867.302611 = -849699.583377 nChanged 3 SP:Iteration 53Q (3475.114027 sec): 3 clusters Score: Raw -852567.328231 + Penalty 2867.302611 = -849700.025620 nChanged 0 SP:Iteration 54F (3475.170355 sec): 3 clusters Score: Raw -852567.328231 + Penalty 2867.302611 = -849700.025620 nChanged 0 Trying to split cluster 31 (16774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3475.203835 sec): 2 clusters Score: Raw -1972335.064449 + Penalty 1580.732619 = -1970754.331830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3475.274607 sec): 3 clusters Score: Raw -1962403.586974 + Penalty 3161.465238 = -1959242.121736 nChanged 7581 SP:Iteration 1F (3475.346502 sec): 3 clusters Score: Raw -1966814.339378 + Penalty 3161.465238 = -1963652.874140 nChanged 1196 SP:Iteration 2F (3475.419335 sec): 3 clusters Score: Raw -1967593.731252 + Penalty 3161.465238 = -1964432.266014 nChanged 1306 SP:Iteration 3F (3475.484875 sec): 3 clusters Score: Raw -1968635.918416 + Penalty 3161.465238 = -1965474.453178 nChanged 1429 SP:Iteration 4F (3475.545277 sec): 3 clusters Score: Raw -1969891.023852 + Penalty 3161.465238 = -1966729.558614 nChanged 1403 SP:Iteration 5F (3475.604016 sec): 3 clusters Score: Raw -1971198.215242 + Penalty 3161.465238 = -1968036.750004 nChanged 1206 SP:Iteration 6F (3475.666583 sec): 3 clusters Score: Raw -1972170.364925 + Penalty 3161.465238 = -1969008.899687 nChanged 908 SP:Iteration 7F (3475.733720 sec): 3 clusters Score: Raw -1972776.563295 + Penalty 3161.465238 = -1969615.098057 nChanged 631 SP:Iteration 8Q (3475.809214 sec): 3 clusters Score: Raw -1973141.610890 + Penalty 3161.465238 = -1969980.145652 nChanged 439 SP:Iteration 9Q (3475.880607 sec): 3 clusters Score: Raw -1973366.048184 + Penalty 3161.465238 = -1970204.582946 nChanged 331 SP:Iteration 10Q (3475.946777 sec): 3 clusters Score: Raw -1973543.430983 + Penalty 3161.465238 = -1970381.965745 nChanged 266 SP:Iteration 11Q (3476.026079 sec): 3 clusters Score: Raw -1973679.162786 + Penalty 3161.465238 = -1970517.697548 nChanged 215 SP:Iteration 12Q (3476.084047 sec): 3 clusters Score: Raw -1973782.510164 + Penalty 3161.465238 = -1970621.044926 nChanged 170 SP:Iteration 13Q (3476.138328 sec): 3 clusters Score: Raw -1973856.274505 + Penalty 3161.465238 = -1970694.809267 nChanged 148 SP:Iteration 14Q (3476.221656 sec): 3 clusters Score: Raw -1973921.219935 + Penalty 3161.465238 = -1970759.754697 nChanged 88 SP:Iteration 15Q (3476.288098 sec): 3 clusters Score: Raw -1973958.799085 + Penalty 3161.465238 = -1970797.333847 nChanged 80 SP:Iteration 16Q (3476.358784 sec): 3 clusters Score: Raw -1973987.814862 + Penalty 3161.465238 = -1970826.349624 nChanged 64 SP:Iteration 17Q (3476.412970 sec): 3 clusters Score: Raw -1974011.118291 + Penalty 3161.465238 = -1970849.653053 nChanged 51 SP:Iteration 18Q (3476.486095 sec): 3 clusters Score: Raw -1974025.786426 + Penalty 3161.465238 = -1970864.321188 nChanged 37 SP:Iteration 19Q (3476.557969 sec): 3 clusters Score: Raw -1974044.619276 + Penalty 3161.465238 = -1970883.154038 nChanged 41 SP:Iteration 20F (3476.623465 sec): 3 clusters Score: Raw -1974064.971404 + Penalty 3161.465238 = -1970903.506166 nChanged 57 SP:Iteration 21Q (3476.675865 sec): 3 clusters Score: Raw -1974085.258294 + Penalty 3161.465238 = -1970923.793056 nChanged 47 SP:Iteration 22Q (3476.731280 sec): 3 clusters Score: Raw -1974095.998811 + Penalty 3161.465238 = -1970934.533573 nChanged 26 SP:Iteration 23Q (3476.798440 sec): 3 clusters Score: Raw -1974101.282046 + Penalty 3161.465238 = -1970939.816808 nChanged 28 SP:Iteration 24Q (3476.854898 sec): 3 clusters Score: Raw -1974106.813746 + Penalty 3161.465238 = -1970945.348508 nChanged 15 SP:Iteration 25Q (3476.920671 sec): 3 clusters Score: Raw -1974109.592789 + Penalty 3161.465238 = -1970948.127551 nChanged 13 SP:Iteration 26Q (3476.981689 sec): 3 clusters Score: Raw -1974112.102687 + Penalty 3161.465238 = -1970950.637449 nChanged 12 SP:Iteration 27Q (3477.039214 sec): 3 clusters Score: Raw -1974114.025448 + Penalty 3161.465238 = -1970952.560210 nChanged 8 SP:Iteration 28Q (3477.093851 sec): 3 clusters Score: Raw -1974115.372322 + Penalty 3161.465238 = -1970953.907084 nChanged 5 SP:Iteration 29Q (3477.151574 sec): 3 clusters Score: Raw -1974115.951779 + Penalty 3161.465238 = -1970954.486541 nChanged 4 SP:Iteration 30Q (3477.219731 sec): 3 clusters Score: Raw -1974116.479710 + Penalty 3161.465238 = -1970955.014472 nChanged 3 SP:Iteration 31Q (3477.282245 sec): 3 clusters Score: Raw -1974116.857654 + Penalty 3161.465238 = -1970955.392416 nChanged 4 SP:Iteration 32Q (3477.346336 sec): 3 clusters Score: Raw -1974117.462733 + Penalty 3161.465238 = -1970955.997495 nChanged 1 SP:Iteration 33Q (3477.426383 sec): 3 clusters Score: Raw -1974117.722897 + Penalty 3161.465238 = -1970956.257659 nChanged 3 SP:Iteration 34Q (3477.489062 sec): 3 clusters Score: Raw -1974118.733541 + Penalty 3161.465238 = -1970957.268303 nChanged 2 SP:Iteration 35Q (3477.553949 sec): 3 clusters Score: Raw -1974119.206669 + Penalty 3161.465238 = -1970957.741431 nChanged 4 SP:Iteration 36Q (3477.618262 sec): 3 clusters Score: Raw -1974120.054353 + Penalty 3161.465238 = -1970958.589116 nChanged 4 SP:Iteration 37Q (3477.683494 sec): 3 clusters Score: Raw -1974120.519806 + Penalty 3161.465238 = -1970959.054568 nChanged 3 SP:Iteration 38Q (3477.740329 sec): 3 clusters Score: Raw -1974121.202238 + Penalty 3161.465238 = -1970959.737000 nChanged 2 SP:Iteration 39Q (3477.810689 sec): 3 clusters Score: Raw -1974121.512657 + Penalty 3161.465238 = -1970960.047419 nChanged 2 SP:Iteration 40F (3477.880790 sec): 3 clusters Score: Raw -1974121.639698 + Penalty 3161.465238 = -1970960.174460 nChanged 2 SP:Iteration 41Q (3477.942332 sec): 3 clusters Score: Raw -1974121.938361 + Penalty 3161.465238 = -1970960.473123 nChanged 1 SP:Iteration 42Q (3477.997967 sec): 3 clusters Score: Raw -1974122.017167 + Penalty 3161.465238 = -1970960.551929 nChanged 0 SP:Iteration 43F (3478.072068 sec): 3 clusters Score: Raw -1974122.017167 + Penalty 3161.465238 = -1970960.551929 nChanged 0 Score: Raw -84142259.829305 + Penalty 87367.504290 = -84054892.325015 Splitting cluster 31 changes total score from -84055289.559904 to -84054892.325015 So it's not getting split. Trying to split cluster 32 (49976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3494.548736 sec): 2 clusters Score: Raw -6344574.412732 + Penalty 1758.135952 = -6342816.276780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3494.667608 sec): 3 clusters Score: Raw -6312964.251401 + Penalty 3516.271905 = -6309447.979496 nChanged 23454 SP:Iteration 1F (3494.791803 sec): 3 clusters Score: Raw -6326358.287752 + Penalty 3516.271905 = -6322842.015847 nChanged 2200 SP:Iteration 2Q (3494.922144 sec): 3 clusters Score: Raw -6327171.177446 + Penalty 3516.271905 = -6323654.905541 nChanged 2356 SP:Iteration 3Q (3495.046006 sec): 3 clusters Score: Raw -6328345.945649 + Penalty 3516.271905 = -6324829.673744 nChanged 2684 SP:Iteration 4F (3495.154083 sec): 3 clusters Score: Raw -6330073.058024 + Penalty 3516.271905 = -6326556.786119 nChanged 3042 SP:Iteration 5F (3495.272925 sec): 3 clusters Score: Raw -6332171.462910 + Penalty 3516.271905 = -6328655.191005 nChanged 3088 SP:Iteration 6F (3495.389414 sec): 3 clusters Score: Raw -6334301.515571 + Penalty 3516.271905 = -6330785.243666 nChanged 3027 SP:Iteration 7F (3495.516317 sec): 3 clusters Score: Raw -6336463.788866 + Penalty 3516.271905 = -6332947.516961 nChanged 2717 SP:Iteration 8F (3495.638611 sec): 3 clusters Score: Raw -6338157.214420 + Penalty 3516.271905 = -6334640.942515 nChanged 2118 SP:Iteration 9Q (3495.761759 sec): 3 clusters Score: Raw -6339119.904026 + Penalty 3516.271905 = -6335603.632121 nChanged 1413 SP:Iteration 10Q (3495.891872 sec): 3 clusters Score: Raw -6339565.119480 + Penalty 3516.271905 = -6336048.847575 nChanged 997 SP:Iteration 11Q (3495.997230 sec): 3 clusters Score: Raw -6339828.809685 + Penalty 3516.271905 = -6336312.537780 nChanged 750 SP:Iteration 12Q (3496.117809 sec): 3 clusters Score: Raw -6340034.723979 + Penalty 3516.271905 = -6336518.452074 nChanged 682 SP:Iteration 13Q (3496.234113 sec): 3 clusters Score: Raw -6340234.644884 + Penalty 3516.271905 = -6336718.372979 nChanged 678 SP:Iteration 14Q (3496.361317 sec): 3 clusters Score: Raw -6340440.366125 + Penalty 3516.271905 = -6336924.094220 nChanged 642 SP:Iteration 15Q (3496.475755 sec): 3 clusters Score: Raw -6340651.228570 + Penalty 3516.271905 = -6337134.956665 nChanged 682 SP:Iteration 16Q (3496.592213 sec): 3 clusters Score: Raw -6340877.226279 + Penalty 3516.271905 = -6337360.954374 nChanged 708 SP:Iteration 17Q (3496.720961 sec): 3 clusters Score: Raw -6341107.734629 + Penalty 3516.271905 = -6337591.462724 nChanged 699 SP:Iteration 18Q (3496.838856 sec): 3 clusters Score: Raw -6341336.254754 + Penalty 3516.271905 = -6337819.982849 nChanged 713 SP:Iteration 19Q (3496.967951 sec): 3 clusters Score: Raw -6341577.503168 + Penalty 3516.271905 = -6338061.231263 nChanged 679 SP:Iteration 20F (3497.086034 sec): 3 clusters Score: Raw -6341810.526620 + Penalty 3516.271905 = -6338294.254715 nChanged 614 SP:Iteration 21Q (3497.204338 sec): 3 clusters Score: Raw -6342029.887446 + Penalty 3516.271905 = -6338513.615541 nChanged 626 SP:Iteration 22Q (3497.305678 sec): 3 clusters Score: Raw -6342248.339078 + Penalty 3516.271905 = -6338732.067173 nChanged 635 SP:Iteration 23Q (3497.428734 sec): 3 clusters Score: Raw -6342492.015584 + Penalty 3516.271905 = -6338975.743679 nChanged 659 SP:Iteration 24Q (3497.546774 sec): 3 clusters Score: Raw -6342738.980808 + Penalty 3516.271905 = -6339222.708903 nChanged 588 SP:Iteration 25Q (3497.659592 sec): 3 clusters Score: Raw -6342950.806326 + Penalty 3516.271905 = -6339434.534421 nChanged 581 SP:Iteration 26Q (3497.777980 sec): 3 clusters Score: Raw -6343154.551551 + Penalty 3516.271905 = -6339638.279646 nChanged 543 SP:Iteration 27Q (3497.893223 sec): 3 clusters Score: Raw -6343339.825222 + Penalty 3516.271905 = -6339823.553317 nChanged 524 SP:Iteration 28Q (3498.006994 sec): 3 clusters Score: Raw -6343506.240470 + Penalty 3516.271905 = -6339989.968565 nChanged 442 SP:Iteration 29Q (3498.125772 sec): 3 clusters Score: Raw -6343634.135813 + Penalty 3516.271905 = -6340117.863908 nChanged 403 SP:Iteration 30Q (3498.234922 sec): 3 clusters Score: Raw -6343751.230638 + Penalty 3516.271905 = -6340234.958733 nChanged 368 SP:Iteration 31Q (3498.354769 sec): 3 clusters Score: Raw -6343858.248149 + Penalty 3516.271905 = -6340341.976244 nChanged 358 SP:Iteration 32Q (3498.466425 sec): 3 clusters Score: Raw -6343957.784856 + Penalty 3516.271905 = -6340441.512951 nChanged 342 SP:Iteration 33Q (3498.583028 sec): 3 clusters Score: Raw -6344057.133681 + Penalty 3516.271905 = -6340540.861776 nChanged 328 SP:Iteration 34Q (3498.698075 sec): 3 clusters Score: Raw -6344144.415595 + Penalty 3516.271905 = -6340628.143690 nChanged 301 SP:Iteration 35Q (3498.811776 sec): 3 clusters Score: Raw -6344223.587005 + Penalty 3516.271905 = -6340707.315100 nChanged 296 SP:Iteration 36Q (3498.928482 sec): 3 clusters Score: Raw -6344296.000955 + Penalty 3516.271905 = -6340779.729050 nChanged 281 SP:Iteration 37Q (3499.025133 sec): 3 clusters Score: Raw -6344367.618995 + Penalty 3516.271905 = -6340851.347090 nChanged 262 SP:Iteration 38Q (3499.137196 sec): 3 clusters Score: Raw -6344434.666579 + Penalty 3516.271905 = -6340918.394674 nChanged 244 SP:Iteration 39Q (3499.226156 sec): 3 clusters Score: Raw -6344495.558034 + Penalty 3516.271905 = -6340979.286129 nChanged 231 SP:Iteration 40F (3499.320453 sec): 3 clusters Score: Raw -6344554.661641 + Penalty 3516.271905 = -6341038.389736 nChanged 212 SP:Iteration 41Q (3499.436814 sec): 3 clusters Score: Raw -6344604.127137 + Penalty 3516.271905 = -6341087.855232 nChanged 181 SP:Iteration 42Q (3499.551961 sec): 3 clusters Score: Raw -6344644.401993 + Penalty 3516.271905 = -6341128.130088 nChanged 186 SP:Iteration 43Q (3499.658327 sec): 3 clusters Score: Raw -6344685.553613 + Penalty 3516.271905 = -6341169.281708 nChanged 150 SP:Iteration 44Q (3499.735008 sec): 3 clusters Score: Raw -6344717.640528 + Penalty 3516.271905 = -6341201.368623 nChanged 152 SP:Iteration 45Q (3499.829737 sec): 3 clusters Score: Raw -6344751.890024 + Penalty 3516.271905 = -6341235.618119 nChanged 155 SP:Iteration 46Q (3499.950913 sec): 3 clusters Score: Raw -6344785.270744 + Penalty 3516.271905 = -6341268.998839 nChanged 153 SP:Iteration 47Q (3500.054318 sec): 3 clusters Score: Raw -6344818.639813 + Penalty 3516.271905 = -6341302.367908 nChanged 127 SP:Iteration 48Q (3500.164449 sec): 3 clusters Score: Raw -6344847.677011 + Penalty 3516.271905 = -6341331.405106 nChanged 121 SP:Iteration 49Q (3500.270004 sec): 3 clusters Score: Raw -6344871.445914 + Penalty 3516.271905 = -6341355.174009 nChanged 99 SP:Iteration 50Q (3500.380847 sec): 3 clusters Score: Raw -6344890.928872 + Penalty 3516.271905 = -6341374.656967 nChanged 99 SP:Iteration 51Q (3500.495758 sec): 3 clusters Score: Raw -6344911.726610 + Penalty 3516.271905 = -6341395.454705 nChanged 92 SP:Iteration 52Q (3500.602391 sec): 3 clusters Score: Raw -6344928.053940 + Penalty 3516.271905 = -6341411.782035 nChanged 82 SP:Iteration 53Q (3500.711704 sec): 3 clusters Score: Raw -6344945.141140 + Penalty 3516.271905 = -6341428.869235 nChanged 86 SP:Iteration 54Q (3500.804777 sec): 3 clusters Score: Raw -6344962.330944 + Penalty 3516.271905 = -6341446.059039 nChanged 73 SP:Iteration 55Q (3500.918543 sec): 3 clusters Score: Raw -6344977.999031 + Penalty 3516.271905 = -6341461.727126 nChanged 69 SP:Iteration 56Q (3501.027210 sec): 3 clusters Score: Raw -6344990.577109 + Penalty 3516.271905 = -6341474.305204 nChanged 49 SP:Iteration 57Q (3501.140947 sec): 3 clusters Score: Raw -6344998.816121 + Penalty 3516.271905 = -6341482.544216 nChanged 47 SP:Iteration 58Q (3501.216236 sec): 3 clusters Score: Raw -6345007.612993 + Penalty 3516.271905 = -6341491.341088 nChanged 56 SP:Iteration 59Q (3501.323358 sec): 3 clusters Score: Raw -6345018.942991 + Penalty 3516.271905 = -6341502.671086 nChanged 57 SP:Iteration 60F (3501.437753 sec): 3 clusters Score: Raw -6345030.115976 + Penalty 3516.271905 = -6341513.844071 nChanged 65 SP:Iteration 61Q (3501.550093 sec): 3 clusters Score: Raw -6345045.662780 + Penalty 3516.271905 = -6341529.390875 nChanged 61 SP:Iteration 62Q (3501.656032 sec): 3 clusters Score: Raw -6345059.541113 + Penalty 3516.271905 = -6341543.269208 nChanged 61 SP:Iteration 63Q (3501.758954 sec): 3 clusters Score: Raw -6345075.209140 + Penalty 3516.271905 = -6341558.937235 nChanged 73 SP:Iteration 64Q (3501.842085 sec): 3 clusters Score: Raw -6345096.792903 + Penalty 3516.271905 = -6341580.520998 nChanged 70 SP:Iteration 65Q (3501.952762 sec): 3 clusters Score: Raw -6345114.373757 + Penalty 3516.271905 = -6341598.101852 nChanged 50 SP:Iteration 66Q (3502.057239 sec): 3 clusters Score: Raw -6345125.913416 + Penalty 3516.271905 = -6341609.641511 nChanged 43 SP:Iteration 67Q (3502.163869 sec): 3 clusters Score: Raw -6345134.991512 + Penalty 3516.271905 = -6341618.719607 nChanged 32 SP:Iteration 68Q (3502.270980 sec): 3 clusters Score: Raw -6345143.924106 + Penalty 3516.271905 = -6341627.652201 nChanged 39 SP:Iteration 69Q (3502.361976 sec): 3 clusters Score: Raw -6345155.163127 + Penalty 3516.271905 = -6341638.891222 nChanged 39 SP:Iteration 70Q (3502.459289 sec): 3 clusters Score: Raw -6345163.900262 + Penalty 3516.271905 = -6341647.628357 nChanged 32 SP:Iteration 71Q (3502.567145 sec): 3 clusters Score: Raw -6345170.801789 + Penalty 3516.271905 = -6341654.529884 nChanged 26 SP:Iteration 72Q (3502.675865 sec): 3 clusters Score: Raw -6345175.502779 + Penalty 3516.271905 = -6341659.230874 nChanged 20 SP:Iteration 73Q (3502.776440 sec): 3 clusters Score: Raw -6345178.700758 + Penalty 3516.271905 = -6341662.428853 nChanged 21 SP:Iteration 74Q (3502.887451 sec): 3 clusters Score: Raw -6345181.743010 + Penalty 3516.271905 = -6341665.471105 nChanged 17 SP:Iteration 75Q (3502.998920 sec): 3 clusters Score: Raw -6345183.902842 + Penalty 3516.271905 = -6341667.630937 nChanged 14 SP:Iteration 76Q (3503.091357 sec): 3 clusters Score: Raw -6345186.136366 + Penalty 3516.271905 = -6341669.864461 nChanged 16 SP:Iteration 77Q (3503.167730 sec): 3 clusters Score: Raw -6345189.375217 + Penalty 3516.271905 = -6341673.103312 nChanged 16 SP:Iteration 78Q (3503.275572 sec): 3 clusters Score: Raw -6345192.399446 + Penalty 3516.271905 = -6341676.127541 nChanged 12 SP:Iteration 79Q (3503.387969 sec): 3 clusters Score: Raw -6345194.141095 + Penalty 3516.271905 = -6341677.869190 nChanged 12 SP:Iteration 80F (3503.511895 sec): 3 clusters Score: Raw -6345196.511122 + Penalty 3516.271905 = -6341680.239217 nChanged 16 SP:Iteration 81Q (3503.610213 sec): 3 clusters Score: Raw -6345199.320932 + Penalty 3516.271905 = -6341683.049027 nChanged 11 SP:Iteration 82Q (3503.716666 sec): 3 clusters Score: Raw -6345202.992797 + Penalty 3516.271905 = -6341686.720892 nChanged 15 SP:Iteration 83Q (3503.825513 sec): 3 clusters Score: Raw -6345206.712734 + Penalty 3516.271905 = -6341690.440829 nChanged 17 SP:Iteration 84Q (3503.928078 sec): 3 clusters Score: Raw -6345211.608302 + Penalty 3516.271905 = -6341695.336397 nChanged 20 SP:Iteration 85Q (3504.019263 sec): 3 clusters Score: Raw -6345216.213779 + Penalty 3516.271905 = -6341699.941874 nChanged 17 SP:Iteration 86Q (3504.101699 sec): 3 clusters Score: Raw -6345220.134205 + Penalty 3516.271905 = -6341703.862301 nChanged 17 SP:Iteration 87Q (3504.195190 sec): 3 clusters Score: Raw -6345223.115382 + Penalty 3516.271905 = -6341706.843477 nChanged 14 SP:Iteration 88Q (3504.303711 sec): 3 clusters Score: Raw -6345225.688223 + Penalty 3516.271905 = -6341709.416318 nChanged 16 SP:Iteration 89Q (3504.407101 sec): 3 clusters Score: Raw -6345229.373296 + Penalty 3516.271905 = -6341713.101391 nChanged 10 SP:Iteration 90Q (3504.505281 sec): 3 clusters Score: Raw -6345231.162574 + Penalty 3516.271905 = -6341714.890669 nChanged 7 SP:Iteration 91Q (3504.604785 sec): 3 clusters Score: Raw -6345232.079484 + Penalty 3516.271905 = -6341715.807579 nChanged 7 SP:Iteration 92Q (3504.687130 sec): 3 clusters Score: Raw -6345233.501308 + Penalty 3516.271905 = -6341717.229403 nChanged 7 SP:Iteration 93Q (3504.794433 sec): 3 clusters Score: Raw -6345235.029938 + Penalty 3516.271905 = -6341718.758033 nChanged 13 SP:Iteration 94Q (3504.904897 sec): 3 clusters Score: Raw -6345237.224090 + Penalty 3516.271905 = -6341720.952185 nChanged 7 SP:Iteration 95Q (3505.014964 sec): 3 clusters Score: Raw -6345238.297360 + Penalty 3516.271905 = -6341722.025455 nChanged 2 SP:Iteration 96Q (3505.122079 sec): 3 clusters Score: Raw -6345238.538722 + Penalty 3516.271905 = -6341722.266817 nChanged 1 SP:Iteration 97Q (3505.211704 sec): 3 clusters Score: Raw -6345238.652491 + Penalty 3516.271905 = -6341722.380586 nChanged 0 SP:Iteration 98F (3505.331366 sec): 3 clusters Score: Raw -6345238.652491 + Penalty 3516.271905 = -6341722.380586 nChanged 0 Trying to split cluster 33 (5130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3505.364723 sec): 2 clusters Score: Raw -628493.294661 + Penalty 1388.214902 = -627105.079758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3505.406753 sec): 3 clusters Score: Raw -625812.501178 + Penalty 2776.429805 = -623036.071373 nChanged 2056 SP:Iteration 1F (3505.462651 sec): 3 clusters Score: Raw -627072.170829 + Penalty 2776.429805 = -624295.741024 nChanged 419 SP:Iteration 2F (3505.514653 sec): 3 clusters Score: Raw -627333.068058 + Penalty 2776.429805 = -624556.638253 nChanged 319 SP:Iteration 3F (3505.552814 sec): 3 clusters Score: Raw -627536.650169 + Penalty 2776.429805 = -624760.220364 nChanged 266 SP:Iteration 4F (3505.600245 sec): 3 clusters Score: Raw -627696.066552 + Penalty 2776.429805 = -624919.636747 nChanged 227 SP:Iteration 5Q (3505.660572 sec): 3 clusters Score: Raw -627858.180514 + Penalty 2776.429805 = -625081.750709 nChanged 240 SP:Iteration 6Q (3505.699323 sec): 3 clusters Score: Raw -628048.637305 + Penalty 2776.429805 = -625272.207500 nChanged 237 SP:Iteration 7Q (3505.740669 sec): 3 clusters Score: Raw -628243.298361 + Penalty 2776.429805 = -625466.868556 nChanged 212 SP:Iteration 8Q (3505.792624 sec): 3 clusters Score: Raw -628416.992399 + Penalty 2776.429805 = -625640.562594 nChanged 184 SP:Iteration 9Q (3505.834688 sec): 3 clusters Score: Raw -628567.891619 + Penalty 2776.429805 = -625791.461814 nChanged 147 SP:Iteration 10Q (3505.883032 sec): 3 clusters Score: Raw -628681.990619 + Penalty 2776.429805 = -625905.560814 nChanged 123 SP:Iteration 11Q (3505.929904 sec): 3 clusters Score: Raw -628776.047729 + Penalty 2776.429805 = -625999.617924 nChanged 100 SP:Iteration 12Q (3505.962142 sec): 3 clusters Score: Raw -628848.690755 + Penalty 2776.429805 = -626072.260950 nChanged 77 SP:Iteration 13Q (3506.013958 sec): 3 clusters Score: Raw -628903.420437 + Penalty 2776.429805 = -626126.990632 nChanged 76 SP:Iteration 14Q (3506.061018 sec): 3 clusters Score: Raw -628958.206157 + Penalty 2776.429805 = -626181.776352 nChanged 63 SP:Iteration 15Q (3506.113156 sec): 3 clusters Score: Raw -628996.843708 + Penalty 2776.429805 = -626220.413904 nChanged 56 SP:Iteration 16Q (3506.161588 sec): 3 clusters Score: Raw -629025.196945 + Penalty 2776.429805 = -626248.767140 nChanged 38 SP:Iteration 17Q (3506.185026 sec): 3 clusters Score: Raw -629041.620654 + Penalty 2776.429805 = -626265.190849 nChanged 26 SP:Iteration 18Q (3506.238882 sec): 3 clusters Score: Raw -629055.775884 + Penalty 2776.429805 = -626279.346080 nChanged 25 SP:Iteration 19Q (3506.298375 sec): 3 clusters Score: Raw -629068.104639 + Penalty 2776.429805 = -626291.674834 nChanged 18 SP:Iteration 20F (3506.343747 sec): 3 clusters Score: Raw -629078.215202 + Penalty 2776.429805 = -626301.785397 nChanged 16 SP:Iteration 21Q (3506.378945 sec): 3 clusters Score: Raw -629086.100317 + Penalty 2776.429805 = -626309.670512 nChanged 12 SP:Iteration 22Q (3506.402962 sec): 3 clusters Score: Raw -629091.685001 + Penalty 2776.429805 = -626315.255196 nChanged 7 SP:Iteration 23Q (3506.448642 sec): 3 clusters Score: Raw -629094.622583 + Penalty 2776.429805 = -626318.192778 nChanged 7 SP:Iteration 24Q (3506.493944 sec): 3 clusters Score: Raw -629097.090294 + Penalty 2776.429805 = -626320.660489 nChanged 10 SP:Iteration 25Q (3506.542836 sec): 3 clusters Score: Raw -629101.295475 + Penalty 2776.429805 = -626324.865670 nChanged 7 SP:Iteration 26Q (3506.580175 sec): 3 clusters Score: Raw -629104.186800 + Penalty 2776.429805 = -626327.756995 nChanged 5 SP:Iteration 27Q (3506.638678 sec): 3 clusters Score: Raw -629106.168278 + Penalty 2776.429805 = -626329.738473 nChanged 5 SP:Iteration 28Q (3506.684575 sec): 3 clusters Score: Raw -629108.268304 + Penalty 2776.429805 = -626331.838499 nChanged 5 SP:Iteration 29Q (3506.733972 sec): 3 clusters Score: Raw -629109.739820 + Penalty 2776.429805 = -626333.310015 nChanged 2 SP:Iteration 30Q (3506.777183 sec): 3 clusters Score: Raw -629111.516079 + Penalty 2776.429805 = -626335.086274 nChanged 6 SP:Iteration 31Q (3506.819712 sec): 3 clusters Score: Raw -629115.039970 + Penalty 2776.429805 = -626338.610166 nChanged 7 SP:Iteration 32Q (3506.869121 sec): 3 clusters Score: Raw -629119.336250 + Penalty 2776.429805 = -626342.906445 nChanged 5 SP:Iteration 33Q (3506.917847 sec): 3 clusters Score: Raw -629121.573060 + Penalty 2776.429805 = -626345.143255 nChanged 4 SP:Iteration 34Q (3506.968053 sec): 3 clusters Score: Raw -629123.120242 + Penalty 2776.429805 = -626346.690437 nChanged 6 SP:Iteration 35Q (3507.010966 sec): 3 clusters Score: Raw -629125.856114 + Penalty 2776.429805 = -626349.426309 nChanged 5 SP:Iteration 36Q (3507.061001 sec): 3 clusters Score: Raw -629127.978022 + Penalty 2776.429805 = -626351.548217 nChanged 1 SP:Iteration 37Q (3507.119336 sec): 3 clusters Score: Raw -629128.508802 + Penalty 2776.429805 = -626352.078997 nChanged 2 SP:Iteration 38Q (3507.156575 sec): 3 clusters Score: Raw -629129.872398 + Penalty 2776.429805 = -626353.442593 nChanged 2 SP:Iteration 39Q (3507.200335 sec): 3 clusters Score: Raw -629130.553577 + Penalty 2776.429805 = -626354.123772 nChanged 2 SP:Iteration 40F (3507.262138 sec): 3 clusters Score: Raw -629131.281999 + Penalty 2776.429805 = -626354.852194 nChanged 0 Trying to split cluster 34 (6740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3507.302626 sec): 2 clusters Score: Raw -849805.273872 + Penalty 1432.569971 = -848372.703902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3507.346465 sec): 3 clusters Score: Raw -846212.944102 + Penalty 2865.139941 = -843347.804161 nChanged 2838 SP:Iteration 1F (3507.404422 sec): 3 clusters Score: Raw -847814.868774 + Penalty 2865.139941 = -844949.728833 nChanged 508 SP:Iteration 2F (3507.442411 sec): 3 clusters Score: Raw -848113.138776 + Penalty 2865.139941 = -845247.998835 nChanged 439 SP:Iteration 3F (3507.495731 sec): 3 clusters Score: Raw -848395.803428 + Penalty 2865.139941 = -845530.663487 nChanged 450 SP:Iteration 4F (3507.548318 sec): 3 clusters Score: Raw -848709.890357 + Penalty 2865.139941 = -845844.750415 nChanged 441 SP:Iteration 5F (3507.593501 sec): 3 clusters Score: Raw -849027.390877 + Penalty 2865.139941 = -846162.250936 nChanged 405 SP:Iteration 6F (3507.641412 sec): 3 clusters Score: Raw -849317.122209 + Penalty 2865.139941 = -846451.982268 nChanged 338 SP:Iteration 7F (3507.672268 sec): 3 clusters Score: Raw -849540.276386 + Penalty 2865.139941 = -846675.136444 nChanged 258 SP:Iteration 8Q (3507.723161 sec): 3 clusters Score: Raw -849689.672333 + Penalty 2865.139941 = -846824.532392 nChanged 222 SP:Iteration 9Q (3507.768894 sec): 3 clusters Score: Raw -849798.671452 + Penalty 2865.139941 = -846933.531510 nChanged 156 SP:Iteration 10Q (3507.808181 sec): 3 clusters Score: Raw -849864.611546 + Penalty 2865.139941 = -846999.471605 nChanged 127 SP:Iteration 11Q (3507.868997 sec): 3 clusters Score: Raw -849921.192683 + Penalty 2865.139941 = -847056.052741 nChanged 99 SP:Iteration 12Q (3507.919847 sec): 3 clusters Score: Raw -849976.163196 + Penalty 2865.139941 = -847111.023255 nChanged 95 SP:Iteration 13Q (3507.969411 sec): 3 clusters Score: Raw -850022.546380 + Penalty 2865.139941 = -847157.406439 nChanged 82 SP:Iteration 14Q (3508.017217 sec): 3 clusters Score: Raw -850056.654135 + Penalty 2865.139941 = -847191.514194 nChanged 72 SP:Iteration 15Q (3508.064909 sec): 3 clusters Score: Raw -850092.994652 + Penalty 2865.139941 = -847227.854710 nChanged 88 SP:Iteration 16Q (3508.124297 sec): 3 clusters Score: Raw -850151.551319 + Penalty 2865.139941 = -847286.411377 nChanged 89 SP:Iteration 17Q (3508.173742 sec): 3 clusters Score: Raw -850200.326157 + Penalty 2865.139941 = -847335.186215 nChanged 71 SP:Iteration 18Q (3508.227686 sec): 3 clusters Score: Raw -850235.761615 + Penalty 2865.139941 = -847370.621674 nChanged 69 SP:Iteration 19Q (3508.279244 sec): 3 clusters Score: Raw -850265.498630 + Penalty 2865.139941 = -847400.358689 nChanged 47 SP:Iteration 20F (3508.337513 sec): 3 clusters Score: Raw -850287.853394 + Penalty 2865.139941 = -847422.713453 nChanged 45 SP:Iteration 21Q (3508.367150 sec): 3 clusters Score: Raw -850310.348331 + Penalty 2865.139941 = -847445.208389 nChanged 46 SP:Iteration 22Q (3508.423829 sec): 3 clusters Score: Raw -850334.698142 + Penalty 2865.139941 = -847469.558200 nChanged 50 SP:Iteration 23Q (3508.466748 sec): 3 clusters Score: Raw -850361.367296 + Penalty 2865.139941 = -847496.227355 nChanged 43 SP:Iteration 24Q (3508.518706 sec): 3 clusters Score: Raw -850379.955144 + Penalty 2865.139941 = -847514.815203 nChanged 33 SP:Iteration 25Q (3508.566178 sec): 3 clusters Score: Raw -850392.119304 + Penalty 2865.139941 = -847526.979363 nChanged 30 SP:Iteration 26Q (3508.612772 sec): 3 clusters Score: Raw -850406.784136 + Penalty 2865.139941 = -847541.644194 nChanged 28 SP:Iteration 27Q (3508.677007 sec): 3 clusters Score: Raw -850419.700017 + Penalty 2865.139941 = -847554.560076 nChanged 32 SP:Iteration 28Q (3508.730349 sec): 3 clusters Score: Raw -850431.757393 + Penalty 2865.139941 = -847566.617452 nChanged 22 SP:Iteration 29Q (3508.777598 sec): 3 clusters Score: Raw -850437.980735 + Penalty 2865.139941 = -847572.840794 nChanged 18 SP:Iteration 30Q (3508.825570 sec): 3 clusters Score: Raw -850445.262425 + Penalty 2865.139941 = -847580.122483 nChanged 19 SP:Iteration 31Q (3508.876734 sec): 3 clusters Score: Raw -850452.830993 + Penalty 2865.139941 = -847587.691052 nChanged 18 SP:Iteration 32Q (3508.930633 sec): 3 clusters Score: Raw -850458.863331 + Penalty 2865.139941 = -847593.723390 nChanged 16 SP:Iteration 33Q (3508.976042 sec): 3 clusters Score: Raw -850463.196127 + Penalty 2865.139941 = -847598.056185 nChanged 13 SP:Iteration 34Q (3509.035561 sec): 3 clusters Score: Raw -850466.518646 + Penalty 2865.139941 = -847601.378705 nChanged 12 SP:Iteration 35Q (3509.090721 sec): 3 clusters Score: Raw -850469.552332 + Penalty 2865.139941 = -847604.412390 nChanged 8 SP:Iteration 36Q (3509.150768 sec): 3 clusters Score: Raw -850471.649339 + Penalty 2865.139941 = -847606.509397 nChanged 7 SP:Iteration 37Q (3509.196562 sec): 3 clusters Score: Raw -850473.055960 + Penalty 2865.139941 = -847607.916019 nChanged 4 SP:Iteration 38Q (3509.252430 sec): 3 clusters Score: Raw -850473.981591 + Penalty 2865.139941 = -847608.841650 nChanged 4 SP:Iteration 39Q (3509.291376 sec): 3 clusters Score: Raw -850475.172918 + Penalty 2865.139941 = -847610.032977 nChanged 2 SP:Iteration 40F (3509.347040 sec): 3 clusters Score: Raw -850475.682260 + Penalty 2865.139941 = -847610.542319 nChanged 2 SP:Iteration 41Q (3509.401789 sec): 3 clusters Score: Raw -850475.947806 + Penalty 2865.139941 = -847610.807865 nChanged 1 SP:Iteration 42Q (3509.451199 sec): 3 clusters Score: Raw -850476.074512 + Penalty 2865.139941 = -847610.934570 nChanged 1 SP:Iteration 43Q (3509.502476 sec): 3 clusters Score: Raw -850476.251342 + Penalty 2865.139941 = -847611.111401 nChanged 2 SP:Iteration 44Q (3509.550791 sec): 3 clusters Score: Raw -850476.566290 + Penalty 2865.139941 = -847611.426349 nChanged 1 SP:Iteration 45Q (3509.615512 sec): 3 clusters Score: Raw -850476.662388 + Penalty 2865.139941 = -847611.522446 nChanged 1 SP:Iteration 46Q (3509.664024 sec): 3 clusters Score: Raw -850476.966210 + Penalty 2865.139941 = -847611.826269 nChanged 2 SP:Iteration 47Q (3509.712411 sec): 3 clusters Score: Raw -850477.623442 + Penalty 2865.139941 = -847612.483501 nChanged 1 SP:Iteration 48Q (3509.763991 sec): 3 clusters Score: Raw -850477.660785 + Penalty 2865.139941 = -847612.520843 nChanged 2 SP:Iteration 49Q (3509.803809 sec): 3 clusters Score: Raw -850477.816593 + Penalty 2865.139941 = -847612.676652 nChanged 1 SP:Iteration 50Q (3509.861002 sec): 3 clusters Score: Raw -850478.057698 + Penalty 2865.139941 = -847612.917757 nChanged 1 SP:Iteration 51Q (3509.886522 sec): 3 clusters Score: Raw -850478.190122 + Penalty 2865.139941 = -847613.050181 nChanged 1 SP:Iteration 52Q (3509.948694 sec): 3 clusters Score: Raw -850478.307392 + Penalty 2865.139941 = -847613.167450 nChanged 0 SP:Iteration 53F (3509.998758 sec): 3 clusters Score: Raw -850478.307392 + Penalty 2865.139941 = -847613.167450 nChanged 0 Trying to split cluster 35 (4739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3510.015242 sec): 2 clusters Score: Raw -602540.617897 + Penalty 1375.331981 = -601165.285916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3510.035641 sec): 3 clusters Score: Raw -600144.266138 + Penalty 2750.663962 = -597393.602176 nChanged 1862 SP:Iteration 1F (3510.079701 sec): 3 clusters Score: Raw -601167.325916 + Penalty 2750.663962 = -598416.661954 nChanged 345 SP:Iteration 2F (3510.127162 sec): 3 clusters Score: Raw -601337.388117 + Penalty 2750.663962 = -598586.724155 nChanged 240 SP:Iteration 3F (3510.167694 sec): 3 clusters Score: Raw -601459.508078 + Penalty 2750.663962 = -598708.844116 nChanged 215 SP:Iteration 4Q (3510.215812 sec): 3 clusters Score: Raw -601565.489011 + Penalty 2750.663962 = -598814.825049 nChanged 180 SP:Iteration 5Q (3510.263973 sec): 3 clusters Score: Raw -601646.501587 + Penalty 2750.663962 = -598895.837625 nChanged 153 SP:Iteration 6Q (3510.309967 sec): 3 clusters Score: Raw -601721.594615 + Penalty 2750.663962 = -598970.930653 nChanged 156 SP:Iteration 7Q (3510.358914 sec): 3 clusters Score: Raw -601801.267359 + Penalty 2750.663962 = -599050.603396 nChanged 145 SP:Iteration 8Q (3510.409174 sec): 3 clusters Score: Raw -601873.431900 + Penalty 2750.663962 = -599122.767937 nChanged 136 SP:Iteration 9Q (3510.462830 sec): 3 clusters Score: Raw -601958.097807 + Penalty 2750.663962 = -599207.433845 nChanged 147 SP:Iteration 10Q (3510.510450 sec): 3 clusters Score: Raw -602049.834051 + Penalty 2750.663962 = -599299.170089 nChanged 153 SP:Iteration 11Q (3510.552398 sec): 3 clusters Score: Raw -602152.254285 + Penalty 2750.663962 = -599401.590323 nChanged 153 SP:Iteration 12Q (3510.608472 sec): 3 clusters Score: Raw -602251.332323 + Penalty 2750.663962 = -599500.668361 nChanged 117 SP:Iteration 13Q (3510.652048 sec): 3 clusters Score: Raw -602331.604144 + Penalty 2750.663962 = -599580.940182 nChanged 97 SP:Iteration 14Q (3510.705293 sec): 3 clusters Score: Raw -602393.790127 + Penalty 2750.663962 = -599643.126165 nChanged 72 SP:Iteration 15Q (3510.748198 sec): 3 clusters Score: Raw -602440.454915 + Penalty 2750.663962 = -599689.790953 nChanged 70 SP:Iteration 16Q (3510.804217 sec): 3 clusters Score: Raw -602475.691775 + Penalty 2750.663962 = -599725.027813 nChanged 49 SP:Iteration 17Q (3510.836359 sec): 3 clusters Score: Raw -602504.329601 + Penalty 2750.663962 = -599753.665639 nChanged 57 SP:Iteration 18Q (3510.867600 sec): 3 clusters Score: Raw -602541.229846 + Penalty 2750.663962 = -599790.565884 nChanged 41 SP:Iteration 19Q (3510.914379 sec): 3 clusters Score: Raw -602566.780661 + Penalty 2750.663962 = -599816.116699 nChanged 38 SP:Iteration 20F (3510.959896 sec): 3 clusters Score: Raw -602590.278627 + Penalty 2750.663962 = -599839.614665 nChanged 28 SP:Iteration 21Q (3511.020513 sec): 3 clusters Score: Raw -602613.504540 + Penalty 2750.663962 = -599862.840578 nChanged 23 SP:Iteration 22Q (3511.059373 sec): 3 clusters Score: Raw -602632.074493 + Penalty 2750.663962 = -599881.410531 nChanged 20 SP:Iteration 23Q (3511.103752 sec): 3 clusters Score: Raw -602648.805005 + Penalty 2750.663962 = -599898.141043 nChanged 24 SP:Iteration 24Q (3511.151403 sec): 3 clusters Score: Raw -602663.343451 + Penalty 2750.663962 = -599912.679489 nChanged 19 SP:Iteration 25Q (3511.197976 sec): 3 clusters Score: Raw -602674.371202 + Penalty 2750.663962 = -599923.707240 nChanged 16 SP:Iteration 26Q (3511.255652 sec): 3 clusters Score: Raw -602681.813579 + Penalty 2750.663962 = -599931.149617 nChanged 17 SP:Iteration 27Q (3511.290465 sec): 3 clusters Score: Raw -602689.808434 + Penalty 2750.663962 = -599939.144472 nChanged 11 SP:Iteration 28Q (3511.338337 sec): 3 clusters Score: Raw -602695.804496 + Penalty 2750.663962 = -599945.140534 nChanged 6 SP:Iteration 29Q (3511.373916 sec): 3 clusters Score: Raw -602698.650588 + Penalty 2750.663962 = -599947.986626 nChanged 5 SP:Iteration 30Q (3511.431009 sec): 3 clusters Score: Raw -602702.735195 + Penalty 2750.663962 = -599952.071233 nChanged 4 SP:Iteration 31Q (3511.479639 sec): 3 clusters Score: Raw -602705.121390 + Penalty 2750.663962 = -599954.457428 nChanged 3 SP:Iteration 32Q (3511.516471 sec): 3 clusters Score: Raw -602706.736992 + Penalty 2750.663962 = -599956.073030 nChanged 2 SP:Iteration 33Q (3511.575314 sec): 3 clusters Score: Raw -602708.387622 + Penalty 2750.663962 = -599957.723659 nChanged 3 SP:Iteration 34Q (3511.612168 sec): 3 clusters Score: Raw -602709.873990 + Penalty 2750.663962 = -599959.210027 nChanged 1 SP:Iteration 35Q (3511.645446 sec): 3 clusters Score: Raw -602710.729993 + Penalty 2750.663962 = -599960.066031 nChanged 0 SP:Iteration 36F (3511.694855 sec): 3 clusters Score: Raw -602710.729993 + Penalty 2750.663962 = -599960.066031 nChanged 0 Trying to split cluster 36 (10603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3511.729703 sec): 2 clusters Score: Raw -1233318.124670 + Penalty 1506.194992 = -1231811.929678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3511.790878 sec): 3 clusters Score: Raw -1227404.302858 + Penalty 3012.389984 = -1224391.912874 nChanged 4585 SP:Iteration 1F (3511.847387 sec): 3 clusters Score: Raw -1230440.073810 + Penalty 3012.389984 = -1227427.683826 nChanged 928 SP:Iteration 2F (3511.905499 sec): 3 clusters Score: Raw -1231169.982173 + Penalty 3012.389984 = -1228157.592189 nChanged 804 SP:Iteration 3F (3511.956370 sec): 3 clusters Score: Raw -1231802.594386 + Penalty 3012.389984 = -1228790.204401 nChanged 684 SP:Iteration 4F (3512.024085 sec): 3 clusters Score: Raw -1232257.476181 + Penalty 3012.389984 = -1229245.086197 nChanged 529 SP:Iteration 5Q (3512.073913 sec): 3 clusters Score: Raw -1232539.889199 + Penalty 3012.389984 = -1229527.499215 nChanged 402 SP:Iteration 6Q (3512.130539 sec): 3 clusters Score: Raw -1232714.607159 + Penalty 3012.389984 = -1229702.217175 nChanged 286 SP:Iteration 7Q (3512.165046 sec): 3 clusters Score: Raw -1232810.962479 + Penalty 3012.389984 = -1229798.572495 nChanged 237 SP:Iteration 8Q (3512.201077 sec): 3 clusters Score: Raw -1232893.339303 + Penalty 3012.389984 = -1229880.949319 nChanged 193 SP:Iteration 9Q (3512.259571 sec): 3 clusters Score: Raw -1232960.107773 + Penalty 3012.389984 = -1229947.717788 nChanged 174 SP:Iteration 10Q (3512.317396 sec): 3 clusters Score: Raw -1233013.819605 + Penalty 3012.389984 = -1230001.429621 nChanged 160 SP:Iteration 11Q (3512.382214 sec): 3 clusters Score: Raw -1233058.233694 + Penalty 3012.389984 = -1230045.843709 nChanged 147 SP:Iteration 12Q (3512.428288 sec): 3 clusters Score: Raw -1233105.870263 + Penalty 3012.389984 = -1230093.480279 nChanged 152 SP:Iteration 13Q (3512.489706 sec): 3 clusters Score: Raw -1233152.799498 + Penalty 3012.389984 = -1230140.409514 nChanged 147 SP:Iteration 14Q (3512.546576 sec): 3 clusters Score: Raw -1233199.724279 + Penalty 3012.389984 = -1230187.334295 nChanged 149 SP:Iteration 15Q (3512.609918 sec): 3 clusters Score: Raw -1233266.128781 + Penalty 3012.389984 = -1230253.738797 nChanged 179 SP:Iteration 16Q (3512.655595 sec): 3 clusters Score: Raw -1233336.603433 + Penalty 3012.389984 = -1230324.213449 nChanged 175 SP:Iteration 17Q (3512.712613 sec): 3 clusters Score: Raw -1233411.952464 + Penalty 3012.389984 = -1230399.562480 nChanged 188 SP:Iteration 18Q (3512.762282 sec): 3 clusters Score: Raw -1233513.240461 + Penalty 3012.389984 = -1230500.850477 nChanged 213 SP:Iteration 19Q (3512.830978 sec): 3 clusters Score: Raw -1233641.931931 + Penalty 3012.389984 = -1230629.541947 nChanged 222 SP:Iteration 20F (3512.878713 sec): 3 clusters Score: Raw -1233776.400784 + Penalty 3012.389984 = -1230764.010800 nChanged 200 SP:Iteration 21Q (3512.951877 sec): 3 clusters Score: Raw -1233888.359152 + Penalty 3012.389984 = -1230875.969168 nChanged 205 SP:Iteration 22Q (3513.011214 sec): 3 clusters Score: Raw -1233997.540225 + Penalty 3012.389984 = -1230985.150241 nChanged 181 SP:Iteration 23Q (3513.064768 sec): 3 clusters Score: Raw -1234084.971998 + Penalty 3012.389984 = -1231072.582014 nChanged 175 SP:Iteration 24Q (3513.125623 sec): 3 clusters Score: Raw -1234160.764462 + Penalty 3012.389984 = -1231148.374478 nChanged 133 SP:Iteration 25Q (3513.171035 sec): 3 clusters Score: Raw -1234208.496661 + Penalty 3012.389984 = -1231196.106677 nChanged 109 SP:Iteration 26Q (3513.237088 sec): 3 clusters Score: Raw -1234243.767006 + Penalty 3012.389984 = -1231231.377022 nChanged 96 SP:Iteration 27Q (3513.283259 sec): 3 clusters Score: Raw -1234272.449070 + Penalty 3012.389984 = -1231260.059086 nChanged 85 SP:Iteration 28Q (3513.340556 sec): 3 clusters Score: Raw -1234294.690480 + Penalty 3012.389984 = -1231282.300496 nChanged 74 SP:Iteration 29Q (3513.400308 sec): 3 clusters Score: Raw -1234313.459545 + Penalty 3012.389984 = -1231301.069561 nChanged 69 SP:Iteration 30Q (3513.459067 sec): 3 clusters Score: Raw -1234329.852530 + Penalty 3012.389984 = -1231317.462546 nChanged 66 SP:Iteration 31Q (3513.522551 sec): 3 clusters Score: Raw -1234348.493087 + Penalty 3012.389984 = -1231336.103103 nChanged 67 SP:Iteration 32Q (3513.583543 sec): 3 clusters Score: Raw -1234364.909079 + Penalty 3012.389984 = -1231352.519095 nChanged 67 SP:Iteration 33Q (3513.636857 sec): 3 clusters Score: Raw -1234379.443864 + Penalty 3012.389984 = -1231367.053880 nChanged 63 SP:Iteration 34Q (3513.694226 sec): 3 clusters Score: Raw -1234396.155407 + Penalty 3012.389984 = -1231383.765422 nChanged 49 SP:Iteration 35Q (3513.747227 sec): 3 clusters Score: Raw -1234407.521163 + Penalty 3012.389984 = -1231395.131179 nChanged 44 SP:Iteration 36Q (3513.815881 sec): 3 clusters Score: Raw -1234416.329287 + Penalty 3012.389984 = -1231403.939303 nChanged 39 SP:Iteration 37Q (3513.868755 sec): 3 clusters Score: Raw -1234425.256753 + Penalty 3012.389984 = -1231412.866769 nChanged 40 SP:Iteration 38Q (3513.923820 sec): 3 clusters Score: Raw -1234433.428965 + Penalty 3012.389984 = -1231421.038981 nChanged 37 SP:Iteration 39Q (3513.975857 sec): 3 clusters Score: Raw -1234439.937128 + Penalty 3012.389984 = -1231427.547144 nChanged 32 SP:Iteration 40F (3514.036331 sec): 3 clusters Score: Raw -1234445.194416 + Penalty 3012.389984 = -1231432.804432 nChanged 31 SP:Iteration 41Q (3514.083233 sec): 3 clusters Score: Raw -1234450.577111 + Penalty 3012.389984 = -1231438.187127 nChanged 37 SP:Iteration 42Q (3514.147790 sec): 3 clusters Score: Raw -1234460.024302 + Penalty 3012.389984 = -1231447.634318 nChanged 36 SP:Iteration 43Q (3514.195332 sec): 3 clusters Score: Raw -1234466.393775 + Penalty 3012.389984 = -1231454.003791 nChanged 24 SP:Iteration 44Q (3514.258568 sec): 3 clusters Score: Raw -1234469.983854 + Penalty 3012.389984 = -1231457.593870 nChanged 28 SP:Iteration 45Q (3514.317165 sec): 3 clusters Score: Raw -1234473.702692 + Penalty 3012.389984 = -1231461.312708 nChanged 22 SP:Iteration 46Q (3514.365064 sec): 3 clusters Score: Raw -1234477.247389 + Penalty 3012.389984 = -1231464.857405 nChanged 21 SP:Iteration 47Q (3514.425032 sec): 3 clusters Score: Raw -1234481.246726 + Penalty 3012.389984 = -1231468.856742 nChanged 27 SP:Iteration 48Q (3514.482345 sec): 3 clusters Score: Raw -1234485.796682 + Penalty 3012.389984 = -1231473.406698 nChanged 18 SP:Iteration 49Q (3514.551742 sec): 3 clusters Score: Raw -1234488.881979 + Penalty 3012.389984 = -1231476.491994 nChanged 22 SP:Iteration 50Q (3514.600079 sec): 3 clusters Score: Raw -1234492.785044 + Penalty 3012.389984 = -1231480.395060 nChanged 26 SP:Iteration 51Q (3514.661469 sec): 3 clusters Score: Raw -1234496.064512 + Penalty 3012.389984 = -1231483.674528 nChanged 17 SP:Iteration 52Q (3514.709216 sec): 3 clusters Score: Raw -1234498.159529 + Penalty 3012.389984 = -1231485.769544 nChanged 16 SP:Iteration 53Q (3514.764501 sec): 3 clusters Score: Raw -1234500.398384 + Penalty 3012.389984 = -1231488.008400 nChanged 14 SP:Iteration 54Q (3514.818514 sec): 3 clusters Score: Raw -1234501.809773 + Penalty 3012.389984 = -1231489.419789 nChanged 6 SP:Iteration 55Q (3514.886649 sec): 3 clusters Score: Raw -1234502.606608 + Penalty 3012.389984 = -1231490.216624 nChanged 10 SP:Iteration 56Q (3514.913088 sec): 3 clusters Score: Raw -1234503.734430 + Penalty 3012.389984 = -1231491.344446 nChanged 9 SP:Iteration 57Q (3514.977344 sec): 3 clusters Score: Raw -1234505.209048 + Penalty 3012.389984 = -1231492.819064 nChanged 7 SP:Iteration 58Q (3515.026534 sec): 3 clusters Score: Raw -1234506.303227 + Penalty 3012.389984 = -1231493.913243 nChanged 10 SP:Iteration 59Q (3515.082280 sec): 3 clusters Score: Raw -1234507.831530 + Penalty 3012.389984 = -1231495.441546 nChanged 8 SP:Iteration 60F (3515.148016 sec): 3 clusters Score: Raw -1234508.694980 + Penalty 3012.389984 = -1231496.304996 nChanged 9 SP:Iteration 61Q (3515.197752 sec): 3 clusters Score: Raw -1234509.879629 + Penalty 3012.389984 = -1231497.489645 nChanged 7 SP:Iteration 62Q (3515.253002 sec): 3 clusters Score: Raw -1234510.394752 + Penalty 3012.389984 = -1231498.004767 nChanged 1 SP:Iteration 63Q (3515.308000 sec): 3 clusters Score: Raw -1234510.497505 + Penalty 3012.389984 = -1231498.107521 nChanged 1 SP:Iteration 64Q (3515.360402 sec): 3 clusters Score: Raw -1234510.609578 + Penalty 3012.389984 = -1231498.219593 nChanged 2 SP:Iteration 65Q (3515.426449 sec): 3 clusters Score: Raw -1234510.802251 + Penalty 3012.389984 = -1231498.412267 nChanged 2 SP:Iteration 66Q (3515.485852 sec): 3 clusters Score: Raw -1234511.250458 + Penalty 3012.389984 = -1231498.860473 nChanged 4 SP:Iteration 67Q (3515.548951 sec): 3 clusters Score: Raw -1234511.809951 + Penalty 3012.389984 = -1231499.419967 nChanged 8 SP:Iteration 68Q (3515.592242 sec): 3 clusters Score: Raw -1234513.350660 + Penalty 3012.389984 = -1231500.960676 nChanged 8 SP:Iteration 69Q (3515.654206 sec): 3 clusters Score: Raw -1234514.623467 + Penalty 3012.389984 = -1231502.233483 nChanged 6 SP:Iteration 70Q (3515.706225 sec): 3 clusters Score: Raw -1234515.257089 + Penalty 3012.389984 = -1231502.867105 nChanged 7 SP:Iteration 71Q (3515.760867 sec): 3 clusters Score: Raw -1234515.717203 + Penalty 3012.389984 = -1231503.327219 nChanged 2 SP:Iteration 72Q (3515.822519 sec): 3 clusters Score: Raw -1234516.019537 + Penalty 3012.389984 = -1231503.629553 nChanged 4 SP:Iteration 73Q (3515.884657 sec): 3 clusters Score: Raw -1234516.315623 + Penalty 3012.389984 = -1231503.925639 nChanged 3 SP:Iteration 74Q (3515.946965 sec): 3 clusters Score: Raw -1234516.472817 + Penalty 3012.389984 = -1231504.082833 nChanged 3 SP:Iteration 75Q (3515.998534 sec): 3 clusters Score: Raw -1234516.796943 + Penalty 3012.389984 = -1231504.406959 nChanged 1 SP:Iteration 76Q (3516.060989 sec): 3 clusters Score: Raw -1234517.036213 + Penalty 3012.389984 = -1231504.646229 nChanged 1 SP:Iteration 77Q (3516.117356 sec): 3 clusters Score: Raw -1234517.151311 + Penalty 3012.389984 = -1231504.761327 nChanged 1 SP:Iteration 78Q (3516.185343 sec): 3 clusters Score: Raw -1234517.298484 + Penalty 3012.389984 = -1231504.908500 nChanged 3 SP:Iteration 79Q (3516.238378 sec): 3 clusters Score: Raw -1234517.533143 + Penalty 3012.389984 = -1231505.143158 nChanged 2 SP:Iteration 80F (3516.294835 sec): 3 clusters Score: Raw -1234517.669009 + Penalty 3012.389984 = -1231505.279025 nChanged 1 SP:Iteration 81Q (3516.346765 sec): 3 clusters Score: Raw -1234517.726554 + Penalty 3012.389984 = -1231505.336570 nChanged 0 SP:Iteration 82F (3516.401186 sec): 3 clusters Score: Raw -1234517.726554 + Penalty 3012.389984 = -1231505.336570 nChanged 0 Trying to split cluster 37 (8749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3516.434910 sec): 2 clusters Score: Raw -1102329.345306 + Penalty 1474.962887 = -1100854.382419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3516.487192 sec): 3 clusters Score: Raw -1097515.232235 + Penalty 2949.925773 = -1094565.306462 nChanged 3743 SP:Iteration 1F (3516.551913 sec): 3 clusters Score: Raw -1099788.477510 + Penalty 2949.925773 = -1096838.551737 nChanged 732 SP:Iteration 2F (3516.607739 sec): 3 clusters Score: Raw -1100326.896769 + Penalty 2949.925773 = -1097376.970995 nChanged 666 SP:Iteration 3F (3516.641850 sec): 3 clusters Score: Raw -1100818.903835 + Penalty 2949.925773 = -1097868.978062 nChanged 582 SP:Iteration 4F (3516.696383 sec): 3 clusters Score: Raw -1101260.977335 + Penalty 2949.925773 = -1098311.051561 nChanged 539 SP:Iteration 5F (3516.757754 sec): 3 clusters Score: Raw -1101635.242090 + Penalty 2949.925773 = -1098685.316317 nChanged 441 SP:Iteration 6F (3516.800092 sec): 3 clusters Score: Raw -1101901.899131 + Penalty 2949.925773 = -1098951.973358 nChanged 350 SP:Iteration 7Q (3516.860237 sec): 3 clusters Score: Raw -1102086.492622 + Penalty 2949.925773 = -1099136.566849 nChanged 257 SP:Iteration 8Q (3516.886764 sec): 3 clusters Score: Raw -1102214.174121 + Penalty 2949.925773 = -1099264.248348 nChanged 202 SP:Iteration 9Q (3516.949332 sec): 3 clusters Score: Raw -1102312.543488 + Penalty 2949.925773 = -1099362.617715 nChanged 177 SP:Iteration 10Q (3516.998190 sec): 3 clusters Score: Raw -1102399.944835 + Penalty 2949.925773 = -1099450.019062 nChanged 169 SP:Iteration 11Q (3517.056269 sec): 3 clusters Score: Raw -1102485.610392 + Penalty 2949.925773 = -1099535.684618 nChanged 151 SP:Iteration 12Q (3517.109458 sec): 3 clusters Score: Raw -1102560.213175 + Penalty 2949.925773 = -1099610.287401 nChanged 142 SP:Iteration 13Q (3517.162555 sec): 3 clusters Score: Raw -1102625.268338 + Penalty 2949.925773 = -1099675.342564 nChanged 126 SP:Iteration 14Q (3517.216416 sec): 3 clusters Score: Raw -1102681.400073 + Penalty 2949.925773 = -1099731.474300 nChanged 118 SP:Iteration 15Q (3517.277127 sec): 3 clusters Score: Raw -1102733.217870 + Penalty 2949.925773 = -1099783.292096 nChanged 95 SP:Iteration 16Q (3517.332972 sec): 3 clusters Score: Raw -1102773.296850 + Penalty 2949.925773 = -1099823.371076 nChanged 81 SP:Iteration 17Q (3517.382703 sec): 3 clusters Score: Raw -1102806.892172 + Penalty 2949.925773 = -1099856.966398 nChanged 75 SP:Iteration 18Q (3517.425728 sec): 3 clusters Score: Raw -1102841.069531 + Penalty 2949.925773 = -1099891.143757 nChanged 71 SP:Iteration 19Q (3517.483875 sec): 3 clusters Score: Raw -1102869.514879 + Penalty 2949.925773 = -1099919.589105 nChanged 68 SP:Iteration 20F (3517.531734 sec): 3 clusters Score: Raw -1102897.517509 + Penalty 2949.925773 = -1099947.591736 nChanged 60 SP:Iteration 21Q (3517.592704 sec): 3 clusters Score: Raw -1102921.048148 + Penalty 2949.925773 = -1099971.122375 nChanged 56 SP:Iteration 22Q (3517.641004 sec): 3 clusters Score: Raw -1102944.835732 + Penalty 2949.925773 = -1099994.909958 nChanged 66 SP:Iteration 23Q (3517.695523 sec): 3 clusters Score: Raw -1102973.150044 + Penalty 2949.925773 = -1100023.224270 nChanged 55 SP:Iteration 24Q (3517.740933 sec): 3 clusters Score: Raw -1102996.404285 + Penalty 2949.925773 = -1100046.478512 nChanged 49 SP:Iteration 25Q (3517.796428 sec): 3 clusters Score: Raw -1103020.355195 + Penalty 2949.925773 = -1100070.429422 nChanged 45 SP:Iteration 26Q (3517.865184 sec): 3 clusters Score: Raw -1103038.574239 + Penalty 2949.925773 = -1100088.648466 nChanged 43 SP:Iteration 27Q (3517.890178 sec): 3 clusters Score: Raw -1103050.748742 + Penalty 2949.925773 = -1100100.822969 nChanged 36 SP:Iteration 28Q (3517.950039 sec): 3 clusters Score: Raw -1103058.476365 + Penalty 2949.925773 = -1100108.550592 nChanged 21 SP:Iteration 29Q (3518.007613 sec): 3 clusters Score: Raw -1103062.921360 + Penalty 2949.925773 = -1100112.995586 nChanged 12 SP:Iteration 30Q (3518.060703 sec): 3 clusters Score: Raw -1103065.256804 + Penalty 2949.925773 = -1100115.331030 nChanged 8 SP:Iteration 31Q (3518.130412 sec): 3 clusters Score: Raw -1103066.784030 + Penalty 2949.925773 = -1100116.858256 nChanged 5 SP:Iteration 32Q (3518.172299 sec): 3 clusters Score: Raw -1103067.450990 + Penalty 2949.925773 = -1100117.525216 nChanged 1 SP:Iteration 33Q (3518.232001 sec): 3 clusters Score: Raw -1103067.559572 + Penalty 2949.925773 = -1100117.633799 nChanged 1 SP:Iteration 34Q (3518.283898 sec): 3 clusters Score: Raw -1103067.617920 + Penalty 2949.925773 = -1100117.692147 nChanged 1 SP:Iteration 35Q (3518.336940 sec): 3 clusters Score: Raw -1103067.735763 + Penalty 2949.925773 = -1100117.809990 nChanged 0 SP:Iteration 36F (3518.383964 sec): 3 clusters Score: Raw -1103067.735763 + Penalty 2949.925773 = -1100117.809990 nChanged 0 Trying to split cluster 38 (6697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3518.413749 sec): 2 clusters Score: Raw -838467.576021 + Penalty 1431.529928 = -837036.046093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3518.472385 sec): 3 clusters Score: Raw -834887.144644 + Penalty 2863.059857 = -832024.084787 nChanged 2831 SP:Iteration 1F (3518.520318 sec): 3 clusters Score: Raw -836649.916088 + Penalty 2863.059857 = -833786.856231 nChanged 538 SP:Iteration 2F (3518.575409 sec): 3 clusters Score: Raw -836997.290693 + Penalty 2863.059857 = -834134.230837 nChanged 427 SP:Iteration 3F (3518.619260 sec): 3 clusters Score: Raw -837274.393116 + Penalty 2863.059857 = -834411.333259 nChanged 371 SP:Iteration 4F (3518.671738 sec): 3 clusters Score: Raw -837486.044343 + Penalty 2863.059857 = -834622.984487 nChanged 291 SP:Iteration 5Q (3518.713794 sec): 3 clusters Score: Raw -837638.493833 + Penalty 2863.059857 = -834775.433976 nChanged 243 SP:Iteration 6Q (3518.765710 sec): 3 clusters Score: Raw -837771.406775 + Penalty 2863.059857 = -834908.346918 nChanged 237 SP:Iteration 7Q (3518.832093 sec): 3 clusters Score: Raw -837903.322076 + Penalty 2863.059857 = -835040.262219 nChanged 228 SP:Iteration 8Q (3518.883096 sec): 3 clusters Score: Raw -838019.310651 + Penalty 2863.059857 = -835156.250795 nChanged 211 SP:Iteration 9Q (3518.916176 sec): 3 clusters Score: Raw -838129.224537 + Penalty 2863.059857 = -835266.164681 nChanged 191 SP:Iteration 10Q (3518.964953 sec): 3 clusters Score: Raw -838223.895794 + Penalty 2863.059857 = -835360.835938 nChanged 168 SP:Iteration 11Q (3519.014197 sec): 3 clusters Score: Raw -838320.136855 + Penalty 2863.059857 = -835457.076998 nChanged 166 SP:Iteration 12Q (3519.054815 sec): 3 clusters Score: Raw -838413.660950 + Penalty 2863.059857 = -835550.601093 nChanged 159 SP:Iteration 13Q (3519.117982 sec): 3 clusters Score: Raw -838500.789967 + Penalty 2863.059857 = -835637.730111 nChanged 133 SP:Iteration 14Q (3519.162648 sec): 3 clusters Score: Raw -838574.607183 + Penalty 2863.059857 = -835711.547326 nChanged 133 SP:Iteration 15Q (3519.209631 sec): 3 clusters Score: Raw -838635.358699 + Penalty 2863.059857 = -835772.298842 nChanged 115 SP:Iteration 16Q (3519.263087 sec): 3 clusters Score: Raw -838683.325452 + Penalty 2863.059857 = -835820.265596 nChanged 106 SP:Iteration 17Q (3519.311272 sec): 3 clusters Score: Raw -838716.990450 + Penalty 2863.059857 = -835853.930593 nChanged 64 SP:Iteration 18Q (3519.382694 sec): 3 clusters Score: Raw -838739.569175 + Penalty 2863.059857 = -835876.509318 nChanged 62 SP:Iteration 19Q (3519.422015 sec): 3 clusters Score: Raw -838761.206173 + Penalty 2863.059857 = -835898.146317 nChanged 53 SP:Iteration 20F (3519.484514 sec): 3 clusters Score: Raw -838776.139612 + Penalty 2863.059857 = -835913.079755 nChanged 43 SP:Iteration 21Q (3519.524565 sec): 3 clusters Score: Raw -838789.013841 + Penalty 2863.059857 = -835925.953984 nChanged 37 SP:Iteration 22Q (3519.584328 sec): 3 clusters Score: Raw -838805.625872 + Penalty 2863.059857 = -835942.566015 nChanged 48 SP:Iteration 23Q (3519.631610 sec): 3 clusters Score: Raw -838825.006774 + Penalty 2863.059857 = -835961.946917 nChanged 43 SP:Iteration 24Q (3519.679592 sec): 3 clusters Score: Raw -838837.744187 + Penalty 2863.059857 = -835974.684330 nChanged 38 SP:Iteration 25Q (3519.738981 sec): 3 clusters Score: Raw -838848.342644 + Penalty 2863.059857 = -835985.282787 nChanged 36 SP:Iteration 26Q (3519.776550 sec): 3 clusters Score: Raw -838861.966839 + Penalty 2863.059857 = -835998.906982 nChanged 42 SP:Iteration 27Q (3519.835567 sec): 3 clusters Score: Raw -838877.286599 + Penalty 2863.059857 = -836014.226743 nChanged 50 SP:Iteration 28Q (3519.889066 sec): 3 clusters Score: Raw -838894.551208 + Penalty 2863.059857 = -836031.491352 nChanged 53 SP:Iteration 29Q (3519.926622 sec): 3 clusters Score: Raw -838911.984521 + Penalty 2863.059857 = -836048.924665 nChanged 46 SP:Iteration 30Q (3519.985176 sec): 3 clusters Score: Raw -838928.258926 + Penalty 2863.059857 = -836065.199069 nChanged 34 SP:Iteration 31Q (3520.043421 sec): 3 clusters Score: Raw -838939.119146 + Penalty 2863.059857 = -836076.059289 nChanged 36 SP:Iteration 32Q (3520.107005 sec): 3 clusters Score: Raw -838949.435576 + Penalty 2863.059857 = -836086.375720 nChanged 26 SP:Iteration 33Q (3520.150248 sec): 3 clusters Score: Raw -838956.045983 + Penalty 2863.059857 = -836092.986126 nChanged 25 SP:Iteration 34Q (3520.202166 sec): 3 clusters Score: Raw -838963.162455 + Penalty 2863.059857 = -836100.102598 nChanged 20 SP:Iteration 35Q (3520.265481 sec): 3 clusters Score: Raw -838967.240980 + Penalty 2863.059857 = -836104.181123 nChanged 12 SP:Iteration 36Q (3520.310226 sec): 3 clusters Score: Raw -838971.121663 + Penalty 2863.059857 = -836108.061806 nChanged 15 SP:Iteration 37Q (3520.348313 sec): 3 clusters Score: Raw -838974.420625 + Penalty 2863.059857 = -836111.360768 nChanged 9 SP:Iteration 38Q (3520.406095 sec): 3 clusters Score: Raw -838976.812321 + Penalty 2863.059857 = -836113.752464 nChanged 12 SP:Iteration 39Q (3520.452777 sec): 3 clusters Score: Raw -838978.678825 + Penalty 2863.059857 = -836115.618968 nChanged 6 SP:Iteration 40F (3520.514853 sec): 3 clusters Score: Raw -838979.705210 + Penalty 2863.059857 = -836116.645353 nChanged 3 SP:Iteration 41Q (3520.556168 sec): 3 clusters Score: Raw -838981.040150 + Penalty 2863.059857 = -836117.980293 nChanged 4 SP:Iteration 42Q (3520.620246 sec): 3 clusters Score: Raw -838981.567290 + Penalty 2863.059857 = -836118.507433 nChanged 5 SP:Iteration 43Q (3520.664721 sec): 3 clusters Score: Raw -838982.560813 + Penalty 2863.059857 = -836119.500956 nChanged 1 SP:Iteration 44Q (3520.713894 sec): 3 clusters Score: Raw -838982.689929 + Penalty 2863.059857 = -836119.630072 nChanged 2 SP:Iteration 45Q (3520.775614 sec): 3 clusters Score: Raw -838982.911325 + Penalty 2863.059857 = -836119.851468 nChanged 0 SP:Iteration 46F (3520.817382 sec): 3 clusters Score: Raw -838982.911325 + Penalty 2863.059857 = -836119.851468 nChanged 0 Trying to split cluster 39 (32919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3520.883760 sec): 2 clusters Score: Raw -4117636.476952 + Penalty 1690.293358 = -4115946.183594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3520.982733 sec): 3 clusters Score: Raw -4097250.987413 + Penalty 3380.586715 = -4093870.400698 nChanged 15214 SP:Iteration 1F (3521.071770 sec): 3 clusters Score: Raw -4105808.880848 + Penalty 3380.586715 = -4102428.294132 nChanged 1647 SP:Iteration 2F (3521.159309 sec): 3 clusters Score: Raw -4106446.376135 + Penalty 3380.586715 = -4103065.789420 nChanged 1627 SP:Iteration 3Q (3521.256632 sec): 3 clusters Score: Raw -4107171.555520 + Penalty 3380.586715 = -4103790.968805 nChanged 1756 SP:Iteration 4F (3521.350916 sec): 3 clusters Score: Raw -4108067.414494 + Penalty 3380.586715 = -4104686.827779 nChanged 1891 SP:Iteration 5F (3521.444293 sec): 3 clusters Score: Raw -4109160.044927 + Penalty 3380.586715 = -4105779.458211 nChanged 1962 SP:Iteration 6F (3521.539851 sec): 3 clusters Score: Raw -4110430.095113 + Penalty 3380.586715 = -4107049.508398 nChanged 1946 SP:Iteration 7F (3521.643094 sec): 3 clusters Score: Raw -4111800.779070 + Penalty 3380.586715 = -4108420.192354 nChanged 1802 SP:Iteration 8F (3521.742257 sec): 3 clusters Score: Raw -4113134.796445 + Penalty 3380.586715 = -4109754.209730 nChanged 1471 SP:Iteration 9Q (3521.840974 sec): 3 clusters Score: Raw -4114248.095565 + Penalty 3380.586715 = -4110867.508850 nChanged 1198 SP:Iteration 10Q (3521.939591 sec): 3 clusters Score: Raw -4115070.796678 + Penalty 3380.586715 = -4111690.209962 nChanged 917 SP:Iteration 11Q (3522.023531 sec): 3 clusters Score: Raw -4115608.836747 + Penalty 3380.586715 = -4112228.250032 nChanged 696 SP:Iteration 12Q (3522.110454 sec): 3 clusters Score: Raw -4115964.376027 + Penalty 3380.586715 = -4112583.789312 nChanged 536 SP:Iteration 13Q (3522.196417 sec): 3 clusters Score: Raw -4116211.263022 + Penalty 3380.586715 = -4112830.676307 nChanged 450 SP:Iteration 14Q (3522.289149 sec): 3 clusters Score: Raw -4116420.452233 + Penalty 3380.586715 = -4113039.865518 nChanged 392 SP:Iteration 15Q (3522.382783 sec): 3 clusters Score: Raw -4116599.966317 + Penalty 3380.586715 = -4113219.379602 nChanged 325 SP:Iteration 16Q (3522.473261 sec): 3 clusters Score: Raw -4116741.700333 + Penalty 3380.586715 = -4113361.113617 nChanged 311 SP:Iteration 17Q (3522.571200 sec): 3 clusters Score: Raw -4116877.617342 + Penalty 3380.586715 = -4113497.030626 nChanged 305 SP:Iteration 18Q (3522.648218 sec): 3 clusters Score: Raw -4117011.764471 + Penalty 3380.586715 = -4113631.177756 nChanged 275 SP:Iteration 19Q (3522.751154 sec): 3 clusters Score: Raw -4117136.914587 + Penalty 3380.586715 = -4113756.327872 nChanged 275 SP:Iteration 20F (3522.845645 sec): 3 clusters Score: Raw -4117267.270823 + Penalty 3380.586715 = -4113886.684107 nChanged 226 SP:Iteration 21Q (3522.938966 sec): 3 clusters Score: Raw -4117369.277944 + Penalty 3380.586715 = -4113988.691228 nChanged 190 SP:Iteration 22Q (3523.019492 sec): 3 clusters Score: Raw -4117453.043378 + Penalty 3380.586715 = -4114072.456663 nChanged 182 SP:Iteration 23Q (3523.111499 sec): 3 clusters Score: Raw -4117529.500648 + Penalty 3380.586715 = -4114148.913933 nChanged 167 SP:Iteration 24Q (3523.173383 sec): 3 clusters Score: Raw -4117599.156203 + Penalty 3380.586715 = -4114218.569487 nChanged 146 SP:Iteration 25Q (3523.266932 sec): 3 clusters Score: Raw -4117653.840462 + Penalty 3380.586715 = -4114273.253746 nChanged 123 SP:Iteration 26Q (3523.361173 sec): 3 clusters Score: Raw -4117702.727964 + Penalty 3380.586715 = -4114322.141249 nChanged 114 SP:Iteration 27Q (3523.446319 sec): 3 clusters Score: Raw -4117742.440296 + Penalty 3380.586715 = -4114361.853581 nChanged 106 SP:Iteration 28Q (3523.536906 sec): 3 clusters Score: Raw -4117786.767052 + Penalty 3380.586715 = -4114406.180337 nChanged 105 SP:Iteration 29Q (3523.627919 sec): 3 clusters Score: Raw -4117824.490079 + Penalty 3380.586715 = -4114443.903364 nChanged 83 SP:Iteration 30Q (3523.688948 sec): 3 clusters Score: Raw -4117853.995893 + Penalty 3380.586715 = -4114473.409178 nChanged 83 SP:Iteration 31Q (3523.776016 sec): 3 clusters Score: Raw -4117881.759636 + Penalty 3380.586715 = -4114501.172921 nChanged 66 SP:Iteration 32Q (3523.874915 sec): 3 clusters Score: Raw -4117906.159626 + Penalty 3380.586715 = -4114525.572911 nChanged 71 SP:Iteration 33Q (3523.976049 sec): 3 clusters Score: Raw -4117937.794712 + Penalty 3380.586715 = -4114557.207996 nChanged 80 SP:Iteration 34Q (3524.056486 sec): 3 clusters Score: Raw -4117966.200743 + Penalty 3380.586715 = -4114585.614028 nChanged 61 SP:Iteration 35Q (3524.147366 sec): 3 clusters Score: Raw -4117985.730205 + Penalty 3380.586715 = -4114605.143490 nChanged 47 SP:Iteration 36Q (3524.230389 sec): 3 clusters Score: Raw -4117999.691566 + Penalty 3380.586715 = -4114619.104851 nChanged 54 SP:Iteration 37Q (3524.313973 sec): 3 clusters Score: Raw -4118016.271002 + Penalty 3380.586715 = -4114635.684286 nChanged 46 SP:Iteration 38Q (3524.397010 sec): 3 clusters Score: Raw -4118031.333459 + Penalty 3380.586715 = -4114650.746743 nChanged 29 SP:Iteration 39Q (3524.491285 sec): 3 clusters Score: Raw -4118039.204154 + Penalty 3380.586715 = -4114658.617439 nChanged 30 SP:Iteration 40F (3524.583764 sec): 3 clusters Score: Raw -4118048.508925 + Penalty 3380.586715 = -4114667.922209 nChanged 23 SP:Iteration 41Q (3524.644959 sec): 3 clusters Score: Raw -4118054.020820 + Penalty 3380.586715 = -4114673.434105 nChanged 15 SP:Iteration 42Q (3524.711905 sec): 3 clusters Score: Raw -4118057.403610 + Penalty 3380.586715 = -4114676.816894 nChanged 11 SP:Iteration 43Q (3524.804917 sec): 3 clusters Score: Raw -4118059.530810 + Penalty 3380.586715 = -4114678.944094 nChanged 9 SP:Iteration 44Q (3524.896726 sec): 3 clusters Score: Raw -4118061.547583 + Penalty 3380.586715 = -4114680.960868 nChanged 2 SP:Iteration 45Q (3524.979806 sec): 3 clusters Score: Raw -4118061.987247 + Penalty 3380.586715 = -4114681.400531 nChanged 3 SP:Iteration 46Q (3525.062321 sec): 3 clusters Score: Raw -4118062.748680 + Penalty 3380.586715 = -4114682.161965 nChanged 3 SP:Iteration 47Q (3525.146067 sec): 3 clusters Score: Raw -4118063.285904 + Penalty 3380.586715 = -4114682.699189 nChanged 1 SP:Iteration 48Q (3525.235369 sec): 3 clusters Score: Raw -4118063.762817 + Penalty 3380.586715 = -4114683.176102 nChanged 2 SP:Iteration 49Q (3525.330397 sec): 3 clusters Score: Raw -4118064.016842 + Penalty 3380.586715 = -4114683.430127 nChanged 1 SP:Iteration 50Q (3525.417238 sec): 3 clusters Score: Raw -4118064.088027 + Penalty 3380.586715 = -4114683.501312 nChanged 2 SP:Iteration 51Q (3525.502152 sec): 3 clusters Score: Raw -4118064.417440 + Penalty 3380.586715 = -4114683.830724 nChanged 0 SP:Iteration 52F (3525.603269 sec): 3 clusters Score: Raw -4118064.417440 + Penalty 3380.586715 = -4114683.830724 nChanged 0 Time taken for this iteration:3517.754166 seconds. 20->40 Clusters: Score -84055289.559904, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 687732 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 4 (8523 points): Lose 675.097881 but Gain 2184.187607 Iteration 0F (3534.849174 sec): 20 clusters Score: Raw -79337381.432138 + Penalty 41499.564538 = -79295881.867600 nChanged 651395 Iteration 1F (3542.915622 sec): 20 clusters Score: Raw -81549635.414022 + Penalty 41499.564538 = -81508135.849484 nChanged 313739 Iteration 2F (3550.933402 sec): 20 clusters Score: Raw -82629180.582615 + Penalty 41499.564538 = -82587681.018077 nChanged 223747 Iteration 3F (3559.015285 sec): 20 clusters Score: Raw -83201538.509818 + Penalty 41499.564538 = -83160038.945281 nChanged 129491 Deleting Class 12 (1113 points): Lose 1467.413617 but Gain 2184.187607 Iteration 4F (3567.202089 sec): 19 clusters Score: Raw -83486117.822264 + Penalty 39315.376930 = -83446802.445333 nChanged 82173 Iteration 5F (3574.929819 sec): 19 clusters Score: Raw -83617925.609653 + Penalty 39315.376930 = -83578610.232723 nChanged 58618 Iteration 6F (3582.552470 sec): 19 clusters Score: Raw -83694226.447990 + Penalty 39315.376930 = -83654911.071060 nChanged 42335 Iteration 7F (3590.216309 sec): 19 clusters Score: Raw -83738296.671630 + Penalty 39315.376930 = -83698981.294699 nChanged 33335 Iteration 8Q (3594.434459 sec): 19 clusters Score: Raw -83779339.937806 + Penalty 39315.376930 = -83740024.560876 nChanged 26972 Iteration 9Q (3598.569312 sec): 19 clusters Score: Raw -83829535.317630 + Penalty 39315.376930 = -83790219.940700 nChanged 17781 Iteration 10Q (3602.651494 sec): 19 clusters Score: Raw -83851682.752764 + Penalty 39315.376930 = -83812367.375833 nChanged 13915 Iteration 11Q (3606.656389 sec): 19 clusters Score: Raw -83862014.750579 + Penalty 39315.376930 = -83822699.373648 nChanged 10893 Iteration 12Q (3610.584399 sec): 19 clusters Score: Raw -83868663.621241 + Penalty 39315.376930 = -83829348.244311 nChanged 8503 Iteration 13Q (3614.507805 sec): 19 clusters Score: Raw -83873001.560617 + Penalty 39315.376930 = -83833686.183687 nChanged 6712 Iteration 14Q (3618.381033 sec): 19 clusters Score: Raw -83875663.114554 + Penalty 39315.376930 = -83836347.737624 nChanged 5270 Iteration 15Q (3622.296255 sec): 19 clusters Score: Raw -83877327.279910 + Penalty 39315.376930 = -83838011.902980 nChanged 4237 Iteration 16Q (3626.161936 sec): 19 clusters Score: Raw -83878409.084362 + Penalty 39315.376930 = -83839093.707432 nChanged 3660 Iteration 17Q (3629.898498 sec): 19 clusters Score: Raw -83879231.585400 + Penalty 39315.376930 = -83839916.208469 nChanged 3079 Iteration 18Q (3633.660726 sec): 19 clusters Score: Raw -83879843.744828 + Penalty 39315.376930 = -83840528.367898 nChanged 2736 Iteration 19Q (3637.522615 sec): 19 clusters Score: Raw -83880334.734309 + Penalty 39315.376930 = -83841019.357378 nChanged 2516 Writing temp clu file Because OldScore, -83840528.367898, is greater than current (better) Score,-83841019.357378 Compute initial score before splitting: Score: Raw -83880334.734309 + Penalty 39315.376930 = -83841019.357378 Trying to split cluster 1 (51468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3637.756675 sec): 2 clusters Score: Raw -6408287.477514 + Penalty 1762.916274 = -6406524.561240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3637.883857 sec): 3 clusters Score: Raw -6375688.260251 + Penalty 3525.832549 = -6372162.427703 nChanged 24263 SP:Iteration 1F (3638.017195 sec): 3 clusters Score: Raw -6390996.505383 + Penalty 3525.832549 = -6387470.672834 nChanged 3533 SP:Iteration 2F (3638.141984 sec): 3 clusters Score: Raw -6393704.680878 + Penalty 3525.832549 = -6390178.848329 nChanged 4077 SP:Iteration 3F (3638.259068 sec): 3 clusters Score: Raw -6397551.540189 + Penalty 3525.832549 = -6394025.707640 nChanged 4279 SP:Iteration 4F (3638.392966 sec): 3 clusters Score: Raw -6401293.326159 + Penalty 3525.832549 = -6397767.493611 nChanged 3926 SP:Iteration 5F (3638.507866 sec): 3 clusters Score: Raw -6404204.453947 + Penalty 3525.832549 = -6400678.621398 nChanged 3156 SP:Iteration 6F (3638.624293 sec): 3 clusters Score: Raw -6406258.312554 + Penalty 3525.832549 = -6402732.480005 nChanged 2436 SP:Iteration 7Q (3638.758756 sec): 3 clusters Score: Raw -6407840.304051 + Penalty 3525.832549 = -6404314.471503 nChanged 1968 SP:Iteration 8Q (3638.894624 sec): 3 clusters Score: Raw -6409012.811471 + Penalty 3525.832549 = -6405486.978923 nChanged 1517 SP:Iteration 9Q (3639.019713 sec): 3 clusters Score: Raw -6409783.433041 + Penalty 3525.832549 = -6406257.600492 nChanged 1230 SP:Iteration 10Q (3639.143573 sec): 3 clusters Score: Raw -6410331.622672 + Penalty 3525.832549 = -6406805.790124 nChanged 1016 SP:Iteration 11Q (3639.259098 sec): 3 clusters Score: Raw -6410710.993939 + Penalty 3525.832549 = -6407185.161390 nChanged 887 SP:Iteration 12Q (3639.383506 sec): 3 clusters Score: Raw -6410978.385495 + Penalty 3525.832549 = -6407452.552947 nChanged 739 SP:Iteration 13Q (3639.517301 sec): 3 clusters Score: Raw -6411194.342205 + Penalty 3525.832549 = -6407668.509657 nChanged 702 SP:Iteration 14Q (3639.645717 sec): 3 clusters Score: Raw -6411383.193309 + Penalty 3525.832549 = -6407857.360761 nChanged 641 SP:Iteration 15Q (3639.771709 sec): 3 clusters Score: Raw -6411541.862566 + Penalty 3525.832549 = -6408016.030017 nChanged 577 SP:Iteration 16Q (3639.889394 sec): 3 clusters Score: Raw -6411669.172674 + Penalty 3525.832549 = -6408143.340125 nChanged 544 SP:Iteration 17Q (3639.993828 sec): 3 clusters Score: Raw -6411779.013746 + Penalty 3525.832549 = -6408253.181197 nChanged 511 SP:Iteration 18Q (3640.117655 sec): 3 clusters Score: Raw -6411882.696559 + Penalty 3525.832549 = -6408356.864010 nChanged 464 SP:Iteration 19Q (3640.241248 sec): 3 clusters Score: Raw -6411969.789034 + Penalty 3525.832549 = -6408443.956485 nChanged 431 SP:Iteration 20F (3640.369534 sec): 3 clusters Score: Raw -6412047.839810 + Penalty 3525.832549 = -6408522.007261 nChanged 385 SP:Iteration 21Q (3640.493347 sec): 3 clusters Score: Raw -6412111.250744 + Penalty 3525.832549 = -6408585.418195 nChanged 375 SP:Iteration 22Q (3640.618145 sec): 3 clusters Score: Raw -6412170.726804 + Penalty 3525.832549 = -6408644.894256 nChanged 330 SP:Iteration 23Q (3640.749860 sec): 3 clusters Score: Raw -6412216.903715 + Penalty 3525.832549 = -6408691.071166 nChanged 292 SP:Iteration 24Q (3640.875374 sec): 3 clusters Score: Raw -6412260.739125 + Penalty 3525.832549 = -6408734.906577 nChanged 305 SP:Iteration 25Q (3640.991649 sec): 3 clusters Score: Raw -6412307.592775 + Penalty 3525.832549 = -6408781.760226 nChanged 330 SP:Iteration 26Q (3641.120354 sec): 3 clusters Score: Raw -6412356.387940 + Penalty 3525.832549 = -6408830.555392 nChanged 317 SP:Iteration 27Q (3641.241544 sec): 3 clusters Score: Raw -6412401.508913 + Penalty 3525.832549 = -6408875.676365 nChanged 305 SP:Iteration 28Q (3641.362922 sec): 3 clusters Score: Raw -6412441.594521 + Penalty 3525.832549 = -6408915.761972 nChanged 302 SP:Iteration 29Q (3641.479646 sec): 3 clusters Score: Raw -6412484.621814 + Penalty 3525.832549 = -6408958.789265 nChanged 323 SP:Iteration 30Q (3641.617699 sec): 3 clusters Score: Raw -6412530.253411 + Penalty 3525.832549 = -6409004.420863 nChanged 338 SP:Iteration 31Q (3641.738423 sec): 3 clusters Score: Raw -6412581.137749 + Penalty 3525.832549 = -6409055.305200 nChanged 350 SP:Iteration 32Q (3641.854843 sec): 3 clusters Score: Raw -6412640.563741 + Penalty 3525.832549 = -6409114.731192 nChanged 410 SP:Iteration 33Q (3641.977033 sec): 3 clusters Score: Raw -6412715.657322 + Penalty 3525.832549 = -6409189.824774 nChanged 433 SP:Iteration 34Q (3642.097137 sec): 3 clusters Score: Raw -6412796.340636 + Penalty 3525.832549 = -6409270.508088 nChanged 466 SP:Iteration 35Q (3642.221317 sec): 3 clusters Score: Raw -6412888.266884 + Penalty 3525.832549 = -6409362.434336 nChanged 502 SP:Iteration 36Q (3642.355112 sec): 3 clusters Score: Raw -6413000.827253 + Penalty 3525.832549 = -6409474.994704 nChanged 552 SP:Iteration 37Q (3642.484590 sec): 3 clusters Score: Raw -6413140.897830 + Penalty 3525.832549 = -6409615.065281 nChanged 611 SP:Iteration 38Q (3642.605787 sec): 3 clusters Score: Raw -6413316.858111 + Penalty 3525.832549 = -6409791.025563 nChanged 688 SP:Iteration 39Q (3642.729508 sec): 3 clusters Score: Raw -6413533.927873 + Penalty 3525.832549 = -6410008.095325 nChanged 769 SP:Iteration 40F (3642.851948 sec): 3 clusters Score: Raw -6413809.352346 + Penalty 3525.832549 = -6410283.519798 nChanged 829 SP:Iteration 41Q (3642.971983 sec): 3 clusters Score: Raw -6414165.295389 + Penalty 3525.832549 = -6410639.462841 nChanged 993 SP:Iteration 42Q (3643.096185 sec): 3 clusters Score: Raw -6414687.641392 + Penalty 3525.832549 = -6411161.808844 nChanged 1147 SP:Iteration 43Q (3643.218783 sec): 3 clusters Score: Raw -6415411.293556 + Penalty 3525.832549 = -6411885.461008 nChanged 1268 SP:Iteration 44Q (3643.328751 sec): 3 clusters Score: Raw -6416352.630511 + Penalty 3525.832549 = -6412826.797962 nChanged 1430 SP:Iteration 45Q (3643.452317 sec): 3 clusters Score: Raw -6417473.571216 + Penalty 3525.832549 = -6413947.738668 nChanged 1476 SP:Iteration 46Q (3643.563485 sec): 3 clusters Score: Raw -6418655.413079 + Penalty 3525.832549 = -6415129.580531 nChanged 1363 SP:Iteration 47Q (3643.682696 sec): 3 clusters Score: Raw -6419833.736986 + Penalty 3525.832549 = -6416307.904437 nChanged 1268 SP:Iteration 48Q (3643.803233 sec): 3 clusters Score: Raw -6421046.085055 + Penalty 3525.832549 = -6417520.252507 nChanged 1131 SP:Iteration 49Q (3643.913994 sec): 3 clusters Score: Raw -6422158.444006 + Penalty 3525.832549 = -6418632.611458 nChanged 894 SP:Iteration 50Q (3644.032999 sec): 3 clusters Score: Raw -6422782.434568 + Penalty 3525.832549 = -6419256.602019 nChanged 639 SP:Iteration 51Q (3644.152278 sec): 3 clusters Score: Raw -6423072.730824 + Penalty 3525.832549 = -6419546.898276 nChanged 427 SP:Iteration 52Q (3644.273211 sec): 3 clusters Score: Raw -6423197.249291 + Penalty 3525.832549 = -6419671.416742 nChanged 276 SP:Iteration 53Q (3644.392519 sec): 3 clusters Score: Raw -6423257.493944 + Penalty 3525.832549 = -6419731.661395 nChanged 187 SP:Iteration 54Q (3644.507382 sec): 3 clusters Score: Raw -6423279.849093 + Penalty 3525.832549 = -6419754.016544 nChanged 98 SP:Iteration 55Q (3644.606902 sec): 3 clusters Score: Raw -6423300.683383 + Penalty 3525.832549 = -6419774.850835 nChanged 68 SP:Iteration 56Q (3644.742440 sec): 3 clusters Score: Raw -6423305.315323 + Penalty 3525.832549 = -6419779.482775 nChanged 50 SP:Iteration 57Q (3644.856089 sec): 3 clusters Score: Raw -6423307.494591 + Penalty 3525.832549 = -6419781.662042 nChanged 26 SP:Iteration 58Q (3644.966082 sec): 3 clusters Score: Raw -6423308.783032 + Penalty 3525.832549 = -6419782.950483 nChanged 26 SP:Iteration 59Q (3645.087045 sec): 3 clusters Score: Raw -6423309.903066 + Penalty 3525.832549 = -6419784.070518 nChanged 19 SP:Iteration 60F (3645.206321 sec): 3 clusters Score: Raw -6423408.194459 + Penalty 3525.832549 = -6419882.361911 nChanged 69 SP:Iteration 61Q (3645.333362 sec): 3 clusters Score: Raw -6423431.322511 + Penalty 3525.832549 = -6419905.489963 nChanged 77 SP:Iteration 62Q (3645.451173 sec): 3 clusters Score: Raw -6423440.223628 + Penalty 3525.832549 = -6419914.391080 nChanged 55 SP:Iteration 63Q (3645.555510 sec): 3 clusters Score: Raw -6423444.234163 + Penalty 3525.832549 = -6419918.401614 nChanged 34 SP:Iteration 64Q (3645.686627 sec): 3 clusters Score: Raw -6423446.166571 + Penalty 3525.832549 = -6419920.334023 nChanged 26 SP:Iteration 65Q (3645.804911 sec): 3 clusters Score: Raw -6423447.238776 + Penalty 3525.832549 = -6419921.406228 nChanged 15 SP:Iteration 66Q (3645.919483 sec): 3 clusters Score: Raw -6423447.655821 + Penalty 3525.832549 = -6419921.823273 nChanged 13 SP:Iteration 67Q (3646.037538 sec): 3 clusters Score: Raw -6423448.039690 + Penalty 3525.832549 = -6419922.207141 nChanged 12 SP:Iteration 68Q (3646.155587 sec): 3 clusters Score: Raw -6423448.437299 + Penalty 3525.832549 = -6419922.604751 nChanged 9 SP:Iteration 69Q (3646.274868 sec): 3 clusters Score: Raw -6423448.690555 + Penalty 3525.832549 = -6419922.858006 nChanged 8 SP:Iteration 70Q (3646.391301 sec): 3 clusters Score: Raw -6423448.967102 + Penalty 3525.832549 = -6419923.134553 nChanged 9 SP:Iteration 71Q (3646.498573 sec): 3 clusters Score: Raw -6423449.276384 + Penalty 3525.832549 = -6419923.443836 nChanged 7 SP:Iteration 72Q (3646.624161 sec): 3 clusters Score: Raw -6423449.503952 + Penalty 3525.832549 = -6419923.671404 nChanged 10 SP:Iteration 73Q (3646.740670 sec): 3 clusters Score: Raw -6423449.717579 + Penalty 3525.832549 = -6419923.885030 nChanged 4 SP:Iteration 74Q (3646.839250 sec): 3 clusters Score: Raw -6423449.824545 + Penalty 3525.832549 = -6419923.991997 nChanged 4 SP:Iteration 75Q (3646.968631 sec): 3 clusters Score: Raw -6423449.917986 + Penalty 3525.832549 = -6419924.085437 nChanged 1 SP:Iteration 76Q (3647.091197 sec): 3 clusters Score: Raw -6423449.977538 + Penalty 3525.832549 = -6419924.144989 nChanged 0 SP:Iteration 77F (3647.209709 sec): 3 clusters Score: Raw -6423449.977538 + Penalty 3525.832549 = -6419924.144989 nChanged 0 Score: Raw -83895738.163967 + Penalty 41499.564538 = -83854238.599429 Splitting cluster 1 changes total score from -83841019.357378 to -83854238.599429 So it's getting split into cluster 4. Trying to split cluster 2 (87467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3655.334132 sec): 2 clusters Score: Raw -10755798.702315 + Penalty 1849.090239 = -10753949.612075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3655.505615 sec): 3 clusters Score: Raw -10699447.244619 + Penalty 3698.180479 = -10695749.064140 nChanged 41654 SP:Iteration 1F (3655.684461 sec): 3 clusters Score: Raw -10725915.757315 + Penalty 3698.180479 = -10722217.576836 nChanged 5382 SP:Iteration 2F (3655.863999 sec): 3 clusters Score: Raw -10729450.062359 + Penalty 3698.180479 = -10725751.881880 nChanged 6479 SP:Iteration 3F (3656.036675 sec): 3 clusters Score: Raw -10734908.101403 + Penalty 3698.180479 = -10731209.920924 nChanged 7183 SP:Iteration 4F (3656.220821 sec): 3 clusters Score: Raw -10741590.639085 + Penalty 3698.180479 = -10737892.458606 nChanged 7194 SP:Iteration 5F (3656.394932 sec): 3 clusters Score: Raw -10748694.135837 + Penalty 3698.180479 = -10744995.955358 nChanged 6610 SP:Iteration 6F (3656.565856 sec): 3 clusters Score: Raw -10755414.893601 + Penalty 3698.180479 = -10751716.713122 nChanged 5755 SP:Iteration 7F (3656.743797 sec): 3 clusters Score: Raw -10760740.945771 + Penalty 3698.180479 = -10757042.765292 nChanged 4636 SP:Iteration 8F (3656.916222 sec): 3 clusters Score: Raw -10764033.257290 + Penalty 3698.180479 = -10760335.076811 nChanged 3325 SP:Iteration 9Q (3657.097653 sec): 3 clusters Score: Raw -10765749.001951 + Penalty 3698.180479 = -10762050.821472 nChanged 2283 SP:Iteration 10Q (3657.265327 sec): 3 clusters Score: Raw -10766732.448611 + Penalty 3698.180479 = -10763034.268132 nChanged 1621 SP:Iteration 11Q (3657.438889 sec): 3 clusters Score: Raw -10767347.293403 + Penalty 3698.180479 = -10763649.112924 nChanged 1246 SP:Iteration 12Q (3657.612512 sec): 3 clusters Score: Raw -10767809.525259 + Penalty 3698.180479 = -10764111.344780 nChanged 1110 SP:Iteration 13Q (3657.796330 sec): 3 clusters Score: Raw -10768206.898194 + Penalty 3698.180479 = -10764508.717715 nChanged 1013 SP:Iteration 14Q (3657.983450 sec): 3 clusters Score: Raw -10768518.078347 + Penalty 3698.180479 = -10764819.897868 nChanged 837 SP:Iteration 15Q (3658.149050 sec): 3 clusters Score: Raw -10768754.589246 + Penalty 3698.180479 = -10765056.408767 nChanged 764 SP:Iteration 16Q (3658.325312 sec): 3 clusters Score: Raw -10768945.951069 + Penalty 3698.180479 = -10765247.770590 nChanged 704 SP:Iteration 17Q (3658.505485 sec): 3 clusters Score: Raw -10769100.260399 + Penalty 3698.180479 = -10765402.079920 nChanged 663 SP:Iteration 18Q (3658.667279 sec): 3 clusters Score: Raw -10769234.278953 + Penalty 3698.180479 = -10765536.098474 nChanged 603 SP:Iteration 19Q (3658.843483 sec): 3 clusters Score: Raw -10769348.680392 + Penalty 3698.180479 = -10765650.499913 nChanged 563 SP:Iteration 20F (3659.011535 sec): 3 clusters Score: Raw -10769451.090257 + Penalty 3698.180479 = -10765752.909778 nChanged 582 SP:Iteration 21Q (3659.197102 sec): 3 clusters Score: Raw -10769562.929372 + Penalty 3698.180479 = -10765864.748893 nChanged 602 SP:Iteration 22Q (3659.358504 sec): 3 clusters Score: Raw -10769682.428049 + Penalty 3698.180479 = -10765984.247570 nChanged 627 SP:Iteration 23Q (3659.501944 sec): 3 clusters Score: Raw -10769825.363867 + Penalty 3698.180479 = -10766127.183388 nChanged 703 SP:Iteration 24Q (3659.643057 sec): 3 clusters Score: Raw -10769999.285542 + Penalty 3698.180479 = -10766301.105063 nChanged 677 SP:Iteration 25Q (3659.825312 sec): 3 clusters Score: Raw -10770180.727046 + Penalty 3698.180479 = -10766482.546567 nChanged 687 SP:Iteration 26Q (3659.994776 sec): 3 clusters Score: Raw -10770381.974801 + Penalty 3698.180479 = -10766683.794322 nChanged 674 SP:Iteration 27Q (3660.158935 sec): 3 clusters Score: Raw -10770588.923647 + Penalty 3698.180479 = -10766890.743168 nChanged 687 SP:Iteration 28Q (3660.336498 sec): 3 clusters Score: Raw -10770813.796005 + Penalty 3698.180479 = -10767115.615526 nChanged 707 SP:Iteration 29Q (3660.491219 sec): 3 clusters Score: Raw -10771070.595808 + Penalty 3698.180479 = -10767372.415329 nChanged 693 SP:Iteration 30Q (3660.675564 sec): 3 clusters Score: Raw -10771317.448591 + Penalty 3698.180479 = -10767619.268112 nChanged 664 SP:Iteration 31Q (3660.839833 sec): 3 clusters Score: Raw -10771545.622389 + Penalty 3698.180479 = -10767847.441910 nChanged 623 SP:Iteration 32Q (3661.025655 sec): 3 clusters Score: Raw -10771769.841014 + Penalty 3698.180479 = -10768071.660535 nChanged 618 SP:Iteration 33Q (3661.206227 sec): 3 clusters Score: Raw -10771975.882096 + Penalty 3698.180479 = -10768277.701617 nChanged 521 SP:Iteration 34Q (3661.362391 sec): 3 clusters Score: Raw -10772137.073982 + Penalty 3698.180479 = -10768438.893503 nChanged 494 SP:Iteration 35Q (3661.521524 sec): 3 clusters Score: Raw -10772278.235274 + Penalty 3698.180479 = -10768580.054795 nChanged 428 SP:Iteration 36Q (3661.682036 sec): 3 clusters Score: Raw -10772384.426694 + Penalty 3698.180479 = -10768686.246215 nChanged 356 SP:Iteration 37Q (3661.848131 sec): 3 clusters Score: Raw -10772452.274855 + Penalty 3698.180479 = -10768754.094376 nChanged 287 SP:Iteration 38Q (3662.020886 sec): 3 clusters Score: Raw -10772497.195625 + Penalty 3698.180479 = -10768799.015146 nChanged 233 SP:Iteration 39Q (3662.187870 sec): 3 clusters Score: Raw -10772527.557858 + Penalty 3698.180479 = -10768829.377379 nChanged 193 SP:Iteration 40F (3662.381306 sec): 3 clusters Score: Raw -10772548.186660 + Penalty 3698.180479 = -10768850.006181 nChanged 159 SP:Iteration 41Q (3662.565782 sec): 3 clusters Score: Raw -10772563.062277 + Penalty 3698.180479 = -10768864.881798 nChanged 126 SP:Iteration 42Q (3662.728062 sec): 3 clusters Score: Raw -10772572.569113 + Penalty 3698.180479 = -10768874.388634 nChanged 114 SP:Iteration 43Q (3662.889864 sec): 3 clusters Score: Raw -10772581.555279 + Penalty 3698.180479 = -10768883.374800 nChanged 109 SP:Iteration 44Q (3663.074136 sec): 3 clusters Score: Raw -10772588.690429 + Penalty 3698.180479 = -10768890.509950 nChanged 75 SP:Iteration 45Q (3663.240824 sec): 3 clusters Score: Raw -10772592.929196 + Penalty 3698.180479 = -10768894.748717 nChanged 67 SP:Iteration 46Q (3663.423352 sec): 3 clusters Score: Raw -10772596.660569 + Penalty 3698.180479 = -10768898.480090 nChanged 55 SP:Iteration 47Q (3663.582167 sec): 3 clusters Score: Raw -10772599.170515 + Penalty 3698.180479 = -10768900.990036 nChanged 49 SP:Iteration 48Q (3663.752614 sec): 3 clusters Score: Raw -10772601.167817 + Penalty 3698.180479 = -10768902.987338 nChanged 36 SP:Iteration 49Q (3663.912161 sec): 3 clusters Score: Raw -10772602.763968 + Penalty 3698.180479 = -10768904.583489 nChanged 38 SP:Iteration 50Q (3664.079568 sec): 3 clusters Score: Raw -10772604.539642 + Penalty 3698.180479 = -10768906.359163 nChanged 49 SP:Iteration 51Q (3664.253426 sec): 3 clusters Score: Raw -10772607.085371 + Penalty 3698.180479 = -10768908.904892 nChanged 33 SP:Iteration 52Q (3664.423151 sec): 3 clusters Score: Raw -10772608.842628 + Penalty 3698.180479 = -10768910.662149 nChanged 29 SP:Iteration 53Q (3664.596032 sec): 3 clusters Score: Raw -10772609.846805 + Penalty 3698.180479 = -10768911.666326 nChanged 27 SP:Iteration 54Q (3664.752369 sec): 3 clusters Score: Raw -10772610.904111 + Penalty 3698.180479 = -10768912.723632 nChanged 22 SP:Iteration 55Q (3664.922322 sec): 3 clusters Score: Raw -10772611.634765 + Penalty 3698.180479 = -10768913.454286 nChanged 18 SP:Iteration 56Q (3665.086268 sec): 3 clusters Score: Raw -10772612.008674 + Penalty 3698.180479 = -10768913.828195 nChanged 14 SP:Iteration 57Q (3665.243517 sec): 3 clusters Score: Raw -10772612.328517 + Penalty 3698.180479 = -10768914.148038 nChanged 11 SP:Iteration 58Q (3665.419891 sec): 3 clusters Score: Raw -10772612.523515 + Penalty 3698.180479 = -10768914.343036 nChanged 4 SP:Iteration 59Q (3665.587001 sec): 3 clusters Score: Raw -10772612.589878 + Penalty 3698.180479 = -10768914.409399 nChanged 4 SP:Iteration 60F (3665.766626 sec): 3 clusters Score: Raw -10772612.682703 + Penalty 3698.180479 = -10768914.502224 nChanged 7 SP:Iteration 61Q (3665.930732 sec): 3 clusters Score: Raw -10772612.783815 + Penalty 3698.180479 = -10768914.603336 nChanged 3 SP:Iteration 62Q (3666.085892 sec): 3 clusters Score: Raw -10772612.859726 + Penalty 3698.180479 = -10768914.679248 nChanged 10 SP:Iteration 63Q (3666.256074 sec): 3 clusters Score: Raw -10772613.073616 + Penalty 3698.180479 = -10768914.893137 nChanged 8 SP:Iteration 64Q (3666.414371 sec): 3 clusters Score: Raw -10772613.219057 + Penalty 3698.180479 = -10768915.038578 nChanged 11 SP:Iteration 65Q (3666.586664 sec): 3 clusters Score: Raw -10772613.456152 + Penalty 3698.180479 = -10768915.275673 nChanged 9 SP:Iteration 66Q (3666.735848 sec): 3 clusters Score: Raw -10772613.620067 + Penalty 3698.180479 = -10768915.439588 nChanged 8 SP:Iteration 67Q (3666.901546 sec): 3 clusters Score: Raw -10772613.806992 + Penalty 3698.180479 = -10768915.626513 nChanged 7 SP:Iteration 68Q (3667.070720 sec): 3 clusters Score: Raw -10772614.084101 + Penalty 3698.180479 = -10768915.903622 nChanged 14 SP:Iteration 69Q (3667.220189 sec): 3 clusters Score: Raw -10772614.645370 + Penalty 3698.180479 = -10768916.464891 nChanged 12 SP:Iteration 70Q (3667.401760 sec): 3 clusters Score: Raw -10772614.923656 + Penalty 3698.180479 = -10768916.743177 nChanged 3 SP:Iteration 71Q (3667.556651 sec): 3 clusters Score: Raw -10772614.978293 + Penalty 3698.180479 = -10768916.797814 nChanged 2 SP:Iteration 72Q (3667.728727 sec): 3 clusters Score: Raw -10772615.026810 + Penalty 3698.180479 = -10768916.846331 nChanged 4 SP:Iteration 73Q (3667.881503 sec): 3 clusters Score: Raw -10772615.130427 + Penalty 3698.180479 = -10768916.949948 nChanged 6 SP:Iteration 74Q (3668.049022 sec): 3 clusters Score: Raw -10772615.195995 + Penalty 3698.180479 = -10768917.015516 nChanged 0 SP:Iteration 75F (3668.217003 sec): 3 clusters Score: Raw -10772615.195995 + Penalty 3698.180479 = -10768917.015516 nChanged 0 Score: Raw -83912554.657647 + Penalty 43683.752145 = -83868870.905502 Splitting cluster 2 changes total score from -83841019.357378 to -83868870.905502 So it's getting split into cluster 12. Trying to split cluster 3 (15557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3676.623743 sec): 2 clusters Score: Raw -1896644.064069 + Penalty 1568.493221 = -1895075.570847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3676.682967 sec): 3 clusters Score: Raw -1887429.768341 + Penalty 3136.986443 = -1884292.781898 nChanged 6989 SP:Iteration 1F (3676.754726 sec): 3 clusters Score: Raw -1891749.967140 + Penalty 3136.986443 = -1888612.980698 nChanged 1292 SP:Iteration 2F (3676.830080 sec): 3 clusters Score: Raw -1892930.383175 + Penalty 3136.986443 = -1889793.396732 nChanged 1506 SP:Iteration 3F (3676.901703 sec): 3 clusters Score: Raw -1894472.182893 + Penalty 3136.986443 = -1891335.196450 nChanged 1550 SP:Iteration 4F (3676.973237 sec): 3 clusters Score: Raw -1896291.790677 + Penalty 3136.986443 = -1893154.804234 nChanged 1443 SP:Iteration 5F (3677.036859 sec): 3 clusters Score: Raw -1897800.582405 + Penalty 3136.986443 = -1894663.595962 nChanged 1037 SP:Iteration 6F (3677.103715 sec): 3 clusters Score: Raw -1898518.211761 + Penalty 3136.986443 = -1895381.225318 nChanged 671 SP:Iteration 7Q (3677.186646 sec): 3 clusters Score: Raw -1898863.189431 + Penalty 3136.986443 = -1895726.202989 nChanged 450 SP:Iteration 8Q (3677.246432 sec): 3 clusters Score: Raw -1899065.709609 + Penalty 3136.986443 = -1895928.723166 nChanged 332 SP:Iteration 9Q (3677.319394 sec): 3 clusters Score: Raw -1899199.113620 + Penalty 3136.986443 = -1896062.127177 nChanged 263 SP:Iteration 10Q (3677.395446 sec): 3 clusters Score: Raw -1899303.996528 + Penalty 3136.986443 = -1896167.010085 nChanged 227 SP:Iteration 11Q (3677.450052 sec): 3 clusters Score: Raw -1899420.613833 + Penalty 3136.986443 = -1896283.627390 nChanged 195 SP:Iteration 12Q (3677.514510 sec): 3 clusters Score: Raw -1899546.544344 + Penalty 3136.986443 = -1896409.557901 nChanged 160 SP:Iteration 13Q (3677.582910 sec): 3 clusters Score: Raw -1899624.707730 + Penalty 3136.986443 = -1896487.721288 nChanged 133 SP:Iteration 14Q (3677.646958 sec): 3 clusters Score: Raw -1899670.580460 + Penalty 3136.986443 = -1896533.594018 nChanged 95 SP:Iteration 15Q (3677.713807 sec): 3 clusters Score: Raw -1899690.878648 + Penalty 3136.986443 = -1896553.892206 nChanged 74 SP:Iteration 16Q (3677.789413 sec): 3 clusters Score: Raw -1899703.931192 + Penalty 3136.986443 = -1896566.944749 nChanged 49 SP:Iteration 17Q (3677.849494 sec): 3 clusters Score: Raw -1899712.527622 + Penalty 3136.986443 = -1896575.541179 nChanged 39 SP:Iteration 18Q (3677.918599 sec): 3 clusters Score: Raw -1899718.342608 + Penalty 3136.986443 = -1896581.356166 nChanged 32 SP:Iteration 19Q (3677.982672 sec): 3 clusters Score: Raw -1899722.488183 + Penalty 3136.986443 = -1896585.501741 nChanged 28 SP:Iteration 20F (3678.052650 sec): 3 clusters Score: Raw -1899725.202303 + Penalty 3136.986443 = -1896588.215861 nChanged 12 SP:Iteration 21Q (3678.124816 sec): 3 clusters Score: Raw -1899726.020020 + Penalty 3136.986443 = -1896589.033577 nChanged 3 SP:Iteration 22Q (3678.196706 sec): 3 clusters Score: Raw -1899726.200574 + Penalty 3136.986443 = -1896589.214131 nChanged 6 SP:Iteration 23Q (3678.266930 sec): 3 clusters Score: Raw -1899726.599854 + Penalty 3136.986443 = -1896589.613411 nChanged 1 SP:Iteration 24Q (3678.343997 sec): 3 clusters Score: Raw -1899726.637236 + Penalty 3136.986443 = -1896589.650794 nChanged 1 SP:Iteration 25Q (3678.402712 sec): 3 clusters Score: Raw -1899726.714819 + Penalty 3136.986443 = -1896589.728377 nChanged 1 SP:Iteration 26Q (3678.470590 sec): 3 clusters Score: Raw -1899726.821514 + Penalty 3136.986443 = -1896589.835072 nChanged 2 SP:Iteration 27Q (3678.536782 sec): 3 clusters Score: Raw -1899727.066399 + Penalty 3136.986443 = -1896590.079956 nChanged 2 SP:Iteration 28Q (3678.574592 sec): 3 clusters Score: Raw -1899727.225691 + Penalty 3136.986443 = -1896590.239249 nChanged 1 SP:Iteration 29Q (3678.650183 sec): 3 clusters Score: Raw -1899727.258815 + Penalty 3136.986443 = -1896590.272372 nChanged 1 SP:Iteration 30Q (3678.722336 sec): 3 clusters Score: Raw -1899727.301900 + Penalty 3136.986443 = -1896590.315457 nChanged 1 SP:Iteration 31Q (3678.791594 sec): 3 clusters Score: Raw -1899727.364613 + Penalty 3136.986443 = -1896590.378171 nChanged 3 SP:Iteration 32Q (3678.851446 sec): 3 clusters Score: Raw -1899727.649127 + Penalty 3136.986443 = -1896590.662685 nChanged 5 SP:Iteration 33Q (3678.919996 sec): 3 clusters Score: Raw -1899728.291104 + Penalty 3136.986443 = -1896591.304662 nChanged 10 SP:Iteration 34Q (3678.993260 sec): 3 clusters Score: Raw -1899729.315666 + Penalty 3136.986443 = -1896592.329223 nChanged 7 SP:Iteration 35Q (3679.059063 sec): 3 clusters Score: Raw -1899729.880529 + Penalty 3136.986443 = -1896592.894086 nChanged 8 SP:Iteration 36Q (3679.141996 sec): 3 clusters Score: Raw -1899730.622286 + Penalty 3136.986443 = -1896593.635843 nChanged 6 SP:Iteration 37Q (3679.210069 sec): 3 clusters Score: Raw -1899731.213164 + Penalty 3136.986443 = -1896594.226721 nChanged 7 SP:Iteration 38Q (3679.276776 sec): 3 clusters Score: Raw -1899732.314030 + Penalty 3136.986443 = -1896595.327587 nChanged 7 SP:Iteration 39Q (3679.340352 sec): 3 clusters Score: Raw -1899733.145982 + Penalty 3136.986443 = -1896596.159539 nChanged 3 SP:Iteration 40F (3679.412493 sec): 3 clusters Score: Raw -1899733.287730 + Penalty 3136.986443 = -1896596.301288 nChanged 1 SP:Iteration 41Q (3679.475943 sec): 3 clusters Score: Raw -1899733.428338 + Penalty 3136.986443 = -1896596.441895 nChanged 1 SP:Iteration 42Q (3679.555731 sec): 3 clusters Score: Raw -1899733.528185 + Penalty 3136.986443 = -1896596.541743 nChanged 2 SP:Iteration 43Q (3679.614381 sec): 3 clusters Score: Raw -1899733.668852 + Penalty 3136.986443 = -1896596.682409 nChanged 1 SP:Iteration 44Q (3679.684802 sec): 3 clusters Score: Raw -1899733.728256 + Penalty 3136.986443 = -1896596.741813 nChanged 1 SP:Iteration 45Q (3679.763610 sec): 3 clusters Score: Raw -1899733.777323 + Penalty 3136.986443 = -1896596.790881 nChanged 0 SP:Iteration 46F (3679.825426 sec): 3 clusters Score: Raw -1899733.777323 + Penalty 3136.986443 = -1896596.790881 nChanged 0 Score: Raw -83915644.370903 + Penalty 45867.939752 = -83869776.431151 Splitting cluster 3 changes total score from -83841019.357378 to -83869776.431151 So it's getting split into cluster 21. Trying to split cluster 5 (34502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3689.345082 sec): 2 clusters Score: Raw -4325443.219235 + Penalty 1697.925543 = -4323745.293692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3689.445623 sec): 3 clusters Score: Raw -4304317.369750 + Penalty 3395.851086 = -4300921.518664 nChanged 15984 SP:Iteration 1F (3689.542957 sec): 3 clusters Score: Raw -4315603.569852 + Penalty 3395.851086 = -4312207.718766 nChanged 3107 SP:Iteration 2F (3689.642132 sec): 3 clusters Score: Raw -4318505.894119 + Penalty 3395.851086 = -4315110.043033 nChanged 3286 SP:Iteration 3F (3689.736852 sec): 3 clusters Score: Raw -4321695.809626 + Penalty 3395.851086 = -4318299.958540 nChanged 2984 SP:Iteration 4F (3689.832506 sec): 3 clusters Score: Raw -4324163.178817 + Penalty 3395.851086 = -4320767.327731 nChanged 2115 SP:Iteration 5F (3689.925973 sec): 3 clusters Score: Raw -4325448.556659 + Penalty 3395.851086 = -4322052.705573 nChanged 1421 SP:Iteration 6Q (3690.030564 sec): 3 clusters Score: Raw -4326112.418091 + Penalty 3395.851086 = -4322716.567005 nChanged 927 SP:Iteration 7Q (3690.131999 sec): 3 clusters Score: Raw -4326472.031774 + Penalty 3395.851086 = -4323076.180688 nChanged 668 SP:Iteration 8Q (3690.228716 sec): 3 clusters Score: Raw -4326699.886335 + Penalty 3395.851086 = -4323304.035249 nChanged 526 SP:Iteration 9Q (3690.317786 sec): 3 clusters Score: Raw -4326846.333045 + Penalty 3395.851086 = -4323450.481959 nChanged 398 SP:Iteration 10Q (3690.423060 sec): 3 clusters Score: Raw -4326949.831249 + Penalty 3395.851086 = -4323553.980163 nChanged 341 SP:Iteration 11Q (3690.514849 sec): 3 clusters Score: Raw -4327028.876967 + Penalty 3395.851086 = -4323633.025881 nChanged 276 SP:Iteration 12Q (3690.606499 sec): 3 clusters Score: Raw -4327086.950370 + Penalty 3395.851086 = -4323691.099284 nChanged 228 SP:Iteration 13Q (3690.710592 sec): 3 clusters Score: Raw -4327135.718500 + Penalty 3395.851086 = -4323739.867414 nChanged 233 SP:Iteration 14Q (3690.809705 sec): 3 clusters Score: Raw -4327176.142232 + Penalty 3395.851086 = -4323780.291146 nChanged 182 SP:Iteration 15Q (3690.901976 sec): 3 clusters Score: Raw -4327207.384712 + Penalty 3395.851086 = -4323811.533626 nChanged 155 SP:Iteration 16Q (3690.990861 sec): 3 clusters Score: Raw -4327229.157167 + Penalty 3395.851086 = -4323833.306081 nChanged 145 SP:Iteration 17Q (3691.085491 sec): 3 clusters Score: Raw -4327247.879761 + Penalty 3395.851086 = -4323852.028675 nChanged 144 SP:Iteration 18Q (3691.172212 sec): 3 clusters Score: Raw -4327267.231257 + Penalty 3395.851086 = -4323871.380171 nChanged 139 SP:Iteration 19Q (3691.270239 sec): 3 clusters Score: Raw -4327284.833914 + Penalty 3395.851086 = -4323888.982828 nChanged 123 SP:Iteration 20F (3691.364516 sec): 3 clusters Score: Raw -4327302.053430 + Penalty 3395.851086 = -4323906.202344 nChanged 137 SP:Iteration 21Q (3691.463714 sec): 3 clusters Score: Raw -4327320.680341 + Penalty 3395.851086 = -4323924.829254 nChanged 152 SP:Iteration 22Q (3691.552239 sec): 3 clusters Score: Raw -4327341.229216 + Penalty 3395.851086 = -4323945.378130 nChanged 160 SP:Iteration 23Q (3691.658869 sec): 3 clusters Score: Raw -4327364.651569 + Penalty 3395.851086 = -4323968.800483 nChanged 156 SP:Iteration 24Q (3691.757882 sec): 3 clusters Score: Raw -4327388.845575 + Penalty 3395.851086 = -4323992.994489 nChanged 151 SP:Iteration 25Q (3691.848597 sec): 3 clusters Score: Raw -4327409.852743 + Penalty 3395.851086 = -4324014.001657 nChanged 159 SP:Iteration 26Q (3691.948424 sec): 3 clusters Score: Raw -4327430.203477 + Penalty 3395.851086 = -4324034.352391 nChanged 153 SP:Iteration 27Q (3692.055502 sec): 3 clusters Score: Raw -4327450.212904 + Penalty 3395.851086 = -4324054.361818 nChanged 141 SP:Iteration 28Q (3692.154997 sec): 3 clusters Score: Raw -4327466.602231 + Penalty 3395.851086 = -4324070.751145 nChanged 121 SP:Iteration 29Q (3692.262411 sec): 3 clusters Score: Raw -4327482.319454 + Penalty 3395.851086 = -4324086.468368 nChanged 137 SP:Iteration 30Q (3692.361951 sec): 3 clusters Score: Raw -4327502.300369 + Penalty 3395.851086 = -4324106.449283 nChanged 138 SP:Iteration 31Q (3692.463579 sec): 3 clusters Score: Raw -4327523.637908 + Penalty 3395.851086 = -4324127.786822 nChanged 141 SP:Iteration 32Q (3692.549765 sec): 3 clusters Score: Raw -4327543.958084 + Penalty 3395.851086 = -4324148.106998 nChanged 148 SP:Iteration 33Q (3692.649991 sec): 3 clusters Score: Raw -4327565.323924 + Penalty 3395.851086 = -4324169.472838 nChanged 152 SP:Iteration 34Q (3692.746982 sec): 3 clusters Score: Raw -4327588.631584 + Penalty 3395.851086 = -4324192.780498 nChanged 155 SP:Iteration 35Q (3692.837771 sec): 3 clusters Score: Raw -4327612.826252 + Penalty 3395.851086 = -4324216.975166 nChanged 160 SP:Iteration 36Q (3692.929224 sec): 3 clusters Score: Raw -4327637.770360 + Penalty 3395.851086 = -4324241.919274 nChanged 147 SP:Iteration 37Q (3693.036700 sec): 3 clusters Score: Raw -4327660.278201 + Penalty 3395.851086 = -4324264.427115 nChanged 142 SP:Iteration 38Q (3693.118601 sec): 3 clusters Score: Raw -4327681.496987 + Penalty 3395.851086 = -4324285.645901 nChanged 136 SP:Iteration 39Q (3693.194841 sec): 3 clusters Score: Raw -4327701.375566 + Penalty 3395.851086 = -4324305.524479 nChanged 137 SP:Iteration 40F (3693.292370 sec): 3 clusters Score: Raw -4327722.756323 + Penalty 3395.851086 = -4324326.905237 nChanged 136 SP:Iteration 41Q (3693.383681 sec): 3 clusters Score: Raw -4327745.758412 + Penalty 3395.851086 = -4324349.907326 nChanged 123 SP:Iteration 42Q (3693.473420 sec): 3 clusters Score: Raw -4327771.068281 + Penalty 3395.851086 = -4324375.217195 nChanged 148 SP:Iteration 43Q (3693.573654 sec): 3 clusters Score: Raw -4327799.667465 + Penalty 3395.851086 = -4324403.816379 nChanged 146 SP:Iteration 44Q (3693.667913 sec): 3 clusters Score: Raw -4327823.012405 + Penalty 3395.851086 = -4324427.161319 nChanged 132 SP:Iteration 45Q (3693.756132 sec): 3 clusters Score: Raw -4327846.179092 + Penalty 3395.851086 = -4324450.328006 nChanged 123 SP:Iteration 46Q (3693.852592 sec): 3 clusters Score: Raw -4327865.548293 + Penalty 3395.851086 = -4324469.697207 nChanged 127 SP:Iteration 47Q (3693.938509 sec): 3 clusters Score: Raw -4327885.588300 + Penalty 3395.851086 = -4324489.737214 nChanged 112 SP:Iteration 48Q (3694.031920 sec): 3 clusters Score: Raw -4327903.219652 + Penalty 3395.851086 = -4324507.368566 nChanged 117 SP:Iteration 49Q (3694.126385 sec): 3 clusters Score: Raw -4327917.684517 + Penalty 3395.851086 = -4324521.833431 nChanged 86 SP:Iteration 50Q (3694.220125 sec): 3 clusters Score: Raw -4327929.213874 + Penalty 3395.851086 = -4324533.362788 nChanged 78 SP:Iteration 51Q (3694.314381 sec): 3 clusters Score: Raw -4327939.004976 + Penalty 3395.851086 = -4324543.153890 nChanged 87 SP:Iteration 52Q (3694.409199 sec): 3 clusters Score: Raw -4327950.455430 + Penalty 3395.851086 = -4324554.604344 nChanged 83 SP:Iteration 53Q (3694.503909 sec): 3 clusters Score: Raw -4327963.650757 + Penalty 3395.851086 = -4324567.799671 nChanged 83 SP:Iteration 54Q (3694.593981 sec): 3 clusters Score: Raw -4327976.623804 + Penalty 3395.851086 = -4324580.772718 nChanged 78 SP:Iteration 55Q (3694.685052 sec): 3 clusters Score: Raw -4327988.604383 + Penalty 3395.851086 = -4324592.753297 nChanged 82 SP:Iteration 56Q (3694.782736 sec): 3 clusters Score: Raw -4327999.925593 + Penalty 3395.851086 = -4324604.074507 nChanged 77 SP:Iteration 57Q (3694.872126 sec): 3 clusters Score: Raw -4328010.899295 + Penalty 3395.851086 = -4324615.048209 nChanged 71 SP:Iteration 58Q (3694.953880 sec): 3 clusters Score: Raw -4328020.086881 + Penalty 3395.851086 = -4324624.235795 nChanged 69 SP:Iteration 59Q (3695.051167 sec): 3 clusters Score: Raw -4328028.196790 + Penalty 3395.851086 = -4324632.345704 nChanged 65 SP:Iteration 60F (3695.162579 sec): 3 clusters Score: Raw -4328037.685350 + Penalty 3395.851086 = -4324641.834264 nChanged 66 SP:Iteration 61Q (3695.259380 sec): 3 clusters Score: Raw -4328048.129589 + Penalty 3395.851086 = -4324652.278503 nChanged 70 SP:Iteration 62Q (3695.357911 sec): 3 clusters Score: Raw -4328060.122316 + Penalty 3395.851086 = -4324664.271230 nChanged 72 SP:Iteration 63Q (3695.463966 sec): 3 clusters Score: Raw -4328071.639863 + Penalty 3395.851086 = -4324675.788777 nChanged 67 SP:Iteration 64Q (3695.548476 sec): 3 clusters Score: Raw -4328082.499113 + Penalty 3395.851086 = -4324686.648027 nChanged 58 SP:Iteration 65Q (3695.631478 sec): 3 clusters Score: Raw -4328091.057315 + Penalty 3395.851086 = -4324695.206229 nChanged 56 SP:Iteration 66Q (3695.736422 sec): 3 clusters Score: Raw -4328098.423206 + Penalty 3395.851086 = -4324702.572120 nChanged 61 SP:Iteration 67Q (3695.834011 sec): 3 clusters Score: Raw -4328106.883180 + Penalty 3395.851086 = -4324711.032094 nChanged 54 SP:Iteration 68Q (3695.928536 sec): 3 clusters Score: Raw -4328114.128915 + Penalty 3395.851086 = -4324718.277829 nChanged 48 SP:Iteration 69Q (3696.030318 sec): 3 clusters Score: Raw -4328120.056349 + Penalty 3395.851086 = -4324724.205263 nChanged 49 SP:Iteration 70Q (3696.114410 sec): 3 clusters Score: Raw -4328126.952529 + Penalty 3395.851086 = -4324731.101443 nChanged 44 SP:Iteration 71Q (3696.209898 sec): 3 clusters Score: Raw -4328132.524226 + Penalty 3395.851086 = -4324736.673140 nChanged 41 SP:Iteration 72Q (3696.304336 sec): 3 clusters Score: Raw -4328136.773105 + Penalty 3395.851086 = -4324740.922019 nChanged 28 SP:Iteration 73Q (3696.404087 sec): 3 clusters Score: Raw -4328138.630995 + Penalty 3395.851086 = -4324742.779909 nChanged 14 SP:Iteration 74Q (3696.492064 sec): 3 clusters Score: Raw -4328139.423128 + Penalty 3395.851086 = -4324743.572042 nChanged 9 SP:Iteration 75Q (3696.594072 sec): 3 clusters Score: Raw -4328140.128283 + Penalty 3395.851086 = -4324744.277197 nChanged 13 SP:Iteration 76Q (3696.685905 sec): 3 clusters Score: Raw -4328141.096628 + Penalty 3395.851086 = -4324745.245542 nChanged 9 SP:Iteration 77Q (3696.793657 sec): 3 clusters Score: Raw -4328141.579132 + Penalty 3395.851086 = -4324745.728046 nChanged 8 SP:Iteration 78Q (3696.887487 sec): 3 clusters Score: Raw -4328142.146372 + Penalty 3395.851086 = -4324746.295286 nChanged 9 SP:Iteration 79Q (3696.981100 sec): 3 clusters Score: Raw -4328142.673551 + Penalty 3395.851086 = -4324746.822465 nChanged 8 SP:Iteration 80F (3697.079786 sec): 3 clusters Score: Raw -4328143.244628 + Penalty 3395.851086 = -4324747.393542 nChanged 7 SP:Iteration 81Q (3697.175352 sec): 3 clusters Score: Raw -4328143.647286 + Penalty 3395.851086 = -4324747.796200 nChanged 7 SP:Iteration 82Q (3697.258242 sec): 3 clusters Score: Raw -4328143.960762 + Penalty 3395.851086 = -4324748.109676 nChanged 8 SP:Iteration 83Q (3697.355189 sec): 3 clusters Score: Raw -4328144.169688 + Penalty 3395.851086 = -4324748.318602 nChanged 3 SP:Iteration 84Q (3697.435614 sec): 3 clusters Score: Raw -4328144.254806 + Penalty 3395.851086 = -4324748.403720 nChanged 1 SP:Iteration 85Q (3697.520899 sec): 3 clusters Score: Raw -4328144.272056 + Penalty 3395.851086 = -4324748.420970 nChanged 0 SP:Iteration 86F (3697.615591 sec): 3 clusters Score: Raw -4328144.272056 + Penalty 3395.851086 = -4324748.420970 nChanged 0 Score: Raw -83918345.423724 + Penalty 48052.127359 = -83870293.296365 Splitting cluster 5 changes total score from -83841019.357378 to -83870293.296365 So it's getting split into cluster 22. Trying to split cluster 6 (25096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3706.970692 sec): 2 clusters Score: Raw -3236154.116266 + Penalty 1646.200359 = -3234507.915906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3707.043519 sec): 3 clusters Score: Raw -3220816.160506 + Penalty 3292.400719 = -3217523.759787 nChanged 11454 SP:Iteration 1F (3707.129540 sec): 3 clusters Score: Raw -3227063.220060 + Penalty 3292.400719 = -3223770.819342 nChanged 1219 SP:Iteration 2Q (3707.217078 sec): 3 clusters Score: Raw -3227464.822432 + Penalty 3292.400719 = -3224172.421713 nChanged 1103 SP:Iteration 3Q (3707.301037 sec): 3 clusters Score: Raw -3227839.876913 + Penalty 3292.400719 = -3224547.476194 nChanged 1122 SP:Iteration 4Q (3707.389181 sec): 3 clusters Score: Raw -3228293.927931 + Penalty 3292.400719 = -3225001.527212 nChanged 1266 SP:Iteration 5F (3707.473906 sec): 3 clusters Score: Raw -3228936.800308 + Penalty 3292.400719 = -3225644.399590 nChanged 1566 SP:Iteration 6F (3707.544867 sec): 3 clusters Score: Raw -3230001.896340 + Penalty 3292.400719 = -3226709.495621 nChanged 1856 SP:Iteration 7F (3707.623376 sec): 3 clusters Score: Raw -3231551.145669 + Penalty 3292.400719 = -3228258.744950 nChanged 1977 SP:Iteration 8F (3707.699770 sec): 3 clusters Score: Raw -3233269.386674 + Penalty 3292.400719 = -3229976.985955 nChanged 1749 SP:Iteration 9F (3707.779973 sec): 3 clusters Score: Raw -3234750.777404 + Penalty 3292.400719 = -3231458.376686 nChanged 1329 SP:Iteration 10F (3707.863075 sec): 3 clusters Score: Raw -3235663.369914 + Penalty 3292.400719 = -3232370.969196 nChanged 891 SP:Iteration 11Q (3707.946501 sec): 3 clusters Score: Raw -3236173.204342 + Penalty 3292.400719 = -3232880.803623 nChanged 591 SP:Iteration 12Q (3708.036706 sec): 3 clusters Score: Raw -3236431.525218 + Penalty 3292.400719 = -3233139.124499 nChanged 386 SP:Iteration 13Q (3708.124527 sec): 3 clusters Score: Raw -3236588.738809 + Penalty 3292.400719 = -3233296.338090 nChanged 301 SP:Iteration 14Q (3708.215293 sec): 3 clusters Score: Raw -3236706.568199 + Penalty 3292.400719 = -3233414.167480 nChanged 229 SP:Iteration 15Q (3708.281543 sec): 3 clusters Score: Raw -3236784.715444 + Penalty 3292.400719 = -3233492.314725 nChanged 176 SP:Iteration 16Q (3708.344822 sec): 3 clusters Score: Raw -3236839.274255 + Penalty 3292.400719 = -3233546.873536 nChanged 144 SP:Iteration 17Q (3708.443321 sec): 3 clusters Score: Raw -3236881.828152 + Penalty 3292.400719 = -3233589.427433 nChanged 110 SP:Iteration 18Q (3708.521272 sec): 3 clusters Score: Raw -3236913.567650 + Penalty 3292.400719 = -3233621.166932 nChanged 90 SP:Iteration 19Q (3708.615147 sec): 3 clusters Score: Raw -3236936.171166 + Penalty 3292.400719 = -3233643.770447 nChanged 77 SP:Iteration 20F (3708.707358 sec): 3 clusters Score: Raw -3236955.950744 + Penalty 3292.400719 = -3233663.550025 nChanged 66 SP:Iteration 21Q (3708.795805 sec): 3 clusters Score: Raw -3236973.964850 + Penalty 3292.400719 = -3233681.564131 nChanged 43 SP:Iteration 22Q (3708.885567 sec): 3 clusters Score: Raw -3236983.929999 + Penalty 3292.400719 = -3233691.529281 nChanged 31 SP:Iteration 23Q (3708.928429 sec): 3 clusters Score: Raw -3236991.214715 + Penalty 3292.400719 = -3233698.813996 nChanged 15 SP:Iteration 24Q (3709.022944 sec): 3 clusters Score: Raw -3236994.599378 + Penalty 3292.400719 = -3233702.198660 nChanged 12 SP:Iteration 25Q (3709.101942 sec): 3 clusters Score: Raw -3236997.071832 + Penalty 3292.400719 = -3233704.671114 nChanged 17 SP:Iteration 26Q (3709.190223 sec): 3 clusters Score: Raw -3237000.427876 + Penalty 3292.400719 = -3233708.027157 nChanged 15 SP:Iteration 27Q (3709.270566 sec): 3 clusters Score: Raw -3237003.693564 + Penalty 3292.400719 = -3233711.292845 nChanged 10 SP:Iteration 28Q (3709.365146 sec): 3 clusters Score: Raw -3237005.417096 + Penalty 3292.400719 = -3233713.016377 nChanged 5 SP:Iteration 29Q (3709.450285 sec): 3 clusters Score: Raw -3237006.282367 + Penalty 3292.400719 = -3233713.881648 nChanged 5 SP:Iteration 30Q (3709.540004 sec): 3 clusters Score: Raw -3237007.103199 + Penalty 3292.400719 = -3233714.702480 nChanged 7 SP:Iteration 31Q (3709.615971 sec): 3 clusters Score: Raw -3237008.398486 + Penalty 3292.400719 = -3233715.997767 nChanged 9 SP:Iteration 32Q (3709.694988 sec): 3 clusters Score: Raw -3237010.074546 + Penalty 3292.400719 = -3233717.673827 nChanged 6 SP:Iteration 33Q (3709.790698 sec): 3 clusters Score: Raw -3237011.331530 + Penalty 3292.400719 = -3233718.930812 nChanged 10 SP:Iteration 34Q (3709.881866 sec): 3 clusters Score: Raw -3237013.516435 + Penalty 3292.400719 = -3233721.115716 nChanged 8 SP:Iteration 35Q (3709.967004 sec): 3 clusters Score: Raw -3237015.145742 + Penalty 3292.400719 = -3233722.745024 nChanged 7 SP:Iteration 36Q (3710.039049 sec): 3 clusters Score: Raw -3237016.805232 + Penalty 3292.400719 = -3233724.404514 nChanged 10 SP:Iteration 37Q (3710.126716 sec): 3 clusters Score: Raw -3237018.389946 + Penalty 3292.400719 = -3233725.989228 nChanged 7 SP:Iteration 38Q (3710.201076 sec): 3 clusters Score: Raw -3237019.536816 + Penalty 3292.400719 = -3233727.136098 nChanged 7 SP:Iteration 39Q (3710.281187 sec): 3 clusters Score: Raw -3237020.619102 + Penalty 3292.400719 = -3233728.218383 nChanged 5 SP:Iteration 40F (3710.368748 sec): 3 clusters Score: Raw -3237021.737900 + Penalty 3292.400719 = -3233729.337181 nChanged 6 SP:Iteration 41Q (3710.444773 sec): 3 clusters Score: Raw -3237022.921105 + Penalty 3292.400719 = -3233730.520386 nChanged 6 SP:Iteration 42Q (3710.526338 sec): 3 clusters Score: Raw -3237024.032417 + Penalty 3292.400719 = -3233731.631698 nChanged 3 SP:Iteration 43Q (3710.603377 sec): 3 clusters Score: Raw -3237024.660240 + Penalty 3292.400719 = -3233732.259522 nChanged 7 SP:Iteration 44Q (3710.684000 sec): 3 clusters Score: Raw -3237027.405227 + Penalty 3292.400719 = -3233735.004509 nChanged 8 SP:Iteration 45Q (3710.763806 sec): 3 clusters Score: Raw -3237029.036563 + Penalty 3292.400719 = -3233736.635844 nChanged 6 SP:Iteration 46Q (3710.847186 sec): 3 clusters Score: Raw -3237030.061545 + Penalty 3292.400719 = -3233737.660827 nChanged 1 SP:Iteration 47Q (3710.930274 sec): 3 clusters Score: Raw -3237030.127366 + Penalty 3292.400719 = -3233737.726647 nChanged 2 SP:Iteration 48Q (3711.001030 sec): 3 clusters Score: Raw -3237030.547064 + Penalty 3292.400719 = -3233738.146345 nChanged 2 SP:Iteration 49Q (3711.089957 sec): 3 clusters Score: Raw -3237030.974183 + Penalty 3292.400719 = -3233738.573464 nChanged 2 SP:Iteration 50Q (3711.156259 sec): 3 clusters Score: Raw -3237031.311105 + Penalty 3292.400719 = -3233738.910386 nChanged 1 SP:Iteration 51Q (3711.229774 sec): 3 clusters Score: Raw -3237031.442179 + Penalty 3292.400719 = -3233739.041460 nChanged 0 SP:Iteration 52F (3711.316198 sec): 3 clusters Score: Raw -3237031.442179 + Penalty 3292.400719 = -3233739.041460 nChanged 0 Trying to split cluster 7 (20143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3711.367960 sec): 2 clusters Score: Raw -2296579.695271 + Penalty 1610.474468 = -2294969.220802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3711.448978 sec): 3 clusters Score: Raw -2284477.205921 + Penalty 3220.948937 = -2281256.256985 nChanged 9143 SP:Iteration 1F (3711.530809 sec): 3 clusters Score: Raw -2290974.624161 + Penalty 3220.948937 = -2287753.675224 nChanged 2173 SP:Iteration 2F (3711.612698 sec): 3 clusters Score: Raw -2293625.808226 + Penalty 3220.948937 = -2290404.859289 nChanged 2125 SP:Iteration 3F (3711.682353 sec): 3 clusters Score: Raw -2296198.171389 + Penalty 3220.948937 = -2292977.222452 nChanged 1651 SP:Iteration 4F (3711.771147 sec): 3 clusters Score: Raw -2297661.293308 + Penalty 3220.948937 = -2294440.344372 nChanged 1143 SP:Iteration 5F (3711.847360 sec): 3 clusters Score: Raw -2298353.421282 + Penalty 3220.948937 = -2295132.472345 nChanged 760 SP:Iteration 6Q (3711.930222 sec): 3 clusters Score: Raw -2298731.377266 + Penalty 3220.948937 = -2295510.428330 nChanged 547 SP:Iteration 7Q (3711.996601 sec): 3 clusters Score: Raw -2298970.640828 + Penalty 3220.948937 = -2295749.691891 nChanged 411 SP:Iteration 8Q (3712.074160 sec): 3 clusters Score: Raw -2299119.433458 + Penalty 3220.948937 = -2295898.484521 nChanged 336 SP:Iteration 9Q (3712.163849 sec): 3 clusters Score: Raw -2299211.830040 + Penalty 3220.948937 = -2295990.881103 nChanged 251 SP:Iteration 10Q (3712.238865 sec): 3 clusters Score: Raw -2299278.533016 + Penalty 3220.948937 = -2296057.584080 nChanged 221 SP:Iteration 11Q (3712.322916 sec): 3 clusters Score: Raw -2299322.817551 + Penalty 3220.948937 = -2296101.868615 nChanged 146 SP:Iteration 12Q (3712.404554 sec): 3 clusters Score: Raw -2299353.193848 + Penalty 3220.948937 = -2296132.244912 nChanged 119 SP:Iteration 13Q (3712.483032 sec): 3 clusters Score: Raw -2299378.270185 + Penalty 3220.948937 = -2296157.321249 nChanged 101 SP:Iteration 14Q (3712.547650 sec): 3 clusters Score: Raw -2299399.896960 + Penalty 3220.948937 = -2296178.948024 nChanged 100 SP:Iteration 15Q (3712.626838 sec): 3 clusters Score: Raw -2299416.629467 + Penalty 3220.948937 = -2296195.680531 nChanged 84 SP:Iteration 16Q (3712.704640 sec): 3 clusters Score: Raw -2299426.005086 + Penalty 3220.948937 = -2296205.056149 nChanged 56 SP:Iteration 17Q (3712.779514 sec): 3 clusters Score: Raw -2299432.346794 + Penalty 3220.948937 = -2296211.397858 nChanged 40 SP:Iteration 18Q (3712.867002 sec): 3 clusters Score: Raw -2299437.494532 + Penalty 3220.948937 = -2296216.545596 nChanged 41 SP:Iteration 19Q (3712.950709 sec): 3 clusters Score: Raw -2299443.139800 + Penalty 3220.948937 = -2296222.190864 nChanged 48 SP:Iteration 20F (3713.020978 sec): 3 clusters Score: Raw -2299449.639965 + Penalty 3220.948937 = -2296228.691028 nChanged 55 SP:Iteration 21Q (3713.108035 sec): 3 clusters Score: Raw -2299455.508974 + Penalty 3220.948937 = -2296234.560038 nChanged 47 SP:Iteration 22Q (3713.197048 sec): 3 clusters Score: Raw -2299462.228014 + Penalty 3220.948937 = -2296241.279077 nChanged 45 SP:Iteration 23Q (3713.279036 sec): 3 clusters Score: Raw -2299469.120058 + Penalty 3220.948937 = -2296248.171121 nChanged 51 SP:Iteration 24Q (3713.359569 sec): 3 clusters Score: Raw -2299475.323998 + Penalty 3220.948937 = -2296254.375061 nChanged 57 SP:Iteration 25Q (3713.429367 sec): 3 clusters Score: Raw -2299481.139168 + Penalty 3220.948937 = -2296260.190232 nChanged 42 SP:Iteration 26Q (3713.510124 sec): 3 clusters Score: Raw -2299486.003737 + Penalty 3220.948937 = -2296265.054801 nChanged 37 SP:Iteration 27Q (3713.585694 sec): 3 clusters Score: Raw -2299490.079295 + Penalty 3220.948937 = -2296269.130358 nChanged 38 SP:Iteration 28Q (3713.663660 sec): 3 clusters Score: Raw -2299495.156347 + Penalty 3220.948937 = -2296274.207411 nChanged 46 SP:Iteration 29Q (3713.745815 sec): 3 clusters Score: Raw -2299500.992703 + Penalty 3220.948937 = -2296280.043767 nChanged 44 SP:Iteration 30Q (3713.823512 sec): 3 clusters Score: Raw -2299507.191141 + Penalty 3220.948937 = -2296286.242205 nChanged 52 SP:Iteration 31Q (3713.903895 sec): 3 clusters Score: Raw -2299513.360232 + Penalty 3220.948937 = -2296292.411295 nChanged 43 SP:Iteration 32Q (3713.976775 sec): 3 clusters Score: Raw -2299519.669256 + Penalty 3220.948937 = -2296298.720320 nChanged 50 SP:Iteration 33Q (3714.039963 sec): 3 clusters Score: Raw -2299527.205059 + Penalty 3220.948937 = -2296306.256122 nChanged 42 SP:Iteration 34Q (3714.117158 sec): 3 clusters Score: Raw -2299537.355541 + Penalty 3220.948937 = -2296316.406605 nChanged 49 SP:Iteration 35Q (3714.192932 sec): 3 clusters Score: Raw -2299547.763043 + Penalty 3220.948937 = -2296326.814107 nChanged 51 SP:Iteration 36Q (3714.266863 sec): 3 clusters Score: Raw -2299556.292314 + Penalty 3220.948937 = -2296335.343378 nChanged 56 SP:Iteration 37Q (3714.338203 sec): 3 clusters Score: Raw -2299565.582786 + Penalty 3220.948937 = -2296344.633849 nChanged 65 SP:Iteration 38Q (3714.415642 sec): 3 clusters Score: Raw -2299577.277398 + Penalty 3220.948937 = -2296356.328462 nChanged 64 SP:Iteration 39Q (3714.482568 sec): 3 clusters Score: Raw -2299587.762959 + Penalty 3220.948937 = -2296366.814023 nChanged 54 SP:Iteration 40F (3714.545365 sec): 3 clusters Score: Raw -2299594.653050 + Penalty 3220.948937 = -2296373.704113 nChanged 49 SP:Iteration 41Q (3714.622501 sec): 3 clusters Score: Raw -2299600.664806 + Penalty 3220.948937 = -2296379.715870 nChanged 41 SP:Iteration 42Q (3714.700589 sec): 3 clusters Score: Raw -2299604.426972 + Penalty 3220.948937 = -2296383.478035 nChanged 34 SP:Iteration 43Q (3714.777478 sec): 3 clusters Score: Raw -2299607.170903 + Penalty 3220.948937 = -2296386.221966 nChanged 35 SP:Iteration 44Q (3714.856403 sec): 3 clusters Score: Raw -2299609.500641 + Penalty 3220.948937 = -2296388.551704 nChanged 27 SP:Iteration 45Q (3714.917053 sec): 3 clusters Score: Raw -2299611.105163 + Penalty 3220.948937 = -2296390.156226 nChanged 28 SP:Iteration 46Q (3714.987936 sec): 3 clusters Score: Raw -2299612.624080 + Penalty 3220.948937 = -2296391.675144 nChanged 21 SP:Iteration 47Q (3715.075419 sec): 3 clusters Score: Raw -2299614.063417 + Penalty 3220.948937 = -2296393.114481 nChanged 26 SP:Iteration 48Q (3715.139159 sec): 3 clusters Score: Raw -2299616.014445 + Penalty 3220.948937 = -2296395.065509 nChanged 16 SP:Iteration 49Q (3715.214454 sec): 3 clusters Score: Raw -2299616.941724 + Penalty 3220.948937 = -2296395.992788 nChanged 14 SP:Iteration 50Q (3715.294644 sec): 3 clusters Score: Raw -2299618.581453 + Penalty 3220.948937 = -2296397.632516 nChanged 18 SP:Iteration 51Q (3715.379794 sec): 3 clusters Score: Raw -2299619.777931 + Penalty 3220.948937 = -2296398.828995 nChanged 15 SP:Iteration 52Q (3715.445836 sec): 3 clusters Score: Raw -2299621.582468 + Penalty 3220.948937 = -2296400.633532 nChanged 14 SP:Iteration 53Q (3715.528102 sec): 3 clusters Score: Raw -2299623.076144 + Penalty 3220.948937 = -2296402.127208 nChanged 18 SP:Iteration 54Q (3715.601459 sec): 3 clusters Score: Raw -2299625.015324 + Penalty 3220.948937 = -2296404.066387 nChanged 15 SP:Iteration 55Q (3715.663496 sec): 3 clusters Score: Raw -2299626.566627 + Penalty 3220.948937 = -2296405.617690 nChanged 12 SP:Iteration 56Q (3715.738893 sec): 3 clusters Score: Raw -2299627.654995 + Penalty 3220.948937 = -2296406.706058 nChanged 19 SP:Iteration 57Q (3715.814579 sec): 3 clusters Score: Raw -2299630.110663 + Penalty 3220.948937 = -2296409.161727 nChanged 12 SP:Iteration 58Q (3715.906399 sec): 3 clusters Score: Raw -2299633.328789 + Penalty 3220.948937 = -2296412.379853 nChanged 23 SP:Iteration 59Q (3715.984499 sec): 3 clusters Score: Raw -2299635.825779 + Penalty 3220.948937 = -2296414.876843 nChanged 17 SP:Iteration 60F (3716.057905 sec): 3 clusters Score: Raw -2299637.111789 + Penalty 3220.948937 = -2296416.162852 nChanged 10 SP:Iteration 61Q (3716.128769 sec): 3 clusters Score: Raw -2299638.184270 + Penalty 3220.948937 = -2296417.235333 nChanged 9 SP:Iteration 62Q (3716.215287 sec): 3 clusters Score: Raw -2299638.845740 + Penalty 3220.948937 = -2296417.896803 nChanged 9 SP:Iteration 63Q (3716.289181 sec): 3 clusters Score: Raw -2299639.375778 + Penalty 3220.948937 = -2296418.426841 nChanged 5 SP:Iteration 64Q (3716.369553 sec): 3 clusters Score: Raw -2299639.639021 + Penalty 3220.948937 = -2296418.690085 nChanged 7 SP:Iteration 65Q (3716.437465 sec): 3 clusters Score: Raw -2299640.100975 + Penalty 3220.948937 = -2296419.152038 nChanged 8 SP:Iteration 66Q (3716.524485 sec): 3 clusters Score: Raw -2299640.764598 + Penalty 3220.948937 = -2296419.815661 nChanged 9 SP:Iteration 67Q (3716.596353 sec): 3 clusters Score: Raw -2299641.460095 + Penalty 3220.948937 = -2296420.511159 nChanged 6 SP:Iteration 68Q (3716.683464 sec): 3 clusters Score: Raw -2299641.815117 + Penalty 3220.948937 = -2296420.866181 nChanged 6 SP:Iteration 69Q (3716.764000 sec): 3 clusters Score: Raw -2299642.239425 + Penalty 3220.948937 = -2296421.290489 nChanged 8 SP:Iteration 70Q (3716.843937 sec): 3 clusters Score: Raw -2299642.879042 + Penalty 3220.948937 = -2296421.930105 nChanged 17 SP:Iteration 71Q (3716.922495 sec): 3 clusters Score: Raw -2299643.861029 + Penalty 3220.948937 = -2296422.912092 nChanged 9 SP:Iteration 72Q (3716.993987 sec): 3 clusters Score: Raw -2299644.599449 + Penalty 3220.948937 = -2296423.650512 nChanged 12 SP:Iteration 73Q (3717.068505 sec): 3 clusters Score: Raw -2299645.393599 + Penalty 3220.948937 = -2296424.444663 nChanged 7 SP:Iteration 74Q (3717.141181 sec): 3 clusters Score: Raw -2299645.796108 + Penalty 3220.948937 = -2296424.847171 nChanged 8 SP:Iteration 75Q (3717.224244 sec): 3 clusters Score: Raw -2299645.994382 + Penalty 3220.948937 = -2296425.045445 nChanged 2 SP:Iteration 76Q (3717.286127 sec): 3 clusters Score: Raw -2299646.050387 + Penalty 3220.948937 = -2296425.101450 nChanged 0 SP:Iteration 77F (3717.372097 sec): 3 clusters Score: Raw -2299646.050387 + Penalty 3220.948937 = -2296425.101450 nChanged 0 Score: Raw -83921411.778839 + Penalty 50236.314967 = -83871175.463873 Splitting cluster 7 changes total score from -83841019.357378 to -83871175.463873 So it's getting split into cluster 23. Trying to split cluster 8 (66859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3727.046014 sec): 2 clusters Score: Raw -8475969.911187 + Penalty 1805.430446 = -8474164.480741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3727.192427 sec): 3 clusters Score: Raw -8433224.391042 + Penalty 3610.860891 = -8429613.530151 nChanged 31587 SP:Iteration 1F (3727.345910 sec): 3 clusters Score: Raw -8452550.315749 + Penalty 3610.860891 = -8448939.454858 nChanged 3785 SP:Iteration 2F (3727.501022 sec): 3 clusters Score: Raw -8454539.679773 + Penalty 3610.860891 = -8450928.818882 nChanged 4221 SP:Iteration 3F (3727.648668 sec): 3 clusters Score: Raw -8457152.617577 + Penalty 3610.860891 = -8453541.756686 nChanged 4643 SP:Iteration 4F (3727.802390 sec): 3 clusters Score: Raw -8460525.468213 + Penalty 3610.860891 = -8456914.607322 nChanged 4719 SP:Iteration 5F (3727.966534 sec): 3 clusters Score: Raw -8464492.265048 + Penalty 3610.860891 = -8460881.404157 nChanged 4517 SP:Iteration 6F (3728.111152 sec): 3 clusters Score: Raw -8468425.533973 + Penalty 3610.860891 = -8464814.673082 nChanged 4001 SP:Iteration 7F (3728.259768 sec): 3 clusters Score: Raw -8471348.822460 + Penalty 3610.860891 = -8467737.961569 nChanged 3116 SP:Iteration 8Q (3728.408776 sec): 3 clusters Score: Raw -8473111.685130 + Penalty 3610.860891 = -8469500.824239 nChanged 2324 SP:Iteration 9Q (3728.547490 sec): 3 clusters Score: Raw -8474145.110822 + Penalty 3610.860891 = -8470534.249931 nChanged 1821 SP:Iteration 10Q (3728.698013 sec): 3 clusters Score: Raw -8474901.285275 + Penalty 3610.860891 = -8471290.424384 nChanged 1550 SP:Iteration 11Q (3728.838603 sec): 3 clusters Score: Raw -8475487.230592 + Penalty 3610.860891 = -8471876.369701 nChanged 1356 SP:Iteration 12Q (3728.991407 sec): 3 clusters Score: Raw -8475967.856680 + Penalty 3610.860891 = -8472356.995789 nChanged 1240 SP:Iteration 13Q (3729.151266 sec): 3 clusters Score: Raw -8476368.631617 + Penalty 3610.860891 = -8472757.770726 nChanged 1089 SP:Iteration 14Q (3729.298822 sec): 3 clusters Score: Raw -8476709.165665 + Penalty 3610.860891 = -8473098.304774 nChanged 1028 SP:Iteration 15Q (3729.449431 sec): 3 clusters Score: Raw -8477026.323839 + Penalty 3610.860891 = -8473415.462948 nChanged 930 SP:Iteration 16Q (3729.583214 sec): 3 clusters Score: Raw -8477283.867318 + Penalty 3610.860891 = -8473673.006427 nChanged 871 SP:Iteration 17Q (3729.731349 sec): 3 clusters Score: Raw -8477519.383027 + Penalty 3610.860891 = -8473908.522136 nChanged 819 SP:Iteration 18Q (3729.893947 sec): 3 clusters Score: Raw -8477718.217030 + Penalty 3610.860891 = -8474107.356139 nChanged 720 SP:Iteration 19Q (3730.039219 sec): 3 clusters Score: Raw -8477874.145142 + Penalty 3610.860891 = -8474263.284251 nChanged 614 SP:Iteration 20F (3730.202187 sec): 3 clusters Score: Raw -8478005.698105 + Penalty 3610.860891 = -8474394.837214 nChanged 569 SP:Iteration 21Q (3730.357726 sec): 3 clusters Score: Raw -8478105.541009 + Penalty 3610.860891 = -8474494.680118 nChanged 477 SP:Iteration 22Q (3730.513467 sec): 3 clusters Score: Raw -8478175.457469 + Penalty 3610.860891 = -8474564.596578 nChanged 379 SP:Iteration 23Q (3730.670343 sec): 3 clusters Score: Raw -8478221.007348 + Penalty 3610.860891 = -8474610.146457 nChanged 274 SP:Iteration 24Q (3730.819891 sec): 3 clusters Score: Raw -8478251.022329 + Penalty 3610.860891 = -8474640.161438 nChanged 233 SP:Iteration 25Q (3730.940339 sec): 3 clusters Score: Raw -8478269.166667 + Penalty 3610.860891 = -8474658.305776 nChanged 171 SP:Iteration 26Q (3731.102593 sec): 3 clusters Score: Raw -8478279.783558 + Penalty 3610.860891 = -8474668.922667 nChanged 126 SP:Iteration 27Q (3731.260658 sec): 3 clusters Score: Raw -8478286.354767 + Penalty 3610.860891 = -8474675.493876 nChanged 119 SP:Iteration 28Q (3731.413664 sec): 3 clusters Score: Raw -8478291.577141 + Penalty 3610.860891 = -8474680.716250 nChanged 101 SP:Iteration 29Q (3731.572875 sec): 3 clusters Score: Raw -8478295.136566 + Penalty 3610.860891 = -8474684.275675 nChanged 74 SP:Iteration 30Q (3731.731608 sec): 3 clusters Score: Raw -8478297.905654 + Penalty 3610.860891 = -8474687.044763 nChanged 71 SP:Iteration 31Q (3731.891007 sec): 3 clusters Score: Raw -8478300.206272 + Penalty 3610.860891 = -8474689.345381 nChanged 61 SP:Iteration 32Q (3732.051186 sec): 3 clusters Score: Raw -8478302.326528 + Penalty 3610.860891 = -8474691.465637 nChanged 50 SP:Iteration 33Q (3732.209436 sec): 3 clusters Score: Raw -8478303.998504 + Penalty 3610.860891 = -8474693.137613 nChanged 56 SP:Iteration 34Q (3732.356153 sec): 3 clusters Score: Raw -8478305.797963 + Penalty 3610.860891 = -8474694.937072 nChanged 49 SP:Iteration 35Q (3732.513787 sec): 3 clusters Score: Raw -8478307.440567 + Penalty 3610.860891 = -8474696.579676 nChanged 43 SP:Iteration 36Q (3732.662232 sec): 3 clusters Score: Raw -8478308.692475 + Penalty 3610.860891 = -8474697.831584 nChanged 50 SP:Iteration 37Q (3732.811422 sec): 3 clusters Score: Raw -8478310.016619 + Penalty 3610.860891 = -8474699.155728 nChanged 37 SP:Iteration 38Q (3732.939263 sec): 3 clusters Score: Raw -8478310.861270 + Penalty 3610.860891 = -8474700.000379 nChanged 29 SP:Iteration 39Q (3733.081884 sec): 3 clusters Score: Raw -8478311.575340 + Penalty 3610.860891 = -8474700.714449 nChanged 29 SP:Iteration 40F (3733.238553 sec): 3 clusters Score: Raw -8478312.306272 + Penalty 3610.860891 = -8474701.445381 nChanged 27 SP:Iteration 41Q (3733.393067 sec): 3 clusters Score: Raw -8478313.091069 + Penalty 3610.860891 = -8474702.230178 nChanged 26 SP:Iteration 42Q (3733.554274 sec): 3 clusters Score: Raw -8478313.899113 + Penalty 3610.860891 = -8474703.038222 nChanged 24 SP:Iteration 43Q (3733.693836 sec): 3 clusters Score: Raw -8478314.522665 + Penalty 3610.860891 = -8474703.661774 nChanged 24 SP:Iteration 44Q (3733.842303 sec): 3 clusters Score: Raw -8478315.082135 + Penalty 3610.860891 = -8474704.221244 nChanged 12 SP:Iteration 45Q (3733.999358 sec): 3 clusters Score: Raw -8478315.379465 + Penalty 3610.860891 = -8474704.518574 nChanged 16 SP:Iteration 46Q (3734.145257 sec): 3 clusters Score: Raw -8478315.708392 + Penalty 3610.860891 = -8474704.847500 nChanged 19 SP:Iteration 47Q (3734.292380 sec): 3 clusters Score: Raw -8478315.988331 + Penalty 3610.860891 = -8474705.127440 nChanged 13 SP:Iteration 48Q (3734.440075 sec): 3 clusters Score: Raw -8478316.211726 + Penalty 3610.860891 = -8474705.350835 nChanged 9 SP:Iteration 49Q (3734.589286 sec): 3 clusters Score: Raw -8478316.430549 + Penalty 3610.860891 = -8474705.569658 nChanged 10 SP:Iteration 50Q (3734.733411 sec): 3 clusters Score: Raw -8478316.581118 + Penalty 3610.860891 = -8474705.720227 nChanged 6 SP:Iteration 51Q (3734.889100 sec): 3 clusters Score: Raw -8478316.665950 + Penalty 3610.860891 = -8474705.805059 nChanged 2 SP:Iteration 52Q (3735.052840 sec): 3 clusters Score: Raw -8478316.681555 + Penalty 3610.860891 = -8474705.820664 nChanged 1 SP:Iteration 53Q (3735.205952 sec): 3 clusters Score: Raw -8478316.701257 + Penalty 3610.860891 = -8474705.840366 nChanged 4 SP:Iteration 54Q (3735.358284 sec): 3 clusters Score: Raw -8478316.755926 + Penalty 3610.860891 = -8474705.895035 nChanged 3 SP:Iteration 55Q (3735.517988 sec): 3 clusters Score: Raw -8478316.810681 + Penalty 3610.860891 = -8474705.949790 nChanged 4 SP:Iteration 56Q (3735.677588 sec): 3 clusters Score: Raw -8478316.899180 + Penalty 3610.860891 = -8474706.038289 nChanged 7 SP:Iteration 57Q (3735.835558 sec): 3 clusters Score: Raw -8478317.021949 + Penalty 3610.860891 = -8474706.161058 nChanged 4 SP:Iteration 58Q (3735.987300 sec): 3 clusters Score: Raw -8478317.078656 + Penalty 3610.860891 = -8474706.217765 nChanged 3 SP:Iteration 59Q (3736.144908 sec): 3 clusters Score: Raw -8478317.116615 + Penalty 3610.860891 = -8474706.255724 nChanged 1 SP:Iteration 60F (3736.306427 sec): 3 clusters Score: Raw -8478317.121307 + Penalty 3610.860891 = -8474706.260416 nChanged 0 Score: Raw -83923758.988960 + Penalty 52420.502574 = -83871338.486386 Splitting cluster 8 changes total score from -83841019.357378 to -83871338.486386 So it's getting split into cluster 24. Trying to split cluster 9 (190777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3746.676985 sec): 2 clusters Score: Raw -23946247.349185 + Penalty 1975.814829 = -23944271.534356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3747.037675 sec): 3 clusters Score: Raw -23820037.822870 + Penalty 3951.629658 = -23816086.193212 nChanged 92391 SP:Iteration 1F (3747.381914 sec): 3 clusters Score: Raw -23879432.875820 + Penalty 3951.629658 = -23875481.246163 nChanged 11446 SP:Iteration 2F (3747.739643 sec): 3 clusters Score: Raw -23887166.325927 + Penalty 3951.629658 = -23883214.696269 nChanged 14921 SP:Iteration 3F (3748.066210 sec): 3 clusters Score: Raw -23901080.857897 + Penalty 3951.629658 = -23897129.228240 nChanged 18506 SP:Iteration 4F (3748.394384 sec): 3 clusters Score: Raw -23922578.861962 + Penalty 3951.629658 = -23918627.232304 nChanged 19057 SP:Iteration 5F (3748.697566 sec): 3 clusters Score: Raw -23945168.233350 + Penalty 3951.629658 = -23941216.603692 nChanged 13488 SP:Iteration 6F (3749.049877 sec): 3 clusters Score: Raw -23957604.581512 + Penalty 3951.629658 = -23953652.951855 nChanged 7304 SP:Iteration 7Q (3749.411763 sec): 3 clusters Score: Raw -23961983.764449 + Penalty 3951.629658 = -23958032.134792 nChanged 3932 SP:Iteration 8Q (3749.763533 sec): 3 clusters Score: Raw -23963472.757844 + Penalty 3951.629658 = -23959521.128187 nChanged 2291 SP:Iteration 9Q (3750.116809 sec): 3 clusters Score: Raw -23964092.483388 + Penalty 3951.629658 = -23960140.853730 nChanged 1498 SP:Iteration 10Q (3750.470560 sec): 3 clusters Score: Raw -23964394.608721 + Penalty 3951.629658 = -23960442.979064 nChanged 1140 SP:Iteration 11Q (3750.783239 sec): 3 clusters Score: Raw -23964579.070642 + Penalty 3951.629658 = -23960627.440984 nChanged 924 SP:Iteration 12Q (3751.091376 sec): 3 clusters Score: Raw -23964702.450048 + Penalty 3951.629658 = -23960750.820390 nChanged 750 SP:Iteration 13Q (3751.413326 sec): 3 clusters Score: Raw -23964784.732944 + Penalty 3951.629658 = -23960833.103286 nChanged 558 SP:Iteration 14Q (3751.759971 sec): 3 clusters Score: Raw -23964832.145605 + Penalty 3951.629658 = -23960880.515947 nChanged 480 SP:Iteration 15Q (3752.108605 sec): 3 clusters Score: Raw -23964866.770217 + Penalty 3951.629658 = -23960915.140559 nChanged 399 SP:Iteration 16Q (3752.456473 sec): 3 clusters Score: Raw -23964889.546688 + Penalty 3951.629658 = -23960937.917030 nChanged 318 SP:Iteration 17Q (3752.795927 sec): 3 clusters Score: Raw -23964904.482862 + Penalty 3951.629658 = -23960952.853204 nChanged 277 SP:Iteration 18Q (3753.129748 sec): 3 clusters Score: Raw -23964915.919617 + Penalty 3951.629658 = -23960964.289959 nChanged 234 SP:Iteration 19Q (3753.447815 sec): 3 clusters Score: Raw -23964924.671501 + Penalty 3951.629658 = -23960973.041843 nChanged 207 SP:Iteration 20F (3753.775205 sec): 3 clusters Score: Raw -23964931.168864 + Penalty 3951.629658 = -23960979.539207 nChanged 159 SP:Iteration 21Q (3754.104706 sec): 3 clusters Score: Raw -23964935.338859 + Penalty 3951.629658 = -23960983.709201 nChanged 135 SP:Iteration 22Q (3754.450876 sec): 3 clusters Score: Raw -23964938.835875 + Penalty 3951.629658 = -23960987.206217 nChanged 120 SP:Iteration 23Q (3754.789433 sec): 3 clusters Score: Raw -23964941.104490 + Penalty 3951.629658 = -23960989.474832 nChanged 86 SP:Iteration 24Q (3755.125709 sec): 3 clusters Score: Raw -23964942.711057 + Penalty 3951.629658 = -23960991.081400 nChanged 80 SP:Iteration 25Q (3755.444965 sec): 3 clusters Score: Raw -23964944.032535 + Penalty 3951.629658 = -23960992.402877 nChanged 59 SP:Iteration 26Q (3755.778502 sec): 3 clusters Score: Raw -23964944.978144 + Penalty 3951.629658 = -23960993.348486 nChanged 61 SP:Iteration 27Q (3756.087226 sec): 3 clusters Score: Raw -23964945.824800 + Penalty 3951.629658 = -23960994.195143 nChanged 46 SP:Iteration 28Q (3756.394257 sec): 3 clusters Score: Raw -23964946.395514 + Penalty 3951.629658 = -23960994.765856 nChanged 36 SP:Iteration 29Q (3756.735648 sec): 3 clusters Score: Raw -23964946.838688 + Penalty 3951.629658 = -23960995.209031 nChanged 25 SP:Iteration 30Q (3757.074476 sec): 3 clusters Score: Raw -23964947.057531 + Penalty 3951.629658 = -23960995.427873 nChanged 22 SP:Iteration 31Q (3757.422640 sec): 3 clusters Score: Raw -23964947.286401 + Penalty 3951.629658 = -23960995.656743 nChanged 25 SP:Iteration 32Q (3757.764156 sec): 3 clusters Score: Raw -23964947.582843 + Penalty 3951.629658 = -23960995.953185 nChanged 26 SP:Iteration 33Q (3758.099643 sec): 3 clusters Score: Raw -23964947.877974 + Penalty 3951.629658 = -23960996.248316 nChanged 18 SP:Iteration 34Q (3758.428661 sec): 3 clusters Score: Raw -23964948.091136 + Penalty 3951.629658 = -23960996.461478 nChanged 19 SP:Iteration 35Q (3758.744572 sec): 3 clusters Score: Raw -23964948.289025 + Penalty 3951.629658 = -23960996.659367 nChanged 17 SP:Iteration 36Q (3759.057712 sec): 3 clusters Score: Raw -23964948.445283 + Penalty 3951.629658 = -23960996.815625 nChanged 12 SP:Iteration 37Q (3759.400350 sec): 3 clusters Score: Raw -23964948.551314 + Penalty 3951.629658 = -23960996.921656 nChanged 11 SP:Iteration 38Q (3759.747175 sec): 3 clusters Score: Raw -23964948.633194 + Penalty 3951.629658 = -23960997.003536 nChanged 2 SP:Iteration 39Q (3760.083690 sec): 3 clusters Score: Raw -23964948.645771 + Penalty 3951.629658 = -23960997.016114 nChanged 3 SP:Iteration 40F (3760.440073 sec): 3 clusters Score: Raw -23964948.662340 + Penalty 3951.629658 = -23960997.032683 nChanged 1 SP:Iteration 41Q (3760.782935 sec): 3 clusters Score: Raw -23964948.674600 + Penalty 3951.629658 = -23960997.044943 nChanged 1 SP:Iteration 42Q (3761.097950 sec): 3 clusters Score: Raw -23964948.680960 + Penalty 3951.629658 = -23960997.051302 nChanged 2 SP:Iteration 43Q (3761.415498 sec): 3 clusters Score: Raw -23964948.695158 + Penalty 3951.629658 = -23960997.065500 nChanged 1 SP:Iteration 44Q (3761.744305 sec): 3 clusters Score: Raw -23964948.699076 + Penalty 3951.629658 = -23960997.069418 nChanged 1 SP:Iteration 45Q (3762.083769 sec): 3 clusters Score: Raw -23964948.701745 + Penalty 3951.629658 = -23960997.072087 nChanged 0 SP:Iteration 46F (3762.424661 sec): 3 clusters Score: Raw -23964948.701745 + Penalty 3951.629658 = -23960997.072087 nChanged 0 Score: Raw -83942460.341523 + Penalty 54604.690181 = -83887855.651341 Splitting cluster 9 changes total score from -83841019.357378 to -83887855.651341 So it's getting split into cluster 25. Trying to split cluster 10 (1467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3772.977180 sec): 2 clusters Score: Raw -161638.515289 + Penalty 1184.783401 = -160453.731888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3773.021616 sec): 3 clusters Score: Raw -161185.059400 + Penalty 2369.566803 = -158815.492597 nChanged 519 SP:Iteration 1F (3773.068658 sec): 3 clusters Score: Raw -161832.435985 + Penalty 2369.566803 = -159462.869182 nChanged 144 SP:Iteration 2F (3773.109160 sec): 3 clusters Score: Raw -162075.386871 + Penalty 2369.566803 = -159705.820068 nChanged 90 SP:Iteration 3F (3773.159548 sec): 3 clusters Score: Raw -162195.155278 + Penalty 2369.566803 = -159825.588475 nChanged 71 SP:Iteration 4Q (3773.210803 sec): 3 clusters Score: Raw -162274.863749 + Penalty 2369.566803 = -159905.296946 nChanged 51 SP:Iteration 5Q (3773.248443 sec): 3 clusters Score: Raw -162325.891062 + Penalty 2369.566803 = -159956.324259 nChanged 50 SP:Iteration 6Q (3773.298744 sec): 3 clusters Score: Raw -162366.494358 + Penalty 2369.566803 = -159996.927556 nChanged 46 SP:Iteration 7Q (3773.347744 sec): 3 clusters Score: Raw -162411.254526 + Penalty 2369.566803 = -160041.687723 nChanged 45 SP:Iteration 8Q (3773.398142 sec): 3 clusters Score: Raw -162451.400591 + Penalty 2369.566803 = -160081.833788 nChanged 39 SP:Iteration 9Q (3773.448511 sec): 3 clusters Score: Raw -162493.761917 + Penalty 2369.566803 = -160124.195114 nChanged 39 SP:Iteration 10Q (3773.496232 sec): 3 clusters Score: Raw -162554.138659 + Penalty 2369.566803 = -160184.571856 nChanged 42 SP:Iteration 11Q (3773.544789 sec): 3 clusters Score: Raw -162638.070168 + Penalty 2369.566803 = -160268.503365 nChanged 47 SP:Iteration 12Q (3773.594457 sec): 3 clusters Score: Raw -162754.609576 + Penalty 2369.566803 = -160385.042773 nChanged 43 SP:Iteration 13Q (3773.651963 sec): 3 clusters Score: Raw -162858.166511 + Penalty 2369.566803 = -160488.599709 nChanged 41 SP:Iteration 14Q (3773.684568 sec): 3 clusters Score: Raw -162955.665293 + Penalty 2369.566803 = -160586.098490 nChanged 41 SP:Iteration 15Q (3773.728565 sec): 3 clusters Score: Raw -163049.165723 + Penalty 2369.566803 = -160679.598920 nChanged 42 SP:Iteration 16Q (3773.785311 sec): 3 clusters Score: Raw -163137.046495 + Penalty 2369.566803 = -160767.479692 nChanged 30 SP:Iteration 17Q (3773.833682 sec): 3 clusters Score: Raw -163221.385349 + Penalty 2369.566803 = -160851.818546 nChanged 32 SP:Iteration 18Q (3773.867724 sec): 3 clusters Score: Raw -163327.799131 + Penalty 2369.566803 = -160958.232329 nChanged 18 SP:Iteration 19Q (3773.919240 sec): 3 clusters Score: Raw -163360.594876 + Penalty 2369.566803 = -160991.028074 nChanged 7 SP:Iteration 20F (3773.967422 sec): 3 clusters Score: Raw -163374.535448 + Penalty 2369.566803 = -161004.968645 nChanged 5 SP:Iteration 21Q (3774.014608 sec): 3 clusters Score: Raw -163383.894110 + Penalty 2369.566803 = -161014.327307 nChanged 3 SP:Iteration 22Q (3774.057973 sec): 3 clusters Score: Raw -163387.845846 + Penalty 2369.566803 = -161018.279043 nChanged 0 SP:Iteration 23F (3774.108388 sec): 3 clusters Score: Raw -163387.845846 + Penalty 2369.566803 = -161018.279043 nChanged 0 Score: Raw -83944209.672079 + Penalty 56788.877788 = -83887420.794290 Splitting cluster 10 changes total score from -83841019.357378 to -83887420.794290 So it's getting split into cluster 26. Trying to split cluster 11 (703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3785.780692 sec): 2 clusters Score: Raw -76050.241457 + Penalty 1065.245495 = -74984.995962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3785.825347 sec): 3 clusters Score: Raw -75983.454241 + Penalty 2130.490990 = -73852.963251 nChanged 227 SP:Iteration 1F (3785.874860 sec): 3 clusters Score: Raw -76389.128643 + Penalty 2130.490990 = -74258.637653 nChanged 74 SP:Iteration 2F (3785.923406 sec): 3 clusters Score: Raw -76548.419856 + Penalty 2130.490990 = -74417.928866 nChanged 52 SP:Iteration 3F (3785.962497 sec): 3 clusters Score: Raw -76706.052970 + Penalty 2130.490990 = -74575.561980 nChanged 45 SP:Iteration 4F (3786.011142 sec): 3 clusters Score: Raw -76838.284495 + Penalty 2130.490990 = -74707.793505 nChanged 25 SP:Iteration 5Q (3786.054815 sec): 3 clusters Score: Raw -76966.563179 + Penalty 2130.490990 = -74836.072189 nChanged 27 SP:Iteration 6Q (3786.104077 sec): 3 clusters Score: Raw -77062.381169 + Penalty 2130.490990 = -74931.890179 nChanged 20 SP:Iteration 7Q (3786.157294 sec): 3 clusters Score: Raw -77211.547254 + Penalty 2130.490990 = -75081.056264 nChanged 12 SP:Iteration 8Q (3786.197474 sec): 3 clusters Score: Raw -77305.850516 + Penalty 2130.490990 = -75175.359526 nChanged 9 SP:Iteration 9Q (3786.240991 sec): 3 clusters Score: Raw -77345.371980 + Penalty 2130.490990 = -75214.880990 nChanged 5 SP:Iteration 10Q (3786.282484 sec): 3 clusters Score: Raw -77357.992040 + Penalty 2130.490990 = -75227.501050 nChanged 2 SP:Iteration 11Q (3786.322909 sec): 3 clusters Score: Raw -77373.108168 + Penalty 2130.490990 = -75242.617178 nChanged 1 SP:Iteration 12Q (3786.370896 sec): 3 clusters Score: Raw -77380.084169 + Penalty 2130.490990 = -75249.593179 nChanged 1 SP:Iteration 13Q (3786.429270 sec): 3 clusters Score: Raw -77389.881028 + Penalty 2130.490990 = -75259.390038 nChanged 2 SP:Iteration 14Q (3786.469396 sec): 3 clusters Score: Raw -77396.794967 + Penalty 2130.490990 = -75266.303977 nChanged 2 SP:Iteration 15Q (3786.516014 sec): 3 clusters Score: Raw -77408.473452 + Penalty 2130.490990 = -75277.982463 nChanged 3 SP:Iteration 16Q (3786.558311 sec): 3 clusters Score: Raw -77431.916194 + Penalty 2130.490990 = -75301.425204 nChanged 4 SP:Iteration 17Q (3786.613177 sec): 3 clusters Score: Raw -77456.496791 + Penalty 2130.490990 = -75326.005801 nChanged 6 SP:Iteration 18Q (3786.659656 sec): 3 clusters Score: Raw -77466.606699 + Penalty 2130.490990 = -75336.115709 nChanged 4 SP:Iteration 19Q (3786.707725 sec): 3 clusters Score: Raw -77484.203750 + Penalty 2130.490990 = -75353.712760 nChanged 2 SP:Iteration 20F (3786.745357 sec): 3 clusters Score: Raw -77489.604611 + Penalty 2130.490990 = -75359.113621 nChanged 2 SP:Iteration 21Q (3786.794716 sec): 3 clusters Score: Raw -77492.920720 + Penalty 2130.490990 = -75362.429730 nChanged 1 SP:Iteration 22Q (3786.842711 sec): 3 clusters Score: Raw -77500.575407 + Penalty 2130.490990 = -75370.084417 nChanged 2 SP:Iteration 23Q (3786.896375 sec): 3 clusters Score: Raw -77527.463132 + Penalty 2130.490990 = -75396.972142 nChanged 5 SP:Iteration 24Q (3786.942037 sec): 3 clusters Score: Raw -77547.369009 + Penalty 2130.490990 = -75416.878019 nChanged 3 SP:Iteration 25Q (3786.992319 sec): 3 clusters Score: Raw -77573.068726 + Penalty 2130.490990 = -75442.577737 nChanged 2 SP:Iteration 26Q (3787.045111 sec): 3 clusters Score: Raw -77584.420214 + Penalty 2130.490990 = -75453.929224 nChanged 2 SP:Iteration 27Q (3787.092300 sec): 3 clusters Score: Raw -77605.718205 + Penalty 2130.490990 = -75475.227215 nChanged 3 SP:Iteration 28Q (3787.143322 sec): 3 clusters Score: Raw -77619.299215 + Penalty 2130.490990 = -75488.808225 nChanged 2 SP:Iteration 29Q (3787.195647 sec): 3 clusters Score: Raw -77625.190410 + Penalty 2130.490990 = -75494.699420 nChanged 2 SP:Iteration 30Q (3787.234013 sec): 3 clusters Score: Raw -77632.550268 + Penalty 2130.490990 = -75502.059278 nChanged 3 SP:Iteration 31Q (3787.290473 sec): 3 clusters Score: Raw -77637.303404 + Penalty 2130.490990 = -75506.812414 nChanged 2 SP:Iteration 32Q (3787.338185 sec): 3 clusters Score: Raw -77641.314041 + Penalty 2130.490990 = -75510.823051 nChanged 2 SP:Iteration 33Q (3787.385340 sec): 3 clusters Score: Raw -77644.273261 + Penalty 2130.490990 = -75513.782271 nChanged 0 SP:Iteration 34F (3787.425698 sec): 3 clusters Score: Raw -77644.273261 + Penalty 2130.490990 = -75513.782271 nChanged 0 Score: Raw -83945803.703883 + Penalty 58973.065396 = -83886830.638488 Splitting cluster 11 changes total score from -83841019.357378 to -83886830.638488 So it's getting split into cluster 27. Trying to split cluster 13 (17786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3799.584160 sec): 2 clusters Score: Raw -2216884.808802 + Penalty 1590.252123 = -2215294.556679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3799.644791 sec): 3 clusters Score: Raw -2206206.913244 + Penalty 3180.504246 = -2203026.408999 nChanged 8060 SP:Iteration 1F (3799.725832 sec): 3 clusters Score: Raw -2211188.445514 + Penalty 3180.504246 = -2208007.941268 nChanged 1327 SP:Iteration 2F (3799.807408 sec): 3 clusters Score: Raw -2212409.956266 + Penalty 3180.504246 = -2209229.452021 nChanged 1473 SP:Iteration 3F (3799.876407 sec): 3 clusters Score: Raw -2214122.913768 + Penalty 3180.504246 = -2210942.409522 nChanged 1557 SP:Iteration 4F (3799.963841 sec): 3 clusters Score: Raw -2215706.779645 + Penalty 3180.504246 = -2212526.275400 nChanged 1324 SP:Iteration 5F (3800.040771 sec): 3 clusters Score: Raw -2216694.299522 + Penalty 3180.504246 = -2213513.795277 nChanged 996 SP:Iteration 6F (3800.118523 sec): 3 clusters Score: Raw -2217303.567432 + Penalty 3180.504246 = -2214123.063186 nChanged 717 SP:Iteration 7Q (3800.173140 sec): 3 clusters Score: Raw -2217720.939211 + Penalty 3180.504246 = -2214540.434965 nChanged 589 SP:Iteration 8Q (3800.244704 sec): 3 clusters Score: Raw -2218056.202604 + Penalty 3180.504246 = -2214875.698358 nChanged 499 SP:Iteration 9Q (3800.312459 sec): 3 clusters Score: Raw -2218351.570290 + Penalty 3180.504246 = -2215171.066044 nChanged 467 SP:Iteration 10Q (3800.376990 sec): 3 clusters Score: Raw -2218652.223305 + Penalty 3180.504246 = -2215471.719059 nChanged 469 SP:Iteration 11Q (3800.444827 sec): 3 clusters Score: Raw -2219015.754341 + Penalty 3180.504246 = -2215835.250096 nChanged 427 SP:Iteration 12Q (3800.516319 sec): 3 clusters Score: Raw -2219346.775226 + Penalty 3180.504246 = -2216166.270980 nChanged 347 SP:Iteration 13Q (3800.578114 sec): 3 clusters Score: Raw -2219620.948301 + Penalty 3180.504246 = -2216440.444055 nChanged 297 SP:Iteration 14Q (3800.653298 sec): 3 clusters Score: Raw -2219859.042829 + Penalty 3180.504246 = -2216678.538583 nChanged 255 SP:Iteration 15Q (3800.721264 sec): 3 clusters Score: Raw -2220058.691794 + Penalty 3180.504246 = -2216878.187548 nChanged 211 SP:Iteration 16Q (3800.799165 sec): 3 clusters Score: Raw -2220232.127802 + Penalty 3180.504246 = -2217051.623556 nChanged 172 SP:Iteration 17Q (3800.852294 sec): 3 clusters Score: Raw -2220385.429131 + Penalty 3180.504246 = -2217204.924885 nChanged 134 SP:Iteration 18Q (3800.922333 sec): 3 clusters Score: Raw -2220501.396275 + Penalty 3180.504246 = -2217320.892030 nChanged 112 SP:Iteration 19Q (3800.982150 sec): 3 clusters Score: Raw -2220589.450656 + Penalty 3180.504246 = -2217408.946410 nChanged 77 SP:Iteration 20F (3801.048541 sec): 3 clusters Score: Raw -2220631.974408 + Penalty 3180.504246 = -2217451.470162 nChanged 52 SP:Iteration 21Q (3801.118162 sec): 3 clusters Score: Raw -2220652.082821 + Penalty 3180.504246 = -2217471.578575 nChanged 39 SP:Iteration 22Q (3801.175073 sec): 3 clusters Score: Raw -2220664.342971 + Penalty 3180.504246 = -2217483.838725 nChanged 25 SP:Iteration 23Q (3801.242554 sec): 3 clusters Score: Raw -2220672.680357 + Penalty 3180.504246 = -2217492.176112 nChanged 27 SP:Iteration 24Q (3801.302325 sec): 3 clusters Score: Raw -2220682.207275 + Penalty 3180.504246 = -2217501.703029 nChanged 25 SP:Iteration 25Q (3801.374554 sec): 3 clusters Score: Raw -2220689.465950 + Penalty 3180.504246 = -2217508.961705 nChanged 17 SP:Iteration 26Q (3801.432357 sec): 3 clusters Score: Raw -2220694.197889 + Penalty 3180.504246 = -2217513.693643 nChanged 10 SP:Iteration 27Q (3801.483033 sec): 3 clusters Score: Raw -2220695.805224 + Penalty 3180.504246 = -2217515.300978 nChanged 4 SP:Iteration 28Q (3801.551069 sec): 3 clusters Score: Raw -2220696.677090 + Penalty 3180.504246 = -2217516.172845 nChanged 3 SP:Iteration 29Q (3801.615201 sec): 3 clusters Score: Raw -2220697.511855 + Penalty 3180.504246 = -2217517.007609 nChanged 5 SP:Iteration 30Q (3801.684212 sec): 3 clusters Score: Raw -2220698.393672 + Penalty 3180.504246 = -2217517.889426 nChanged 4 SP:Iteration 31Q (3801.754721 sec): 3 clusters Score: Raw -2220699.744860 + Penalty 3180.504246 = -2217519.240614 nChanged 6 SP:Iteration 32Q (3801.820585 sec): 3 clusters Score: Raw -2220701.545529 + Penalty 3180.504246 = -2217521.041284 nChanged 3 SP:Iteration 33Q (3801.888726 sec): 3 clusters Score: Raw -2220701.977612 + Penalty 3180.504246 = -2217521.473367 nChanged 3 SP:Iteration 34Q (3801.949769 sec): 3 clusters Score: Raw -2220702.511067 + Penalty 3180.504246 = -2217522.006821 nChanged 2 SP:Iteration 35Q (3802.027844 sec): 3 clusters Score: Raw -2220702.808611 + Penalty 3180.504246 = -2217522.304365 nChanged 2 SP:Iteration 36Q (3802.097666 sec): 3 clusters Score: Raw -2220703.171459 + Penalty 3180.504246 = -2217522.667214 nChanged 4 SP:Iteration 37Q (3802.157516 sec): 3 clusters Score: Raw -2220703.616137 + Penalty 3180.504246 = -2217523.111891 nChanged 2 SP:Iteration 38Q (3802.223719 sec): 3 clusters Score: Raw -2220703.926494 + Penalty 3180.504246 = -2217523.422248 nChanged 1 SP:Iteration 39Q (3802.298626 sec): 3 clusters Score: Raw -2220703.969534 + Penalty 3180.504246 = -2217523.465288 nChanged 0 SP:Iteration 40F (3802.367334 sec): 3 clusters Score: Raw -2220703.969534 + Penalty 3180.504246 = -2217523.465288 nChanged 0 Score: Raw -83949622.864616 + Penalty 61157.253003 = -83888465.611613 Splitting cluster 13 changes total score from -83841019.357378 to -83888465.611613 So it's getting split into cluster 28. Trying to split cluster 14 (9555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3814.124458 sec): 2 clusters Score: Raw -1153448.376872 + Penalty 1489.283227 = -1151959.093645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3814.172973 sec): 3 clusters Score: Raw -1148109.012194 + Penalty 2978.566453 = -1145130.445741 nChanged 4115 SP:Iteration 1F (3814.232439 sec): 3 clusters Score: Raw -1150483.413044 + Penalty 2978.566453 = -1147504.846591 nChanged 732 SP:Iteration 2F (3814.283275 sec): 3 clusters Score: Raw -1150922.640309 + Penalty 2978.566453 = -1147944.073855 nChanged 693 SP:Iteration 3F (3814.336912 sec): 3 clusters Score: Raw -1151383.675047 + Penalty 2978.566453 = -1148405.108593 nChanged 656 SP:Iteration 4F (3814.397502 sec): 3 clusters Score: Raw -1151827.765891 + Penalty 2978.566453 = -1148849.199437 nChanged 625 SP:Iteration 5F (3814.449675 sec): 3 clusters Score: Raw -1152257.343636 + Penalty 2978.566453 = -1149278.777182 nChanged 559 SP:Iteration 6F (3814.498957 sec): 3 clusters Score: Raw -1152656.579942 + Penalty 2978.566453 = -1149678.013489 nChanged 488 SP:Iteration 7F (3814.570762 sec): 3 clusters Score: Raw -1152981.990221 + Penalty 2978.566453 = -1150003.423768 nChanged 371 SP:Iteration 8Q (3814.615042 sec): 3 clusters Score: Raw -1153218.291459 + Penalty 2978.566453 = -1150239.725006 nChanged 310 SP:Iteration 9Q (3814.673659 sec): 3 clusters Score: Raw -1153416.106412 + Penalty 2978.566453 = -1150437.539958 nChanged 253 SP:Iteration 10Q (3814.732205 sec): 3 clusters Score: Raw -1153552.645632 + Penalty 2978.566453 = -1150574.079179 nChanged 184 SP:Iteration 11Q (3814.796379 sec): 3 clusters Score: Raw -1153661.096377 + Penalty 2978.566453 = -1150682.529923 nChanged 159 SP:Iteration 12Q (3814.849570 sec): 3 clusters Score: Raw -1153748.185493 + Penalty 2978.566453 = -1150769.619040 nChanged 118 SP:Iteration 13Q (3814.900689 sec): 3 clusters Score: Raw -1153813.501700 + Penalty 2978.566453 = -1150834.935246 nChanged 84 SP:Iteration 14Q (3814.966685 sec): 3 clusters Score: Raw -1153852.310481 + Penalty 2978.566453 = -1150873.744028 nChanged 55 SP:Iteration 15Q (3815.021375 sec): 3 clusters Score: Raw -1153877.320924 + Penalty 2978.566453 = -1150898.754471 nChanged 55 SP:Iteration 16Q (3815.092275 sec): 3 clusters Score: Raw -1153902.982077 + Penalty 2978.566453 = -1150924.415623 nChanged 47 SP:Iteration 17Q (3815.145832 sec): 3 clusters Score: Raw -1153927.210887 + Penalty 2978.566453 = -1150948.644433 nChanged 35 SP:Iteration 18Q (3815.212256 sec): 3 clusters Score: Raw -1153944.742511 + Penalty 2978.566453 = -1150966.176058 nChanged 31 SP:Iteration 19Q (3815.268330 sec): 3 clusters Score: Raw -1153957.599313 + Penalty 2978.566453 = -1150979.032860 nChanged 20 SP:Iteration 20F (3815.330702 sec): 3 clusters Score: Raw -1153967.863063 + Penalty 2978.566453 = -1150989.296610 nChanged 24 SP:Iteration 21Q (3815.391717 sec): 3 clusters Score: Raw -1153981.773884 + Penalty 2978.566453 = -1151003.207431 nChanged 19 SP:Iteration 22Q (3815.443807 sec): 3 clusters Score: Raw -1153990.054375 + Penalty 2978.566453 = -1151011.487922 nChanged 11 SP:Iteration 23Q (3815.514445 sec): 3 clusters Score: Raw -1153994.406481 + Penalty 2978.566453 = -1151015.840027 nChanged 16 SP:Iteration 24Q (3815.560509 sec): 3 clusters Score: Raw -1154000.634131 + Penalty 2978.566453 = -1151022.067677 nChanged 11 SP:Iteration 25Q (3815.627676 sec): 3 clusters Score: Raw -1154004.289372 + Penalty 2978.566453 = -1151025.722918 nChanged 7 SP:Iteration 26Q (3815.676335 sec): 3 clusters Score: Raw -1154007.064071 + Penalty 2978.566453 = -1151028.497617 nChanged 3 SP:Iteration 27Q (3815.741462 sec): 3 clusters Score: Raw -1154007.511759 + Penalty 2978.566453 = -1151028.945305 nChanged 1 SP:Iteration 28Q (3815.809950 sec): 3 clusters Score: Raw -1154007.653700 + Penalty 2978.566453 = -1151029.087247 nChanged 1 SP:Iteration 29Q (3815.874471 sec): 3 clusters Score: Raw -1154008.031379 + Penalty 2978.566453 = -1151029.464926 nChanged 1 SP:Iteration 30Q (3815.937512 sec): 3 clusters Score: Raw -1154008.286483 + Penalty 2978.566453 = -1151029.720030 nChanged 0 SP:Iteration 31F (3815.997117 sec): 3 clusters Score: Raw -1154008.286483 + Penalty 2978.566453 = -1151029.720030 nChanged 0 Trying to split cluster 15 (30738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3816.064959 sec): 2 clusters Score: Raw -3868579.325593 + Penalty 1679.153930 = -3866900.171663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3816.154737 sec): 3 clusters Score: Raw -3849574.816184 + Penalty 3358.307860 = -3846216.508325 nChanged 14233 SP:Iteration 1F (3816.254082 sec): 3 clusters Score: Raw -3858364.106867 + Penalty 3358.307860 = -3855005.799007 nChanged 2516 SP:Iteration 2F (3816.357701 sec): 3 clusters Score: Raw -3860368.321662 + Penalty 3358.307860 = -3857010.013802 nChanged 2817 SP:Iteration 3F (3816.457561 sec): 3 clusters Score: Raw -3863032.890596 + Penalty 3358.307860 = -3859674.582737 nChanged 2845 SP:Iteration 4F (3816.557156 sec): 3 clusters Score: Raw -3865910.162264 + Penalty 3358.307860 = -3862551.854405 nChanged 2479 SP:Iteration 5F (3816.655433 sec): 3 clusters Score: Raw -3868533.398664 + Penalty 3358.307860 = -3865175.090804 nChanged 2145 SP:Iteration 6F (3816.740626 sec): 3 clusters Score: Raw -3871219.193163 + Penalty 3358.307860 = -3867860.885303 nChanged 1857 SP:Iteration 7F (3816.840748 sec): 3 clusters Score: Raw -3873810.052477 + Penalty 3358.307860 = -3870451.744617 nChanged 1376 SP:Iteration 8Q (3816.935320 sec): 3 clusters Score: Raw -3875506.744720 + Penalty 3358.307860 = -3872148.436860 nChanged 905 SP:Iteration 9Q (3817.031223 sec): 3 clusters Score: Raw -3876170.362246 + Penalty 3358.307860 = -3872812.054386 nChanged 548 SP:Iteration 10Q (3817.117787 sec): 3 clusters Score: Raw -3876385.849359 + Penalty 3358.307860 = -3873027.541499 nChanged 296 SP:Iteration 11Q (3817.215505 sec): 3 clusters Score: Raw -3876461.275595 + Penalty 3358.307860 = -3873102.967736 nChanged 165 SP:Iteration 12Q (3817.304154 sec): 3 clusters Score: Raw -3876490.155920 + Penalty 3358.307860 = -3873131.848060 nChanged 114 SP:Iteration 13Q (3817.382001 sec): 3 clusters Score: Raw -3876507.644112 + Penalty 3358.307860 = -3873149.336252 nChanged 80 SP:Iteration 14Q (3817.457271 sec): 3 clusters Score: Raw -3876517.733881 + Penalty 3358.307860 = -3873159.426022 nChanged 59 SP:Iteration 15Q (3817.541823 sec): 3 clusters Score: Raw -3876523.781981 + Penalty 3358.307860 = -3873165.474122 nChanged 35 SP:Iteration 16Q (3817.626385 sec): 3 clusters Score: Raw -3876527.192880 + Penalty 3358.307860 = -3873168.885020 nChanged 30 SP:Iteration 17Q (3817.703874 sec): 3 clusters Score: Raw -3876529.776450 + Penalty 3358.307860 = -3873171.468590 nChanged 30 SP:Iteration 18Q (3817.791665 sec): 3 clusters Score: Raw -3876531.885119 + Penalty 3358.307860 = -3873173.577259 nChanged 13 SP:Iteration 19Q (3817.868793 sec): 3 clusters Score: Raw -3876532.805189 + Penalty 3358.307860 = -3873174.497330 nChanged 10 SP:Iteration 20F (3817.955552 sec): 3 clusters Score: Raw -3876533.418589 + Penalty 3358.307860 = -3873175.110729 nChanged 10 SP:Iteration 21Q (3818.042232 sec): 3 clusters Score: Raw -3876534.037337 + Penalty 3358.307860 = -3873175.729477 nChanged 6 SP:Iteration 22Q (3818.137934 sec): 3 clusters Score: Raw -3876534.547204 + Penalty 3358.307860 = -3873176.239344 nChanged 9 SP:Iteration 23Q (3818.232500 sec): 3 clusters Score: Raw -3876535.342021 + Penalty 3358.307860 = -3873177.034162 nChanged 13 SP:Iteration 24Q (3818.326094 sec): 3 clusters Score: Raw -3876536.633898 + Penalty 3358.307860 = -3873178.326038 nChanged 15 SP:Iteration 25Q (3818.419560 sec): 3 clusters Score: Raw -3876538.186051 + Penalty 3358.307860 = -3873179.878191 nChanged 16 SP:Iteration 26Q (3818.513948 sec): 3 clusters Score: Raw -3876539.341828 + Penalty 3358.307860 = -3873181.033969 nChanged 13 SP:Iteration 27Q (3818.601885 sec): 3 clusters Score: Raw -3876540.341416 + Penalty 3358.307860 = -3873182.033557 nChanged 10 SP:Iteration 28Q (3818.692991 sec): 3 clusters Score: Raw -3876541.051763 + Penalty 3358.307860 = -3873182.743903 nChanged 10 SP:Iteration 29Q (3818.785901 sec): 3 clusters Score: Raw -3876541.609071 + Penalty 3358.307860 = -3873183.301211 nChanged 6 SP:Iteration 30Q (3818.874672 sec): 3 clusters Score: Raw -3876541.977336 + Penalty 3358.307860 = -3873183.669476 nChanged 12 SP:Iteration 31Q (3818.974907 sec): 3 clusters Score: Raw -3876542.893720 + Penalty 3358.307860 = -3873184.585860 nChanged 12 SP:Iteration 32Q (3819.070165 sec): 3 clusters Score: Raw -3876543.722575 + Penalty 3358.307860 = -3873185.414715 nChanged 9 SP:Iteration 33Q (3819.161075 sec): 3 clusters Score: Raw -3876544.420629 + Penalty 3358.307860 = -3873186.112769 nChanged 8 SP:Iteration 34Q (3819.252634 sec): 3 clusters Score: Raw -3876544.870519 + Penalty 3358.307860 = -3873186.562660 nChanged 8 SP:Iteration 35Q (3819.343510 sec): 3 clusters Score: Raw -3876545.289780 + Penalty 3358.307860 = -3873186.981921 nChanged 9 SP:Iteration 36Q (3819.434962 sec): 3 clusters Score: Raw -3876545.995885 + Penalty 3358.307860 = -3873187.688026 nChanged 11 SP:Iteration 37Q (3819.530748 sec): 3 clusters Score: Raw -3876547.583075 + Penalty 3358.307860 = -3873189.275215 nChanged 14 SP:Iteration 38Q (3819.627492 sec): 3 clusters Score: Raw -3876549.496707 + Penalty 3358.307860 = -3873191.188847 nChanged 17 SP:Iteration 39Q (3819.722996 sec): 3 clusters Score: Raw -3876552.045189 + Penalty 3358.307860 = -3873193.737329 nChanged 16 SP:Iteration 40F (3819.808573 sec): 3 clusters Score: Raw -3876554.521979 + Penalty 3358.307860 = -3873196.214119 nChanged 21 SP:Iteration 41Q (3819.902124 sec): 3 clusters Score: Raw -3876559.008248 + Penalty 3358.307860 = -3873200.700389 nChanged 29 SP:Iteration 42Q (3819.996335 sec): 3 clusters Score: Raw -3876566.750532 + Penalty 3358.307860 = -3873208.442672 nChanged 40 SP:Iteration 43Q (3820.091618 sec): 3 clusters Score: Raw -3876577.255428 + Penalty 3358.307860 = -3873218.947568 nChanged 45 SP:Iteration 44Q (3820.174019 sec): 3 clusters Score: Raw -3876592.408969 + Penalty 3358.307860 = -3873234.101109 nChanged 64 SP:Iteration 45Q (3820.254694 sec): 3 clusters Score: Raw -3876617.794950 + Penalty 3358.307860 = -3873259.487090 nChanged 80 SP:Iteration 46Q (3820.341319 sec): 3 clusters Score: Raw -3876644.348751 + Penalty 3358.307860 = -3873286.040892 nChanged 85 SP:Iteration 47Q (3820.430308 sec): 3 clusters Score: Raw -3876675.454068 + Penalty 3358.307860 = -3873317.146208 nChanged 97 SP:Iteration 48Q (3820.515055 sec): 3 clusters Score: Raw -3876716.194795 + Penalty 3358.307860 = -3873357.886936 nChanged 111 SP:Iteration 49Q (3820.604723 sec): 3 clusters Score: Raw -3876766.547794 + Penalty 3358.307860 = -3873408.239935 nChanged 115 SP:Iteration 50Q (3820.700024 sec): 3 clusters Score: Raw -3876825.114472 + Penalty 3358.307860 = -3873466.806612 nChanged 133 SP:Iteration 51Q (3820.783366 sec): 3 clusters Score: Raw -3876908.171393 + Penalty 3358.307860 = -3873549.863534 nChanged 147 SP:Iteration 52Q (3820.855187 sec): 3 clusters Score: Raw -3876998.458947 + Penalty 3358.307860 = -3873640.151087 nChanged 151 SP:Iteration 53Q (3820.950261 sec): 3 clusters Score: Raw -3877070.643297 + Penalty 3358.307860 = -3873712.335438 nChanged 114 SP:Iteration 54Q (3821.033015 sec): 3 clusters Score: Raw -3877105.211023 + Penalty 3358.307860 = -3873746.903163 nChanged 90 SP:Iteration 55Q (3821.106493 sec): 3 clusters Score: Raw -3877124.063444 + Penalty 3358.307860 = -3873765.755585 nChanged 60 SP:Iteration 56Q (3821.190303 sec): 3 clusters Score: Raw -3877131.602017 + Penalty 3358.307860 = -3873773.294157 nChanged 40 SP:Iteration 57Q (3821.263313 sec): 3 clusters Score: Raw -3877134.663299 + Penalty 3358.307860 = -3873776.355439 nChanged 24 SP:Iteration 58Q (3821.352060 sec): 3 clusters Score: Raw -3877136.516048 + Penalty 3358.307860 = -3873778.208189 nChanged 16 SP:Iteration 59Q (3821.437932 sec): 3 clusters Score: Raw -3877137.624643 + Penalty 3358.307860 = -3873779.316783 nChanged 11 SP:Iteration 60F (3821.531770 sec): 3 clusters Score: Raw -3877138.435468 + Penalty 3358.307860 = -3873780.127608 nChanged 8 SP:Iteration 61Q (3821.626012 sec): 3 clusters Score: Raw -3877138.853751 + Penalty 3358.307860 = -3873780.545892 nChanged 5 SP:Iteration 62Q (3821.696906 sec): 3 clusters Score: Raw -3877139.151192 + Penalty 3358.307860 = -3873780.843332 nChanged 2 SP:Iteration 63Q (3821.782843 sec): 3 clusters Score: Raw -3877139.311197 + Penalty 3358.307860 = -3873781.003338 nChanged 3 SP:Iteration 64Q (3821.877472 sec): 3 clusters Score: Raw -3877139.427902 + Penalty 3358.307860 = -3873781.120042 nChanged 1 SP:Iteration 65Q (3821.968405 sec): 3 clusters Score: Raw -3877139.448049 + Penalty 3358.307860 = -3873781.140189 nChanged 1 SP:Iteration 66Q (3822.062505 sec): 3 clusters Score: Raw -3877139.463724 + Penalty 3358.307860 = -3873781.155865 nChanged 0 SP:Iteration 67F (3822.147854 sec): 3 clusters Score: Raw -3877139.463724 + Penalty 3358.307860 = -3873781.155865 nChanged 0 Score: Raw -83958183.002747 + Penalty 63341.440610 = -83894841.562137 Splitting cluster 15 changes total score from -83841019.357378 to -83894841.562137 So it's getting split into cluster 29. Trying to split cluster 16 (2707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3834.346983 sec): 2 clusters Score: Raw -340716.131805 + Penalty 1284.334397 = -339431.797408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3834.399063 sec): 3 clusters Score: Raw -339476.192768 + Penalty 2568.668794 = -336907.523974 nChanged 1001 SP:Iteration 1F (3834.449274 sec): 3 clusters Score: Raw -340131.590618 + Penalty 2568.668794 = -337562.921824 nChanged 192 SP:Iteration 2F (3834.494277 sec): 3 clusters Score: Raw -340260.057111 + Penalty 2568.668794 = -337691.388316 nChanged 119 SP:Iteration 3Q (3834.545069 sec): 3 clusters Score: Raw -340340.175321 + Penalty 2568.668794 = -337771.506526 nChanged 96 SP:Iteration 4Q (3834.597294 sec): 3 clusters Score: Raw -340402.589398 + Penalty 2568.668794 = -337833.920604 nChanged 82 SP:Iteration 5Q (3834.643756 sec): 3 clusters Score: Raw -340453.702968 + Penalty 2568.668794 = -337885.034174 nChanged 74 SP:Iteration 6Q (3834.689696 sec): 3 clusters Score: Raw -340500.000954 + Penalty 2568.668794 = -337931.332160 nChanged 71 SP:Iteration 7Q (3834.727022 sec): 3 clusters Score: Raw -340550.347687 + Penalty 2568.668794 = -337981.678893 nChanged 68 SP:Iteration 8Q (3834.768742 sec): 3 clusters Score: Raw -340600.081129 + Penalty 2568.668794 = -338031.412334 nChanged 71 SP:Iteration 9Q (3834.818840 sec): 3 clusters Score: Raw -340649.226289 + Penalty 2568.668794 = -338080.557495 nChanged 59 SP:Iteration 10Q (3834.871069 sec): 3 clusters Score: Raw -340684.460782 + Penalty 2568.668794 = -338115.791988 nChanged 48 SP:Iteration 11Q (3834.918852 sec): 3 clusters Score: Raw -340708.815989 + Penalty 2568.668794 = -338140.147195 nChanged 40 SP:Iteration 12Q (3834.932133 sec): 3 clusters Score: Raw -340728.660758 + Penalty 2568.668794 = -338159.991964 nChanged 42 SP:Iteration 13Q (3834.945345 sec): 3 clusters Score: Raw -340752.881750 + Penalty 2568.668794 = -338184.212955 nChanged 29 SP:Iteration 14Q (3834.958738 sec): 3 clusters Score: Raw -340767.233860 + Penalty 2568.668794 = -338198.565066 nChanged 23 SP:Iteration 15Q (3834.972030 sec): 3 clusters Score: Raw -340779.433477 + Penalty 2568.668794 = -338210.764683 nChanged 28 SP:Iteration 16Q (3834.985246 sec): 3 clusters Score: Raw -340792.949606 + Penalty 2568.668794 = -338224.280812 nChanged 25 SP:Iteration 17Q (3834.998442 sec): 3 clusters Score: Raw -340802.721107 + Penalty 2568.668794 = -338234.052313 nChanged 25 SP:Iteration 18Q (3835.021764 sec): 3 clusters Score: Raw -340816.798554 + Penalty 2568.668794 = -338248.129760 nChanged 24 SP:Iteration 19Q (3835.075482 sec): 3 clusters Score: Raw -340828.410950 + Penalty 2568.668794 = -338259.742156 nChanged 26 SP:Iteration 20F (3835.128391 sec): 3 clusters Score: Raw -340841.446356 + Penalty 2568.668794 = -338272.777561 nChanged 25 SP:Iteration 21Q (3835.177318 sec): 3 clusters Score: Raw -340859.956244 + Penalty 2568.668794 = -338291.287449 nChanged 33 SP:Iteration 22Q (3835.218707 sec): 3 clusters Score: Raw -340880.381781 + Penalty 2568.668794 = -338311.712987 nChanged 29 SP:Iteration 23Q (3835.278146 sec): 3 clusters Score: Raw -340894.786765 + Penalty 2568.668794 = -338326.117971 nChanged 25 SP:Iteration 24Q (3835.325653 sec): 3 clusters Score: Raw -340908.632387 + Penalty 2568.668794 = -338339.963593 nChanged 18 SP:Iteration 25Q (3835.378873 sec): 3 clusters Score: Raw -340917.148862 + Penalty 2568.668794 = -338348.480068 nChanged 13 SP:Iteration 26Q (3835.415914 sec): 3 clusters Score: Raw -340923.317718 + Penalty 2568.668794 = -338354.648924 nChanged 8 SP:Iteration 27Q (3835.472471 sec): 3 clusters Score: Raw -340926.650663 + Penalty 2568.668794 = -338357.981869 nChanged 5 SP:Iteration 28Q (3835.521863 sec): 3 clusters Score: Raw -340928.592679 + Penalty 2568.668794 = -338359.923885 nChanged 12 SP:Iteration 29Q (3835.566872 sec): 3 clusters Score: Raw -340935.207262 + Penalty 2568.668794 = -338366.538468 nChanged 10 SP:Iteration 30Q (3835.604550 sec): 3 clusters Score: Raw -340940.617003 + Penalty 2568.668794 = -338371.948209 nChanged 6 SP:Iteration 31Q (3835.654824 sec): 3 clusters Score: Raw -340942.934408 + Penalty 2568.668794 = -338374.265614 nChanged 5 SP:Iteration 32Q (3835.709596 sec): 3 clusters Score: Raw -340945.140394 + Penalty 2568.668794 = -338376.471600 nChanged 7 SP:Iteration 33Q (3835.746570 sec): 3 clusters Score: Raw -340948.462360 + Penalty 2568.668794 = -338379.793565 nChanged 7 SP:Iteration 34Q (3835.798842 sec): 3 clusters Score: Raw -340954.359632 + Penalty 2568.668794 = -338385.690838 nChanged 10 SP:Iteration 35Q (3835.835600 sec): 3 clusters Score: Raw -340958.307267 + Penalty 2568.668794 = -338389.638473 nChanged 9 SP:Iteration 36Q (3835.880254 sec): 3 clusters Score: Raw -340961.565440 + Penalty 2568.668794 = -338392.896646 nChanged 6 SP:Iteration 37Q (3835.921570 sec): 3 clusters Score: Raw -340964.047886 + Penalty 2568.668794 = -338395.379092 nChanged 6 SP:Iteration 38Q (3835.966445 sec): 3 clusters Score: Raw -340965.812405 + Penalty 2568.668794 = -338397.143611 nChanged 1 SP:Iteration 39Q (3836.021896 sec): 3 clusters Score: Raw -340966.021187 + Penalty 2568.668794 = -338397.352393 nChanged 1 SP:Iteration 40F (3836.067759 sec): 3 clusters Score: Raw -340966.204625 + Penalty 2568.668794 = -338397.535830 nChanged 1 SP:Iteration 41Q (3836.131747 sec): 3 clusters Score: Raw -340966.385163 + Penalty 2568.668794 = -338397.716369 nChanged 1 SP:Iteration 42Q (3836.164661 sec): 3 clusters Score: Raw -340966.868517 + Penalty 2568.668794 = -338398.199723 nChanged 4 SP:Iteration 43Q (3836.227509 sec): 3 clusters Score: Raw -340968.919988 + Penalty 2568.668794 = -338400.251194 nChanged 3 SP:Iteration 44Q (3836.278578 sec): 3 clusters Score: Raw -340970.152521 + Penalty 2568.668794 = -338401.483727 nChanged 4 SP:Iteration 45Q (3836.319038 sec): 3 clusters Score: Raw -340971.179836 + Penalty 2568.668794 = -338402.511042 nChanged 5 SP:Iteration 46Q (3836.376375 sec): 3 clusters Score: Raw -340974.971723 + Penalty 2568.668794 = -338406.302929 nChanged 4 SP:Iteration 47Q (3836.423232 sec): 3 clusters Score: Raw -340976.370978 + Penalty 2568.668794 = -338407.702184 nChanged 2 SP:Iteration 48Q (3836.474086 sec): 3 clusters Score: Raw -340977.429480 + Penalty 2568.668794 = -338408.760686 nChanged 3 SP:Iteration 49Q (3836.516267 sec): 3 clusters Score: Raw -340979.493091 + Penalty 2568.668794 = -338410.824297 nChanged 3 SP:Iteration 50Q (3836.538676 sec): 3 clusters Score: Raw -340980.874311 + Penalty 2568.668794 = -338412.205517 nChanged 8 SP:Iteration 51Q (3836.556921 sec): 3 clusters Score: Raw -340984.287907 + Penalty 2568.668794 = -338415.619113 nChanged 8 SP:Iteration 52Q (3836.579673 sec): 3 clusters Score: Raw -340987.987516 + Penalty 2568.668794 = -338419.318722 nChanged 8 SP:Iteration 53Q (3836.602501 sec): 3 clusters Score: Raw -340992.625430 + Penalty 2568.668794 = -338423.956636 nChanged 8 SP:Iteration 54Q (3836.640295 sec): 3 clusters Score: Raw -340998.220857 + Penalty 2568.668794 = -338429.552063 nChanged 11 SP:Iteration 55Q (3836.693394 sec): 3 clusters Score: Raw -341006.194828 + Penalty 2568.668794 = -338437.526034 nChanged 11 SP:Iteration 56Q (3836.751046 sec): 3 clusters Score: Raw -341013.916972 + Penalty 2568.668794 = -338445.248178 nChanged 10 SP:Iteration 57Q (3836.797458 sec): 3 clusters Score: Raw -341019.930072 + Penalty 2568.668794 = -338451.261278 nChanged 10 SP:Iteration 58Q (3836.841894 sec): 3 clusters Score: Raw -341025.168300 + Penalty 2568.668794 = -338456.499506 nChanged 7 SP:Iteration 59Q (3836.880863 sec): 3 clusters Score: Raw -341027.851844 + Penalty 2568.668794 = -338459.183050 nChanged 5 SP:Iteration 60F (3836.926738 sec): 3 clusters Score: Raw -341029.142447 + Penalty 2568.668794 = -338460.473653 nChanged 2 SP:Iteration 61Q (3836.960239 sec): 3 clusters Score: Raw -341029.776221 + Penalty 2568.668794 = -338461.107427 nChanged 2 SP:Iteration 62Q (3837.012675 sec): 3 clusters Score: Raw -341030.202370 + Penalty 2568.668794 = -338461.533576 nChanged 1 SP:Iteration 63Q (3837.060395 sec): 3 clusters Score: Raw -341031.083838 + Penalty 2568.668794 = -338462.415043 nChanged 1 SP:Iteration 64Q (3837.098840 sec): 3 clusters Score: Raw -341031.781624 + Penalty 2568.668794 = -338463.112830 nChanged 1 SP:Iteration 65Q (3837.148896 sec): 3 clusters Score: Raw -341031.955739 + Penalty 2568.668794 = -338463.286945 nChanged 0 SP:Iteration 66F (3837.200170 sec): 3 clusters Score: Raw -341031.955739 + Penalty 2568.668794 = -338463.286945 nChanged 0 Trying to split cluster 17 (24771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3837.256234 sec): 2 clusters Score: Raw -3105983.276095 + Penalty 1644.082195 = -3104339.193900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3837.339726 sec): 3 clusters Score: Raw -3090818.078507 + Penalty 3288.164390 = -3087529.914117 nChanged 11244 SP:Iteration 1F (3837.420643 sec): 3 clusters Score: Raw -3097230.689426 + Penalty 3288.164390 = -3093942.525036 nChanged 1200 SP:Iteration 2Q (3837.505575 sec): 3 clusters Score: Raw -3097611.767715 + Penalty 3288.164390 = -3094323.603324 nChanged 1067 SP:Iteration 3Q (3837.581428 sec): 3 clusters Score: Raw -3097976.553199 + Penalty 3288.164390 = -3094688.388809 nChanged 1053 SP:Iteration 4Q (3837.662827 sec): 3 clusters Score: Raw -3098411.899146 + Penalty 3288.164390 = -3095123.734756 nChanged 1156 SP:Iteration 5Q (3837.751262 sec): 3 clusters Score: Raw -3099037.165395 + Penalty 3288.164390 = -3095749.001005 nChanged 1362 SP:Iteration 6F (3837.831245 sec): 3 clusters Score: Raw -3099928.756566 + Penalty 3288.164390 = -3096640.592176 nChanged 1530 SP:Iteration 7F (3837.905012 sec): 3 clusters Score: Raw -3101103.320077 + Penalty 3288.164390 = -3097815.155687 nChanged 1626 SP:Iteration 8F (3837.989568 sec): 3 clusters Score: Raw -3102304.819019 + Penalty 3288.164390 = -3099016.654629 nChanged 1437 SP:Iteration 9F (3838.070607 sec): 3 clusters Score: Raw -3103259.357485 + Penalty 3288.164390 = -3099971.193094 nChanged 1098 SP:Iteration 10Q (3838.149100 sec): 3 clusters Score: Raw -3103824.669254 + Penalty 3288.164390 = -3100536.504864 nChanged 784 SP:Iteration 11Q (3838.227121 sec): 3 clusters Score: Raw -3104132.834750 + Penalty 3288.164390 = -3100844.670360 nChanged 599 SP:Iteration 12Q (3838.306548 sec): 3 clusters Score: Raw -3104355.245564 + Penalty 3288.164390 = -3101067.081174 nChanged 473 SP:Iteration 13Q (3838.392746 sec): 3 clusters Score: Raw -3104501.418966 + Penalty 3288.164390 = -3101213.254576 nChanged 373 SP:Iteration 14Q (3838.467751 sec): 3 clusters Score: Raw -3104620.248485 + Penalty 3288.164390 = -3101332.084095 nChanged 377 SP:Iteration 15Q (3838.560159 sec): 3 clusters Score: Raw -3104742.412480 + Penalty 3288.164390 = -3101454.248090 nChanged 360 SP:Iteration 16Q (3838.655851 sec): 3 clusters Score: Raw -3104863.212720 + Penalty 3288.164390 = -3101575.048330 nChanged 370 SP:Iteration 17Q (3838.744231 sec): 3 clusters Score: Raw -3104988.925281 + Penalty 3288.164390 = -3101700.760891 nChanged 354 SP:Iteration 18Q (3838.831301 sec): 3 clusters Score: Raw -3105117.452893 + Penalty 3288.164390 = -3101829.288503 nChanged 354 SP:Iteration 19Q (3838.921338 sec): 3 clusters Score: Raw -3105233.040369 + Penalty 3288.164390 = -3101944.875979 nChanged 353 SP:Iteration 20F (3839.001282 sec): 3 clusters Score: Raw -3105350.416475 + Penalty 3288.164390 = -3102062.252085 nChanged 317 SP:Iteration 21Q (3839.089262 sec): 3 clusters Score: Raw -3105454.589164 + Penalty 3288.164390 = -3102166.424774 nChanged 300 SP:Iteration 22Q (3839.174839 sec): 3 clusters Score: Raw -3105539.847370 + Penalty 3288.164390 = -3102251.682980 nChanged 253 SP:Iteration 23Q (3839.260645 sec): 3 clusters Score: Raw -3105618.653464 + Penalty 3288.164390 = -3102330.489074 nChanged 257 SP:Iteration 24Q (3839.342613 sec): 3 clusters Score: Raw -3105703.525790 + Penalty 3288.164390 = -3102415.361399 nChanged 252 SP:Iteration 25Q (3839.430873 sec): 3 clusters Score: Raw -3105781.372970 + Penalty 3288.164390 = -3102493.208580 nChanged 263 SP:Iteration 26Q (3839.516571 sec): 3 clusters Score: Raw -3105859.996502 + Penalty 3288.164390 = -3102571.832112 nChanged 253 SP:Iteration 27Q (3839.605077 sec): 3 clusters Score: Raw -3105926.191398 + Penalty 3288.164390 = -3102638.027008 nChanged 231 SP:Iteration 28Q (3839.679452 sec): 3 clusters Score: Raw -3105977.847330 + Penalty 3288.164390 = -3102689.682940 nChanged 201 SP:Iteration 29Q (3839.773709 sec): 3 clusters Score: Raw -3106019.622556 + Penalty 3288.164390 = -3102731.458166 nChanged 174 SP:Iteration 30Q (3839.857574 sec): 3 clusters Score: Raw -3106052.974069 + Penalty 3288.164390 = -3102764.809679 nChanged 146 SP:Iteration 31Q (3839.948714 sec): 3 clusters Score: Raw -3106081.307041 + Penalty 3288.164390 = -3102793.142651 nChanged 145 SP:Iteration 32Q (3840.030891 sec): 3 clusters Score: Raw -3106103.976007 + Penalty 3288.164390 = -3102815.811616 nChanged 120 SP:Iteration 33Q (3840.125182 sec): 3 clusters Score: Raw -3106122.205436 + Penalty 3288.164390 = -3102834.041045 nChanged 105 SP:Iteration 34Q (3840.211623 sec): 3 clusters Score: Raw -3106137.280580 + Penalty 3288.164390 = -3102849.116190 nChanged 96 SP:Iteration 35Q (3840.291801 sec): 3 clusters Score: Raw -3106150.055940 + Penalty 3288.164390 = -3102861.891550 nChanged 96 SP:Iteration 36Q (3840.379713 sec): 3 clusters Score: Raw -3106159.900466 + Penalty 3288.164390 = -3102871.736076 nChanged 70 SP:Iteration 37Q (3840.477655 sec): 3 clusters Score: Raw -3106166.033209 + Penalty 3288.164390 = -3102877.868819 nChanged 56 SP:Iteration 38Q (3840.564973 sec): 3 clusters Score: Raw -3106170.918245 + Penalty 3288.164390 = -3102882.753855 nChanged 39 SP:Iteration 39Q (3840.648708 sec): 3 clusters Score: Raw -3106173.954140 + Penalty 3288.164390 = -3102885.789750 nChanged 34 SP:Iteration 40F (3840.738456 sec): 3 clusters Score: Raw -3106176.134036 + Penalty 3288.164390 = -3102887.969646 nChanged 28 SP:Iteration 41Q (3840.812783 sec): 3 clusters Score: Raw -3106178.403654 + Penalty 3288.164390 = -3102890.239263 nChanged 28 SP:Iteration 42Q (3840.892661 sec): 3 clusters Score: Raw -3106180.256806 + Penalty 3288.164390 = -3102892.092416 nChanged 24 SP:Iteration 43Q (3840.972670 sec): 3 clusters Score: Raw -3106181.725697 + Penalty 3288.164390 = -3102893.561307 nChanged 23 SP:Iteration 44Q (3841.050127 sec): 3 clusters Score: Raw -3106183.221792 + Penalty 3288.164390 = -3102895.057402 nChanged 25 SP:Iteration 45Q (3841.126161 sec): 3 clusters Score: Raw -3106184.814994 + Penalty 3288.164390 = -3102896.650603 nChanged 26 SP:Iteration 46Q (3841.188364 sec): 3 clusters Score: Raw -3106186.539627 + Penalty 3288.164390 = -3102898.375237 nChanged 24 SP:Iteration 47Q (3841.266651 sec): 3 clusters Score: Raw -3106188.313861 + Penalty 3288.164390 = -3102900.149470 nChanged 22 SP:Iteration 48Q (3841.353176 sec): 3 clusters Score: Raw -3106189.706927 + Penalty 3288.164390 = -3102901.542537 nChanged 30 SP:Iteration 49Q (3841.441072 sec): 3 clusters Score: Raw -3106191.449286 + Penalty 3288.164390 = -3102903.284896 nChanged 27 SP:Iteration 50Q (3841.515600 sec): 3 clusters Score: Raw -3106193.291862 + Penalty 3288.164390 = -3102905.127471 nChanged 25 SP:Iteration 51Q (3841.590170 sec): 3 clusters Score: Raw -3106195.398789 + Penalty 3288.164390 = -3102907.234399 nChanged 26 SP:Iteration 52Q (3841.674200 sec): 3 clusters Score: Raw -3106197.536426 + Penalty 3288.164390 = -3102909.372036 nChanged 25 SP:Iteration 53Q (3841.761808 sec): 3 clusters Score: Raw -3106200.039439 + Penalty 3288.164390 = -3102911.875049 nChanged 30 SP:Iteration 54Q (3841.845653 sec): 3 clusters Score: Raw -3106202.107435 + Penalty 3288.164390 = -3102913.943045 nChanged 23 SP:Iteration 55Q (3841.930624 sec): 3 clusters Score: Raw -3106203.624583 + Penalty 3288.164390 = -3102915.460193 nChanged 21 SP:Iteration 56Q (3842.014606 sec): 3 clusters Score: Raw -3106204.785908 + Penalty 3288.164390 = -3102916.621518 nChanged 19 SP:Iteration 57Q (3842.087941 sec): 3 clusters Score: Raw -3106205.907615 + Penalty 3288.164390 = -3102917.743225 nChanged 20 SP:Iteration 58Q (3842.185083 sec): 3 clusters Score: Raw -3106207.124804 + Penalty 3288.164390 = -3102918.960413 nChanged 19 SP:Iteration 59Q (3842.264049 sec): 3 clusters Score: Raw -3106208.537303 + Penalty 3288.164390 = -3102920.372913 nChanged 18 SP:Iteration 60F (3842.353638 sec): 3 clusters Score: Raw -3106209.820873 + Penalty 3288.164390 = -3102921.656482 nChanged 19 SP:Iteration 61Q (3842.438558 sec): 3 clusters Score: Raw -3106210.895833 + Penalty 3288.164390 = -3102922.731443 nChanged 13 SP:Iteration 62Q (3842.515512 sec): 3 clusters Score: Raw -3106211.591534 + Penalty 3288.164390 = -3102923.427144 nChanged 9 SP:Iteration 63Q (3842.605628 sec): 3 clusters Score: Raw -3106212.105568 + Penalty 3288.164390 = -3102923.941178 nChanged 15 SP:Iteration 64Q (3842.701633 sec): 3 clusters Score: Raw -3106213.046542 + Penalty 3288.164390 = -3102924.882152 nChanged 15 SP:Iteration 65Q (3842.791681 sec): 3 clusters Score: Raw -3106213.819909 + Penalty 3288.164390 = -3102925.655518 nChanged 10 SP:Iteration 66Q (3842.881388 sec): 3 clusters Score: Raw -3106214.260498 + Penalty 3288.164390 = -3102926.096107 nChanged 10 SP:Iteration 67Q (3842.956050 sec): 3 clusters Score: Raw -3106214.841586 + Penalty 3288.164390 = -3102926.677196 nChanged 11 SP:Iteration 68Q (3843.048503 sec): 3 clusters Score: Raw -3106215.413332 + Penalty 3288.164390 = -3102927.248942 nChanged 10 SP:Iteration 69Q (3843.134950 sec): 3 clusters Score: Raw -3106215.725714 + Penalty 3288.164390 = -3102927.561324 nChanged 9 SP:Iteration 70Q (3843.212862 sec): 3 clusters Score: Raw -3106216.113602 + Penalty 3288.164390 = -3102927.949212 nChanged 6 SP:Iteration 71Q (3843.302734 sec): 3 clusters Score: Raw -3106216.369568 + Penalty 3288.164390 = -3102928.205178 nChanged 6 SP:Iteration 72Q (3843.365957 sec): 3 clusters Score: Raw -3106216.574035 + Penalty 3288.164390 = -3102928.409645 nChanged 3 SP:Iteration 73Q (3843.448367 sec): 3 clusters Score: Raw -3106216.716027 + Penalty 3288.164390 = -3102928.551636 nChanged 9 SP:Iteration 74Q (3843.534283 sec): 3 clusters Score: Raw -3106216.984785 + Penalty 3288.164390 = -3102928.820395 nChanged 4 SP:Iteration 75Q (3843.612048 sec): 3 clusters Score: Raw -3106217.104221 + Penalty 3288.164390 = -3102928.939831 nChanged 3 SP:Iteration 76Q (3843.696844 sec): 3 clusters Score: Raw -3106217.240191 + Penalty 3288.164390 = -3102929.075801 nChanged 3 SP:Iteration 77Q (3843.791987 sec): 3 clusters Score: Raw -3106217.322900 + Penalty 3288.164390 = -3102929.158510 nChanged 0 SP:Iteration 78F (3843.878617 sec): 3 clusters Score: Raw -3106217.322900 + Penalty 3288.164390 = -3102929.158510 nChanged 0 Trying to split cluster 18 (13749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3843.914586 sec): 2 clusters Score: Raw -1703916.553505 + Penalty 1548.417223 = -1702368.136282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3843.974461 sec): 3 clusters Score: Raw -1695898.727878 + Penalty 3096.834446 = -1692801.893432 nChanged 6145 SP:Iteration 1F (3844.044224 sec): 3 clusters Score: Raw -1699456.515610 + Penalty 3096.834446 = -1696359.681164 nChanged 1096 SP:Iteration 2F (3844.109166 sec): 3 clusters Score: Raw -1700295.030266 + Penalty 3096.834446 = -1697198.195820 nChanged 1099 SP:Iteration 3F (3844.178368 sec): 3 clusters Score: Raw -1701351.222592 + Penalty 3096.834446 = -1698254.388145 nChanged 1057 SP:Iteration 4F (3844.250272 sec): 3 clusters Score: Raw -1702280.555126 + Penalty 3096.834446 = -1699183.720680 nChanged 895 SP:Iteration 5F (3844.318457 sec): 3 clusters Score: Raw -1702883.339131 + Penalty 3096.834446 = -1699786.504684 nChanged 737 SP:Iteration 6F (3844.389546 sec): 3 clusters Score: Raw -1703341.195096 + Penalty 3096.834446 = -1700244.360650 nChanged 637 SP:Iteration 7Q (3844.458063 sec): 3 clusters Score: Raw -1703790.112256 + Penalty 3096.834446 = -1700693.277810 nChanged 627 SP:Iteration 8Q (3844.526814 sec): 3 clusters Score: Raw -1704308.917010 + Penalty 3096.834446 = -1701212.082564 nChanged 634 SP:Iteration 9Q (3844.601207 sec): 3 clusters Score: Raw -1704824.827247 + Penalty 3096.834446 = -1701727.992800 nChanged 550 SP:Iteration 10Q (3844.667287 sec): 3 clusters Score: Raw -1705222.421792 + Penalty 3096.834446 = -1702125.587346 nChanged 432 SP:Iteration 11Q (3844.735866 sec): 3 clusters Score: Raw -1705449.616554 + Penalty 3096.834446 = -1702352.782108 nChanged 305 SP:Iteration 12Q (3844.799336 sec): 3 clusters Score: Raw -1705570.791085 + Penalty 3096.834446 = -1702473.956639 nChanged 228 SP:Iteration 13Q (3844.860184 sec): 3 clusters Score: Raw -1705648.728878 + Penalty 3096.834446 = -1702551.894432 nChanged 165 SP:Iteration 14Q (3844.932768 sec): 3 clusters Score: Raw -1705698.678925 + Penalty 3096.834446 = -1702601.844479 nChanged 129 SP:Iteration 15Q (3844.990476 sec): 3 clusters Score: Raw -1705738.251350 + Penalty 3096.834446 = -1702641.416904 nChanged 119 SP:Iteration 16Q (3845.043181 sec): 3 clusters Score: Raw -1705769.487472 + Penalty 3096.834446 = -1702672.653025 nChanged 92 SP:Iteration 17Q (3845.105992 sec): 3 clusters Score: Raw -1705790.505810 + Penalty 3096.834446 = -1702693.671363 nChanged 78 SP:Iteration 18Q (3845.170858 sec): 3 clusters Score: Raw -1705807.378082 + Penalty 3096.834446 = -1702710.543636 nChanged 67 SP:Iteration 19Q (3845.236245 sec): 3 clusters Score: Raw -1705819.140885 + Penalty 3096.834446 = -1702722.306439 nChanged 48 SP:Iteration 20F (3845.296721 sec): 3 clusters Score: Raw -1705827.189983 + Penalty 3096.834446 = -1702730.355536 nChanged 45 SP:Iteration 21Q (3845.358442 sec): 3 clusters Score: Raw -1705833.118331 + Penalty 3096.834446 = -1702736.283885 nChanged 37 SP:Iteration 22Q (3845.429464 sec): 3 clusters Score: Raw -1705838.672073 + Penalty 3096.834446 = -1702741.837627 nChanged 32 SP:Iteration 23Q (3845.488298 sec): 3 clusters Score: Raw -1705843.386090 + Penalty 3096.834446 = -1702746.551643 nChanged 24 SP:Iteration 24Q (3845.555596 sec): 3 clusters Score: Raw -1705846.860224 + Penalty 3096.834446 = -1702750.025778 nChanged 28 SP:Iteration 25Q (3845.623362 sec): 3 clusters Score: Raw -1705849.629560 + Penalty 3096.834446 = -1702752.795113 nChanged 27 SP:Iteration 26Q (3845.698434 sec): 3 clusters Score: Raw -1705852.370750 + Penalty 3096.834446 = -1702755.536304 nChanged 25 SP:Iteration 27Q (3845.757228 sec): 3 clusters Score: Raw -1705855.449577 + Penalty 3096.834446 = -1702758.615130 nChanged 21 SP:Iteration 28Q (3845.819474 sec): 3 clusters Score: Raw -1705857.174119 + Penalty 3096.834446 = -1702760.339673 nChanged 13 SP:Iteration 29Q (3845.888585 sec): 3 clusters Score: Raw -1705858.191535 + Penalty 3096.834446 = -1702761.357089 nChanged 11 SP:Iteration 30Q (3845.967512 sec): 3 clusters Score: Raw -1705859.461339 + Penalty 3096.834446 = -1702762.626893 nChanged 10 SP:Iteration 31Q (3846.026808 sec): 3 clusters Score: Raw -1705860.251973 + Penalty 3096.834446 = -1702763.417527 nChanged 11 SP:Iteration 32Q (3846.103114 sec): 3 clusters Score: Raw -1705861.245703 + Penalty 3096.834446 = -1702764.411256 nChanged 11 SP:Iteration 33Q (3846.166917 sec): 3 clusters Score: Raw -1705862.915192 + Penalty 3096.834446 = -1702766.080745 nChanged 16 SP:Iteration 34Q (3846.234470 sec): 3 clusters Score: Raw -1705864.662594 + Penalty 3096.834446 = -1702767.828148 nChanged 16 SP:Iteration 35Q (3846.301755 sec): 3 clusters Score: Raw -1705867.306218 + Penalty 3096.834446 = -1702770.471772 nChanged 23 SP:Iteration 36Q (3846.351345 sec): 3 clusters Score: Raw -1705870.741418 + Penalty 3096.834446 = -1702773.906972 nChanged 24 SP:Iteration 37Q (3846.426916 sec): 3 clusters Score: Raw -1705873.663234 + Penalty 3096.834446 = -1702776.828788 nChanged 24 SP:Iteration 38Q (3846.489657 sec): 3 clusters Score: Raw -1705877.678415 + Penalty 3096.834446 = -1702780.843969 nChanged 22 SP:Iteration 39Q (3846.560898 sec): 3 clusters Score: Raw -1705882.347445 + Penalty 3096.834446 = -1702785.512999 nChanged 25 SP:Iteration 40F (3846.621977 sec): 3 clusters Score: Raw -1705886.992432 + Penalty 3096.834446 = -1702790.157986 nChanged 27 SP:Iteration 41Q (3846.689984 sec): 3 clusters Score: Raw -1705891.007358 + Penalty 3096.834446 = -1702794.172912 nChanged 25 SP:Iteration 42Q (3846.757640 sec): 3 clusters Score: Raw -1705894.648297 + Penalty 3096.834446 = -1702797.813850 nChanged 27 SP:Iteration 43Q (3846.831513 sec): 3 clusters Score: Raw -1705898.483834 + Penalty 3096.834446 = -1702801.649387 nChanged 29 SP:Iteration 44Q (3846.894629 sec): 3 clusters Score: Raw -1705902.858152 + Penalty 3096.834446 = -1702806.023706 nChanged 38 SP:Iteration 45Q (3846.965118 sec): 3 clusters Score: Raw -1705909.368916 + Penalty 3096.834446 = -1702812.534470 nChanged 36 SP:Iteration 46Q (3847.031693 sec): 3 clusters Score: Raw -1705915.777254 + Penalty 3096.834446 = -1702818.942808 nChanged 37 SP:Iteration 47Q (3847.102688 sec): 3 clusters Score: Raw -1705922.083825 + Penalty 3096.834446 = -1702825.249378 nChanged 49 SP:Iteration 48Q (3847.163190 sec): 3 clusters Score: Raw -1705930.458126 + Penalty 3096.834446 = -1702833.623680 nChanged 41 SP:Iteration 49Q (3847.241975 sec): 3 clusters Score: Raw -1705937.513961 + Penalty 3096.834446 = -1702840.679515 nChanged 38 SP:Iteration 50Q (3847.300219 sec): 3 clusters Score: Raw -1705944.437931 + Penalty 3096.834446 = -1702847.603485 nChanged 51 SP:Iteration 51Q (3847.365032 sec): 3 clusters Score: Raw -1705954.929843 + Penalty 3096.834446 = -1702858.095397 nChanged 52 SP:Iteration 52Q (3847.444329 sec): 3 clusters Score: Raw -1705968.014925 + Penalty 3096.834446 = -1702871.180479 nChanged 72 SP:Iteration 53Q (3847.502226 sec): 3 clusters Score: Raw -1705986.371983 + Penalty 3096.834446 = -1702889.537537 nChanged 74 SP:Iteration 54Q (3847.578813 sec): 3 clusters Score: Raw -1706008.463724 + Penalty 3096.834446 = -1702911.629277 nChanged 94 SP:Iteration 55Q (3847.647083 sec): 3 clusters Score: Raw -1706041.708589 + Penalty 3096.834446 = -1702944.874142 nChanged 104 SP:Iteration 56Q (3847.716642 sec): 3 clusters Score: Raw -1706085.814215 + Penalty 3096.834446 = -1702988.979769 nChanged 137 SP:Iteration 57Q (3847.774219 sec): 3 clusters Score: Raw -1706137.672210 + Penalty 3096.834446 = -1703040.837763 nChanged 122 SP:Iteration 58Q (3847.836699 sec): 3 clusters Score: Raw -1706178.044089 + Penalty 3096.834446 = -1703081.209643 nChanged 101 SP:Iteration 59Q (3847.897419 sec): 3 clusters Score: Raw -1706208.309947 + Penalty 3096.834446 = -1703111.475500 nChanged 92 SP:Iteration 60F (3847.967716 sec): 3 clusters Score: Raw -1706236.566679 + Penalty 3096.834446 = -1703139.732233 nChanged 86 SP:Iteration 61Q (3848.024250 sec): 3 clusters Score: Raw -1706258.911361 + Penalty 3096.834446 = -1703162.076915 nChanged 73 SP:Iteration 62Q (3848.092725 sec): 3 clusters Score: Raw -1706274.807810 + Penalty 3096.834446 = -1703177.973364 nChanged 62 SP:Iteration 63Q (3848.168727 sec): 3 clusters Score: Raw -1706289.303089 + Penalty 3096.834446 = -1703192.468643 nChanged 54 SP:Iteration 64Q (3848.237038 sec): 3 clusters Score: Raw -1706298.783618 + Penalty 3096.834446 = -1703201.949171 nChanged 39 SP:Iteration 65Q (3848.292734 sec): 3 clusters Score: Raw -1706305.393255 + Penalty 3096.834446 = -1703208.558809 nChanged 39 SP:Iteration 66Q (3848.357083 sec): 3 clusters Score: Raw -1706312.890775 + Penalty 3096.834446 = -1703216.056328 nChanged 34 SP:Iteration 67Q (3848.428366 sec): 3 clusters Score: Raw -1706317.866071 + Penalty 3096.834446 = -1703221.031625 nChanged 36 SP:Iteration 68Q (3848.490868 sec): 3 clusters Score: Raw -1706323.788133 + Penalty 3096.834446 = -1703226.953687 nChanged 29 SP:Iteration 69Q (3848.553592 sec): 3 clusters Score: Raw -1706329.137709 + Penalty 3096.834446 = -1703232.303263 nChanged 32 SP:Iteration 70Q (3848.618947 sec): 3 clusters Score: Raw -1706335.257018 + Penalty 3096.834446 = -1703238.422571 nChanged 40 SP:Iteration 71Q (3848.685329 sec): 3 clusters Score: Raw -1706341.860527 + Penalty 3096.834446 = -1703245.026081 nChanged 34 SP:Iteration 72Q (3848.760364 sec): 3 clusters Score: Raw -1706346.200516 + Penalty 3096.834446 = -1703249.366069 nChanged 26 SP:Iteration 73Q (3848.819151 sec): 3 clusters Score: Raw -1706350.242511 + Penalty 3096.834446 = -1703253.408065 nChanged 23 SP:Iteration 74Q (3848.892786 sec): 3 clusters Score: Raw -1706353.768515 + Penalty 3096.834446 = -1703256.934069 nChanged 22 SP:Iteration 75Q (3848.947317 sec): 3 clusters Score: Raw -1706357.057627 + Penalty 3096.834446 = -1703260.223181 nChanged 21 SP:Iteration 76Q (3849.010691 sec): 3 clusters Score: Raw -1706359.941546 + Penalty 3096.834446 = -1703263.107100 nChanged 18 SP:Iteration 77Q (3849.066456 sec): 3 clusters Score: Raw -1706361.973932 + Penalty 3096.834446 = -1703265.139486 nChanged 13 SP:Iteration 78Q (3849.133195 sec): 3 clusters Score: Raw -1706363.481079 + Penalty 3096.834446 = -1703266.646633 nChanged 13 SP:Iteration 79Q (3849.207852 sec): 3 clusters Score: Raw -1706365.462371 + Penalty 3096.834446 = -1703268.627925 nChanged 11 SP:Iteration 80F (3849.258333 sec): 3 clusters Score: Raw -1706367.050474 + Penalty 3096.834446 = -1703270.216028 nChanged 14 SP:Iteration 81Q (3849.324420 sec): 3 clusters Score: Raw -1706368.586184 + Penalty 3096.834446 = -1703271.751737 nChanged 13 SP:Iteration 82Q (3849.380942 sec): 3 clusters Score: Raw -1706370.238602 + Penalty 3096.834446 = -1703273.404155 nChanged 17 SP:Iteration 83Q (3849.455124 sec): 3 clusters Score: Raw -1706371.558756 + Penalty 3096.834446 = -1703274.724309 nChanged 8 SP:Iteration 84Q (3849.490411 sec): 3 clusters Score: Raw -1706372.395909 + Penalty 3096.834446 = -1703275.561463 nChanged 7 SP:Iteration 85Q (3849.559867 sec): 3 clusters Score: Raw -1706373.094815 + Penalty 3096.834446 = -1703276.260368 nChanged 6 SP:Iteration 86Q (3849.630660 sec): 3 clusters Score: Raw -1706373.616332 + Penalty 3096.834446 = -1703276.781886 nChanged 5 SP:Iteration 87Q (3849.697652 sec): 3 clusters Score: Raw -1706373.918395 + Penalty 3096.834446 = -1703277.083948 nChanged 4 SP:Iteration 88Q (3849.776759 sec): 3 clusters Score: Raw -1706374.122022 + Penalty 3096.834446 = -1703277.287575 nChanged 6 SP:Iteration 89Q (3849.844820 sec): 3 clusters Score: Raw -1706374.748398 + Penalty 3096.834446 = -1703277.913952 nChanged 5 SP:Iteration 90Q (3849.906282 sec): 3 clusters Score: Raw -1706375.136040 + Penalty 3096.834446 = -1703278.301594 nChanged 3 SP:Iteration 91Q (3849.971246 sec): 3 clusters Score: Raw -1706375.398508 + Penalty 3096.834446 = -1703278.564062 nChanged 1 SP:Iteration 92Q (3850.043828 sec): 3 clusters Score: Raw -1706375.483446 + Penalty 3096.834446 = -1703278.649000 nChanged 2 SP:Iteration 93Q (3850.113905 sec): 3 clusters Score: Raw -1706375.791578 + Penalty 3096.834446 = -1703278.957132 nChanged 4 SP:Iteration 94Q (3850.188514 sec): 3 clusters Score: Raw -1706375.983276 + Penalty 3096.834446 = -1703279.148830 nChanged 2 SP:Iteration 95Q (3850.245825 sec): 3 clusters Score: Raw -1706376.132758 + Penalty 3096.834446 = -1703279.298312 nChanged 1 SP:Iteration 96Q (3850.320949 sec): 3 clusters Score: Raw -1706376.207638 + Penalty 3096.834446 = -1703279.373192 nChanged 1 SP:Iteration 97Q (3850.390551 sec): 3 clusters Score: Raw -1706376.244727 + Penalty 3096.834446 = -1703279.410281 nChanged 0 SP:Iteration 98F (3850.454489 sec): 3 clusters Score: Raw -1706376.244727 + Penalty 3096.834446 = -1703279.410281 nChanged 0 Score: Raw -83960642.693969 + Penalty 65525.628217 = -83895117.065751 Splitting cluster 18 changes total score from -83841019.357378 to -83895117.065751 So it's getting split into cluster 30. Trying to split cluster 19 (45779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3864.070852 sec): 2 clusters Score: Raw -5770810.867540 + Penalty 1743.881872 = -5769066.985668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3864.176594 sec): 3 clusters Score: Raw -5741882.538579 + Penalty 3487.763744 = -5738394.774836 nChanged 21418 SP:Iteration 1F (3864.299154 sec): 3 clusters Score: Raw -5755918.752020 + Penalty 3487.763744 = -5752430.988277 nChanged 3906 SP:Iteration 2F (3864.421216 sec): 3 clusters Score: Raw -5761680.968001 + Penalty 3487.763744 = -5758193.204257 nChanged 5556 SP:Iteration 3F (3864.536132 sec): 3 clusters Score: Raw -5773976.234245 + Penalty 3487.763744 = -5770488.470502 nChanged 5857 SP:Iteration 4F (3864.651767 sec): 3 clusters Score: Raw -5785213.832094 + Penalty 3487.763744 = -5781726.068351 nChanged 3934 SP:Iteration 5F (3864.774703 sec): 3 clusters Score: Raw -5790178.824076 + Penalty 3487.763744 = -5786691.060332 nChanged 1835 SP:Iteration 6Q (3864.890307 sec): 3 clusters Score: Raw -5793135.211219 + Penalty 3487.763744 = -5789647.447475 nChanged 921 SP:Iteration 7Q (3864.998275 sec): 3 clusters Score: Raw -5794801.441290 + Penalty 3487.763744 = -5791313.677547 nChanged 599 SP:Iteration 8Q (3865.111539 sec): 3 clusters Score: Raw -5795549.408288 + Penalty 3487.763744 = -5792061.644544 nChanged 367 SP:Iteration 9Q (3865.219178 sec): 3 clusters Score: Raw -5795860.689054 + Penalty 3487.763744 = -5792372.925311 nChanged 194 SP:Iteration 10Q (3865.325358 sec): 3 clusters Score: Raw -5795964.565149 + Penalty 3487.763744 = -5792476.801405 nChanged 115 SP:Iteration 11Q (3865.419740 sec): 3 clusters Score: Raw -5796007.066850 + Penalty 3487.763744 = -5792519.303106 nChanged 74 SP:Iteration 12Q (3865.514320 sec): 3 clusters Score: Raw -5796025.361793 + Penalty 3487.763744 = -5792537.598049 nChanged 41 SP:Iteration 13Q (3865.620697 sec): 3 clusters Score: Raw -5796033.177730 + Penalty 3487.763744 = -5792545.413986 nChanged 32 SP:Iteration 14Q (3865.708856 sec): 3 clusters Score: Raw -5796037.702957 + Penalty 3487.763744 = -5792549.939214 nChanged 20 SP:Iteration 15Q (3865.791107 sec): 3 clusters Score: Raw -5796039.916852 + Penalty 3487.763744 = -5792552.153108 nChanged 18 SP:Iteration 16Q (3865.872948 sec): 3 clusters Score: Raw -5796041.490165 + Penalty 3487.763744 = -5792553.726421 nChanged 14 SP:Iteration 17Q (3865.976037 sec): 3 clusters Score: Raw -5796042.527729 + Penalty 3487.763744 = -5792554.763986 nChanged 14 SP:Iteration 18Q (3866.075930 sec): 3 clusters Score: Raw -5796043.509220 + Penalty 3487.763744 = -5792555.745476 nChanged 12 SP:Iteration 19Q (3866.176418 sec): 3 clusters Score: Raw -5796044.114098 + Penalty 3487.763744 = -5792556.350354 nChanged 6 SP:Iteration 20F (3866.285623 sec): 3 clusters Score: Raw -5796044.367989 + Penalty 3487.763744 = -5792556.604245 nChanged 2 SP:Iteration 21Q (3866.378044 sec): 3 clusters Score: Raw -5796044.433921 + Penalty 3487.763744 = -5792556.670178 nChanged 2 SP:Iteration 22Q (3866.489229 sec): 3 clusters Score: Raw -5796044.498123 + Penalty 3487.763744 = -5792556.734379 nChanged 1 SP:Iteration 23Q (3866.599754 sec): 3 clusters Score: Raw -5796044.520231 + Penalty 3487.763744 = -5792556.756487 nChanged 1 SP:Iteration 24Q (3866.703532 sec): 3 clusters Score: Raw -5796044.552563 + Penalty 3487.763744 = -5792556.788820 nChanged 1 SP:Iteration 25Q (3866.814433 sec): 3 clusters Score: Raw -5796044.591929 + Penalty 3487.763744 = -5792556.828186 nChanged 1 SP:Iteration 26Q (3866.926251 sec): 3 clusters Score: Raw -5796044.669671 + Penalty 3487.763744 = -5792556.905927 nChanged 0 SP:Iteration 27F (3867.047267 sec): 3 clusters Score: Raw -5796044.669671 + Penalty 3487.763744 = -5792556.905927 nChanged 0 Score: Raw -83985876.496100 + Penalty 67709.815825 = -83918166.680275 Splitting cluster 19 changes total score from -83841019.357378 to -83918166.680275 So it's getting split into cluster 31. Trying to split cluster 20 (48537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3880.056335 sec): 2 clusters Score: Raw -5791801.671051 + Penalty 1753.388272 = -5790048.282779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3880.178182 sec): 3 clusters Score: Raw -5761106.567181 + Penalty 3506.776544 = -5757599.790638 nChanged 22868 SP:Iteration 1F (3880.295754 sec): 3 clusters Score: Raw -5775142.746054 + Penalty 3506.776544 = -5771635.969511 nChanged 3265 SP:Iteration 2F (3880.426678 sec): 3 clusters Score: Raw -5777636.133468 + Penalty 3506.776544 = -5774129.356925 nChanged 4056 SP:Iteration 3F (3880.556365 sec): 3 clusters Score: Raw -5783079.469743 + Penalty 3506.776544 = -5779572.693199 nChanged 5511 SP:Iteration 4F (3880.661981 sec): 3 clusters Score: Raw -5791325.316531 + Penalty 3506.776544 = -5787818.539987 nChanged 5571 SP:Iteration 5F (3880.794271 sec): 3 clusters Score: Raw -5797555.130654 + Penalty 3506.776544 = -5794048.354110 nChanged 3826 SP:Iteration 6F (3880.924678 sec): 3 clusters Score: Raw -5800671.364323 + Penalty 3506.776544 = -5797164.587779 nChanged 2281 SP:Iteration 7Q (3881.044606 sec): 3 clusters Score: Raw -5802292.441845 + Penalty 3506.776544 = -5798785.665301 nChanged 1619 SP:Iteration 8Q (3881.154704 sec): 3 clusters Score: Raw -5803201.178563 + Penalty 3506.776544 = -5799694.402019 nChanged 1181 SP:Iteration 9Q (3881.276900 sec): 3 clusters Score: Raw -5803705.638346 + Penalty 3506.776544 = -5800198.861802 nChanged 945 SP:Iteration 10Q (3881.393184 sec): 3 clusters Score: Raw -5804054.855878 + Penalty 3506.776544 = -5800548.079334 nChanged 814 SP:Iteration 11Q (3881.511699 sec): 3 clusters Score: Raw -5804312.121037 + Penalty 3506.776544 = -5800805.344493 nChanged 719 SP:Iteration 12Q (3881.632317 sec): 3 clusters Score: Raw -5804508.699763 + Penalty 3506.776544 = -5801001.923219 nChanged 626 SP:Iteration 13Q (3881.753745 sec): 3 clusters Score: Raw -5804653.635150 + Penalty 3506.776544 = -5801146.858606 nChanged 559 SP:Iteration 14Q (3881.871662 sec): 3 clusters Score: Raw -5804785.941673 + Penalty 3506.776544 = -5801279.165129 nChanged 497 SP:Iteration 15Q (3881.989471 sec): 3 clusters Score: Raw -5804896.431132 + Penalty 3506.776544 = -5801389.654588 nChanged 459 SP:Iteration 16Q (3882.108108 sec): 3 clusters Score: Raw -5805009.248568 + Penalty 3506.776544 = -5801502.472025 nChanged 472 SP:Iteration 17Q (3882.229621 sec): 3 clusters Score: Raw -5805118.357514 + Penalty 3506.776544 = -5801611.580971 nChanged 470 SP:Iteration 18Q (3882.343223 sec): 3 clusters Score: Raw -5805233.446050 + Penalty 3506.776544 = -5801726.669506 nChanged 497 SP:Iteration 19Q (3882.474201 sec): 3 clusters Score: Raw -5805355.659940 + Penalty 3506.776544 = -5801848.883397 nChanged 478 SP:Iteration 20F (3882.599552 sec): 3 clusters Score: Raw -5805475.398491 + Penalty 3506.776544 = -5801968.621947 nChanged 441 SP:Iteration 21Q (3882.728909 sec): 3 clusters Score: Raw -5805572.537952 + Penalty 3506.776544 = -5802065.761408 nChanged 418 SP:Iteration 22Q (3882.865474 sec): 3 clusters Score: Raw -5805662.941772 + Penalty 3506.776544 = -5802156.165229 nChanged 384 SP:Iteration 23Q (3882.991405 sec): 3 clusters Score: Raw -5805738.328615 + Penalty 3506.776544 = -5802231.552071 nChanged 352 SP:Iteration 24Q (3883.123032 sec): 3 clusters Score: Raw -5805800.322592 + Penalty 3506.776544 = -5802293.546049 nChanged 276 SP:Iteration 25Q (3883.258206 sec): 3 clusters Score: Raw -5805841.327208 + Penalty 3506.776544 = -5802334.550665 nChanged 221 SP:Iteration 26Q (3883.374464 sec): 3 clusters Score: Raw -5805867.540543 + Penalty 3506.776544 = -5802360.764000 nChanged 179 SP:Iteration 27Q (3883.516411 sec): 3 clusters Score: Raw -5805887.075284 + Penalty 3506.776544 = -5802380.298741 nChanged 156 SP:Iteration 28Q (3883.642889 sec): 3 clusters Score: Raw -5805901.695942 + Penalty 3506.776544 = -5802394.919398 nChanged 112 SP:Iteration 29Q (3883.770555 sec): 3 clusters Score: Raw -5805910.786901 + Penalty 3506.776544 = -5802404.010357 nChanged 103 SP:Iteration 30Q (3883.895672 sec): 3 clusters Score: Raw -5805919.454809 + Penalty 3506.776544 = -5802412.678265 nChanged 98 SP:Iteration 31Q (3884.034532 sec): 3 clusters Score: Raw -5805926.985629 + Penalty 3506.776544 = -5802420.209086 nChanged 83 SP:Iteration 32Q (3884.164355 sec): 3 clusters Score: Raw -5805932.883434 + Penalty 3506.776544 = -5802426.106891 nChanged 78 SP:Iteration 33Q (3884.271697 sec): 3 clusters Score: Raw -5805937.877450 + Penalty 3506.776544 = -5802431.100907 nChanged 59 SP:Iteration 34Q (3884.376103 sec): 3 clusters Score: Raw -5805941.488216 + Penalty 3506.776544 = -5802434.711672 nChanged 56 SP:Iteration 35Q (3884.490957 sec): 3 clusters Score: Raw -5805944.723898 + Penalty 3506.776544 = -5802437.947354 nChanged 47 SP:Iteration 36Q (3884.619828 sec): 3 clusters Score: Raw -5805947.160738 + Penalty 3506.776544 = -5802440.384194 nChanged 45 SP:Iteration 37Q (3884.707863 sec): 3 clusters Score: Raw -5805949.243182 + Penalty 3506.776544 = -5802442.466638 nChanged 33 SP:Iteration 38Q (3884.793541 sec): 3 clusters Score: Raw -5805950.758127 + Penalty 3506.776544 = -5802443.981583 nChanged 26 SP:Iteration 39Q (3884.879418 sec): 3 clusters Score: Raw -5805951.693565 + Penalty 3506.776544 = -5802444.917021 nChanged 14 SP:Iteration 40F (3884.983435 sec): 3 clusters Score: Raw -5805952.161371 + Penalty 3506.776544 = -5802445.384827 nChanged 8 SP:Iteration 41Q (3885.081317 sec): 3 clusters Score: Raw -5805952.349425 + Penalty 3506.776544 = -5802445.572881 nChanged 3 SP:Iteration 42Q (3885.201602 sec): 3 clusters Score: Raw -5805952.460662 + Penalty 3506.776544 = -5802445.684119 nChanged 6 SP:Iteration 43Q (3885.332357 sec): 3 clusters Score: Raw -5805952.674898 + Penalty 3506.776544 = -5802445.898354 nChanged 5 SP:Iteration 44Q (3885.472977 sec): 3 clusters Score: Raw -5805952.814883 + Penalty 3506.776544 = -5802446.038339 nChanged 3 SP:Iteration 45Q (3885.596263 sec): 3 clusters Score: Raw -5805952.911040 + Penalty 3506.776544 = -5802446.134496 nChanged 4 SP:Iteration 46Q (3885.724083 sec): 3 clusters Score: Raw -5805953.025082 + Penalty 3506.776544 = -5802446.248539 nChanged 1 SP:Iteration 47Q (3885.840796 sec): 3 clusters Score: Raw -5805953.053285 + Penalty 3506.776544 = -5802446.276742 nChanged 0 SP:Iteration 48F (3885.959445 sec): 3 clusters Score: Raw -5805953.053285 + Penalty 3506.776544 = -5802446.276742 nChanged 0 Score: Raw -84000027.878334 + Penalty 69894.003432 = -83930133.874902 Splitting cluster 20 changes total score from -83841019.357378 to -83930133.874902 So it's getting split into cluster 32. Iteration 20F (3912.363980 sec): 33 clusters Score: Raw -84027925.227286 + Penalty 69894.003432 = -83958031.223854 nChanged 34744 Iteration 21F (3925.517601 sec): 33 clusters Score: Raw -84044138.432114 + Penalty 69894.003432 = -83974244.428682 nChanged 16471 Iteration 22Q (3931.788421 sec): 33 clusters Score: Raw -84051288.702626 + Penalty 69894.003432 = -83981394.699194 nChanged 12169 Iteration 23Q (3938.058598 sec): 33 clusters Score: Raw -84055810.764633 + Penalty 69894.003432 = -83985916.761201 nChanged 9652 Iteration 24Q (3944.207653 sec): 33 clusters Score: Raw -84058988.327084 + Penalty 69894.003432 = -83989094.323652 nChanged 8273 Iteration 25Q (3950.467051 sec): 33 clusters Score: Raw -84061333.612372 + Penalty 69894.003432 = -83991439.608940 nChanged 7318 Iteration 26Q (3956.788075 sec): 33 clusters Score: Raw -84063191.104952 + Penalty 69894.003432 = -83993297.101520 nChanged 6387 Iteration 27Q (3963.038891 sec): 33 clusters Score: Raw -84064604.231282 + Penalty 69894.003432 = -83994710.227850 nChanged 5828 Iteration 28Q (3969.123722 sec): 33 clusters Score: Raw -84065741.551455 + Penalty 69894.003432 = -83995847.548023 nChanged 5190 Iteration 29Q (3975.288215 sec): 33 clusters Score: Raw -84066727.880062 + Penalty 69894.003432 = -83996833.876630 nChanged 4786 Iteration 30Q (3981.351982 sec): 33 clusters Score: Raw -84067669.002856 + Penalty 69894.003432 = -83997774.999424 nChanged 4578 Iteration 31Q (3987.214711 sec): 33 clusters Score: Raw -84068544.703066 + Penalty 69894.003432 = -83998650.699634 nChanged 4186 Iteration 32Q (3993.214024 sec): 33 clusters Score: Raw -84069336.277709 + Penalty 69894.003432 = -83999442.274277 nChanged 4014 Iteration 33Q (3999.160292 sec): 33 clusters Score: Raw -84070108.260739 + Penalty 69894.003432 = -84000214.257307 nChanged 3955 Iteration 34Q (4005.105953 sec): 33 clusters Score: Raw -84070925.015669 + Penalty 69894.003432 = -84001031.012237 nChanged 3829 Iteration 35Q (4011.123285 sec): 33 clusters Score: Raw -84071796.029818 + Penalty 69894.003432 = -84001902.026386 nChanged 3805 Iteration 36Q (4017.143357 sec): 33 clusters Score: Raw -84072678.112616 + Penalty 69894.003432 = -84002784.109185 nChanged 3820 Iteration 37Q (4023.143888 sec): 33 clusters Score: Raw -84073649.313869 + Penalty 69894.003432 = -84003755.310437 nChanged 3878 Iteration 38Q (4029.310884 sec): 33 clusters Score: Raw -84074777.349040 + Penalty 69894.003432 = -84004883.345608 nChanged 3880 Iteration 39Q (4035.461041 sec): 33 clusters Score: Raw -84075970.806212 + Penalty 69894.003432 = -84006076.802780 nChanged 3875 Iteration 40F (4048.912321 sec): 33 clusters Score: Raw -84077836.905287 + Penalty 69894.003432 = -84007942.901856 nChanged 4263 Iteration 41Q (4055.276092 sec): 33 clusters Score: Raw -84079781.375138 + Penalty 69894.003432 = -84009887.371706 nChanged 4515 Iteration 42Q (4061.785966 sec): 33 clusters Score: Raw -84081556.925988 + Penalty 69894.003432 = -84011662.922556 nChanged 4403 Iteration 43Q (4068.105618 sec): 33 clusters Score: Raw -84083106.919709 + Penalty 69894.003432 = -84013212.916277 nChanged 4188 Iteration 44Q (4074.349114 sec): 33 clusters Score: Raw -84084247.617937 + Penalty 69894.003432 = -84014353.614505 nChanged 4021 Iteration 45Q (4080.644720 sec): 33 clusters Score: Raw -84085218.054572 + Penalty 69894.003432 = -84015324.051140 nChanged 3802 Iteration 46Q (4086.983519 sec): 33 clusters Score: Raw -84086316.648828 + Penalty 69894.003432 = -84016422.645396 nChanged 3529 Iteration 47Q (4093.113707 sec): 33 clusters Score: Raw -84087521.384793 + Penalty 69894.003432 = -84017627.381361 nChanged 3309 Iteration 48Q (4099.285452 sec): 33 clusters Score: Raw -84088153.725244 + Penalty 69894.003432 = -84018259.721812 nChanged 2937 Iteration 49Q (4105.385378 sec): 33 clusters Score: Raw -84088549.903642 + Penalty 69894.003432 = -84018655.900210 nChanged 2667 Iteration 50Q (4111.579694 sec): 33 clusters Score: Raw -84088846.809521 + Penalty 69894.003432 = -84018952.806089 nChanged 2288 Iteration 51Q (4117.722683 sec): 33 clusters Score: Raw -84089100.025308 + Penalty 69894.003432 = -84019206.021876 nChanged 2140 Iteration 52Q (4123.671978 sec): 33 clusters Score: Raw -84089345.124895 + Penalty 69894.003432 = -84019451.121463 nChanged 2007 Iteration 53Q (4129.859029 sec): 33 clusters Score: Raw -84089529.500554 + Penalty 69894.003432 = -84019635.497122 nChanged 1926 Iteration 54Q (4136.161807 sec): 33 clusters Score: Raw -84089701.279431 + Penalty 69894.003432 = -84019807.275999 nChanged 1864 Iteration 55Q (4142.419382 sec): 33 clusters Score: Raw -84089864.269707 + Penalty 69894.003432 = -84019970.266275 nChanged 1715 Iteration 56Q (4148.457588 sec): 33 clusters Score: Raw -84090008.773317 + Penalty 69894.003432 = -84020114.769885 nChanged 1612 Iteration 57Q (4154.445245 sec): 33 clusters Score: Raw -84090147.987495 + Penalty 69894.003432 = -84020253.984063 nChanged 1578 Iteration 58Q (4160.687262 sec): 33 clusters Score: Raw -84090275.856359 + Penalty 69894.003432 = -84020381.852927 nChanged 1535 Writing temp clu file Because OldScore, -84020253.984063, is greater than current (better) Score,-84020381.852927 Compute initial score before splitting: Score: Raw -84090275.856359 + Penalty 69894.003432 = -84020381.852927 Trying to split cluster 1 (21278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4160.961282 sec): 2 clusters Score: Raw -2683988.828506 + Penalty 1619.382205 = -2682369.446301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4161.034938 sec): 3 clusters Score: Raw -2671193.364008 + Penalty 3238.764410 = -2667954.599598 nChanged 9627 SP:Iteration 1F (4161.120248 sec): 3 clusters Score: Raw -2676548.844528 + Penalty 3238.764410 = -2673310.080118 nChanged 1232 SP:Iteration 2F (4161.188835 sec): 3 clusters Score: Raw -2677118.446124 + Penalty 3238.764410 = -2673879.681714 nChanged 1256 SP:Iteration 3F (4161.266127 sec): 3 clusters Score: Raw -2677808.689008 + Penalty 3238.764410 = -2674569.924598 nChanged 1325 SP:Iteration 4F (4161.338039 sec): 3 clusters Score: Raw -2678659.828476 + Penalty 3238.764410 = -2675421.064066 nChanged 1408 SP:Iteration 5F (4161.418191 sec): 3 clusters Score: Raw -2679555.987947 + Penalty 3238.764410 = -2676317.223537 nChanged 1359 SP:Iteration 6F (4161.510704 sec): 3 clusters Score: Raw -2680351.437096 + Penalty 3238.764410 = -2677112.672686 nChanged 1154 SP:Iteration 7F (4161.578368 sec): 3 clusters Score: Raw -2680980.623217 + Penalty 3238.764410 = -2677741.858807 nChanged 971 SP:Iteration 8Q (4161.659886 sec): 3 clusters Score: Raw -2681460.491585 + Penalty 3238.764410 = -2678221.727175 nChanged 835 SP:Iteration 9Q (4161.751243 sec): 3 clusters Score: Raw -2681841.984528 + Penalty 3238.764410 = -2678603.220118 nChanged 702 SP:Iteration 10Q (4161.829722 sec): 3 clusters Score: Raw -2682160.449356 + Penalty 3238.764410 = -2678921.684946 nChanged 613 SP:Iteration 11Q (4161.913032 sec): 3 clusters Score: Raw -2682435.796078 + Penalty 3238.764410 = -2679197.031668 nChanged 536 SP:Iteration 12Q (4161.991510 sec): 3 clusters Score: Raw -2682652.480153 + Penalty 3238.764410 = -2679413.715743 nChanged 460 SP:Iteration 13Q (4162.080337 sec): 3 clusters Score: Raw -2682833.427240 + Penalty 3238.764410 = -2679594.662830 nChanged 413 SP:Iteration 14Q (4162.164307 sec): 3 clusters Score: Raw -2682999.888263 + Penalty 3238.764410 = -2679761.123853 nChanged 340 SP:Iteration 15Q (4162.247043 sec): 3 clusters Score: Raw -2683136.338864 + Penalty 3238.764410 = -2679897.574454 nChanged 335 SP:Iteration 16Q (4162.328144 sec): 3 clusters Score: Raw -2683259.658989 + Penalty 3238.764410 = -2680020.894579 nChanged 301 SP:Iteration 17Q (4162.409121 sec): 3 clusters Score: Raw -2683358.513869 + Penalty 3238.764410 = -2680119.749459 nChanged 257 SP:Iteration 18Q (4162.492122 sec): 3 clusters Score: Raw -2683442.005580 + Penalty 3238.764410 = -2680203.241170 nChanged 243 SP:Iteration 19Q (4162.563286 sec): 3 clusters Score: Raw -2683524.413499 + Penalty 3238.764410 = -2680285.649089 nChanged 231 SP:Iteration 20F (4162.638172 sec): 3 clusters Score: Raw -2683591.846609 + Penalty 3238.764410 = -2680353.082199 nChanged 196 SP:Iteration 21Q (4162.715966 sec): 3 clusters Score: Raw -2683643.576851 + Penalty 3238.764410 = -2680404.812441 nChanged 175 SP:Iteration 22Q (4162.788137 sec): 3 clusters Score: Raw -2683695.229717 + Penalty 3238.764410 = -2680456.465307 nChanged 184 SP:Iteration 23Q (4162.871532 sec): 3 clusters Score: Raw -2683747.898008 + Penalty 3238.764410 = -2680509.133598 nChanged 192 SP:Iteration 24Q (4162.954246 sec): 3 clusters Score: Raw -2683804.150705 + Penalty 3238.764410 = -2680565.386295 nChanged 178 SP:Iteration 25Q (4163.031930 sec): 3 clusters Score: Raw -2683850.152242 + Penalty 3238.764410 = -2680611.387832 nChanged 151 SP:Iteration 26Q (4163.107051 sec): 3 clusters Score: Raw -2683886.750147 + Penalty 3238.764410 = -2680647.985737 nChanged 152 SP:Iteration 27Q (4163.189370 sec): 3 clusters Score: Raw -2683932.101871 + Penalty 3238.764410 = -2680693.337460 nChanged 164 SP:Iteration 28Q (4163.264786 sec): 3 clusters Score: Raw -2683990.023707 + Penalty 3238.764410 = -2680751.259297 nChanged 173 SP:Iteration 29Q (4163.343176 sec): 3 clusters Score: Raw -2684049.329841 + Penalty 3238.764410 = -2680810.565431 nChanged 157 SP:Iteration 30Q (4163.417824 sec): 3 clusters Score: Raw -2684091.775226 + Penalty 3238.764410 = -2680853.010816 nChanged 148 SP:Iteration 31Q (4163.500064 sec): 3 clusters Score: Raw -2684136.258529 + Penalty 3238.764410 = -2680897.494118 nChanged 144 SP:Iteration 32Q (4163.587145 sec): 3 clusters Score: Raw -2684179.178954 + Penalty 3238.764410 = -2680940.414544 nChanged 145 SP:Iteration 33Q (4163.668374 sec): 3 clusters Score: Raw -2684228.930645 + Penalty 3238.764410 = -2680990.166235 nChanged 158 SP:Iteration 34Q (4163.750275 sec): 3 clusters Score: Raw -2684277.120181 + Penalty 3238.764410 = -2681038.355771 nChanged 159 SP:Iteration 35Q (4163.831080 sec): 3 clusters Score: Raw -2684328.019591 + Penalty 3238.764410 = -2681089.255181 nChanged 151 SP:Iteration 36Q (4163.912526 sec): 3 clusters Score: Raw -2684374.921745 + Penalty 3238.764410 = -2681136.157335 nChanged 156 SP:Iteration 37Q (4163.990241 sec): 3 clusters Score: Raw -2684426.935805 + Penalty 3238.764410 = -2681188.171395 nChanged 160 SP:Iteration 38Q (4164.071772 sec): 3 clusters Score: Raw -2684469.417113 + Penalty 3238.764410 = -2681230.652703 nChanged 123 SP:Iteration 39Q (4164.147450 sec): 3 clusters Score: Raw -2684503.789696 + Penalty 3238.764410 = -2681265.025286 nChanged 134 SP:Iteration 40F (4164.223203 sec): 3 clusters Score: Raw -2684543.726442 + Penalty 3238.764410 = -2681304.962031 nChanged 124 SP:Iteration 41Q (4164.303573 sec): 3 clusters Score: Raw -2684574.025399 + Penalty 3238.764410 = -2681335.260989 nChanged 109 SP:Iteration 42Q (4164.386360 sec): 3 clusters Score: Raw -2684598.463293 + Penalty 3238.764410 = -2681359.698883 nChanged 95 SP:Iteration 43Q (4164.463220 sec): 3 clusters Score: Raw -2684617.252039 + Penalty 3238.764410 = -2681378.487629 nChanged 83 SP:Iteration 44Q (4164.535583 sec): 3 clusters Score: Raw -2684632.643463 + Penalty 3238.764410 = -2681393.879052 nChanged 86 SP:Iteration 45Q (4164.616954 sec): 3 clusters Score: Raw -2684649.624120 + Penalty 3238.764410 = -2681410.859710 nChanged 84 SP:Iteration 46Q (4164.693050 sec): 3 clusters Score: Raw -2684665.933725 + Penalty 3238.764410 = -2681427.169315 nChanged 78 SP:Iteration 47Q (4164.774776 sec): 3 clusters Score: Raw -2684679.762522 + Penalty 3238.764410 = -2681440.998112 nChanged 73 SP:Iteration 48Q (4164.853560 sec): 3 clusters Score: Raw -2684692.482113 + Penalty 3238.764410 = -2681453.717703 nChanged 54 SP:Iteration 49Q (4164.925452 sec): 3 clusters Score: Raw -2684701.173104 + Penalty 3238.764410 = -2681462.408694 nChanged 47 SP:Iteration 50Q (4165.005240 sec): 3 clusters Score: Raw -2684708.774593 + Penalty 3238.764410 = -2681470.010183 nChanged 49 SP:Iteration 51Q (4165.084865 sec): 3 clusters Score: Raw -2684717.169604 + Penalty 3238.764410 = -2681478.405194 nChanged 55 SP:Iteration 52Q (4165.144522 sec): 3 clusters Score: Raw -2684728.527412 + Penalty 3238.764410 = -2681489.763002 nChanged 56 SP:Iteration 53Q (4165.230913 sec): 3 clusters Score: Raw -2684739.168465 + Penalty 3238.764410 = -2681500.404055 nChanged 61 SP:Iteration 54Q (4165.307562 sec): 3 clusters Score: Raw -2684751.214787 + Penalty 3238.764410 = -2681512.450376 nChanged 60 SP:Iteration 55Q (4165.385120 sec): 3 clusters Score: Raw -2684764.153378 + Penalty 3238.764410 = -2681525.388967 nChanged 66 SP:Iteration 56Q (4165.458466 sec): 3 clusters Score: Raw -2684775.582811 + Penalty 3238.764410 = -2681536.818401 nChanged 50 SP:Iteration 57Q (4165.544403 sec): 3 clusters Score: Raw -2684786.833985 + Penalty 3238.764410 = -2681548.069575 nChanged 49 SP:Iteration 58Q (4165.612903 sec): 3 clusters Score: Raw -2684797.105285 + Penalty 3238.764410 = -2681558.340875 nChanged 53 SP:Iteration 59Q (4165.688269 sec): 3 clusters Score: Raw -2684807.483924 + Penalty 3238.764410 = -2681568.719514 nChanged 58 SP:Iteration 60F (4165.772473 sec): 3 clusters Score: Raw -2684817.429019 + Penalty 3238.764410 = -2681578.664608 nChanged 51 SP:Iteration 61Q (4165.838749 sec): 3 clusters Score: Raw -2684828.095623 + Penalty 3238.764410 = -2681589.331213 nChanged 50 SP:Iteration 62Q (4165.917579 sec): 3 clusters Score: Raw -2684837.831460 + Penalty 3238.764410 = -2681599.067050 nChanged 44 SP:Iteration 63Q (4165.992488 sec): 3 clusters Score: Raw -2684845.150688 + Penalty 3238.764410 = -2681606.386278 nChanged 35 SP:Iteration 64Q (4166.067072 sec): 3 clusters Score: Raw -2684849.736408 + Penalty 3238.764410 = -2681610.971998 nChanged 28 SP:Iteration 65Q (4166.139128 sec): 3 clusters Score: Raw -2684853.309211 + Penalty 3238.764410 = -2681614.544801 nChanged 22 SP:Iteration 66Q (4166.206699 sec): 3 clusters Score: Raw -2684856.025448 + Penalty 3238.764410 = -2681617.261038 nChanged 26 SP:Iteration 67Q (4166.279841 sec): 3 clusters Score: Raw -2684859.383291 + Penalty 3238.764410 = -2681620.618881 nChanged 21 SP:Iteration 68Q (4166.346160 sec): 3 clusters Score: Raw -2684862.017157 + Penalty 3238.764410 = -2681623.252747 nChanged 20 SP:Iteration 69Q (4166.402112 sec): 3 clusters Score: Raw -2684864.337973 + Penalty 3238.764410 = -2681625.573562 nChanged 16 SP:Iteration 70Q (4166.469048 sec): 3 clusters Score: Raw -2684866.285306 + Penalty 3238.764410 = -2681627.520896 nChanged 13 SP:Iteration 71Q (4166.546383 sec): 3 clusters Score: Raw -2684867.852227 + Penalty 3238.764410 = -2681629.087817 nChanged 9 SP:Iteration 72Q (4166.608021 sec): 3 clusters Score: Raw -2684868.897115 + Penalty 3238.764410 = -2681630.132705 nChanged 11 SP:Iteration 73Q (4166.682237 sec): 3 clusters Score: Raw -2684870.283922 + Penalty 3238.764410 = -2681631.519512 nChanged 13 SP:Iteration 74Q (4166.751699 sec): 3 clusters Score: Raw -2684871.612495 + Penalty 3238.764410 = -2681632.848085 nChanged 11 SP:Iteration 75Q (4166.816703 sec): 3 clusters Score: Raw -2684873.222792 + Penalty 3238.764410 = -2681634.458382 nChanged 12 SP:Iteration 76Q (4166.898666 sec): 3 clusters Score: Raw -2684874.600769 + Penalty 3238.764410 = -2681635.836359 nChanged 9 SP:Iteration 77Q (4166.958645 sec): 3 clusters Score: Raw -2684875.541715 + Penalty 3238.764410 = -2681636.777304 nChanged 9 SP:Iteration 78Q (4167.047595 sec): 3 clusters Score: Raw -2684877.460283 + Penalty 3238.764410 = -2681638.695873 nChanged 14 SP:Iteration 79Q (4167.111592 sec): 3 clusters Score: Raw -2684879.975403 + Penalty 3238.764410 = -2681641.210992 nChanged 14 SP:Iteration 80F (4167.199937 sec): 3 clusters Score: Raw -2684882.517154 + Penalty 3238.764410 = -2681643.752744 nChanged 12 SP:Iteration 81Q (4167.274071 sec): 3 clusters Score: Raw -2684884.239785 + Penalty 3238.764410 = -2681645.475375 nChanged 14 SP:Iteration 82Q (4167.352345 sec): 3 clusters Score: Raw -2684886.145264 + Penalty 3238.764410 = -2681647.380854 nChanged 13 SP:Iteration 83Q (4167.420486 sec): 3 clusters Score: Raw -2684888.068190 + Penalty 3238.764410 = -2681649.303780 nChanged 20 SP:Iteration 84Q (4167.510153 sec): 3 clusters Score: Raw -2684891.319361 + Penalty 3238.764410 = -2681652.554951 nChanged 19 SP:Iteration 85Q (4167.590225 sec): 3 clusters Score: Raw -2684894.143929 + Penalty 3238.764410 = -2681655.379519 nChanged 15 SP:Iteration 86Q (4167.670479 sec): 3 clusters Score: Raw -2684896.544750 + Penalty 3238.764410 = -2681657.780340 nChanged 11 SP:Iteration 87Q (4167.750777 sec): 3 clusters Score: Raw -2684898.168514 + Penalty 3238.764410 = -2681659.404104 nChanged 11 SP:Iteration 88Q (4167.830468 sec): 3 clusters Score: Raw -2684899.906141 + Penalty 3238.764410 = -2681661.141731 nChanged 16 SP:Iteration 89Q (4167.907347 sec): 3 clusters Score: Raw -2684901.855610 + Penalty 3238.764410 = -2681663.091200 nChanged 12 SP:Iteration 90Q (4167.986307 sec): 3 clusters Score: Raw -2684903.132937 + Penalty 3238.764410 = -2681664.368527 nChanged 4 SP:Iteration 91Q (4168.053923 sec): 3 clusters Score: Raw -2684903.669430 + Penalty 3238.764410 = -2681664.905020 nChanged 1 SP:Iteration 92Q (4168.136393 sec): 3 clusters Score: Raw -2684903.749773 + Penalty 3238.764410 = -2681664.985363 nChanged 2 SP:Iteration 93Q (4168.203026 sec): 3 clusters Score: Raw -2684904.043447 + Penalty 3238.764410 = -2681665.279037 nChanged 4 SP:Iteration 94Q (4168.281157 sec): 3 clusters Score: Raw -2684904.590232 + Penalty 3238.764410 = -2681665.825822 nChanged 5 SP:Iteration 95Q (4168.362568 sec): 3 clusters Score: Raw -2684905.054955 + Penalty 3238.764410 = -2681666.290545 nChanged 4 SP:Iteration 96Q (4168.449428 sec): 3 clusters Score: Raw -2684905.990254 + Penalty 3238.764410 = -2681667.225844 nChanged 4 SP:Iteration 97Q (4168.528920 sec): 3 clusters Score: Raw -2684906.610778 + Penalty 3238.764410 = -2681667.846368 nChanged 7 SP:Iteration 98Q (4168.608182 sec): 3 clusters Score: Raw -2684907.266901 + Penalty 3238.764410 = -2681668.502491 nChanged 8 SP:Iteration 99Q (4168.680628 sec): 3 clusters Score: Raw -2684908.456078 + Penalty 3238.764410 = -2681669.691668 nChanged 4 SP:Iteration 100F (4168.763412 sec): 3 clusters Score: Raw -2684909.310786 + Penalty 3238.764410 = -2681670.546376 nChanged 1 SP:Iteration 101Q (4168.830654 sec): 3 clusters Score: Raw -2684909.429988 + Penalty 3238.764410 = -2681670.665578 nChanged 1 SP:Iteration 102Q (4168.916139 sec): 3 clusters Score: Raw -2684909.492076 + Penalty 3238.764410 = -2681670.727665 nChanged 0 SP:Iteration 103F (4168.998842 sec): 3 clusters Score: Raw -2684909.492076 + Penalty 3238.764410 = -2681670.727665 nChanged 0 Trying to split cluster 2 (22087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4169.053115 sec): 2 clusters Score: Raw -2770528.139337 + Penalty 1625.445978 = -2768902.693359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4169.131781 sec): 3 clusters Score: Raw -2757108.604305 + Penalty 3250.891956 = -2753857.712350 nChanged 10089 SP:Iteration 1F (4169.217642 sec): 3 clusters Score: Raw -2762928.510293 + Penalty 3250.891956 = -2759677.618337 nChanged 1314 SP:Iteration 2F (4169.291651 sec): 3 clusters Score: Raw -2763707.458659 + Penalty 3250.891956 = -2760456.566703 nChanged 1470 SP:Iteration 3F (4169.364194 sec): 3 clusters Score: Raw -2764709.559658 + Penalty 3250.891956 = -2761458.667703 nChanged 1568 SP:Iteration 4F (4169.413287 sec): 3 clusters Score: Raw -2765967.150737 + Penalty 3250.891956 = -2762716.258781 nChanged 1617 SP:Iteration 5F (4169.491481 sec): 3 clusters Score: Raw -2767294.541464 + Penalty 3250.891956 = -2764043.649508 nChanged 1535 SP:Iteration 6F (4169.580232 sec): 3 clusters Score: Raw -2768499.131763 + Penalty 3250.891956 = -2765248.239807 nChanged 1389 SP:Iteration 7F (4169.656365 sec): 3 clusters Score: Raw -2769495.884747 + Penalty 3250.891956 = -2766244.992791 nChanged 1067 SP:Iteration 8Q (4169.725754 sec): 3 clusters Score: Raw -2770124.966025 + Penalty 3250.891956 = -2766874.074070 nChanged 804 SP:Iteration 9Q (4169.814996 sec): 3 clusters Score: Raw -2770472.753902 + Penalty 3250.891956 = -2767221.861947 nChanged 520 SP:Iteration 10Q (4169.900187 sec): 3 clusters Score: Raw -2770644.768193 + Penalty 3250.891956 = -2767393.876237 nChanged 394 SP:Iteration 11Q (4169.975350 sec): 3 clusters Score: Raw -2770773.280868 + Penalty 3250.891956 = -2767522.388912 nChanged 329 SP:Iteration 12Q (4170.043678 sec): 3 clusters Score: Raw -2770882.280349 + Penalty 3250.891956 = -2767631.388394 nChanged 301 SP:Iteration 13Q (4170.125839 sec): 3 clusters Score: Raw -2770967.921165 + Penalty 3250.891956 = -2767717.029210 nChanged 263 SP:Iteration 14Q (4170.207439 sec): 3 clusters Score: Raw -2771034.078321 + Penalty 3250.891956 = -2767783.186366 nChanged 226 SP:Iteration 15Q (4170.273827 sec): 3 clusters Score: Raw -2771083.500126 + Penalty 3250.891956 = -2767832.608170 nChanged 204 SP:Iteration 16Q (4170.353769 sec): 3 clusters Score: Raw -2771127.143835 + Penalty 3250.891956 = -2767876.251879 nChanged 194 SP:Iteration 17Q (4170.433621 sec): 3 clusters Score: Raw -2771169.464973 + Penalty 3250.891956 = -2767918.573017 nChanged 188 SP:Iteration 18Q (4170.513808 sec): 3 clusters Score: Raw -2771214.411330 + Penalty 3250.891956 = -2767963.519374 nChanged 176 SP:Iteration 19Q (4170.593859 sec): 3 clusters Score: Raw -2771251.357217 + Penalty 3250.891956 = -2768000.465262 nChanged 162 SP:Iteration 20F (4170.668922 sec): 3 clusters Score: Raw -2771282.680153 + Penalty 3250.891956 = -2768031.788197 nChanged 164 SP:Iteration 21Q (4170.755903 sec): 3 clusters Score: Raw -2771313.360520 + Penalty 3250.891956 = -2768062.468565 nChanged 155 SP:Iteration 22Q (4170.817496 sec): 3 clusters Score: Raw -2771343.106245 + Penalty 3250.891956 = -2768092.214290 nChanged 177 SP:Iteration 23Q (4170.900599 sec): 3 clusters Score: Raw -2771376.997066 + Penalty 3250.891956 = -2768126.105111 nChanged 177 SP:Iteration 24Q (4170.974150 sec): 3 clusters Score: Raw -2771409.554076 + Penalty 3250.891956 = -2768158.662120 nChanged 166 SP:Iteration 25Q (4171.056253 sec): 3 clusters Score: Raw -2771446.772199 + Penalty 3250.891956 = -2768195.880243 nChanged 167 SP:Iteration 26Q (4171.142264 sec): 3 clusters Score: Raw -2771481.835900 + Penalty 3250.891956 = -2768230.943944 nChanged 174 SP:Iteration 27Q (4171.227621 sec): 3 clusters Score: Raw -2771519.438390 + Penalty 3250.891956 = -2768268.546434 nChanged 193 SP:Iteration 28Q (4171.294825 sec): 3 clusters Score: Raw -2771567.139104 + Penalty 3250.891956 = -2768316.247149 nChanged 195 SP:Iteration 29Q (4171.387345 sec): 3 clusters Score: Raw -2771614.254735 + Penalty 3250.891956 = -2768363.362780 nChanged 169 SP:Iteration 30Q (4171.451312 sec): 3 clusters Score: Raw -2771654.162596 + Penalty 3250.891956 = -2768403.270640 nChanged 161 SP:Iteration 31Q (4171.531644 sec): 3 clusters Score: Raw -2771693.751853 + Penalty 3250.891956 = -2768442.859897 nChanged 162 SP:Iteration 32Q (4171.621837 sec): 3 clusters Score: Raw -2771725.696052 + Penalty 3250.891956 = -2768474.804096 nChanged 119 SP:Iteration 33Q (4171.698332 sec): 3 clusters Score: Raw -2771749.373109 + Penalty 3250.891956 = -2768498.481154 nChanged 129 SP:Iteration 34Q (4171.785411 sec): 3 clusters Score: Raw -2771771.502907 + Penalty 3250.891956 = -2768520.610952 nChanged 117 SP:Iteration 35Q (4171.861268 sec): 3 clusters Score: Raw -2771792.022905 + Penalty 3250.891956 = -2768541.130950 nChanged 117 SP:Iteration 36Q (4171.931537 sec): 3 clusters Score: Raw -2771813.985406 + Penalty 3250.891956 = -2768563.093450 nChanged 125 SP:Iteration 37Q (4172.013908 sec): 3 clusters Score: Raw -2771841.165100 + Penalty 3250.891956 = -2768590.273145 nChanged 124 SP:Iteration 38Q (4172.095108 sec): 3 clusters Score: Raw -2771865.595831 + Penalty 3250.891956 = -2768614.703875 nChanged 124 SP:Iteration 39Q (4172.184995 sec): 3 clusters Score: Raw -2771891.069568 + Penalty 3250.891956 = -2768640.177612 nChanged 111 SP:Iteration 40F (4172.253833 sec): 3 clusters Score: Raw -2771912.582646 + Penalty 3250.891956 = -2768661.690690 nChanged 111 SP:Iteration 41Q (4172.333745 sec): 3 clusters Score: Raw -2771932.424106 + Penalty 3250.891956 = -2768681.532150 nChanged 100 SP:Iteration 42Q (4172.410322 sec): 3 clusters Score: Raw -2771951.262072 + Penalty 3250.891956 = -2768700.370116 nChanged 81 SP:Iteration 43Q (4172.496147 sec): 3 clusters Score: Raw -2771966.376845 + Penalty 3250.891956 = -2768715.484889 nChanged 98 SP:Iteration 44Q (4172.571344 sec): 3 clusters Score: Raw -2771987.674169 + Penalty 3250.891956 = -2768736.782213 nChanged 100 SP:Iteration 45Q (4172.650662 sec): 3 clusters Score: Raw -2772005.817929 + Penalty 3250.891956 = -2768754.925973 nChanged 87 SP:Iteration 46Q (4172.733800 sec): 3 clusters Score: Raw -2772020.225477 + Penalty 3250.891956 = -2768769.333521 nChanged 71 SP:Iteration 47Q (4172.814989 sec): 3 clusters Score: Raw -2772035.038162 + Penalty 3250.891956 = -2768784.146207 nChanged 66 SP:Iteration 48Q (4172.896613 sec): 3 clusters Score: Raw -2772047.349603 + Penalty 3250.891956 = -2768796.457648 nChanged 58 SP:Iteration 49Q (4172.977971 sec): 3 clusters Score: Raw -2772056.800828 + Penalty 3250.891956 = -2768805.908872 nChanged 60 SP:Iteration 50Q (4173.059139 sec): 3 clusters Score: Raw -2772067.937332 + Penalty 3250.891956 = -2768817.045376 nChanged 55 SP:Iteration 51Q (4173.140616 sec): 3 clusters Score: Raw -2772076.301816 + Penalty 3250.891956 = -2768825.409860 nChanged 45 SP:Iteration 52Q (4173.212925 sec): 3 clusters Score: Raw -2772082.462506 + Penalty 3250.891956 = -2768831.570550 nChanged 40 SP:Iteration 53Q (4173.297901 sec): 3 clusters Score: Raw -2772089.307012 + Penalty 3250.891956 = -2768838.415056 nChanged 37 SP:Iteration 54Q (4173.368111 sec): 3 clusters Score: Raw -2772093.924019 + Penalty 3250.891956 = -2768843.032064 nChanged 34 SP:Iteration 55Q (4173.448230 sec): 3 clusters Score: Raw -2772099.670296 + Penalty 3250.891956 = -2768848.778340 nChanged 41 SP:Iteration 56Q (4173.521501 sec): 3 clusters Score: Raw -2772105.975343 + Penalty 3250.891956 = -2768855.083388 nChanged 35 SP:Iteration 57Q (4173.593719 sec): 3 clusters Score: Raw -2772110.566563 + Penalty 3250.891956 = -2768859.674607 nChanged 28 SP:Iteration 58Q (4173.677126 sec): 3 clusters Score: Raw -2772113.785397 + Penalty 3250.891956 = -2768862.893442 nChanged 24 SP:Iteration 59Q (4173.742888 sec): 3 clusters Score: Raw -2772116.141257 + Penalty 3250.891956 = -2768865.249301 nChanged 29 SP:Iteration 60F (4173.811434 sec): 3 clusters Score: Raw -2772119.175473 + Penalty 3250.891956 = -2768868.283517 nChanged 25 SP:Iteration 61Q (4173.889765 sec): 3 clusters Score: Raw -2772121.845844 + Penalty 3250.891956 = -2768870.953888 nChanged 21 SP:Iteration 62Q (4173.967882 sec): 3 clusters Score: Raw -2772123.761545 + Penalty 3250.891956 = -2768872.869589 nChanged 16 SP:Iteration 63Q (4174.040915 sec): 3 clusters Score: Raw -2772125.245965 + Penalty 3250.891956 = -2768874.354009 nChanged 16 SP:Iteration 64Q (4174.111887 sec): 3 clusters Score: Raw -2772126.535351 + Penalty 3250.891956 = -2768875.643395 nChanged 8 SP:Iteration 65Q (4174.186121 sec): 3 clusters Score: Raw -2772127.383637 + Penalty 3250.891956 = -2768876.491681 nChanged 11 SP:Iteration 66Q (4174.262554 sec): 3 clusters Score: Raw -2772128.521961 + Penalty 3250.891956 = -2768877.630005 nChanged 16 SP:Iteration 67Q (4174.325204 sec): 3 clusters Score: Raw -2772130.402763 + Penalty 3250.891956 = -2768879.510808 nChanged 16 SP:Iteration 68Q (4174.402960 sec): 3 clusters Score: Raw -2772132.021305 + Penalty 3250.891956 = -2768881.129349 nChanged 16 SP:Iteration 69Q (4174.481022 sec): 3 clusters Score: Raw -2772134.463359 + Penalty 3250.891956 = -2768883.571404 nChanged 16 SP:Iteration 70Q (4174.558916 sec): 3 clusters Score: Raw -2772136.679590 + Penalty 3250.891956 = -2768885.787634 nChanged 17 SP:Iteration 71Q (4174.636863 sec): 3 clusters Score: Raw -2772138.603049 + Penalty 3250.891956 = -2768887.711093 nChanged 20 SP:Iteration 72Q (4174.711181 sec): 3 clusters Score: Raw -2772141.131891 + Penalty 3250.891956 = -2768890.239935 nChanged 12 SP:Iteration 73Q (4174.779399 sec): 3 clusters Score: Raw -2772142.834368 + Penalty 3250.891956 = -2768891.942412 nChanged 20 SP:Iteration 74Q (4174.850242 sec): 3 clusters Score: Raw -2772145.422124 + Penalty 3250.891956 = -2768894.530168 nChanged 17 SP:Iteration 75Q (4174.929966 sec): 3 clusters Score: Raw -2772147.133935 + Penalty 3250.891956 = -2768896.241979 nChanged 9 SP:Iteration 76Q (4175.015234 sec): 3 clusters Score: Raw -2772147.920050 + Penalty 3250.891956 = -2768897.028095 nChanged 12 SP:Iteration 77Q (4175.083191 sec): 3 clusters Score: Raw -2772148.911530 + Penalty 3250.891956 = -2768898.019574 nChanged 6 SP:Iteration 78Q (4175.158744 sec): 3 clusters Score: Raw -2772149.724272 + Penalty 3250.891956 = -2768898.832316 nChanged 7 SP:Iteration 79Q (4175.219452 sec): 3 clusters Score: Raw -2772150.079845 + Penalty 3250.891956 = -2768899.187889 nChanged 2 SP:Iteration 80F (4175.303728 sec): 3 clusters Score: Raw -2772150.199111 + Penalty 3250.891956 = -2768899.307155 nChanged 1 SP:Iteration 81Q (4175.382682 sec): 3 clusters Score: Raw -2772150.245020 + Penalty 3250.891956 = -2768899.353065 nChanged 1 SP:Iteration 82Q (4175.459268 sec): 3 clusters Score: Raw -2772150.383193 + Penalty 3250.891956 = -2768899.491237 nChanged 1 SP:Iteration 83Q (4175.534051 sec): 3 clusters Score: Raw -2772150.514133 + Penalty 3250.891956 = -2768899.622177 nChanged 1 SP:Iteration 84Q (4175.611488 sec): 3 clusters Score: Raw -2772150.598422 + Penalty 3250.891956 = -2768899.706466 nChanged 0 SP:Iteration 85F (4175.701357 sec): 3 clusters Score: Raw -2772150.598422 + Penalty 3250.891956 = -2768899.706466 nChanged 0 Trying to split cluster 3 (11196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4175.743518 sec): 2 clusters Score: Raw -1385685.301945 + Penalty 1515.038176 = -1384170.263769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4175.809994 sec): 3 clusters Score: Raw -1379445.974696 + Penalty 3030.076351 = -1376415.898344 nChanged 4855 SP:Iteration 1F (4175.857447 sec): 3 clusters Score: Raw -1382827.732265 + Penalty 3030.076351 = -1379797.655914 nChanged 1017 SP:Iteration 2F (4175.927596 sec): 3 clusters Score: Raw -1383702.953855 + Penalty 3030.076351 = -1380672.877504 nChanged 989 SP:Iteration 3F (4175.985674 sec): 3 clusters Score: Raw -1384503.816558 + Penalty 3030.076351 = -1381473.740207 nChanged 833 SP:Iteration 4F (4176.052814 sec): 3 clusters Score: Raw -1385114.330624 + Penalty 3030.076351 = -1382084.254273 nChanged 633 SP:Iteration 5F (4176.108691 sec): 3 clusters Score: Raw -1385495.012515 + Penalty 3030.076351 = -1382464.936164 nChanged 458 SP:Iteration 6Q (4176.169988 sec): 3 clusters Score: Raw -1385726.861613 + Penalty 3030.076351 = -1382696.785261 nChanged 329 SP:Iteration 7Q (4176.245462 sec): 3 clusters Score: Raw -1385910.395368 + Penalty 3030.076351 = -1382880.319017 nChanged 294 SP:Iteration 8Q (4176.299341 sec): 3 clusters Score: Raw -1386082.761987 + Penalty 3030.076351 = -1383052.685635 nChanged 272 SP:Iteration 9Q (4176.373027 sec): 3 clusters Score: Raw -1386279.467007 + Penalty 3030.076351 = -1383249.390656 nChanged 274 SP:Iteration 10Q (4176.440149 sec): 3 clusters Score: Raw -1386477.742354 + Penalty 3030.076351 = -1383447.666003 nChanged 263 SP:Iteration 11Q (4176.496603 sec): 3 clusters Score: Raw -1386635.808303 + Penalty 3030.076351 = -1383605.731951 nChanged 188 SP:Iteration 12Q (4176.571525 sec): 3 clusters Score: Raw -1386721.549652 + Penalty 3030.076351 = -1383691.473300 nChanged 163 SP:Iteration 13Q (4176.637690 sec): 3 clusters Score: Raw -1386785.901669 + Penalty 3030.076351 = -1383755.825318 nChanged 132 SP:Iteration 14Q (4176.703806 sec): 3 clusters Score: Raw -1386834.537610 + Penalty 3030.076351 = -1383804.461258 nChanged 130 SP:Iteration 15Q (4176.757393 sec): 3 clusters Score: Raw -1386886.696603 + Penalty 3030.076351 = -1383856.620251 nChanged 127 SP:Iteration 16Q (4176.830197 sec): 3 clusters Score: Raw -1386939.075580 + Penalty 3030.076351 = -1383908.999228 nChanged 110 SP:Iteration 17Q (4176.891077 sec): 3 clusters Score: Raw -1386975.028880 + Penalty 3030.076351 = -1383944.952528 nChanged 96 SP:Iteration 18Q (4176.941809 sec): 3 clusters Score: Raw -1387001.062224 + Penalty 3030.076351 = -1383970.985873 nChanged 70 SP:Iteration 19Q (4177.006309 sec): 3 clusters Score: Raw -1387019.153314 + Penalty 3030.076351 = -1383989.076963 nChanged 59 SP:Iteration 20F (4177.071023 sec): 3 clusters Score: Raw -1387033.125974 + Penalty 3030.076351 = -1384003.049622 nChanged 52 SP:Iteration 21Q (4177.140370 sec): 3 clusters Score: Raw -1387044.660481 + Penalty 3030.076351 = -1384014.584130 nChanged 42 SP:Iteration 22Q (4177.201574 sec): 3 clusters Score: Raw -1387050.828151 + Penalty 3030.076351 = -1384020.751800 nChanged 35 SP:Iteration 23Q (4177.270400 sec): 3 clusters Score: Raw -1387056.304193 + Penalty 3030.076351 = -1384026.227842 nChanged 23 SP:Iteration 24Q (4177.332549 sec): 3 clusters Score: Raw -1387060.379323 + Penalty 3030.076351 = -1384030.302971 nChanged 29 SP:Iteration 25Q (4177.396176 sec): 3 clusters Score: Raw -1387065.607801 + Penalty 3030.076351 = -1384035.531450 nChanged 18 SP:Iteration 26Q (4177.457730 sec): 3 clusters Score: Raw -1387068.927503 + Penalty 3030.076351 = -1384038.851151 nChanged 15 SP:Iteration 27Q (4177.519387 sec): 3 clusters Score: Raw -1387071.383425 + Penalty 3030.076351 = -1384041.307074 nChanged 17 SP:Iteration 28Q (4177.581069 sec): 3 clusters Score: Raw -1387074.480112 + Penalty 3030.076351 = -1384044.403760 nChanged 12 SP:Iteration 29Q (4177.634931 sec): 3 clusters Score: Raw -1387076.226397 + Penalty 3030.076351 = -1384046.150045 nChanged 12 SP:Iteration 30Q (4177.691234 sec): 3 clusters Score: Raw -1387079.026099 + Penalty 3030.076351 = -1384048.949748 nChanged 18 SP:Iteration 31Q (4177.747769 sec): 3 clusters Score: Raw -1387082.901923 + Penalty 3030.076351 = -1384052.825572 nChanged 21 SP:Iteration 32Q (4177.811158 sec): 3 clusters Score: Raw -1387087.622626 + Penalty 3030.076351 = -1384057.546274 nChanged 23 SP:Iteration 33Q (4177.868756 sec): 3 clusters Score: Raw -1387093.797551 + Penalty 3030.076351 = -1384063.721199 nChanged 35 SP:Iteration 34Q (4177.928898 sec): 3 clusters Score: Raw -1387104.281957 + Penalty 3030.076351 = -1384074.205605 nChanged 33 SP:Iteration 35Q (4177.994003 sec): 3 clusters Score: Raw -1387111.654182 + Penalty 3030.076351 = -1384081.577831 nChanged 24 SP:Iteration 36Q (4178.052143 sec): 3 clusters Score: Raw -1387117.885486 + Penalty 3030.076351 = -1384087.809135 nChanged 32 SP:Iteration 37Q (4178.128203 sec): 3 clusters Score: Raw -1387127.679038 + Penalty 3030.076351 = -1384097.602686 nChanged 47 SP:Iteration 38Q (4178.179579 sec): 3 clusters Score: Raw -1387144.889436 + Penalty 3030.076351 = -1384114.813085 nChanged 51 SP:Iteration 39Q (4178.244113 sec): 3 clusters Score: Raw -1387166.036913 + Penalty 3030.076351 = -1384135.960562 nChanged 56 SP:Iteration 40F (4178.307457 sec): 3 clusters Score: Raw -1387188.711234 + Penalty 3030.076351 = -1384158.634883 nChanged 69 SP:Iteration 41Q (4178.371677 sec): 3 clusters Score: Raw -1387233.083311 + Penalty 3030.076351 = -1384203.006960 nChanged 104 SP:Iteration 42Q (4178.428604 sec): 3 clusters Score: Raw -1387309.106181 + Penalty 3030.076351 = -1384279.029830 nChanged 109 SP:Iteration 43Q (4178.485314 sec): 3 clusters Score: Raw -1387410.786364 + Penalty 3030.076351 = -1384380.710012 nChanged 117 SP:Iteration 44Q (4178.550639 sec): 3 clusters Score: Raw -1387512.416468 + Penalty 3030.076351 = -1384482.340116 nChanged 120 SP:Iteration 45Q (4178.608240 sec): 3 clusters Score: Raw -1387627.502467 + Penalty 3030.076351 = -1384597.426116 nChanged 123 SP:Iteration 46Q (4178.672314 sec): 3 clusters Score: Raw -1387751.227071 + Penalty 3030.076351 = -1384721.150720 nChanged 105 SP:Iteration 47Q (4178.727337 sec): 3 clusters Score: Raw -1387823.147212 + Penalty 3030.076351 = -1384793.070860 nChanged 99 SP:Iteration 48Q (4178.784223 sec): 3 clusters Score: Raw -1387861.901830 + Penalty 3030.076351 = -1384831.825479 nChanged 73 SP:Iteration 49Q (4178.853248 sec): 3 clusters Score: Raw -1387882.730090 + Penalty 3030.076351 = -1384852.653739 nChanged 51 SP:Iteration 50Q (4178.902049 sec): 3 clusters Score: Raw -1387892.664584 + Penalty 3030.076351 = -1384862.588233 nChanged 29 SP:Iteration 51Q (4178.964674 sec): 3 clusters Score: Raw -1387897.747059 + Penalty 3030.076351 = -1384867.670708 nChanged 25 SP:Iteration 52Q (4179.029367 sec): 3 clusters Score: Raw -1387901.647093 + Penalty 3030.076351 = -1384871.570742 nChanged 20 SP:Iteration 53Q (4179.091340 sec): 3 clusters Score: Raw -1387905.336186 + Penalty 3030.076351 = -1384875.259834 nChanged 27 SP:Iteration 54Q (4179.159327 sec): 3 clusters Score: Raw -1387908.785839 + Penalty 3030.076351 = -1384878.709487 nChanged 17 SP:Iteration 55Q (4179.217115 sec): 3 clusters Score: Raw -1387911.091508 + Penalty 3030.076351 = -1384881.015157 nChanged 15 SP:Iteration 56Q (4179.287251 sec): 3 clusters Score: Raw -1387913.317759 + Penalty 3030.076351 = -1384883.241407 nChanged 14 SP:Iteration 57Q (4179.349228 sec): 3 clusters Score: Raw -1387916.624968 + Penalty 3030.076351 = -1384886.548616 nChanged 20 SP:Iteration 58Q (4179.404350 sec): 3 clusters Score: Raw -1387922.039046 + Penalty 3030.076351 = -1384891.962694 nChanged 21 SP:Iteration 59Q (4179.466147 sec): 3 clusters Score: Raw -1387925.734117 + Penalty 3030.076351 = -1384895.657765 nChanged 23 SP:Iteration 60F (4179.540214 sec): 3 clusters Score: Raw -1387930.990756 + Penalty 3030.076351 = -1384900.914405 nChanged 22 SP:Iteration 61Q (4179.605786 sec): 3 clusters Score: Raw -1387934.179563 + Penalty 3030.076351 = -1384904.103211 nChanged 20 SP:Iteration 62Q (4179.661902 sec): 3 clusters Score: Raw -1387936.529028 + Penalty 3030.076351 = -1384906.452677 nChanged 9 SP:Iteration 63Q (4179.707274 sec): 3 clusters Score: Raw -1387937.607830 + Penalty 3030.076351 = -1384907.531479 nChanged 5 SP:Iteration 64Q (4179.772423 sec): 3 clusters Score: Raw -1387938.167646 + Penalty 3030.076351 = -1384908.091294 nChanged 4 SP:Iteration 65Q (4179.825706 sec): 3 clusters Score: Raw -1387938.614481 + Penalty 3030.076351 = -1384908.538130 nChanged 2 SP:Iteration 66Q (4179.889581 sec): 3 clusters Score: Raw -1387938.825249 + Penalty 3030.076351 = -1384908.748898 nChanged 3 SP:Iteration 67Q (4179.959807 sec): 3 clusters Score: Raw -1387939.124638 + Penalty 3030.076351 = -1384909.048287 nChanged 4 SP:Iteration 68Q (4180.022218 sec): 3 clusters Score: Raw -1387939.590572 + Penalty 3030.076351 = -1384909.514221 nChanged 3 SP:Iteration 69Q (4180.084706 sec): 3 clusters Score: Raw -1387939.945078 + Penalty 3030.076351 = -1384909.868726 nChanged 1 SP:Iteration 70Q (4180.136325 sec): 3 clusters Score: Raw -1387939.972865 + Penalty 3030.076351 = -1384909.896514 nChanged 0 SP:Iteration 71F (4180.204498 sec): 3 clusters Score: Raw -1387939.972865 + Penalty 3030.076351 = -1384909.896514 nChanged 0 Score: Raw -84092604.868961 + Penalty 72078.191039 = -84020526.677922 Splitting cluster 3 changes total score from -84020381.852927 to -84020526.677922 So it's getting split into cluster 33. Trying to split cluster 4 (23410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4194.062562 sec): 2 clusters Score: Raw -2965625.812910 + Penalty 1634.899266 = -2963990.913644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4194.147360 sec): 3 clusters Score: Raw -2951447.409577 + Penalty 3269.798532 = -2948177.611045 nChanged 10696 SP:Iteration 1F (4194.233921 sec): 3 clusters Score: Raw -2957519.435634 + Penalty 3269.798532 = -2954249.637102 nChanged 1207 SP:Iteration 2F (4194.314366 sec): 3 clusters Score: Raw -2958024.732519 + Penalty 3269.798532 = -2954754.933986 nChanged 1194 SP:Iteration 3F (4194.397557 sec): 3 clusters Score: Raw -2958598.505657 + Penalty 3269.798532 = -2955328.707124 nChanged 1244 SP:Iteration 4F (4194.479004 sec): 3 clusters Score: Raw -2959343.537076 + Penalty 3269.798532 = -2956073.738544 nChanged 1329 SP:Iteration 5F (4194.561938 sec): 3 clusters Score: Raw -2960256.045064 + Penalty 3269.798532 = -2956986.246532 nChanged 1419 SP:Iteration 6F (4194.648845 sec): 3 clusters Score: Raw -2961227.372792 + Penalty 3269.798532 = -2957957.574260 nChanged 1457 SP:Iteration 7F (4194.723541 sec): 3 clusters Score: Raw -2962241.082244 + Penalty 3269.798532 = -2958971.283712 nChanged 1294 SP:Iteration 8F (4194.809436 sec): 3 clusters Score: Raw -2963124.331786 + Penalty 3269.798532 = -2959854.533254 nChanged 1064 SP:Iteration 9Q (4194.884611 sec): 3 clusters Score: Raw -2963762.973433 + Penalty 3269.798532 = -2960493.174901 nChanged 825 SP:Iteration 10Q (4194.963387 sec): 3 clusters Score: Raw -2964146.561707 + Penalty 3269.798532 = -2960876.763175 nChanged 582 SP:Iteration 11Q (4195.046629 sec): 3 clusters Score: Raw -2964365.270666 + Penalty 3269.798532 = -2961095.472134 nChanged 412 SP:Iteration 12Q (4195.126879 sec): 3 clusters Score: Raw -2964504.104963 + Penalty 3269.798532 = -2961234.306431 nChanged 324 SP:Iteration 13Q (4195.194144 sec): 3 clusters Score: Raw -2964606.486539 + Penalty 3269.798532 = -2961336.688006 nChanged 304 SP:Iteration 14Q (4195.290214 sec): 3 clusters Score: Raw -2964698.651651 + Penalty 3269.798532 = -2961428.853119 nChanged 260 SP:Iteration 15Q (4195.363826 sec): 3 clusters Score: Raw -2964764.875472 + Penalty 3269.798532 = -2961495.076940 nChanged 249 SP:Iteration 16Q (4195.444301 sec): 3 clusters Score: Raw -2964829.470517 + Penalty 3269.798532 = -2961559.671985 nChanged 221 SP:Iteration 17Q (4195.517148 sec): 3 clusters Score: Raw -2964888.037518 + Penalty 3269.798532 = -2961618.238986 nChanged 236 SP:Iteration 18Q (4195.587879 sec): 3 clusters Score: Raw -2964952.743557 + Penalty 3269.798532 = -2961682.945025 nChanged 231 SP:Iteration 19Q (4195.662393 sec): 3 clusters Score: Raw -2965010.689986 + Penalty 3269.798532 = -2961740.891454 nChanged 227 SP:Iteration 20F (4195.733854 sec): 3 clusters Score: Raw -2965071.298208 + Penalty 3269.798532 = -2961801.499676 nChanged 210 SP:Iteration 21Q (4195.810095 sec): 3 clusters Score: Raw -2965128.623218 + Penalty 3269.798532 = -2961858.824685 nChanged 222 SP:Iteration 22Q (4195.890051 sec): 3 clusters Score: Raw -2965184.783666 + Penalty 3269.798532 = -2961914.985133 nChanged 211 SP:Iteration 23Q (4195.969154 sec): 3 clusters Score: Raw -2965238.377569 + Penalty 3269.798532 = -2961968.579037 nChanged 189 SP:Iteration 24Q (4196.043117 sec): 3 clusters Score: Raw -2965287.912078 + Penalty 3269.798532 = -2962018.113546 nChanged 199 SP:Iteration 25Q (4196.122586 sec): 3 clusters Score: Raw -2965341.519683 + Penalty 3269.798532 = -2962071.721151 nChanged 181 SP:Iteration 26Q (4196.203020 sec): 3 clusters Score: Raw -2965384.782302 + Penalty 3269.798532 = -2962114.983770 nChanged 175 SP:Iteration 27Q (4196.278426 sec): 3 clusters Score: Raw -2965428.190893 + Penalty 3269.798532 = -2962158.392361 nChanged 161 SP:Iteration 28Q (4196.357150 sec): 3 clusters Score: Raw -2965470.471764 + Penalty 3269.798532 = -2962200.673232 nChanged 165 SP:Iteration 29Q (4196.447239 sec): 3 clusters Score: Raw -2965512.693486 + Penalty 3269.798532 = -2962242.894954 nChanged 165 SP:Iteration 30Q (4196.525360 sec): 3 clusters Score: Raw -2965554.666519 + Penalty 3269.798532 = -2962284.867986 nChanged 173 SP:Iteration 31Q (4196.601013 sec): 3 clusters Score: Raw -2965602.016626 + Penalty 3269.798532 = -2962332.218094 nChanged 169 SP:Iteration 32Q (4196.674872 sec): 3 clusters Score: Raw -2965653.789924 + Penalty 3269.798532 = -2962383.991392 nChanged 172 SP:Iteration 33Q (4196.760903 sec): 3 clusters Score: Raw -2965709.791981 + Penalty 3269.798532 = -2962439.993449 nChanged 191 SP:Iteration 34Q (4196.845963 sec): 3 clusters Score: Raw -2965766.842491 + Penalty 3269.798532 = -2962497.043958 nChanged 158 SP:Iteration 35Q (4196.921625 sec): 3 clusters Score: Raw -2965814.618708 + Penalty 3269.798532 = -2962544.820176 nChanged 146 SP:Iteration 36Q (4196.985581 sec): 3 clusters Score: Raw -2965863.020737 + Penalty 3269.798532 = -2962593.222205 nChanged 138 SP:Iteration 37Q (4197.077208 sec): 3 clusters Score: Raw -2965909.261299 + Penalty 3269.798532 = -2962639.462767 nChanged 142 SP:Iteration 38Q (4197.148808 sec): 3 clusters Score: Raw -2965959.603217 + Penalty 3269.798532 = -2962689.804685 nChanged 149 SP:Iteration 39Q (4197.227084 sec): 3 clusters Score: Raw -2966015.856049 + Penalty 3269.798532 = -2962746.057517 nChanged 151 SP:Iteration 40F (4197.322589 sec): 3 clusters Score: Raw -2966074.282868 + Penalty 3269.798532 = -2962804.484335 nChanged 136 SP:Iteration 41Q (4197.396486 sec): 3 clusters Score: Raw -2966125.941936 + Penalty 3269.798532 = -2962856.143403 nChanged 122 SP:Iteration 42Q (4197.482102 sec): 3 clusters Score: Raw -2966169.084995 + Penalty 3269.798532 = -2962899.286463 nChanged 107 SP:Iteration 43Q (4197.563406 sec): 3 clusters Score: Raw -2966203.375734 + Penalty 3269.798532 = -2962933.577202 nChanged 87 SP:Iteration 44Q (4197.647292 sec): 3 clusters Score: Raw -2966231.390282 + Penalty 3269.798532 = -2962961.591750 nChanged 89 SP:Iteration 45Q (4197.727780 sec): 3 clusters Score: Raw -2966259.127815 + Penalty 3269.798532 = -2962989.329282 nChanged 82 SP:Iteration 46Q (4197.801850 sec): 3 clusters Score: Raw -2966285.772703 + Penalty 3269.798532 = -2963015.974171 nChanged 70 SP:Iteration 47Q (4197.870483 sec): 3 clusters Score: Raw -2966305.429231 + Penalty 3269.798532 = -2963035.630699 nChanged 53 SP:Iteration 48Q (4197.945750 sec): 3 clusters Score: Raw -2966318.968737 + Penalty 3269.798532 = -2963049.170205 nChanged 42 SP:Iteration 49Q (4198.020328 sec): 3 clusters Score: Raw -2966329.829012 + Penalty 3269.798532 = -2963060.030480 nChanged 42 SP:Iteration 50Q (4198.096627 sec): 3 clusters Score: Raw -2966341.290714 + Penalty 3269.798532 = -2963071.492182 nChanged 37 SP:Iteration 51Q (4198.175964 sec): 3 clusters Score: Raw -2966350.588226 + Penalty 3269.798532 = -2963080.789693 nChanged 35 SP:Iteration 52Q (4198.247809 sec): 3 clusters Score: Raw -2966358.182126 + Penalty 3269.798532 = -2963088.383594 nChanged 28 SP:Iteration 53Q (4198.324027 sec): 3 clusters Score: Raw -2966363.999124 + Penalty 3269.798532 = -2963094.200592 nChanged 25 SP:Iteration 54Q (4198.413498 sec): 3 clusters Score: Raw -2966368.271058 + Penalty 3269.798532 = -2963098.472526 nChanged 17 SP:Iteration 55Q (4198.480443 sec): 3 clusters Score: Raw -2966372.348922 + Penalty 3269.798532 = -2963102.550390 nChanged 18 SP:Iteration 56Q (4198.556846 sec): 3 clusters Score: Raw -2966377.770894 + Penalty 3269.798532 = -2963107.972362 nChanged 24 SP:Iteration 57Q (4198.634104 sec): 3 clusters Score: Raw -2966384.475247 + Penalty 3269.798532 = -2963114.676715 nChanged 26 SP:Iteration 58Q (4198.717344 sec): 3 clusters Score: Raw -2966391.308581 + Penalty 3269.798532 = -2963121.510049 nChanged 23 SP:Iteration 59Q (4198.795072 sec): 3 clusters Score: Raw -2966397.891990 + Penalty 3269.798532 = -2963128.093458 nChanged 22 SP:Iteration 60F (4198.877659 sec): 3 clusters Score: Raw -2966402.469904 + Penalty 3269.798532 = -2963132.671372 nChanged 15 SP:Iteration 61Q (4198.962958 sec): 3 clusters Score: Raw -2966405.273721 + Penalty 3269.798532 = -2963135.475189 nChanged 13 SP:Iteration 62Q (4199.032124 sec): 3 clusters Score: Raw -2966408.456252 + Penalty 3269.798532 = -2963138.657720 nChanged 11 SP:Iteration 63Q (4199.107097 sec): 3 clusters Score: Raw -2966410.900947 + Penalty 3269.798532 = -2963141.102415 nChanged 10 SP:Iteration 64Q (4199.184797 sec): 3 clusters Score: Raw -2966412.800672 + Penalty 3269.798532 = -2963143.002140 nChanged 5 SP:Iteration 65Q (4199.261743 sec): 3 clusters Score: Raw -2966414.000460 + Penalty 3269.798532 = -2963144.201928 nChanged 3 SP:Iteration 66Q (4199.341958 sec): 3 clusters Score: Raw -2966414.598755 + Penalty 3269.798532 = -2963144.800223 nChanged 4 SP:Iteration 67Q (4199.413147 sec): 3 clusters Score: Raw -2966415.246305 + Penalty 3269.798532 = -2963145.447773 nChanged 2 SP:Iteration 68Q (4199.490344 sec): 3 clusters Score: Raw -2966415.552833 + Penalty 3269.798532 = -2963145.754301 nChanged 2 SP:Iteration 69Q (4199.570642 sec): 3 clusters Score: Raw -2966415.885647 + Penalty 3269.798532 = -2963146.087115 nChanged 0 SP:Iteration 70F (4199.655295 sec): 3 clusters Score: Raw -2966415.885647 + Penalty 3269.798532 = -2963146.087115 nChanged 0 Trying to split cluster 5 (9117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4199.689138 sec): 2 clusters Score: Raw -1102936.460432 + Penalty 1481.658113 = -1101454.802319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4199.752273 sec): 3 clusters Score: Raw -1097900.590674 + Penalty 2963.316227 = -1094937.274447 nChanged 3938 SP:Iteration 1F (4199.813511 sec): 3 clusters Score: Raw -1100492.082434 + Penalty 2963.316227 = -1097528.766208 nChanged 848 SP:Iteration 2F (4199.877166 sec): 3 clusters Score: Raw -1101268.237473 + Penalty 2963.316227 = -1098304.921247 nChanged 796 SP:Iteration 3F (4199.937883 sec): 3 clusters Score: Raw -1101993.529738 + Penalty 2963.316227 = -1099030.213512 nChanged 664 SP:Iteration 4F (4200.009940 sec): 3 clusters Score: Raw -1102514.615404 + Penalty 2963.316227 = -1099551.299177 nChanged 519 SP:Iteration 5F (4200.047118 sec): 3 clusters Score: Raw -1102832.248903 + Penalty 2963.316227 = -1099868.932677 nChanged 375 SP:Iteration 6Q (4200.109096 sec): 3 clusters Score: Raw -1103023.995727 + Penalty 2963.316227 = -1100060.679501 nChanged 260 SP:Iteration 7Q (4200.168065 sec): 3 clusters Score: Raw -1103124.428091 + Penalty 2963.316227 = -1100161.111865 nChanged 202 SP:Iteration 8Q (4200.226937 sec): 3 clusters Score: Raw -1103208.961867 + Penalty 2963.316227 = -1100245.645641 nChanged 176 SP:Iteration 9Q (4200.290146 sec): 3 clusters Score: Raw -1103279.312340 + Penalty 2963.316227 = -1100315.996113 nChanged 171 SP:Iteration 10Q (4200.351313 sec): 3 clusters Score: Raw -1103370.933498 + Penalty 2963.316227 = -1100407.617272 nChanged 190 SP:Iteration 11Q (4200.412956 sec): 3 clusters Score: Raw -1103477.922115 + Penalty 2963.316227 = -1100514.605888 nChanged 179 SP:Iteration 12Q (4200.468583 sec): 3 clusters Score: Raw -1103566.088868 + Penalty 2963.316227 = -1100602.772642 nChanged 167 SP:Iteration 13Q (4200.539871 sec): 3 clusters Score: Raw -1103652.453455 + Penalty 2963.316227 = -1100689.137228 nChanged 164 SP:Iteration 14Q (4200.600083 sec): 3 clusters Score: Raw -1103735.852865 + Penalty 2963.316227 = -1100772.536638 nChanged 157 SP:Iteration 15Q (4200.650288 sec): 3 clusters Score: Raw -1103816.980160 + Penalty 2963.316227 = -1100853.663933 nChanged 152 SP:Iteration 16Q (4200.718652 sec): 3 clusters Score: Raw -1103891.427040 + Penalty 2963.316227 = -1100928.110813 nChanged 124 SP:Iteration 17Q (4200.770277 sec): 3 clusters Score: Raw -1103946.965711 + Penalty 2963.316227 = -1100983.649485 nChanged 107 SP:Iteration 18Q (4200.833877 sec): 3 clusters Score: Raw -1103993.649082 + Penalty 2963.316227 = -1101030.332855 nChanged 113 SP:Iteration 19Q (4200.902976 sec): 3 clusters Score: Raw -1104036.885882 + Penalty 2963.316227 = -1101073.569656 nChanged 107 SP:Iteration 20F (4200.956276 sec): 3 clusters Score: Raw -1104071.813669 + Penalty 2963.316227 = -1101108.497443 nChanged 105 SP:Iteration 21Q (4201.018623 sec): 3 clusters Score: Raw -1104102.252092 + Penalty 2963.316227 = -1101138.935866 nChanged 76 SP:Iteration 22Q (4201.083925 sec): 3 clusters Score: Raw -1104125.478898 + Penalty 2963.316227 = -1101162.162672 nChanged 63 SP:Iteration 23Q (4201.138598 sec): 3 clusters Score: Raw -1104142.865297 + Penalty 2963.316227 = -1101179.549070 nChanged 64 SP:Iteration 24Q (4201.197460 sec): 3 clusters Score: Raw -1104160.040465 + Penalty 2963.316227 = -1101196.724238 nChanged 54 SP:Iteration 25Q (4201.256243 sec): 3 clusters Score: Raw -1104174.505112 + Penalty 2963.316227 = -1101211.188885 nChanged 60 SP:Iteration 26Q (4201.317012 sec): 3 clusters Score: Raw -1104195.248194 + Penalty 2963.316227 = -1101231.931967 nChanged 57 SP:Iteration 27Q (4201.378802 sec): 3 clusters Score: Raw -1104214.065337 + Penalty 2963.316227 = -1101250.749111 nChanged 52 SP:Iteration 28Q (4201.443709 sec): 3 clusters Score: Raw -1104228.795480 + Penalty 2963.316227 = -1101265.479254 nChanged 51 SP:Iteration 29Q (4201.500376 sec): 3 clusters Score: Raw -1104244.627495 + Penalty 2963.316227 = -1101281.311268 nChanged 44 SP:Iteration 30Q (4201.555998 sec): 3 clusters Score: Raw -1104256.114320 + Penalty 2963.316227 = -1101292.798094 nChanged 43 SP:Iteration 31Q (4201.616125 sec): 3 clusters Score: Raw -1104268.370354 + Penalty 2963.316227 = -1101305.054127 nChanged 51 SP:Iteration 32Q (4201.676650 sec): 3 clusters Score: Raw -1104286.185554 + Penalty 2963.316227 = -1101322.869328 nChanged 49 SP:Iteration 33Q (4201.734505 sec): 3 clusters Score: Raw -1104301.051517 + Penalty 2963.316227 = -1101337.735290 nChanged 59 SP:Iteration 34Q (4201.794239 sec): 3 clusters Score: Raw -1104316.884595 + Penalty 2963.316227 = -1101353.568369 nChanged 44 SP:Iteration 35Q (4201.851389 sec): 3 clusters Score: Raw -1104328.531573 + Penalty 2963.316227 = -1101365.215347 nChanged 35 SP:Iteration 36Q (4201.923884 sec): 3 clusters Score: Raw -1104337.106490 + Penalty 2963.316227 = -1101373.790264 nChanged 29 SP:Iteration 37Q (4201.976630 sec): 3 clusters Score: Raw -1104344.558116 + Penalty 2963.316227 = -1101381.241889 nChanged 26 SP:Iteration 38Q (4202.038144 sec): 3 clusters Score: Raw -1104352.926466 + Penalty 2963.316227 = -1101389.610240 nChanged 24 SP:Iteration 39Q (4202.098118 sec): 3 clusters Score: Raw -1104357.120239 + Penalty 2963.316227 = -1101393.804013 nChanged 12 SP:Iteration 40F (4202.151998 sec): 3 clusters Score: Raw -1104359.473958 + Penalty 2963.316227 = -1101396.157732 nChanged 11 SP:Iteration 41Q (4202.223129 sec): 3 clusters Score: Raw -1104361.607147 + Penalty 2963.316227 = -1101398.290921 nChanged 13 SP:Iteration 42Q (4202.285648 sec): 3 clusters Score: Raw -1104363.857533 + Penalty 2963.316227 = -1101400.541306 nChanged 14 SP:Iteration 43Q (4202.338158 sec): 3 clusters Score: Raw -1104366.159344 + Penalty 2963.316227 = -1101402.843118 nChanged 14 SP:Iteration 44Q (4202.405082 sec): 3 clusters Score: Raw -1104369.308697 + Penalty 2963.316227 = -1101405.992470 nChanged 21 SP:Iteration 45Q (4202.467397 sec): 3 clusters Score: Raw -1104372.834858 + Penalty 2963.316227 = -1101409.518632 nChanged 19 SP:Iteration 46Q (4202.509321 sec): 3 clusters Score: Raw -1104374.931329 + Penalty 2963.316227 = -1101411.615103 nChanged 8 SP:Iteration 47Q (4202.569437 sec): 3 clusters Score: Raw -1104376.043256 + Penalty 2963.316227 = -1101412.727029 nChanged 7 SP:Iteration 48Q (4202.638045 sec): 3 clusters Score: Raw -1104377.035890 + Penalty 2963.316227 = -1101413.719664 nChanged 8 SP:Iteration 49Q (4202.705076 sec): 3 clusters Score: Raw -1104378.741895 + Penalty 2963.316227 = -1101415.425668 nChanged 11 SP:Iteration 50Q (4202.747443 sec): 3 clusters Score: Raw -1104380.595169 + Penalty 2963.316227 = -1101417.278942 nChanged 15 SP:Iteration 51Q (4202.811600 sec): 3 clusters Score: Raw -1104383.368745 + Penalty 2963.316227 = -1101420.052518 nChanged 14 SP:Iteration 52Q (4202.871480 sec): 3 clusters Score: Raw -1104386.009225 + Penalty 2963.316227 = -1101422.692999 nChanged 9 SP:Iteration 53Q (4202.942049 sec): 3 clusters Score: Raw -1104387.276995 + Penalty 2963.316227 = -1101423.960768 nChanged 10 SP:Iteration 54Q (4203.003015 sec): 3 clusters Score: Raw -1104388.485135 + Penalty 2963.316227 = -1101425.168909 nChanged 6 SP:Iteration 55Q (4203.063466 sec): 3 clusters Score: Raw -1104389.330948 + Penalty 2963.316227 = -1101426.014721 nChanged 7 SP:Iteration 56Q (4203.126217 sec): 3 clusters Score: Raw -1104390.550618 + Penalty 2963.316227 = -1101427.234391 nChanged 3 SP:Iteration 57Q (4203.177525 sec): 3 clusters Score: Raw -1104390.922868 + Penalty 2963.316227 = -1101427.606641 nChanged 1 SP:Iteration 58Q (4203.243727 sec): 3 clusters Score: Raw -1104391.022210 + Penalty 2963.316227 = -1101427.705983 nChanged 0 SP:Iteration 59F (4203.308494 sec): 3 clusters Score: Raw -1104391.022210 + Penalty 2963.316227 = -1101427.705983 nChanged 0 Trying to split cluster 6 (23936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4203.363788 sec): 2 clusters Score: Raw -3095324.898631 + Penalty 1638.510068 = -3093686.388563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4203.453278 sec): 3 clusters Score: Raw -3080723.372120 + Penalty 3277.020136 = -3077446.351984 nChanged 10985 SP:Iteration 1F (4203.523765 sec): 3 clusters Score: Raw -3087078.404123 + Penalty 3277.020136 = -3083801.383987 nChanged 1567 SP:Iteration 2F (4203.621967 sec): 3 clusters Score: Raw -3087840.788088 + Penalty 3277.020136 = -3084563.767952 nChanged 1554 SP:Iteration 3F (4203.709693 sec): 3 clusters Score: Raw -3088651.851995 + Penalty 3277.020136 = -3085374.831859 nChanged 1559 SP:Iteration 4F (4203.798768 sec): 3 clusters Score: Raw -3089607.188510 + Penalty 3277.020136 = -3086330.168374 nChanged 1583 SP:Iteration 5F (4203.887480 sec): 3 clusters Score: Raw -3090703.270335 + Penalty 3277.020136 = -3087426.250199 nChanged 1526 SP:Iteration 6F (4203.965426 sec): 3 clusters Score: Raw -3091803.146946 + Penalty 3277.020136 = -3088526.126810 nChanged 1340 SP:Iteration 7F (4204.060990 sec): 3 clusters Score: Raw -3092793.572547 + Penalty 3277.020136 = -3089516.552410 nChanged 1117 SP:Iteration 8Q (4204.151194 sec): 3 clusters Score: Raw -3093623.403919 + Penalty 3277.020136 = -3090346.383782 nChanged 878 SP:Iteration 9Q (4204.236367 sec): 3 clusters Score: Raw -3094261.409265 + Penalty 3277.020136 = -3090984.389129 nChanged 675 SP:Iteration 10Q (4204.316336 sec): 3 clusters Score: Raw -3094736.817825 + Penalty 3277.020136 = -3091459.797689 nChanged 471 SP:Iteration 11Q (4204.387158 sec): 3 clusters Score: Raw -3095065.430546 + Penalty 3277.020136 = -3091788.410410 nChanged 345 SP:Iteration 12Q (4204.465216 sec): 3 clusters Score: Raw -3095296.392017 + Penalty 3277.020136 = -3092019.371881 nChanged 230 SP:Iteration 13Q (4204.550543 sec): 3 clusters Score: Raw -3095435.023506 + Penalty 3277.020136 = -3092158.003370 nChanged 159 SP:Iteration 14Q (4204.633614 sec): 3 clusters Score: Raw -3095535.240748 + Penalty 3277.020136 = -3092258.220612 nChanged 120 SP:Iteration 15Q (4204.708360 sec): 3 clusters Score: Raw -3095607.464511 + Penalty 3277.020136 = -3092330.444375 nChanged 76 SP:Iteration 16Q (4204.776534 sec): 3 clusters Score: Raw -3095648.569710 + Penalty 3277.020136 = -3092371.549574 nChanged 59 SP:Iteration 17Q (4204.858960 sec): 3 clusters Score: Raw -3095679.143545 + Penalty 3277.020136 = -3092402.123409 nChanged 51 SP:Iteration 18Q (4204.930532 sec): 3 clusters Score: Raw -3095704.491694 + Penalty 3277.020136 = -3092427.471557 nChanged 44 SP:Iteration 19Q (4205.007716 sec): 3 clusters Score: Raw -3095727.010930 + Penalty 3277.020136 = -3092449.990794 nChanged 20 SP:Iteration 20F (4205.097864 sec): 3 clusters Score: Raw -3095736.266571 + Penalty 3277.020136 = -3092459.246435 nChanged 23 SP:Iteration 21Q (4205.175968 sec): 3 clusters Score: Raw -3095748.955068 + Penalty 3277.020136 = -3092471.934932 nChanged 17 SP:Iteration 22Q (4205.245998 sec): 3 clusters Score: Raw -3095763.881610 + Penalty 3277.020136 = -3092486.861473 nChanged 13 SP:Iteration 23Q (4205.320378 sec): 3 clusters Score: Raw -3095772.461748 + Penalty 3277.020136 = -3092495.441611 nChanged 5 SP:Iteration 24Q (4205.393741 sec): 3 clusters Score: Raw -3095774.049096 + Penalty 3277.020136 = -3092497.028959 nChanged 7 SP:Iteration 25Q (4205.471619 sec): 3 clusters Score: Raw -3095776.337477 + Penalty 3277.020136 = -3092499.317341 nChanged 3 SP:Iteration 26Q (4205.550767 sec): 3 clusters Score: Raw -3095777.574663 + Penalty 3277.020136 = -3092500.554527 nChanged 2 SP:Iteration 27Q (4205.624796 sec): 3 clusters Score: Raw -3095778.011125 + Penalty 3277.020136 = -3092500.990989 nChanged 1 SP:Iteration 28Q (4205.700492 sec): 3 clusters Score: Raw -3095778.633519 + Penalty 3277.020136 = -3092501.613382 nChanged 1 SP:Iteration 29Q (4205.775406 sec): 3 clusters Score: Raw -3095779.093318 + Penalty 3277.020136 = -3092502.073182 nChanged 0 SP:Iteration 30F (4205.863393 sec): 3 clusters Score: Raw -3095779.093318 + Penalty 3277.020136 = -3092502.073182 nChanged 0 Trying to split cluster 7 (17361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4205.911590 sec): 2 clusters Score: Raw -2029514.429717 + Penalty 1586.322008 = -2027928.107709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4205.988868 sec): 3 clusters Score: Raw -2019122.260748 + Penalty 3172.644017 = -2015949.616731 nChanged 7787 SP:Iteration 1F (4206.066002 sec): 3 clusters Score: Raw -2023994.005691 + Penalty 3172.644017 = -2020821.361675 nChanged 1420 SP:Iteration 2F (4206.143245 sec): 3 clusters Score: Raw -2025058.594519 + Penalty 3172.644017 = -2021885.950502 nChanged 1426 SP:Iteration 3F (4206.221028 sec): 3 clusters Score: Raw -2026322.324019 + Penalty 3172.644017 = -2023149.680002 nChanged 1385 SP:Iteration 4F (4206.287196 sec): 3 clusters Score: Raw -2027437.397064 + Penalty 3172.644017 = -2024264.753047 nChanged 1099 SP:Iteration 5F (4206.374189 sec): 3 clusters Score: Raw -2028302.912640 + Penalty 3172.644017 = -2025130.268623 nChanged 899 SP:Iteration 6F (4206.445501 sec): 3 clusters Score: Raw -2028935.139261 + Penalty 3172.644017 = -2025762.495244 nChanged 686 SP:Iteration 7Q (4206.506614 sec): 3 clusters Score: Raw -2029348.861841 + Penalty 3172.644017 = -2026176.217824 nChanged 455 SP:Iteration 8Q (4206.583299 sec): 3 clusters Score: Raw -2029576.348362 + Penalty 3172.644017 = -2026403.704345 nChanged 357 SP:Iteration 9Q (4206.663378 sec): 3 clusters Score: Raw -2029730.461737 + Penalty 3172.644017 = -2026557.817720 nChanged 249 SP:Iteration 10Q (4206.741490 sec): 3 clusters Score: Raw -2029816.409665 + Penalty 3172.644017 = -2026643.765648 nChanged 186 SP:Iteration 11Q (4206.818401 sec): 3 clusters Score: Raw -2029868.401141 + Penalty 3172.644017 = -2026695.757124 nChanged 155 SP:Iteration 12Q (4206.887317 sec): 3 clusters Score: Raw -2029906.722451 + Penalty 3172.644017 = -2026734.078434 nChanged 128 SP:Iteration 13Q (4206.968738 sec): 3 clusters Score: Raw -2029939.204451 + Penalty 3172.644017 = -2026766.560434 nChanged 116 SP:Iteration 14Q (4207.038730 sec): 3 clusters Score: Raw -2029967.484739 + Penalty 3172.644017 = -2026794.840722 nChanged 103 SP:Iteration 15Q (4207.114132 sec): 3 clusters Score: Raw -2029990.360452 + Penalty 3172.644017 = -2026817.716435 nChanged 99 SP:Iteration 16Q (4207.189239 sec): 3 clusters Score: Raw -2030014.640661 + Penalty 3172.644017 = -2026841.996644 nChanged 112 SP:Iteration 17Q (4207.267787 sec): 3 clusters Score: Raw -2030044.520702 + Penalty 3172.644017 = -2026871.876685 nChanged 118 SP:Iteration 18Q (4207.349480 sec): 3 clusters Score: Raw -2030078.445135 + Penalty 3172.644017 = -2026905.801118 nChanged 112 SP:Iteration 19Q (4207.425407 sec): 3 clusters Score: Raw -2030111.017340 + Penalty 3172.644017 = -2026938.373323 nChanged 100 SP:Iteration 20F (4207.455945 sec): 3 clusters Score: Raw -2030142.101559 + Penalty 3172.644017 = -2026969.457542 nChanged 99 SP:Iteration 21Q (4207.495148 sec): 3 clusters Score: Raw -2030174.170679 + Penalty 3172.644017 = -2027001.526662 nChanged 99 SP:Iteration 22Q (4207.533322 sec): 3 clusters Score: Raw -2030203.271945 + Penalty 3172.644017 = -2027030.627928 nChanged 93 SP:Iteration 23Q (4207.571926 sec): 3 clusters Score: Raw -2030228.800167 + Penalty 3172.644017 = -2027056.156150 nChanged 91 SP:Iteration 24Q (4207.610695 sec): 3 clusters Score: Raw -2030259.881041 + Penalty 3172.644017 = -2027087.237024 nChanged 114 SP:Iteration 25Q (4207.648564 sec): 3 clusters Score: Raw -2030301.666915 + Penalty 3172.644017 = -2027129.022898 nChanged 116 SP:Iteration 26Q (4207.732127 sec): 3 clusters Score: Raw -2030338.977851 + Penalty 3172.644017 = -2027166.333834 nChanged 105 SP:Iteration 27Q (4207.794874 sec): 3 clusters Score: Raw -2030371.290957 + Penalty 3172.644017 = -2027198.646941 nChanged 99 SP:Iteration 28Q (4207.861528 sec): 3 clusters Score: Raw -2030397.654538 + Penalty 3172.644017 = -2027225.010521 nChanged 80 SP:Iteration 29Q (4207.927511 sec): 3 clusters Score: Raw -2030417.817752 + Penalty 3172.644017 = -2027245.173735 nChanged 86 SP:Iteration 30Q (4207.999537 sec): 3 clusters Score: Raw -2030439.301606 + Penalty 3172.644017 = -2027266.657589 nChanged 76 SP:Iteration 31Q (4208.076102 sec): 3 clusters Score: Raw -2030457.085194 + Penalty 3172.644017 = -2027284.441177 nChanged 81 SP:Iteration 32Q (4208.148134 sec): 3 clusters Score: Raw -2030473.873929 + Penalty 3172.644017 = -2027301.229912 nChanged 66 SP:Iteration 33Q (4208.227613 sec): 3 clusters Score: Raw -2030487.197729 + Penalty 3172.644017 = -2027314.553712 nChanged 63 SP:Iteration 34Q (4208.291627 sec): 3 clusters Score: Raw -2030498.651843 + Penalty 3172.644017 = -2027326.007827 nChanged 43 SP:Iteration 35Q (4208.357162 sec): 3 clusters Score: Raw -2030506.706901 + Penalty 3172.644017 = -2027334.062884 nChanged 42 SP:Iteration 36Q (4208.416131 sec): 3 clusters Score: Raw -2030513.469041 + Penalty 3172.644017 = -2027340.825024 nChanged 29 SP:Iteration 37Q (4208.489874 sec): 3 clusters Score: Raw -2030517.112173 + Penalty 3172.644017 = -2027344.468157 nChanged 15 SP:Iteration 38Q (4208.551204 sec): 3 clusters Score: Raw -2030519.287469 + Penalty 3172.644017 = -2027346.643452 nChanged 21 SP:Iteration 39Q (4208.605450 sec): 3 clusters Score: Raw -2030521.850115 + Penalty 3172.644017 = -2027349.206099 nChanged 19 SP:Iteration 40F (4208.680058 sec): 3 clusters Score: Raw -2030524.380759 + Penalty 3172.644017 = -2027351.736742 nChanged 22 SP:Iteration 41Q (4208.737966 sec): 3 clusters Score: Raw -2030527.597269 + Penalty 3172.644017 = -2027354.953252 nChanged 19 SP:Iteration 42Q (4208.794121 sec): 3 clusters Score: Raw -2030530.717681 + Penalty 3172.644017 = -2027358.073664 nChanged 16 SP:Iteration 43Q (4208.859701 sec): 3 clusters Score: Raw -2030532.773940 + Penalty 3172.644017 = -2027360.129923 nChanged 9 SP:Iteration 44Q (4208.930849 sec): 3 clusters Score: Raw -2030534.321071 + Penalty 3172.644017 = -2027361.677054 nChanged 10 SP:Iteration 45Q (4208.988750 sec): 3 clusters Score: Raw -2030535.938026 + Penalty 3172.644017 = -2027363.294009 nChanged 12 SP:Iteration 46Q (4209.063186 sec): 3 clusters Score: Raw -2030536.986412 + Penalty 3172.644017 = -2027364.342395 nChanged 9 SP:Iteration 47Q (4209.131695 sec): 3 clusters Score: Raw -2030537.851631 + Penalty 3172.644017 = -2027365.207615 nChanged 10 SP:Iteration 48Q (4209.200852 sec): 3 clusters Score: Raw -2030539.650980 + Penalty 3172.644017 = -2027367.006963 nChanged 12 SP:Iteration 49Q (4209.274232 sec): 3 clusters Score: Raw -2030541.047185 + Penalty 3172.644017 = -2027368.403168 nChanged 5 SP:Iteration 50Q (4209.330362 sec): 3 clusters Score: Raw -2030542.012515 + Penalty 3172.644017 = -2027369.368498 nChanged 9 SP:Iteration 51Q (4209.389293 sec): 3 clusters Score: Raw -2030543.011019 + Penalty 3172.644017 = -2027370.367002 nChanged 10 SP:Iteration 52Q (4209.466933 sec): 3 clusters Score: Raw -2030544.191909 + Penalty 3172.644017 = -2027371.547892 nChanged 8 SP:Iteration 53Q (4209.541158 sec): 3 clusters Score: Raw -2030544.948788 + Penalty 3172.644017 = -2027372.304772 nChanged 8 SP:Iteration 54Q (4209.613088 sec): 3 clusters Score: Raw -2030545.680892 + Penalty 3172.644017 = -2027373.036875 nChanged 5 SP:Iteration 55Q (4209.679701 sec): 3 clusters Score: Raw -2030546.638439 + Penalty 3172.644017 = -2027373.994422 nChanged 8 SP:Iteration 56Q (4209.757923 sec): 3 clusters Score: Raw -2030547.326048 + Penalty 3172.644017 = -2027374.682031 nChanged 10 SP:Iteration 57Q (4209.829825 sec): 3 clusters Score: Raw -2030548.622908 + Penalty 3172.644017 = -2027375.978891 nChanged 8 SP:Iteration 58Q (4209.900675 sec): 3 clusters Score: Raw -2030549.767590 + Penalty 3172.644017 = -2027377.123573 nChanged 9 SP:Iteration 59Q (4209.977407 sec): 3 clusters Score: Raw -2030550.705776 + Penalty 3172.644017 = -2027378.061759 nChanged 10 SP:Iteration 60F (4210.054100 sec): 3 clusters Score: Raw -2030551.567086 + Penalty 3172.644017 = -2027378.923069 nChanged 10 SP:Iteration 61Q (4210.121082 sec): 3 clusters Score: Raw -2030552.462209 + Penalty 3172.644017 = -2027379.818192 nChanged 10 SP:Iteration 62Q (4210.191783 sec): 3 clusters Score: Raw -2030553.078524 + Penalty 3172.644017 = -2027380.434507 nChanged 5 SP:Iteration 63Q (4210.259049 sec): 3 clusters Score: Raw -2030553.720020 + Penalty 3172.644017 = -2027381.076004 nChanged 6 SP:Iteration 64Q (4210.329989 sec): 3 clusters Score: Raw -2030554.350977 + Penalty 3172.644017 = -2027381.706960 nChanged 6 SP:Iteration 65Q (4210.399907 sec): 3 clusters Score: Raw -2030555.065471 + Penalty 3172.644017 = -2027382.421454 nChanged 5 SP:Iteration 66Q (4210.474920 sec): 3 clusters Score: Raw -2030555.793945 + Penalty 3172.644017 = -2027383.149928 nChanged 5 SP:Iteration 67Q (4210.546858 sec): 3 clusters Score: Raw -2030556.529622 + Penalty 3172.644017 = -2027383.885606 nChanged 8 SP:Iteration 68Q (4210.615353 sec): 3 clusters Score: Raw -2030557.957955 + Penalty 3172.644017 = -2027385.313938 nChanged 14 SP:Iteration 69Q (4210.688093 sec): 3 clusters Score: Raw -2030560.276576 + Penalty 3172.644017 = -2027387.632559 nChanged 11 SP:Iteration 70Q (4210.732460 sec): 3 clusters Score: Raw -2030561.390649 + Penalty 3172.644017 = -2027388.746632 nChanged 9 SP:Iteration 71Q (4210.816756 sec): 3 clusters Score: Raw -2030562.442445 + Penalty 3172.644017 = -2027389.798428 nChanged 4 SP:Iteration 72Q (4210.884743 sec): 3 clusters Score: Raw -2030562.914274 + Penalty 3172.644017 = -2027390.270257 nChanged 2 SP:Iteration 73Q (4210.956643 sec): 3 clusters Score: Raw -2030563.119473 + Penalty 3172.644017 = -2027390.475456 nChanged 2 SP:Iteration 74Q (4211.028128 sec): 3 clusters Score: Raw -2030563.287680 + Penalty 3172.644017 = -2027390.643663 nChanged 2 SP:Iteration 75Q (4211.088715 sec): 3 clusters Score: Raw -2030563.462335 + Penalty 3172.644017 = -2027390.818319 nChanged 3 SP:Iteration 76Q (4211.156055 sec): 3 clusters Score: Raw -2030563.864683 + Penalty 3172.644017 = -2027391.220666 nChanged 1 SP:Iteration 77Q (4211.227864 sec): 3 clusters Score: Raw -2030564.235273 + Penalty 3172.644017 = -2027391.591256 nChanged 3 SP:Iteration 78Q (4211.294110 sec): 3 clusters Score: Raw -2030564.576433 + Penalty 3172.644017 = -2027391.932416 nChanged 1 SP:Iteration 79Q (4211.363794 sec): 3 clusters Score: Raw -2030564.756138 + Penalty 3172.644017 = -2027392.112121 nChanged 2 SP:Iteration 80F (4211.434112 sec): 3 clusters Score: Raw -2030564.961764 + Penalty 3172.644017 = -2027392.317747 nChanged 3 SP:Iteration 81Q (4211.507564 sec): 3 clusters Score: Raw -2030565.339385 + Penalty 3172.644017 = -2027392.695368 nChanged 4 SP:Iteration 82Q (4211.574284 sec): 3 clusters Score: Raw -2030565.715236 + Penalty 3172.644017 = -2027393.071220 nChanged 7 SP:Iteration 83Q (4211.643335 sec): 3 clusters Score: Raw -2030566.384482 + Penalty 3172.644017 = -2027393.740465 nChanged 6 SP:Iteration 84Q (4211.717052 sec): 3 clusters Score: Raw -2030567.267021 + Penalty 3172.644017 = -2027394.623004 nChanged 9 SP:Iteration 85Q (4211.783530 sec): 3 clusters Score: Raw -2030568.701152 + Penalty 3172.644017 = -2027396.057135 nChanged 7 SP:Iteration 86Q (4211.852857 sec): 3 clusters Score: Raw -2030569.389253 + Penalty 3172.644017 = -2027396.745237 nChanged 5 SP:Iteration 87Q (4211.922864 sec): 3 clusters Score: Raw -2030569.981460 + Penalty 3172.644017 = -2027397.337443 nChanged 7 SP:Iteration 88Q (4212.003885 sec): 3 clusters Score: Raw -2030570.830730 + Penalty 3172.644017 = -2027398.186713 nChanged 3 SP:Iteration 89Q (4212.077817 sec): 3 clusters Score: Raw -2030571.135197 + Penalty 3172.644017 = -2027398.491180 nChanged 3 SP:Iteration 90Q (4212.138318 sec): 3 clusters Score: Raw -2030571.334143 + Penalty 3172.644017 = -2027398.690126 nChanged 2 SP:Iteration 91Q (4212.209157 sec): 3 clusters Score: Raw -2030571.656848 + Penalty 3172.644017 = -2027399.012831 nChanged 1 SP:Iteration 92Q (4212.279437 sec): 3 clusters Score: Raw -2030571.735513 + Penalty 3172.644017 = -2027399.091496 nChanged 0 SP:Iteration 93F (4212.353112 sec): 3 clusters Score: Raw -2030571.735513 + Penalty 3172.644017 = -2027399.091496 nChanged 0 Trying to split cluster 8 (31892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4212.413069 sec): 2 clusters Score: Raw -4023402.141962 + Penalty 1685.142952 = -4021716.999010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4212.499681 sec): 3 clusters Score: Raw -4003622.432058 + Penalty 3370.285904 = -4000252.146154 nChanged 14694 SP:Iteration 1F (4212.597568 sec): 3 clusters Score: Raw -4011961.378157 + Penalty 3370.285904 = -4008591.092253 nChanged 1751 SP:Iteration 2F (4212.678297 sec): 3 clusters Score: Raw -4012795.073568 + Penalty 3370.285904 = -4009424.787664 nChanged 1901 SP:Iteration 3F (4212.764557 sec): 3 clusters Score: Raw -4013886.110959 + Penalty 3370.285904 = -4010515.825055 nChanged 2066 SP:Iteration 4F (4212.863062 sec): 3 clusters Score: Raw -4015287.348699 + Penalty 3370.285904 = -4011917.062795 nChanged 2199 SP:Iteration 5F (4212.955168 sec): 3 clusters Score: Raw -4017052.417507 + Penalty 3370.285904 = -4013682.131604 nChanged 2148 SP:Iteration 6F (4213.055638 sec): 3 clusters Score: Raw -4018806.620522 + Penalty 3370.285904 = -4015436.334618 nChanged 1908 SP:Iteration 7F (4213.159096 sec): 3 clusters Score: Raw -4020165.105611 + Penalty 3370.285904 = -4016794.819707 nChanged 1376 SP:Iteration 8Q (4213.262903 sec): 3 clusters Score: Raw -4020892.029027 + Penalty 3370.285904 = -4017521.743123 nChanged 948 SP:Iteration 9Q (4213.342405 sec): 3 clusters Score: Raw -4021281.075604 + Penalty 3370.285904 = -4017910.789700 nChanged 721 SP:Iteration 10Q (4213.442493 sec): 3 clusters Score: Raw -4021537.658107 + Penalty 3370.285904 = -4018167.372203 nChanged 614 SP:Iteration 11Q (4213.540064 sec): 3 clusters Score: Raw -4021758.197988 + Penalty 3370.285904 = -4018387.912084 nChanged 577 SP:Iteration 12Q (4213.650393 sec): 3 clusters Score: Raw -4021973.284780 + Penalty 3370.285904 = -4018602.998876 nChanged 538 SP:Iteration 13Q (4213.735726 sec): 3 clusters Score: Raw -4022173.263520 + Penalty 3370.285904 = -4018802.977616 nChanged 549 SP:Iteration 14Q (4213.840919 sec): 3 clusters Score: Raw -4022363.441352 + Penalty 3370.285904 = -4018993.155448 nChanged 463 SP:Iteration 15Q (4213.932239 sec): 3 clusters Score: Raw -4022498.267226 + Penalty 3370.285904 = -4019127.981322 nChanged 377 SP:Iteration 16Q (4214.024164 sec): 3 clusters Score: Raw -4022606.989698 + Penalty 3370.285904 = -4019236.703794 nChanged 365 SP:Iteration 17Q (4214.132677 sec): 3 clusters Score: Raw -4022697.766092 + Penalty 3370.285904 = -4019327.480188 nChanged 332 SP:Iteration 18Q (4214.225498 sec): 3 clusters Score: Raw -4022772.572598 + Penalty 3370.285904 = -4019402.286694 nChanged 270 SP:Iteration 19Q (4214.323081 sec): 3 clusters Score: Raw -4022833.914771 + Penalty 3370.285904 = -4019463.628867 nChanged 283 SP:Iteration 20F (4214.424779 sec): 3 clusters Score: Raw -4022895.161367 + Penalty 3370.285904 = -4019524.875464 nChanged 283 SP:Iteration 21Q (4214.525848 sec): 3 clusters Score: Raw -4022954.437314 + Penalty 3370.285904 = -4019584.151410 nChanged 240 SP:Iteration 22Q (4214.615348 sec): 3 clusters Score: Raw -4022999.523217 + Penalty 3370.285904 = -4019629.237313 nChanged 199 SP:Iteration 23Q (4214.727899 sec): 3 clusters Score: Raw -4023030.665225 + Penalty 3370.285904 = -4019660.379322 nChanged 186 SP:Iteration 24Q (4214.827299 sec): 3 clusters Score: Raw -4023054.078390 + Penalty 3370.285904 = -4019683.792486 nChanged 132 SP:Iteration 25Q (4214.916862 sec): 3 clusters Score: Raw -4023069.994294 + Penalty 3370.285904 = -4019699.708390 nChanged 100 SP:Iteration 26Q (4215.015728 sec): 3 clusters Score: Raw -4023079.637124 + Penalty 3370.285904 = -4019709.351220 nChanged 87 SP:Iteration 27Q (4215.106876 sec): 3 clusters Score: Raw -4023086.702164 + Penalty 3370.285904 = -4019716.416260 nChanged 67 SP:Iteration 28Q (4215.201422 sec): 3 clusters Score: Raw -4023091.302935 + Penalty 3370.285904 = -4019721.017031 nChanged 55 SP:Iteration 29Q (4215.300481 sec): 3 clusters Score: Raw -4023095.388372 + Penalty 3370.285904 = -4019725.102468 nChanged 47 SP:Iteration 30Q (4215.396753 sec): 3 clusters Score: Raw -4023098.858876 + Penalty 3370.285904 = -4019728.572972 nChanged 45 SP:Iteration 31Q (4215.486606 sec): 3 clusters Score: Raw -4023101.405302 + Penalty 3370.285904 = -4019731.119398 nChanged 31 SP:Iteration 32Q (4215.554867 sec): 3 clusters Score: Raw -4023102.688730 + Penalty 3370.285904 = -4019732.402826 nChanged 28 SP:Iteration 33Q (4215.648993 sec): 3 clusters Score: Raw -4023104.137047 + Penalty 3370.285904 = -4019733.851143 nChanged 25 SP:Iteration 34Q (4215.743513 sec): 3 clusters Score: Raw -4023105.712996 + Penalty 3370.285904 = -4019735.427093 nChanged 30 SP:Iteration 35Q (4215.835804 sec): 3 clusters Score: Raw -4023107.359788 + Penalty 3370.285904 = -4019737.073884 nChanged 18 SP:Iteration 36Q (4215.924852 sec): 3 clusters Score: Raw -4023108.032374 + Penalty 3370.285904 = -4019737.746470 nChanged 17 SP:Iteration 37Q (4216.015890 sec): 3 clusters Score: Raw -4023108.537544 + Penalty 3370.285904 = -4019738.251640 nChanged 11 SP:Iteration 38Q (4216.110433 sec): 3 clusters Score: Raw -4023108.906574 + Penalty 3370.285904 = -4019738.620670 nChanged 10 SP:Iteration 39Q (4216.179406 sec): 3 clusters Score: Raw -4023109.320198 + Penalty 3370.285904 = -4019739.034294 nChanged 4 SP:Iteration 40F (4216.273582 sec): 3 clusters Score: Raw -4023109.548432 + Penalty 3370.285904 = -4019739.262528 nChanged 5 SP:Iteration 41Q (4216.358853 sec): 3 clusters Score: Raw -4023109.718222 + Penalty 3370.285904 = -4019739.432318 nChanged 5 SP:Iteration 42Q (4216.455975 sec): 3 clusters Score: Raw -4023109.862175 + Penalty 3370.285904 = -4019739.576271 nChanged 5 SP:Iteration 43Q (4216.561071 sec): 3 clusters Score: Raw -4023110.077692 + Penalty 3370.285904 = -4019739.791788 nChanged 4 SP:Iteration 44Q (4216.658980 sec): 3 clusters Score: Raw -4023110.239665 + Penalty 3370.285904 = -4019739.953761 nChanged 3 SP:Iteration 45Q (4216.752457 sec): 3 clusters Score: Raw -4023110.360883 + Penalty 3370.285904 = -4019740.074979 nChanged 1 SP:Iteration 46Q (4216.849692 sec): 3 clusters Score: Raw -4023110.404027 + Penalty 3370.285904 = -4019740.118123 nChanged 3 SP:Iteration 47Q (4216.947035 sec): 3 clusters Score: Raw -4023110.515465 + Penalty 3370.285904 = -4019740.229561 nChanged 2 SP:Iteration 48Q (4217.056646 sec): 3 clusters Score: Raw -4023110.578310 + Penalty 3370.285904 = -4019740.292406 nChanged 3 SP:Iteration 49Q (4217.154010 sec): 3 clusters Score: Raw -4023110.658546 + Penalty 3370.285904 = -4019740.372642 nChanged 3 SP:Iteration 50Q (4217.242251 sec): 3 clusters Score: Raw -4023110.762427 + Penalty 3370.285904 = -4019740.476523 nChanged 2 SP:Iteration 51Q (4217.350267 sec): 3 clusters Score: Raw -4023110.901215 + Penalty 3370.285904 = -4019740.615311 nChanged 4 SP:Iteration 52Q (4217.441255 sec): 3 clusters Score: Raw -4023111.091058 + Penalty 3370.285904 = -4019740.805154 nChanged 3 SP:Iteration 53Q (4217.545344 sec): 3 clusters Score: Raw -4023111.176674 + Penalty 3370.285904 = -4019740.890770 nChanged 2 SP:Iteration 54Q (4217.647812 sec): 3 clusters Score: Raw -4023111.221800 + Penalty 3370.285904 = -4019740.935896 nChanged 1 SP:Iteration 55Q (4217.737354 sec): 3 clusters Score: Raw -4023111.253193 + Penalty 3370.285904 = -4019740.967289 nChanged 2 SP:Iteration 56Q (4217.839422 sec): 3 clusters Score: Raw -4023111.293960 + Penalty 3370.285904 = -4019741.008056 nChanged 0 SP:Iteration 57F (4217.934856 sec): 3 clusters Score: Raw -4023111.293960 + Penalty 3370.285904 = -4019741.008056 nChanged 0 Trying to split cluster 9 (118066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4218.104578 sec): 2 clusters Score: Raw -14970271.590854 + Penalty 1897.837349 = -14968373.753505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4218.352011 sec): 3 clusters Score: Raw -14892990.905487 + Penalty 3795.674697 = -14889195.230789 nChanged 56694 SP:Iteration 1F (4218.575234 sec): 3 clusters Score: Raw -14927409.831331 + Penalty 3795.674697 = -14923614.156634 nChanged 5665 SP:Iteration 2Q (4218.796304 sec): 3 clusters Score: Raw -14929618.219090 + Penalty 3795.674697 = -14925822.544392 nChanged 6172 SP:Iteration 3F (4219.018033 sec): 3 clusters Score: Raw -14932347.632526 + Penalty 3795.674697 = -14928551.957828 nChanged 6511 SP:Iteration 4F (4219.235975 sec): 3 clusters Score: Raw -14935349.174659 + Penalty 3795.674697 = -14931553.499961 nChanged 6368 SP:Iteration 5F (4219.456490 sec): 3 clusters Score: Raw -14938362.369803 + Penalty 3795.674697 = -14934566.695106 nChanged 6356 SP:Iteration 6F (4219.694122 sec): 3 clusters Score: Raw -14941483.464937 + Penalty 3795.674697 = -14937687.790240 nChanged 5965 SP:Iteration 7F (4219.926421 sec): 3 clusters Score: Raw -14944599.775171 + Penalty 3795.674697 = -14940804.100473 nChanged 5592 SP:Iteration 8Q (4220.147163 sec): 3 clusters Score: Raw -14947840.538032 + Penalty 3795.674697 = -14944044.863335 nChanged 5260 SP:Iteration 9Q (4220.388611 sec): 3 clusters Score: Raw -14951279.013082 + Penalty 3795.674697 = -14947483.338384 nChanged 4971 SP:Iteration 10Q (4220.634472 sec): 3 clusters Score: Raw -14954608.313105 + Penalty 3795.674697 = -14950812.638408 nChanged 4424 SP:Iteration 11Q (4220.867084 sec): 3 clusters Score: Raw -14957015.827489 + Penalty 3795.674697 = -14953220.152791 nChanged 3451 SP:Iteration 12Q (4221.105474 sec): 3 clusters Score: Raw -14958485.060804 + Penalty 3795.674697 = -14954689.386106 nChanged 2552 SP:Iteration 13Q (4221.331916 sec): 3 clusters Score: Raw -14959384.316468 + Penalty 3795.674697 = -14955588.641770 nChanged 2030 SP:Iteration 14Q (4221.555135 sec): 3 clusters Score: Raw -14960054.186571 + Penalty 3795.674697 = -14956258.511873 nChanged 1823 SP:Iteration 15Q (4221.783309 sec): 3 clusters Score: Raw -14960652.822467 + Penalty 3795.674697 = -14956857.147770 nChanged 1771 SP:Iteration 16Q (4222.018329 sec): 3 clusters Score: Raw -14961252.827291 + Penalty 3795.674697 = -14957457.152593 nChanged 1785 SP:Iteration 17Q (4222.245059 sec): 3 clusters Score: Raw -14961850.335887 + Penalty 3795.674697 = -14958054.661189 nChanged 1738 SP:Iteration 18Q (4222.470911 sec): 3 clusters Score: Raw -14962447.520129 + Penalty 3795.674697 = -14958651.845432 nChanged 1756 SP:Iteration 19Q (4222.696210 sec): 3 clusters Score: Raw -14963095.497921 + Penalty 3795.674697 = -14959299.823223 nChanged 1782 SP:Iteration 20F (4222.932718 sec): 3 clusters Score: Raw -14963828.621459 + Penalty 3795.674697 = -14960032.946762 nChanged 1829 SP:Iteration 21Q (4223.148502 sec): 3 clusters Score: Raw -14964648.918951 + Penalty 3795.674697 = -14960853.244254 nChanged 1817 SP:Iteration 22Q (4223.376578 sec): 3 clusters Score: Raw -14965474.795374 + Penalty 3795.674697 = -14961679.120677 nChanged 1782 SP:Iteration 23Q (4223.596594 sec): 3 clusters Score: Raw -14966309.904884 + Penalty 3795.674697 = -14962514.230186 nChanged 1675 SP:Iteration 24Q (4223.812564 sec): 3 clusters Score: Raw -14967039.593345 + Penalty 3795.674697 = -14963243.918648 nChanged 1451 SP:Iteration 25Q (4224.010289 sec): 3 clusters Score: Raw -14967632.468266 + Penalty 3795.674697 = -14963836.793569 nChanged 1303 SP:Iteration 26Q (4224.220683 sec): 3 clusters Score: Raw -14968135.216629 + Penalty 3795.674697 = -14964339.541932 nChanged 1232 SP:Iteration 27Q (4224.434827 sec): 3 clusters Score: Raw -14968593.068918 + Penalty 3795.674697 = -14964797.394220 nChanged 1046 SP:Iteration 28Q (4224.635456 sec): 3 clusters Score: Raw -14968969.356208 + Penalty 3795.674697 = -14965173.681511 nChanged 881 SP:Iteration 29Q (4224.830542 sec): 3 clusters Score: Raw -14969257.163384 + Penalty 3795.674697 = -14965461.488687 nChanged 767 SP:Iteration 30Q (4225.029405 sec): 3 clusters Score: Raw -14969509.673855 + Penalty 3795.674697 = -14965713.999157 nChanged 708 SP:Iteration 31Q (4225.235598 sec): 3 clusters Score: Raw -14969745.332752 + Penalty 3795.674697 = -14965949.658055 nChanged 571 SP:Iteration 32Q (4225.427215 sec): 3 clusters Score: Raw -14969938.896077 + Penalty 3795.674697 = -14966143.221380 nChanged 510 SP:Iteration 33Q (4225.638431 sec): 3 clusters Score: Raw -14970114.857589 + Penalty 3795.674697 = -14966319.182892 nChanged 467 SP:Iteration 34Q (4225.843310 sec): 3 clusters Score: Raw -14970266.636758 + Penalty 3795.674697 = -14966470.962061 nChanged 376 SP:Iteration 35Q (4226.051658 sec): 3 clusters Score: Raw -14970384.656644 + Penalty 3795.674697 = -14966588.981947 nChanged 343 SP:Iteration 36Q (4226.258392 sec): 3 clusters Score: Raw -14970493.626740 + Penalty 3795.674697 = -14966697.952043 nChanged 294 SP:Iteration 37Q (4226.459131 sec): 3 clusters Score: Raw -14970583.314660 + Penalty 3795.674697 = -14966787.639962 nChanged 253 SP:Iteration 38Q (4226.662727 sec): 3 clusters Score: Raw -14970663.377236 + Penalty 3795.674697 = -14966867.702539 nChanged 230 SP:Iteration 39Q (4226.864599 sec): 3 clusters Score: Raw -14970723.360696 + Penalty 3795.674697 = -14966927.685998 nChanged 180 SP:Iteration 40F (4227.077406 sec): 3 clusters Score: Raw -14970769.375864 + Penalty 3795.674697 = -14966973.701167 nChanged 141 SP:Iteration 41Q (4227.264494 sec): 3 clusters Score: Raw -14970801.342957 + Penalty 3795.674697 = -14967005.668260 nChanged 128 SP:Iteration 42Q (4227.447879 sec): 3 clusters Score: Raw -14970830.473849 + Penalty 3795.674697 = -14967034.799152 nChanged 105 SP:Iteration 43Q (4227.640615 sec): 3 clusters Score: Raw -14970853.342203 + Penalty 3795.674697 = -14967057.667506 nChanged 88 SP:Iteration 44Q (4227.844235 sec): 3 clusters Score: Raw -14970871.695053 + Penalty 3795.674697 = -14967076.020356 nChanged 77 SP:Iteration 45Q (4228.020795 sec): 3 clusters Score: Raw -14970887.695770 + Penalty 3795.674697 = -14967092.021073 nChanged 75 SP:Iteration 46Q (4228.194843 sec): 3 clusters Score: Raw -14970901.178020 + Penalty 3795.674697 = -14967105.503323 nChanged 57 SP:Iteration 47Q (4228.389329 sec): 3 clusters Score: Raw -14970909.002372 + Penalty 3795.674697 = -14967113.327674 nChanged 46 SP:Iteration 48Q (4228.598154 sec): 3 clusters Score: Raw -14970915.321720 + Penalty 3795.674697 = -14967119.647022 nChanged 39 SP:Iteration 49Q (4228.806637 sec): 3 clusters Score: Raw -14970921.877294 + Penalty 3795.674697 = -14967126.202596 nChanged 37 SP:Iteration 50Q (4229.009577 sec): 3 clusters Score: Raw -14970929.260095 + Penalty 3795.674697 = -14967133.585397 nChanged 44 SP:Iteration 51Q (4229.213053 sec): 3 clusters Score: Raw -14970938.908739 + Penalty 3795.674697 = -14967143.234041 nChanged 43 SP:Iteration 52Q (4229.403279 sec): 3 clusters Score: Raw -14970946.541612 + Penalty 3795.674697 = -14967150.866914 nChanged 37 SP:Iteration 53Q (4229.598107 sec): 3 clusters Score: Raw -14970952.400450 + Penalty 3795.674697 = -14967156.725752 nChanged 26 SP:Iteration 54Q (4229.806116 sec): 3 clusters Score: Raw -14970956.008201 + Penalty 3795.674697 = -14967160.333503 nChanged 24 SP:Iteration 55Q (4230.013283 sec): 3 clusters Score: Raw -14970959.609536 + Penalty 3795.674697 = -14967163.934839 nChanged 15 SP:Iteration 56Q (4230.216017 sec): 3 clusters Score: Raw -14970961.765247 + Penalty 3795.674697 = -14967166.090549 nChanged 8 SP:Iteration 57Q (4230.394608 sec): 3 clusters Score: Raw -14970962.770519 + Penalty 3795.674697 = -14967167.095822 nChanged 7 SP:Iteration 58Q (4230.591878 sec): 3 clusters Score: Raw -14970963.762367 + Penalty 3795.674697 = -14967168.087670 nChanged 9 SP:Iteration 59Q (4230.797992 sec): 3 clusters Score: Raw -14970964.862510 + Penalty 3795.674697 = -14967169.187813 nChanged 7 SP:Iteration 60F (4231.036677 sec): 3 clusters Score: Raw -14970965.428417 + Penalty 3795.674697 = -14967169.753720 nChanged 5 SP:Iteration 61Q (4231.240501 sec): 3 clusters Score: Raw -14970965.862099 + Penalty 3795.674697 = -14967170.187401 nChanged 1 SP:Iteration 62Q (4231.420027 sec): 3 clusters Score: Raw -14970965.897737 + Penalty 3795.674697 = -14967170.223040 nChanged 0 SP:Iteration 63F (4231.661567 sec): 3 clusters Score: Raw -14970965.897737 + Penalty 3795.674697 = -14967170.223040 nChanged 0 Trying to split cluster 10 (1913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4231.701793 sec): 2 clusters Score: Raw -220880.168635 + Penalty 1227.919545 = -219652.249090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4231.736971 sec): 3 clusters Score: Raw -220133.115445 + Penalty 2455.839090 = -217677.276355 nChanged 656 SP:Iteration 1F (4231.796991 sec): 3 clusters Score: Raw -220676.062468 + Penalty 2455.839090 = -218220.223378 nChanged 184 SP:Iteration 2F (4231.844649 sec): 3 clusters Score: Raw -220897.250105 + Penalty 2455.839090 = -218441.411015 nChanged 128 SP:Iteration 3F (4231.881583 sec): 3 clusters Score: Raw -221046.963539 + Penalty 2455.839090 = -218591.124449 nChanged 90 SP:Iteration 4Q (4231.926439 sec): 3 clusters Score: Raw -221146.375408 + Penalty 2455.839090 = -218690.536318 nChanged 85 SP:Iteration 5Q (4231.975782 sec): 3 clusters Score: Raw -221244.311093 + Penalty 2455.839090 = -218788.472003 nChanged 62 SP:Iteration 6Q (4232.020951 sec): 3 clusters Score: Raw -221311.175838 + Penalty 2455.839090 = -218855.336748 nChanged 54 SP:Iteration 7Q (4232.067116 sec): 3 clusters Score: Raw -221370.692030 + Penalty 2455.839090 = -218914.852940 nChanged 38 SP:Iteration 8Q (4232.117943 sec): 3 clusters Score: Raw -221403.413122 + Penalty 2455.839090 = -218947.574032 nChanged 25 SP:Iteration 9Q (4232.166307 sec): 3 clusters Score: Raw -221420.409449 + Penalty 2455.839090 = -218964.570359 nChanged 25 SP:Iteration 10Q (4232.218950 sec): 3 clusters Score: Raw -221439.083424 + Penalty 2455.839090 = -218983.244334 nChanged 14 SP:Iteration 11Q (4232.268405 sec): 3 clusters Score: Raw -221447.518487 + Penalty 2455.839090 = -218991.679397 nChanged 12 SP:Iteration 12Q (4232.316163 sec): 3 clusters Score: Raw -221454.685500 + Penalty 2455.839090 = -218998.846410 nChanged 9 SP:Iteration 13Q (4232.356071 sec): 3 clusters Score: Raw -221461.812787 + Penalty 2455.839090 = -219005.973697 nChanged 8 SP:Iteration 14Q (4232.405047 sec): 3 clusters Score: Raw -221467.434504 + Penalty 2455.839090 = -219011.595414 nChanged 6 SP:Iteration 15Q (4232.456025 sec): 3 clusters Score: Raw -221472.176134 + Penalty 2455.839090 = -219016.337044 nChanged 4 SP:Iteration 16Q (4232.502541 sec): 3 clusters Score: Raw -221473.948457 + Penalty 2455.839090 = -219018.109367 nChanged 0 SP:Iteration 17F (4232.548723 sec): 3 clusters Score: Raw -221473.948457 + Penalty 2455.839090 = -219018.109367 nChanged 0 Trying to split cluster 11 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4232.569289 sec): 2 clusters Score: Raw -30876.265061 + Penalty 925.777692 = -29950.487370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4232.609990 sec): 3 clusters Score: Raw -31022.894106 + Penalty 1851.555383 = -29171.338723 nChanged 64 SP:Iteration 1F (4232.656076 sec): 3 clusters Score: Raw -31201.154394 + Penalty 1851.555383 = -29349.599011 nChanged 18 SP:Iteration 2F (4232.700840 sec): 3 clusters Score: Raw -31242.936972 + Penalty 1851.555383 = -29391.381589 nChanged 15 SP:Iteration 3F (4232.732091 sec): 3 clusters Score: Raw -31364.414596 + Penalty 1851.555383 = -29512.859213 nChanged 14 SP:Iteration 4Q (4232.778605 sec): 3 clusters Score: Raw -31396.862859 + Penalty 1851.555383 = -29545.307476 nChanged 9 SP:Iteration 5Q (4232.822313 sec): 3 clusters Score: Raw -31432.316089 + Penalty 1851.555383 = -29580.760706 nChanged 2 SP:Iteration 6Q (4232.871278 sec): 3 clusters Score: Raw -31442.852088 + Penalty 1851.555383 = -29591.296705 nChanged 1 SP:Iteration 7Q (4232.908388 sec): 3 clusters Score: Raw -31455.488401 + Penalty 1851.555383 = -29603.933018 nChanged 4 SP:Iteration 8Q (4232.957378 sec): 3 clusters Score: Raw -31471.876577 + Penalty 1851.555383 = -29620.321194 nChanged 1 SP:Iteration 9Q (4233.004378 sec): 3 clusters Score: Raw -31478.325672 + Penalty 1851.555383 = -29626.770288 nChanged 1 SP:Iteration 10Q (4233.050385 sec): 3 clusters Score: Raw -31482.489042 + Penalty 1851.555383 = -29630.933659 nChanged 2 SP:Iteration 11Q (4233.095961 sec): 3 clusters Score: Raw -31495.437349 + Penalty 1851.555383 = -29643.881966 nChanged 2 SP:Iteration 12Q (4233.141124 sec): 3 clusters Score: Raw -31501.315764 + Penalty 1851.555383 = -29649.760380 nChanged 2 SP:Iteration 13Q (4233.188739 sec): 3 clusters Score: Raw -31511.429783 + Penalty 1851.555383 = -29659.874400 nChanged 2 SP:Iteration 14Q (4233.237166 sec): 3 clusters Score: Raw -31520.352308 + Penalty 1851.555383 = -29668.796925 nChanged 2 SP:Iteration 15Q (4233.276261 sec): 3 clusters Score: Raw -31527.123213 + Penalty 1851.555383 = -29675.567830 nChanged 1 SP:Iteration 16Q (4233.322107 sec): 3 clusters Score: Raw -31528.676691 + Penalty 1851.555383 = -29677.121308 nChanged 0 SP:Iteration 17F (4233.369501 sec): 3 clusters Score: Raw -31528.676691 + Penalty 1851.555383 = -29677.121308 nChanged 0 Trying to split cluster 12 (52317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4233.448675 sec): 2 clusters Score: Raw -6479799.733261 + Penalty 1765.574955 = -6478034.158307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4233.583408 sec): 3 clusters Score: Raw -6446479.587089 + Penalty 3531.149910 = -6442948.437180 nChanged 24701 SP:Iteration 1F (4233.707828 sec): 3 clusters Score: Raw -6461474.667172 + Penalty 3531.149910 = -6457943.517262 nChanged 2846 SP:Iteration 2F (4233.837598 sec): 3 clusters Score: Raw -6462809.729235 + Penalty 3531.149910 = -6459278.579325 nChanged 3061 SP:Iteration 3F (4233.962350 sec): 3 clusters Score: Raw -6464588.080649 + Penalty 3531.149910 = -6461056.930739 nChanged 3200 SP:Iteration 4F (4234.081743 sec): 3 clusters Score: Raw -6466842.488232 + Penalty 3531.149910 = -6463311.338323 nChanged 3362 SP:Iteration 5F (4234.208057 sec): 3 clusters Score: Raw -6469479.725408 + Penalty 3531.149910 = -6465948.575498 nChanged 3303 SP:Iteration 6F (4234.350485 sec): 3 clusters Score: Raw -6472055.131943 + Penalty 3531.149910 = -6468523.982034 nChanged 3030 SP:Iteration 7F (4234.488643 sec): 3 clusters Score: Raw -6474044.616237 + Penalty 3531.149910 = -6470513.466328 nChanged 2511 SP:Iteration 8Q (4234.620683 sec): 3 clusters Score: Raw -6475457.375873 + Penalty 3531.149910 = -6471926.225963 nChanged 2049 SP:Iteration 9Q (4234.770392 sec): 3 clusters Score: Raw -6476556.372044 + Penalty 3531.149910 = -6473025.222134 nChanged 1731 SP:Iteration 10Q (4234.909612 sec): 3 clusters Score: Raw -6477620.618780 + Penalty 3531.149910 = -6474089.468871 nChanged 1659 SP:Iteration 11Q (4235.044777 sec): 3 clusters Score: Raw -6478848.044954 + Penalty 3531.149910 = -6475316.895044 nChanged 1584 SP:Iteration 12Q (4235.184572 sec): 3 clusters Score: Raw -6480098.004520 + Penalty 3531.149910 = -6476566.854611 nChanged 1539 SP:Iteration 13Q (4235.320288 sec): 3 clusters Score: Raw -6481122.270053 + Penalty 3531.149910 = -6477591.120143 nChanged 1264 SP:Iteration 14Q (4235.453545 sec): 3 clusters Score: Raw -6481759.732102 + Penalty 3531.149910 = -6478228.582193 nChanged 1019 SP:Iteration 15Q (4235.576696 sec): 3 clusters Score: Raw -6482135.565484 + Penalty 3531.149910 = -6478604.415574 nChanged 769 SP:Iteration 16Q (4235.701523 sec): 3 clusters Score: Raw -6482340.985415 + Penalty 3531.149910 = -6478809.835506 nChanged 578 SP:Iteration 17Q (4235.830946 sec): 3 clusters Score: Raw -6482466.855239 + Penalty 3531.149910 = -6478935.705330 nChanged 494 SP:Iteration 18Q (4235.963108 sec): 3 clusters Score: Raw -6482553.870157 + Penalty 3531.149910 = -6479022.720247 nChanged 378 SP:Iteration 19Q (4236.087263 sec): 3 clusters Score: Raw -6482608.397525 + Penalty 3531.149910 = -6479077.247616 nChanged 281 SP:Iteration 20F (4236.207286 sec): 3 clusters Score: Raw -6482649.502071 + Penalty 3531.149910 = -6479118.352161 nChanged 257 SP:Iteration 21Q (4236.336365 sec): 3 clusters Score: Raw -6482678.338570 + Penalty 3531.149910 = -6479147.188660 nChanged 215 SP:Iteration 22Q (4236.463530 sec): 3 clusters Score: Raw -6482700.989544 + Penalty 3531.149910 = -6479169.839635 nChanged 201 SP:Iteration 23Q (4236.592193 sec): 3 clusters Score: Raw -6482719.726454 + Penalty 3531.149910 = -6479188.576544 nChanged 180 SP:Iteration 24Q (4236.717104 sec): 3 clusters Score: Raw -6482736.312055 + Penalty 3531.149910 = -6479205.162145 nChanged 165 SP:Iteration 25Q (4236.842627 sec): 3 clusters Score: Raw -6482750.977157 + Penalty 3531.149910 = -6479219.827248 nChanged 184 SP:Iteration 26Q (4236.960246 sec): 3 clusters Score: Raw -6482765.918974 + Penalty 3531.149910 = -6479234.769064 nChanged 150 SP:Iteration 27Q (4237.086973 sec): 3 clusters Score: Raw -6482777.221796 + Penalty 3531.149910 = -6479246.071886 nChanged 134 SP:Iteration 28Q (4237.228653 sec): 3 clusters Score: Raw -6482787.327993 + Penalty 3531.149910 = -6479256.178083 nChanged 129 SP:Iteration 29Q (4237.357013 sec): 3 clusters Score: Raw -6482796.834573 + Penalty 3531.149910 = -6479265.684663 nChanged 140 SP:Iteration 30Q (4237.482939 sec): 3 clusters Score: Raw -6482807.626148 + Penalty 3531.149910 = -6479276.476238 nChanged 160 SP:Iteration 31Q (4237.628012 sec): 3 clusters Score: Raw -6482819.644783 + Penalty 3531.149910 = -6479288.494873 nChanged 141 SP:Iteration 32Q (4237.770291 sec): 3 clusters Score: Raw -6482830.470571 + Penalty 3531.149910 = -6479299.320662 nChanged 144 SP:Iteration 33Q (4237.893656 sec): 3 clusters Score: Raw -6482841.771966 + Penalty 3531.149910 = -6479310.622056 nChanged 149 SP:Iteration 34Q (4238.025792 sec): 3 clusters Score: Raw -6482854.497450 + Penalty 3531.149910 = -6479323.347540 nChanged 161 SP:Iteration 35Q (4238.160473 sec): 3 clusters Score: Raw -6482869.676413 + Penalty 3531.149910 = -6479338.526503 nChanged 168 SP:Iteration 36Q (4238.305435 sec): 3 clusters Score: Raw -6482884.225455 + Penalty 3531.149910 = -6479353.075545 nChanged 162 SP:Iteration 37Q (4238.431046 sec): 3 clusters Score: Raw -6482899.927803 + Penalty 3531.149910 = -6479368.777894 nChanged 163 SP:Iteration 38Q (4238.563629 sec): 3 clusters Score: Raw -6482916.786786 + Penalty 3531.149910 = -6479385.636876 nChanged 172 SP:Iteration 39Q (4238.708725 sec): 3 clusters Score: Raw -6482933.947969 + Penalty 3531.149910 = -6479402.798060 nChanged 175 SP:Iteration 40F (4238.836363 sec): 3 clusters Score: Raw -6482949.877958 + Penalty 3531.149910 = -6479418.728048 nChanged 166 SP:Iteration 41Q (4238.967248 sec): 3 clusters Score: Raw -6482965.030365 + Penalty 3531.149910 = -6479433.880455 nChanged 165 SP:Iteration 42Q (4239.095922 sec): 3 clusters Score: Raw -6482980.322268 + Penalty 3531.149910 = -6479449.172358 nChanged 166 SP:Iteration 43Q (4239.226984 sec): 3 clusters Score: Raw -6482993.865271 + Penalty 3531.149910 = -6479462.715361 nChanged 159 SP:Iteration 44Q (4239.359546 sec): 3 clusters Score: Raw -6483006.605034 + Penalty 3531.149910 = -6479475.455124 nChanged 152 SP:Iteration 45Q (4239.490970 sec): 3 clusters Score: Raw -6483019.004534 + Penalty 3531.149910 = -6479487.854624 nChanged 146 SP:Iteration 46Q (4239.615816 sec): 3 clusters Score: Raw -6483029.354539 + Penalty 3531.149910 = -6479498.204629 nChanged 143 SP:Iteration 47Q (4239.726669 sec): 3 clusters Score: Raw -6483039.872734 + Penalty 3531.149910 = -6479508.722824 nChanged 130 SP:Iteration 48Q (4239.847926 sec): 3 clusters Score: Raw -6483050.145405 + Penalty 3531.149910 = -6479518.995495 nChanged 134 SP:Iteration 49Q (4239.974103 sec): 3 clusters Score: Raw -6483061.226454 + Penalty 3531.149910 = -6479530.076544 nChanged 135 SP:Iteration 50Q (4240.097023 sec): 3 clusters Score: Raw -6483073.522830 + Penalty 3531.149910 = -6479542.372920 nChanged 139 SP:Iteration 51Q (4240.222826 sec): 3 clusters Score: Raw -6483085.356570 + Penalty 3531.149910 = -6479554.206661 nChanged 162 SP:Iteration 52Q (4240.353504 sec): 3 clusters Score: Raw -6483099.305213 + Penalty 3531.149910 = -6479568.155304 nChanged 158 SP:Iteration 53Q (4240.488264 sec): 3 clusters Score: Raw -6483113.802865 + Penalty 3531.149910 = -6479582.652955 nChanged 162 SP:Iteration 54Q (4240.625429 sec): 3 clusters Score: Raw -6483130.486647 + Penalty 3531.149910 = -6479599.336738 nChanged 179 SP:Iteration 55Q (4240.749689 sec): 3 clusters Score: Raw -6483149.321985 + Penalty 3531.149910 = -6479618.172075 nChanged 201 SP:Iteration 56Q (4240.877032 sec): 3 clusters Score: Raw -6483171.037716 + Penalty 3531.149910 = -6479639.887806 nChanged 208 SP:Iteration 57Q (4241.009357 sec): 3 clusters Score: Raw -6483197.084093 + Penalty 3531.149910 = -6479665.934184 nChanged 223 SP:Iteration 58Q (4241.136565 sec): 3 clusters Score: Raw -6483223.891084 + Penalty 3531.149910 = -6479692.741174 nChanged 227 SP:Iteration 59Q (4241.280831 sec): 3 clusters Score: Raw -6483251.076772 + Penalty 3531.149910 = -6479719.926862 nChanged 225 SP:Iteration 60F (4241.414645 sec): 3 clusters Score: Raw -6483278.548449 + Penalty 3531.149910 = -6479747.398539 nChanged 216 SP:Iteration 61Q (4241.548191 sec): 3 clusters Score: Raw -6483303.281161 + Penalty 3531.149910 = -6479772.131251 nChanged 210 SP:Iteration 62Q (4241.665676 sec): 3 clusters Score: Raw -6483326.578118 + Penalty 3531.149910 = -6479795.428208 nChanged 203 SP:Iteration 63Q (4241.789317 sec): 3 clusters Score: Raw -6483347.777499 + Penalty 3531.149910 = -6479816.627590 nChanged 184 SP:Iteration 64Q (4241.889836 sec): 3 clusters Score: Raw -6483367.117229 + Penalty 3531.149910 = -6479835.967320 nChanged 171 SP:Iteration 65Q (4242.000048 sec): 3 clusters Score: Raw -6483384.729730 + Penalty 3531.149910 = -6479853.579821 nChanged 172 SP:Iteration 66Q (4242.108356 sec): 3 clusters Score: Raw -6483402.987305 + Penalty 3531.149910 = -6479871.837396 nChanged 173 SP:Iteration 67Q (4242.207134 sec): 3 clusters Score: Raw -6483421.631104 + Penalty 3531.149910 = -6479890.481195 nChanged 168 SP:Iteration 68Q (4242.330726 sec): 3 clusters Score: Raw -6483440.048176 + Penalty 3531.149910 = -6479908.898267 nChanged 181 SP:Iteration 69Q (4242.462024 sec): 3 clusters Score: Raw -6483459.556699 + Penalty 3531.149910 = -6479928.406789 nChanged 158 SP:Iteration 70Q (4242.599788 sec): 3 clusters Score: Raw -6483474.656668 + Penalty 3531.149910 = -6479943.506759 nChanged 145 SP:Iteration 71Q (4242.717182 sec): 3 clusters Score: Raw -6483487.340254 + Penalty 3531.149910 = -6479956.190344 nChanged 136 SP:Iteration 72Q (4242.842210 sec): 3 clusters Score: Raw -6483500.227370 + Penalty 3531.149910 = -6479969.077461 nChanged 149 SP:Iteration 73Q (4242.962170 sec): 3 clusters Score: Raw -6483517.267580 + Penalty 3531.149910 = -6479986.117670 nChanged 164 SP:Iteration 74Q (4243.085485 sec): 3 clusters Score: Raw -6483536.424676 + Penalty 3531.149910 = -6480005.274766 nChanged 175 SP:Iteration 75Q (4243.212856 sec): 3 clusters Score: Raw -6483556.524843 + Penalty 3531.149910 = -6480025.374933 nChanged 167 SP:Iteration 76Q (4243.331933 sec): 3 clusters Score: Raw -6483575.058121 + Penalty 3531.149910 = -6480043.908211 nChanged 154 SP:Iteration 77Q (4243.457026 sec): 3 clusters Score: Raw -6483590.985631 + Penalty 3531.149910 = -6480059.835721 nChanged 150 SP:Iteration 78Q (4243.571299 sec): 3 clusters Score: Raw -6483607.212761 + Penalty 3531.149910 = -6480076.062851 nChanged 152 SP:Iteration 79Q (4243.692441 sec): 3 clusters Score: Raw -6483623.962532 + Penalty 3531.149910 = -6480092.812623 nChanged 139 SP:Iteration 80F (4243.830251 sec): 3 clusters Score: Raw -6483638.979231 + Penalty 3531.149910 = -6480107.829321 nChanged 140 SP:Iteration 81Q (4243.958054 sec): 3 clusters Score: Raw -6483655.155574 + Penalty 3531.149910 = -6480124.005664 nChanged 140 SP:Iteration 82Q (4244.074609 sec): 3 clusters Score: Raw -6483671.816026 + Penalty 3531.149910 = -6480140.666116 nChanged 164 SP:Iteration 83Q (4244.198855 sec): 3 clusters Score: Raw -6483691.740628 + Penalty 3531.149910 = -6480160.590719 nChanged 160 SP:Iteration 84Q (4244.323232 sec): 3 clusters Score: Raw -6483710.784568 + Penalty 3531.149910 = -6480179.634659 nChanged 170 SP:Iteration 85Q (4244.448825 sec): 3 clusters Score: Raw -6483734.740755 + Penalty 3531.149910 = -6480203.590845 nChanged 170 SP:Iteration 86Q (4244.580077 sec): 3 clusters Score: Raw -6483758.692205 + Penalty 3531.149910 = -6480227.542295 nChanged 167 SP:Iteration 87Q (4244.706396 sec): 3 clusters Score: Raw -6483783.241041 + Penalty 3531.149910 = -6480252.091132 nChanged 173 SP:Iteration 88Q (4244.842695 sec): 3 clusters Score: Raw -6483810.514281 + Penalty 3531.149910 = -6480279.364371 nChanged 182 SP:Iteration 89Q (4244.979018 sec): 3 clusters Score: Raw -6483841.428170 + Penalty 3531.149910 = -6480310.278261 nChanged 185 SP:Iteration 90Q (4245.099797 sec): 3 clusters Score: Raw -6483875.323654 + Penalty 3531.149910 = -6480344.173744 nChanged 196 SP:Iteration 91Q (4245.224204 sec): 3 clusters Score: Raw -6483911.142812 + Penalty 3531.149910 = -6480379.992902 nChanged 199 SP:Iteration 92Q (4245.344734 sec): 3 clusters Score: Raw -6483947.979158 + Penalty 3531.149910 = -6480416.829248 nChanged 196 SP:Iteration 93Q (4245.471698 sec): 3 clusters Score: Raw -6483987.260624 + Penalty 3531.149910 = -6480456.110715 nChanged 199 SP:Iteration 94Q (4245.588322 sec): 3 clusters Score: Raw -6484034.325362 + Penalty 3531.149910 = -6480503.175452 nChanged 196 SP:Iteration 95Q (4245.714603 sec): 3 clusters Score: Raw -6484076.419407 + Penalty 3531.149910 = -6480545.269497 nChanged 199 SP:Iteration 96Q (4245.838057 sec): 3 clusters Score: Raw -6484121.937936 + Penalty 3531.149910 = -6480590.788027 nChanged 211 SP:Iteration 97Q (4245.937874 sec): 3 clusters Score: Raw -6484177.900180 + Penalty 3531.149910 = -6480646.750270 nChanged 228 SP:Iteration 98Q (4246.058939 sec): 3 clusters Score: Raw -6484244.563299 + Penalty 3531.149910 = -6480713.413390 nChanged 272 SP:Iteration 99Q (4246.172463 sec): 3 clusters Score: Raw -6484342.520462 + Penalty 3531.149910 = -6480811.370552 nChanged 280 SP:Iteration 100F (4246.295185 sec): 3 clusters Score: Raw -6484438.045276 + Penalty 3531.149910 = -6480906.895366 nChanged 290 SP:Iteration 101Q (4246.400120 sec): 3 clusters Score: Raw -6484545.429581 + Penalty 3531.149910 = -6481014.279671 nChanged 291 SP:Iteration 102Q (4246.519773 sec): 3 clusters Score: Raw -6484676.040251 + Penalty 3531.149910 = -6481144.890341 nChanged 307 SP:Iteration 103Q (4246.644752 sec): 3 clusters Score: Raw -6484858.332947 + Penalty 3531.149910 = -6481327.183038 nChanged 350 SP:Iteration 104Q (4246.761578 sec): 3 clusters Score: Raw -6485106.240418 + Penalty 3531.149910 = -6481575.090508 nChanged 403 SP:Iteration 105Q (4246.891929 sec): 3 clusters Score: Raw -6485415.736399 + Penalty 3531.149910 = -6481884.586489 nChanged 398 SP:Iteration 106Q (4247.004894 sec): 3 clusters Score: Raw -6485657.773220 + Penalty 3531.149910 = -6482126.623311 nChanged 367 SP:Iteration 107Q (4247.126837 sec): 3 clusters Score: Raw -6485842.891901 + Penalty 3531.149910 = -6482311.741992 nChanged 339 SP:Iteration 108Q (4247.246655 sec): 3 clusters Score: Raw -6486007.402502 + Penalty 3531.149910 = -6482476.252592 nChanged 351 SP:Iteration 109Q (4247.363809 sec): 3 clusters Score: Raw -6486225.212232 + Penalty 3531.149910 = -6482694.062322 nChanged 407 SP:Iteration 110Q (4247.486122 sec): 3 clusters Score: Raw -6486618.589141 + Penalty 3531.149910 = -6483087.439232 nChanged 552 SP:Iteration 111Q (4247.609139 sec): 3 clusters Score: Raw -6487200.461043 + Penalty 3531.149910 = -6483669.311133 nChanged 622 SP:Iteration 112Q (4247.734589 sec): 3 clusters Score: Raw -6487850.598083 + Penalty 3531.149910 = -6484319.448174 nChanged 609 SP:Iteration 113Q (4247.853741 sec): 3 clusters Score: Raw -6488532.647662 + Penalty 3531.149910 = -6485001.497752 nChanged 558 SP:Iteration 114Q (4247.965500 sec): 3 clusters Score: Raw -6489066.613523 + Penalty 3531.149910 = -6485535.463613 nChanged 498 SP:Iteration 115Q (4248.083213 sec): 3 clusters Score: Raw -6489493.253707 + Penalty 3531.149910 = -6485962.103798 nChanged 396 SP:Iteration 116Q (4248.202245 sec): 3 clusters Score: Raw -6489806.456535 + Penalty 3531.149910 = -6486275.306625 nChanged 326 SP:Iteration 117Q (4248.328806 sec): 3 clusters Score: Raw -6490079.612945 + Penalty 3531.149910 = -6486548.463035 nChanged 325 SP:Iteration 118Q (4248.447718 sec): 3 clusters Score: Raw -6490314.710413 + Penalty 3531.149910 = -6486783.560503 nChanged 274 SP:Iteration 119Q (4248.572219 sec): 3 clusters Score: Raw -6490476.048452 + Penalty 3531.149910 = -6486944.898543 nChanged 219 SP:Iteration 120F (4248.710443 sec): 3 clusters Score: Raw -6491189.217558 + Penalty 3531.149910 = -6487658.067648 nChanged 486 SP:Iteration 121Q (4248.834945 sec): 3 clusters Score: Raw -6491560.267944 + Penalty 3531.149910 = -6488029.118034 nChanged 402 SP:Iteration 122Q (4248.959926 sec): 3 clusters Score: Raw -6491714.637249 + Penalty 3531.149910 = -6488183.487340 nChanged 315 SP:Iteration 123Q (4249.081683 sec): 3 clusters Score: Raw -6491794.821003 + Penalty 3531.149910 = -6488263.671093 nChanged 234 SP:Iteration 124Q (4249.204458 sec): 3 clusters Score: Raw -6491839.011372 + Penalty 3531.149910 = -6488307.861462 nChanged 177 SP:Iteration 125Q (4249.318328 sec): 3 clusters Score: Raw -6491866.561841 + Penalty 3531.149910 = -6488335.411932 nChanged 148 SP:Iteration 126Q (4249.429499 sec): 3 clusters Score: Raw -6491883.071165 + Penalty 3531.149910 = -6488351.921256 nChanged 94 SP:Iteration 127Q (4249.550342 sec): 3 clusters Score: Raw -6491891.934459 + Penalty 3531.149910 = -6488360.784550 nChanged 79 SP:Iteration 128Q (4249.671873 sec): 3 clusters Score: Raw -6491898.801993 + Penalty 3531.149910 = -6488367.652084 nChanged 63 SP:Iteration 129Q (4249.797423 sec): 3 clusters Score: Raw -6491903.381735 + Penalty 3531.149910 = -6488372.231825 nChanged 53 SP:Iteration 130Q (4249.923843 sec): 3 clusters Score: Raw -6491906.835345 + Penalty 3531.149910 = -6488375.685436 nChanged 33 SP:Iteration 131Q (4250.043514 sec): 3 clusters Score: Raw -6491908.493002 + Penalty 3531.149910 = -6488377.343092 nChanged 30 SP:Iteration 132Q (4250.163720 sec): 3 clusters Score: Raw -6491909.812455 + Penalty 3531.149910 = -6488378.662546 nChanged 20 SP:Iteration 133Q (4250.290950 sec): 3 clusters Score: Raw -6491910.645493 + Penalty 3531.149910 = -6488379.495584 nChanged 19 SP:Iteration 134Q (4250.423664 sec): 3 clusters Score: Raw -6491911.678329 + Penalty 3531.149910 = -6488380.528420 nChanged 22 SP:Iteration 135Q (4250.537969 sec): 3 clusters Score: Raw -6491912.498283 + Penalty 3531.149910 = -6488381.348374 nChanged 11 SP:Iteration 136Q (4250.648778 sec): 3 clusters Score: Raw -6491912.833783 + Penalty 3531.149910 = -6488381.683874 nChanged 7 SP:Iteration 137Q (4250.782264 sec): 3 clusters Score: Raw -6491913.011900 + Penalty 3531.149910 = -6488381.861991 nChanged 7 SP:Iteration 138Q (4250.905110 sec): 3 clusters Score: Raw -6491913.172853 + Penalty 3531.149910 = -6488382.022943 nChanged 3 SP:Iteration 139Q (4251.016975 sec): 3 clusters Score: Raw -6491913.237205 + Penalty 3531.149910 = -6488382.087295 nChanged 3 SP:Iteration 140F (4251.148180 sec): 3 clusters Score: Raw -6491913.298128 + Penalty 3531.149910 = -6488382.148219 nChanged 2 SP:Iteration 141Q (4251.279199 sec): 3 clusters Score: Raw -6491913.324652 + Penalty 3531.149910 = -6488382.174743 nChanged 0 SP:Iteration 142F (4251.406631 sec): 3 clusters Score: Raw -6491913.324652 + Penalty 3531.149910 = -6488382.174743 nChanged 0 Score: Raw -84104718.460352 + Penalty 74262.378646 = -84030456.081706 Splitting cluster 12 changes total score from -84020381.852927 to -84030456.081706 So it's getting split into cluster 34. Trying to split cluster 13 (6794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4266.514440 sec): 2 clusters Score: Raw -857802.805270 + Penalty 1433.866712 = -856368.938558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4266.570637 sec): 3 clusters Score: Raw -854093.024866 + Penalty 2867.733423 = -851225.291443 nChanged 2860 SP:Iteration 1F (4266.632401 sec): 3 clusters Score: Raw -855749.450559 + Penalty 2867.733423 = -852881.717136 nChanged 519 SP:Iteration 2F (4266.681092 sec): 3 clusters Score: Raw -856121.150433 + Penalty 2867.733423 = -853253.417010 nChanged 507 SP:Iteration 3F (4266.747544 sec): 3 clusters Score: Raw -856477.050932 + Penalty 2867.733423 = -853609.317508 nChanged 431 SP:Iteration 4F (4266.796397 sec): 3 clusters Score: Raw -856779.798877 + Penalty 2867.733423 = -853912.065454 nChanged 383 SP:Iteration 5F (4266.852707 sec): 3 clusters Score: Raw -857054.444766 + Penalty 2867.733423 = -854186.711342 nChanged 338 SP:Iteration 6Q (4266.910408 sec): 3 clusters Score: Raw -857314.882299 + Penalty 2867.733423 = -854447.148876 nChanged 308 SP:Iteration 7Q (4266.953652 sec): 3 clusters Score: Raw -857604.463890 + Penalty 2867.733423 = -854736.730466 nChanged 281 SP:Iteration 8Q (4267.009948 sec): 3 clusters Score: Raw -857879.474243 + Penalty 2867.733423 = -855011.740819 nChanged 213 SP:Iteration 9Q (4267.068630 sec): 3 clusters Score: Raw -858106.624515 + Penalty 2867.733423 = -855238.891091 nChanged 181 SP:Iteration 10Q (4267.123046 sec): 3 clusters Score: Raw -858258.354834 + Penalty 2867.733423 = -855390.621410 nChanged 135 SP:Iteration 11Q (4267.171908 sec): 3 clusters Score: Raw -858378.327154 + Penalty 2867.733423 = -855510.593731 nChanged 100 SP:Iteration 12Q (4267.229864 sec): 3 clusters Score: Raw -858456.007109 + Penalty 2867.733423 = -855588.273685 nChanged 74 SP:Iteration 13Q (4267.286818 sec): 3 clusters Score: Raw -858501.461116 + Penalty 2867.733423 = -855633.727692 nChanged 62 SP:Iteration 14Q (4267.343715 sec): 3 clusters Score: Raw -858530.944315 + Penalty 2867.733423 = -855663.210891 nChanged 33 SP:Iteration 15Q (4267.411790 sec): 3 clusters Score: Raw -858550.133156 + Penalty 2867.733423 = -855682.399733 nChanged 33 SP:Iteration 16Q (4267.453518 sec): 3 clusters Score: Raw -858566.299282 + Penalty 2867.733423 = -855698.565858 nChanged 29 SP:Iteration 17Q (4267.509447 sec): 3 clusters Score: Raw -858576.904402 + Penalty 2867.733423 = -855709.170979 nChanged 20 SP:Iteration 18Q (4267.544158 sec): 3 clusters Score: Raw -858584.252984 + Penalty 2867.733423 = -855716.519560 nChanged 12 SP:Iteration 19Q (4267.596668 sec): 3 clusters Score: Raw -858588.273266 + Penalty 2867.733423 = -855720.539842 nChanged 10 SP:Iteration 20F (4267.655023 sec): 3 clusters Score: Raw -858591.351170 + Penalty 2867.733423 = -855723.617747 nChanged 6 SP:Iteration 21Q (4267.707621 sec): 3 clusters Score: Raw -858592.963610 + Penalty 2867.733423 = -855725.230186 nChanged 6 SP:Iteration 22Q (4267.766030 sec): 3 clusters Score: Raw -858594.604758 + Penalty 2867.733423 = -855726.871335 nChanged 4 SP:Iteration 23Q (4267.833580 sec): 3 clusters Score: Raw -858595.875121 + Penalty 2867.733423 = -855728.141698 nChanged 0 SP:Iteration 24F (4267.870003 sec): 3 clusters Score: Raw -858595.875121 + Penalty 2867.733423 = -855728.141698 nChanged 0 Trying to split cluster 14 (5738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4267.907998 sec): 2 clusters Score: Raw -699950.170596 + Penalty 1406.415724 = -698543.754872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4267.958643 sec): 3 clusters Score: Raw -696991.672732 + Penalty 2812.831449 = -694178.841283 nChanged 2322 SP:Iteration 1F (4268.024690 sec): 3 clusters Score: Raw -698477.142489 + Penalty 2812.831449 = -695664.311041 nChanged 505 SP:Iteration 2F (4268.070174 sec): 3 clusters Score: Raw -699030.396816 + Penalty 2812.831449 = -696217.565367 nChanged 464 SP:Iteration 3F (4268.124523 sec): 3 clusters Score: Raw -699559.953679 + Penalty 2812.831449 = -696747.122230 nChanged 465 SP:Iteration 4F (4268.189014 sec): 3 clusters Score: Raw -699980.291410 + Penalty 2812.831449 = -697167.459961 nChanged 407 SP:Iteration 5F (4268.223760 sec): 3 clusters Score: Raw -700321.194654 + Penalty 2812.831449 = -697508.363205 nChanged 311 SP:Iteration 6F (4268.276957 sec): 3 clusters Score: Raw -700530.800641 + Penalty 2812.831449 = -697717.969192 nChanged 213 SP:Iteration 7Q (4268.334845 sec): 3 clusters Score: Raw -700664.179437 + Penalty 2812.831449 = -697851.347988 nChanged 178 SP:Iteration 8Q (4268.392156 sec): 3 clusters Score: Raw -700779.253626 + Penalty 2812.831449 = -697966.422178 nChanged 162 SP:Iteration 9Q (4268.426255 sec): 3 clusters Score: Raw -700864.781155 + Penalty 2812.831449 = -698051.949706 nChanged 112 SP:Iteration 10Q (4268.483342 sec): 3 clusters Score: Raw -700915.536766 + Penalty 2812.831449 = -698102.705317 nChanged 81 SP:Iteration 11Q (4268.541222 sec): 3 clusters Score: Raw -700951.422359 + Penalty 2812.831449 = -698138.590910 nChanged 73 SP:Iteration 12Q (4268.598901 sec): 3 clusters Score: Raw -700980.210175 + Penalty 2812.831449 = -698167.378726 nChanged 56 SP:Iteration 13Q (4268.656585 sec): 3 clusters Score: Raw -700997.739544 + Penalty 2812.831449 = -698184.908096 nChanged 43 SP:Iteration 14Q (4268.712761 sec): 3 clusters Score: Raw -701009.569300 + Penalty 2812.831449 = -698196.737851 nChanged 29 SP:Iteration 15Q (4268.759021 sec): 3 clusters Score: Raw -701018.222712 + Penalty 2812.831449 = -698205.391263 nChanged 27 SP:Iteration 16Q (4268.808728 sec): 3 clusters Score: Raw -701025.659462 + Penalty 2812.831449 = -698212.828013 nChanged 28 SP:Iteration 17Q (4268.862944 sec): 3 clusters Score: Raw -701032.705809 + Penalty 2812.831449 = -698219.874360 nChanged 22 SP:Iteration 18Q (4268.920560 sec): 3 clusters Score: Raw -701038.882482 + Penalty 2812.831449 = -698226.051033 nChanged 27 SP:Iteration 19Q (4268.979230 sec): 3 clusters Score: Raw -701045.479620 + Penalty 2812.831449 = -698232.648171 nChanged 23 SP:Iteration 20F (4269.036798 sec): 3 clusters Score: Raw -701049.537449 + Penalty 2812.831449 = -698236.706000 nChanged 20 SP:Iteration 21Q (4269.091572 sec): 3 clusters Score: Raw -701054.958023 + Penalty 2812.831449 = -698242.126574 nChanged 20 SP:Iteration 22Q (4269.146480 sec): 3 clusters Score: Raw -701059.262347 + Penalty 2812.831449 = -698246.430898 nChanged 12 SP:Iteration 23Q (4269.202905 sec): 3 clusters Score: Raw -701061.584492 + Penalty 2812.831449 = -698248.753043 nChanged 8 SP:Iteration 24Q (4269.258166 sec): 3 clusters Score: Raw -701063.009741 + Penalty 2812.831449 = -698250.178292 nChanged 5 SP:Iteration 25Q (4269.317117 sec): 3 clusters Score: Raw -701064.280794 + Penalty 2812.831449 = -698251.449345 nChanged 8 SP:Iteration 26Q (4269.367078 sec): 3 clusters Score: Raw -701067.012887 + Penalty 2812.831449 = -698254.181438 nChanged 9 SP:Iteration 27Q (4269.413280 sec): 3 clusters Score: Raw -701068.789110 + Penalty 2812.831449 = -698255.957661 nChanged 3 SP:Iteration 28Q (4269.468730 sec): 3 clusters Score: Raw -701069.283871 + Penalty 2812.831449 = -698256.452422 nChanged 3 SP:Iteration 29Q (4269.526793 sec): 3 clusters Score: Raw -701069.584044 + Penalty 2812.831449 = -698256.752595 nChanged 0 SP:Iteration 30F (4269.581362 sec): 3 clusters Score: Raw -701069.584044 + Penalty 2812.831449 = -698256.752595 nChanged 0 Trying to split cluster 15 (25292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4269.639018 sec): 2 clusters Score: Raw -3156183.977295 + Penalty 1647.464556 = -3154536.512739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4269.740322 sec): 3 clusters Score: Raw -3140699.707695 + Penalty 3294.929111 = -3137404.778583 nChanged 11584 SP:Iteration 1F (4269.832452 sec): 3 clusters Score: Raw -3147405.912699 + Penalty 3294.929111 = -3144110.983588 nChanged 1395 SP:Iteration 2F (4269.921653 sec): 3 clusters Score: Raw -3148249.496538 + Penalty 3294.929111 = -3144954.567427 nChanged 1463 SP:Iteration 3F (4270.015232 sec): 3 clusters Score: Raw -3149155.033726 + Penalty 3294.929111 = -3145860.104615 nChanged 1451 SP:Iteration 4F (4270.107491 sec): 3 clusters Score: Raw -3150037.930282 + Penalty 3294.929111 = -3146743.001171 nChanged 1433 SP:Iteration 5F (4270.183601 sec): 3 clusters Score: Raw -3150968.106614 + Penalty 3294.929111 = -3147673.177502 nChanged 1478 SP:Iteration 6F (4270.269812 sec): 3 clusters Score: Raw -3151941.950514 + Penalty 3294.929111 = -3148647.021403 nChanged 1422 SP:Iteration 7F (4270.360458 sec): 3 clusters Score: Raw -3152754.927320 + Penalty 3294.929111 = -3149459.998208 nChanged 1226 SP:Iteration 8Q (4270.440272 sec): 3 clusters Score: Raw -3153330.465960 + Penalty 3294.929111 = -3150035.536849 nChanged 1020 SP:Iteration 9Q (4270.535697 sec): 3 clusters Score: Raw -3153729.359443 + Penalty 3294.929111 = -3150434.430332 nChanged 839 SP:Iteration 10Q (4270.617289 sec): 3 clusters Score: Raw -3154009.459552 + Penalty 3294.929111 = -3150714.530441 nChanged 699 SP:Iteration 11Q (4270.708760 sec): 3 clusters Score: Raw -3154245.575078 + Penalty 3294.929111 = -3150950.645966 nChanged 602 SP:Iteration 12Q (4270.789162 sec): 3 clusters Score: Raw -3154445.895593 + Penalty 3294.929111 = -3151150.966481 nChanged 549 SP:Iteration 13Q (4270.864822 sec): 3 clusters Score: Raw -3154610.941809 + Penalty 3294.929111 = -3151316.012698 nChanged 485 SP:Iteration 14Q (4270.957021 sec): 3 clusters Score: Raw -3154754.340436 + Penalty 3294.929111 = -3151459.411325 nChanged 474 SP:Iteration 15Q (4271.046250 sec): 3 clusters Score: Raw -3154891.840214 + Penalty 3294.929111 = -3151596.911103 nChanged 449 SP:Iteration 16Q (4271.136632 sec): 3 clusters Score: Raw -3155038.168842 + Penalty 3294.929111 = -3151743.239731 nChanged 457 SP:Iteration 17Q (4271.235595 sec): 3 clusters Score: Raw -3155202.791167 + Penalty 3294.929111 = -3151907.862055 nChanged 503 SP:Iteration 18Q (4271.328308 sec): 3 clusters Score: Raw -3155435.754040 + Penalty 3294.929111 = -3152140.824929 nChanged 560 SP:Iteration 19Q (4271.411158 sec): 3 clusters Score: Raw -3155740.259552 + Penalty 3294.929111 = -3152445.330440 nChanged 600 SP:Iteration 20F (4271.498874 sec): 3 clusters Score: Raw -3156106.995453 + Penalty 3294.929111 = -3152812.066342 nChanged 613 SP:Iteration 21Q (4271.578679 sec): 3 clusters Score: Raw -3156551.563301 + Penalty 3294.929111 = -3153256.634189 nChanged 658 SP:Iteration 22Q (4271.656733 sec): 3 clusters Score: Raw -3157128.918760 + Penalty 3294.929111 = -3153833.989649 nChanged 677 SP:Iteration 23Q (4271.705520 sec): 3 clusters Score: Raw -3157758.529608 + Penalty 3294.929111 = -3154463.600497 nChanged 649 SP:Iteration 24Q (4271.774766 sec): 3 clusters Score: Raw -3158292.833564 + Penalty 3294.929111 = -3154997.904453 nChanged 515 SP:Iteration 25Q (4271.854617 sec): 3 clusters Score: Raw -3158641.655239 + Penalty 3294.929111 = -3155346.726128 nChanged 412 SP:Iteration 26Q (4271.924319 sec): 3 clusters Score: Raw -3158898.625923 + Penalty 3294.929111 = -3155603.696812 nChanged 399 SP:Iteration 27Q (4271.995305 sec): 3 clusters Score: Raw -3159131.556157 + Penalty 3294.929111 = -3155836.627045 nChanged 365 SP:Iteration 28Q (4272.088276 sec): 3 clusters Score: Raw -3159315.372973 + Penalty 3294.929111 = -3156020.443861 nChanged 307 SP:Iteration 29Q (4272.169915 sec): 3 clusters Score: Raw -3159441.419537 + Penalty 3294.929111 = -3156146.490426 nChanged 281 SP:Iteration 30Q (4272.250490 sec): 3 clusters Score: Raw -3159552.326351 + Penalty 3294.929111 = -3156257.397240 nChanged 272 SP:Iteration 31Q (4272.318017 sec): 3 clusters Score: Raw -3159664.001900 + Penalty 3294.929111 = -3156369.072788 nChanged 255 SP:Iteration 32Q (4272.386767 sec): 3 clusters Score: Raw -3159765.379934 + Penalty 3294.929111 = -3156470.450823 nChanged 241 SP:Iteration 33Q (4272.476450 sec): 3 clusters Score: Raw -3159862.851636 + Penalty 3294.929111 = -3156567.922524 nChanged 234 SP:Iteration 34Q (4272.549164 sec): 3 clusters Score: Raw -3159953.952587 + Penalty 3294.929111 = -3156659.023476 nChanged 199 SP:Iteration 35Q (4272.637302 sec): 3 clusters Score: Raw -3160028.531649 + Penalty 3294.929111 = -3156733.602538 nChanged 203 SP:Iteration 36Q (4272.704388 sec): 3 clusters Score: Raw -3160111.383278 + Penalty 3294.929111 = -3156816.454167 nChanged 182 SP:Iteration 37Q (4272.777850 sec): 3 clusters Score: Raw -3160183.691403 + Penalty 3294.929111 = -3156888.762292 nChanged 179 SP:Iteration 38Q (4272.850105 sec): 3 clusters Score: Raw -3160260.868728 + Penalty 3294.929111 = -3156965.939617 nChanged 173 SP:Iteration 39Q (4272.935480 sec): 3 clusters Score: Raw -3160330.441401 + Penalty 3294.929111 = -3157035.512290 nChanged 156 SP:Iteration 40F (4273.020580 sec): 3 clusters Score: Raw -3160404.708497 + Penalty 3294.929111 = -3157109.779386 nChanged 143 SP:Iteration 41Q (4273.103732 sec): 3 clusters Score: Raw -3160476.304554 + Penalty 3294.929111 = -3157181.375443 nChanged 147 SP:Iteration 42Q (4273.169740 sec): 3 clusters Score: Raw -3160556.254284 + Penalty 3294.929111 = -3157261.325172 nChanged 161 SP:Iteration 43Q (4273.252887 sec): 3 clusters Score: Raw -3160620.031457 + Penalty 3294.929111 = -3157325.102345 nChanged 113 SP:Iteration 44Q (4273.339931 sec): 3 clusters Score: Raw -3160651.887211 + Penalty 3294.929111 = -3157356.958100 nChanged 87 SP:Iteration 45Q (4273.413584 sec): 3 clusters Score: Raw -3160674.506892 + Penalty 3294.929111 = -3157379.577781 nChanged 78 SP:Iteration 46Q (4273.485094 sec): 3 clusters Score: Raw -3160691.676867 + Penalty 3294.929111 = -3157396.747756 nChanged 56 SP:Iteration 47Q (4273.568058 sec): 3 clusters Score: Raw -3160702.688582 + Penalty 3294.929111 = -3157407.759471 nChanged 47 SP:Iteration 48Q (4273.640972 sec): 3 clusters Score: Raw -3160709.704979 + Penalty 3294.929111 = -3157414.775868 nChanged 24 SP:Iteration 49Q (4273.720581 sec): 3 clusters Score: Raw -3160713.774515 + Penalty 3294.929111 = -3157418.845404 nChanged 20 SP:Iteration 50Q (4273.799503 sec): 3 clusters Score: Raw -3160716.639351 + Penalty 3294.929111 = -3157421.710240 nChanged 16 SP:Iteration 51Q (4273.882922 sec): 3 clusters Score: Raw -3160718.525903 + Penalty 3294.929111 = -3157423.596792 nChanged 16 SP:Iteration 52Q (4273.934319 sec): 3 clusters Score: Raw -3160720.396197 + Penalty 3294.929111 = -3157425.467086 nChanged 18 SP:Iteration 53Q (4273.984053 sec): 3 clusters Score: Raw -3160722.108576 + Penalty 3294.929111 = -3157427.179464 nChanged 11 SP:Iteration 54Q (4274.035762 sec): 3 clusters Score: Raw -3160722.904816 + Penalty 3294.929111 = -3157427.975704 nChanged 6 SP:Iteration 55Q (4274.105540 sec): 3 clusters Score: Raw -3160723.293258 + Penalty 3294.929111 = -3157428.364146 nChanged 7 SP:Iteration 56Q (4274.192210 sec): 3 clusters Score: Raw -3160723.922355 + Penalty 3294.929111 = -3157428.993244 nChanged 6 SP:Iteration 57Q (4274.266836 sec): 3 clusters Score: Raw -3160724.451427 + Penalty 3294.929111 = -3157429.522316 nChanged 9 SP:Iteration 58Q (4274.350963 sec): 3 clusters Score: Raw -3160725.466747 + Penalty 3294.929111 = -3157430.537636 nChanged 9 SP:Iteration 59Q (4274.430390 sec): 3 clusters Score: Raw -3160726.152922 + Penalty 3294.929111 = -3157431.223810 nChanged 7 SP:Iteration 60F (4274.511539 sec): 3 clusters Score: Raw -3160726.514193 + Penalty 3294.929111 = -3157431.585082 nChanged 0 Score: Raw -84109260.997251 + Penalty 76446.566254 = -84032814.430998 Splitting cluster 15 changes total score from -84020381.852927 to -84032814.430998 So it's getting split into cluster 35. Trying to split cluster 16 (4526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4289.922368 sec): 2 clusters Score: Raw -565733.288988 + Penalty 1367.858997 = -564365.429991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4289.959559 sec): 3 clusters Score: Raw -563381.569339 + Penalty 2735.717994 = -560645.851346 nChanged 1836 SP:Iteration 1F (4290.008989 sec): 3 clusters Score: Raw -564395.892109 + Penalty 2735.717994 = -561660.174116 nChanged 347 SP:Iteration 2F (4290.048273 sec): 3 clusters Score: Raw -564611.474923 + Penalty 2735.717994 = -561875.756929 nChanged 268 SP:Iteration 3F (4290.090465 sec): 3 clusters Score: Raw -564748.371092 + Penalty 2735.717994 = -562012.653098 nChanged 203 SP:Iteration 4Q (4290.141469 sec): 3 clusters Score: Raw -564865.552449 + Penalty 2735.717994 = -562129.834455 nChanged 190 SP:Iteration 5Q (4290.190402 sec): 3 clusters Score: Raw -564962.859958 + Penalty 2735.717994 = -562227.141965 nChanged 161 SP:Iteration 6Q (4290.228467 sec): 3 clusters Score: Raw -565048.861382 + Penalty 2735.717994 = -562313.143388 nChanged 144 SP:Iteration 7Q (4290.290215 sec): 3 clusters Score: Raw -565133.393079 + Penalty 2735.717994 = -562397.675085 nChanged 141 SP:Iteration 8Q (4290.342693 sec): 3 clusters Score: Raw -565212.091046 + Penalty 2735.717994 = -562476.373053 nChanged 131 SP:Iteration 9Q (4290.394629 sec): 3 clusters Score: Raw -565300.704313 + Penalty 2735.717994 = -562564.986319 nChanged 137 SP:Iteration 10Q (4290.434519 sec): 3 clusters Score: Raw -565376.688741 + Penalty 2735.717994 = -562640.970747 nChanged 108 SP:Iteration 11Q (4290.472728 sec): 3 clusters Score: Raw -565444.113335 + Penalty 2735.717994 = -562708.395341 nChanged 111 SP:Iteration 12Q (4290.530292 sec): 3 clusters Score: Raw -565504.383777 + Penalty 2735.717994 = -562768.665784 nChanged 97 SP:Iteration 13Q (4290.573518 sec): 3 clusters Score: Raw -565562.308106 + Penalty 2735.717994 = -562826.590112 nChanged 86 SP:Iteration 14Q (4290.620213 sec): 3 clusters Score: Raw -565617.143022 + Penalty 2735.717994 = -562881.425028 nChanged 75 SP:Iteration 15Q (4290.676690 sec): 3 clusters Score: Raw -565668.255794 + Penalty 2735.717994 = -562932.537800 nChanged 67 SP:Iteration 16Q (4290.724324 sec): 3 clusters Score: Raw -565714.273215 + Penalty 2735.717994 = -562978.555222 nChanged 66 SP:Iteration 17Q (4290.772016 sec): 3 clusters Score: Raw -565748.000444 + Penalty 2735.717994 = -563012.282450 nChanged 57 SP:Iteration 18Q (4290.816741 sec): 3 clusters Score: Raw -565772.133544 + Penalty 2735.717994 = -563036.415551 nChanged 45 SP:Iteration 19Q (4290.859043 sec): 3 clusters Score: Raw -565796.130846 + Penalty 2735.717994 = -563060.412853 nChanged 45 SP:Iteration 20F (4290.905407 sec): 3 clusters Score: Raw -565820.410277 + Penalty 2735.717994 = -563084.692284 nChanged 37 SP:Iteration 21Q (4290.940891 sec): 3 clusters Score: Raw -565838.110281 + Penalty 2735.717994 = -563102.392287 nChanged 33 SP:Iteration 22Q (4290.976831 sec): 3 clusters Score: Raw -565854.614420 + Penalty 2735.717994 = -563118.896426 nChanged 36 SP:Iteration 23Q (4291.022854 sec): 3 clusters Score: Raw -565874.099163 + Penalty 2735.717994 = -563138.381169 nChanged 33 SP:Iteration 24Q (4291.081554 sec): 3 clusters Score: Raw -565892.453459 + Penalty 2735.717994 = -563156.735466 nChanged 29 SP:Iteration 25Q (4291.130528 sec): 3 clusters Score: Raw -565906.591004 + Penalty 2735.717994 = -563170.873011 nChanged 17 SP:Iteration 26Q (4291.178438 sec): 3 clusters Score: Raw -565913.902083 + Penalty 2735.717994 = -563178.184089 nChanged 14 SP:Iteration 27Q (4291.220017 sec): 3 clusters Score: Raw -565919.572114 + Penalty 2735.717994 = -563183.854120 nChanged 13 SP:Iteration 28Q (4291.270748 sec): 3 clusters Score: Raw -565926.273545 + Penalty 2735.717994 = -563190.555551 nChanged 16 SP:Iteration 29Q (4291.331434 sec): 3 clusters Score: Raw -565935.119253 + Penalty 2735.717994 = -563199.401260 nChanged 19 SP:Iteration 30Q (4291.371614 sec): 3 clusters Score: Raw -565948.842839 + Penalty 2735.717994 = -563213.124845 nChanged 17 SP:Iteration 31Q (4291.420443 sec): 3 clusters Score: Raw -565959.180497 + Penalty 2735.717994 = -563223.462503 nChanged 15 SP:Iteration 32Q (4291.463046 sec): 3 clusters Score: Raw -565964.646074 + Penalty 2735.717994 = -563228.928081 nChanged 9 SP:Iteration 33Q (4291.498843 sec): 3 clusters Score: Raw -565968.880761 + Penalty 2735.717994 = -563233.162768 nChanged 8 SP:Iteration 34Q (4291.551588 sec): 3 clusters Score: Raw -565972.226990 + Penalty 2735.717994 = -563236.508997 nChanged 6 SP:Iteration 35Q (4291.591148 sec): 3 clusters Score: Raw -565973.634136 + Penalty 2735.717994 = -563237.916142 nChanged 4 SP:Iteration 36Q (4291.645949 sec): 3 clusters Score: Raw -565974.949935 + Penalty 2735.717994 = -563239.231942 nChanged 3 SP:Iteration 37Q (4291.678398 sec): 3 clusters Score: Raw -565975.803474 + Penalty 2735.717994 = -563240.085481 nChanged 3 SP:Iteration 38Q (4291.733743 sec): 3 clusters Score: Raw -565976.495095 + Penalty 2735.717994 = -563240.777102 nChanged 3 SP:Iteration 39Q (4291.782258 sec): 3 clusters Score: Raw -565977.614373 + Penalty 2735.717994 = -563241.896379 nChanged 2 SP:Iteration 40F (4291.817430 sec): 3 clusters Score: Raw -565978.362241 + Penalty 2735.717994 = -563242.644247 nChanged 3 SP:Iteration 41Q (4291.852567 sec): 3 clusters Score: Raw -565979.456505 + Penalty 2735.717994 = -563243.738511 nChanged 3 SP:Iteration 42Q (4291.894871 sec): 3 clusters Score: Raw -565981.377723 + Penalty 2735.717994 = -563245.659730 nChanged 6 SP:Iteration 43Q (4291.947450 sec): 3 clusters Score: Raw -565985.933678 + Penalty 2735.717994 = -563250.215684 nChanged 8 SP:Iteration 44Q (4291.997112 sec): 3 clusters Score: Raw -565990.778647 + Penalty 2735.717994 = -563255.060654 nChanged 12 SP:Iteration 45Q (4292.039812 sec): 3 clusters Score: Raw -565997.599139 + Penalty 2735.717994 = -563261.881146 nChanged 10 SP:Iteration 46Q (4292.085951 sec): 3 clusters Score: Raw -566004.297805 + Penalty 2735.717994 = -563268.579812 nChanged 9 SP:Iteration 47Q (4292.139879 sec): 3 clusters Score: Raw -566010.159417 + Penalty 2735.717994 = -563274.441424 nChanged 7 SP:Iteration 48Q (4292.185383 sec): 3 clusters Score: Raw -566013.234451 + Penalty 2735.717994 = -563277.516457 nChanged 8 SP:Iteration 49Q (4292.232437 sec): 3 clusters Score: Raw -566016.624321 + Penalty 2735.717994 = -563280.906327 nChanged 9 SP:Iteration 50Q (4292.283829 sec): 3 clusters Score: Raw -566021.063493 + Penalty 2735.717994 = -563285.345500 nChanged 11 SP:Iteration 51Q (4292.330514 sec): 3 clusters Score: Raw -566024.859968 + Penalty 2735.717994 = -563289.141974 nChanged 7 SP:Iteration 52Q (4292.379318 sec): 3 clusters Score: Raw -566028.394844 + Penalty 2735.717994 = -563292.676850 nChanged 6 SP:Iteration 53Q (4292.423875 sec): 3 clusters Score: Raw -566030.024588 + Penalty 2735.717994 = -563294.306595 nChanged 5 SP:Iteration 54Q (4292.458797 sec): 3 clusters Score: Raw -566031.525006 + Penalty 2735.717994 = -563295.807013 nChanged 6 SP:Iteration 55Q (4292.518208 sec): 3 clusters Score: Raw -566034.815747 + Penalty 2735.717994 = -563299.097754 nChanged 7 SP:Iteration 56Q (4292.560708 sec): 3 clusters Score: Raw -566038.386401 + Penalty 2735.717994 = -563302.668407 nChanged 6 SP:Iteration 57Q (4292.600092 sec): 3 clusters Score: Raw -566040.506960 + Penalty 2735.717994 = -563304.788967 nChanged 4 SP:Iteration 58Q (4292.647470 sec): 3 clusters Score: Raw -566041.557173 + Penalty 2735.717994 = -563305.839180 nChanged 2 SP:Iteration 59Q (4292.700411 sec): 3 clusters Score: Raw -566042.687237 + Penalty 2735.717994 = -563306.969244 nChanged 1 SP:Iteration 60F (4292.747152 sec): 3 clusters Score: Raw -566043.192866 + Penalty 2735.717994 = -563307.474872 nChanged 1 SP:Iteration 61Q (4292.793253 sec): 3 clusters Score: Raw -566043.400455 + Penalty 2735.717994 = -563307.682462 nChanged 1 SP:Iteration 62Q (4292.835318 sec): 3 clusters Score: Raw -566043.504670 + Penalty 2735.717994 = -563307.786676 nChanged 0 SP:Iteration 63F (4292.884472 sec): 3 clusters Score: Raw -566043.504670 + Penalty 2735.717994 = -563307.786676 nChanged 0 Trying to split cluster 17 (19352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4292.931228 sec): 2 clusters Score: Raw -2377110.573491 + Penalty 1603.964546 = -2375506.608945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4293.006409 sec): 3 clusters Score: Raw -2365571.836261 + Penalty 3207.929092 = -2362363.907169 nChanged 8687 SP:Iteration 1F (4293.089422 sec): 3 clusters Score: Raw -2370358.812572 + Penalty 3207.929092 = -2367150.883480 nChanged 1109 SP:Iteration 2F (4293.153601 sec): 3 clusters Score: Raw -2370823.628077 + Penalty 3207.929092 = -2367615.698985 nChanged 1001 SP:Iteration 3F (4293.233787 sec): 3 clusters Score: Raw -2371244.792711 + Penalty 3207.929092 = -2368036.863619 nChanged 970 SP:Iteration 4F (4293.301605 sec): 3 clusters Score: Raw -2371664.296611 + Penalty 3207.929092 = -2368456.367519 nChanged 883 SP:Iteration 5Q (4293.366217 sec): 3 clusters Score: Raw -2372060.920833 + Penalty 3207.929092 = -2368852.991741 nChanged 866 SP:Iteration 6Q (4293.445274 sec): 3 clusters Score: Raw -2372481.906283 + Penalty 3207.929092 = -2369273.977191 nChanged 847 SP:Iteration 7Q (4293.517002 sec): 3 clusters Score: Raw -2372931.195943 + Penalty 3207.929092 = -2369723.266851 nChanged 877 SP:Iteration 8Q (4293.577227 sec): 3 clusters Score: Raw -2373410.387622 + Penalty 3207.929092 = -2370202.458530 nChanged 911 SP:Iteration 9Q (4293.662046 sec): 3 clusters Score: Raw -2373907.681054 + Penalty 3207.929092 = -2370699.751962 nChanged 749 SP:Iteration 10Q (4293.695676 sec): 3 clusters Score: Raw -2374331.261862 + Penalty 3207.929092 = -2371123.332770 nChanged 664 SP:Iteration 11Q (4293.765411 sec): 3 clusters Score: Raw -2374667.302060 + Penalty 3207.929092 = -2371459.372968 nChanged 523 SP:Iteration 12Q (4293.843592 sec): 3 clusters Score: Raw -2374864.228540 + Penalty 3207.929092 = -2371656.299448 nChanged 366 SP:Iteration 13Q (4293.924522 sec): 3 clusters Score: Raw -2374983.882549 + Penalty 3207.929092 = -2371775.953457 nChanged 299 SP:Iteration 14Q (4293.996324 sec): 3 clusters Score: Raw -2375076.845770 + Penalty 3207.929092 = -2371868.916678 nChanged 257 SP:Iteration 15Q (4294.078437 sec): 3 clusters Score: Raw -2375151.156399 + Penalty 3207.929092 = -2371943.227307 nChanged 226 SP:Iteration 16Q (4294.153922 sec): 3 clusters Score: Raw -2375207.426206 + Penalty 3207.929092 = -2371999.497114 nChanged 207 SP:Iteration 17Q (4294.229069 sec): 3 clusters Score: Raw -2375254.978255 + Penalty 3207.929092 = -2372047.049163 nChanged 213 SP:Iteration 18Q (4294.289306 sec): 3 clusters Score: Raw -2375307.743242 + Penalty 3207.929092 = -2372099.814150 nChanged 211 SP:Iteration 19Q (4294.376486 sec): 3 clusters Score: Raw -2375358.331627 + Penalty 3207.929092 = -2372150.402535 nChanged 191 SP:Iteration 20F (4294.443737 sec): 3 clusters Score: Raw -2375399.901993 + Penalty 3207.929092 = -2372191.972901 nChanged 172 SP:Iteration 21Q (4294.517381 sec): 3 clusters Score: Raw -2375437.598808 + Penalty 3207.929092 = -2372229.669716 nChanged 192 SP:Iteration 22Q (4294.600994 sec): 3 clusters Score: Raw -2375477.974779 + Penalty 3207.929092 = -2372270.045687 nChanged 176 SP:Iteration 23Q (4294.673151 sec): 3 clusters Score: Raw -2375517.128870 + Penalty 3207.929092 = -2372309.199778 nChanged 182 SP:Iteration 24Q (4294.735600 sec): 3 clusters Score: Raw -2375562.074315 + Penalty 3207.929092 = -2372354.145223 nChanged 194 SP:Iteration 25Q (4294.808648 sec): 3 clusters Score: Raw -2375606.154574 + Penalty 3207.929092 = -2372398.225482 nChanged 194 SP:Iteration 26Q (4294.886080 sec): 3 clusters Score: Raw -2375652.990850 + Penalty 3207.929092 = -2372445.061758 nChanged 188 SP:Iteration 27Q (4294.947262 sec): 3 clusters Score: Raw -2375696.340877 + Penalty 3207.929092 = -2372488.411785 nChanged 183 SP:Iteration 28Q (4295.031846 sec): 3 clusters Score: Raw -2375737.669657 + Penalty 3207.929092 = -2372529.740565 nChanged 175 SP:Iteration 29Q (4295.103996 sec): 3 clusters Score: Raw -2375779.769900 + Penalty 3207.929092 = -2372571.840808 nChanged 172 SP:Iteration 30Q (4295.179327 sec): 3 clusters Score: Raw -2375816.713852 + Penalty 3207.929092 = -2372608.784760 nChanged 163 SP:Iteration 31Q (4295.262764 sec): 3 clusters Score: Raw -2375852.784472 + Penalty 3207.929092 = -2372644.855380 nChanged 183 SP:Iteration 32Q (4295.335888 sec): 3 clusters Score: Raw -2375894.419932 + Penalty 3207.929092 = -2372686.490840 nChanged 196 SP:Iteration 33Q (4295.401240 sec): 3 clusters Score: Raw -2375941.109285 + Penalty 3207.929092 = -2372733.180193 nChanged 204 SP:Iteration 34Q (4295.485690 sec): 3 clusters Score: Raw -2375996.565935 + Penalty 3207.929092 = -2372788.636843 nChanged 205 SP:Iteration 35Q (4295.555420 sec): 3 clusters Score: Raw -2376056.689157 + Penalty 3207.929092 = -2372848.760065 nChanged 197 SP:Iteration 36Q (4295.633036 sec): 3 clusters Score: Raw -2376114.081601 + Penalty 3207.929092 = -2372906.152509 nChanged 191 SP:Iteration 37Q (4295.692517 sec): 3 clusters Score: Raw -2376167.827140 + Penalty 3207.929092 = -2372959.898048 nChanged 182 SP:Iteration 38Q (4295.765096 sec): 3 clusters Score: Raw -2376217.533208 + Penalty 3207.929092 = -2373009.604116 nChanged 183 SP:Iteration 39Q (4295.842364 sec): 3 clusters Score: Raw -2376271.328207 + Penalty 3207.929092 = -2373063.399115 nChanged 193 SP:Iteration 40F (4295.915821 sec): 3 clusters Score: Raw -2376328.043793 + Penalty 3207.929092 = -2373120.114701 nChanged 187 SP:Iteration 41Q (4295.977903 sec): 3 clusters Score: Raw -2376386.596953 + Penalty 3207.929092 = -2373178.667861 nChanged 196 SP:Iteration 42Q (4296.051109 sec): 3 clusters Score: Raw -2376453.781063 + Penalty 3207.929092 = -2373245.851971 nChanged 210 SP:Iteration 43Q (4296.116627 sec): 3 clusters Score: Raw -2376531.541275 + Penalty 3207.929092 = -2373323.612183 nChanged 206 SP:Iteration 44Q (4296.189605 sec): 3 clusters Score: Raw -2376621.071288 + Penalty 3207.929092 = -2373413.142196 nChanged 231 SP:Iteration 45Q (4296.259368 sec): 3 clusters Score: Raw -2376724.527298 + Penalty 3207.929092 = -2373516.598206 nChanged 200 SP:Iteration 46Q (4296.326021 sec): 3 clusters Score: Raw -2376813.336462 + Penalty 3207.929092 = -2373605.407370 nChanged 163 SP:Iteration 47Q (4296.394455 sec): 3 clusters Score: Raw -2376881.180854 + Penalty 3207.929092 = -2373673.251762 nChanged 135 SP:Iteration 48Q (4296.469237 sec): 3 clusters Score: Raw -2376933.932856 + Penalty 3207.929092 = -2373726.003764 nChanged 123 SP:Iteration 49Q (4296.538301 sec): 3 clusters Score: Raw -2376984.230852 + Penalty 3207.929092 = -2373776.301760 nChanged 105 SP:Iteration 50Q (4296.612578 sec): 3 clusters Score: Raw -2377030.423607 + Penalty 3207.929092 = -2373822.494515 nChanged 101 SP:Iteration 51Q (4296.674926 sec): 3 clusters Score: Raw -2377074.101877 + Penalty 3207.929092 = -2373866.172785 nChanged 86 SP:Iteration 52Q (4296.756913 sec): 3 clusters Score: Raw -2377108.694090 + Penalty 3207.929092 = -2373900.764998 nChanged 84 SP:Iteration 53Q (4296.828423 sec): 3 clusters Score: Raw -2377151.832428 + Penalty 3207.929092 = -2373943.903336 nChanged 90 SP:Iteration 54Q (4296.886334 sec): 3 clusters Score: Raw -2377189.480228 + Penalty 3207.929092 = -2373981.551136 nChanged 76 SP:Iteration 55Q (4296.946157 sec): 3 clusters Score: Raw -2377216.483800 + Penalty 3207.929092 = -2374008.554708 nChanged 61 SP:Iteration 56Q (4297.023160 sec): 3 clusters Score: Raw -2377241.246194 + Penalty 3207.929092 = -2374033.317102 nChanged 53 SP:Iteration 57Q (4297.078065 sec): 3 clusters Score: Raw -2377263.096796 + Penalty 3207.929092 = -2374055.167704 nChanged 50 SP:Iteration 58Q (4297.143281 sec): 3 clusters Score: Raw -2377286.052651 + Penalty 3207.929092 = -2374078.123559 nChanged 54 SP:Iteration 59Q (4297.212050 sec): 3 clusters Score: Raw -2377318.396807 + Penalty 3207.929092 = -2374110.467715 nChanged 51 SP:Iteration 60F (4297.284811 sec): 3 clusters Score: Raw -2377346.274967 + Penalty 3207.929092 = -2374138.345875 nChanged 39 SP:Iteration 61Q (4297.353743 sec): 3 clusters Score: Raw -2377365.456995 + Penalty 3207.929092 = -2374157.527903 nChanged 42 SP:Iteration 62Q (4297.413940 sec): 3 clusters Score: Raw -2377378.961286 + Penalty 3207.929092 = -2374171.032194 nChanged 20 SP:Iteration 63Q (4297.481978 sec): 3 clusters Score: Raw -2377383.717394 + Penalty 3207.929092 = -2374175.788302 nChanged 10 SP:Iteration 64Q (4297.553730 sec): 3 clusters Score: Raw -2377386.033020 + Penalty 3207.929092 = -2374178.103928 nChanged 6 SP:Iteration 65Q (4297.634177 sec): 3 clusters Score: Raw -2377387.247236 + Penalty 3207.929092 = -2374179.318144 nChanged 6 SP:Iteration 66Q (4297.689711 sec): 3 clusters Score: Raw -2377388.573256 + Penalty 3207.929092 = -2374180.644164 nChanged 3 SP:Iteration 67Q (4297.769839 sec): 3 clusters Score: Raw -2377389.666212 + Penalty 3207.929092 = -2374181.737120 nChanged 1 SP:Iteration 68Q (4297.832922 sec): 3 clusters Score: Raw -2377389.840121 + Penalty 3207.929092 = -2374181.911029 nChanged 2 SP:Iteration 69Q (4297.895551 sec): 3 clusters Score: Raw -2377390.186085 + Penalty 3207.929092 = -2374182.256993 nChanged 2 SP:Iteration 70Q (4297.971992 sec): 3 clusters Score: Raw -2377390.814449 + Penalty 3207.929092 = -2374182.885357 nChanged 0 SP:Iteration 71F (4298.046881 sec): 3 clusters Score: Raw -2377390.814449 + Penalty 3207.929092 = -2374182.885357 nChanged 0 Trying to split cluster 18 (7340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4298.080161 sec): 2 clusters Score: Raw -922581.146804 + Penalty 1446.427795 = -921134.719009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4298.138757 sec): 3 clusters Score: Raw -918585.881065 + Penalty 2892.855590 = -915693.025476 nChanged 3111 SP:Iteration 1F (4298.192100 sec): 3 clusters Score: Raw -920433.300396 + Penalty 2892.855590 = -917540.444806 nChanged 603 SP:Iteration 2F (4298.244357 sec): 3 clusters Score: Raw -920909.930034 + Penalty 2892.855590 = -918017.074444 nChanged 587 SP:Iteration 3F (4298.301216 sec): 3 clusters Score: Raw -921586.601318 + Penalty 2892.855590 = -918693.745729 nChanged 622 SP:Iteration 4F (4298.365081 sec): 3 clusters Score: Raw -922841.687821 + Penalty 2892.855590 = -919948.832232 nChanged 586 SP:Iteration 5F (4298.405861 sec): 3 clusters Score: Raw -923625.684450 + Penalty 2892.855590 = -920732.828860 nChanged 476 SP:Iteration 6F (4298.457970 sec): 3 clusters Score: Raw -923956.914798 + Penalty 2892.855590 = -921064.059208 nChanged 331 SP:Iteration 7Q (4298.503509 sec): 3 clusters Score: Raw -924195.715449 + Penalty 2892.855590 = -921302.859859 nChanged 265 SP:Iteration 8Q (4298.560051 sec): 3 clusters Score: Raw -924421.485329 + Penalty 2892.855590 = -921528.629740 nChanged 229 SP:Iteration 9Q (4298.612584 sec): 3 clusters Score: Raw -924619.065577 + Penalty 2892.855590 = -921726.209987 nChanged 196 SP:Iteration 10Q (4298.662763 sec): 3 clusters Score: Raw -924823.333100 + Penalty 2892.855590 = -921930.477510 nChanged 211 SP:Iteration 11Q (4298.716255 sec): 3 clusters Score: Raw -925096.119109 + Penalty 2892.855590 = -922203.263519 nChanged 157 SP:Iteration 12Q (4298.767923 sec): 3 clusters Score: Raw -925330.680409 + Penalty 2892.855590 = -922437.824819 nChanged 125 SP:Iteration 13Q (4298.818295 sec): 3 clusters Score: Raw -925519.677627 + Penalty 2892.855590 = -922626.822038 nChanged 74 SP:Iteration 14Q (4298.862975 sec): 3 clusters Score: Raw -925591.857826 + Penalty 2892.855590 = -922699.002236 nChanged 44 SP:Iteration 15Q (4298.915982 sec): 3 clusters Score: Raw -925619.860510 + Penalty 2892.855590 = -922727.004921 nChanged 27 SP:Iteration 16Q (4298.972923 sec): 3 clusters Score: Raw -925636.166264 + Penalty 2892.855590 = -922743.310675 nChanged 21 SP:Iteration 17Q (4299.015206 sec): 3 clusters Score: Raw -925648.755947 + Penalty 2892.855590 = -922755.900358 nChanged 19 SP:Iteration 18Q (4299.039311 sec): 3 clusters Score: Raw -925662.039927 + Penalty 2892.855590 = -922769.184337 nChanged 15 SP:Iteration 19Q (4299.097080 sec): 3 clusters Score: Raw -925672.201136 + Penalty 2892.855590 = -922779.345547 nChanged 11 SP:Iteration 20F (4299.140884 sec): 3 clusters Score: Raw -925679.075469 + Penalty 2892.855590 = -922786.219879 nChanged 10 SP:Iteration 21Q (4299.204888 sec): 3 clusters Score: Raw -925684.990546 + Penalty 2892.855590 = -922792.134956 nChanged 10 SP:Iteration 22Q (4299.261056 sec): 3 clusters Score: Raw -925693.601678 + Penalty 2892.855590 = -922800.746088 nChanged 13 SP:Iteration 23Q (4299.305014 sec): 3 clusters Score: Raw -925707.065086 + Penalty 2892.855590 = -922814.209497 nChanged 16 SP:Iteration 24Q (4299.345456 sec): 3 clusters Score: Raw -925726.262103 + Penalty 2892.855590 = -922833.406513 nChanged 18 SP:Iteration 25Q (4299.395594 sec): 3 clusters Score: Raw -925747.452192 + Penalty 2892.855590 = -922854.596602 nChanged 15 SP:Iteration 26Q (4299.444368 sec): 3 clusters Score: Raw -925761.484530 + Penalty 2892.855590 = -922868.628940 nChanged 8 SP:Iteration 27Q (4299.484176 sec): 3 clusters Score: Raw -925765.765082 + Penalty 2892.855590 = -922872.909493 nChanged 4 SP:Iteration 28Q (4299.531481 sec): 3 clusters Score: Raw -925767.794137 + Penalty 2892.855590 = -922874.938548 nChanged 3 SP:Iteration 29Q (4299.588004 sec): 3 clusters Score: Raw -925768.518692 + Penalty 2892.855590 = -922875.663102 nChanged 1 SP:Iteration 30Q (4299.637827 sec): 3 clusters Score: Raw -925768.777854 + Penalty 2892.855590 = -922875.922264 nChanged 0 SP:Iteration 31F (4299.689336 sec): 3 clusters Score: Raw -925768.777854 + Penalty 2892.855590 = -922875.922264 nChanged 0 Score: Raw -84112448.628301 + Penalty 78630.753861 = -84033817.874440 Splitting cluster 18 changes total score from -84020381.852927 to -84033817.874440 So it's getting split into cluster 36. Trying to split cluster 19 (41692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4314.473688 sec): 2 clusters Score: Raw -5298190.734196 + Penalty 1728.685488 = -5296462.048708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4314.585381 sec): 3 clusters Score: Raw -5271957.359010 + Penalty 3457.370976 = -5268499.988034 nChanged 19518 SP:Iteration 1F (4314.693738 sec): 3 clusters Score: Raw -5283170.974300 + Penalty 3457.370976 = -5279713.603323 nChanged 2055 SP:Iteration 2Q (4314.808528 sec): 3 clusters Score: Raw -5284195.001817 + Penalty 3457.370976 = -5280737.630841 nChanged 2376 SP:Iteration 3F (4314.917928 sec): 3 clusters Score: Raw -5285738.651567 + Penalty 3457.370976 = -5282281.280591 nChanged 2815 SP:Iteration 4F (4315.026498 sec): 3 clusters Score: Raw -5287665.190363 + Penalty 3457.370976 = -5284207.819386 nChanged 3034 SP:Iteration 5F (4315.125782 sec): 3 clusters Score: Raw -5289922.529652 + Penalty 3457.370976 = -5286465.158676 nChanged 2887 SP:Iteration 6F (4315.216841 sec): 3 clusters Score: Raw -5292227.973065 + Penalty 3457.370976 = -5288770.602089 nChanged 2588 SP:Iteration 7F (4315.328533 sec): 3 clusters Score: Raw -5294287.024038 + Penalty 3457.370976 = -5290829.653062 nChanged 1962 SP:Iteration 8Q (4315.444651 sec): 3 clusters Score: Raw -5295735.035451 + Penalty 3457.370976 = -5292277.664474 nChanged 1481 SP:Iteration 9Q (4315.563697 sec): 3 clusters Score: Raw -5296717.934874 + Penalty 3457.370976 = -5293260.563898 nChanged 1075 SP:Iteration 10Q (4315.679564 sec): 3 clusters Score: Raw -5297346.644920 + Penalty 3457.370976 = -5293889.273943 nChanged 814 SP:Iteration 11Q (4315.788371 sec): 3 clusters Score: Raw -5297798.396976 + Penalty 3457.370976 = -5294341.026000 nChanged 703 SP:Iteration 12Q (4315.902280 sec): 3 clusters Score: Raw -5298143.094453 + Penalty 3457.370976 = -5294685.723477 nChanged 568 SP:Iteration 13Q (4316.019080 sec): 3 clusters Score: Raw -5298387.169800 + Penalty 3457.370976 = -5294929.798824 nChanged 484 SP:Iteration 14Q (4316.131327 sec): 3 clusters Score: Raw -5298577.344452 + Penalty 3457.370976 = -5295119.973475 nChanged 405 SP:Iteration 15Q (4316.240652 sec): 3 clusters Score: Raw -5298711.128149 + Penalty 3457.370976 = -5295253.757173 nChanged 356 SP:Iteration 16Q (4316.359314 sec): 3 clusters Score: Raw -5298815.622328 + Penalty 3457.370976 = -5295358.251351 nChanged 294 SP:Iteration 17Q (4316.462348 sec): 3 clusters Score: Raw -5298896.353169 + Penalty 3457.370976 = -5295438.982193 nChanged 251 SP:Iteration 18Q (4316.574813 sec): 3 clusters Score: Raw -5298958.104316 + Penalty 3457.370976 = -5295500.733339 nChanged 248 SP:Iteration 19Q (4316.685797 sec): 3 clusters Score: Raw -5299015.882946 + Penalty 3457.370976 = -5295558.511970 nChanged 225 SP:Iteration 20F (4316.801510 sec): 3 clusters Score: Raw -5299063.429922 + Penalty 3457.370976 = -5295606.058946 nChanged 206 SP:Iteration 21Q (4316.910753 sec): 3 clusters Score: Raw -5299104.014111 + Penalty 3457.370976 = -5295646.643134 nChanged 196 SP:Iteration 22Q (4317.012973 sec): 3 clusters Score: Raw -5299141.610054 + Penalty 3457.370976 = -5295684.239078 nChanged 194 SP:Iteration 23Q (4317.128982 sec): 3 clusters Score: Raw -5299178.516036 + Penalty 3457.370976 = -5295721.145059 nChanged 165 SP:Iteration 24Q (4317.228878 sec): 3 clusters Score: Raw -5299206.095846 + Penalty 3457.370976 = -5295748.724869 nChanged 143 SP:Iteration 25Q (4317.340103 sec): 3 clusters Score: Raw -5299228.126761 + Penalty 3457.370976 = -5295770.755784 nChanged 116 SP:Iteration 26Q (4317.441504 sec): 3 clusters Score: Raw -5299246.100620 + Penalty 3457.370976 = -5295788.729644 nChanged 104 SP:Iteration 27Q (4317.548690 sec): 3 clusters Score: Raw -5299261.063926 + Penalty 3457.370976 = -5295803.692949 nChanged 91 SP:Iteration 28Q (4317.666258 sec): 3 clusters Score: Raw -5299275.341720 + Penalty 3457.370976 = -5295817.970744 nChanged 73 SP:Iteration 29Q (4317.776404 sec): 3 clusters Score: Raw -5299287.986144 + Penalty 3457.370976 = -5295830.615168 nChanged 98 SP:Iteration 30Q (4317.878659 sec): 3 clusters Score: Raw -5299305.166520 + Penalty 3457.370976 = -5295847.795543 nChanged 94 SP:Iteration 31Q (4317.992625 sec): 3 clusters Score: Raw -5299323.578768 + Penalty 3457.370976 = -5295866.207791 nChanged 97 SP:Iteration 32Q (4318.097603 sec): 3 clusters Score: Raw -5299342.552145 + Penalty 3457.370976 = -5295885.181169 nChanged 91 SP:Iteration 33Q (4318.193076 sec): 3 clusters Score: Raw -5299357.592801 + Penalty 3457.370976 = -5295900.221825 nChanged 67 SP:Iteration 34Q (4318.307125 sec): 3 clusters Score: Raw -5299366.285930 + Penalty 3457.370976 = -5295908.914954 nChanged 58 SP:Iteration 35Q (4318.416380 sec): 3 clusters Score: Raw -5299373.976286 + Penalty 3457.370976 = -5295916.605310 nChanged 54 SP:Iteration 36Q (4318.524103 sec): 3 clusters Score: Raw -5299381.736712 + Penalty 3457.370976 = -5295924.365736 nChanged 56 SP:Iteration 37Q (4318.621619 sec): 3 clusters Score: Raw -5299388.925465 + Penalty 3457.370976 = -5295931.554489 nChanged 54 SP:Iteration 38Q (4318.731931 sec): 3 clusters Score: Raw -5299396.315847 + Penalty 3457.370976 = -5295938.944871 nChanged 53 SP:Iteration 39Q (4318.830835 sec): 3 clusters Score: Raw -5299404.694103 + Penalty 3457.370976 = -5295947.323127 nChanged 50 SP:Iteration 40F (4318.942217 sec): 3 clusters Score: Raw -5299412.962641 + Penalty 3457.370976 = -5295955.591665 nChanged 45 SP:Iteration 41Q (4319.038053 sec): 3 clusters Score: Raw -5299419.584515 + Penalty 3457.370976 = -5295962.213539 nChanged 29 SP:Iteration 42Q (4319.137486 sec): 3 clusters Score: Raw -5299423.358763 + Penalty 3457.370976 = -5295965.987787 nChanged 33 SP:Iteration 43Q (4319.237478 sec): 3 clusters Score: Raw -5299427.759579 + Penalty 3457.370976 = -5295970.388602 nChanged 28 SP:Iteration 44Q (4319.352396 sec): 3 clusters Score: Raw -5299431.863970 + Penalty 3457.370976 = -5295974.492994 nChanged 21 SP:Iteration 45Q (4319.455118 sec): 3 clusters Score: Raw -5299434.509428 + Penalty 3457.370976 = -5295977.138452 nChanged 26 SP:Iteration 46Q (4319.549709 sec): 3 clusters Score: Raw -5299438.192435 + Penalty 3457.370976 = -5295980.821458 nChanged 25 SP:Iteration 47Q (4319.646898 sec): 3 clusters Score: Raw -5299441.748618 + Penalty 3457.370976 = -5295984.377641 nChanged 25 SP:Iteration 48Q (4319.739164 sec): 3 clusters Score: Raw -5299444.658575 + Penalty 3457.370976 = -5295987.287599 nChanged 20 SP:Iteration 49Q (4319.841133 sec): 3 clusters Score: Raw -5299447.071544 + Penalty 3457.370976 = -5295989.700568 nChanged 17 SP:Iteration 50Q (4319.938056 sec): 3 clusters Score: Raw -5299448.875690 + Penalty 3457.370976 = -5295991.504714 nChanged 11 SP:Iteration 51Q (4320.029493 sec): 3 clusters Score: Raw -5299450.121815 + Penalty 3457.370976 = -5295992.750838 nChanged 7 SP:Iteration 52Q (4320.135067 sec): 3 clusters Score: Raw -5299450.844629 + Penalty 3457.370976 = -5295993.473653 nChanged 7 SP:Iteration 53Q (4320.229074 sec): 3 clusters Score: Raw -5299451.655389 + Penalty 3457.370976 = -5295994.284413 nChanged 6 SP:Iteration 54Q (4320.331331 sec): 3 clusters Score: Raw -5299452.283269 + Penalty 3457.370976 = -5295994.912292 nChanged 8 SP:Iteration 55Q (4320.433522 sec): 3 clusters Score: Raw -5299453.312088 + Penalty 3457.370976 = -5295995.941112 nChanged 10 SP:Iteration 56Q (4320.529981 sec): 3 clusters Score: Raw -5299454.495773 + Penalty 3457.370976 = -5295997.124796 nChanged 12 SP:Iteration 57Q (4320.639477 sec): 3 clusters Score: Raw -5299456.166988 + Penalty 3457.370976 = -5295998.796012 nChanged 15 SP:Iteration 58Q (4320.743303 sec): 3 clusters Score: Raw -5299457.662435 + Penalty 3457.370976 = -5296000.291458 nChanged 12 SP:Iteration 59Q (4320.838365 sec): 3 clusters Score: Raw -5299459.050884 + Penalty 3457.370976 = -5296001.679908 nChanged 11 SP:Iteration 60F (4320.942112 sec): 3 clusters Score: Raw -5299460.942505 + Penalty 3457.370976 = -5296003.571529 nChanged 12 SP:Iteration 61Q (4321.036240 sec): 3 clusters Score: Raw -5299462.562508 + Penalty 3457.370976 = -5296005.191531 nChanged 11 SP:Iteration 62Q (4321.137994 sec): 3 clusters Score: Raw -5299464.398554 + Penalty 3457.370976 = -5296007.027578 nChanged 15 SP:Iteration 63Q (4321.210575 sec): 3 clusters Score: Raw -5299466.655192 + Penalty 3457.370976 = -5296009.284216 nChanged 19 SP:Iteration 64Q (4321.307518 sec): 3 clusters Score: Raw -5299469.562945 + Penalty 3457.370976 = -5296012.191969 nChanged 21 SP:Iteration 65Q (4321.417717 sec): 3 clusters Score: Raw -5299472.971793 + Penalty 3457.370976 = -5296015.600817 nChanged 24 SP:Iteration 66Q (4321.513741 sec): 3 clusters Score: Raw -5299476.443664 + Penalty 3457.370976 = -5296019.072688 nChanged 18 SP:Iteration 67Q (4321.587910 sec): 3 clusters Score: Raw -5299477.824350 + Penalty 3457.370976 = -5296020.453374 nChanged 4 SP:Iteration 68Q (4321.656205 sec): 3 clusters Score: Raw -5299478.091636 + Penalty 3457.370976 = -5296020.720659 nChanged 2 SP:Iteration 69Q (4321.723672 sec): 3 clusters Score: Raw -5299478.202949 + Penalty 3457.370976 = -5296020.831972 nChanged 2 SP:Iteration 70Q (4321.825215 sec): 3 clusters Score: Raw -5299478.415947 + Penalty 3457.370976 = -5296021.044971 nChanged 2 SP:Iteration 71Q (4321.930592 sec): 3 clusters Score: Raw -5299478.618183 + Penalty 3457.370976 = -5296021.247206 nChanged 7 SP:Iteration 72Q (4322.024443 sec): 3 clusters Score: Raw -5299479.243037 + Penalty 3457.370976 = -5296021.872060 nChanged 9 SP:Iteration 73Q (4322.092610 sec): 3 clusters Score: Raw -5299480.155733 + Penalty 3457.370976 = -5296022.784757 nChanged 5 SP:Iteration 74Q (4322.159346 sec): 3 clusters Score: Raw -5299480.588377 + Penalty 3457.370976 = -5296023.217401 nChanged 6 SP:Iteration 75Q (4322.258927 sec): 3 clusters Score: Raw -5299481.038497 + Penalty 3457.370976 = -5296023.667520 nChanged 5 SP:Iteration 76Q (4322.348357 sec): 3 clusters Score: Raw -5299481.446933 + Penalty 3457.370976 = -5296024.075957 nChanged 10 SP:Iteration 77Q (4322.453963 sec): 3 clusters Score: Raw -5299481.975447 + Penalty 3457.370976 = -5296024.604470 nChanged 1 SP:Iteration 78Q (4322.553745 sec): 3 clusters Score: Raw -5299482.021107 + Penalty 3457.370976 = -5296024.650130 nChanged 0 SP:Iteration 79F (4322.658598 sec): 3 clusters Score: Raw -5299482.021107 + Penalty 3457.370976 = -5296024.650130 nChanged 0 Trying to split cluster 20 (39769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4322.728848 sec): 2 clusters Score: Raw -4929355.335085 + Penalty 1721.011986 = -4927634.323098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4322.836880 sec): 3 clusters Score: Raw -4904313.376596 + Penalty 3442.023973 = -4900871.352623 nChanged 18559 SP:Iteration 1F (4322.945204 sec): 3 clusters Score: Raw -4915170.270502 + Penalty 3442.023973 = -4911728.246529 nChanged 2029 SP:Iteration 2F (4323.026050 sec): 3 clusters Score: Raw -4916053.386367 + Penalty 3442.023973 = -4912611.362394 nChanged 2267 SP:Iteration 3F (4323.125943 sec): 3 clusters Score: Raw -4917322.575556 + Penalty 3442.023973 = -4913880.551583 nChanged 2730 SP:Iteration 4F (4323.233853 sec): 3 clusters Score: Raw -4919311.566849 + Penalty 3442.023973 = -4915869.542876 nChanged 3117 SP:Iteration 5F (4323.331487 sec): 3 clusters Score: Raw -4922008.828570 + Penalty 3442.023973 = -4918566.804597 nChanged 3081 SP:Iteration 6F (4323.435401 sec): 3 clusters Score: Raw -4924646.774690 + Penalty 3442.023973 = -4921204.750717 nChanged 2540 SP:Iteration 7F (4323.541869 sec): 3 clusters Score: Raw -4926529.004667 + Penalty 3442.023973 = -4923086.980694 nChanged 1820 SP:Iteration 8Q (4323.651396 sec): 3 clusters Score: Raw -4927601.469405 + Penalty 3442.023973 = -4924159.445432 nChanged 1212 SP:Iteration 9Q (4323.764901 sec): 3 clusters Score: Raw -4928088.112588 + Penalty 3442.023973 = -4924646.088615 nChanged 808 SP:Iteration 10Q (4323.869789 sec): 3 clusters Score: Raw -4928339.405067 + Penalty 3442.023973 = -4924897.381094 nChanged 581 SP:Iteration 11Q (4323.975989 sec): 3 clusters Score: Raw -4928511.265687 + Penalty 3442.023973 = -4925069.241714 nChanged 458 SP:Iteration 12Q (4324.080754 sec): 3 clusters Score: Raw -4928661.722590 + Penalty 3442.023973 = -4925219.698617 nChanged 420 SP:Iteration 13Q (4324.169621 sec): 3 clusters Score: Raw -4928791.570691 + Penalty 3442.023973 = -4925349.546718 nChanged 412 SP:Iteration 14Q (4324.274069 sec): 3 clusters Score: Raw -4928922.225198 + Penalty 3442.023973 = -4925480.201225 nChanged 423 SP:Iteration 15Q (4324.367310 sec): 3 clusters Score: Raw -4929050.763845 + Penalty 3442.023973 = -4925608.739872 nChanged 413 SP:Iteration 16Q (4324.469469 sec): 3 clusters Score: Raw -4929176.782639 + Penalty 3442.023973 = -4925734.758666 nChanged 392 SP:Iteration 17Q (4324.570638 sec): 3 clusters Score: Raw -4929318.211405 + Penalty 3442.023973 = -4925876.187433 nChanged 429 SP:Iteration 18Q (4324.676863 sec): 3 clusters Score: Raw -4929504.878034 + Penalty 3442.023973 = -4926062.854061 nChanged 418 SP:Iteration 19Q (4324.778380 sec): 3 clusters Score: Raw -4929716.577149 + Penalty 3442.023973 = -4926274.553176 nChanged 451 SP:Iteration 20F (4324.887262 sec): 3 clusters Score: Raw -4929967.844308 + Penalty 3442.023973 = -4926525.820335 nChanged 408 SP:Iteration 21Q (4324.987452 sec): 3 clusters Score: Raw -4930209.651674 + Penalty 3442.023973 = -4926767.627702 nChanged 375 SP:Iteration 22Q (4325.100475 sec): 3 clusters Score: Raw -4930428.231661 + Penalty 3442.023973 = -4926986.207688 nChanged 321 SP:Iteration 23Q (4325.199122 sec): 3 clusters Score: Raw -4930582.223528 + Penalty 3442.023973 = -4927140.199555 nChanged 292 SP:Iteration 24Q (4325.291054 sec): 3 clusters Score: Raw -4930704.844178 + Penalty 3442.023973 = -4927262.820205 nChanged 240 SP:Iteration 25Q (4325.390164 sec): 3 clusters Score: Raw -4930794.850162 + Penalty 3442.023973 = -4927352.826189 nChanged 210 SP:Iteration 26Q (4325.460195 sec): 3 clusters Score: Raw -4930851.698040 + Penalty 3442.023973 = -4927409.674067 nChanged 169 SP:Iteration 27Q (4325.545279 sec): 3 clusters Score: Raw -4930893.103405 + Penalty 3442.023973 = -4927451.079432 nChanged 128 SP:Iteration 28Q (4325.649310 sec): 3 clusters Score: Raw -4930919.192703 + Penalty 3442.023973 = -4927477.168730 nChanged 120 SP:Iteration 29Q (4325.755401 sec): 3 clusters Score: Raw -4930938.753270 + Penalty 3442.023973 = -4927496.729297 nChanged 80 SP:Iteration 30Q (4325.858959 sec): 3 clusters Score: Raw -4930949.772415 + Penalty 3442.023973 = -4927507.748442 nChanged 52 SP:Iteration 31Q (4325.955109 sec): 3 clusters Score: Raw -4930956.280974 + Penalty 3442.023973 = -4927514.257001 nChanged 44 SP:Iteration 32Q (4326.056335 sec): 3 clusters Score: Raw -4930961.269776 + Penalty 3442.023973 = -4927519.245803 nChanged 35 SP:Iteration 33Q (4326.120631 sec): 3 clusters Score: Raw -4930965.318609 + Penalty 3442.023973 = -4927523.294637 nChanged 30 SP:Iteration 34Q (4326.219353 sec): 3 clusters Score: Raw -4930968.151936 + Penalty 3442.023973 = -4927526.127963 nChanged 36 SP:Iteration 35Q (4326.311154 sec): 3 clusters Score: Raw -4930972.079160 + Penalty 3442.023973 = -4927530.055188 nChanged 33 SP:Iteration 36Q (4326.401146 sec): 3 clusters Score: Raw -4930975.842458 + Penalty 3442.023973 = -4927533.818485 nChanged 27 SP:Iteration 37Q (4326.500012 sec): 3 clusters Score: Raw -4930978.073242 + Penalty 3442.023973 = -4927536.049270 nChanged 20 SP:Iteration 38Q (4326.598125 sec): 3 clusters Score: Raw -4930979.288751 + Penalty 3442.023973 = -4927537.264778 nChanged 14 SP:Iteration 39Q (4326.703346 sec): 3 clusters Score: Raw -4930980.142691 + Penalty 3442.023973 = -4927538.118718 nChanged 13 SP:Iteration 40F (4326.811816 sec): 3 clusters Score: Raw -4930980.990712 + Penalty 3442.023973 = -4927538.966739 nChanged 10 SP:Iteration 41Q (4326.897800 sec): 3 clusters Score: Raw -4930981.395508 + Penalty 3442.023973 = -4927539.371535 nChanged 6 SP:Iteration 42Q (4326.990722 sec): 3 clusters Score: Raw -4930981.702792 + Penalty 3442.023973 = -4927539.678820 nChanged 8 SP:Iteration 43Q (4327.085326 sec): 3 clusters Score: Raw -4930982.283196 + Penalty 3442.023973 = -4927540.259224 nChanged 9 SP:Iteration 44Q (4327.175396 sec): 3 clusters Score: Raw -4930982.778754 + Penalty 3442.023973 = -4927540.754781 nChanged 7 SP:Iteration 45Q (4327.274374 sec): 3 clusters Score: Raw -4930983.397499 + Penalty 3442.023973 = -4927541.373526 nChanged 11 SP:Iteration 46Q (4327.370811 sec): 3 clusters Score: Raw -4930984.243798 + Penalty 3442.023973 = -4927542.219825 nChanged 14 SP:Iteration 47Q (4327.458457 sec): 3 clusters Score: Raw -4930985.287425 + Penalty 3442.023973 = -4927543.263452 nChanged 12 SP:Iteration 48Q (4327.551599 sec): 3 clusters Score: Raw -4930985.962239 + Penalty 3442.023973 = -4927543.938267 nChanged 10 SP:Iteration 49Q (4327.645243 sec): 3 clusters Score: Raw -4930986.450009 + Penalty 3442.023973 = -4927544.426037 nChanged 4 SP:Iteration 50Q (4327.743275 sec): 3 clusters Score: Raw -4930986.635450 + Penalty 3442.023973 = -4927544.611477 nChanged 3 SP:Iteration 51Q (4327.837987 sec): 3 clusters Score: Raw -4930986.743114 + Penalty 3442.023973 = -4927544.719142 nChanged 4 SP:Iteration 52Q (4327.920171 sec): 3 clusters Score: Raw -4930987.123962 + Penalty 3442.023973 = -4927545.099990 nChanged 7 SP:Iteration 53Q (4328.021642 sec): 3 clusters Score: Raw -4930987.554529 + Penalty 3442.023973 = -4927545.530557 nChanged 3 SP:Iteration 54Q (4328.119060 sec): 3 clusters Score: Raw -4930987.714123 + Penalty 3442.023973 = -4927545.690150 nChanged 4 SP:Iteration 55Q (4328.220594 sec): 3 clusters Score: Raw -4930987.865061 + Penalty 3442.023973 = -4927545.841088 nChanged 1 SP:Iteration 56Q (4328.327691 sec): 3 clusters Score: Raw -4930987.911670 + Penalty 3442.023973 = -4927545.887697 nChanged 0 SP:Iteration 57F (4328.431507 sec): 3 clusters Score: Raw -4930987.911670 + Penalty 3442.023973 = -4927545.887697 nChanged 0 Trying to split cluster 21 (3263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4328.467053 sec): 2 clusters Score: Raw -387062.956014 + Penalty 1314.690373 = -385748.265640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4328.506093 sec): 3 clusters Score: Raw -385516.018323 + Penalty 2629.380746 = -382886.637577 nChanged 1251 SP:Iteration 1F (4328.558341 sec): 3 clusters Score: Raw -386270.728827 + Penalty 2629.380746 = -383641.348081 nChanged 251 SP:Iteration 2F (4328.608107 sec): 3 clusters Score: Raw -386430.779715 + Penalty 2629.380746 = -383801.398969 nChanged 197 SP:Iteration 3F (4328.650280 sec): 3 clusters Score: Raw -386605.863774 + Penalty 2629.380746 = -383976.483027 nChanged 186 SP:Iteration 4F (4328.666644 sec): 3 clusters Score: Raw -386782.436255 + Penalty 2629.380746 = -384153.055509 nChanged 164 SP:Iteration 5F (4328.695600 sec): 3 clusters Score: Raw -386925.878053 + Penalty 2629.380746 = -384296.497306 nChanged 144 SP:Iteration 6Q (4328.746849 sec): 3 clusters Score: Raw -387074.449768 + Penalty 2629.380746 = -384445.069021 nChanged 155 SP:Iteration 7Q (4328.799170 sec): 3 clusters Score: Raw -387240.704400 + Penalty 2629.380746 = -384611.323654 nChanged 143 SP:Iteration 8Q (4328.838908 sec): 3 clusters Score: Raw -387399.560973 + Penalty 2629.380746 = -384770.180227 nChanged 129 SP:Iteration 9Q (4328.893349 sec): 3 clusters Score: Raw -387542.558474 + Penalty 2629.380746 = -384913.177728 nChanged 109 SP:Iteration 10Q (4328.936140 sec): 3 clusters Score: Raw -387645.192348 + Penalty 2629.380746 = -385015.811602 nChanged 86 SP:Iteration 11Q (4328.990948 sec): 3 clusters Score: Raw -387714.416916 + Penalty 2629.380746 = -385085.036170 nChanged 70 SP:Iteration 12Q (4329.029774 sec): 3 clusters Score: Raw -387764.856061 + Penalty 2629.380746 = -385135.475314 nChanged 49 SP:Iteration 13Q (4329.073531 sec): 3 clusters Score: Raw -387794.931877 + Penalty 2629.380746 = -385165.551131 nChanged 36 SP:Iteration 14Q (4329.117904 sec): 3 clusters Score: Raw -387817.982670 + Penalty 2629.380746 = -385188.601924 nChanged 31 SP:Iteration 15Q (4329.169463 sec): 3 clusters Score: Raw -387832.630826 + Penalty 2629.380746 = -385203.250080 nChanged 19 SP:Iteration 16Q (4329.207155 sec): 3 clusters Score: Raw -387841.161055 + Penalty 2629.380746 = -385211.780308 nChanged 17 SP:Iteration 17Q (4329.251232 sec): 3 clusters Score: Raw -387850.559244 + Penalty 2629.380746 = -385221.178498 nChanged 19 SP:Iteration 18Q (4329.302811 sec): 3 clusters Score: Raw -387860.641699 + Penalty 2629.380746 = -385231.260953 nChanged 19 SP:Iteration 19Q (4329.348785 sec): 3 clusters Score: Raw -387867.921574 + Penalty 2629.380746 = -385238.540828 nChanged 15 SP:Iteration 20F (4329.400586 sec): 3 clusters Score: Raw -387872.475022 + Penalty 2629.380746 = -385243.094276 nChanged 11 SP:Iteration 21Q (4329.449940 sec): 3 clusters Score: Raw -387877.600708 + Penalty 2629.380746 = -385248.219962 nChanged 15 SP:Iteration 22Q (4329.493977 sec): 3 clusters Score: Raw -387885.139539 + Penalty 2629.380746 = -385255.758793 nChanged 18 SP:Iteration 23Q (4329.546594 sec): 3 clusters Score: Raw -387893.181282 + Penalty 2629.380746 = -385263.800536 nChanged 19 SP:Iteration 24Q (4329.585840 sec): 3 clusters Score: Raw -387902.500937 + Penalty 2629.380746 = -385273.120191 nChanged 19 SP:Iteration 25Q (4329.642862 sec): 3 clusters Score: Raw -387909.503039 + Penalty 2629.380746 = -385280.122292 nChanged 10 SP:Iteration 26Q (4329.689239 sec): 3 clusters Score: Raw -387913.061226 + Penalty 2629.380746 = -385283.680479 nChanged 8 SP:Iteration 27Q (4329.738939 sec): 3 clusters Score: Raw -387915.703920 + Penalty 2629.380746 = -385286.323174 nChanged 10 SP:Iteration 28Q (4329.778038 sec): 3 clusters Score: Raw -387919.126377 + Penalty 2629.380746 = -385289.745631 nChanged 6 SP:Iteration 29Q (4329.829642 sec): 3 clusters Score: Raw -387921.246609 + Penalty 2629.380746 = -385291.865862 nChanged 3 SP:Iteration 30Q (4329.874292 sec): 3 clusters Score: Raw -387922.609197 + Penalty 2629.380746 = -385293.228451 nChanged 3 SP:Iteration 31Q (4329.927921 sec): 3 clusters Score: Raw -387923.183749 + Penalty 2629.380746 = -385293.803003 nChanged 3 SP:Iteration 32Q (4329.965748 sec): 3 clusters Score: Raw -387924.720236 + Penalty 2629.380746 = -385295.339489 nChanged 6 SP:Iteration 33Q (4330.009034 sec): 3 clusters Score: Raw -387926.528731 + Penalty 2629.380746 = -385297.147984 nChanged 5 SP:Iteration 34Q (4330.044492 sec): 3 clusters Score: Raw -387927.703396 + Penalty 2629.380746 = -385298.322650 nChanged 4 SP:Iteration 35Q (4330.087962 sec): 3 clusters Score: Raw -387928.767193 + Penalty 2629.380746 = -385299.386447 nChanged 4 SP:Iteration 36Q (4330.138561 sec): 3 clusters Score: Raw -387930.184105 + Penalty 2629.380746 = -385300.803358 nChanged 6 SP:Iteration 37Q (4330.189948 sec): 3 clusters Score: Raw -387933.353043 + Penalty 2629.380746 = -385303.972296 nChanged 11 SP:Iteration 38Q (4330.242237 sec): 3 clusters Score: Raw -387938.914135 + Penalty 2629.380746 = -385309.533388 nChanged 14 SP:Iteration 39Q (4330.274462 sec): 3 clusters Score: Raw -387945.342320 + Penalty 2629.380746 = -385315.961574 nChanged 16 SP:Iteration 40F (4330.325891 sec): 3 clusters Score: Raw -387952.990202 + Penalty 2629.380746 = -385323.609456 nChanged 15 SP:Iteration 41Q (4330.377711 sec): 3 clusters Score: Raw -387961.341177 + Penalty 2629.380746 = -385331.960431 nChanged 21 SP:Iteration 42Q (4330.427010 sec): 3 clusters Score: Raw -387969.690002 + Penalty 2629.380746 = -385340.309255 nChanged 10 SP:Iteration 43Q (4330.475076 sec): 3 clusters Score: Raw -387973.894845 + Penalty 2629.380746 = -385344.514099 nChanged 12 SP:Iteration 44Q (4330.520849 sec): 3 clusters Score: Raw -387979.454550 + Penalty 2629.380746 = -385350.073803 nChanged 10 SP:Iteration 45Q (4330.565534 sec): 3 clusters Score: Raw -387984.176496 + Penalty 2629.380746 = -385354.795749 nChanged 13 SP:Iteration 46Q (4330.607976 sec): 3 clusters Score: Raw -387989.312058 + Penalty 2629.380746 = -385359.931312 nChanged 6 SP:Iteration 47Q (4330.652868 sec): 3 clusters Score: Raw -387991.678772 + Penalty 2629.380746 = -385362.298026 nChanged 4 SP:Iteration 48Q (4330.712061 sec): 3 clusters Score: Raw -387992.946082 + Penalty 2629.380746 = -385363.565335 nChanged 1 SP:Iteration 49Q (4330.753752 sec): 3 clusters Score: Raw -387993.358003 + Penalty 2629.380746 = -385363.977257 nChanged 2 SP:Iteration 50Q (4330.803850 sec): 3 clusters Score: Raw -387993.943430 + Penalty 2629.380746 = -385364.562683 nChanged 0 SP:Iteration 51F (4330.847796 sec): 3 clusters Score: Raw -387993.943430 + Penalty 2629.380746 = -385364.562683 nChanged 0 Trying to split cluster 22 (28293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4330.901558 sec): 2 clusters Score: Raw -3576772.164189 + Penalty 1665.685077 = -3575106.479112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4330.978911 sec): 3 clusters Score: Raw -3559416.884480 + Penalty 3331.370154 = -3556085.514326 nChanged 13031 SP:Iteration 1F (4331.075652 sec): 3 clusters Score: Raw -3567164.374353 + Penalty 3331.370154 = -3563833.004200 nChanged 1791 SP:Iteration 2F (4331.162998 sec): 3 clusters Score: Raw -3568174.595236 + Penalty 3331.370154 = -3564843.225083 nChanged 1871 SP:Iteration 3F (4331.244252 sec): 3 clusters Score: Raw -3569370.786184 + Penalty 3331.370154 = -3566039.416030 nChanged 1920 SP:Iteration 4F (4331.322559 sec): 3 clusters Score: Raw -3570669.783942 + Penalty 3331.370154 = -3567338.413789 nChanged 1857 SP:Iteration 5F (4331.421680 sec): 3 clusters Score: Raw -3571856.479871 + Penalty 3331.370154 = -3568525.109718 nChanged 1630 SP:Iteration 6F (4331.508905 sec): 3 clusters Score: Raw -3572806.960192 + Penalty 3331.370154 = -3569475.590039 nChanged 1345 SP:Iteration 7Q (4331.591097 sec): 3 clusters Score: Raw -3573506.265518 + Penalty 3331.370154 = -3570174.895364 nChanged 1084 SP:Iteration 8Q (4331.679919 sec): 3 clusters Score: Raw -3574010.036509 + Penalty 3331.370154 = -3570678.666356 nChanged 838 SP:Iteration 9Q (4331.774720 sec): 3 clusters Score: Raw -3574339.096303 + Penalty 3331.370154 = -3571007.726149 nChanged 667 SP:Iteration 10Q (4331.859392 sec): 3 clusters Score: Raw -3574566.531264 + Penalty 3331.370154 = -3571235.161110 nChanged 530 SP:Iteration 11Q (4331.941181 sec): 3 clusters Score: Raw -3574736.825707 + Penalty 3331.370154 = -3571405.455554 nChanged 432 SP:Iteration 12Q (4332.027691 sec): 3 clusters Score: Raw -3574853.083397 + Penalty 3331.370154 = -3571521.713244 nChanged 347 SP:Iteration 13Q (4332.099281 sec): 3 clusters Score: Raw -3574923.711360 + Penalty 3331.370154 = -3571592.341206 nChanged 293 SP:Iteration 14Q (4332.183459 sec): 3 clusters Score: Raw -3574972.545753 + Penalty 3331.370154 = -3571641.175599 nChanged 220 SP:Iteration 15Q (4332.274353 sec): 3 clusters Score: Raw -3575006.345755 + Penalty 3331.370154 = -3571674.975601 nChanged 178 SP:Iteration 16Q (4332.353380 sec): 3 clusters Score: Raw -3575035.836879 + Penalty 3331.370154 = -3571704.466726 nChanged 179 SP:Iteration 17Q (4332.435343 sec): 3 clusters Score: Raw -3575065.153882 + Penalty 3331.370154 = -3571733.783729 nChanged 165 SP:Iteration 18Q (4332.528278 sec): 3 clusters Score: Raw -3575091.142492 + Penalty 3331.370154 = -3571759.772338 nChanged 164 SP:Iteration 19Q (4332.609555 sec): 3 clusters Score: Raw -3575118.680758 + Penalty 3331.370154 = -3571787.310605 nChanged 200 SP:Iteration 20F (4332.699901 sec): 3 clusters Score: Raw -3575160.617969 + Penalty 3331.370154 = -3571829.247816 nChanged 243 SP:Iteration 21Q (4332.786474 sec): 3 clusters Score: Raw -3575219.553900 + Penalty 3331.370154 = -3571888.183747 nChanged 242 SP:Iteration 22Q (4332.852914 sec): 3 clusters Score: Raw -3575278.315305 + Penalty 3331.370154 = -3571946.945151 nChanged 251 SP:Iteration 23Q (4332.943534 sec): 3 clusters Score: Raw -3575341.825674 + Penalty 3331.370154 = -3572010.455520 nChanged 269 SP:Iteration 24Q (4333.021090 sec): 3 clusters Score: Raw -3575414.052610 + Penalty 3331.370154 = -3572082.682457 nChanged 295 SP:Iteration 25Q (4333.092871 sec): 3 clusters Score: Raw -3575494.129740 + Penalty 3331.370154 = -3572162.759587 nChanged 315 SP:Iteration 26Q (4333.186307 sec): 3 clusters Score: Raw -3575589.018026 + Penalty 3331.370154 = -3572257.647872 nChanged 351 SP:Iteration 27Q (4333.273048 sec): 3 clusters Score: Raw -3575706.928732 + Penalty 3331.370154 = -3572375.558578 nChanged 405 SP:Iteration 28Q (4333.361587 sec): 3 clusters Score: Raw -3575864.355658 + Penalty 3331.370154 = -3572532.985505 nChanged 456 SP:Iteration 29Q (4333.436290 sec): 3 clusters Score: Raw -3576064.384310 + Penalty 3331.370154 = -3572733.014156 nChanged 500 SP:Iteration 30Q (4333.519398 sec): 3 clusters Score: Raw -3576308.288584 + Penalty 3331.370154 = -3572976.918430 nChanged 518 SP:Iteration 31Q (4333.589857 sec): 3 clusters Score: Raw -3576631.475129 + Penalty 3331.370154 = -3573300.104975 nChanged 587 SP:Iteration 32Q (4333.665871 sec): 3 clusters Score: Raw -3577044.485876 + Penalty 3331.370154 = -3573713.115723 nChanged 598 SP:Iteration 33Q (4333.753581 sec): 3 clusters Score: Raw -3577538.089883 + Penalty 3331.370154 = -3574206.719729 nChanged 556 SP:Iteration 34Q (4333.813964 sec): 3 clusters Score: Raw -3578042.275763 + Penalty 3331.370154 = -3574710.905610 nChanged 568 SP:Iteration 35Q (4333.896936 sec): 3 clusters Score: Raw -3578575.658766 + Penalty 3331.370154 = -3575244.288612 nChanged 468 SP:Iteration 36Q (4333.984466 sec): 3 clusters Score: Raw -3578960.488216 + Penalty 3331.370154 = -3575629.118063 nChanged 388 SP:Iteration 37Q (4334.062681 sec): 3 clusters Score: Raw -3579226.257999 + Penalty 3331.370154 = -3575894.887846 nChanged 312 SP:Iteration 38Q (4334.146146 sec): 3 clusters Score: Raw -3579406.677224 + Penalty 3331.370154 = -3576075.307071 nChanged 227 SP:Iteration 39Q (4334.233468 sec): 3 clusters Score: Raw -3579497.766190 + Penalty 3331.370154 = -3576166.396036 nChanged 144 SP:Iteration 40F (4334.320425 sec): 3 clusters Score: Raw -3579656.091106 + Penalty 3331.370154 = -3576324.720953 nChanged 147 SP:Iteration 41Q (4334.398031 sec): 3 clusters Score: Raw -3579729.333459 + Penalty 3331.370154 = -3576397.963305 nChanged 117 SP:Iteration 42Q (4334.476947 sec): 3 clusters Score: Raw -3579758.167926 + Penalty 3331.370154 = -3576426.797773 nChanged 78 SP:Iteration 43Q (4334.564849 sec): 3 clusters Score: Raw -3579770.549303 + Penalty 3331.370154 = -3576439.179150 nChanged 54 SP:Iteration 44Q (4334.651733 sec): 3 clusters Score: Raw -3579777.962246 + Penalty 3331.370154 = -3576446.592092 nChanged 43 SP:Iteration 45Q (4334.744991 sec): 3 clusters Score: Raw -3579782.054966 + Penalty 3331.370154 = -3576450.684813 nChanged 25 SP:Iteration 46Q (4334.824649 sec): 3 clusters Score: Raw -3579784.042415 + Penalty 3331.370154 = -3576452.672262 nChanged 13 SP:Iteration 47Q (4334.898636 sec): 3 clusters Score: Raw -3579784.822737 + Penalty 3331.370154 = -3576453.452583 nChanged 9 SP:Iteration 48Q (4334.967533 sec): 3 clusters Score: Raw -3579785.330296 + Penalty 3331.370154 = -3576453.960142 nChanged 10 SP:Iteration 49Q (4335.027303 sec): 3 clusters Score: Raw -3579785.792082 + Penalty 3331.370154 = -3576454.421929 nChanged 4 SP:Iteration 50Q (4335.111524 sec): 3 clusters Score: Raw -3579786.045055 + Penalty 3331.370154 = -3576454.674901 nChanged 4 SP:Iteration 51Q (4335.190495 sec): 3 clusters Score: Raw -3579786.203390 + Penalty 3331.370154 = -3576454.833236 nChanged 1 SP:Iteration 52Q (4335.274384 sec): 3 clusters Score: Raw -3579786.330928 + Penalty 3331.370154 = -3576454.960775 nChanged 2 SP:Iteration 53Q (4335.340340 sec): 3 clusters Score: Raw -3579786.584513 + Penalty 3331.370154 = -3576455.214360 nChanged 5 SP:Iteration 54Q (4335.423055 sec): 3 clusters Score: Raw -3579786.813567 + Penalty 3331.370154 = -3576455.443413 nChanged 2 SP:Iteration 55Q (4335.501025 sec): 3 clusters Score: Raw -3579786.885792 + Penalty 3331.370154 = -3576455.515638 nChanged 1 SP:Iteration 56Q (4335.583971 sec): 3 clusters Score: Raw -3579786.995060 + Penalty 3331.370154 = -3576455.624906 nChanged 4 SP:Iteration 57Q (4335.661307 sec): 3 clusters Score: Raw -3579787.276122 + Penalty 3331.370154 = -3576455.905969 nChanged 1 SP:Iteration 58Q (4335.746639 sec): 3 clusters Score: Raw -3579787.319519 + Penalty 3331.370154 = -3576455.949365 nChanged 0 SP:Iteration 59F (4335.826986 sec): 3 clusters Score: Raw -3579787.319519 + Penalty 3331.370154 = -3576455.949365 nChanged 0 Score: Raw -84115463.783631 + Penalty 80814.941468 = -84034648.842162 Splitting cluster 22 changes total score from -84020381.852927 to -84034648.842162 So it's getting split into cluster 37. Trying to split cluster 23 (13712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4351.317939 sec): 2 clusters Score: Raw -1588434.157285 + Penalty 1547.979329 = -1586886.177955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4351.375527 sec): 3 clusters Score: Raw -1580450.679150 + Penalty 3095.958658 = -1577354.720492 nChanged 6113 SP:Iteration 1F (4351.439671 sec): 3 clusters Score: Raw -1584399.389243 + Penalty 3095.958658 = -1581303.430584 nChanged 1143 SP:Iteration 2F (4351.503965 sec): 3 clusters Score: Raw -1585382.457424 + Penalty 3095.958658 = -1582286.498766 nChanged 1175 SP:Iteration 3F (4351.566880 sec): 3 clusters Score: Raw -1586599.701006 + Penalty 3095.958658 = -1583503.742348 nChanged 1181 SP:Iteration 4F (4351.642820 sec): 3 clusters Score: Raw -1587753.768726 + Penalty 3095.958658 = -1584657.810068 nChanged 1040 SP:Iteration 5F (4351.689866 sec): 3 clusters Score: Raw -1588605.004687 + Penalty 3095.958658 = -1585509.046028 nChanged 772 SP:Iteration 6F (4351.753636 sec): 3 clusters Score: Raw -1589177.795094 + Penalty 3095.958658 = -1586081.836435 nChanged 599 SP:Iteration 7Q (4351.812842 sec): 3 clusters Score: Raw -1589539.926074 + Penalty 3095.958658 = -1586443.967416 nChanged 449 SP:Iteration 8Q (4351.870100 sec): 3 clusters Score: Raw -1589757.149125 + Penalty 3095.958658 = -1586661.190467 nChanged 346 SP:Iteration 9Q (4351.941163 sec): 3 clusters Score: Raw -1589897.136462 + Penalty 3095.958658 = -1586801.177803 nChanged 263 SP:Iteration 10Q (4352.006535 sec): 3 clusters Score: Raw -1589984.241243 + Penalty 3095.958658 = -1586888.282584 nChanged 214 SP:Iteration 11Q (4352.066207 sec): 3 clusters Score: Raw -1590047.820223 + Penalty 3095.958658 = -1586951.861565 nChanged 200 SP:Iteration 12Q (4352.127657 sec): 3 clusters Score: Raw -1590103.955654 + Penalty 3095.958658 = -1587007.996996 nChanged 188 SP:Iteration 13Q (4352.193839 sec): 3 clusters Score: Raw -1590148.862490 + Penalty 3095.958658 = -1587052.903832 nChanged 160 SP:Iteration 14Q (4352.253844 sec): 3 clusters Score: Raw -1590189.721097 + Penalty 3095.958658 = -1587093.762439 nChanged 170 SP:Iteration 15Q (4352.314328 sec): 3 clusters Score: Raw -1590230.402897 + Penalty 3095.958658 = -1587134.444239 nChanged 152 SP:Iteration 16Q (4352.365517 sec): 3 clusters Score: Raw -1590267.018769 + Penalty 3095.958658 = -1587171.060111 nChanged 149 SP:Iteration 17Q (4352.436659 sec): 3 clusters Score: Raw -1590304.545556 + Penalty 3095.958658 = -1587208.586898 nChanged 152 SP:Iteration 18Q (4352.501511 sec): 3 clusters Score: Raw -1590343.620121 + Penalty 3095.958658 = -1587247.661463 nChanged 154 SP:Iteration 19Q (4352.567277 sec): 3 clusters Score: Raw -1590384.810026 + Penalty 3095.958658 = -1587288.851368 nChanged 151 SP:Iteration 20F (4352.629810 sec): 3 clusters Score: Raw -1590434.722571 + Penalty 3095.958658 = -1587338.763913 nChanged 159 SP:Iteration 21Q (4352.690911 sec): 3 clusters Score: Raw -1590490.902426 + Penalty 3095.958658 = -1587394.943768 nChanged 161 SP:Iteration 22Q (4352.758712 sec): 3 clusters Score: Raw -1590549.365057 + Penalty 3095.958658 = -1587453.406399 nChanged 140 SP:Iteration 23Q (4352.808352 sec): 3 clusters Score: Raw -1590595.900794 + Penalty 3095.958658 = -1587499.942135 nChanged 134 SP:Iteration 24Q (4352.855481 sec): 3 clusters Score: Raw -1590635.646679 + Penalty 3095.958658 = -1587539.688020 nChanged 123 SP:Iteration 25Q (4352.916385 sec): 3 clusters Score: Raw -1590677.431829 + Penalty 3095.958658 = -1587581.473171 nChanged 134 SP:Iteration 26Q (4352.982363 sec): 3 clusters Score: Raw -1590732.877242 + Penalty 3095.958658 = -1587636.918584 nChanged 141 SP:Iteration 27Q (4353.036224 sec): 3 clusters Score: Raw -1590793.060321 + Penalty 3095.958658 = -1587697.101662 nChanged 158 SP:Iteration 28Q (4353.104665 sec): 3 clusters Score: Raw -1590872.009339 + Penalty 3095.958658 = -1587776.050681 nChanged 175 SP:Iteration 29Q (4353.181494 sec): 3 clusters Score: Raw -1590966.195739 + Penalty 3095.958658 = -1587870.237081 nChanged 171 SP:Iteration 30Q (4353.233775 sec): 3 clusters Score: Raw -1591054.038472 + Penalty 3095.958658 = -1587958.079814 nChanged 157 SP:Iteration 31Q (4353.298110 sec): 3 clusters Score: Raw -1591123.541630 + Penalty 3095.958658 = -1588027.582971 nChanged 154 SP:Iteration 32Q (4353.366679 sec): 3 clusters Score: Raw -1591171.643933 + Penalty 3095.958658 = -1588075.685275 nChanged 121 SP:Iteration 33Q (4353.433757 sec): 3 clusters Score: Raw -1591207.713564 + Penalty 3095.958658 = -1588111.754906 nChanged 105 SP:Iteration 34Q (4353.487101 sec): 3 clusters Score: Raw -1591229.548930 + Penalty 3095.958658 = -1588133.590271 nChanged 83 SP:Iteration 35Q (4353.551583 sec): 3 clusters Score: Raw -1591246.479712 + Penalty 3095.958658 = -1588150.521054 nChanged 71 SP:Iteration 36Q (4353.629027 sec): 3 clusters Score: Raw -1591262.883560 + Penalty 3095.958658 = -1588166.924902 nChanged 67 SP:Iteration 37Q (4353.687704 sec): 3 clusters Score: Raw -1591272.346831 + Penalty 3095.958658 = -1588176.388172 nChanged 49 SP:Iteration 38Q (4353.763172 sec): 3 clusters Score: Raw -1591279.780354 + Penalty 3095.958658 = -1588183.821695 nChanged 44 SP:Iteration 39Q (4353.823882 sec): 3 clusters Score: Raw -1591287.432527 + Penalty 3095.958658 = -1588191.473869 nChanged 36 SP:Iteration 40F (4353.891061 sec): 3 clusters Score: Raw -1591299.245333 + Penalty 3095.958658 = -1588203.286675 nChanged 45 SP:Iteration 41Q (4353.954326 sec): 3 clusters Score: Raw -1591311.140340 + Penalty 3095.958658 = -1588215.181681 nChanged 46 SP:Iteration 42Q (4354.016298 sec): 3 clusters Score: Raw -1591321.827237 + Penalty 3095.958658 = -1588225.868579 nChanged 56 SP:Iteration 43Q (4354.075988 sec): 3 clusters Score: Raw -1591331.265377 + Penalty 3095.958658 = -1588235.306719 nChanged 50 SP:Iteration 44Q (4354.138807 sec): 3 clusters Score: Raw -1591339.219012 + Penalty 3095.958658 = -1588243.260353 nChanged 35 SP:Iteration 45Q (4354.207121 sec): 3 clusters Score: Raw -1591343.386322 + Penalty 3095.958658 = -1588247.427664 nChanged 27 SP:Iteration 46Q (4354.270416 sec): 3 clusters Score: Raw -1591346.080386 + Penalty 3095.958658 = -1588250.121727 nChanged 17 SP:Iteration 47Q (4354.327078 sec): 3 clusters Score: Raw -1591348.236718 + Penalty 3095.958658 = -1588252.278060 nChanged 20 SP:Iteration 48Q (4354.393947 sec): 3 clusters Score: Raw -1591350.619032 + Penalty 3095.958658 = -1588254.660374 nChanged 20 SP:Iteration 49Q (4354.460657 sec): 3 clusters Score: Raw -1591353.674614 + Penalty 3095.958658 = -1588257.715955 nChanged 30 SP:Iteration 50Q (4354.522680 sec): 3 clusters Score: Raw -1591357.351103 + Penalty 3095.958658 = -1588261.392445 nChanged 19 SP:Iteration 51Q (4354.576277 sec): 3 clusters Score: Raw -1591359.938633 + Penalty 3095.958658 = -1588263.979975 nChanged 21 SP:Iteration 52Q (4354.635893 sec): 3 clusters Score: Raw -1591362.704673 + Penalty 3095.958658 = -1588266.746015 nChanged 26 SP:Iteration 53Q (4354.701464 sec): 3 clusters Score: Raw -1591366.108731 + Penalty 3095.958658 = -1588270.150072 nChanged 23 SP:Iteration 54Q (4354.771001 sec): 3 clusters Score: Raw -1591368.298055 + Penalty 3095.958658 = -1588272.339397 nChanged 18 SP:Iteration 55Q (4354.821713 sec): 3 clusters Score: Raw -1591370.125925 + Penalty 3095.958658 = -1588274.167267 nChanged 12 SP:Iteration 56Q (4354.893498 sec): 3 clusters Score: Raw -1591371.857334 + Penalty 3095.958658 = -1588275.898676 nChanged 13 SP:Iteration 57Q (4354.943356 sec): 3 clusters Score: Raw -1591373.408861 + Penalty 3095.958658 = -1588277.450203 nChanged 20 SP:Iteration 58Q (4355.002167 sec): 3 clusters Score: Raw -1591375.527308 + Penalty 3095.958658 = -1588279.568649 nChanged 15 SP:Iteration 59Q (4355.038655 sec): 3 clusters Score: Raw -1591377.321228 + Penalty 3095.958658 = -1588281.362570 nChanged 17 SP:Iteration 60F (4355.103061 sec): 3 clusters Score: Raw -1591379.107485 + Penalty 3095.958658 = -1588283.148826 nChanged 13 SP:Iteration 61Q (4355.137226 sec): 3 clusters Score: Raw -1591380.803695 + Penalty 3095.958658 = -1588284.845037 nChanged 19 SP:Iteration 62Q (4355.206173 sec): 3 clusters Score: Raw -1591383.571194 + Penalty 3095.958658 = -1588287.612535 nChanged 22 SP:Iteration 63Q (4355.267680 sec): 3 clusters Score: Raw -1591386.466301 + Penalty 3095.958658 = -1588290.507643 nChanged 18 SP:Iteration 64Q (4355.319248 sec): 3 clusters Score: Raw -1591388.447398 + Penalty 3095.958658 = -1588292.488740 nChanged 13 SP:Iteration 65Q (4355.379587 sec): 3 clusters Score: Raw -1591389.290420 + Penalty 3095.958658 = -1588293.331762 nChanged 11 SP:Iteration 66Q (4355.441854 sec): 3 clusters Score: Raw -1591390.107600 + Penalty 3095.958658 = -1588294.148942 nChanged 4 SP:Iteration 67Q (4355.512257 sec): 3 clusters Score: Raw -1591390.484782 + Penalty 3095.958658 = -1588294.526123 nChanged 4 SP:Iteration 68Q (4355.580944 sec): 3 clusters Score: Raw -1591390.749050 + Penalty 3095.958658 = -1588294.790392 nChanged 3 SP:Iteration 69Q (4355.641624 sec): 3 clusters Score: Raw -1591390.938295 + Penalty 3095.958658 = -1588294.979637 nChanged 3 SP:Iteration 70Q (4355.707299 sec): 3 clusters Score: Raw -1591391.506193 + Penalty 3095.958658 = -1588295.547535 nChanged 10 SP:Iteration 71Q (4355.772560 sec): 3 clusters Score: Raw -1591392.248283 + Penalty 3095.958658 = -1588296.289625 nChanged 10 SP:Iteration 72Q (4355.835679 sec): 3 clusters Score: Raw -1591393.518620 + Penalty 3095.958658 = -1588297.559962 nChanged 9 SP:Iteration 73Q (4355.904787 sec): 3 clusters Score: Raw -1591394.467372 + Penalty 3095.958658 = -1588298.508714 nChanged 8 SP:Iteration 74Q (4355.968910 sec): 3 clusters Score: Raw -1591395.076719 + Penalty 3095.958658 = -1588299.118060 nChanged 4 SP:Iteration 75Q (4356.025566 sec): 3 clusters Score: Raw -1591395.380209 + Penalty 3095.958658 = -1588299.421551 nChanged 2 SP:Iteration 76Q (4356.092970 sec): 3 clusters Score: Raw -1591395.545073 + Penalty 3095.958658 = -1588299.586415 nChanged 3 SP:Iteration 77Q (4356.161034 sec): 3 clusters Score: Raw -1591395.810744 + Penalty 3095.958658 = -1588299.852086 nChanged 3 SP:Iteration 78Q (4356.223288 sec): 3 clusters Score: Raw -1591395.985618 + Penalty 3095.958658 = -1588300.026959 nChanged 0 SP:Iteration 79F (4356.292474 sec): 3 clusters Score: Raw -1591395.985618 + Penalty 3095.958658 = -1588300.026959 nChanged 0 Score: Raw -84118425.611964 + Penalty 82999.129075 = -84035426.482888 Splitting cluster 23 changes total score from -84020381.852927 to -84035426.482888 So it's getting split into cluster 38. Trying to split cluster 24 (37482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4372.271209 sec): 2 clusters Score: Raw -4806270.812463 + Penalty 1711.387616 = -4804559.424847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4372.373660 sec): 3 clusters Score: Raw -4782931.595611 + Penalty 3422.775231 = -4779508.820379 nChanged 17394 SP:Iteration 1F (4372.476884 sec): 3 clusters Score: Raw -4793001.762135 + Penalty 3422.775231 = -4789578.986904 nChanged 1647 SP:Iteration 2Q (4372.574845 sec): 3 clusters Score: Raw -4793646.539445 + Penalty 3422.775231 = -4790223.764214 nChanged 1762 SP:Iteration 3Q (4372.673884 sec): 3 clusters Score: Raw -4794441.541052 + Penalty 3422.775231 = -4791018.765820 nChanged 1910 SP:Iteration 4F (4372.776908 sec): 3 clusters Score: Raw -4795475.331867 + Penalty 3422.775231 = -4792052.556636 nChanged 2039 SP:Iteration 5F (4372.871551 sec): 3 clusters Score: Raw -4796698.526890 + Penalty 3422.775231 = -4793275.751658 nChanged 2166 SP:Iteration 6F (4372.964486 sec): 3 clusters Score: Raw -4798160.320431 + Penalty 3422.775231 = -4794737.545200 nChanged 2192 SP:Iteration 7F (4373.068003 sec): 3 clusters Score: Raw -4799834.434154 + Penalty 3422.775231 = -4796411.658922 nChanged 2060 SP:Iteration 8F (4373.158217 sec): 3 clusters Score: Raw -4801399.044176 + Penalty 3422.775231 = -4797976.268945 nChanged 1749 SP:Iteration 9Q (4373.223533 sec): 3 clusters Score: Raw -4802717.529829 + Penalty 3422.775231 = -4799294.754598 nChanged 1404 SP:Iteration 10Q (4373.322193 sec): 3 clusters Score: Raw -4803726.435780 + Penalty 3422.775231 = -4800303.660548 nChanged 1074 SP:Iteration 11Q (4373.412672 sec): 3 clusters Score: Raw -4804445.246433 + Penalty 3422.775231 = -4801022.471202 nChanged 827 SP:Iteration 12Q (4373.516074 sec): 3 clusters Score: Raw -4804989.114767 + Penalty 3422.775231 = -4801566.339536 nChanged 682 SP:Iteration 13Q (4373.622185 sec): 3 clusters Score: Raw -4805416.026289 + Penalty 3422.775231 = -4801993.251057 nChanged 518 SP:Iteration 14Q (4373.715860 sec): 3 clusters Score: Raw -4805754.000359 + Penalty 3422.775231 = -4802331.225127 nChanged 417 SP:Iteration 15Q (4373.788662 sec): 3 clusters Score: Raw -4806019.244379 + Penalty 3422.775231 = -4802596.469148 nChanged 310 SP:Iteration 16Q (4373.871809 sec): 3 clusters Score: Raw -4806215.973826 + Penalty 3422.775231 = -4802793.198595 nChanged 212 SP:Iteration 17Q (4373.946990 sec): 3 clusters Score: Raw -4806335.432109 + Penalty 3422.775231 = -4802912.656878 nChanged 128 SP:Iteration 18Q (4374.042450 sec): 3 clusters Score: Raw -4806403.297718 + Penalty 3422.775231 = -4802980.522487 nChanged 90 SP:Iteration 19Q (4374.136495 sec): 3 clusters Score: Raw -4806445.230544 + Penalty 3422.775231 = -4803022.455313 nChanged 64 SP:Iteration 20F (4374.231684 sec): 3 clusters Score: Raw -4806476.760350 + Penalty 3422.775231 = -4803053.985118 nChanged 60 SP:Iteration 21Q (4374.325184 sec): 3 clusters Score: Raw -4806502.749463 + Penalty 3422.775231 = -4803079.974231 nChanged 39 SP:Iteration 22Q (4374.416119 sec): 3 clusters Score: Raw -4806522.082283 + Penalty 3422.775231 = -4803099.307051 nChanged 42 SP:Iteration 23Q (4374.502781 sec): 3 clusters Score: Raw -4806542.475272 + Penalty 3422.775231 = -4803119.700041 nChanged 38 SP:Iteration 24Q (4374.591840 sec): 3 clusters Score: Raw -4806560.024720 + Penalty 3422.775231 = -4803137.249489 nChanged 32 SP:Iteration 25Q (4374.681966 sec): 3 clusters Score: Raw -4806573.259137 + Penalty 3422.775231 = -4803150.483905 nChanged 32 SP:Iteration 26Q (4374.761130 sec): 3 clusters Score: Raw -4806589.511362 + Penalty 3422.775231 = -4803166.736131 nChanged 26 SP:Iteration 27Q (4374.854491 sec): 3 clusters Score: Raw -4806603.008656 + Penalty 3422.775231 = -4803180.233424 nChanged 17 SP:Iteration 28Q (4374.939941 sec): 3 clusters Score: Raw -4806612.008854 + Penalty 3422.775231 = -4803189.233623 nChanged 18 SP:Iteration 29Q (4375.007996 sec): 3 clusters Score: Raw -4806622.102358 + Penalty 3422.775231 = -4803199.327127 nChanged 14 SP:Iteration 30Q (4375.082836 sec): 3 clusters Score: Raw -4806630.366634 + Penalty 3422.775231 = -4803207.591403 nChanged 14 SP:Iteration 31Q (4375.181043 sec): 3 clusters Score: Raw -4806640.879377 + Penalty 3422.775231 = -4803218.104145 nChanged 16 SP:Iteration 32Q (4375.260728 sec): 3 clusters Score: Raw -4806649.190307 + Penalty 3422.775231 = -4803226.415076 nChanged 16 SP:Iteration 33Q (4375.349205 sec): 3 clusters Score: Raw -4806657.447466 + Penalty 3422.775231 = -4803234.672234 nChanged 5 SP:Iteration 34Q (4375.442588 sec): 3 clusters Score: Raw -4806660.030104 + Penalty 3422.775231 = -4803237.254873 nChanged 4 SP:Iteration 35Q (4375.523163 sec): 3 clusters Score: Raw -4806661.579528 + Penalty 3422.775231 = -4803238.804296 nChanged 4 SP:Iteration 36Q (4375.580037 sec): 3 clusters Score: Raw -4806662.861128 + Penalty 3422.775231 = -4803240.085897 nChanged 2 SP:Iteration 37Q (4375.663415 sec): 3 clusters Score: Raw -4806663.253488 + Penalty 3422.775231 = -4803240.478257 nChanged 4 SP:Iteration 38Q (4375.760631 sec): 3 clusters Score: Raw -4806664.205632 + Penalty 3422.775231 = -4803241.430401 nChanged 0 SP:Iteration 39F (4375.864093 sec): 3 clusters Score: Raw -4806664.205632 + Penalty 3422.775231 = -4803241.430401 nChanged 0 Trying to split cluster 25 (57557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4375.943888 sec): 2 clusters Score: Raw -7299132.988489 + Penalty 1781.086294 = -7297351.902195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4376.079965 sec): 3 clusters Score: Raw -7262473.303372 + Penalty 3562.172588 = -7258911.130783 nChanged 27095 SP:Iteration 1F (4376.213299 sec): 3 clusters Score: Raw -7277873.264373 + Penalty 3562.172588 = -7274311.091785 nChanged 2341 SP:Iteration 2Q (4376.350712 sec): 3 clusters Score: Raw -7278698.871687 + Penalty 3562.172588 = -7275136.699099 nChanged 2602 SP:Iteration 3Q (4376.483327 sec): 3 clusters Score: Raw -7279851.377908 + Penalty 3562.172588 = -7276289.205320 nChanged 2985 SP:Iteration 4F (4376.625198 sec): 3 clusters Score: Raw -7281465.304290 + Penalty 3562.172588 = -7277903.131702 nChanged 3331 SP:Iteration 5F (4376.762795 sec): 3 clusters Score: Raw -7283687.383728 + Penalty 3562.172588 = -7280125.211140 nChanged 3644 SP:Iteration 6F (4376.896837 sec): 3 clusters Score: Raw -7286407.171935 + Penalty 3562.172588 = -7282844.999346 nChanged 3731 SP:Iteration 7F (4377.013119 sec): 3 clusters Score: Raw -7289319.715630 + Penalty 3562.172588 = -7285757.543042 nChanged 3380 SP:Iteration 8F (4377.134172 sec): 3 clusters Score: Raw -7291937.865681 + Penalty 3562.172588 = -7288375.693093 nChanged 2848 SP:Iteration 9Q (4377.265615 sec): 3 clusters Score: Raw -7294012.971799 + Penalty 3562.172588 = -7290450.799211 nChanged 2222 SP:Iteration 10Q (4377.388981 sec): 3 clusters Score: Raw -7295523.267097 + Penalty 3562.172588 = -7291961.094509 nChanged 1699 SP:Iteration 11Q (4377.521589 sec): 3 clusters Score: Raw -7296655.168115 + Penalty 3562.172588 = -7293092.995527 nChanged 1270 SP:Iteration 12Q (4377.655582 sec): 3 clusters Score: Raw -7297464.151196 + Penalty 3562.172588 = -7293901.978608 nChanged 974 SP:Iteration 13Q (4377.770247 sec): 3 clusters Score: Raw -7298088.325247 + Penalty 3562.172588 = -7294526.152659 nChanged 669 SP:Iteration 14Q (4377.879140 sec): 3 clusters Score: Raw -7298494.296145 + Penalty 3562.172588 = -7294932.123557 nChanged 470 SP:Iteration 15Q (4377.998028 sec): 3 clusters Score: Raw -7298779.535883 + Penalty 3562.172588 = -7295217.363295 nChanged 342 SP:Iteration 16Q (4378.114142 sec): 3 clusters Score: Raw -7298987.959387 + Penalty 3562.172588 = -7295425.786799 nChanged 240 SP:Iteration 17Q (4378.211995 sec): 3 clusters Score: Raw -7299125.856140 + Penalty 3562.172588 = -7295563.683552 nChanged 152 SP:Iteration 18Q (4378.333608 sec): 3 clusters Score: Raw -7299211.252683 + Penalty 3562.172588 = -7295649.080095 nChanged 88 SP:Iteration 19Q (4378.452914 sec): 3 clusters Score: Raw -7299263.799312 + Penalty 3562.172588 = -7295701.626724 nChanged 66 SP:Iteration 20F (4378.585089 sec): 3 clusters Score: Raw -7299301.035963 + Penalty 3562.172588 = -7295738.863375 nChanged 48 SP:Iteration 21Q (4378.692603 sec): 3 clusters Score: Raw -7299330.207814 + Penalty 3562.172588 = -7295768.035226 nChanged 46 SP:Iteration 22Q (4378.806462 sec): 3 clusters Score: Raw -7299354.809737 + Penalty 3562.172588 = -7295792.637149 nChanged 28 SP:Iteration 23Q (4378.918807 sec): 3 clusters Score: Raw -7299372.426402 + Penalty 3562.172588 = -7295810.253813 nChanged 23 SP:Iteration 24Q (4379.042596 sec): 3 clusters Score: Raw -7299384.081014 + Penalty 3562.172588 = -7295821.908426 nChanged 14 SP:Iteration 25Q (4379.147466 sec): 3 clusters Score: Raw -7299394.503044 + Penalty 3562.172588 = -7295832.330456 nChanged 16 SP:Iteration 26Q (4379.251256 sec): 3 clusters Score: Raw -7299404.084472 + Penalty 3562.172588 = -7295841.911884 nChanged 15 SP:Iteration 27Q (4379.374520 sec): 3 clusters Score: Raw -7299412.731268 + Penalty 3562.172588 = -7295850.558680 nChanged 11 SP:Iteration 28Q (4379.492285 sec): 3 clusters Score: Raw -7299419.945963 + Penalty 3562.172588 = -7295857.773375 nChanged 6 SP:Iteration 29Q (4379.615693 sec): 3 clusters Score: Raw -7299423.094448 + Penalty 3562.172588 = -7295860.921860 nChanged 3 SP:Iteration 30Q (4379.725842 sec): 3 clusters Score: Raw -7299424.777026 + Penalty 3562.172588 = -7295862.604438 nChanged 4 SP:Iteration 31Q (4379.835795 sec): 3 clusters Score: Raw -7299427.410700 + Penalty 3562.172588 = -7295865.238112 nChanged 4 SP:Iteration 32Q (4379.944913 sec): 3 clusters Score: Raw -7299428.936650 + Penalty 3562.172588 = -7295866.764062 nChanged 3 SP:Iteration 33Q (4380.046798 sec): 3 clusters Score: Raw -7299430.130328 + Penalty 3562.172588 = -7295867.957740 nChanged 2 SP:Iteration 34Q (4380.162000 sec): 3 clusters Score: Raw -7299430.930732 + Penalty 3562.172588 = -7295868.758144 nChanged 1 SP:Iteration 35Q (4380.282889 sec): 3 clusters Score: Raw -7299431.088698 + Penalty 3562.172588 = -7295868.916110 nChanged 0 SP:Iteration 36F (4380.409754 sec): 3 clusters Score: Raw -7299431.088698 + Penalty 3562.172588 = -7295868.916110 nChanged 0 Trying to split cluster 26 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4380.430621 sec): 2 clusters Score: Raw -73915.922097 + Penalty 1062.447721 = -72853.474376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4380.476241 sec): 3 clusters Score: Raw -73816.054259 + Penalty 2124.895443 = -71691.158816 nChanged 195 SP:Iteration 1F (4380.526756 sec): 3 clusters Score: Raw -74164.781748 + Penalty 2124.895443 = -72039.886305 nChanged 80 SP:Iteration 2F (4380.574917 sec): 3 clusters Score: Raw -74388.327435 + Penalty 2124.895443 = -72263.431992 nChanged 44 SP:Iteration 3F (4380.610754 sec): 3 clusters Score: Raw -74560.077599 + Penalty 2124.895443 = -72435.182156 nChanged 37 SP:Iteration 4F (4380.660262 sec): 3 clusters Score: Raw -74653.098784 + Penalty 2124.895443 = -72528.203341 nChanged 23 SP:Iteration 5Q (4380.705836 sec): 3 clusters Score: Raw -74694.784587 + Penalty 2124.895443 = -72569.889145 nChanged 9 SP:Iteration 6Q (4380.746179 sec): 3 clusters Score: Raw -74703.750325 + Penalty 2124.895443 = -72578.854883 nChanged 6 SP:Iteration 7Q (4380.787782 sec): 3 clusters Score: Raw -74709.540027 + Penalty 2124.895443 = -72584.644584 nChanged 1 SP:Iteration 8Q (4380.822267 sec): 3 clusters Score: Raw -74710.987901 + Penalty 2124.895443 = -72586.092458 nChanged 1 SP:Iteration 9Q (4380.865141 sec): 3 clusters Score: Raw -74711.659083 + Penalty 2124.895443 = -72586.763640 nChanged 1 SP:Iteration 10Q (4380.908558 sec): 3 clusters Score: Raw -74713.255119 + Penalty 2124.895443 = -72588.359676 nChanged 1 SP:Iteration 11Q (4380.953435 sec): 3 clusters Score: Raw -74714.144186 + Penalty 2124.895443 = -72589.248743 nChanged 2 SP:Iteration 12Q (4381.001159 sec): 3 clusters Score: Raw -74718.107134 + Penalty 2124.895443 = -72593.211691 nChanged 2 SP:Iteration 13Q (4381.047774 sec): 3 clusters Score: Raw -74724.748825 + Penalty 2124.895443 = -72599.853382 nChanged 2 SP:Iteration 14Q (4381.091496 sec): 3 clusters Score: Raw -74728.983705 + Penalty 2124.895443 = -72604.088262 nChanged 4 SP:Iteration 15Q (4381.141343 sec): 3 clusters Score: Raw -74734.212792 + Penalty 2124.895443 = -72609.317350 nChanged 1 SP:Iteration 16Q (4381.185919 sec): 3 clusters Score: Raw -74736.457759 + Penalty 2124.895443 = -72611.562317 nChanged 1 SP:Iteration 17Q (4381.225627 sec): 3 clusters Score: Raw -74737.778225 + Penalty 2124.895443 = -72612.882782 nChanged 1 SP:Iteration 18Q (4381.267331 sec): 3 clusters Score: Raw -74738.301429 + Penalty 2124.895443 = -72613.405986 nChanged 0 SP:Iteration 19F (4381.310023 sec): 3 clusters Score: Raw -74738.301429 + Penalty 2124.895443 = -72613.405986 nChanged 0 Trying to split cluster 27 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4381.331490 sec): 2 clusters Score: Raw -62899.018458 + Penalty 1025.361720 = -61873.656738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4381.375379 sec): 3 clusters Score: Raw -62874.040384 + Penalty 2050.723440 = -60823.316944 nChanged 128 SP:Iteration 1F (4381.417715 sec): 3 clusters Score: Raw -63042.046193 + Penalty 2050.723440 = -60991.322753 nChanged 36 SP:Iteration 2F (4381.462086 sec): 3 clusters Score: Raw -63103.893406 + Penalty 2050.723440 = -61053.169965 nChanged 27 SP:Iteration 3Q (4381.508197 sec): 3 clusters Score: Raw -63163.917749 + Penalty 2050.723440 = -61113.194309 nChanged 22 SP:Iteration 4Q (4381.540487 sec): 3 clusters Score: Raw -63225.130402 + Penalty 2050.723440 = -61174.406962 nChanged 23 SP:Iteration 5Q (4381.586423 sec): 3 clusters Score: Raw -63292.102964 + Penalty 2050.723440 = -61241.379524 nChanged 16 SP:Iteration 6Q (4381.631963 sec): 3 clusters Score: Raw -63333.719795 + Penalty 2050.723440 = -61282.996355 nChanged 17 SP:Iteration 7Q (4381.672576 sec): 3 clusters Score: Raw -63364.810934 + Penalty 2050.723440 = -61314.087494 nChanged 13 SP:Iteration 8Q (4381.714937 sec): 3 clusters Score: Raw -63400.129632 + Penalty 2050.723440 = -61349.406192 nChanged 12 SP:Iteration 9Q (4381.753356 sec): 3 clusters Score: Raw -63430.528709 + Penalty 2050.723440 = -61379.805269 nChanged 6 SP:Iteration 10Q (4381.801548 sec): 3 clusters Score: Raw -63443.131577 + Penalty 2050.723440 = -61392.408136 nChanged 7 SP:Iteration 11Q (4381.851197 sec): 3 clusters Score: Raw -63459.157015 + Penalty 2050.723440 = -61408.433575 nChanged 3 SP:Iteration 12Q (4381.900704 sec): 3 clusters Score: Raw -63463.371771 + Penalty 2050.723440 = -61412.648330 nChanged 3 SP:Iteration 13Q (4381.938482 sec): 3 clusters Score: Raw -63489.318962 + Penalty 2050.723440 = -61438.595522 nChanged 3 SP:Iteration 14Q (4381.984742 sec): 3 clusters Score: Raw -63495.485692 + Penalty 2050.723440 = -61444.762252 nChanged 0 SP:Iteration 15F (4382.034148 sec): 3 clusters Score: Raw -63495.485692 + Penalty 2050.723440 = -61444.762252 nChanged 0 Trying to split cluster 28 (10089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.072377 sec): 2 clusters Score: Raw -1270533.265604 + Penalty 1498.120163 = -1269035.145441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.134465 sec): 3 clusters Score: Raw -1264915.241388 + Penalty 2996.240325 = -1261919.001063 nChanged 4325 SP:Iteration 1F (4382.198952 sec): 3 clusters Score: Raw -1267442.395342 + Penalty 2996.240325 = -1264446.155017 nChanged 723 SP:Iteration 2F (4382.250510 sec): 3 clusters Score: Raw -1267812.393412 + Penalty 2996.240325 = -1264816.153086 nChanged 568 SP:Iteration 3F (4382.308892 sec): 3 clusters Score: Raw -1268110.767496 + Penalty 2996.240325 = -1265114.527171 nChanged 505 SP:Iteration 4F (4382.368041 sec): 3 clusters Score: Raw -1268368.584828 + Penalty 2996.240325 = -1265372.344503 nChanged 471 SP:Iteration 5Q (4382.432446 sec): 3 clusters Score: Raw -1268618.485246 + Penalty 2996.240325 = -1265622.244920 nChanged 430 SP:Iteration 6Q (4382.486194 sec): 3 clusters Score: Raw -1268884.615596 + Penalty 2996.240325 = -1265888.375271 nChanged 456 SP:Iteration 7Q (4382.544382 sec): 3 clusters Score: Raw -1269169.493309 + Penalty 2996.240325 = -1266173.252984 nChanged 445 SP:Iteration 8Q (4382.606750 sec): 3 clusters Score: Raw -1269460.892500 + Penalty 2996.240325 = -1266464.652174 nChanged 407 SP:Iteration 9Q (4382.671488 sec): 3 clusters Score: Raw -1269764.423292 + Penalty 2996.240325 = -1266768.182967 nChanged 404 SP:Iteration 10Q (4382.740139 sec): 3 clusters Score: Raw -1270060.514205 + Penalty 2996.240325 = -1267064.273880 nChanged 381 SP:Iteration 11Q (4382.788333 sec): 3 clusters Score: Raw -1270314.614942 + Penalty 2996.240325 = -1267318.374617 nChanged 340 SP:Iteration 12Q (4382.853377 sec): 3 clusters Score: Raw -1270512.194713 + Penalty 2996.240325 = -1267515.954388 nChanged 294 SP:Iteration 13Q (4382.901888 sec): 3 clusters Score: Raw -1270652.680727 + Penalty 2996.240325 = -1267656.440402 nChanged 224 SP:Iteration 14Q (4382.964975 sec): 3 clusters Score: Raw -1270745.169286 + Penalty 2996.240325 = -1267748.928960 nChanged 153 SP:Iteration 15Q (4383.028432 sec): 3 clusters Score: Raw -1270798.700344 + Penalty 2996.240325 = -1267802.460019 nChanged 122 SP:Iteration 16Q (4383.084047 sec): 3 clusters Score: Raw -1270838.593107 + Penalty 2996.240325 = -1267842.352782 nChanged 96 SP:Iteration 17Q (4383.132241 sec): 3 clusters Score: Raw -1270864.474426 + Penalty 2996.240325 = -1267868.234101 nChanged 87 SP:Iteration 18Q (4383.188871 sec): 3 clusters Score: Raw -1270884.980350 + Penalty 2996.240325 = -1267888.740025 nChanged 57 SP:Iteration 19Q (4383.242208 sec): 3 clusters Score: Raw -1270897.988354 + Penalty 2996.240325 = -1267901.748028 nChanged 47 SP:Iteration 20F (4383.303203 sec): 3 clusters Score: Raw -1270907.796003 + Penalty 2996.240325 = -1267911.555677 nChanged 41 SP:Iteration 21Q (4383.372760 sec): 3 clusters Score: Raw -1270918.000543 + Penalty 2996.240325 = -1267921.760218 nChanged 48 SP:Iteration 22Q (4383.423110 sec): 3 clusters Score: Raw -1270926.873773 + Penalty 2996.240325 = -1267930.633448 nChanged 31 SP:Iteration 23Q (4383.491634 sec): 3 clusters Score: Raw -1270931.223776 + Penalty 2996.240325 = -1267934.983450 nChanged 22 SP:Iteration 24Q (4383.543028 sec): 3 clusters Score: Raw -1270934.610083 + Penalty 2996.240325 = -1267938.369758 nChanged 25 SP:Iteration 25Q (4383.604809 sec): 3 clusters Score: Raw -1270938.894173 + Penalty 2996.240325 = -1267942.653848 nChanged 24 SP:Iteration 26Q (4383.660708 sec): 3 clusters Score: Raw -1270942.791409 + Penalty 2996.240325 = -1267946.551084 nChanged 17 SP:Iteration 27Q (4383.724011 sec): 3 clusters Score: Raw -1270945.083703 + Penalty 2996.240325 = -1267948.843378 nChanged 15 SP:Iteration 28Q (4383.781217 sec): 3 clusters Score: Raw -1270947.876258 + Penalty 2996.240325 = -1267951.635933 nChanged 13 SP:Iteration 29Q (4383.843948 sec): 3 clusters Score: Raw -1270950.743546 + Penalty 2996.240325 = -1267954.503220 nChanged 17 SP:Iteration 30Q (4383.894923 sec): 3 clusters Score: Raw -1270953.454323 + Penalty 2996.240325 = -1267957.213998 nChanged 17 SP:Iteration 31Q (4383.953490 sec): 3 clusters Score: Raw -1270956.793955 + Penalty 2996.240325 = -1267960.553629 nChanged 20 SP:Iteration 32Q (4384.012763 sec): 3 clusters Score: Raw -1270959.467350 + Penalty 2996.240325 = -1267963.227024 nChanged 16 SP:Iteration 33Q (4384.072936 sec): 3 clusters Score: Raw -1270961.347518 + Penalty 2996.240325 = -1267965.107192 nChanged 15 SP:Iteration 34Q (4384.121376 sec): 3 clusters Score: Raw -1270963.610895 + Penalty 2996.240325 = -1267967.370569 nChanged 14 SP:Iteration 35Q (4384.183030 sec): 3 clusters Score: Raw -1270965.567240 + Penalty 2996.240325 = -1267969.326915 nChanged 17 SP:Iteration 36Q (4384.233116 sec): 3 clusters Score: Raw -1270967.592107 + Penalty 2996.240325 = -1267971.351782 nChanged 13 SP:Iteration 37Q (4384.295558 sec): 3 clusters Score: Raw -1270969.199042 + Penalty 2996.240325 = -1267972.958716 nChanged 8 SP:Iteration 38Q (4384.366191 sec): 3 clusters Score: Raw -1270970.342956 + Penalty 2996.240325 = -1267974.102631 nChanged 5 SP:Iteration 39Q (4384.424435 sec): 3 clusters Score: Raw -1270970.716206 + Penalty 2996.240325 = -1267974.475881 nChanged 3 SP:Iteration 40F (4384.476682 sec): 3 clusters Score: Raw -1270970.886890 + Penalty 2996.240325 = -1267974.646565 nChanged 3 SP:Iteration 41Q (4384.534487 sec): 3 clusters Score: Raw -1270971.247415 + Penalty 2996.240325 = -1267975.007090 nChanged 3 SP:Iteration 42Q (4384.584197 sec): 3 clusters Score: Raw -1270971.496669 + Penalty 2996.240325 = -1267975.256344 nChanged 2 SP:Iteration 43Q (4384.647176 sec): 3 clusters Score: Raw -1270971.849686 + Penalty 2996.240325 = -1267975.609361 nChanged 7 SP:Iteration 44Q (4384.695213 sec): 3 clusters Score: Raw -1270972.548304 + Penalty 2996.240325 = -1267976.307979 nChanged 8 SP:Iteration 45Q (4384.753579 sec): 3 clusters Score: Raw -1270973.519565 + Penalty 2996.240325 = -1267977.279240 nChanged 9 SP:Iteration 46Q (4384.806538 sec): 3 clusters Score: Raw -1270974.891883 + Penalty 2996.240325 = -1267978.651558 nChanged 13 SP:Iteration 47Q (4384.868145 sec): 3 clusters Score: Raw -1270977.888257 + Penalty 2996.240325 = -1267981.647931 nChanged 18 SP:Iteration 48Q (4384.930013 sec): 3 clusters Score: Raw -1270981.342571 + Penalty 2996.240325 = -1267985.102246 nChanged 23 SP:Iteration 49Q (4384.991380 sec): 3 clusters Score: Raw -1270986.515548 + Penalty 2996.240325 = -1267990.275223 nChanged 20 SP:Iteration 50Q (4385.051407 sec): 3 clusters Score: Raw -1270990.514351 + Penalty 2996.240325 = -1267994.274026 nChanged 23 SP:Iteration 51Q (4385.103480 sec): 3 clusters Score: Raw -1270993.365024 + Penalty 2996.240325 = -1267997.124699 nChanged 10 SP:Iteration 52Q (4385.167011 sec): 3 clusters Score: Raw -1270994.526947 + Penalty 2996.240325 = -1267998.286622 nChanged 8 SP:Iteration 53Q (4385.231114 sec): 3 clusters Score: Raw -1270995.575955 + Penalty 2996.240325 = -1267999.335629 nChanged 9 SP:Iteration 54Q (4385.283367 sec): 3 clusters Score: Raw -1270997.235060 + Penalty 2996.240325 = -1268000.994735 nChanged 8 SP:Iteration 55Q (4385.339350 sec): 3 clusters Score: Raw -1270998.374471 + Penalty 2996.240325 = -1268002.134146 nChanged 8 SP:Iteration 56Q (4385.398425 sec): 3 clusters Score: Raw -1270999.163009 + Penalty 2996.240325 = -1268002.922684 nChanged 4 SP:Iteration 57Q (4385.439635 sec): 3 clusters Score: Raw -1270999.578202 + Penalty 2996.240325 = -1268003.337877 nChanged 1 SP:Iteration 58Q (4385.488145 sec): 3 clusters Score: Raw -1270999.630953 + Penalty 2996.240325 = -1268003.390628 nChanged 0 SP:Iteration 59F (4385.553250 sec): 3 clusters Score: Raw -1270999.630953 + Penalty 2996.240325 = -1268003.390628 nChanged 0 Trying to split cluster 29 (12478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4385.590092 sec): 2 clusters Score: Raw -1607142.150245 + Penalty 1532.654886 = -1605609.495359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4385.656137 sec): 3 clusters Score: Raw -1600003.874656 + Penalty 3065.309771 = -1596938.564885 nChanged 5419 SP:Iteration 1F (4385.714085 sec): 3 clusters Score: Raw -1602999.869283 + Penalty 3065.309771 = -1599934.559512 nChanged 783 SP:Iteration 2F (4385.780516 sec): 3 clusters Score: Raw -1603460.036127 + Penalty 3065.309771 = -1600394.726355 nChanged 816 SP:Iteration 3F (4385.840225 sec): 3 clusters Score: Raw -1604011.003974 + Penalty 3065.309771 = -1600945.694203 nChanged 897 SP:Iteration 4F (4385.905062 sec): 3 clusters Score: Raw -1604660.320920 + Penalty 3065.309771 = -1601595.011148 nChanged 902 SP:Iteration 5F (4385.950787 sec): 3 clusters Score: Raw -1605324.510377 + Penalty 3065.309771 = -1602259.200606 nChanged 842 SP:Iteration 6F (4386.017578 sec): 3 clusters Score: Raw -1605907.726474 + Penalty 3065.309771 = -1602842.416703 nChanged 735 SP:Iteration 7F (4386.077871 sec): 3 clusters Score: Raw -1606369.810704 + Penalty 3065.309771 = -1603304.500933 nChanged 557 SP:Iteration 8Q (4386.145364 sec): 3 clusters Score: Raw -1606657.125306 + Penalty 3065.309771 = -1603591.815535 nChanged 420 SP:Iteration 9Q (4386.210646 sec): 3 clusters Score: Raw -1606852.850375 + Penalty 3065.309771 = -1603787.540604 nChanged 312 SP:Iteration 10Q (4386.282980 sec): 3 clusters Score: Raw -1606973.250910 + Penalty 3065.309771 = -1603907.941139 nChanged 256 SP:Iteration 11Q (4386.333225 sec): 3 clusters Score: Raw -1607054.253763 + Penalty 3065.309771 = -1603988.943992 nChanged 185 SP:Iteration 12Q (4386.397966 sec): 3 clusters Score: Raw -1607110.228278 + Penalty 3065.309771 = -1604044.918506 nChanged 138 SP:Iteration 13Q (4386.468624 sec): 3 clusters Score: Raw -1607147.489057 + Penalty 3065.309771 = -1604082.179286 nChanged 122 SP:Iteration 14Q (4386.516477 sec): 3 clusters Score: Raw -1607174.758618 + Penalty 3065.309771 = -1604109.448847 nChanged 105 SP:Iteration 15Q (4386.583416 sec): 3 clusters Score: Raw -1607195.133325 + Penalty 3065.309771 = -1604129.823554 nChanged 94 SP:Iteration 16Q (4386.648968 sec): 3 clusters Score: Raw -1607213.461596 + Penalty 3065.309771 = -1604148.151825 nChanged 76 SP:Iteration 17Q (4386.698251 sec): 3 clusters Score: Raw -1607228.825210 + Penalty 3065.309771 = -1604163.515439 nChanged 75 SP:Iteration 18Q (4386.766510 sec): 3 clusters Score: Raw -1607243.163384 + Penalty 3065.309771 = -1604177.853613 nChanged 66 SP:Iteration 19Q (4386.828253 sec): 3 clusters Score: Raw -1607254.367403 + Penalty 3065.309771 = -1604189.057632 nChanged 36 SP:Iteration 20F (4386.882939 sec): 3 clusters Score: Raw -1607262.032772 + Penalty 3065.309771 = -1604196.723001 nChanged 45 SP:Iteration 21Q (4386.950923 sec): 3 clusters Score: Raw -1607269.036902 + Penalty 3065.309771 = -1604203.727131 nChanged 28 SP:Iteration 22Q (4387.015740 sec): 3 clusters Score: Raw -1607272.431376 + Penalty 3065.309771 = -1604207.121604 nChanged 29 SP:Iteration 23Q (4387.079949 sec): 3 clusters Score: Raw -1607276.219228 + Penalty 3065.309771 = -1604210.909457 nChanged 29 SP:Iteration 24Q (4387.136013 sec): 3 clusters Score: Raw -1607279.623505 + Penalty 3065.309771 = -1604214.313734 nChanged 21 SP:Iteration 25Q (4387.207905 sec): 3 clusters Score: Raw -1607281.830284 + Penalty 3065.309771 = -1604216.520513 nChanged 15 SP:Iteration 26Q (4387.261740 sec): 3 clusters Score: Raw -1607282.893471 + Penalty 3065.309771 = -1604217.583700 nChanged 4 SP:Iteration 27Q (4387.309806 sec): 3 clusters Score: Raw -1607283.198101 + Penalty 3065.309771 = -1604217.888330 nChanged 4 SP:Iteration 28Q (4387.377528 sec): 3 clusters Score: Raw -1607283.648960 + Penalty 3065.309771 = -1604218.339189 nChanged 6 SP:Iteration 29Q (4387.443621 sec): 3 clusters Score: Raw -1607284.260281 + Penalty 3065.309771 = -1604218.950510 nChanged 9 SP:Iteration 30Q (4387.509515 sec): 3 clusters Score: Raw -1607284.936035 + Penalty 3065.309771 = -1604219.626264 nChanged 7 SP:Iteration 31Q (4387.557917 sec): 3 clusters Score: Raw -1607285.435457 + Penalty 3065.309771 = -1604220.125686 nChanged 7 SP:Iteration 32Q (4387.601507 sec): 3 clusters Score: Raw -1607286.647256 + Penalty 3065.309771 = -1604221.337485 nChanged 12 SP:Iteration 33Q (4387.671879 sec): 3 clusters Score: Raw -1607288.984166 + Penalty 3065.309771 = -1604223.674395 nChanged 10 SP:Iteration 34Q (4387.732493 sec): 3 clusters Score: Raw -1607290.221060 + Penalty 3065.309771 = -1604224.911289 nChanged 13 SP:Iteration 35Q (4387.799746 sec): 3 clusters Score: Raw -1607291.869522 + Penalty 3065.309771 = -1604226.559751 nChanged 12 SP:Iteration 36Q (4387.864491 sec): 3 clusters Score: Raw -1607292.904289 + Penalty 3065.309771 = -1604227.594518 nChanged 13 SP:Iteration 37Q (4387.927042 sec): 3 clusters Score: Raw -1607294.078096 + Penalty 3065.309771 = -1604228.768324 nChanged 6 SP:Iteration 38Q (4387.982176 sec): 3 clusters Score: Raw -1607294.493036 + Penalty 3065.309771 = -1604229.183265 nChanged 6 SP:Iteration 39Q (4388.061230 sec): 3 clusters Score: Raw -1607295.262687 + Penalty 3065.309771 = -1604229.952916 nChanged 6 SP:Iteration 40F (4388.111612 sec): 3 clusters Score: Raw -1607295.792021 + Penalty 3065.309771 = -1604230.482250 nChanged 6 SP:Iteration 41Q (4388.175396 sec): 3 clusters Score: Raw -1607296.382323 + Penalty 3065.309771 = -1604231.072552 nChanged 5 SP:Iteration 42Q (4388.208106 sec): 3 clusters Score: Raw -1607296.821966 + Penalty 3065.309771 = -1604231.512195 nChanged 7 SP:Iteration 43Q (4388.270109 sec): 3 clusters Score: Raw -1607297.303506 + Penalty 3065.309771 = -1604231.993735 nChanged 6 SP:Iteration 44Q (4388.326551 sec): 3 clusters Score: Raw -1607297.791209 + Penalty 3065.309771 = -1604232.481438 nChanged 2 SP:Iteration 45Q (4388.394143 sec): 3 clusters Score: Raw -1607297.901754 + Penalty 3065.309771 = -1604232.591983 nChanged 1 SP:Iteration 46Q (4388.459014 sec): 3 clusters Score: Raw -1607297.945052 + Penalty 3065.309771 = -1604232.635281 nChanged 0 SP:Iteration 47F (4388.526558 sec): 3 clusters Score: Raw -1607297.945052 + Penalty 3065.309771 = -1604232.635281 nChanged 0 Trying to split cluster 30 (5424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4388.553168 sec): 2 clusters Score: Raw -680057.285418 + Penalty 1397.270685 = -678660.014733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4388.594758 sec): 3 clusters Score: Raw -677233.041792 + Penalty 2794.541370 = -674438.500422 nChanged 2218 SP:Iteration 1F (4388.651093 sec): 3 clusters Score: Raw -678476.353719 + Penalty 2794.541370 = -675681.812349 nChanged 392 SP:Iteration 2F (4388.695909 sec): 3 clusters Score: Raw -678710.210032 + Penalty 2794.541370 = -675915.668663 nChanged 328 SP:Iteration 3F (4388.745255 sec): 3 clusters Score: Raw -678913.868520 + Penalty 2794.541370 = -676119.327150 nChanged 287 SP:Iteration 4F (4388.799797 sec): 3 clusters Score: Raw -679129.911678 + Penalty 2794.541370 = -676335.370309 nChanged 272 SP:Iteration 5F (4388.854176 sec): 3 clusters Score: Raw -679332.839733 + Penalty 2794.541370 = -676538.298363 nChanged 262 SP:Iteration 6Q (4388.908913 sec): 3 clusters Score: Raw -679551.900816 + Penalty 2794.541370 = -676757.359447 nChanged 243 SP:Iteration 7Q (4388.965544 sec): 3 clusters Score: Raw -679751.305965 + Penalty 2794.541370 = -676956.764596 nChanged 220 SP:Iteration 8Q (4389.003986 sec): 3 clusters Score: Raw -679921.926559 + Penalty 2794.541370 = -677127.385189 nChanged 187 SP:Iteration 9Q (4389.069896 sec): 3 clusters Score: Raw -680044.095790 + Penalty 2794.541370 = -677249.554420 nChanged 149 SP:Iteration 10Q (4389.112725 sec): 3 clusters Score: Raw -680129.977402 + Penalty 2794.541370 = -677335.436032 nChanged 128 SP:Iteration 11Q (4389.167310 sec): 3 clusters Score: Raw -680206.647780 + Penalty 2794.541370 = -677412.106410 nChanged 102 SP:Iteration 12Q (4389.223821 sec): 3 clusters Score: Raw -680259.160872 + Penalty 2794.541370 = -677464.619503 nChanged 88 SP:Iteration 13Q (4389.269396 sec): 3 clusters Score: Raw -680300.993209 + Penalty 2794.541370 = -677506.451839 nChanged 87 SP:Iteration 14Q (4389.323584 sec): 3 clusters Score: Raw -680344.494514 + Penalty 2794.541370 = -677549.953144 nChanged 74 SP:Iteration 15Q (4389.363261 sec): 3 clusters Score: Raw -680371.232972 + Penalty 2794.541370 = -677576.691602 nChanged 53 SP:Iteration 16Q (4389.427559 sec): 3 clusters Score: Raw -680388.843914 + Penalty 2794.541370 = -677594.302545 nChanged 38 SP:Iteration 17Q (4389.469879 sec): 3 clusters Score: Raw -680400.391626 + Penalty 2794.541370 = -677605.850257 nChanged 33 SP:Iteration 18Q (4389.522023 sec): 3 clusters Score: Raw -680410.805347 + Penalty 2794.541370 = -677616.263978 nChanged 26 SP:Iteration 19Q (4389.567843 sec): 3 clusters Score: Raw -680419.714176 + Penalty 2794.541370 = -677625.172806 nChanged 24 SP:Iteration 20F (4389.615938 sec): 3 clusters Score: Raw -680426.269252 + Penalty 2794.541370 = -677631.727883 nChanged 17 SP:Iteration 21Q (4389.674789 sec): 3 clusters Score: Raw -680431.029539 + Penalty 2794.541370 = -677636.488169 nChanged 14 SP:Iteration 22Q (4389.731679 sec): 3 clusters Score: Raw -680434.344176 + Penalty 2794.541370 = -677639.802806 nChanged 9 SP:Iteration 23Q (4389.776171 sec): 3 clusters Score: Raw -680436.229274 + Penalty 2794.541370 = -677641.687904 nChanged 11 SP:Iteration 24Q (4389.824045 sec): 3 clusters Score: Raw -680439.310818 + Penalty 2794.541370 = -677644.769448 nChanged 15 SP:Iteration 25Q (4389.865960 sec): 3 clusters Score: Raw -680442.722718 + Penalty 2794.541370 = -677648.181348 nChanged 11 SP:Iteration 26Q (4389.918948 sec): 3 clusters Score: Raw -680445.000143 + Penalty 2794.541370 = -677650.458773 nChanged 12 SP:Iteration 27Q (4389.971291 sec): 3 clusters Score: Raw -680448.046930 + Penalty 2794.541370 = -677653.505560 nChanged 13 SP:Iteration 28Q (4390.013639 sec): 3 clusters Score: Raw -680452.380863 + Penalty 2794.541370 = -677657.839494 nChanged 13 SP:Iteration 29Q (4390.068906 sec): 3 clusters Score: Raw -680455.937414 + Penalty 2794.541370 = -677661.396044 nChanged 15 SP:Iteration 30Q (4390.105033 sec): 3 clusters Score: Raw -680459.270830 + Penalty 2794.541370 = -677664.729460 nChanged 13 SP:Iteration 31Q (4390.148865 sec): 3 clusters Score: Raw -680461.998489 + Penalty 2794.541370 = -677667.457119 nChanged 9 SP:Iteration 32Q (4390.190818 sec): 3 clusters Score: Raw -680464.211572 + Penalty 2794.541370 = -677669.670203 nChanged 11 SP:Iteration 33Q (4390.255861 sec): 3 clusters Score: Raw -680467.617227 + Penalty 2794.541370 = -677673.075858 nChanged 13 SP:Iteration 34Q (4390.308990 sec): 3 clusters Score: Raw -680470.872753 + Penalty 2794.541370 = -677676.331384 nChanged 15 SP:Iteration 35Q (4390.354013 sec): 3 clusters Score: Raw -680475.284862 + Penalty 2794.541370 = -677680.743492 nChanged 11 SP:Iteration 36Q (4390.394800 sec): 3 clusters Score: Raw -680478.444716 + Penalty 2794.541370 = -677683.903346 nChanged 6 SP:Iteration 37Q (4390.434008 sec): 3 clusters Score: Raw -680479.938433 + Penalty 2794.541370 = -677685.397063 nChanged 6 SP:Iteration 38Q (4390.487025 sec): 3 clusters Score: Raw -680481.243287 + Penalty 2794.541370 = -677686.701918 nChanged 6 SP:Iteration 39Q (4390.530429 sec): 3 clusters Score: Raw -680482.575907 + Penalty 2794.541370 = -677688.034537 nChanged 4 SP:Iteration 40F (4390.580081 sec): 3 clusters Score: Raw -680483.465257 + Penalty 2794.541370 = -677688.923888 nChanged 7 SP:Iteration 41Q (4390.633251 sec): 3 clusters Score: Raw -680485.219902 + Penalty 2794.541370 = -677690.678533 nChanged 7 SP:Iteration 42Q (4390.680147 sec): 3 clusters Score: Raw -680486.417644 + Penalty 2794.541370 = -677691.876274 nChanged 5 SP:Iteration 43Q (4390.726839 sec): 3 clusters Score: Raw -680487.209538 + Penalty 2794.541370 = -677692.668168 nChanged 5 SP:Iteration 44Q (4390.782199 sec): 3 clusters Score: Raw -680489.155595 + Penalty 2794.541370 = -677694.614225 nChanged 11 SP:Iteration 45Q (4390.834050 sec): 3 clusters Score: Raw -680492.133511 + Penalty 2794.541370 = -677697.592141 nChanged 11 SP:Iteration 46Q (4390.886206 sec): 3 clusters Score: Raw -680495.719086 + Penalty 2794.541370 = -677701.177716 nChanged 4 SP:Iteration 47Q (4390.946874 sec): 3 clusters Score: Raw -680496.296456 + Penalty 2794.541370 = -677701.755087 nChanged 3 SP:Iteration 48Q (4390.988421 sec): 3 clusters Score: Raw -680497.199172 + Penalty 2794.541370 = -677702.657802 nChanged 2 SP:Iteration 49Q (4391.034633 sec): 3 clusters Score: Raw -680497.944177 + Penalty 2794.541370 = -677703.402807 nChanged 4 SP:Iteration 50Q (4391.088065 sec): 3 clusters Score: Raw -680498.719750 + Penalty 2794.541370 = -677704.178380 nChanged 3 SP:Iteration 51Q (4391.134725 sec): 3 clusters Score: Raw -680499.267304 + Penalty 2794.541370 = -677704.725934 nChanged 4 SP:Iteration 52Q (4391.191394 sec): 3 clusters Score: Raw -680499.960696 + Penalty 2794.541370 = -677705.419326 nChanged 2 SP:Iteration 53Q (4391.250319 sec): 3 clusters Score: Raw -680500.306896 + Penalty 2794.541370 = -677705.765527 nChanged 4 SP:Iteration 54Q (4391.287870 sec): 3 clusters Score: Raw -680500.914157 + Penalty 2794.541370 = -677706.372787 nChanged 5 SP:Iteration 55Q (4391.338701 sec): 3 clusters Score: Raw -680502.265347 + Penalty 2794.541370 = -677707.723978 nChanged 4 SP:Iteration 56Q (4391.379661 sec): 3 clusters Score: Raw -680502.894533 + Penalty 2794.541370 = -677708.353163 nChanged 6 SP:Iteration 57Q (4391.432345 sec): 3 clusters Score: Raw -680504.724263 + Penalty 2794.541370 = -677710.182893 nChanged 12 SP:Iteration 58Q (4391.473805 sec): 3 clusters Score: Raw -680507.291136 + Penalty 2794.541370 = -677712.749766 nChanged 10 SP:Iteration 59Q (4391.516847 sec): 3 clusters Score: Raw -680510.899618 + Penalty 2794.541370 = -677716.358249 nChanged 8 SP:Iteration 60F (4391.555254 sec): 3 clusters Score: Raw -680512.390298 + Penalty 2794.541370 = -677717.848928 nChanged 9 SP:Iteration 61Q (4391.605102 sec): 3 clusters Score: Raw -680513.887558 + Penalty 2794.541370 = -677719.346188 nChanged 7 SP:Iteration 62Q (4391.656944 sec): 3 clusters Score: Raw -680515.931236 + Penalty 2794.541370 = -677721.389867 nChanged 10 SP:Iteration 63Q (4391.700004 sec): 3 clusters Score: Raw -680519.038170 + Penalty 2794.541370 = -677724.496801 nChanged 8 SP:Iteration 64Q (4391.750040 sec): 3 clusters Score: Raw -680520.690475 + Penalty 2794.541370 = -677726.149106 nChanged 9 SP:Iteration 65Q (4391.811923 sec): 3 clusters Score: Raw -680522.522684 + Penalty 2794.541370 = -677727.981314 nChanged 6 SP:Iteration 66Q (4391.856019 sec): 3 clusters Score: Raw -680524.103379 + Penalty 2794.541370 = -677729.562009 nChanged 5 SP:Iteration 67Q (4391.909648 sec): 3 clusters Score: Raw -680525.430291 + Penalty 2794.541370 = -677730.888922 nChanged 7 SP:Iteration 68Q (4391.969936 sec): 3 clusters Score: Raw -680527.276147 + Penalty 2794.541370 = -677732.734777 nChanged 6 SP:Iteration 69Q (4392.020246 sec): 3 clusters Score: Raw -680528.697866 + Penalty 2794.541370 = -677734.156496 nChanged 8 SP:Iteration 70Q (4392.067133 sec): 3 clusters Score: Raw -680530.399202 + Penalty 2794.541370 = -677735.857833 nChanged 3 SP:Iteration 71Q (4392.100434 sec): 3 clusters Score: Raw -680531.327662 + Penalty 2794.541370 = -677736.786293 nChanged 3 SP:Iteration 72Q (4392.149980 sec): 3 clusters Score: Raw -680532.040675 + Penalty 2794.541370 = -677737.499305 nChanged 2 SP:Iteration 73Q (4392.197864 sec): 3 clusters Score: Raw -680532.468520 + Penalty 2794.541370 = -677737.927151 nChanged 1 SP:Iteration 74Q (4392.244418 sec): 3 clusters Score: Raw -680532.545356 + Penalty 2794.541370 = -677738.003986 nChanged 0 SP:Iteration 75F (4392.302282 sec): 3 clusters Score: Raw -680532.545356 + Penalty 2794.541370 = -677738.003986 nChanged 0 Trying to split cluster 31 (16370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4392.348295 sec): 2 clusters Score: Raw -2086895.005310 + Penalty 1576.770921 = -2085318.234388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4392.413549 sec): 3 clusters Score: Raw -2077228.736460 + Penalty 3153.541843 = -2074075.194617 nChanged 7311 SP:Iteration 1F (4392.484262 sec): 3 clusters Score: Raw -2081242.210278 + Penalty 3153.541843 = -2078088.668435 nChanged 889 SP:Iteration 2F (4392.553554 sec): 3 clusters Score: Raw -2081654.642635 + Penalty 3153.541843 = -2078501.100793 nChanged 918 SP:Iteration 3F (4392.628210 sec): 3 clusters Score: Raw -2082142.366023 + Penalty 3153.541843 = -2078988.824180 nChanged 1028 SP:Iteration 4F (4392.698301 sec): 3 clusters Score: Raw -2082792.506091 + Penalty 3153.541843 = -2079638.964249 nChanged 1183 SP:Iteration 5F (4392.764537 sec): 3 clusters Score: Raw -2083698.449124 + Penalty 3153.541843 = -2080544.907282 nChanged 1260 SP:Iteration 6F (4392.829333 sec): 3 clusters Score: Raw -2084799.556131 + Penalty 3153.541843 = -2081646.014288 nChanged 1161 SP:Iteration 7F (4392.900051 sec): 3 clusters Score: Raw -2085824.523843 + Penalty 3153.541843 = -2082670.982000 nChanged 866 SP:Iteration 8F (4392.972583 sec): 3 clusters Score: Raw -2086509.541956 + Penalty 3153.541843 = -2083356.000113 nChanged 584 SP:Iteration 9Q (4393.042182 sec): 3 clusters Score: Raw -2086873.604595 + Penalty 3153.541843 = -2083720.062752 nChanged 407 SP:Iteration 10Q (4393.115280 sec): 3 clusters Score: Raw -2087089.540944 + Penalty 3153.541843 = -2083935.999101 nChanged 296 SP:Iteration 11Q (4393.182730 sec): 3 clusters Score: Raw -2087239.533796 + Penalty 3153.541843 = -2084085.991953 nChanged 241 SP:Iteration 12Q (4393.241225 sec): 3 clusters Score: Raw -2087341.733052 + Penalty 3153.541843 = -2084188.191209 nChanged 188 SP:Iteration 13Q (4393.310059 sec): 3 clusters Score: Raw -2087419.815101 + Penalty 3153.541843 = -2084266.273258 nChanged 147 SP:Iteration 14Q (4393.375335 sec): 3 clusters Score: Raw -2087480.699401 + Penalty 3153.541843 = -2084327.157558 nChanged 131 SP:Iteration 15Q (4393.451992 sec): 3 clusters Score: Raw -2087537.197834 + Penalty 3153.541843 = -2084383.655991 nChanged 120 SP:Iteration 16Q (4393.517556 sec): 3 clusters Score: Raw -2087589.845796 + Penalty 3153.541843 = -2084436.303953 nChanged 129 SP:Iteration 17Q (4393.572478 sec): 3 clusters Score: Raw -2087662.560935 + Penalty 3153.541843 = -2084509.019092 nChanged 151 SP:Iteration 18Q (4393.650014 sec): 3 clusters Score: Raw -2087769.785691 + Penalty 3153.541843 = -2084616.243848 nChanged 176 SP:Iteration 19Q (4393.712815 sec): 3 clusters Score: Raw -2087889.120445 + Penalty 3153.541843 = -2084735.578602 nChanged 151 SP:Iteration 20F (4393.779372 sec): 3 clusters Score: Raw -2087964.069947 + Penalty 3153.541843 = -2084810.528105 nChanged 139 SP:Iteration 21Q (4393.845093 sec): 3 clusters Score: Raw -2088016.143500 + Penalty 3153.541843 = -2084862.601657 nChanged 114 SP:Iteration 22Q (4393.916497 sec): 3 clusters Score: Raw -2088052.156431 + Penalty 3153.541843 = -2084898.614588 nChanged 90 SP:Iteration 23Q (4393.990877 sec): 3 clusters Score: Raw -2088073.279712 + Penalty 3153.541843 = -2084919.737869 nChanged 63 SP:Iteration 24Q (4394.039735 sec): 3 clusters Score: Raw -2088087.754606 + Penalty 3153.541843 = -2084934.212763 nChanged 56 SP:Iteration 25Q (4394.111088 sec): 3 clusters Score: Raw -2088099.857657 + Penalty 3153.541843 = -2084946.315815 nChanged 53 SP:Iteration 26Q (4394.165144 sec): 3 clusters Score: Raw -2088112.763802 + Penalty 3153.541843 = -2084959.221959 nChanged 54 SP:Iteration 27Q (4394.246696 sec): 3 clusters Score: Raw -2088125.656328 + Penalty 3153.541843 = -2084972.114486 nChanged 52 SP:Iteration 28Q (4394.299776 sec): 3 clusters Score: Raw -2088138.116960 + Penalty 3153.541843 = -2084984.575117 nChanged 45 SP:Iteration 29Q (4394.359728 sec): 3 clusters Score: Raw -2088148.403707 + Penalty 3153.541843 = -2084994.861864 nChanged 44 SP:Iteration 30Q (4394.421509 sec): 3 clusters Score: Raw -2088157.776555 + Penalty 3153.541843 = -2085004.234712 nChanged 32 SP:Iteration 31Q (4394.483869 sec): 3 clusters Score: Raw -2088162.262970 + Penalty 3153.541843 = -2085008.721127 nChanged 19 SP:Iteration 32Q (4394.537059 sec): 3 clusters Score: Raw -2088165.308521 + Penalty 3153.541843 = -2085011.766679 nChanged 15 SP:Iteration 33Q (4394.619297 sec): 3 clusters Score: Raw -2088167.667403 + Penalty 3153.541843 = -2085014.125560 nChanged 19 SP:Iteration 34Q (4394.682144 sec): 3 clusters Score: Raw -2088170.521055 + Penalty 3153.541843 = -2085016.979212 nChanged 17 SP:Iteration 35Q (4394.746692 sec): 3 clusters Score: Raw -2088172.375006 + Penalty 3153.541843 = -2085018.833163 nChanged 13 SP:Iteration 36Q (4394.808203 sec): 3 clusters Score: Raw -2088174.097355 + Penalty 3153.541843 = -2085020.555512 nChanged 11 SP:Iteration 37Q (4394.879015 sec): 3 clusters Score: Raw -2088175.176781 + Penalty 3153.541843 = -2085021.634938 nChanged 9 SP:Iteration 38Q (4394.939077 sec): 3 clusters Score: Raw -2088176.448541 + Penalty 3153.541843 = -2085022.906699 nChanged 11 SP:Iteration 39Q (4395.015759 sec): 3 clusters Score: Raw -2088177.566237 + Penalty 3153.541843 = -2085024.024394 nChanged 13 SP:Iteration 40F (4395.087996 sec): 3 clusters Score: Raw -2088179.065056 + Penalty 3153.541843 = -2085025.523213 nChanged 12 SP:Iteration 41Q (4395.150586 sec): 3 clusters Score: Raw -2088180.369329 + Penalty 3153.541843 = -2085026.827486 nChanged 16 SP:Iteration 42Q (4395.218760 sec): 3 clusters Score: Raw -2088183.032092 + Penalty 3153.541843 = -2085029.490249 nChanged 17 SP:Iteration 43Q (4395.286857 sec): 3 clusters Score: Raw -2088185.329107 + Penalty 3153.541843 = -2085031.787264 nChanged 19 SP:Iteration 44Q (4395.358935 sec): 3 clusters Score: Raw -2088187.919549 + Penalty 3153.541843 = -2085034.377706 nChanged 17 SP:Iteration 45Q (4395.422033 sec): 3 clusters Score: Raw -2088190.245820 + Penalty 3153.541843 = -2085036.703977 nChanged 14 SP:Iteration 46Q (4395.486635 sec): 3 clusters Score: Raw -2088192.845706 + Penalty 3153.541843 = -2085039.303863 nChanged 18 SP:Iteration 47Q (4395.548812 sec): 3 clusters Score: Raw -2088195.227149 + Penalty 3153.541843 = -2085041.685306 nChanged 22 SP:Iteration 48Q (4395.621561 sec): 3 clusters Score: Raw -2088199.466516 + Penalty 3153.541843 = -2085045.924673 nChanged 33 SP:Iteration 49Q (4395.687304 sec): 3 clusters Score: Raw -2088205.524793 + Penalty 3153.541843 = -2085051.982950 nChanged 26 SP:Iteration 50Q (4395.751962 sec): 3 clusters Score: Raw -2088210.636111 + Penalty 3153.541843 = -2085057.094268 nChanged 27 SP:Iteration 51Q (4395.816370 sec): 3 clusters Score: Raw -2088215.446470 + Penalty 3153.541843 = -2085061.904628 nChanged 30 SP:Iteration 52Q (4395.875389 sec): 3 clusters Score: Raw -2088222.013836 + Penalty 3153.541843 = -2085068.471993 nChanged 34 SP:Iteration 53Q (4395.935482 sec): 3 clusters Score: Raw -2088228.740241 + Penalty 3153.541843 = -2085075.198398 nChanged 38 SP:Iteration 54Q (4395.996090 sec): 3 clusters Score: Raw -2088234.610505 + Penalty 3153.541843 = -2085081.068662 nChanged 23 SP:Iteration 55Q (4396.061654 sec): 3 clusters Score: Raw -2088238.421669 + Penalty 3153.541843 = -2085084.879826 nChanged 16 SP:Iteration 56Q (4396.133241 sec): 3 clusters Score: Raw -2088240.099458 + Penalty 3153.541843 = -2085086.557615 nChanged 13 SP:Iteration 57Q (4396.189642 sec): 3 clusters Score: Raw -2088241.624543 + Penalty 3153.541843 = -2085088.082700 nChanged 14 SP:Iteration 58Q (4396.249815 sec): 3 clusters Score: Raw -2088243.462485 + Penalty 3153.541843 = -2085089.920642 nChanged 16 SP:Iteration 59Q (4396.311365 sec): 3 clusters Score: Raw -2088245.629802 + Penalty 3153.541843 = -2085092.087959 nChanged 20 SP:Iteration 60F (4396.372260 sec): 3 clusters Score: Raw -2088248.106443 + Penalty 3153.541843 = -2085094.564600 nChanged 16 SP:Iteration 61Q (4396.433990 sec): 3 clusters Score: Raw -2088250.052048 + Penalty 3153.541843 = -2085096.510205 nChanged 15 SP:Iteration 62Q (4396.496591 sec): 3 clusters Score: Raw -2088251.572906 + Penalty 3153.541843 = -2085098.031064 nChanged 19 SP:Iteration 63Q (4396.553423 sec): 3 clusters Score: Raw -2088255.061087 + Penalty 3153.541843 = -2085101.519244 nChanged 30 SP:Iteration 64Q (4396.613987 sec): 3 clusters Score: Raw -2088260.729810 + Penalty 3153.541843 = -2085107.187967 nChanged 40 SP:Iteration 65Q (4396.678972 sec): 3 clusters Score: Raw -2088273.884554 + Penalty 3153.541843 = -2085120.342712 nChanged 51 SP:Iteration 66Q (4396.752395 sec): 3 clusters Score: Raw -2088285.734613 + Penalty 3153.541843 = -2085132.192770 nChanged 44 SP:Iteration 67Q (4396.811088 sec): 3 clusters Score: Raw -2088298.079360 + Penalty 3153.541843 = -2085144.537517 nChanged 53 SP:Iteration 68Q (4396.851187 sec): 3 clusters Score: Raw -2088314.620127 + Penalty 3153.541843 = -2085161.078284 nChanged 55 SP:Iteration 69Q (4396.922833 sec): 3 clusters Score: Raw -2088334.027714 + Penalty 3153.541843 = -2085180.485872 nChanged 64 SP:Iteration 70Q (4396.992013 sec): 3 clusters Score: Raw -2088355.038147 + Penalty 3153.541843 = -2085201.496305 nChanged 61 SP:Iteration 71Q (4397.067653 sec): 3 clusters Score: Raw -2088376.450846 + Penalty 3153.541843 = -2085222.909003 nChanged 65 SP:Iteration 72Q (4397.127389 sec): 3 clusters Score: Raw -2088399.795642 + Penalty 3153.541843 = -2085246.253799 nChanged 69 SP:Iteration 73Q (4397.196135 sec): 3 clusters Score: Raw -2088423.421656 + Penalty 3153.541843 = -2085269.879813 nChanged 63 SP:Iteration 74Q (4397.267449 sec): 3 clusters Score: Raw -2088448.997192 + Penalty 3153.541843 = -2085295.455349 nChanged 77 SP:Iteration 75Q (4397.322083 sec): 3 clusters Score: Raw -2088476.184443 + Penalty 3153.541843 = -2085322.642600 nChanged 69 SP:Iteration 76Q (4397.386611 sec): 3 clusters Score: Raw -2088497.708127 + Penalty 3153.541843 = -2085344.166284 nChanged 72 SP:Iteration 77Q (4397.447189 sec): 3 clusters Score: Raw -2088522.144706 + Penalty 3153.541843 = -2085368.602863 nChanged 80 SP:Iteration 78Q (4397.483511 sec): 3 clusters Score: Raw -2088546.013557 + Penalty 3153.541843 = -2085392.471714 nChanged 67 SP:Iteration 79Q (4397.544060 sec): 3 clusters Score: Raw -2088563.368944 + Penalty 3153.541843 = -2085409.827101 nChanged 63 SP:Iteration 80F (4397.619309 sec): 3 clusters Score: Raw -2088577.315495 + Penalty 3153.541843 = -2085423.773652 nChanged 50 SP:Iteration 81Q (4397.687863 sec): 3 clusters Score: Raw -2088585.686142 + Penalty 3153.541843 = -2085432.144299 nChanged 38 SP:Iteration 82Q (4397.755773 sec): 3 clusters Score: Raw -2088592.379733 + Penalty 3153.541843 = -2085438.837891 nChanged 35 SP:Iteration 83Q (4397.817793 sec): 3 clusters Score: Raw -2088598.622876 + Penalty 3153.541843 = -2085445.081033 nChanged 32 SP:Iteration 84Q (4397.890269 sec): 3 clusters Score: Raw -2088604.231921 + Penalty 3153.541843 = -2085450.690078 nChanged 26 SP:Iteration 85Q (4397.951621 sec): 3 clusters Score: Raw -2088608.887598 + Penalty 3153.541843 = -2085455.345755 nChanged 21 SP:Iteration 86Q (4398.008366 sec): 3 clusters Score: Raw -2088611.850908 + Penalty 3153.541843 = -2085458.309065 nChanged 16 SP:Iteration 87Q (4398.083084 sec): 3 clusters Score: Raw -2088613.689469 + Penalty 3153.541843 = -2085460.147626 nChanged 10 SP:Iteration 88Q (4398.156985 sec): 3 clusters Score: Raw -2088614.434080 + Penalty 3153.541843 = -2085460.892237 nChanged 9 SP:Iteration 89Q (4398.226843 sec): 3 clusters Score: Raw -2088615.179657 + Penalty 3153.541843 = -2085461.637815 nChanged 3 SP:Iteration 90Q (4398.280152 sec): 3 clusters Score: Raw -2088615.298869 + Penalty 3153.541843 = -2085461.757027 nChanged 2 SP:Iteration 91Q (4398.312751 sec): 3 clusters Score: Raw -2088615.440601 + Penalty 3153.541843 = -2085461.898758 nChanged 3 SP:Iteration 92Q (4398.379987 sec): 3 clusters Score: Raw -2088615.845711 + Penalty 3153.541843 = -2085462.303868 nChanged 5 SP:Iteration 93Q (4398.438319 sec): 3 clusters Score: Raw -2088616.592723 + Penalty 3153.541843 = -2085463.050880 nChanged 7 SP:Iteration 94Q (4398.502550 sec): 3 clusters Score: Raw -2088617.745838 + Penalty 3153.541843 = -2085464.203995 nChanged 8 SP:Iteration 95Q (4398.562919 sec): 3 clusters Score: Raw -2088618.507003 + Penalty 3153.541843 = -2085464.965160 nChanged 3 SP:Iteration 96Q (4398.629530 sec): 3 clusters Score: Raw -2088618.807877 + Penalty 3153.541843 = -2085465.266034 nChanged 3 SP:Iteration 97Q (4398.689171 sec): 3 clusters Score: Raw -2088619.452231 + Penalty 3153.541843 = -2085465.910388 nChanged 5 SP:Iteration 98Q (4398.766944 sec): 3 clusters Score: Raw -2088620.067045 + Penalty 3153.541843 = -2085466.525203 nChanged 2 SP:Iteration 99Q (4398.826316 sec): 3 clusters Score: Raw -2088620.347913 + Penalty 3153.541843 = -2085466.806070 nChanged 2 SP:Iteration 100F (4398.890020 sec): 3 clusters Score: Raw -2088620.560434 + Penalty 3153.541843 = -2085467.018591 nChanged 3 SP:Iteration 101Q (4398.953069 sec): 3 clusters Score: Raw -2088620.878213 + Penalty 3153.541843 = -2085467.336370 nChanged 5 SP:Iteration 102Q (4399.014595 sec): 3 clusters Score: Raw -2088621.356042 + Penalty 3153.541843 = -2085467.814199 nChanged 2 SP:Iteration 103Q (4399.080242 sec): 3 clusters Score: Raw -2088621.502419 + Penalty 3153.541843 = -2085467.960576 nChanged 1 SP:Iteration 104Q (4399.147499 sec): 3 clusters Score: Raw -2088621.541575 + Penalty 3153.541843 = -2085467.999732 nChanged 0 SP:Iteration 105F (4399.210881 sec): 3 clusters Score: Raw -2088621.541575 + Penalty 3153.541843 = -2085467.999732 nChanged 0 Score: Raw -84120152.148229 + Penalty 85183.316683 = -84034968.831546 Splitting cluster 31 changes total score from -84020381.852927 to -84034968.831546 So it's getting split into cluster 39. Trying to split cluster 32 (18396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4416.437165 sec): 2 clusters Score: Raw -2165489.149114 + Penalty 1595.731886 = -2163893.417228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4416.512982 sec): 3 clusters Score: Raw -2154569.195438 + Penalty 3191.463772 = -2151377.731666 nChanged 8292 SP:Iteration 1F (4416.598341 sec): 3 clusters Score: Raw -2160222.933103 + Penalty 3191.463772 = -2157031.469331 nChanged 1868 SP:Iteration 2F (4416.663546 sec): 3 clusters Score: Raw -2162394.194583 + Penalty 3191.463772 = -2159202.730811 nChanged 2001 SP:Iteration 3F (4416.731742 sec): 3 clusters Score: Raw -2164471.688441 + Penalty 3191.463772 = -2161280.224670 nChanged 1583 SP:Iteration 4F (4416.788312 sec): 3 clusters Score: Raw -2165730.695611 + Penalty 3191.463772 = -2162539.231839 nChanged 1019 SP:Iteration 5F (4416.833907 sec): 3 clusters Score: Raw -2166314.936910 + Penalty 3191.463772 = -2163123.473138 nChanged 611 SP:Iteration 6Q (4416.905842 sec): 3 clusters Score: Raw -2166591.637390 + Penalty 3191.463772 = -2163400.173618 nChanged 399 SP:Iteration 7Q (4416.939048 sec): 3 clusters Score: Raw -2166772.086488 + Penalty 3191.463772 = -2163580.622716 nChanged 311 SP:Iteration 8Q (4417.015484 sec): 3 clusters Score: Raw -2166885.643640 + Penalty 3191.463772 = -2163694.179868 nChanged 245 SP:Iteration 9Q (4417.080724 sec): 3 clusters Score: Raw -2166967.960307 + Penalty 3191.463772 = -2163776.496535 nChanged 231 SP:Iteration 10Q (4417.164719 sec): 3 clusters Score: Raw -2167057.181736 + Penalty 3191.463772 = -2163865.717964 nChanged 242 SP:Iteration 11Q (4417.227527 sec): 3 clusters Score: Raw -2167149.796371 + Penalty 3191.463772 = -2163958.332599 nChanged 245 SP:Iteration 12Q (4417.306207 sec): 3 clusters Score: Raw -2167271.084994 + Penalty 3191.463772 = -2164079.621223 nChanged 252 SP:Iteration 13Q (4417.380681 sec): 3 clusters Score: Raw -2167384.426820 + Penalty 3191.463772 = -2164192.963049 nChanged 247 SP:Iteration 14Q (4417.449094 sec): 3 clusters Score: Raw -2167497.387374 + Penalty 3191.463772 = -2164305.923602 nChanged 234 SP:Iteration 15Q (4417.525587 sec): 3 clusters Score: Raw -2167585.477704 + Penalty 3191.463772 = -2164394.013932 nChanged 228 SP:Iteration 16Q (4417.577545 sec): 3 clusters Score: Raw -2167663.793273 + Penalty 3191.463772 = -2164472.329501 nChanged 194 SP:Iteration 17Q (4417.654418 sec): 3 clusters Score: Raw -2167723.842137 + Penalty 3191.463772 = -2164532.378365 nChanged 159 SP:Iteration 18Q (4417.725110 sec): 3 clusters Score: Raw -2167768.234506 + Penalty 3191.463772 = -2164576.770734 nChanged 118 SP:Iteration 19Q (4417.796714 sec): 3 clusters Score: Raw -2167801.743990 + Penalty 3191.463772 = -2164610.280218 nChanged 102 SP:Iteration 20F (4417.868513 sec): 3 clusters Score: Raw -2167849.446925 + Penalty 3191.463772 = -2164657.983153 nChanged 102 SP:Iteration 21Q (4417.940160 sec): 3 clusters Score: Raw -2167904.991499 + Penalty 3191.463772 = -2164713.527728 nChanged 116 SP:Iteration 22Q (4418.000021 sec): 3 clusters Score: Raw -2167936.753695 + Penalty 3191.463772 = -2164745.289923 nChanged 103 SP:Iteration 23Q (4418.069887 sec): 3 clusters Score: Raw -2167965.983848 + Penalty 3191.463772 = -2164774.520077 nChanged 90 SP:Iteration 24Q (4418.140807 sec): 3 clusters Score: Raw -2167995.010881 + Penalty 3191.463772 = -2164803.547109 nChanged 94 SP:Iteration 25Q (4418.212472 sec): 3 clusters Score: Raw -2168023.988055 + Penalty 3191.463772 = -2164832.524283 nChanged 87 SP:Iteration 26Q (4418.276688 sec): 3 clusters Score: Raw -2168049.954219 + Penalty 3191.463772 = -2164858.490447 nChanged 70 SP:Iteration 27Q (4418.347544 sec): 3 clusters Score: Raw -2168068.466925 + Penalty 3191.463772 = -2164877.003153 nChanged 50 SP:Iteration 28Q (4418.418592 sec): 3 clusters Score: Raw -2168083.099329 + Penalty 3191.463772 = -2164891.635557 nChanged 52 SP:Iteration 29Q (4418.487871 sec): 3 clusters Score: Raw -2168095.558931 + Penalty 3191.463772 = -2164904.095159 nChanged 49 SP:Iteration 30Q (4418.550149 sec): 3 clusters Score: Raw -2168107.293626 + Penalty 3191.463772 = -2164915.829854 nChanged 52 SP:Iteration 31Q (4418.611721 sec): 3 clusters Score: Raw -2168118.934223 + Penalty 3191.463772 = -2164927.470451 nChanged 46 SP:Iteration 32Q (4418.678858 sec): 3 clusters Score: Raw -2168133.917750 + Penalty 3191.463772 = -2164942.453978 nChanged 57 SP:Iteration 33Q (4418.753461 sec): 3 clusters Score: Raw -2168147.395377 + Penalty 3191.463772 = -2164955.931605 nChanged 47 SP:Iteration 34Q (4418.822501 sec): 3 clusters Score: Raw -2168155.779531 + Penalty 3191.463772 = -2164964.315759 nChanged 42 SP:Iteration 35Q (4418.880711 sec): 3 clusters Score: Raw -2168160.854079 + Penalty 3191.463772 = -2164969.390308 nChanged 31 SP:Iteration 36Q (4418.957401 sec): 3 clusters Score: Raw -2168164.944470 + Penalty 3191.463772 = -2164973.480698 nChanged 27 SP:Iteration 37Q (4419.022160 sec): 3 clusters Score: Raw -2168168.513413 + Penalty 3191.463772 = -2164977.049641 nChanged 21 SP:Iteration 38Q (4419.091120 sec): 3 clusters Score: Raw -2168170.639497 + Penalty 3191.463772 = -2164979.175725 nChanged 21 SP:Iteration 39Q (4419.152772 sec): 3 clusters Score: Raw -2168173.173638 + Penalty 3191.463772 = -2164981.709866 nChanged 15 SP:Iteration 40F (4419.216126 sec): 3 clusters Score: Raw -2168175.296441 + Penalty 3191.463772 = -2164983.832670 nChanged 10 SP:Iteration 41Q (4419.253890 sec): 3 clusters Score: Raw -2168176.926478 + Penalty 3191.463772 = -2164985.462706 nChanged 8 SP:Iteration 42Q (4419.321849 sec): 3 clusters Score: Raw -2168178.010544 + Penalty 3191.463772 = -2164986.546773 nChanged 6 SP:Iteration 43Q (4419.396952 sec): 3 clusters Score: Raw -2168178.887894 + Penalty 3191.463772 = -2164987.424123 nChanged 7 SP:Iteration 44Q (4419.456811 sec): 3 clusters Score: Raw -2168179.958706 + Penalty 3191.463772 = -2164988.494934 nChanged 4 SP:Iteration 45Q (4419.537241 sec): 3 clusters Score: Raw -2168180.498267 + Penalty 3191.463772 = -2164989.034496 nChanged 4 SP:Iteration 46Q (4419.599888 sec): 3 clusters Score: Raw -2168181.119188 + Penalty 3191.463772 = -2164989.655416 nChanged 5 SP:Iteration 47Q (4419.674927 sec): 3 clusters Score: Raw -2168182.469720 + Penalty 3191.463772 = -2164991.005948 nChanged 10 SP:Iteration 48Q (4419.750667 sec): 3 clusters Score: Raw -2168183.548249 + Penalty 3191.463772 = -2164992.084478 nChanged 7 SP:Iteration 49Q (4419.812745 sec): 3 clusters Score: Raw -2168183.916374 + Penalty 3191.463772 = -2164992.452602 nChanged 3 SP:Iteration 50Q (4419.879903 sec): 3 clusters Score: Raw -2168184.253212 + Penalty 3191.463772 = -2164992.789440 nChanged 2 SP:Iteration 51Q (4419.933450 sec): 3 clusters Score: Raw -2168184.413933 + Penalty 3191.463772 = -2164992.950162 nChanged 2 SP:Iteration 52Q (4419.978290 sec): 3 clusters Score: Raw -2168184.551728 + Penalty 3191.463772 = -2164993.087957 nChanged 4 SP:Iteration 53Q (4420.042803 sec): 3 clusters Score: Raw -2168185.291293 + Penalty 3191.463772 = -2164993.827521 nChanged 4 SP:Iteration 54Q (4420.121076 sec): 3 clusters Score: Raw -2168185.659786 + Penalty 3191.463772 = -2164994.196014 nChanged 2 SP:Iteration 55Q (4420.185680 sec): 3 clusters Score: Raw -2168185.925148 + Penalty 3191.463772 = -2164994.461377 nChanged 6 SP:Iteration 56Q (4420.250590 sec): 3 clusters Score: Raw -2168186.414244 + Penalty 3191.463772 = -2164994.950472 nChanged 6 SP:Iteration 57Q (4420.322347 sec): 3 clusters Score: Raw -2168186.825449 + Penalty 3191.463772 = -2164995.361677 nChanged 3 SP:Iteration 58Q (4420.395129 sec): 3 clusters Score: Raw -2168187.108487 + Penalty 3191.463772 = -2164995.644715 nChanged 3 SP:Iteration 59Q (4420.466445 sec): 3 clusters Score: Raw -2168187.215300 + Penalty 3191.463772 = -2164995.751528 nChanged 2 SP:Iteration 60F (4420.543826 sec): 3 clusters Score: Raw -2168187.301969 + Penalty 3191.463772 = -2164995.838197 nChanged 1 SP:Iteration 61Q (4420.606110 sec): 3 clusters Score: Raw -2168187.415604 + Penalty 3191.463772 = -2164995.951832 nChanged 1 SP:Iteration 62Q (4420.682484 sec): 3 clusters Score: Raw -2168187.440274 + Penalty 3191.463772 = -2164995.976503 nChanged 0 SP:Iteration 63F (4420.750242 sec): 3 clusters Score: Raw -2168187.440274 + Penalty 3191.463772 = -2164995.976503 nChanged 0 Score: Raw -84122850.439390 + Penalty 87367.504290 = -84035482.935100 Splitting cluster 32 changes total score from -84020381.852927 to -84035482.935100 So it's getting split into cluster 40. Iteration 59Q (4445.657652 sec): 41 clusters Score: Raw -84128538.450209 + Penalty 87367.504290 = -84041170.945919 nChanged 10100 Iteration 60F (4462.209696 sec): 41 clusters Score: Raw -84133214.025838 + Penalty 87367.504290 = -84045846.521548 nChanged 7215 Iteration 61Q (4469.946056 sec): 41 clusters Score: Raw -84135606.773775 + Penalty 87367.504290 = -84048239.269485 nChanged 4506 Iteration 62Q (4477.612750 sec): 41 clusters Score: Raw -84136506.057887 + Penalty 87367.504290 = -84049138.553597 nChanged 3425 Iteration 63Q (4485.235512 sec): 41 clusters Score: Raw -84137080.777834 + Penalty 87367.504290 = -84049713.273544 nChanged 2841 Iteration 64Q (4492.721344 sec): 41 clusters Score: Raw -84137456.434016 + Penalty 87367.504290 = -84050088.929726 nChanged 2419 Iteration 65Q (4500.353801 sec): 41 clusters Score: Raw -84137758.708708 + Penalty 87367.504290 = -84050391.204418 nChanged 1987 Iteration 66Q (4508.048236 sec): 41 clusters Score: Raw -84137959.785607 + Penalty 87367.504290 = -84050592.281317 nChanged 1737 Iteration 67Q (4515.732780 sec): 41 clusters Score: Raw -84138129.276192 + Penalty 87367.504290 = -84050761.771902 nChanged 1590 Iteration 68Q (4523.411821 sec): 41 clusters Score: Raw -84138268.419308 + Penalty 87367.504290 = -84050900.915018 nChanged 1405 Iteration 69Q (4530.941578 sec): 41 clusters Score: Raw -84138393.389753 + Penalty 87367.504290 = -84051025.885463 nChanged 1321 Iteration 70Q (4538.239287 sec): 41 clusters Score: Raw -84138507.420134 + Penalty 87367.504290 = -84051139.915844 nChanged 1274 Iteration 71Q (4545.795478 sec): 41 clusters Score: Raw -84138618.927233 + Penalty 87367.504290 = -84051251.422943 nChanged 1227 Iteration 72Q (4553.133604 sec): 41 clusters Score: Raw -84138728.214359 + Penalty 87367.504290 = -84051360.710069 nChanged 1239 Iteration 73Q (4560.699804 sec): 41 clusters Score: Raw -84138830.942807 + Penalty 87367.504290 = -84051463.438518 nChanged 1183 Iteration 74Q (4568.174769 sec): 41 clusters Score: Raw -84138928.995149 + Penalty 87367.504290 = -84051561.490859 nChanged 1153 Iteration 75Q (4575.573671 sec): 41 clusters Score: Raw -84139020.862447 + Penalty 87367.504290 = -84051653.358157 nChanged 1050 Iteration 76Q (4583.142068 sec): 41 clusters Score: Raw -84139097.062755 + Penalty 87367.504290 = -84051729.558465 nChanged 994 Iteration 77Q (4590.669635 sec): 41 clusters Score: Raw -84139161.309240 + Penalty 87367.504290 = -84051793.804950 nChanged 907 Iteration 78Q (4598.221867 sec): 41 clusters Score: Raw -84139223.985856 + Penalty 87367.504290 = -84051856.481566 nChanged 869 Iteration 79Q (4605.545291 sec): 41 clusters Score: Raw -84139288.454257 + Penalty 87367.504290 = -84051920.949967 nChanged 940 Iteration 80F (4622.264422 sec): 41 clusters Score: Raw -84140274.001273 + Penalty 87367.504290 = -84052906.496983 nChanged 951 Iteration 81Q (4629.735775 sec): 41 clusters Score: Raw -84140931.156047 + Penalty 87367.504290 = -84053563.651757 nChanged 891 Iteration 82Q (4637.226424 sec): 41 clusters Score: Raw -84141011.387245 + Penalty 87367.504290 = -84053643.882955 nChanged 839 Iteration 83Q (4644.801481 sec): 41 clusters Score: Raw -84141073.432688 + Penalty 87367.504290 = -84053705.928399 nChanged 775 Iteration 84Q (4652.421772 sec): 41 clusters Score: Raw -84141131.536985 + Penalty 87367.504290 = -84053764.032695 nChanged 732 Iteration 85Q (4659.923257 sec): 41 clusters Score: Raw -84141190.510008 + Penalty 87367.504290 = -84053823.005718 nChanged 789 Iteration 86Q (4667.485146 sec): 41 clusters Score: Raw -84141250.252242 + Penalty 87367.504290 = -84053882.747952 nChanged 735 Iteration 87Q (4674.923679 sec): 41 clusters Score: Raw -84141305.238143 + Penalty 87367.504290 = -84053937.733853 nChanged 733 Iteration 88Q (4682.548865 sec): 41 clusters Score: Raw -84141366.411668 + Penalty 87367.504290 = -84053998.907378 nChanged 793 Iteration 89Q (4690.118156 sec): 41 clusters Score: Raw -84141431.106760 + Penalty 87367.504290 = -84054063.602470 nChanged 790 Iteration 90Q (4697.637252 sec): 41 clusters Score: Raw -84141490.181860 + Penalty 87367.504290 = -84054122.677570 nChanged 754 Iteration 91Q (4705.205167 sec): 41 clusters Score: Raw -84141540.928968 + Penalty 87367.504290 = -84054173.424678 nChanged 722 Iteration 92Q (4712.731053 sec): 41 clusters Score: Raw -84141585.907932 + Penalty 87367.504290 = -84054218.403642 nChanged 674 Iteration 93Q (4720.317280 sec): 41 clusters Score: Raw -84141628.218155 + Penalty 87367.504290 = -84054260.713865 nChanged 665 Iteration 94Q (4727.625151 sec): 41 clusters Score: Raw -84141670.198310 + Penalty 87367.504290 = -84054302.694020 nChanged 631 Iteration 95Q (4735.165754 sec): 41 clusters Score: Raw -84141707.946315 + Penalty 87367.504290 = -84054340.442025 nChanged 590 Iteration 96Q (4742.688608 sec): 41 clusters Score: Raw -84141743.777162 + Penalty 87367.504290 = -84054376.272872 nChanged 567 Iteration 97Q (4750.054572 sec): 41 clusters Score: Raw -84141781.390329 + Penalty 87367.504290 = -84054413.886039 nChanged 517 Iteration 98Q (4757.621690 sec): 41 clusters Score: Raw -84141825.716930 + Penalty 87367.504290 = -84054458.212640 nChanged 552 Writing temp clu file Because OldScore, -84054413.886039, is greater than current (better) Score,-84054458.212640 Compute initial score before splitting: Score: Raw -84141825.716930 + Penalty 87367.504290 = -84054458.212640 Trying to split cluster 1 (20703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4757.861431 sec): 2 clusters Score: Raw -2614376.223238 + Penalty 1614.930508 = -2612761.292729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4757.907368 sec): 3 clusters Score: Raw -2601983.901130 + Penalty 3229.861016 = -2598754.040114 nChanged 9348 SP:Iteration 1F (4757.951413 sec): 3 clusters Score: Raw -2607245.203240 + Penalty 3229.861016 = -2604015.342224 nChanged 1164 SP:Iteration 2F (4758.000634 sec): 3 clusters Score: Raw -2607849.696922 + Penalty 3229.861016 = -2604619.835905 nChanged 1190 SP:Iteration 3F (4758.052717 sec): 3 clusters Score: Raw -2608504.776000 + Penalty 3229.861016 = -2605274.914984 nChanged 1170 SP:Iteration 4F (4758.124776 sec): 3 clusters Score: Raw -2609139.164472 + Penalty 3229.861016 = -2605909.303455 nChanged 1161 SP:Iteration 5F (4758.166289 sec): 3 clusters Score: Raw -2609789.684032 + Penalty 3229.861016 = -2606559.823016 nChanged 1142 SP:Iteration 6F (4758.239060 sec): 3 clusters Score: Raw -2610443.282341 + Penalty 3229.861016 = -2607213.421325 nChanged 1095 SP:Iteration 7F (4758.318897 sec): 3 clusters Score: Raw -2611056.299428 + Penalty 3229.861016 = -2607826.438412 nChanged 1011 SP:Iteration 8Q (4758.393775 sec): 3 clusters Score: Raw -2611613.515672 + Penalty 3229.861016 = -2608383.654656 nChanged 906 SP:Iteration 9Q (4758.473972 sec): 3 clusters Score: Raw -2612114.178146 + Penalty 3229.861016 = -2608884.317130 nChanged 781 SP:Iteration 10Q (4758.550299 sec): 3 clusters Score: Raw -2612535.817624 + Penalty 3229.861016 = -2609305.956608 nChanged 708 SP:Iteration 11Q (4758.642711 sec): 3 clusters Score: Raw -2612894.211898 + Penalty 3229.861016 = -2609664.350882 nChanged 647 SP:Iteration 12Q (4758.720728 sec): 3 clusters Score: Raw -2613248.656120 + Penalty 3229.861016 = -2610018.795104 nChanged 610 SP:Iteration 13Q (4758.801463 sec): 3 clusters Score: Raw -2613571.615623 + Penalty 3229.861016 = -2610341.754606 nChanged 512 SP:Iteration 14Q (4758.870690 sec): 3 clusters Score: Raw -2613821.492655 + Penalty 3229.861016 = -2610591.631639 nChanged 441 SP:Iteration 15Q (4758.936933 sec): 3 clusters Score: Raw -2614017.395535 + Penalty 3229.861016 = -2610787.534519 nChanged 402 SP:Iteration 16Q (4759.003987 sec): 3 clusters Score: Raw -2614179.592317 + Penalty 3229.861016 = -2610949.731301 nChanged 330 SP:Iteration 17Q (4759.077021 sec): 3 clusters Score: Raw -2614298.373309 + Penalty 3229.861016 = -2611068.512293 nChanged 280 SP:Iteration 18Q (4759.139309 sec): 3 clusters Score: Raw -2614384.434264 + Penalty 3229.861016 = -2611154.573248 nChanged 215 SP:Iteration 19Q (4759.209791 sec): 3 clusters Score: Raw -2614442.546575 + Penalty 3229.861016 = -2611212.685558 nChanged 189 SP:Iteration 20F (4759.279325 sec): 3 clusters Score: Raw -2614489.163201 + Penalty 3229.861016 = -2611259.302185 nChanged 152 SP:Iteration 21Q (4759.353103 sec): 3 clusters Score: Raw -2614523.103225 + Penalty 3229.861016 = -2611293.242208 nChanged 135 SP:Iteration 22Q (4759.432733 sec): 3 clusters Score: Raw -2614554.101055 + Penalty 3229.861016 = -2611324.240038 nChanged 123 SP:Iteration 23Q (4759.496652 sec): 3 clusters Score: Raw -2614577.181739 + Penalty 3229.861016 = -2611347.320722 nChanged 103 SP:Iteration 24Q (4759.576680 sec): 3 clusters Score: Raw -2614594.532670 + Penalty 3229.861016 = -2611364.671654 nChanged 94 SP:Iteration 25Q (4759.643936 sec): 3 clusters Score: Raw -2614609.461772 + Penalty 3229.861016 = -2611379.600756 nChanged 80 SP:Iteration 26Q (4759.708505 sec): 3 clusters Score: Raw -2614622.316512 + Penalty 3229.861016 = -2611392.455496 nChanged 95 SP:Iteration 27Q (4759.776155 sec): 3 clusters Score: Raw -2614637.579686 + Penalty 3229.861016 = -2611407.718670 nChanged 81 SP:Iteration 28Q (4759.846048 sec): 3 clusters Score: Raw -2614649.906896 + Penalty 3229.861016 = -2611420.045880 nChanged 89 SP:Iteration 29Q (4759.920985 sec): 3 clusters Score: Raw -2614662.707786 + Penalty 3229.861016 = -2611432.846770 nChanged 75 SP:Iteration 30Q (4759.997336 sec): 3 clusters Score: Raw -2614674.352289 + Penalty 3229.861016 = -2611444.491273 nChanged 73 SP:Iteration 31Q (4760.068464 sec): 3 clusters Score: Raw -2614686.132143 + Penalty 3229.861016 = -2611456.271127 nChanged 83 SP:Iteration 32Q (4760.137121 sec): 3 clusters Score: Raw -2614699.400658 + Penalty 3229.861016 = -2611469.539642 nChanged 89 SP:Iteration 33Q (4760.208452 sec): 3 clusters Score: Raw -2614715.213116 + Penalty 3229.861016 = -2611485.352100 nChanged 93 SP:Iteration 34Q (4760.289833 sec): 3 clusters Score: Raw -2614733.887710 + Penalty 3229.861016 = -2611504.026694 nChanged 94 SP:Iteration 35Q (4760.361115 sec): 3 clusters Score: Raw -2614753.023425 + Penalty 3229.861016 = -2611523.162409 nChanged 106 SP:Iteration 36Q (4760.428829 sec): 3 clusters Score: Raw -2614779.933394 + Penalty 3229.861016 = -2611550.072377 nChanged 125 SP:Iteration 37Q (4760.495901 sec): 3 clusters Score: Raw -2614815.638321 + Penalty 3229.861016 = -2611585.777305 nChanged 122 SP:Iteration 38Q (4760.568262 sec): 3 clusters Score: Raw -2614854.488852 + Penalty 3229.861016 = -2611624.627835 nChanged 112 SP:Iteration 39Q (4760.637682 sec): 3 clusters Score: Raw -2614896.310044 + Penalty 3229.861016 = -2611666.449027 nChanged 136 SP:Iteration 40F (4760.722310 sec): 3 clusters Score: Raw -2614949.451995 + Penalty 3229.861016 = -2611719.590979 nChanged 164 SP:Iteration 41Q (4760.784410 sec): 3 clusters Score: Raw -2615018.517652 + Penalty 3229.861016 = -2611788.656635 nChanged 172 SP:Iteration 42Q (4760.858713 sec): 3 clusters Score: Raw -2615087.481704 + Penalty 3229.861016 = -2611857.620688 nChanged 161 SP:Iteration 43Q (4760.929098 sec): 3 clusters Score: Raw -2615147.260870 + Penalty 3229.861016 = -2611917.399853 nChanged 148 SP:Iteration 44Q (4760.997642 sec): 3 clusters Score: Raw -2615203.735462 + Penalty 3229.861016 = -2611973.874446 nChanged 123 SP:Iteration 45Q (4761.079457 sec): 3 clusters Score: Raw -2615249.679210 + Penalty 3229.861016 = -2612019.818193 nChanged 111 SP:Iteration 46Q (4761.154270 sec): 3 clusters Score: Raw -2615287.135488 + Penalty 3229.861016 = -2612057.274472 nChanged 99 SP:Iteration 47Q (4761.214180 sec): 3 clusters Score: Raw -2615313.051987 + Penalty 3229.861016 = -2612083.190971 nChanged 79 SP:Iteration 48Q (4761.286248 sec): 3 clusters Score: Raw -2615332.759460 + Penalty 3229.861016 = -2612102.898444 nChanged 71 SP:Iteration 49Q (4761.360684 sec): 3 clusters Score: Raw -2615350.836043 + Penalty 3229.861016 = -2612120.975027 nChanged 69 SP:Iteration 50Q (4761.417921 sec): 3 clusters Score: Raw -2615366.662469 + Penalty 3229.861016 = -2612136.801453 nChanged 56 SP:Iteration 51Q (4761.488754 sec): 3 clusters Score: Raw -2615379.028400 + Penalty 3229.861016 = -2612149.167383 nChanged 36 SP:Iteration 52Q (4761.550663 sec): 3 clusters Score: Raw -2615386.137402 + Penalty 3229.861016 = -2612156.276386 nChanged 32 SP:Iteration 53Q (4761.597961 sec): 3 clusters Score: Raw -2615392.433111 + Penalty 3229.861016 = -2612162.572095 nChanged 31 SP:Iteration 54Q (4761.637743 sec): 3 clusters Score: Raw -2615398.440576 + Penalty 3229.861016 = -2612168.579560 nChanged 31 SP:Iteration 55Q (4761.674861 sec): 3 clusters Score: Raw -2615405.166053 + Penalty 3229.861016 = -2612175.305037 nChanged 26 SP:Iteration 56Q (4761.712551 sec): 3 clusters Score: Raw -2615410.280774 + Penalty 3229.861016 = -2612180.419758 nChanged 22 SP:Iteration 57Q (4761.749900 sec): 3 clusters Score: Raw -2615414.236997 + Penalty 3229.861016 = -2612184.375981 nChanged 25 SP:Iteration 58Q (4761.797046 sec): 3 clusters Score: Raw -2615419.490151 + Penalty 3229.861016 = -2612189.629135 nChanged 33 SP:Iteration 59Q (4761.845340 sec): 3 clusters Score: Raw -2615425.120795 + Penalty 3229.861016 = -2612195.259779 nChanged 38 SP:Iteration 60F (4761.911530 sec): 3 clusters Score: Raw -2615432.068044 + Penalty 3229.861016 = -2612202.207027 nChanged 22 SP:Iteration 61Q (4761.948990 sec): 3 clusters Score: Raw -2615435.988721 + Penalty 3229.861016 = -2612206.127705 nChanged 23 SP:Iteration 62Q (4761.995849 sec): 3 clusters Score: Raw -2615441.040401 + Penalty 3229.861016 = -2612211.179384 nChanged 24 SP:Iteration 63Q (4762.032910 sec): 3 clusters Score: Raw -2615447.036406 + Penalty 3229.861016 = -2612217.175390 nChanged 28 SP:Iteration 64Q (4762.090614 sec): 3 clusters Score: Raw -2615452.753832 + Penalty 3229.861016 = -2612222.892816 nChanged 22 SP:Iteration 65Q (4762.138538 sec): 3 clusters Score: Raw -2615456.485206 + Penalty 3229.861016 = -2612226.624190 nChanged 17 SP:Iteration 66Q (4762.175814 sec): 3 clusters Score: Raw -2615459.148073 + Penalty 3229.861016 = -2612229.287057 nChanged 26 SP:Iteration 67Q (4762.235104 sec): 3 clusters Score: Raw -2615464.737500 + Penalty 3229.861016 = -2612234.876484 nChanged 25 SP:Iteration 68Q (4762.303778 sec): 3 clusters Score: Raw -2615471.267352 + Penalty 3229.861016 = -2612241.406335 nChanged 24 SP:Iteration 69Q (4762.374460 sec): 3 clusters Score: Raw -2615475.543826 + Penalty 3229.861016 = -2612245.682810 nChanged 16 SP:Iteration 70Q (4762.440993 sec): 3 clusters Score: Raw -2615477.632492 + Penalty 3229.861016 = -2612247.771475 nChanged 15 SP:Iteration 71Q (4762.519071 sec): 3 clusters Score: Raw -2615479.964672 + Penalty 3229.861016 = -2612250.103656 nChanged 14 SP:Iteration 72Q (4762.586725 sec): 3 clusters Score: Raw -2615482.306916 + Penalty 3229.861016 = -2612252.445899 nChanged 14 SP:Iteration 73Q (4762.667631 sec): 3 clusters Score: Raw -2615484.681511 + Penalty 3229.861016 = -2612254.820494 nChanged 8 SP:Iteration 74Q (4762.729648 sec): 3 clusters Score: Raw -2615486.207403 + Penalty 3229.861016 = -2612256.346386 nChanged 9 SP:Iteration 75Q (4762.797982 sec): 3 clusters Score: Raw -2615487.228957 + Penalty 3229.861016 = -2612257.367940 nChanged 8 SP:Iteration 76Q (4762.877002 sec): 3 clusters Score: Raw -2615488.785574 + Penalty 3229.861016 = -2612258.924558 nChanged 11 SP:Iteration 77Q (4762.945515 sec): 3 clusters Score: Raw -2615490.398805 + Penalty 3229.861016 = -2612260.537789 nChanged 7 SP:Iteration 78Q (4763.023154 sec): 3 clusters Score: Raw -2615491.689328 + Penalty 3229.861016 = -2612261.828312 nChanged 5 SP:Iteration 79Q (4763.092132 sec): 3 clusters Score: Raw -2615492.196934 + Penalty 3229.861016 = -2612262.335918 nChanged 5 SP:Iteration 80F (4763.162778 sec): 3 clusters Score: Raw -2615493.391128 + Penalty 3229.861016 = -2612263.530112 nChanged 7 SP:Iteration 81Q (4763.240426 sec): 3 clusters Score: Raw -2615495.109964 + Penalty 3229.861016 = -2612265.248948 nChanged 7 SP:Iteration 82Q (4763.312486 sec): 3 clusters Score: Raw -2615496.141787 + Penalty 3229.861016 = -2612266.280771 nChanged 10 SP:Iteration 83Q (4763.381928 sec): 3 clusters Score: Raw -2615497.733746 + Penalty 3229.861016 = -2612267.872730 nChanged 13 SP:Iteration 84Q (4763.452591 sec): 3 clusters Score: Raw -2615499.853774 + Penalty 3229.861016 = -2612269.992758 nChanged 11 SP:Iteration 85Q (4763.509152 sec): 3 clusters Score: Raw -2615501.359316 + Penalty 3229.861016 = -2612271.498300 nChanged 11 SP:Iteration 86Q (4763.547768 sec): 3 clusters Score: Raw -2615503.392371 + Penalty 3229.861016 = -2612273.531355 nChanged 11 SP:Iteration 87Q (4763.614034 sec): 3 clusters Score: Raw -2615504.941689 + Penalty 3229.861016 = -2612275.080673 nChanged 9 SP:Iteration 88Q (4763.694281 sec): 3 clusters Score: Raw -2615506.275929 + Penalty 3229.861016 = -2612276.414912 nChanged 8 SP:Iteration 89Q (4763.754196 sec): 3 clusters Score: Raw -2615507.216828 + Penalty 3229.861016 = -2612277.355812 nChanged 3 SP:Iteration 90Q (4763.822257 sec): 3 clusters Score: Raw -2615507.853618 + Penalty 3229.861016 = -2612277.992602 nChanged 4 SP:Iteration 91Q (4763.885826 sec): 3 clusters Score: Raw -2615508.659494 + Penalty 3229.861016 = -2612278.798478 nChanged 5 SP:Iteration 92Q (4763.953619 sec): 3 clusters Score: Raw -2615509.238720 + Penalty 3229.861016 = -2612279.377704 nChanged 3 SP:Iteration 93Q (4764.023951 sec): 3 clusters Score: Raw -2615509.566083 + Penalty 3229.861016 = -2612279.705067 nChanged 0 SP:Iteration 94F (4764.101723 sec): 3 clusters Score: Raw -2615509.566083 + Penalty 3229.861016 = -2612279.705067 nChanged 0 Trying to split cluster 2 (23254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4764.156704 sec): 2 clusters Score: Raw -2913535.670778 + Penalty 1633.812771 = -2911901.858006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4764.219287 sec): 3 clusters Score: Raw -2899269.242741 + Penalty 3267.625543 = -2896001.617198 nChanged 10663 SP:Iteration 1F (4764.299854 sec): 3 clusters Score: Raw -2905540.425751 + Penalty 3267.625543 = -2902272.800209 nChanged 1477 SP:Iteration 2F (4764.377494 sec): 3 clusters Score: Raw -2906278.791233 + Penalty 3267.625543 = -2903011.165691 nChanged 1564 SP:Iteration 3F (4764.450915 sec): 3 clusters Score: Raw -2907199.779256 + Penalty 3267.625543 = -2903932.153713 nChanged 1688 SP:Iteration 4F (4764.499677 sec): 3 clusters Score: Raw -2908342.956484 + Penalty 3267.625543 = -2905075.330941 nChanged 1655 SP:Iteration 5F (4764.572499 sec): 3 clusters Score: Raw -2909539.999675 + Penalty 3267.625543 = -2906272.374133 nChanged 1472 SP:Iteration 6F (4764.645690 sec): 3 clusters Score: Raw -2910637.234873 + Penalty 3267.625543 = -2907369.609330 nChanged 1234 SP:Iteration 7F (4764.709407 sec): 3 clusters Score: Raw -2911592.056417 + Penalty 3267.625543 = -2908324.430875 nChanged 969 SP:Iteration 8Q (4764.797246 sec): 3 clusters Score: Raw -2912357.460364 + Penalty 3267.625543 = -2909089.834822 nChanged 682 SP:Iteration 9Q (4764.866916 sec): 3 clusters Score: Raw -2912943.859954 + Penalty 3267.625543 = -2909676.234411 nChanged 482 SP:Iteration 10Q (4764.941843 sec): 3 clusters Score: Raw -2913408.211810 + Penalty 3267.625543 = -2910140.586267 nChanged 337 SP:Iteration 11Q (4765.026353 sec): 3 clusters Score: Raw -2913737.949571 + Penalty 3267.625543 = -2910470.324028 nChanged 218 SP:Iteration 12Q (4765.084148 sec): 3 clusters Score: Raw -2913977.180967 + Penalty 3267.625543 = -2910709.555425 nChanged 172 SP:Iteration 13Q (4765.164623 sec): 3 clusters Score: Raw -2914203.267042 + Penalty 3267.625543 = -2910935.641499 nChanged 139 SP:Iteration 14Q (4765.225119 sec): 3 clusters Score: Raw -2914388.580211 + Penalty 3267.625543 = -2911120.954668 nChanged 143 SP:Iteration 15Q (4765.304706 sec): 3 clusters Score: Raw -2914568.542049 + Penalty 3267.625543 = -2911300.916506 nChanged 117 SP:Iteration 16Q (4765.372245 sec): 3 clusters Score: Raw -2914692.010700 + Penalty 3267.625543 = -2911424.385157 nChanged 95 SP:Iteration 17Q (4765.433253 sec): 3 clusters Score: Raw -2914790.324082 + Penalty 3267.625543 = -2911522.698539 nChanged 95 SP:Iteration 18Q (4765.505635 sec): 3 clusters Score: Raw -2914859.686341 + Penalty 3267.625543 = -2911592.060798 nChanged 59 SP:Iteration 19Q (4765.581858 sec): 3 clusters Score: Raw -2914897.915883 + Penalty 3267.625543 = -2911630.290340 nChanged 63 SP:Iteration 20F (4765.669806 sec): 3 clusters Score: Raw -2914936.182372 + Penalty 3267.625543 = -2911668.556829 nChanged 59 SP:Iteration 21Q (4765.738171 sec): 3 clusters Score: Raw -2914964.124800 + Penalty 3267.625543 = -2911696.499258 nChanged 50 SP:Iteration 22Q (4765.806649 sec): 3 clusters Score: Raw -2914987.134244 + Penalty 3267.625543 = -2911719.508701 nChanged 39 SP:Iteration 23Q (4765.860309 sec): 3 clusters Score: Raw -2915003.896228 + Penalty 3267.625543 = -2911736.270685 nChanged 32 SP:Iteration 24Q (4765.931728 sec): 3 clusters Score: Raw -2915015.125897 + Penalty 3267.625543 = -2911747.500354 nChanged 30 SP:Iteration 25Q (4766.011024 sec): 3 clusters Score: Raw -2915025.582663 + Penalty 3267.625543 = -2911757.957120 nChanged 31 SP:Iteration 26Q (4766.096082 sec): 3 clusters Score: Raw -2915040.471474 + Penalty 3267.625543 = -2911772.845931 nChanged 28 SP:Iteration 27Q (4766.146777 sec): 3 clusters Score: Raw -2915048.479036 + Penalty 3267.625543 = -2911780.853493 nChanged 19 SP:Iteration 28Q (4766.226737 sec): 3 clusters Score: Raw -2915054.958765 + Penalty 3267.625543 = -2911787.333222 nChanged 17 SP:Iteration 29Q (4766.301393 sec): 3 clusters Score: Raw -2915061.861407 + Penalty 3267.625543 = -2911794.235864 nChanged 21 SP:Iteration 30Q (4766.371416 sec): 3 clusters Score: Raw -2915067.629428 + Penalty 3267.625543 = -2911800.003885 nChanged 13 SP:Iteration 31Q (4766.444471 sec): 3 clusters Score: Raw -2915071.011063 + Penalty 3267.625543 = -2911803.385520 nChanged 14 SP:Iteration 32Q (4766.524706 sec): 3 clusters Score: Raw -2915074.247336 + Penalty 3267.625543 = -2911806.621793 nChanged 11 SP:Iteration 33Q (4766.568499 sec): 3 clusters Score: Raw -2915076.995244 + Penalty 3267.625543 = -2911809.369701 nChanged 8 SP:Iteration 34Q (4766.643715 sec): 3 clusters Score: Raw -2915078.806362 + Penalty 3267.625543 = -2911811.180819 nChanged 6 SP:Iteration 35Q (4766.709007 sec): 3 clusters Score: Raw -2915080.320507 + Penalty 3267.625543 = -2911812.694965 nChanged 6 SP:Iteration 36Q (4766.788108 sec): 3 clusters Score: Raw -2915081.647619 + Penalty 3267.625543 = -2911814.022076 nChanged 5 SP:Iteration 37Q (4766.850437 sec): 3 clusters Score: Raw -2915082.418178 + Penalty 3267.625543 = -2911814.792635 nChanged 4 SP:Iteration 38Q (4766.923228 sec): 3 clusters Score: Raw -2915083.582457 + Penalty 3267.625543 = -2911815.956914 nChanged 5 SP:Iteration 39Q (4767.000579 sec): 3 clusters Score: Raw -2915084.170043 + Penalty 3267.625543 = -2911816.544500 nChanged 1 SP:Iteration 40F (4767.073530 sec): 3 clusters Score: Raw -2915084.331399 + Penalty 3267.625543 = -2911816.705856 nChanged 2 SP:Iteration 41Q (4767.148711 sec): 3 clusters Score: Raw -2915084.925347 + Penalty 3267.625543 = -2911817.299804 nChanged 3 SP:Iteration 42Q (4767.217585 sec): 3 clusters Score: Raw -2915085.314751 + Penalty 3267.625543 = -2911817.689208 nChanged 1 SP:Iteration 43Q (4767.293523 sec): 3 clusters Score: Raw -2915085.442758 + Penalty 3267.625543 = -2911817.817215 nChanged 1 SP:Iteration 44Q (4767.361962 sec): 3 clusters Score: Raw -2915085.567175 + Penalty 3267.625543 = -2911817.941633 nChanged 0 SP:Iteration 45F (4767.436973 sec): 3 clusters Score: Raw -2915085.567175 + Penalty 3267.625543 = -2911817.941633 nChanged 0 Trying to split cluster 3 (4231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4767.467012 sec): 2 clusters Score: Raw -524463.695730 + Penalty 1356.906468 = -523106.789261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4767.502848 sec): 3 clusters Score: Raw -522284.905167 + Penalty 2713.812936 = -519571.092231 nChanged 1668 SP:Iteration 1F (4767.547750 sec): 3 clusters Score: Raw -523228.684764 + Penalty 2713.812936 = -520514.871827 nChanged 368 SP:Iteration 2F (4767.595525 sec): 3 clusters Score: Raw -523495.713660 + Penalty 2713.812936 = -520781.900723 nChanged 305 SP:Iteration 3F (4767.630576 sec): 3 clusters Score: Raw -523753.412147 + Penalty 2713.812936 = -521039.599210 nChanged 263 SP:Iteration 4F (4767.682148 sec): 3 clusters Score: Raw -523974.772613 + Penalty 2713.812936 = -521260.959676 nChanged 253 SP:Iteration 5F (4767.724501 sec): 3 clusters Score: Raw -524192.662421 + Penalty 2713.812936 = -521478.849484 nChanged 213 SP:Iteration 6F (4767.770671 sec): 3 clusters Score: Raw -524361.203810 + Penalty 2713.812936 = -521647.390873 nChanged 169 SP:Iteration 7Q (4767.810410 sec): 3 clusters Score: Raw -524487.174379 + Penalty 2713.812936 = -521773.361443 nChanged 139 SP:Iteration 8Q (4767.863364 sec): 3 clusters Score: Raw -524574.575644 + Penalty 2713.812936 = -521860.762707 nChanged 95 SP:Iteration 9Q (4767.903124 sec): 3 clusters Score: Raw -524621.429839 + Penalty 2713.812936 = -521907.616902 nChanged 75 SP:Iteration 10Q (4767.947450 sec): 3 clusters Score: Raw -524652.916130 + Penalty 2713.812936 = -521939.103193 nChanged 54 SP:Iteration 11Q (4767.988666 sec): 3 clusters Score: Raw -524671.719514 + Penalty 2713.812936 = -521957.906578 nChanged 47 SP:Iteration 12Q (4768.036935 sec): 3 clusters Score: Raw -524691.712320 + Penalty 2713.812936 = -521977.899384 nChanged 34 SP:Iteration 13Q (4768.085759 sec): 3 clusters Score: Raw -524703.906688 + Penalty 2713.812936 = -521990.093752 nChanged 28 SP:Iteration 14Q (4768.130050 sec): 3 clusters Score: Raw -524713.826535 + Penalty 2713.812936 = -522000.013599 nChanged 28 SP:Iteration 15Q (4768.176530 sec): 3 clusters Score: Raw -524722.721646 + Penalty 2713.812936 = -522008.908709 nChanged 25 SP:Iteration 16Q (4768.227275 sec): 3 clusters Score: Raw -524730.935090 + Penalty 2713.812936 = -522017.122154 nChanged 16 SP:Iteration 17Q (4768.271767 sec): 3 clusters Score: Raw -524735.120730 + Penalty 2713.812936 = -522021.307794 nChanged 11 SP:Iteration 18Q (4768.328167 sec): 3 clusters Score: Raw -524737.642219 + Penalty 2713.812936 = -522023.829282 nChanged 8 SP:Iteration 19Q (4768.380088 sec): 3 clusters Score: Raw -524739.354555 + Penalty 2713.812936 = -522025.541619 nChanged 10 SP:Iteration 20F (4768.416669 sec): 3 clusters Score: Raw -524743.068265 + Penalty 2713.812936 = -522029.255329 nChanged 8 SP:Iteration 21Q (4768.476102 sec): 3 clusters Score: Raw -524744.391796 + Penalty 2713.812936 = -522030.578860 nChanged 3 SP:Iteration 22Q (4768.527177 sec): 3 clusters Score: Raw -524745.449224 + Penalty 2713.812936 = -522031.636288 nChanged 6 SP:Iteration 23Q (4768.572097 sec): 3 clusters Score: Raw -524747.022198 + Penalty 2713.812936 = -522033.209261 nChanged 3 SP:Iteration 24Q (4768.613451 sec): 3 clusters Score: Raw -524747.598333 + Penalty 2713.812936 = -522033.785396 nChanged 1 SP:Iteration 25Q (4768.657130 sec): 3 clusters Score: Raw -524747.698053 + Penalty 2713.812936 = -522033.885117 nChanged 3 SP:Iteration 26Q (4768.709230 sec): 3 clusters Score: Raw -524748.718163 + Penalty 2713.812936 = -522034.905227 nChanged 6 SP:Iteration 27Q (4768.760319 sec): 3 clusters Score: Raw -524750.856223 + Penalty 2713.812936 = -522037.043287 nChanged 6 SP:Iteration 28Q (4768.799762 sec): 3 clusters Score: Raw -524752.466816 + Penalty 2713.812936 = -522038.653879 nChanged 11 SP:Iteration 29Q (4768.844666 sec): 3 clusters Score: Raw -524756.283414 + Penalty 2713.812936 = -522042.470478 nChanged 6 SP:Iteration 30Q (4768.895635 sec): 3 clusters Score: Raw -524757.372735 + Penalty 2713.812936 = -522043.559798 nChanged 4 SP:Iteration 31Q (4768.942576 sec): 3 clusters Score: Raw -524758.262342 + Penalty 2713.812936 = -522044.449406 nChanged 4 SP:Iteration 32Q (4768.991219 sec): 3 clusters Score: Raw -524759.706377 + Penalty 2713.812936 = -522045.893440 nChanged 2 SP:Iteration 33Q (4769.040388 sec): 3 clusters Score: Raw -524760.735966 + Penalty 2713.812936 = -522046.923030 nChanged 5 SP:Iteration 34Q (4769.092947 sec): 3 clusters Score: Raw -524761.421435 + Penalty 2713.812936 = -522047.608499 nChanged 2 SP:Iteration 35Q (4769.140653 sec): 3 clusters Score: Raw -524761.897250 + Penalty 2713.812936 = -522048.084313 nChanged 2 SP:Iteration 36Q (4769.181754 sec): 3 clusters Score: Raw -524762.394146 + Penalty 2713.812936 = -522048.581210 nChanged 1 SP:Iteration 37Q (4769.237187 sec): 3 clusters Score: Raw -524762.562284 + Penalty 2713.812936 = -522048.749347 nChanged 2 SP:Iteration 38Q (4769.289819 sec): 3 clusters Score: Raw -524762.861465 + Penalty 2713.812936 = -522049.048528 nChanged 1 SP:Iteration 39Q (4769.337244 sec): 3 clusters Score: Raw -524762.932109 + Penalty 2713.812936 = -522049.119172 nChanged 0 SP:Iteration 40F (4769.379134 sec): 3 clusters Score: Raw -524762.932109 + Penalty 2713.812936 = -522049.119172 nChanged 0 Trying to split cluster 4 (20613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4769.427103 sec): 2 clusters Score: Raw -2613277.044403 + Penalty 1614.222549 = -2611662.821854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4769.507305 sec): 3 clusters Score: Raw -2600889.370252 + Penalty 3228.445098 = -2597660.925154 nChanged 9308 SP:Iteration 1F (4769.583300 sec): 3 clusters Score: Raw -2606164.171927 + Penalty 3228.445098 = -2602935.726829 nChanged 1248 SP:Iteration 2F (4769.663120 sec): 3 clusters Score: Raw -2606736.486991 + Penalty 3228.445098 = -2603508.041894 nChanged 1204 SP:Iteration 3F (4769.735505 sec): 3 clusters Score: Raw -2607378.401517 + Penalty 3228.445098 = -2604149.956419 nChanged 1205 SP:Iteration 4F (4769.816185 sec): 3 clusters Score: Raw -2608119.018988 + Penalty 3228.445098 = -2604890.573891 nChanged 1181 SP:Iteration 5F (4769.895389 sec): 3 clusters Score: Raw -2608950.481225 + Penalty 3228.445098 = -2605722.036128 nChanged 1195 SP:Iteration 6F (4769.968800 sec): 3 clusters Score: Raw -2609837.314465 + Penalty 3228.445098 = -2606608.869368 nChanged 1184 SP:Iteration 7F (4770.032614 sec): 3 clusters Score: Raw -2610708.597748 + Penalty 3228.445098 = -2607480.152651 nChanged 1098 SP:Iteration 8F (4770.113032 sec): 3 clusters Score: Raw -2611444.566896 + Penalty 3228.445098 = -2608216.121799 nChanged 868 SP:Iteration 9Q (4770.176065 sec): 3 clusters Score: Raw -2611908.025863 + Penalty 3228.445098 = -2608679.580766 nChanged 657 SP:Iteration 10Q (4770.226854 sec): 3 clusters Score: Raw -2612217.854479 + Penalty 3228.445098 = -2608989.409381 nChanged 557 SP:Iteration 11Q (4770.299802 sec): 3 clusters Score: Raw -2612456.182573 + Penalty 3228.445098 = -2609227.737475 nChanged 437 SP:Iteration 12Q (4770.363066 sec): 3 clusters Score: Raw -2612611.970081 + Penalty 3228.445098 = -2609383.524983 nChanged 344 SP:Iteration 13Q (4770.439516 sec): 3 clusters Score: Raw -2612736.988693 + Penalty 3228.445098 = -2609508.543596 nChanged 319 SP:Iteration 14Q (4770.511233 sec): 3 clusters Score: Raw -2612839.043313 + Penalty 3228.445098 = -2609610.598215 nChanged 276 SP:Iteration 15Q (4770.594271 sec): 3 clusters Score: Raw -2612925.479652 + Penalty 3228.445098 = -2609697.034554 nChanged 251 SP:Iteration 16Q (4770.660237 sec): 3 clusters Score: Raw -2612996.114971 + Penalty 3228.445098 = -2609767.669873 nChanged 236 SP:Iteration 17Q (4770.735378 sec): 3 clusters Score: Raw -2613057.694919 + Penalty 3228.445098 = -2609829.249822 nChanged 218 SP:Iteration 18Q (4770.816094 sec): 3 clusters Score: Raw -2613119.334368 + Penalty 3228.445098 = -2609890.889270 nChanged 228 SP:Iteration 19Q (4770.887913 sec): 3 clusters Score: Raw -2613175.410606 + Penalty 3228.445098 = -2609946.965508 nChanged 203 SP:Iteration 20F (4770.960799 sec): 3 clusters Score: Raw -2613223.987125 + Penalty 3228.445098 = -2609995.542027 nChanged 172 SP:Iteration 21Q (4771.037124 sec): 3 clusters Score: Raw -2613263.163681 + Penalty 3228.445098 = -2610034.718583 nChanged 167 SP:Iteration 22Q (4771.123869 sec): 3 clusters Score: Raw -2613304.387970 + Penalty 3228.445098 = -2610075.942872 nChanged 171 SP:Iteration 23Q (4771.193096 sec): 3 clusters Score: Raw -2613350.914948 + Penalty 3228.445098 = -2610122.469850 nChanged 172 SP:Iteration 24Q (4771.268287 sec): 3 clusters Score: Raw -2613394.300480 + Penalty 3228.445098 = -2610165.855382 nChanged 160 SP:Iteration 25Q (4771.333328 sec): 3 clusters Score: Raw -2613434.237248 + Penalty 3228.445098 = -2610205.792151 nChanged 158 SP:Iteration 26Q (4771.383253 sec): 3 clusters Score: Raw -2613474.498057 + Penalty 3228.445098 = -2610246.052959 nChanged 171 SP:Iteration 27Q (4771.459802 sec): 3 clusters Score: Raw -2613513.083310 + Penalty 3228.445098 = -2610284.638213 nChanged 150 SP:Iteration 28Q (4771.537982 sec): 3 clusters Score: Raw -2613549.033073 + Penalty 3228.445098 = -2610320.587975 nChanged 148 SP:Iteration 29Q (4771.612395 sec): 3 clusters Score: Raw -2613582.611622 + Penalty 3228.445098 = -2610354.166524 nChanged 112 SP:Iteration 30Q (4771.684757 sec): 3 clusters Score: Raw -2613605.070293 + Penalty 3228.445098 = -2610376.625195 nChanged 100 SP:Iteration 31Q (4771.762784 sec): 3 clusters Score: Raw -2613624.228158 + Penalty 3228.445098 = -2610395.783060 nChanged 95 SP:Iteration 32Q (4771.834000 sec): 3 clusters Score: Raw -2613641.903195 + Penalty 3228.445098 = -2610413.458097 nChanged 92 SP:Iteration 33Q (4771.907727 sec): 3 clusters Score: Raw -2613658.507867 + Penalty 3228.445098 = -2610430.062770 nChanged 88 SP:Iteration 34Q (4771.979076 sec): 3 clusters Score: Raw -2613675.395681 + Penalty 3228.445098 = -2610446.950583 nChanged 97 SP:Iteration 35Q (4772.041278 sec): 3 clusters Score: Raw -2613693.429309 + Penalty 3228.445098 = -2610464.984211 nChanged 86 SP:Iteration 36Q (4772.110744 sec): 3 clusters Score: Raw -2613707.508852 + Penalty 3228.445098 = -2610479.063754 nChanged 77 SP:Iteration 37Q (4772.186794 sec): 3 clusters Score: Raw -2613719.399781 + Penalty 3228.445098 = -2610490.954683 nChanged 61 SP:Iteration 38Q (4772.251031 sec): 3 clusters Score: Raw -2613727.044946 + Penalty 3228.445098 = -2610498.599848 nChanged 53 SP:Iteration 39Q (4772.311223 sec): 3 clusters Score: Raw -2613735.199266 + Penalty 3228.445098 = -2610506.754168 nChanged 55 SP:Iteration 40F (4772.392768 sec): 3 clusters Score: Raw -2613742.699720 + Penalty 3228.445098 = -2610514.254623 nChanged 52 SP:Iteration 41Q (4772.466322 sec): 3 clusters Score: Raw -2613749.742057 + Penalty 3228.445098 = -2610521.296960 nChanged 54 SP:Iteration 42Q (4772.533246 sec): 3 clusters Score: Raw -2613758.258050 + Penalty 3228.445098 = -2610529.812953 nChanged 62 SP:Iteration 43Q (4772.613583 sec): 3 clusters Score: Raw -2613766.723679 + Penalty 3228.445098 = -2610538.278581 nChanged 48 SP:Iteration 44Q (4772.686712 sec): 3 clusters Score: Raw -2613773.580845 + Penalty 3228.445098 = -2610545.135748 nChanged 54 SP:Iteration 45Q (4772.751413 sec): 3 clusters Score: Raw -2613780.704905 + Penalty 3228.445098 = -2610552.259808 nChanged 42 SP:Iteration 46Q (4772.825077 sec): 3 clusters Score: Raw -2613785.944799 + Penalty 3228.445098 = -2610557.499701 nChanged 36 SP:Iteration 47Q (4772.890817 sec): 3 clusters Score: Raw -2613790.213964 + Penalty 3228.445098 = -2610561.768866 nChanged 41 SP:Iteration 48Q (4772.975588 sec): 3 clusters Score: Raw -2613796.074252 + Penalty 3228.445098 = -2610567.629154 nChanged 41 SP:Iteration 49Q (4773.053576 sec): 3 clusters Score: Raw -2613801.613697 + Penalty 3228.445098 = -2610573.168599 nChanged 43 SP:Iteration 50Q (4773.118702 sec): 3 clusters Score: Raw -2613807.894048 + Penalty 3228.445098 = -2610579.448950 nChanged 44 SP:Iteration 51Q (4773.185712 sec): 3 clusters Score: Raw -2613814.514263 + Penalty 3228.445098 = -2610586.069165 nChanged 40 SP:Iteration 52Q (4773.240640 sec): 3 clusters Score: Raw -2613821.021517 + Penalty 3228.445098 = -2610592.576419 nChanged 56 SP:Iteration 53Q (4773.290619 sec): 3 clusters Score: Raw -2613830.018515 + Penalty 3228.445098 = -2610601.573418 nChanged 46 SP:Iteration 54Q (4773.341347 sec): 3 clusters Score: Raw -2613837.566158 + Penalty 3228.445098 = -2610609.121060 nChanged 48 SP:Iteration 55Q (4773.382828 sec): 3 clusters Score: Raw -2613844.993415 + Penalty 3228.445098 = -2610616.548317 nChanged 64 SP:Iteration 56Q (4773.426208 sec): 3 clusters Score: Raw -2613857.140884 + Penalty 3228.445098 = -2610628.695787 nChanged 56 SP:Iteration 57Q (4773.500471 sec): 3 clusters Score: Raw -2613868.701982 + Penalty 3228.445098 = -2610640.256884 nChanged 55 SP:Iteration 58Q (4773.574491 sec): 3 clusters Score: Raw -2613881.497805 + Penalty 3228.445098 = -2610653.052707 nChanged 59 SP:Iteration 59Q (4773.649537 sec): 3 clusters Score: Raw -2613893.592307 + Penalty 3228.445098 = -2610665.147209 nChanged 66 SP:Iteration 60F (4773.714689 sec): 3 clusters Score: Raw -2613907.217805 + Penalty 3228.445098 = -2610678.772707 nChanged 60 SP:Iteration 61Q (4773.793567 sec): 3 clusters Score: Raw -2613918.751294 + Penalty 3228.445098 = -2610690.306196 nChanged 55 SP:Iteration 62Q (4773.852624 sec): 3 clusters Score: Raw -2613930.972926 + Penalty 3228.445098 = -2610702.527829 nChanged 52 SP:Iteration 63Q (4773.926985 sec): 3 clusters Score: Raw -2613940.598875 + Penalty 3228.445098 = -2610712.153777 nChanged 47 SP:Iteration 64Q (4774.006175 sec): 3 clusters Score: Raw -2613950.214605 + Penalty 3228.445098 = -2610721.769507 nChanged 52 SP:Iteration 65Q (4774.062889 sec): 3 clusters Score: Raw -2613960.133888 + Penalty 3228.445098 = -2610731.688790 nChanged 48 SP:Iteration 66Q (4774.127492 sec): 3 clusters Score: Raw -2613970.101429 + Penalty 3228.445098 = -2610741.656332 nChanged 48 SP:Iteration 67Q (4774.212237 sec): 3 clusters Score: Raw -2613979.006162 + Penalty 3228.445098 = -2610750.561064 nChanged 43 SP:Iteration 68Q (4774.279607 sec): 3 clusters Score: Raw -2613989.225153 + Penalty 3228.445098 = -2610760.780055 nChanged 44 SP:Iteration 69Q (4774.340578 sec): 3 clusters Score: Raw -2613998.872841 + Penalty 3228.445098 = -2610770.427743 nChanged 47 SP:Iteration 70Q (4774.414744 sec): 3 clusters Score: Raw -2614009.563588 + Penalty 3228.445098 = -2610781.118490 nChanged 46 SP:Iteration 71Q (4774.475009 sec): 3 clusters Score: Raw -2614018.911653 + Penalty 3228.445098 = -2610790.466555 nChanged 44 SP:Iteration 72Q (4774.548834 sec): 3 clusters Score: Raw -2614029.986370 + Penalty 3228.445098 = -2610801.541273 nChanged 56 SP:Iteration 73Q (4774.615966 sec): 3 clusters Score: Raw -2614042.441058 + Penalty 3228.445098 = -2610813.995960 nChanged 53 SP:Iteration 74Q (4774.677877 sec): 3 clusters Score: Raw -2614053.297873 + Penalty 3228.445098 = -2610824.852776 nChanged 46 SP:Iteration 75Q (4774.760168 sec): 3 clusters Score: Raw -2614062.429869 + Penalty 3228.445098 = -2610833.984772 nChanged 42 SP:Iteration 76Q (4774.826330 sec): 3 clusters Score: Raw -2614070.043770 + Penalty 3228.445098 = -2610841.598672 nChanged 37 SP:Iteration 77Q (4774.892406 sec): 3 clusters Score: Raw -2614076.831047 + Penalty 3228.445098 = -2610848.385950 nChanged 31 SP:Iteration 78Q (4774.958374 sec): 3 clusters Score: Raw -2614082.877443 + Penalty 3228.445098 = -2610854.432345 nChanged 27 SP:Iteration 79Q (4775.034062 sec): 3 clusters Score: Raw -2614087.461209 + Penalty 3228.445098 = -2610859.016111 nChanged 37 SP:Iteration 80F (4775.110422 sec): 3 clusters Score: Raw -2614094.829099 + Penalty 3228.445098 = -2610866.384001 nChanged 33 SP:Iteration 81Q (4775.177218 sec): 3 clusters Score: Raw -2614100.959341 + Penalty 3228.445098 = -2610872.514244 nChanged 24 SP:Iteration 82Q (4775.258280 sec): 3 clusters Score: Raw -2614106.481498 + Penalty 3228.445098 = -2610878.036400 nChanged 22 SP:Iteration 83Q (4775.317511 sec): 3 clusters Score: Raw -2614112.209446 + Penalty 3228.445098 = -2610883.764348 nChanged 34 SP:Iteration 84Q (4775.382238 sec): 3 clusters Score: Raw -2614120.450757 + Penalty 3228.445098 = -2610892.005660 nChanged 32 SP:Iteration 85Q (4775.451749 sec): 3 clusters Score: Raw -2614126.919823 + Penalty 3228.445098 = -2610898.474726 nChanged 43 SP:Iteration 86Q (4775.523765 sec): 3 clusters Score: Raw -2614136.455379 + Penalty 3228.445098 = -2610908.010281 nChanged 39 SP:Iteration 87Q (4775.596152 sec): 3 clusters Score: Raw -2614144.795202 + Penalty 3228.445098 = -2610916.350105 nChanged 28 SP:Iteration 88Q (4775.667964 sec): 3 clusters Score: Raw -2614151.073437 + Penalty 3228.445098 = -2610922.628339 nChanged 31 SP:Iteration 89Q (4775.730830 sec): 3 clusters Score: Raw -2614157.317820 + Penalty 3228.445098 = -2610928.872722 nChanged 29 SP:Iteration 90Q (4775.788382 sec): 3 clusters Score: Raw -2614163.424970 + Penalty 3228.445098 = -2610934.979872 nChanged 17 SP:Iteration 91Q (4775.862155 sec): 3 clusters Score: Raw -2614165.923263 + Penalty 3228.445098 = -2610937.478165 nChanged 13 SP:Iteration 92Q (4775.923906 sec): 3 clusters Score: Raw -2614168.886184 + Penalty 3228.445098 = -2610940.441087 nChanged 14 SP:Iteration 93Q (4775.998451 sec): 3 clusters Score: Raw -2614171.382464 + Penalty 3228.445098 = -2610942.937366 nChanged 12 SP:Iteration 94Q (4776.069769 sec): 3 clusters Score: Raw -2614172.868385 + Penalty 3228.445098 = -2610944.423287 nChanged 8 SP:Iteration 95Q (4776.139282 sec): 3 clusters Score: Raw -2614173.869997 + Penalty 3228.445098 = -2610945.424899 nChanged 9 SP:Iteration 96Q (4776.215959 sec): 3 clusters Score: Raw -2614175.196546 + Penalty 3228.445098 = -2610946.751448 nChanged 10 SP:Iteration 97Q (4776.275202 sec): 3 clusters Score: Raw -2614177.172248 + Penalty 3228.445098 = -2610948.727151 nChanged 11 SP:Iteration 98Q (4776.351424 sec): 3 clusters Score: Raw -2614179.125683 + Penalty 3228.445098 = -2610950.680585 nChanged 10 SP:Iteration 99Q (4776.410555 sec): 3 clusters Score: Raw -2614180.565574 + Penalty 3228.445098 = -2610952.120476 nChanged 7 SP:Iteration 100F (4776.461155 sec): 3 clusters Score: Raw -2614181.800333 + Penalty 3228.445098 = -2610953.355236 nChanged 8 SP:Iteration 101Q (4776.544969 sec): 3 clusters Score: Raw -2614183.557105 + Penalty 3228.445098 = -2610955.112007 nChanged 13 SP:Iteration 102Q (4776.605952 sec): 3 clusters Score: Raw -2614185.971315 + Penalty 3228.445098 = -2610957.526217 nChanged 8 SP:Iteration 103Q (4776.655460 sec): 3 clusters Score: Raw -2614186.879429 + Penalty 3228.445098 = -2610958.434331 nChanged 6 SP:Iteration 104Q (4776.702038 sec): 3 clusters Score: Raw -2614187.641164 + Penalty 3228.445098 = -2610959.196066 nChanged 7 SP:Iteration 105Q (4776.749534 sec): 3 clusters Score: Raw -2614188.764809 + Penalty 3228.445098 = -2610960.319711 nChanged 7 SP:Iteration 106Q (4776.787073 sec): 3 clusters Score: Raw -2614189.512305 + Penalty 3228.445098 = -2610961.067207 nChanged 7 SP:Iteration 107Q (4776.868125 sec): 3 clusters Score: Raw -2614190.845227 + Penalty 3228.445098 = -2610962.400129 nChanged 3 SP:Iteration 108Q (4776.915582 sec): 3 clusters Score: Raw -2614191.364397 + Penalty 3228.445098 = -2610962.919300 nChanged 2 SP:Iteration 109Q (4776.977067 sec): 3 clusters Score: Raw -2614191.542304 + Penalty 3228.445098 = -2610963.097206 nChanged 4 SP:Iteration 110Q (4777.047410 sec): 3 clusters Score: Raw -2614192.334922 + Penalty 3228.445098 = -2610963.889825 nChanged 4 SP:Iteration 111Q (4777.116790 sec): 3 clusters Score: Raw -2614192.749774 + Penalty 3228.445098 = -2610964.304676 nChanged 2 SP:Iteration 112Q (4777.199106 sec): 3 clusters Score: Raw -2614192.841165 + Penalty 3228.445098 = -2610964.396067 nChanged 1 SP:Iteration 113Q (4777.260868 sec): 3 clusters Score: Raw -2614193.150718 + Penalty 3228.445098 = -2610964.705620 nChanged 2 SP:Iteration 114Q (4777.328395 sec): 3 clusters Score: Raw -2614193.339790 + Penalty 3228.445098 = -2610964.894692 nChanged 0 SP:Iteration 115F (4777.380813 sec): 3 clusters Score: Raw -2614193.339790 + Penalty 3228.445098 = -2610964.894692 nChanged 0 Trying to split cluster 5 (10661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4777.424962 sec): 2 clusters Score: Raw -1285401.615416 + Penalty 1507.081469 = -1283894.533947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4777.475701 sec): 3 clusters Score: Raw -1279328.434562 + Penalty 3014.162938 = -1276314.271624 nChanged 4652 SP:Iteration 1F (4777.530064 sec): 3 clusters Score: Raw -1282067.781197 + Penalty 3014.162938 = -1279053.618259 nChanged 796 SP:Iteration 2F (4777.593696 sec): 3 clusters Score: Raw -1282561.487071 + Penalty 3014.162938 = -1279547.324133 nChanged 732 SP:Iteration 3F (4777.654314 sec): 3 clusters Score: Raw -1283072.231529 + Penalty 3014.162938 = -1280058.068591 nChanged 728 SP:Iteration 4F (4777.715602 sec): 3 clusters Score: Raw -1283643.566942 + Penalty 3014.162938 = -1280629.404004 nChanged 703 SP:Iteration 5F (4777.777151 sec): 3 clusters Score: Raw -1284183.517571 + Penalty 3014.162938 = -1281169.354633 nChanged 579 SP:Iteration 6F (4777.836103 sec): 3 clusters Score: Raw -1284595.521739 + Penalty 3014.162938 = -1281581.358801 nChanged 461 SP:Iteration 7Q (4777.888823 sec): 3 clusters Score: Raw -1284886.152609 + Penalty 3014.162938 = -1281871.989671 nChanged 381 SP:Iteration 8Q (4777.945859 sec): 3 clusters Score: Raw -1285100.244341 + Penalty 3014.162938 = -1282086.081403 nChanged 325 SP:Iteration 9Q (4778.016099 sec): 3 clusters Score: Raw -1285287.420345 + Penalty 3014.162938 = -1282273.257407 nChanged 253 SP:Iteration 10Q (4778.075337 sec): 3 clusters Score: Raw -1285444.027799 + Penalty 3014.162938 = -1282429.864861 nChanged 207 SP:Iteration 11Q (4778.124706 sec): 3 clusters Score: Raw -1285570.061397 + Penalty 3014.162938 = -1282555.898459 nChanged 171 SP:Iteration 12Q (4778.168817 sec): 3 clusters Score: Raw -1285670.852820 + Penalty 3014.162938 = -1282656.689882 nChanged 127 SP:Iteration 13Q (4778.214912 sec): 3 clusters Score: Raw -1285760.870789 + Penalty 3014.162938 = -1282746.707851 nChanged 134 SP:Iteration 14Q (4778.275110 sec): 3 clusters Score: Raw -1285867.454413 + Penalty 3014.162938 = -1282853.291475 nChanged 127 SP:Iteration 15Q (4778.322528 sec): 3 clusters Score: Raw -1285944.486927 + Penalty 3014.162938 = -1282930.323989 nChanged 112 SP:Iteration 16Q (4778.373530 sec): 3 clusters Score: Raw -1285994.566330 + Penalty 3014.162938 = -1282980.403392 nChanged 75 SP:Iteration 17Q (4778.444627 sec): 3 clusters Score: Raw -1286027.120341 + Penalty 3014.162938 = -1283012.957403 nChanged 64 SP:Iteration 18Q (4778.497348 sec): 3 clusters Score: Raw -1286054.300623 + Penalty 3014.162938 = -1283040.137685 nChanged 71 SP:Iteration 19Q (4778.558856 sec): 3 clusters Score: Raw -1286084.697552 + Penalty 3014.162938 = -1283070.534614 nChanged 76 SP:Iteration 20F (4778.620031 sec): 3 clusters Score: Raw -1286114.245636 + Penalty 3014.162938 = -1283100.082698 nChanged 70 SP:Iteration 21Q (4778.676066 sec): 3 clusters Score: Raw -1286140.825420 + Penalty 3014.162938 = -1283126.662481 nChanged 41 SP:Iteration 22Q (4778.731975 sec): 3 clusters Score: Raw -1286154.748153 + Penalty 3014.162938 = -1283140.585214 nChanged 27 SP:Iteration 23Q (4778.789186 sec): 3 clusters Score: Raw -1286162.749679 + Penalty 3014.162938 = -1283148.586741 nChanged 25 SP:Iteration 24Q (4778.847437 sec): 3 clusters Score: Raw -1286167.929257 + Penalty 3014.162938 = -1283153.766318 nChanged 19 SP:Iteration 25Q (4778.908706 sec): 3 clusters Score: Raw -1286173.131337 + Penalty 3014.162938 = -1283158.968399 nChanged 16 SP:Iteration 26Q (4778.968647 sec): 3 clusters Score: Raw -1286176.988003 + Penalty 3014.162938 = -1283162.825065 nChanged 18 SP:Iteration 27Q (4779.014735 sec): 3 clusters Score: Raw -1286180.672061 + Penalty 3014.162938 = -1283166.509123 nChanged 16 SP:Iteration 28Q (4779.071002 sec): 3 clusters Score: Raw -1286183.635352 + Penalty 3014.162938 = -1283169.472414 nChanged 16 SP:Iteration 29Q (4779.123503 sec): 3 clusters Score: Raw -1286187.587278 + Penalty 3014.162938 = -1283173.424339 nChanged 21 SP:Iteration 30Q (4779.176444 sec): 3 clusters Score: Raw -1286193.146599 + Penalty 3014.162938 = -1283178.983661 nChanged 21 SP:Iteration 31Q (4779.231161 sec): 3 clusters Score: Raw -1286198.977788 + Penalty 3014.162938 = -1283184.814850 nChanged 15 SP:Iteration 32Q (4779.288980 sec): 3 clusters Score: Raw -1286203.909891 + Penalty 3014.162938 = -1283189.746953 nChanged 25 SP:Iteration 33Q (4779.351590 sec): 3 clusters Score: Raw -1286212.409624 + Penalty 3014.162938 = -1283198.246686 nChanged 25 SP:Iteration 34Q (4779.409473 sec): 3 clusters Score: Raw -1286220.491864 + Penalty 3014.162938 = -1283206.328926 nChanged 24 SP:Iteration 35Q (4779.463321 sec): 3 clusters Score: Raw -1286227.272313 + Penalty 3014.162938 = -1283213.109375 nChanged 27 SP:Iteration 36Q (4779.517036 sec): 3 clusters Score: Raw -1286234.733161 + Penalty 3014.162938 = -1283220.570223 nChanged 28 SP:Iteration 37Q (4779.543607 sec): 3 clusters Score: Raw -1286243.362088 + Penalty 3014.162938 = -1283229.199150 nChanged 29 SP:Iteration 38Q (4779.595112 sec): 3 clusters Score: Raw -1286253.269697 + Penalty 3014.162938 = -1283239.106759 nChanged 37 SP:Iteration 39Q (4779.652228 sec): 3 clusters Score: Raw -1286264.448754 + Penalty 3014.162938 = -1283250.285816 nChanged 21 SP:Iteration 40F (4779.713953 sec): 3 clusters Score: Raw -1286270.697687 + Penalty 3014.162938 = -1283256.534749 nChanged 18 SP:Iteration 41Q (4779.774139 sec): 3 clusters Score: Raw -1286279.103461 + Penalty 3014.162938 = -1283264.940523 nChanged 27 SP:Iteration 42Q (4779.829906 sec): 3 clusters Score: Raw -1286289.342209 + Penalty 3014.162938 = -1283275.179271 nChanged 28 SP:Iteration 43Q (4779.888859 sec): 3 clusters Score: Raw -1286297.205195 + Penalty 3014.162938 = -1283283.042256 nChanged 11 SP:Iteration 44Q (4779.931176 sec): 3 clusters Score: Raw -1286299.357589 + Penalty 3014.162938 = -1283285.194651 nChanged 11 SP:Iteration 45Q (4779.986237 sec): 3 clusters Score: Raw -1286301.551926 + Penalty 3014.162938 = -1283287.388988 nChanged 5 SP:Iteration 46Q (4780.040797 sec): 3 clusters Score: Raw -1286302.515043 + Penalty 3014.162938 = -1283288.352105 nChanged 4 SP:Iteration 47Q (4780.086245 sec): 3 clusters Score: Raw -1286303.690676 + Penalty 3014.162938 = -1283289.527738 nChanged 4 SP:Iteration 48Q (4780.138297 sec): 3 clusters Score: Raw -1286304.469270 + Penalty 3014.162938 = -1283290.306332 nChanged 3 SP:Iteration 49Q (4780.192089 sec): 3 clusters Score: Raw -1286305.022695 + Penalty 3014.162938 = -1283290.859757 nChanged 2 SP:Iteration 50Q (4780.233185 sec): 3 clusters Score: Raw -1286305.223495 + Penalty 3014.162938 = -1283291.060557 nChanged 1 SP:Iteration 51Q (4780.297173 sec): 3 clusters Score: Raw -1286305.435304 + Penalty 3014.162938 = -1283291.272366 nChanged 3 SP:Iteration 52Q (4780.354103 sec): 3 clusters Score: Raw -1286305.939974 + Penalty 3014.162938 = -1283291.777035 nChanged 3 SP:Iteration 53Q (4780.409291 sec): 3 clusters Score: Raw -1286306.568501 + Penalty 3014.162938 = -1283292.405563 nChanged 5 SP:Iteration 54Q (4780.477827 sec): 3 clusters Score: Raw -1286307.362376 + Penalty 3014.162938 = -1283293.199438 nChanged 5 SP:Iteration 55Q (4780.527981 sec): 3 clusters Score: Raw -1286308.434650 + Penalty 3014.162938 = -1283294.271712 nChanged 3 SP:Iteration 56Q (4780.571629 sec): 3 clusters Score: Raw -1286309.214287 + Penalty 3014.162938 = -1283295.051349 nChanged 0 SP:Iteration 57F (4780.639786 sec): 3 clusters Score: Raw -1286309.214287 + Penalty 3014.162938 = -1283295.051349 nChanged 0 Trying to split cluster 6 (23708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4780.694568 sec): 2 clusters Score: Raw -3067684.317990 + Penalty 1636.954771 = -3066047.363218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4780.778621 sec): 3 clusters Score: Raw -3053301.457894 + Penalty 3273.909542 = -3050027.548352 nChanged 10691 SP:Iteration 1F (4780.848700 sec): 3 clusters Score: Raw -3059236.105777 + Penalty 3273.909542 = -3055962.196235 nChanged 1431 SP:Iteration 2F (4780.904679 sec): 3 clusters Score: Raw -3059932.964831 + Penalty 3273.909542 = -3056659.055288 nChanged 1553 SP:Iteration 3F (4780.985884 sec): 3 clusters Score: Raw -3060841.707412 + Penalty 3273.909542 = -3057567.797870 nChanged 1710 SP:Iteration 4F (4781.068470 sec): 3 clusters Score: Raw -3061898.650058 + Penalty 3273.909542 = -3058624.740515 nChanged 1635 SP:Iteration 5F (4781.141580 sec): 3 clusters Score: Raw -3062915.201788 + Penalty 3273.909542 = -3059641.292245 nChanged 1424 SP:Iteration 6F (4781.225437 sec): 3 clusters Score: Raw -3063792.470658 + Penalty 3273.909542 = -3060518.561116 nChanged 1265 SP:Iteration 7F (4781.289392 sec): 3 clusters Score: Raw -3064575.653012 + Penalty 3273.909542 = -3061301.743470 nChanged 1110 SP:Iteration 8Q (4781.372108 sec): 3 clusters Score: Raw -3065286.185436 + Penalty 3273.909542 = -3062012.275893 nChanged 930 SP:Iteration 9Q (4781.454150 sec): 3 clusters Score: Raw -3065884.285961 + Penalty 3273.909542 = -3062610.376419 nChanged 837 SP:Iteration 10Q (4781.531947 sec): 3 clusters Score: Raw -3066441.057207 + Penalty 3273.909542 = -3063167.147664 nChanged 717 SP:Iteration 11Q (4781.611725 sec): 3 clusters Score: Raw -3066913.754901 + Penalty 3273.909542 = -3063639.845358 nChanged 526 SP:Iteration 12Q (4781.695835 sec): 3 clusters Score: Raw -3067261.783512 + Penalty 3273.909542 = -3063987.873970 nChanged 414 SP:Iteration 13Q (4781.772820 sec): 3 clusters Score: Raw -3067552.655832 + Penalty 3273.909542 = -3064278.746289 nChanged 306 SP:Iteration 14Q (4781.846180 sec): 3 clusters Score: Raw -3067742.267077 + Penalty 3273.909542 = -3064468.357535 nChanged 209 SP:Iteration 15Q (4781.915164 sec): 3 clusters Score: Raw -3067870.670948 + Penalty 3273.909542 = -3064596.761405 nChanged 131 SP:Iteration 16Q (4781.971506 sec): 3 clusters Score: Raw -3067959.137190 + Penalty 3273.909542 = -3064685.227647 nChanged 88 SP:Iteration 17Q (4782.054181 sec): 3 clusters Score: Raw -3068009.508411 + Penalty 3273.909542 = -3064735.598868 nChanged 52 SP:Iteration 18Q (4782.128728 sec): 3 clusters Score: Raw -3068040.794026 + Penalty 3273.909542 = -3064766.884484 nChanged 39 SP:Iteration 19Q (4782.196263 sec): 3 clusters Score: Raw -3068064.433965 + Penalty 3273.909542 = -3064790.524423 nChanged 31 SP:Iteration 20F (4782.276666 sec): 3 clusters Score: Raw -3068078.496007 + Penalty 3273.909542 = -3064804.586465 nChanged 20 SP:Iteration 21Q (4782.345307 sec): 3 clusters Score: Raw -3068089.136807 + Penalty 3273.909542 = -3064815.227265 nChanged 10 SP:Iteration 22Q (4782.420802 sec): 3 clusters Score: Raw -3068095.458791 + Penalty 3273.909542 = -3064821.549248 nChanged 11 SP:Iteration 23Q (4782.501362 sec): 3 clusters Score: Raw -3068104.874933 + Penalty 3273.909542 = -3064830.965390 nChanged 16 SP:Iteration 24Q (4782.559133 sec): 3 clusters Score: Raw -3068116.128046 + Penalty 3273.909542 = -3064842.218503 nChanged 17 SP:Iteration 25Q (4782.641869 sec): 3 clusters Score: Raw -3068128.966845 + Penalty 3273.909542 = -3064855.057303 nChanged 12 SP:Iteration 26Q (4782.698655 sec): 3 clusters Score: Raw -3068135.765295 + Penalty 3273.909542 = -3064861.855753 nChanged 9 SP:Iteration 27Q (4782.787969 sec): 3 clusters Score: Raw -3068140.284375 + Penalty 3273.909542 = -3064866.374832 nChanged 4 SP:Iteration 28Q (4782.867718 sec): 3 clusters Score: Raw -3068142.237383 + Penalty 3273.909542 = -3064868.327840 nChanged 3 SP:Iteration 29Q (4782.947164 sec): 3 clusters Score: Raw -3068143.850382 + Penalty 3273.909542 = -3064869.940840 nChanged 1 SP:Iteration 30Q (4783.014720 sec): 3 clusters Score: Raw -3068144.495669 + Penalty 3273.909542 = -3064870.586126 nChanged 2 SP:Iteration 31Q (4783.097717 sec): 3 clusters Score: Raw -3068144.855444 + Penalty 3273.909542 = -3064870.945901 nChanged 0 SP:Iteration 32F (4783.170312 sec): 3 clusters Score: Raw -3068144.855444 + Penalty 3273.909542 = -3064870.945901 nChanged 0 Trying to split cluster 7 (16905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4783.211491 sec): 2 clusters Score: Raw -1981541.602261 + Penalty 1581.996766 = -1979959.605495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4783.261199 sec): 3 clusters Score: Raw -1971711.268071 + Penalty 3163.993532 = -1968547.274538 nChanged 7514 SP:Iteration 1F (4783.335340 sec): 3 clusters Score: Raw -1976509.605574 + Penalty 3163.993532 = -1973345.612041 nChanged 1271 SP:Iteration 2F (4783.397159 sec): 3 clusters Score: Raw -1977425.099415 + Penalty 3163.993532 = -1974261.105883 nChanged 1216 SP:Iteration 3F (4783.471016 sec): 3 clusters Score: Raw -1978378.356836 + Penalty 3163.993532 = -1975214.363304 nChanged 1208 SP:Iteration 4F (4783.530943 sec): 3 clusters Score: Raw -1979291.849595 + Penalty 3163.993532 = -1976127.856063 nChanged 1050 SP:Iteration 5F (4783.591873 sec): 3 clusters Score: Raw -1980067.363299 + Penalty 3163.993532 = -1976903.369767 nChanged 939 SP:Iteration 6F (4783.664659 sec): 3 clusters Score: Raw -1980728.010133 + Penalty 3163.993532 = -1977564.016600 nChanged 798 SP:Iteration 7Q (4783.731093 sec): 3 clusters Score: Raw -1981238.153283 + Penalty 3163.993532 = -1978074.159751 nChanged 659 SP:Iteration 8Q (4783.805968 sec): 3 clusters Score: Raw -1981605.490265 + Penalty 3163.993532 = -1978441.496733 nChanged 529 SP:Iteration 9Q (4783.876794 sec): 3 clusters Score: Raw -1981855.306901 + Penalty 3163.993532 = -1978691.313368 nChanged 422 SP:Iteration 10Q (4783.945912 sec): 3 clusters Score: Raw -1982049.537096 + Penalty 3163.993532 = -1978885.543564 nChanged 362 SP:Iteration 11Q (4784.009779 sec): 3 clusters Score: Raw -1982201.830350 + Penalty 3163.993532 = -1979037.836817 nChanged 320 SP:Iteration 12Q (4784.081087 sec): 3 clusters Score: Raw -1982330.423449 + Penalty 3163.993532 = -1979166.429916 nChanged 244 SP:Iteration 13Q (4784.142348 sec): 3 clusters Score: Raw -1982412.659925 + Penalty 3163.993532 = -1979248.666393 nChanged 218 SP:Iteration 14Q (4784.201168 sec): 3 clusters Score: Raw -1982484.183986 + Penalty 3163.993532 = -1979320.190453 nChanged 198 SP:Iteration 15Q (4784.274075 sec): 3 clusters Score: Raw -1982552.259850 + Penalty 3163.993532 = -1979388.266318 nChanged 187 SP:Iteration 16Q (4784.343332 sec): 3 clusters Score: Raw -1982617.785236 + Penalty 3163.993532 = -1979453.791703 nChanged 191 SP:Iteration 17Q (4784.418289 sec): 3 clusters Score: Raw -1982688.180788 + Penalty 3163.993532 = -1979524.187256 nChanged 200 SP:Iteration 18Q (4784.494072 sec): 3 clusters Score: Raw -1982782.066120 + Penalty 3163.993532 = -1979618.072587 nChanged 197 SP:Iteration 19Q (4784.560353 sec): 3 clusters Score: Raw -1982884.617032 + Penalty 3163.993532 = -1979720.623500 nChanged 205 SP:Iteration 20F (4784.640268 sec): 3 clusters Score: Raw -1982988.551826 + Penalty 3163.993532 = -1979824.558293 nChanged 226 SP:Iteration 21Q (4784.721228 sec): 3 clusters Score: Raw -1983111.371206 + Penalty 3163.993532 = -1979947.377674 nChanged 226 SP:Iteration 22Q (4784.796866 sec): 3 clusters Score: Raw -1983249.803696 + Penalty 3163.993532 = -1980085.810164 nChanged 231 SP:Iteration 23Q (4784.861358 sec): 3 clusters Score: Raw -1983377.587798 + Penalty 3163.993532 = -1980213.594265 nChanged 239 SP:Iteration 24Q (4784.933058 sec): 3 clusters Score: Raw -1983500.145558 + Penalty 3163.993532 = -1980336.152025 nChanged 201 SP:Iteration 25Q (4785.018273 sec): 3 clusters Score: Raw -1983606.201680 + Penalty 3163.993532 = -1980442.208148 nChanged 193 SP:Iteration 26Q (4785.093950 sec): 3 clusters Score: Raw -1983687.540806 + Penalty 3163.993532 = -1980523.547274 nChanged 177 SP:Iteration 27Q (4785.156233 sec): 3 clusters Score: Raw -1983756.263768 + Penalty 3163.993532 = -1980592.270236 nChanged 147 SP:Iteration 28Q (4785.233573 sec): 3 clusters Score: Raw -1983804.324365 + Penalty 3163.993532 = -1980640.330832 nChanged 111 SP:Iteration 29Q (4785.293015 sec): 3 clusters Score: Raw -1983833.401723 + Penalty 3163.993532 = -1980669.408191 nChanged 84 SP:Iteration 30Q (4785.380839 sec): 3 clusters Score: Raw -1983848.905416 + Penalty 3163.993532 = -1980684.911883 nChanged 55 SP:Iteration 31Q (4785.455653 sec): 3 clusters Score: Raw -1983857.141720 + Penalty 3163.993532 = -1980693.148188 nChanged 39 SP:Iteration 32Q (4785.531650 sec): 3 clusters Score: Raw -1983862.950797 + Penalty 3163.993532 = -1980698.957264 nChanged 37 SP:Iteration 33Q (4785.605953 sec): 3 clusters Score: Raw -1983869.574487 + Penalty 3163.993532 = -1980705.580955 nChanged 45 SP:Iteration 34Q (4785.677240 sec): 3 clusters Score: Raw -1983877.731758 + Penalty 3163.993532 = -1980713.738226 nChanged 47 SP:Iteration 35Q (4785.752537 sec): 3 clusters Score: Raw -1983886.161738 + Penalty 3163.993532 = -1980722.168206 nChanged 40 SP:Iteration 36Q (4785.821875 sec): 3 clusters Score: Raw -1983892.758326 + Penalty 3163.993532 = -1980728.764793 nChanged 42 SP:Iteration 37Q (4785.880950 sec): 3 clusters Score: Raw -1983899.352265 + Penalty 3163.993532 = -1980735.358733 nChanged 35 SP:Iteration 38Q (4785.949908 sec): 3 clusters Score: Raw -1983904.301864 + Penalty 3163.993532 = -1980740.308332 nChanged 36 SP:Iteration 39Q (4786.020513 sec): 3 clusters Score: Raw -1983911.335814 + Penalty 3163.993532 = -1980747.342282 nChanged 52 SP:Iteration 40F (4786.090655 sec): 3 clusters Score: Raw -1983920.360918 + Penalty 3163.993532 = -1980756.367386 nChanged 51 SP:Iteration 41Q (4786.158994 sec): 3 clusters Score: Raw -1983927.449535 + Penalty 3163.993532 = -1980763.456003 nChanged 36 SP:Iteration 42Q (4786.222419 sec): 3 clusters Score: Raw -1983932.910083 + Penalty 3163.993532 = -1980768.916550 nChanged 43 SP:Iteration 43Q (4786.292900 sec): 3 clusters Score: Raw -1983939.753036 + Penalty 3163.993532 = -1980775.759504 nChanged 33 SP:Iteration 44Q (4786.363200 sec): 3 clusters Score: Raw -1983947.883730 + Penalty 3163.993532 = -1980783.890198 nChanged 36 SP:Iteration 45Q (4786.434633 sec): 3 clusters Score: Raw -1983952.867253 + Penalty 3163.993532 = -1980788.873720 nChanged 29 SP:Iteration 46Q (4786.520317 sec): 3 clusters Score: Raw -1983956.654523 + Penalty 3163.993532 = -1980792.660990 nChanged 24 SP:Iteration 47Q (4786.595171 sec): 3 clusters Score: Raw -1983959.646623 + Penalty 3163.993532 = -1980795.653091 nChanged 24 SP:Iteration 48Q (4786.669592 sec): 3 clusters Score: Raw -1983962.218528 + Penalty 3163.993532 = -1980798.224996 nChanged 16 SP:Iteration 49Q (4786.740825 sec): 3 clusters Score: Raw -1983963.524100 + Penalty 3163.993532 = -1980799.530568 nChanged 7 SP:Iteration 50Q (4786.815911 sec): 3 clusters Score: Raw -1983964.372118 + Penalty 3163.993532 = -1980800.378586 nChanged 10 SP:Iteration 51Q (4786.891077 sec): 3 clusters Score: Raw -1983965.523033 + Penalty 3163.993532 = -1980801.529501 nChanged 11 SP:Iteration 52Q (4786.953631 sec): 3 clusters Score: Raw -1983966.686660 + Penalty 3163.993532 = -1980802.693128 nChanged 7 SP:Iteration 53Q (4787.026859 sec): 3 clusters Score: Raw -1983967.215402 + Penalty 3163.993532 = -1980803.221870 nChanged 4 SP:Iteration 54Q (4787.100036 sec): 3 clusters Score: Raw -1983967.421455 + Penalty 3163.993532 = -1980803.427922 nChanged 1 SP:Iteration 55Q (4787.179339 sec): 3 clusters Score: Raw -1983967.491966 + Penalty 3163.993532 = -1980803.498433 nChanged 2 SP:Iteration 56Q (4787.252326 sec): 3 clusters Score: Raw -1983967.579018 + Penalty 3163.993532 = -1980803.585485 nChanged 0 SP:Iteration 57F (4787.329765 sec): 3 clusters Score: Raw -1983967.579018 + Penalty 3163.993532 = -1980803.585485 nChanged 0 Score: Raw -84144278.632285 + Penalty 89551.691897 = -84054726.940388 Splitting cluster 7 changes total score from -84054458.212640 to -84054726.940388 So it's getting split into cluster 41. Trying to split cluster 8 (31271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4804.381010 sec): 2 clusters Score: Raw -3947364.987007 + Penalty 1681.947545 = -3945683.039463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4804.468414 sec): 3 clusters Score: Raw -3927948.508856 + Penalty 3363.895090 = -3924584.613767 nChanged 14385 SP:Iteration 1F (4804.565498 sec): 3 clusters Score: Raw -3936254.198391 + Penalty 3363.895090 = -3932890.303301 nChanged 1703 SP:Iteration 2F (4804.640333 sec): 3 clusters Score: Raw -3937030.324104 + Penalty 3363.895090 = -3933666.429015 nChanged 1817 SP:Iteration 3F (4804.738062 sec): 3 clusters Score: Raw -3937924.568250 + Penalty 3363.895090 = -3934560.673160 nChanged 1812 SP:Iteration 4F (4804.840059 sec): 3 clusters Score: Raw -3938991.773555 + Penalty 3363.895090 = -3935627.878466 nChanged 1903 SP:Iteration 5F (4804.936889 sec): 3 clusters Score: Raw -3940237.224505 + Penalty 3363.895090 = -3936873.329415 nChanged 1966 SP:Iteration 6F (4805.029798 sec): 3 clusters Score: Raw -3941627.695997 + Penalty 3363.895090 = -3938263.800907 nChanged 1847 SP:Iteration 7F (4805.109029 sec): 3 clusters Score: Raw -3942997.569468 + Penalty 3363.895090 = -3939633.674378 nChanged 1692 SP:Iteration 8F (4805.204963 sec): 3 clusters Score: Raw -3944167.681039 + Penalty 3363.895090 = -3940803.785949 nChanged 1386 SP:Iteration 9Q (4805.299072 sec): 3 clusters Score: Raw -3944949.927763 + Penalty 3363.895090 = -3941586.032673 nChanged 998 SP:Iteration 10Q (4805.384149 sec): 3 clusters Score: Raw -3945404.257504 + Penalty 3363.895090 = -3942040.362414 nChanged 722 SP:Iteration 11Q (4805.473751 sec): 3 clusters Score: Raw -3945684.519644 + Penalty 3363.895090 = -3942320.624554 nChanged 556 SP:Iteration 12Q (4805.560373 sec): 3 clusters Score: Raw -3945863.159746 + Penalty 3363.895090 = -3942499.264656 nChanged 441 SP:Iteration 13Q (4805.646783 sec): 3 clusters Score: Raw -3946001.245877 + Penalty 3363.895090 = -3942637.350788 nChanged 380 SP:Iteration 14Q (4805.724778 sec): 3 clusters Score: Raw -3946111.822131 + Penalty 3363.895090 = -3942747.927042 nChanged 355 SP:Iteration 15Q (4805.813963 sec): 3 clusters Score: Raw -3946215.936890 + Penalty 3363.895090 = -3942852.041800 nChanged 337 SP:Iteration 16Q (4805.890029 sec): 3 clusters Score: Raw -3946314.028703 + Penalty 3363.895090 = -3942950.133613 nChanged 320 SP:Iteration 17Q (4805.977190 sec): 3 clusters Score: Raw -3946402.186095 + Penalty 3363.895090 = -3943038.291006 nChanged 307 SP:Iteration 18Q (4806.072029 sec): 3 clusters Score: Raw -3946493.591106 + Penalty 3363.895090 = -3943129.696017 nChanged 304 SP:Iteration 19Q (4806.161059 sec): 3 clusters Score: Raw -3946582.993453 + Penalty 3363.895090 = -3943219.098364 nChanged 306 SP:Iteration 20F (4806.249510 sec): 3 clusters Score: Raw -3946674.196877 + Penalty 3363.895090 = -3943310.301788 nChanged 282 SP:Iteration 21Q (4806.334432 sec): 3 clusters Score: Raw -3946767.524359 + Penalty 3363.895090 = -3943403.629270 nChanged 281 SP:Iteration 22Q (4806.418752 sec): 3 clusters Score: Raw -3946864.812346 + Penalty 3363.895090 = -3943500.917256 nChanged 267 SP:Iteration 23Q (4806.500996 sec): 3 clusters Score: Raw -3946952.228692 + Penalty 3363.895090 = -3943588.333602 nChanged 259 SP:Iteration 24Q (4806.596201 sec): 3 clusters Score: Raw -3947041.544260 + Penalty 3363.895090 = -3943677.649170 nChanged 251 SP:Iteration 25Q (4806.681417 sec): 3 clusters Score: Raw -3947129.839139 + Penalty 3363.895090 = -3943765.944050 nChanged 232 SP:Iteration 26Q (4806.753021 sec): 3 clusters Score: Raw -3947216.572942 + Penalty 3363.895090 = -3943852.677852 nChanged 217 SP:Iteration 27Q (4806.834840 sec): 3 clusters Score: Raw -3947297.824143 + Penalty 3363.895090 = -3943933.929054 nChanged 170 SP:Iteration 28Q (4806.917587 sec): 3 clusters Score: Raw -3947358.662574 + Penalty 3363.895090 = -3943994.767484 nChanged 155 SP:Iteration 29Q (4807.010777 sec): 3 clusters Score: Raw -3947414.276048 + Penalty 3363.895090 = -3944050.380958 nChanged 149 SP:Iteration 30Q (4807.091351 sec): 3 clusters Score: Raw -3947468.672176 + Penalty 3363.895090 = -3944104.777087 nChanged 126 SP:Iteration 31Q (4807.176213 sec): 3 clusters Score: Raw -3947508.045653 + Penalty 3363.895090 = -3944144.150563 nChanged 103 SP:Iteration 32Q (4807.270210 sec): 3 clusters Score: Raw -3947536.183941 + Penalty 3363.895090 = -3944172.288851 nChanged 84 SP:Iteration 33Q (4807.355444 sec): 3 clusters Score: Raw -3947565.128906 + Penalty 3363.895090 = -3944201.233817 nChanged 94 SP:Iteration 34Q (4807.445742 sec): 3 clusters Score: Raw -3947603.360003 + Penalty 3363.895090 = -3944239.464913 nChanged 94 SP:Iteration 35Q (4807.528871 sec): 3 clusters Score: Raw -3947643.942053 + Penalty 3363.895090 = -3944280.046964 nChanged 92 SP:Iteration 36Q (4807.623283 sec): 3 clusters Score: Raw -3947688.835561 + Penalty 3363.895090 = -3944324.940471 nChanged 96 SP:Iteration 37Q (4807.701330 sec): 3 clusters Score: Raw -3947735.879703 + Penalty 3363.895090 = -3944371.984613 nChanged 101 SP:Iteration 38Q (4807.786115 sec): 3 clusters Score: Raw -3947783.128848 + Penalty 3363.895090 = -3944419.233758 nChanged 81 SP:Iteration 39Q (4807.878189 sec): 3 clusters Score: Raw -3947811.508325 + Penalty 3363.895090 = -3944447.613235 nChanged 67 SP:Iteration 40F (4807.969231 sec): 3 clusters Score: Raw -3947838.142360 + Penalty 3363.895090 = -3944474.247271 nChanged 72 SP:Iteration 41Q (4808.047751 sec): 3 clusters Score: Raw -3947861.840152 + Penalty 3363.895090 = -3944497.945062 nChanged 59 SP:Iteration 42Q (4808.128997 sec): 3 clusters Score: Raw -3947876.676838 + Penalty 3363.895090 = -3944512.781748 nChanged 45 SP:Iteration 43Q (4808.203154 sec): 3 clusters Score: Raw -3947887.545492 + Penalty 3363.895090 = -3944523.650402 nChanged 40 SP:Iteration 44Q (4808.276074 sec): 3 clusters Score: Raw -3947898.124556 + Penalty 3363.895090 = -3944534.229466 nChanged 36 SP:Iteration 45Q (4808.366974 sec): 3 clusters Score: Raw -3947905.861838 + Penalty 3363.895090 = -3944541.966748 nChanged 27 SP:Iteration 46Q (4808.443738 sec): 3 clusters Score: Raw -3947913.433152 + Penalty 3363.895090 = -3944549.538062 nChanged 29 SP:Iteration 47Q (4808.525120 sec): 3 clusters Score: Raw -3947920.390198 + Penalty 3363.895090 = -3944556.495109 nChanged 20 SP:Iteration 48Q (4808.612088 sec): 3 clusters Score: Raw -3947926.341159 + Penalty 3363.895090 = -3944562.446069 nChanged 30 SP:Iteration 49Q (4808.696864 sec): 3 clusters Score: Raw -3947934.421236 + Penalty 3363.895090 = -3944570.526146 nChanged 20 SP:Iteration 50Q (4808.777120 sec): 3 clusters Score: Raw -3947937.996695 + Penalty 3363.895090 = -3944574.101605 nChanged 12 SP:Iteration 51Q (4808.858997 sec): 3 clusters Score: Raw -3947940.056510 + Penalty 3363.895090 = -3944576.161420 nChanged 11 SP:Iteration 52Q (4808.938776 sec): 3 clusters Score: Raw -3947942.409790 + Penalty 3363.895090 = -3944578.514700 nChanged 17 SP:Iteration 53Q (4809.023533 sec): 3 clusters Score: Raw -3947946.550035 + Penalty 3363.895090 = -3944582.654945 nChanged 11 SP:Iteration 54Q (4809.110721 sec): 3 clusters Score: Raw -3947948.831343 + Penalty 3363.895090 = -3944584.936253 nChanged 10 SP:Iteration 55Q (4809.197676 sec): 3 clusters Score: Raw -3947950.765300 + Penalty 3363.895090 = -3944586.870211 nChanged 6 SP:Iteration 56Q (4809.283672 sec): 3 clusters Score: Raw -3947953.293155 + Penalty 3363.895090 = -3944589.398065 nChanged 9 SP:Iteration 57Q (4809.368789 sec): 3 clusters Score: Raw -3947954.941587 + Penalty 3363.895090 = -3944591.046498 nChanged 5 SP:Iteration 58Q (4809.444456 sec): 3 clusters Score: Raw -3947955.933505 + Penalty 3363.895090 = -3944592.038415 nChanged 6 SP:Iteration 59Q (4809.533327 sec): 3 clusters Score: Raw -3947957.231239 + Penalty 3363.895090 = -3944593.336149 nChanged 6 SP:Iteration 60F (4809.613466 sec): 3 clusters Score: Raw -3947958.133942 + Penalty 3363.895090 = -3944594.238853 nChanged 3 SP:Iteration 61Q (4809.695955 sec): 3 clusters Score: Raw -3947958.564891 + Penalty 3363.895090 = -3944594.669801 nChanged 2 SP:Iteration 62Q (4809.780743 sec): 3 clusters Score: Raw -3947959.366640 + Penalty 3363.895090 = -3944595.471550 nChanged 7 SP:Iteration 63Q (4809.853530 sec): 3 clusters Score: Raw -3947960.784941 + Penalty 3363.895090 = -3944596.889851 nChanged 7 SP:Iteration 64Q (4809.952918 sec): 3 clusters Score: Raw -3947962.014867 + Penalty 3363.895090 = -3944598.119778 nChanged 7 SP:Iteration 65Q (4810.037540 sec): 3 clusters Score: Raw -3947963.314366 + Penalty 3363.895090 = -3944599.419276 nChanged 4 SP:Iteration 66Q (4810.098604 sec): 3 clusters Score: Raw -3947964.023111 + Penalty 3363.895090 = -3944600.128021 nChanged 3 SP:Iteration 67Q (4810.173424 sec): 3 clusters Score: Raw -3947964.294713 + Penalty 3363.895090 = -3944600.399624 nChanged 1 SP:Iteration 68Q (4810.263830 sec): 3 clusters Score: Raw -3947964.479982 + Penalty 3363.895090 = -3944600.584892 nChanged 2 SP:Iteration 69Q (4810.349107 sec): 3 clusters Score: Raw -3947965.248810 + Penalty 3363.895090 = -3944601.353721 nChanged 5 SP:Iteration 70Q (4810.423636 sec): 3 clusters Score: Raw -3947966.443832 + Penalty 3363.895090 = -3944602.548743 nChanged 6 SP:Iteration 71Q (4810.507745 sec): 3 clusters Score: Raw -3947967.254487 + Penalty 3363.895090 = -3944603.359397 nChanged 4 SP:Iteration 72Q (4810.585574 sec): 3 clusters Score: Raw -3947967.889213 + Penalty 3363.895090 = -3944603.994123 nChanged 0 SP:Iteration 73F (4810.685527 sec): 3 clusters Score: Raw -3947967.889213 + Penalty 3363.895090 = -3944603.994123 nChanged 0 Trying to split cluster 9 (114710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4810.868395 sec): 2 clusters Score: Raw -14554991.138621 + Penalty 1893.151404 = -14553097.987218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4811.106288 sec): 3 clusters Score: Raw -14479929.563930 + Penalty 3786.302807 = -14476143.261123 nChanged 55195 SP:Iteration 1F (4811.339757 sec): 3 clusters Score: Raw -14513088.319731 + Penalty 3786.302807 = -14509302.016924 nChanged 5418 SP:Iteration 2Q (4811.569975 sec): 3 clusters Score: Raw -14515347.217910 + Penalty 3786.302807 = -14511560.915103 nChanged 6886 SP:Iteration 3F (4811.813274 sec): 3 clusters Score: Raw -14519134.142130 + Penalty 3786.302807 = -14515347.839323 nChanged 8512 SP:Iteration 4F (4812.055904 sec): 3 clusters Score: Raw -14525113.167364 + Penalty 3786.302807 = -14521326.864557 nChanged 9699 SP:Iteration 5F (4812.271593 sec): 3 clusters Score: Raw -14533459.771832 + Penalty 3786.302807 = -14529673.469025 nChanged 9206 SP:Iteration 6F (4812.511397 sec): 3 clusters Score: Raw -14542229.613543 + Penalty 3786.302807 = -14538443.310736 nChanged 6910 SP:Iteration 7F (4812.748815 sec): 3 clusters Score: Raw -14548900.518588 + Penalty 3786.302807 = -14545114.215781 nChanged 3998 SP:Iteration 8Q (4812.984026 sec): 3 clusters Score: Raw -14552614.312257 + Penalty 3786.302807 = -14548828.009450 nChanged 1856 SP:Iteration 9Q (4813.200972 sec): 3 clusters Score: Raw -14554216.260716 + Penalty 3786.302807 = -14550429.957909 nChanged 762 SP:Iteration 10Q (4813.402015 sec): 3 clusters Score: Raw -14554863.653699 + Penalty 3786.302807 = -14551077.350892 nChanged 282 SP:Iteration 11Q (4813.591159 sec): 3 clusters Score: Raw -14555122.767761 + Penalty 3786.302807 = -14551336.464954 nChanged 106 SP:Iteration 12Q (4813.792948 sec): 3 clusters Score: Raw -14555218.907968 + Penalty 3786.302807 = -14551432.605160 nChanged 53 SP:Iteration 13Q (4813.992078 sec): 3 clusters Score: Raw -14555263.718225 + Penalty 3786.302807 = -14551477.415418 nChanged 39 SP:Iteration 14Q (4814.187513 sec): 3 clusters Score: Raw -14555299.404103 + Penalty 3786.302807 = -14551513.101296 nChanged 30 SP:Iteration 15Q (4814.375591 sec): 3 clusters Score: Raw -14555320.140275 + Penalty 3786.302807 = -14551533.837468 nChanged 16 SP:Iteration 16Q (4814.565527 sec): 3 clusters Score: Raw -14555334.898401 + Penalty 3786.302807 = -14551548.595594 nChanged 14 SP:Iteration 17Q (4814.769217 sec): 3 clusters Score: Raw -14555346.030739 + Penalty 3786.302807 = -14551559.727932 nChanged 10 SP:Iteration 18Q (4814.948686 sec): 3 clusters Score: Raw -14555353.580990 + Penalty 3786.302807 = -14551567.278183 nChanged 4 SP:Iteration 19Q (4815.138537 sec): 3 clusters Score: Raw -14555359.505062 + Penalty 3786.302807 = -14551573.202255 nChanged 8 SP:Iteration 20F (4815.366024 sec): 3 clusters Score: Raw -14555365.626488 + Penalty 3786.302807 = -14551579.323681 nChanged 4 SP:Iteration 21Q (4815.568361 sec): 3 clusters Score: Raw -14555369.014996 + Penalty 3786.302807 = -14551582.712189 nChanged 5 SP:Iteration 22Q (4815.749155 sec): 3 clusters Score: Raw -14555371.923452 + Penalty 3786.302807 = -14551585.620645 nChanged 2 SP:Iteration 23Q (4815.941288 sec): 3 clusters Score: Raw -14555373.378157 + Penalty 3786.302807 = -14551587.075350 nChanged 3 SP:Iteration 24Q (4816.132035 sec): 3 clusters Score: Raw -14555374.543852 + Penalty 3786.302807 = -14551588.241045 nChanged 2 SP:Iteration 25Q (4816.328295 sec): 3 clusters Score: Raw -14555375.299223 + Penalty 3786.302807 = -14551588.996416 nChanged 1 SP:Iteration 26Q (4816.532186 sec): 3 clusters Score: Raw -14555375.936656 + Penalty 3786.302807 = -14551589.633849 nChanged 0 SP:Iteration 27F (4816.748930 sec): 3 clusters Score: Raw -14555375.936656 + Penalty 3786.302807 = -14551589.633849 nChanged 0 Trying to split cluster 10 (1912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4816.781900 sec): 2 clusters Score: Raw -221249.643511 + Penalty 1227.834578 = -220021.808933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4816.819682 sec): 3 clusters Score: Raw -220478.991722 + Penalty 2455.669155 = -218023.322567 nChanged 627 SP:Iteration 1F (4816.851349 sec): 3 clusters Score: Raw -221036.955920 + Penalty 2455.669155 = -218581.286765 nChanged 206 SP:Iteration 2F (4816.893278 sec): 3 clusters Score: Raw -221314.521974 + Penalty 2455.669155 = -218858.852818 nChanged 143 SP:Iteration 3F (4816.942212 sec): 3 clusters Score: Raw -221523.953113 + Penalty 2455.669155 = -219068.283957 nChanged 108 SP:Iteration 4F (4816.983036 sec): 3 clusters Score: Raw -221681.257210 + Penalty 2455.669155 = -219225.588054 nChanged 92 SP:Iteration 5Q (4817.026665 sec): 3 clusters Score: Raw -221786.040421 + Penalty 2455.669155 = -219330.371265 nChanged 59 SP:Iteration 6Q (4817.078590 sec): 3 clusters Score: Raw -221839.714875 + Penalty 2455.669155 = -219384.045720 nChanged 36 SP:Iteration 7Q (4817.133687 sec): 3 clusters Score: Raw -221862.373981 + Penalty 2455.669155 = -219406.704826 nChanged 21 SP:Iteration 8Q (4817.170881 sec): 3 clusters Score: Raw -221873.477570 + Penalty 2455.669155 = -219417.808415 nChanged 14 SP:Iteration 9Q (4817.214305 sec): 3 clusters Score: Raw -221880.986546 + Penalty 2455.669155 = -219425.317390 nChanged 11 SP:Iteration 10Q (4817.258051 sec): 3 clusters Score: Raw -221885.689137 + Penalty 2455.669155 = -219430.019981 nChanged 9 SP:Iteration 11Q (4817.310163 sec): 3 clusters Score: Raw -221889.513547 + Penalty 2455.669155 = -219433.844391 nChanged 5 SP:Iteration 12Q (4817.339764 sec): 3 clusters Score: Raw -221891.802639 + Penalty 2455.669155 = -219436.133484 nChanged 4 SP:Iteration 13Q (4817.377682 sec): 3 clusters Score: Raw -221894.372082 + Penalty 2455.669155 = -219438.702927 nChanged 3 SP:Iteration 14Q (4817.416630 sec): 3 clusters Score: Raw -221895.816352 + Penalty 2455.669155 = -219440.147197 nChanged 3 SP:Iteration 15Q (4817.461389 sec): 3 clusters Score: Raw -221897.545162 + Penalty 2455.669155 = -219441.876006 nChanged 3 SP:Iteration 16Q (4817.510413 sec): 3 clusters Score: Raw -221899.738478 + Penalty 2455.669155 = -219444.069323 nChanged 4 SP:Iteration 17Q (4817.547543 sec): 3 clusters Score: Raw -221901.043691 + Penalty 2455.669155 = -219445.374536 nChanged 3 SP:Iteration 18Q (4817.594167 sec): 3 clusters Score: Raw -221902.417923 + Penalty 2455.669155 = -219446.748768 nChanged 5 SP:Iteration 19Q (4817.641224 sec): 3 clusters Score: Raw -221906.195342 + Penalty 2455.669155 = -219450.526187 nChanged 6 SP:Iteration 20F (4817.688769 sec): 3 clusters Score: Raw -221910.678205 + Penalty 2455.669155 = -219455.009050 nChanged 10 SP:Iteration 21Q (4817.727516 sec): 3 clusters Score: Raw -221916.572809 + Penalty 2455.669155 = -219460.903654 nChanged 9 SP:Iteration 22Q (4817.772830 sec): 3 clusters Score: Raw -221922.090619 + Penalty 2455.669155 = -219466.421464 nChanged 8 SP:Iteration 23Q (4817.815221 sec): 3 clusters Score: Raw -221925.934099 + Penalty 2455.669155 = -219470.264944 nChanged 7 SP:Iteration 24Q (4817.861679 sec): 3 clusters Score: Raw -221929.588868 + Penalty 2455.669155 = -219473.919713 nChanged 11 SP:Iteration 25Q (4817.903892 sec): 3 clusters Score: Raw -221936.052621 + Penalty 2455.669155 = -219480.383465 nChanged 8 SP:Iteration 26Q (4817.946337 sec): 3 clusters Score: Raw -221941.268831 + Penalty 2455.669155 = -219485.599676 nChanged 4 SP:Iteration 27Q (4817.998072 sec): 3 clusters Score: Raw -221946.000344 + Penalty 2455.669155 = -219490.331189 nChanged 5 SP:Iteration 28Q (4818.037599 sec): 3 clusters Score: Raw -221951.182884 + Penalty 2455.669155 = -219495.513728 nChanged 10 SP:Iteration 29Q (4818.085867 sec): 3 clusters Score: Raw -221960.096928 + Penalty 2455.669155 = -219504.427772 nChanged 7 SP:Iteration 30Q (4818.125624 sec): 3 clusters Score: Raw -221962.703037 + Penalty 2455.669155 = -219507.033882 nChanged 2 SP:Iteration 31Q (4818.175647 sec): 3 clusters Score: Raw -221963.637785 + Penalty 2455.669155 = -219507.968629 nChanged 1 SP:Iteration 32Q (4818.216050 sec): 3 clusters Score: Raw -221964.284651 + Penalty 2455.669155 = -219508.615496 nChanged 2 SP:Iteration 33Q (4818.264402 sec): 3 clusters Score: Raw -221965.294196 + Penalty 2455.669155 = -219509.625041 nChanged 0 SP:Iteration 34F (4818.311618 sec): 3 clusters Score: Raw -221965.294196 + Penalty 2455.669155 = -219509.625041 nChanged 0 Trying to split cluster 11 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4818.327488 sec): 2 clusters Score: Raw -27393.686357 + Penalty 908.535384 = -26485.150973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4818.366809 sec): 3 clusters Score: Raw -27527.079493 + Penalty 1817.070769 = -25710.008724 nChanged 56 SP:Iteration 1F (4818.406467 sec): 3 clusters Score: Raw -27746.346664 + Penalty 1817.070769 = -25929.275896 nChanged 23 SP:Iteration 2F (4818.444440 sec): 3 clusters Score: Raw -28015.806415 + Penalty 1817.070769 = -26198.735646 nChanged 20 SP:Iteration 3F (4818.489648 sec): 3 clusters Score: Raw -28200.654870 + Penalty 1817.070769 = -26383.584102 nChanged 11 SP:Iteration 4Q (4818.525368 sec): 3 clusters Score: Raw -28239.145754 + Penalty 1817.070769 = -26422.074985 nChanged 6 SP:Iteration 5Q (4818.574841 sec): 3 clusters Score: Raw -28259.422450 + Penalty 1817.070769 = -26442.351681 nChanged 2 SP:Iteration 6Q (4818.609562 sec): 3 clusters Score: Raw -28271.985026 + Penalty 1817.070769 = -26454.914257 nChanged 2 SP:Iteration 7Q (4818.669217 sec): 3 clusters Score: Raw -28277.768898 + Penalty 1817.070769 = -26460.698130 nChanged 0 SP:Iteration 8F (4818.700487 sec): 3 clusters Score: Raw -28277.768898 + Penalty 1817.070769 = -26460.698130 nChanged 0 Trying to split cluster 12 (36617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4818.775333 sec): 2 clusters Score: Raw -4569260.450653 + Penalty 1707.593533 = -4567552.857120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4818.875404 sec): 3 clusters Score: Raw -4546356.471257 + Penalty 3415.187065 = -4542941.284192 nChanged 17102 SP:Iteration 1F (4818.987421 sec): 3 clusters Score: Raw -4556302.297230 + Penalty 3415.187065 = -4552887.110165 nChanged 1831 SP:Iteration 2F (4819.073428 sec): 3 clusters Score: Raw -4557070.182818 + Penalty 3415.187065 = -4553654.995753 nChanged 1898 SP:Iteration 3F (4819.170604 sec): 3 clusters Score: Raw -4558010.910163 + Penalty 3415.187065 = -4554595.723098 nChanged 2088 SP:Iteration 4F (4819.277252 sec): 3 clusters Score: Raw -4559214.844421 + Penalty 3415.187065 = -4555799.657356 nChanged 2311 SP:Iteration 5F (4819.380481 sec): 3 clusters Score: Raw -4560721.247999 + Penalty 3415.187065 = -4557306.060934 nChanged 2342 SP:Iteration 6F (4819.459465 sec): 3 clusters Score: Raw -4562478.036518 + Penalty 3415.187065 = -4559062.849453 nChanged 2401 SP:Iteration 7F (4819.527856 sec): 3 clusters Score: Raw -4564433.831719 + Penalty 3415.187065 = -4561018.644654 nChanged 2112 SP:Iteration 8F (4819.638929 sec): 3 clusters Score: Raw -4566223.312491 + Penalty 3415.187065 = -4562808.125426 nChanged 1805 SP:Iteration 9Q (4819.736909 sec): 3 clusters Score: Raw -4567631.958128 + Penalty 3415.187065 = -4564216.771063 nChanged 1380 SP:Iteration 10Q (4819.802827 sec): 3 clusters Score: Raw -4568511.617841 + Penalty 3415.187065 = -4565096.430776 nChanged 994 SP:Iteration 11Q (4819.899030 sec): 3 clusters Score: Raw -4569068.809015 + Penalty 3415.187065 = -4565653.621950 nChanged 776 SP:Iteration 12Q (4820.003019 sec): 3 clusters Score: Raw -4569437.484409 + Penalty 3415.187065 = -4566022.297344 nChanged 636 SP:Iteration 13Q (4820.105476 sec): 3 clusters Score: Raw -4569674.454552 + Penalty 3415.187065 = -4566259.267487 nChanged 511 SP:Iteration 14Q (4820.193444 sec): 3 clusters Score: Raw -4569820.176370 + Penalty 3415.187065 = -4566404.989305 nChanged 390 SP:Iteration 15Q (4820.283554 sec): 3 clusters Score: Raw -4569899.595894 + Penalty 3415.187065 = -4566484.408829 nChanged 255 SP:Iteration 16Q (4820.376498 sec): 3 clusters Score: Raw -4569940.614108 + Penalty 3415.187065 = -4566525.427043 nChanged 192 SP:Iteration 17Q (4820.473004 sec): 3 clusters Score: Raw -4569964.175238 + Penalty 3415.187065 = -4566548.988173 nChanged 150 SP:Iteration 18Q (4820.561284 sec): 3 clusters Score: Raw -4569982.370105 + Penalty 3415.187065 = -4566567.183040 nChanged 138 SP:Iteration 19Q (4820.664604 sec): 3 clusters Score: Raw -4569996.705888 + Penalty 3415.187065 = -4566581.518823 nChanged 106 SP:Iteration 20F (4820.762388 sec): 3 clusters Score: Raw -4570004.966755 + Penalty 3415.187065 = -4566589.779690 nChanged 83 SP:Iteration 21Q (4820.848367 sec): 3 clusters Score: Raw -4570010.636863 + Penalty 3415.187065 = -4566595.449798 nChanged 55 SP:Iteration 22Q (4820.953112 sec): 3 clusters Score: Raw -4570013.873449 + Penalty 3415.187065 = -4566598.686384 nChanged 56 SP:Iteration 23Q (4821.049393 sec): 3 clusters Score: Raw -4570016.592326 + Penalty 3415.187065 = -4566601.405261 nChanged 45 SP:Iteration 24Q (4821.142014 sec): 3 clusters Score: Raw -4570019.095638 + Penalty 3415.187065 = -4566603.908573 nChanged 35 SP:Iteration 25Q (4821.236387 sec): 3 clusters Score: Raw -4570021.129280 + Penalty 3415.187065 = -4566605.942215 nChanged 40 SP:Iteration 26Q (4821.331069 sec): 3 clusters Score: Raw -4570023.465293 + Penalty 3415.187065 = -4566608.278228 nChanged 39 SP:Iteration 27Q (4821.429518 sec): 3 clusters Score: Raw -4570025.627686 + Penalty 3415.187065 = -4566610.440621 nChanged 38 SP:Iteration 28Q (4821.530116 sec): 3 clusters Score: Raw -4570027.946694 + Penalty 3415.187065 = -4566612.759629 nChanged 40 SP:Iteration 29Q (4821.640256 sec): 3 clusters Score: Raw -4570029.821486 + Penalty 3415.187065 = -4566614.634421 nChanged 24 SP:Iteration 30Q (4821.739149 sec): 3 clusters Score: Raw -4570030.797079 + Penalty 3415.187065 = -4566615.610014 nChanged 23 SP:Iteration 31Q (4821.836157 sec): 3 clusters Score: Raw -4570031.954510 + Penalty 3415.187065 = -4566616.767445 nChanged 26 SP:Iteration 32Q (4821.938251 sec): 3 clusters Score: Raw -4570033.090273 + Penalty 3415.187065 = -4566617.903208 nChanged 15 SP:Iteration 33Q (4822.024317 sec): 3 clusters Score: Raw -4570033.601895 + Penalty 3415.187065 = -4566618.414830 nChanged 15 SP:Iteration 34Q (4822.135168 sec): 3 clusters Score: Raw -4570034.277898 + Penalty 3415.187065 = -4566619.090833 nChanged 12 SP:Iteration 35Q (4822.242747 sec): 3 clusters Score: Raw -4570034.628480 + Penalty 3415.187065 = -4566619.441415 nChanged 7 SP:Iteration 36Q (4822.341269 sec): 3 clusters Score: Raw -4570034.823469 + Penalty 3415.187065 = -4566619.636404 nChanged 7 SP:Iteration 37Q (4822.440556 sec): 3 clusters Score: Raw -4570035.057898 + Penalty 3415.187065 = -4566619.870833 nChanged 1 SP:Iteration 38Q (4822.527206 sec): 3 clusters Score: Raw -4570035.067305 + Penalty 3415.187065 = -4566619.880240 nChanged 2 SP:Iteration 39Q (4822.622569 sec): 3 clusters Score: Raw -4570035.101863 + Penalty 3415.187065 = -4566619.914798 nChanged 4 SP:Iteration 40F (4822.691288 sec): 3 clusters Score: Raw -4570035.168536 + Penalty 3415.187065 = -4566619.981471 nChanged 6 SP:Iteration 41Q (4822.786160 sec): 3 clusters Score: Raw -4570035.387893 + Penalty 3415.187065 = -4566620.200828 nChanged 9 SP:Iteration 42Q (4822.883435 sec): 3 clusters Score: Raw -4570035.763206 + Penalty 3415.187065 = -4566620.576141 nChanged 9 SP:Iteration 43Q (4822.981915 sec): 3 clusters Score: Raw -4570035.955730 + Penalty 3415.187065 = -4566620.768665 nChanged 4 SP:Iteration 44Q (4823.065361 sec): 3 clusters Score: Raw -4570036.039289 + Penalty 3415.187065 = -4566620.852224 nChanged 2 SP:Iteration 45Q (4823.130406 sec): 3 clusters Score: Raw -4570036.088196 + Penalty 3415.187065 = -4566620.901131 nChanged 0 SP:Iteration 46F (4823.201372 sec): 3 clusters Score: Raw -4570036.088196 + Penalty 3415.187065 = -4566620.901131 nChanged 0 Trying to split cluster 13 (7088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4823.230237 sec): 2 clusters Score: Raw -894868.389524 + Penalty 1440.750755 = -893427.638769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4823.285646 sec): 3 clusters Score: Raw -891023.166159 + Penalty 2881.501510 = -888141.664649 nChanged 2972 SP:Iteration 1F (4823.339158 sec): 3 clusters Score: Raw -892729.191747 + Penalty 2881.501510 = -889847.690237 nChanged 533 SP:Iteration 2F (4823.394203 sec): 3 clusters Score: Raw -893001.191086 + Penalty 2881.501510 = -890119.689576 nChanged 390 SP:Iteration 3F (4823.450317 sec): 3 clusters Score: Raw -893179.196357 + Penalty 2881.501510 = -890297.694847 nChanged 315 SP:Iteration 4Q (4823.494339 sec): 3 clusters Score: Raw -893314.311749 + Penalty 2881.501510 = -890432.810239 nChanged 262 SP:Iteration 5Q (4823.538648 sec): 3 clusters Score: Raw -893421.638554 + Penalty 2881.501510 = -890540.137044 nChanged 247 SP:Iteration 6Q (4823.589557 sec): 3 clusters Score: Raw -893517.301857 + Penalty 2881.501510 = -890635.800347 nChanged 210 SP:Iteration 7Q (4823.643438 sec): 3 clusters Score: Raw -893596.949759 + Penalty 2881.501510 = -890715.448249 nChanged 184 SP:Iteration 8Q (4823.694997 sec): 3 clusters Score: Raw -893682.115904 + Penalty 2881.501510 = -890800.614394 nChanged 188 SP:Iteration 9Q (4823.744889 sec): 3 clusters Score: Raw -893771.366094 + Penalty 2881.501510 = -890889.864584 nChanged 209 SP:Iteration 10Q (4823.801527 sec): 3 clusters Score: Raw -893873.768484 + Penalty 2881.501510 = -890992.266974 nChanged 216 SP:Iteration 11Q (4823.862189 sec): 3 clusters Score: Raw -893994.128423 + Penalty 2881.501510 = -891112.626913 nChanged 250 SP:Iteration 12Q (4823.893252 sec): 3 clusters Score: Raw -894165.206754 + Penalty 2881.501510 = -891283.705244 nChanged 256 SP:Iteration 13Q (4823.944067 sec): 3 clusters Score: Raw -894329.240519 + Penalty 2881.501510 = -891447.739009 nChanged 229 SP:Iteration 14Q (4823.998525 sec): 3 clusters Score: Raw -894479.165197 + Penalty 2881.501510 = -891597.663687 nChanged 217 SP:Iteration 15Q (4824.047382 sec): 3 clusters Score: Raw -894658.139779 + Penalty 2881.501510 = -891776.638269 nChanged 243 SP:Iteration 16Q (4824.112590 sec): 3 clusters Score: Raw -894833.203697 + Penalty 2881.501510 = -891951.702187 nChanged 210 SP:Iteration 17Q (4824.153588 sec): 3 clusters Score: Raw -894967.871139 + Penalty 2881.501510 = -892086.369629 nChanged 175 SP:Iteration 18Q (4824.210989 sec): 3 clusters Score: Raw -895079.524937 + Penalty 2881.501510 = -892198.023427 nChanged 158 SP:Iteration 19Q (4824.260037 sec): 3 clusters Score: Raw -895162.392650 + Penalty 2881.501510 = -892280.891140 nChanged 128 SP:Iteration 20F (4824.311092 sec): 3 clusters Score: Raw -895228.253432 + Penalty 2881.501510 = -892346.751922 nChanged 102 SP:Iteration 21Q (4824.368424 sec): 3 clusters Score: Raw -895276.378516 + Penalty 2881.501510 = -892394.877006 nChanged 88 SP:Iteration 22Q (4824.414470 sec): 3 clusters Score: Raw -895319.531328 + Penalty 2881.501510 = -892438.029818 nChanged 87 SP:Iteration 23Q (4824.469201 sec): 3 clusters Score: Raw -895360.660836 + Penalty 2881.501510 = -892479.159326 nChanged 68 SP:Iteration 24Q (4824.518783 sec): 3 clusters Score: Raw -895390.181846 + Penalty 2881.501510 = -892508.680336 nChanged 58 SP:Iteration 25Q (4824.560395 sec): 3 clusters Score: Raw -895412.378995 + Penalty 2881.501510 = -892530.877485 nChanged 57 SP:Iteration 26Q (4824.623988 sec): 3 clusters Score: Raw -895433.337016 + Penalty 2881.501510 = -892551.835506 nChanged 42 SP:Iteration 27Q (4824.672744 sec): 3 clusters Score: Raw -895449.062473 + Penalty 2881.501510 = -892567.560963 nChanged 27 SP:Iteration 28Q (4824.728801 sec): 3 clusters Score: Raw -895459.146185 + Penalty 2881.501510 = -892577.644675 nChanged 35 SP:Iteration 29Q (4824.781311 sec): 3 clusters Score: Raw -895468.391611 + Penalty 2881.501510 = -892586.890101 nChanged 23 SP:Iteration 30Q (4824.838938 sec): 3 clusters Score: Raw -895474.977522 + Penalty 2881.501510 = -892593.476012 nChanged 23 SP:Iteration 31Q (4824.881696 sec): 3 clusters Score: Raw -895479.312263 + Penalty 2881.501510 = -892597.810753 nChanged 11 SP:Iteration 32Q (4824.936963 sec): 3 clusters Score: Raw -895481.655861 + Penalty 2881.501510 = -892600.154351 nChanged 8 SP:Iteration 33Q (4824.994480 sec): 3 clusters Score: Raw -895483.253794 + Penalty 2881.501510 = -892601.752284 nChanged 6 SP:Iteration 34Q (4825.044545 sec): 3 clusters Score: Raw -895484.111213 + Penalty 2881.501510 = -892602.609703 nChanged 2 SP:Iteration 35Q (4825.100036 sec): 3 clusters Score: Raw -895484.413610 + Penalty 2881.501510 = -892602.912100 nChanged 4 SP:Iteration 36Q (4825.142074 sec): 3 clusters Score: Raw -895486.157147 + Penalty 2881.501510 = -892604.655637 nChanged 7 SP:Iteration 37Q (4825.192586 sec): 3 clusters Score: Raw -895487.819413 + Penalty 2881.501510 = -892606.317903 nChanged 3 SP:Iteration 38Q (4825.239987 sec): 3 clusters Score: Raw -895488.137146 + Penalty 2881.501510 = -892606.635636 nChanged 0 SP:Iteration 39F (4825.288048 sec): 3 clusters Score: Raw -895488.137146 + Penalty 2881.501510 = -892606.635636 nChanged 0 Trying to split cluster 14 (6198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4825.325054 sec): 2 clusters Score: Raw -757191.481985 + Penalty 1418.947065 = -755772.534920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4825.373821 sec): 3 clusters Score: Raw -753918.347400 + Penalty 2837.894130 = -751080.453270 nChanged 2543 SP:Iteration 1F (4825.418876 sec): 3 clusters Score: Raw -755362.614263 + Penalty 2837.894130 = -752524.720133 nChanged 519 SP:Iteration 2F (4825.467617 sec): 3 clusters Score: Raw -755781.294524 + Penalty 2837.894130 = -752943.400394 nChanged 469 SP:Iteration 3F (4825.498789 sec): 3 clusters Score: Raw -756329.622642 + Penalty 2837.894130 = -753491.728512 nChanged 511 SP:Iteration 4F (4825.551713 sec): 3 clusters Score: Raw -757014.525970 + Penalty 2837.894130 = -754176.631840 nChanged 513 SP:Iteration 5F (4825.592766 sec): 3 clusters Score: Raw -757521.379646 + Penalty 2837.894130 = -754683.485516 nChanged 415 SP:Iteration 6F (4825.651243 sec): 3 clusters Score: Raw -757854.467962 + Penalty 2837.894130 = -755016.573832 nChanged 283 SP:Iteration 7Q (4825.707998 sec): 3 clusters Score: Raw -758041.485476 + Penalty 2837.894130 = -755203.591346 nChanged 195 SP:Iteration 8Q (4825.761058 sec): 3 clusters Score: Raw -758142.050474 + Penalty 2837.894130 = -755304.156344 nChanged 140 SP:Iteration 9Q (4825.824786 sec): 3 clusters Score: Raw -758193.225637 + Penalty 2837.894130 = -755355.331507 nChanged 92 SP:Iteration 10Q (4825.869031 sec): 3 clusters Score: Raw -758225.916488 + Penalty 2837.894130 = -755388.022358 nChanged 82 SP:Iteration 11Q (4825.921329 sec): 3 clusters Score: Raw -758251.005597 + Penalty 2837.894130 = -755413.111467 nChanged 67 SP:Iteration 12Q (4825.980505 sec): 3 clusters Score: Raw -758270.618355 + Penalty 2837.894130 = -755432.724225 nChanged 68 SP:Iteration 13Q (4826.024017 sec): 3 clusters Score: Raw -758290.426207 + Penalty 2837.894130 = -755452.532077 nChanged 66 SP:Iteration 14Q (4826.076371 sec): 3 clusters Score: Raw -758311.550516 + Penalty 2837.894130 = -755473.656386 nChanged 64 SP:Iteration 15Q (4826.127607 sec): 3 clusters Score: Raw -758331.604592 + Penalty 2837.894130 = -755493.710463 nChanged 58 SP:Iteration 16Q (4826.187272 sec): 3 clusters Score: Raw -758346.560942 + Penalty 2837.894130 = -755508.666812 nChanged 42 SP:Iteration 17Q (4826.241455 sec): 3 clusters Score: Raw -758357.678953 + Penalty 2837.894130 = -755519.784823 nChanged 41 SP:Iteration 18Q (4826.283787 sec): 3 clusters Score: Raw -758368.407313 + Penalty 2837.894130 = -755530.513183 nChanged 37 SP:Iteration 19Q (4826.331803 sec): 3 clusters Score: Raw -758378.557816 + Penalty 2837.894130 = -755540.663686 nChanged 37 SP:Iteration 20F (4826.382941 sec): 3 clusters Score: Raw -758388.817544 + Penalty 2837.894130 = -755550.923414 nChanged 38 SP:Iteration 21Q (4826.431271 sec): 3 clusters Score: Raw -758398.021530 + Penalty 2837.894130 = -755560.127400 nChanged 34 SP:Iteration 22Q (4826.488167 sec): 3 clusters Score: Raw -758406.411318 + Penalty 2837.894130 = -755568.517188 nChanged 38 SP:Iteration 23Q (4826.537339 sec): 3 clusters Score: Raw -758416.352342 + Penalty 2837.894130 = -755578.458212 nChanged 39 SP:Iteration 24Q (4826.592549 sec): 3 clusters Score: Raw -758425.852109 + Penalty 2837.894130 = -755587.957979 nChanged 33 SP:Iteration 25Q (4826.651583 sec): 3 clusters Score: Raw -758435.235347 + Penalty 2837.894130 = -755597.341217 nChanged 34 SP:Iteration 26Q (4826.709612 sec): 3 clusters Score: Raw -758444.273797 + Penalty 2837.894130 = -755606.379667 nChanged 25 SP:Iteration 27Q (4826.751242 sec): 3 clusters Score: Raw -758450.416599 + Penalty 2837.894130 = -755612.522469 nChanged 27 SP:Iteration 28Q (4826.806359 sec): 3 clusters Score: Raw -758456.031762 + Penalty 2837.894130 = -755618.137632 nChanged 22 SP:Iteration 29Q (4826.862857 sec): 3 clusters Score: Raw -758462.012870 + Penalty 2837.894130 = -755624.118740 nChanged 24 SP:Iteration 30Q (4826.911015 sec): 3 clusters Score: Raw -758468.174413 + Penalty 2837.894130 = -755630.280283 nChanged 20 SP:Iteration 31Q (4826.965474 sec): 3 clusters Score: Raw -758474.069582 + Penalty 2837.894130 = -755636.175452 nChanged 23 SP:Iteration 32Q (4827.026885 sec): 3 clusters Score: Raw -758479.120577 + Penalty 2837.894130 = -755641.226447 nChanged 21 SP:Iteration 33Q (4827.073891 sec): 3 clusters Score: Raw -758484.646172 + Penalty 2837.894130 = -755646.752042 nChanged 17 SP:Iteration 34Q (4827.129792 sec): 3 clusters Score: Raw -758489.812429 + Penalty 2837.894130 = -755651.918299 nChanged 19 SP:Iteration 35Q (4827.187929 sec): 3 clusters Score: Raw -758494.897904 + Penalty 2837.894130 = -755657.003774 nChanged 22 SP:Iteration 36Q (4827.244547 sec): 3 clusters Score: Raw -758500.175692 + Penalty 2837.894130 = -755662.281562 nChanged 14 SP:Iteration 37Q (4827.299501 sec): 3 clusters Score: Raw -758503.169545 + Penalty 2837.894130 = -755665.275415 nChanged 13 SP:Iteration 38Q (4827.356158 sec): 3 clusters Score: Raw -758506.072030 + Penalty 2837.894130 = -755668.177900 nChanged 17 SP:Iteration 39Q (4827.420248 sec): 3 clusters Score: Raw -758509.182157 + Penalty 2837.894130 = -755671.288027 nChanged 14 SP:Iteration 40F (4827.468927 sec): 3 clusters Score: Raw -758512.642360 + Penalty 2837.894130 = -755674.748230 nChanged 11 SP:Iteration 41Q (4827.525999 sec): 3 clusters Score: Raw -758514.327852 + Penalty 2837.894130 = -755676.433722 nChanged 7 SP:Iteration 42Q (4827.591103 sec): 3 clusters Score: Raw -758515.659949 + Penalty 2837.894130 = -755677.765819 nChanged 6 SP:Iteration 43Q (4827.625913 sec): 3 clusters Score: Raw -758516.675333 + Penalty 2837.894130 = -755678.781203 nChanged 10 SP:Iteration 44Q (4827.677100 sec): 3 clusters Score: Raw -758519.117422 + Penalty 2837.894130 = -755681.223292 nChanged 9 SP:Iteration 45Q (4827.735012 sec): 3 clusters Score: Raw -758520.725331 + Penalty 2837.894130 = -755682.831201 nChanged 3 SP:Iteration 46Q (4827.791174 sec): 3 clusters Score: Raw -758521.183722 + Penalty 2837.894130 = -755683.289592 nChanged 7 SP:Iteration 47Q (4827.846225 sec): 3 clusters Score: Raw -758522.704459 + Penalty 2837.894130 = -755684.810329 nChanged 7 SP:Iteration 48Q (4827.897602 sec): 3 clusters Score: Raw -758524.540831 + Penalty 2837.894130 = -755686.646701 nChanged 11 SP:Iteration 49Q (4827.957507 sec): 3 clusters Score: Raw -758527.416206 + Penalty 2837.894130 = -755689.522076 nChanged 15 SP:Iteration 50Q (4827.997332 sec): 3 clusters Score: Raw -758530.283992 + Penalty 2837.894130 = -755692.389862 nChanged 10 SP:Iteration 51Q (4828.054322 sec): 3 clusters Score: Raw -758532.382324 + Penalty 2837.894130 = -755694.488194 nChanged 6 SP:Iteration 52Q (4828.113884 sec): 3 clusters Score: Raw -758533.200878 + Penalty 2837.894130 = -755695.306748 nChanged 8 SP:Iteration 53Q (4828.164633 sec): 3 clusters Score: Raw -758534.067287 + Penalty 2837.894130 = -755696.173157 nChanged 8 SP:Iteration 54Q (4828.220746 sec): 3 clusters Score: Raw -758535.145841 + Penalty 2837.894130 = -755697.251711 nChanged 9 SP:Iteration 55Q (4828.271573 sec): 3 clusters Score: Raw -758536.453653 + Penalty 2837.894130 = -755698.559523 nChanged 5 SP:Iteration 56Q (4828.327064 sec): 3 clusters Score: Raw -758537.093904 + Penalty 2837.894130 = -755699.199774 nChanged 4 SP:Iteration 57Q (4828.371740 sec): 3 clusters Score: Raw -758537.814418 + Penalty 2837.894130 = -755699.920288 nChanged 5 SP:Iteration 58Q (4828.422826 sec): 3 clusters Score: Raw -758538.537089 + Penalty 2837.894130 = -755700.642959 nChanged 4 SP:Iteration 59Q (4828.467411 sec): 3 clusters Score: Raw -758539.207788 + Penalty 2837.894130 = -755701.313658 nChanged 3 SP:Iteration 60F (4828.526210 sec): 3 clusters Score: Raw -758539.556481 + Penalty 2837.894130 = -755701.662351 nChanged 1 SP:Iteration 61Q (4828.596277 sec): 3 clusters Score: Raw -758539.665134 + Penalty 2837.894130 = -755701.771004 nChanged 4 SP:Iteration 62Q (4828.622424 sec): 3 clusters Score: Raw -758540.029410 + Penalty 2837.894130 = -755702.135280 nChanged 1 SP:Iteration 63Q (4828.673602 sec): 3 clusters Score: Raw -758540.088409 + Penalty 2837.894130 = -755702.194279 nChanged 1 SP:Iteration 64Q (4828.730953 sec): 3 clusters Score: Raw -758540.189368 + Penalty 2837.894130 = -755702.295238 nChanged 1 SP:Iteration 65Q (4828.775771 sec): 3 clusters Score: Raw -758540.477793 + Penalty 2837.894130 = -755702.583663 nChanged 0 SP:Iteration 66F (4828.841407 sec): 3 clusters Score: Raw -758540.477793 + Penalty 2837.894130 = -755702.583663 nChanged 0 Trying to split cluster 15 (5582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4828.860190 sec): 2 clusters Score: Raw -703368.906571 + Penalty 1401.936642 = -701966.969929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4828.910011 sec): 3 clusters Score: Raw -700435.272830 + Penalty 2803.873285 = -697631.399546 nChanged 2263 SP:Iteration 1F (4828.966430 sec): 3 clusters Score: Raw -701718.888899 + Penalty 2803.873285 = -698915.015614 nChanged 414 SP:Iteration 2F (4829.008680 sec): 3 clusters Score: Raw -701967.929449 + Penalty 2803.873285 = -699164.056164 nChanged 330 SP:Iteration 3F (4829.044179 sec): 3 clusters Score: Raw -702167.869467 + Penalty 2803.873285 = -699363.996182 nChanged 295 SP:Iteration 4F (4829.100619 sec): 3 clusters Score: Raw -702372.507803 + Penalty 2803.873285 = -699568.634518 nChanged 273 SP:Iteration 5Q (4829.156277 sec): 3 clusters Score: Raw -702530.309445 + Penalty 2803.873285 = -699726.436160 nChanged 236 SP:Iteration 6Q (4829.192415 sec): 3 clusters Score: Raw -702647.401286 + Penalty 2803.873285 = -699843.528001 nChanged 203 SP:Iteration 7Q (4829.249471 sec): 3 clusters Score: Raw -702741.952857 + Penalty 2803.873285 = -699938.079573 nChanged 152 SP:Iteration 8Q (4829.303787 sec): 3 clusters Score: Raw -702802.386946 + Penalty 2803.873285 = -699998.513661 nChanged 133 SP:Iteration 9Q (4829.354172 sec): 3 clusters Score: Raw -702850.463586 + Penalty 2803.873285 = -700046.590302 nChanged 132 SP:Iteration 10Q (4829.411059 sec): 3 clusters Score: Raw -702907.739411 + Penalty 2803.873285 = -700103.866127 nChanged 127 SP:Iteration 11Q (4829.456736 sec): 3 clusters Score: Raw -702957.237356 + Penalty 2803.873285 = -700153.364072 nChanged 106 SP:Iteration 12Q (4829.510745 sec): 3 clusters Score: Raw -702999.380931 + Penalty 2803.873285 = -700195.507646 nChanged 103 SP:Iteration 13Q (4829.577103 sec): 3 clusters Score: Raw -703048.867927 + Penalty 2803.873285 = -700244.994642 nChanged 89 SP:Iteration 14Q (4829.618795 sec): 3 clusters Score: Raw -703088.349618 + Penalty 2803.873285 = -700284.476333 nChanged 91 SP:Iteration 15Q (4829.667691 sec): 3 clusters Score: Raw -703129.978140 + Penalty 2803.873285 = -700326.104856 nChanged 72 SP:Iteration 16Q (4829.724476 sec): 3 clusters Score: Raw -703165.832310 + Penalty 2803.873285 = -700361.959025 nChanged 58 SP:Iteration 17Q (4829.781122 sec): 3 clusters Score: Raw -703196.492330 + Penalty 2803.873285 = -700392.619045 nChanged 66 SP:Iteration 18Q (4829.830890 sec): 3 clusters Score: Raw -703226.637924 + Penalty 2803.873285 = -700422.764639 nChanged 51 SP:Iteration 19Q (4829.889230 sec): 3 clusters Score: Raw -703246.633064 + Penalty 2803.873285 = -700442.759779 nChanged 49 SP:Iteration 20F (4829.949170 sec): 3 clusters Score: Raw -703265.759345 + Penalty 2803.873285 = -700461.886061 nChanged 47 SP:Iteration 21Q (4829.989427 sec): 3 clusters Score: Raw -703293.293476 + Penalty 2803.873285 = -700489.420191 nChanged 61 SP:Iteration 22Q (4830.043057 sec): 3 clusters Score: Raw -703329.320258 + Penalty 2803.873285 = -700525.446973 nChanged 62 SP:Iteration 23Q (4830.098620 sec): 3 clusters Score: Raw -703361.896173 + Penalty 2803.873285 = -700558.022888 nChanged 57 SP:Iteration 24Q (4830.154203 sec): 3 clusters Score: Raw -703398.233918 + Penalty 2803.873285 = -700594.360633 nChanged 56 SP:Iteration 25Q (4830.201636 sec): 3 clusters Score: Raw -703431.808011 + Penalty 2803.873285 = -700627.934727 nChanged 46 SP:Iteration 26Q (4830.234941 sec): 3 clusters Score: Raw -703456.510764 + Penalty 2803.873285 = -700652.637480 nChanged 32 SP:Iteration 27Q (4830.267683 sec): 3 clusters Score: Raw -703473.509196 + Penalty 2803.873285 = -700669.635911 nChanged 33 SP:Iteration 28Q (4830.313824 sec): 3 clusters Score: Raw -703490.459681 + Penalty 2803.873285 = -700686.586396 nChanged 31 SP:Iteration 29Q (4830.368620 sec): 3 clusters Score: Raw -703507.602093 + Penalty 2803.873285 = -700703.728808 nChanged 29 SP:Iteration 30Q (4830.433014 sec): 3 clusters Score: Raw -703521.803997 + Penalty 2803.873285 = -700717.930713 nChanged 25 SP:Iteration 31Q (4830.473300 sec): 3 clusters Score: Raw -703536.812847 + Penalty 2803.873285 = -700732.939562 nChanged 20 SP:Iteration 32Q (4830.527316 sec): 3 clusters Score: Raw -703547.117412 + Penalty 2803.873285 = -700743.244128 nChanged 10 SP:Iteration 33Q (4830.577383 sec): 3 clusters Score: Raw -703552.168736 + Penalty 2803.873285 = -700748.295451 nChanged 15 SP:Iteration 34Q (4830.618549 sec): 3 clusters Score: Raw -703557.633713 + Penalty 2803.873285 = -700753.760428 nChanged 12 SP:Iteration 35Q (4830.673744 sec): 3 clusters Score: Raw -703562.391956 + Penalty 2803.873285 = -700758.518672 nChanged 6 SP:Iteration 36Q (4830.725003 sec): 3 clusters Score: Raw -703563.940767 + Penalty 2803.873285 = -700760.067482 nChanged 3 SP:Iteration 37Q (4830.777250 sec): 3 clusters Score: Raw -703565.677455 + Penalty 2803.873285 = -700761.804170 nChanged 3 SP:Iteration 38Q (4830.816099 sec): 3 clusters Score: Raw -703566.953473 + Penalty 2803.873285 = -700763.080188 nChanged 3 SP:Iteration 39Q (4830.864178 sec): 3 clusters Score: Raw -703568.492410 + Penalty 2803.873285 = -700764.619125 nChanged 0 SP:Iteration 40F (4830.916631 sec): 3 clusters Score: Raw -703568.492410 + Penalty 2803.873285 = -700764.619125 nChanged 0 Trying to split cluster 16 (4998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4830.948023 sec): 2 clusters Score: Raw -622969.164050 + Penalty 1383.978881 = -621585.185169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4831.004446 sec): 3 clusters Score: Raw -620420.532664 + Penalty 2767.957761 = -617652.574902 nChanged 2006 SP:Iteration 1F (4831.055246 sec): 3 clusters Score: Raw -621624.948702 + Penalty 2767.957761 = -618856.990941 nChanged 364 SP:Iteration 2F (4831.094935 sec): 3 clusters Score: Raw -621820.955956 + Penalty 2767.957761 = -619052.998194 nChanged 287 SP:Iteration 3F (4831.146512 sec): 3 clusters Score: Raw -621990.786785 + Penalty 2767.957761 = -619222.829024 nChanged 235 SP:Iteration 4Q (4831.174323 sec): 3 clusters Score: Raw -622149.699591 + Penalty 2767.957761 = -619381.741830 nChanged 237 SP:Iteration 5Q (4831.227971 sec): 3 clusters Score: Raw -622295.886509 + Penalty 2767.957761 = -619527.928747 nChanged 216 SP:Iteration 6Q (4831.272771 sec): 3 clusters Score: Raw -622446.357863 + Penalty 2767.957761 = -619678.400102 nChanged 189 SP:Iteration 7Q (4831.323591 sec): 3 clusters Score: Raw -622560.407658 + Penalty 2767.957761 = -619792.449897 nChanged 162 SP:Iteration 8Q (4831.373730 sec): 3 clusters Score: Raw -622652.175229 + Penalty 2767.957761 = -619884.217468 nChanged 138 SP:Iteration 9Q (4831.423208 sec): 3 clusters Score: Raw -622717.873834 + Penalty 2767.957761 = -619949.916073 nChanged 116 SP:Iteration 10Q (4831.477070 sec): 3 clusters Score: Raw -622770.929149 + Penalty 2767.957761 = -620002.971388 nChanged 98 SP:Iteration 11Q (4831.524110 sec): 3 clusters Score: Raw -622814.377620 + Penalty 2767.957761 = -620046.419859 nChanged 94 SP:Iteration 12Q (4831.563623 sec): 3 clusters Score: Raw -622859.997241 + Penalty 2767.957761 = -620092.039480 nChanged 104 SP:Iteration 13Q (4831.614325 sec): 3 clusters Score: Raw -622909.073751 + Penalty 2767.957761 = -620141.115990 nChanged 92 SP:Iteration 14Q (4831.666192 sec): 3 clusters Score: Raw -622951.541283 + Penalty 2767.957761 = -620183.583522 nChanged 86 SP:Iteration 15Q (4831.728385 sec): 3 clusters Score: Raw -622997.303506 + Penalty 2767.957761 = -620229.345745 nChanged 81 SP:Iteration 16Q (4831.772871 sec): 3 clusters Score: Raw -623041.124707 + Penalty 2767.957761 = -620273.166946 nChanged 76 SP:Iteration 17Q (4831.824454 sec): 3 clusters Score: Raw -623082.242843 + Penalty 2767.957761 = -620314.285082 nChanged 72 SP:Iteration 18Q (4831.868882 sec): 3 clusters Score: Raw -623117.470862 + Penalty 2767.957761 = -620349.513101 nChanged 65 SP:Iteration 19Q (4831.918669 sec): 3 clusters Score: Raw -623148.475042 + Penalty 2767.957761 = -620380.517281 nChanged 53 SP:Iteration 20F (4831.974985 sec): 3 clusters Score: Raw -623173.346615 + Penalty 2767.957761 = -620405.388854 nChanged 56 SP:Iteration 21Q (4832.030939 sec): 3 clusters Score: Raw -623197.395673 + Penalty 2767.957761 = -620429.437912 nChanged 50 SP:Iteration 22Q (4832.091712 sec): 3 clusters Score: Raw -623224.663684 + Penalty 2767.957761 = -620456.705923 nChanged 64 SP:Iteration 23Q (4832.129288 sec): 3 clusters Score: Raw -623264.145260 + Penalty 2767.957761 = -620496.187499 nChanged 63 SP:Iteration 24Q (4832.181136 sec): 3 clusters Score: Raw -623307.951488 + Penalty 2767.957761 = -620539.993727 nChanged 62 SP:Iteration 25Q (4832.239966 sec): 3 clusters Score: Raw -623345.301298 + Penalty 2767.957761 = -620577.343536 nChanged 64 SP:Iteration 26Q (4832.285839 sec): 3 clusters Score: Raw -623380.429494 + Penalty 2767.957761 = -620612.471733 nChanged 51 SP:Iteration 27Q (4832.332622 sec): 3 clusters Score: Raw -623408.958543 + Penalty 2767.957761 = -620641.000782 nChanged 50 SP:Iteration 28Q (4832.380488 sec): 3 clusters Score: Raw -623436.516271 + Penalty 2767.957761 = -620668.558510 nChanged 40 SP:Iteration 29Q (4832.433406 sec): 3 clusters Score: Raw -623454.874832 + Penalty 2767.957761 = -620686.917071 nChanged 32 SP:Iteration 30Q (4832.484950 sec): 3 clusters Score: Raw -623470.353200 + Penalty 2767.957761 = -620702.395438 nChanged 28 SP:Iteration 31Q (4832.532626 sec): 3 clusters Score: Raw -623482.606035 + Penalty 2767.957761 = -620714.648274 nChanged 25 SP:Iteration 32Q (4832.579917 sec): 3 clusters Score: Raw -623491.956214 + Penalty 2767.957761 = -620723.998453 nChanged 27 SP:Iteration 33Q (4832.622754 sec): 3 clusters Score: Raw -623502.951651 + Penalty 2767.957761 = -620734.993890 nChanged 17 SP:Iteration 34Q (4832.680367 sec): 3 clusters Score: Raw -623508.297112 + Penalty 2767.957761 = -620740.339351 nChanged 16 SP:Iteration 35Q (4832.727654 sec): 3 clusters Score: Raw -623514.639918 + Penalty 2767.957761 = -620746.682157 nChanged 13 SP:Iteration 36Q (4832.782780 sec): 3 clusters Score: Raw -623519.897109 + Penalty 2767.957761 = -620751.939348 nChanged 10 SP:Iteration 37Q (4832.837540 sec): 3 clusters Score: Raw -623522.317913 + Penalty 2767.957761 = -620754.360152 nChanged 6 SP:Iteration 38Q (4832.892280 sec): 3 clusters Score: Raw -623523.726590 + Penalty 2767.957761 = -620755.768829 nChanged 5 SP:Iteration 39Q (4832.938527 sec): 3 clusters Score: Raw -623524.624383 + Penalty 2767.957761 = -620756.666622 nChanged 4 SP:Iteration 40F (4832.990154 sec): 3 clusters Score: Raw -623525.709886 + Penalty 2767.957761 = -620757.752125 nChanged 5 SP:Iteration 41Q (4833.037028 sec): 3 clusters Score: Raw -623526.697920 + Penalty 2767.957761 = -620758.740159 nChanged 4 SP:Iteration 42Q (4833.090501 sec): 3 clusters Score: Raw -623528.092074 + Penalty 2767.957761 = -620760.134312 nChanged 3 SP:Iteration 43Q (4833.142380 sec): 3 clusters Score: Raw -623528.717584 + Penalty 2767.957761 = -620760.759823 nChanged 1 SP:Iteration 44Q (4833.197238 sec): 3 clusters Score: Raw -623528.848112 + Penalty 2767.957761 = -620760.890351 nChanged 0 SP:Iteration 45F (4833.242443 sec): 3 clusters Score: Raw -623528.848112 + Penalty 2767.957761 = -620760.890351 nChanged 0 Trying to split cluster 17 (18989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4833.293431 sec): 2 clusters Score: Raw -2343668.508556 + Penalty 1600.887461 = -2342067.621095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4833.371212 sec): 3 clusters Score: Raw -2332274.713748 + Penalty 3201.774922 = -2329072.938826 nChanged 8542 SP:Iteration 1F (4833.440543 sec): 3 clusters Score: Raw -2337129.422783 + Penalty 3201.774922 = -2333927.647861 nChanged 910 SP:Iteration 2Q (4833.518061 sec): 3 clusters Score: Raw -2337431.582909 + Penalty 3201.774922 = -2334229.807987 nChanged 804 SP:Iteration 3Q (4833.590001 sec): 3 clusters Score: Raw -2337690.345221 + Penalty 3201.774922 = -2334488.570299 nChanged 691 SP:Iteration 4Q (4833.660103 sec): 3 clusters Score: Raw -2337915.921382 + Penalty 3201.774922 = -2334714.146461 nChanged 679 SP:Iteration 5Q (4833.735300 sec): 3 clusters Score: Raw -2338148.150116 + Penalty 3201.774922 = -2334946.375194 nChanged 711 SP:Iteration 6Q (4833.810910 sec): 3 clusters Score: Raw -2338400.392443 + Penalty 3201.774922 = -2335198.617522 nChanged 691 SP:Iteration 7Q (4833.882100 sec): 3 clusters Score: Raw -2338667.486290 + Penalty 3201.774922 = -2335465.711368 nChanged 654 SP:Iteration 8Q (4833.958213 sec): 3 clusters Score: Raw -2338953.956972 + Penalty 3201.774922 = -2335752.182050 nChanged 674 SP:Iteration 9Q (4834.036476 sec): 3 clusters Score: Raw -2339233.675168 + Penalty 3201.774922 = -2336031.900246 nChanged 681 SP:Iteration 10Q (4834.087996 sec): 3 clusters Score: Raw -2339552.254572 + Penalty 3201.774922 = -2336350.479651 nChanged 691 SP:Iteration 11Q (4834.160758 sec): 3 clusters Score: Raw -2339887.571689 + Penalty 3201.774922 = -2336685.796767 nChanged 698 SP:Iteration 12Q (4834.232568 sec): 3 clusters Score: Raw -2340244.623840 + Penalty 3201.774922 = -2337042.848919 nChanged 665 SP:Iteration 13Q (4834.303132 sec): 3 clusters Score: Raw -2340553.430590 + Penalty 3201.774922 = -2337351.655669 nChanged 559 SP:Iteration 14Q (4834.384760 sec): 3 clusters Score: Raw -2340768.845008 + Penalty 3201.774922 = -2337567.070086 nChanged 407 SP:Iteration 15Q (4834.458896 sec): 3 clusters Score: Raw -2340892.168463 + Penalty 3201.774922 = -2337690.393542 nChanged 329 SP:Iteration 16Q (4834.534961 sec): 3 clusters Score: Raw -2340974.936372 + Penalty 3201.774922 = -2337773.161450 nChanged 277 SP:Iteration 17Q (4834.578792 sec): 3 clusters Score: Raw -2341039.680652 + Penalty 3201.774922 = -2337837.905731 nChanged 248 SP:Iteration 18Q (4834.653524 sec): 3 clusters Score: Raw -2341101.207158 + Penalty 3201.774922 = -2337899.432236 nChanged 237 SP:Iteration 19Q (4834.727447 sec): 3 clusters Score: Raw -2341161.225188 + Penalty 3201.774922 = -2337959.450266 nChanged 228 SP:Iteration 20F (4834.801248 sec): 3 clusters Score: Raw -2341220.317246 + Penalty 3201.774922 = -2338018.542325 nChanged 227 SP:Iteration 21Q (4834.874081 sec): 3 clusters Score: Raw -2341290.712979 + Penalty 3201.774922 = -2338088.938058 nChanged 253 SP:Iteration 22Q (4834.950172 sec): 3 clusters Score: Raw -2341379.488258 + Penalty 3201.774922 = -2338177.713337 nChanged 281 SP:Iteration 23Q (4835.019378 sec): 3 clusters Score: Raw -2341482.171816 + Penalty 3201.774922 = -2338280.396895 nChanged 302 SP:Iteration 24Q (4835.092318 sec): 3 clusters Score: Raw -2341598.272520 + Penalty 3201.774922 = -2338396.497599 nChanged 299 SP:Iteration 25Q (4835.173061 sec): 3 clusters Score: Raw -2341731.736637 + Penalty 3201.774922 = -2338529.961716 nChanged 329 SP:Iteration 26Q (4835.238886 sec): 3 clusters Score: Raw -2341873.864424 + Penalty 3201.774922 = -2338672.089502 nChanged 322 SP:Iteration 27Q (4835.307615 sec): 3 clusters Score: Raw -2342009.383194 + Penalty 3201.774922 = -2338807.608272 nChanged 331 SP:Iteration 28Q (4835.368387 sec): 3 clusters Score: Raw -2342155.757183 + Penalty 3201.774922 = -2338953.982262 nChanged 321 SP:Iteration 29Q (4835.436552 sec): 3 clusters Score: Raw -2342295.240629 + Penalty 3201.774922 = -2339093.465708 nChanged 308 SP:Iteration 30Q (4835.503850 sec): 3 clusters Score: Raw -2342423.237296 + Penalty 3201.774922 = -2339221.462375 nChanged 260 SP:Iteration 31Q (4835.576309 sec): 3 clusters Score: Raw -2342529.622596 + Penalty 3201.774922 = -2339327.847675 nChanged 263 SP:Iteration 32Q (4835.638457 sec): 3 clusters Score: Raw -2342644.411296 + Penalty 3201.774922 = -2339442.636374 nChanged 262 SP:Iteration 33Q (4835.711822 sec): 3 clusters Score: Raw -2342757.256865 + Penalty 3201.774922 = -2339555.481943 nChanged 225 SP:Iteration 34Q (4835.783274 sec): 3 clusters Score: Raw -2342852.317427 + Penalty 3201.774922 = -2339650.542506 nChanged 225 SP:Iteration 35Q (4835.844169 sec): 3 clusters Score: Raw -2342947.162912 + Penalty 3201.774922 = -2339745.387990 nChanged 196 SP:Iteration 36Q (4835.916395 sec): 3 clusters Score: Raw -2343019.433842 + Penalty 3201.774922 = -2339817.658920 nChanged 166 SP:Iteration 37Q (4835.979249 sec): 3 clusters Score: Raw -2343076.421950 + Penalty 3201.774922 = -2339874.647029 nChanged 155 SP:Iteration 38Q (4836.045621 sec): 3 clusters Score: Raw -2343133.388977 + Penalty 3201.774922 = -2339931.614055 nChanged 163 SP:Iteration 39Q (4836.119460 sec): 3 clusters Score: Raw -2343199.511859 + Penalty 3201.774922 = -2339997.736938 nChanged 164 SP:Iteration 40F (4836.185623 sec): 3 clusters Score: Raw -2343277.222302 + Penalty 3201.774922 = -2340075.447381 nChanged 152 SP:Iteration 41Q (4836.252278 sec): 3 clusters Score: Raw -2343353.079385 + Penalty 3201.774922 = -2340151.304464 nChanged 168 SP:Iteration 42Q (4836.321991 sec): 3 clusters Score: Raw -2343445.985799 + Penalty 3201.774922 = -2340244.210878 nChanged 164 SP:Iteration 43Q (4836.382459 sec): 3 clusters Score: Raw -2343545.341169 + Penalty 3201.774922 = -2340343.566248 nChanged 168 SP:Iteration 44Q (4836.450034 sec): 3 clusters Score: Raw -2343635.373183 + Penalty 3201.774922 = -2340433.598261 nChanged 153 SP:Iteration 45Q (4836.509398 sec): 3 clusters Score: Raw -2343721.157390 + Penalty 3201.774922 = -2340519.382469 nChanged 114 SP:Iteration 46Q (4836.578590 sec): 3 clusters Score: Raw -2343778.498026 + Penalty 3201.774922 = -2340576.723104 nChanged 86 SP:Iteration 47Q (4836.649201 sec): 3 clusters Score: Raw -2343821.700307 + Penalty 3201.774922 = -2340619.925385 nChanged 78 SP:Iteration 48Q (4836.719746 sec): 3 clusters Score: Raw -2343856.721709 + Penalty 3201.774922 = -2340654.946787 nChanged 57 SP:Iteration 49Q (4836.790789 sec): 3 clusters Score: Raw -2343885.862877 + Penalty 3201.774922 = -2340684.087955 nChanged 44 SP:Iteration 50Q (4836.858254 sec): 3 clusters Score: Raw -2343905.097084 + Penalty 3201.774922 = -2340703.322163 nChanged 33 SP:Iteration 51Q (4836.913558 sec): 3 clusters Score: Raw -2343916.031570 + Penalty 3201.774922 = -2340714.256648 nChanged 24 SP:Iteration 52Q (4836.975800 sec): 3 clusters Score: Raw -2343924.568179 + Penalty 3201.774922 = -2340722.793258 nChanged 25 SP:Iteration 53Q (4837.042441 sec): 3 clusters Score: Raw -2343935.442106 + Penalty 3201.774922 = -2340733.667185 nChanged 18 SP:Iteration 54Q (4837.103806 sec): 3 clusters Score: Raw -2343941.773716 + Penalty 3201.774922 = -2340739.998794 nChanged 11 SP:Iteration 55Q (4837.176299 sec): 3 clusters Score: Raw -2343945.993768 + Penalty 3201.774922 = -2340744.218846 nChanged 10 SP:Iteration 56Q (4837.244288 sec): 3 clusters Score: Raw -2343950.371367 + Penalty 3201.774922 = -2340748.596445 nChanged 9 SP:Iteration 57Q (4837.312420 sec): 3 clusters Score: Raw -2343954.162858 + Penalty 3201.774922 = -2340752.387937 nChanged 6 SP:Iteration 58Q (4837.372734 sec): 3 clusters Score: Raw -2343956.207633 + Penalty 3201.774922 = -2340754.432711 nChanged 3 SP:Iteration 59Q (4837.448471 sec): 3 clusters Score: Raw -2343957.247179 + Penalty 3201.774922 = -2340755.472257 nChanged 3 SP:Iteration 60F (4837.502712 sec): 3 clusters Score: Raw -2343958.551316 + Penalty 3201.774922 = -2340756.776395 nChanged 2 SP:Iteration 61Q (4837.557940 sec): 3 clusters Score: Raw -2343959.336522 + Penalty 3201.774922 = -2340757.561601 nChanged 1 SP:Iteration 62Q (4837.627998 sec): 3 clusters Score: Raw -2343959.810912 + Penalty 3201.774922 = -2340758.035990 nChanged 1 SP:Iteration 63Q (4837.683770 sec): 3 clusters Score: Raw -2343960.021347 + Penalty 3201.774922 = -2340758.246426 nChanged 2 SP:Iteration 64Q (4837.758625 sec): 3 clusters Score: Raw -2343960.875758 + Penalty 3201.774922 = -2340759.100836 nChanged 3 SP:Iteration 65Q (4837.834138 sec): 3 clusters Score: Raw -2343961.802957 + Penalty 3201.774922 = -2340760.028035 nChanged 3 SP:Iteration 66Q (4837.892177 sec): 3 clusters Score: Raw -2343963.537008 + Penalty 3201.774922 = -2340761.762086 nChanged 4 SP:Iteration 67Q (4837.951386 sec): 3 clusters Score: Raw -2343964.939636 + Penalty 3201.774922 = -2340763.164714 nChanged 1 SP:Iteration 68Q (4838.005035 sec): 3 clusters Score: Raw -2343965.151675 + Penalty 3201.774922 = -2340763.376753 nChanged 1 SP:Iteration 69Q (4838.078562 sec): 3 clusters Score: Raw -2343965.551238 + Penalty 3201.774922 = -2340763.776316 nChanged 2 SP:Iteration 70Q (4838.143565 sec): 3 clusters Score: Raw -2343966.045814 + Penalty 3201.774922 = -2340764.270892 nChanged 1 SP:Iteration 71Q (4838.207603 sec): 3 clusters Score: Raw -2343966.128069 + Penalty 3201.774922 = -2340764.353148 nChanged 0 SP:Iteration 72F (4838.281147 sec): 3 clusters Score: Raw -2343966.128069 + Penalty 3201.774922 = -2340764.353148 nChanged 0 Trying to split cluster 18 (6194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4838.311983 sec): 2 clusters Score: Raw -783074.709983 + Penalty 1418.842159 = -781655.867825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4838.360718 sec): 3 clusters Score: Raw -779756.754548 + Penalty 2837.684317 = -776919.070230 nChanged 2566 SP:Iteration 1F (4838.410211 sec): 3 clusters Score: Raw -781202.421386 + Penalty 2837.684317 = -778364.737069 nChanged 443 SP:Iteration 2F (4838.465538 sec): 3 clusters Score: Raw -781433.934654 + Penalty 2837.684317 = -778596.250336 nChanged 318 SP:Iteration 3F (4838.519837 sec): 3 clusters Score: Raw -781610.967080 + Penalty 2837.684317 = -778773.282763 nChanged 284 SP:Iteration 4Q (4838.565785 sec): 3 clusters Score: Raw -781762.946322 + Penalty 2837.684317 = -778925.262004 nChanged 250 SP:Iteration 5Q (4838.617321 sec): 3 clusters Score: Raw -781896.079573 + Penalty 2837.684317 = -779058.395255 nChanged 243 SP:Iteration 6Q (4838.671158 sec): 3 clusters Score: Raw -782014.594160 + Penalty 2837.684317 = -779176.909842 nChanged 224 SP:Iteration 7Q (4838.717420 sec): 3 clusters Score: Raw -782132.602868 + Penalty 2837.684317 = -779294.918551 nChanged 217 SP:Iteration 8Q (4838.770211 sec): 3 clusters Score: Raw -782255.123834 + Penalty 2837.684317 = -779417.439516 nChanged 228 SP:Iteration 9Q (4838.817893 sec): 3 clusters Score: Raw -782400.504146 + Penalty 2837.684317 = -779562.819829 nChanged 268 SP:Iteration 10Q (4838.864179 sec): 3 clusters Score: Raw -782604.666102 + Penalty 2837.684317 = -779766.981785 nChanged 263 SP:Iteration 11Q (4838.920620 sec): 3 clusters Score: Raw -782813.839798 + Penalty 2837.684317 = -779976.155481 nChanged 224 SP:Iteration 12Q (4838.970939 sec): 3 clusters Score: Raw -783004.887196 + Penalty 2837.684317 = -780167.202878 nChanged 195 SP:Iteration 13Q (4839.019496 sec): 3 clusters Score: Raw -783193.194702 + Penalty 2837.684317 = -780355.510385 nChanged 171 SP:Iteration 14Q (4839.076769 sec): 3 clusters Score: Raw -783353.257918 + Penalty 2837.684317 = -780515.573600 nChanged 125 SP:Iteration 15Q (4839.128472 sec): 3 clusters Score: Raw -783452.983663 + Penalty 2837.684317 = -780615.299345 nChanged 98 SP:Iteration 16Q (4839.150263 sec): 3 clusters Score: Raw -783523.468817 + Penalty 2837.684317 = -780685.784500 nChanged 60 SP:Iteration 17Q (4839.198364 sec): 3 clusters Score: Raw -783569.328901 + Penalty 2837.684317 = -780731.644584 nChanged 59 SP:Iteration 18Q (4839.247001 sec): 3 clusters Score: Raw -783602.153231 + Penalty 2837.684317 = -780764.468914 nChanged 47 SP:Iteration 19Q (4839.299727 sec): 3 clusters Score: Raw -783629.229274 + Penalty 2837.684317 = -780791.544957 nChanged 25 SP:Iteration 20F (4839.356247 sec): 3 clusters Score: Raw -783642.406555 + Penalty 2837.684317 = -780804.722237 nChanged 23 SP:Iteration 21Q (4839.402369 sec): 3 clusters Score: Raw -783652.511418 + Penalty 2837.684317 = -780814.827101 nChanged 22 SP:Iteration 22Q (4839.452214 sec): 3 clusters Score: Raw -783660.081277 + Penalty 2837.684317 = -780822.396959 nChanged 17 SP:Iteration 23Q (4839.506989 sec): 3 clusters Score: Raw -783666.405909 + Penalty 2837.684317 = -780828.721592 nChanged 9 SP:Iteration 24Q (4839.554484 sec): 3 clusters Score: Raw -783669.304546 + Penalty 2837.684317 = -780831.620229 nChanged 4 SP:Iteration 25Q (4839.596516 sec): 3 clusters Score: Raw -783670.434158 + Penalty 2837.684317 = -780832.749840 nChanged 4 SP:Iteration 26Q (4839.644912 sec): 3 clusters Score: Raw -783671.147849 + Penalty 2837.684317 = -780833.463532 nChanged 4 SP:Iteration 27Q (4839.690789 sec): 3 clusters Score: Raw -783672.075214 + Penalty 2837.684317 = -780834.390897 nChanged 1 SP:Iteration 28Q (4839.740412 sec): 3 clusters Score: Raw -783672.204302 + Penalty 2837.684317 = -780834.519985 nChanged 1 SP:Iteration 29Q (4839.799591 sec): 3 clusters Score: Raw -783672.738994 + Penalty 2837.684317 = -780835.054677 nChanged 3 SP:Iteration 30Q (4839.834398 sec): 3 clusters Score: Raw -783673.231640 + Penalty 2837.684317 = -780835.547323 nChanged 2 SP:Iteration 31Q (4839.880121 sec): 3 clusters Score: Raw -783674.221115 + Penalty 2837.684317 = -780836.536798 nChanged 2 SP:Iteration 32Q (4839.934661 sec): 3 clusters Score: Raw -783674.456840 + Penalty 2837.684317 = -780836.772523 nChanged 1 SP:Iteration 33Q (4839.960338 sec): 3 clusters Score: Raw -783674.566117 + Penalty 2837.684317 = -780836.881799 nChanged 0 SP:Iteration 34F (4840.007163 sec): 3 clusters Score: Raw -783674.566117 + Penalty 2837.684317 = -780836.881799 nChanged 0 Trying to split cluster 19 (49446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4840.098741 sec): 2 clusters Score: Raw -6274800.026437 + Penalty 1756.403422 = -6273043.623015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4840.212440 sec): 3 clusters Score: Raw -6243603.718121 + Penalty 3512.806844 = -6240090.911276 nChanged 23169 SP:Iteration 1F (4840.325692 sec): 3 clusters Score: Raw -6257639.654520 + Penalty 3512.806844 = -6254126.847676 nChanged 2919 SP:Iteration 2F (4840.450830 sec): 3 clusters Score: Raw -6259264.634268 + Penalty 3512.806844 = -6255751.827423 nChanged 3347 SP:Iteration 3F (4840.562144 sec): 3 clusters Score: Raw -6261515.643013 + Penalty 3512.806844 = -6258002.836169 nChanged 3802 SP:Iteration 4F (4840.681301 sec): 3 clusters Score: Raw -6264544.796653 + Penalty 3512.806844 = -6261031.989809 nChanged 4018 SP:Iteration 5F (4840.797169 sec): 3 clusters Score: Raw -6268329.441260 + Penalty 3512.806844 = -6264816.634416 nChanged 3557 SP:Iteration 6F (4840.925814 sec): 3 clusters Score: Raw -6271886.422973 + Penalty 3512.806844 = -6268373.616129 nChanged 2541 SP:Iteration 7F (4841.039127 sec): 3 clusters Score: Raw -6273966.785370 + Penalty 3512.806844 = -6270453.978526 nChanged 1472 SP:Iteration 8Q (4841.160682 sec): 3 clusters Score: Raw -6274680.385512 + Penalty 3512.806844 = -6271167.578668 nChanged 906 SP:Iteration 9Q (4841.283013 sec): 3 clusters Score: Raw -6275010.429324 + Penalty 3512.806844 = -6271497.622480 nChanged 667 SP:Iteration 10Q (4841.396838 sec): 3 clusters Score: Raw -6275236.282584 + Penalty 3512.806844 = -6271723.475739 nChanged 580 SP:Iteration 11Q (4841.510322 sec): 3 clusters Score: Raw -6275432.065296 + Penalty 3512.806844 = -6271919.258452 nChanged 548 SP:Iteration 12Q (4841.634560 sec): 3 clusters Score: Raw -6275614.775451 + Penalty 3512.806844 = -6272101.968607 nChanged 471 SP:Iteration 13Q (4841.737552 sec): 3 clusters Score: Raw -6275764.760751 + Penalty 3512.806844 = -6272251.953907 nChanged 423 SP:Iteration 14Q (4841.843103 sec): 3 clusters Score: Raw -6275896.452163 + Penalty 3512.806844 = -6272383.645319 nChanged 399 SP:Iteration 15Q (4841.952637 sec): 3 clusters Score: Raw -6276012.474999 + Penalty 3512.806844 = -6272499.668155 nChanged 344 SP:Iteration 16Q (4842.044844 sec): 3 clusters Score: Raw -6276111.302630 + Penalty 3512.806844 = -6272598.495785 nChanged 309 SP:Iteration 17Q (4842.164549 sec): 3 clusters Score: Raw -6276199.087375 + Penalty 3512.806844 = -6272686.280531 nChanged 282 SP:Iteration 18Q (4842.266251 sec): 3 clusters Score: Raw -6276272.140019 + Penalty 3512.806844 = -6272759.333175 nChanged 251 SP:Iteration 19Q (4842.368009 sec): 3 clusters Score: Raw -6276338.097120 + Penalty 3512.806844 = -6272825.290276 nChanged 233 SP:Iteration 20F (4842.475913 sec): 3 clusters Score: Raw -6276389.969655 + Penalty 3512.806844 = -6272877.162811 nChanged 178 SP:Iteration 21Q (4842.591581 sec): 3 clusters Score: Raw -6276431.279820 + Penalty 3512.806844 = -6272918.472976 nChanged 191 SP:Iteration 22Q (4842.700557 sec): 3 clusters Score: Raw -6276470.283047 + Penalty 3512.806844 = -6272957.476203 nChanged 157 SP:Iteration 23Q (4842.819346 sec): 3 clusters Score: Raw -6276498.929234 + Penalty 3512.806844 = -6272986.122389 nChanged 140 SP:Iteration 24Q (4842.923581 sec): 3 clusters Score: Raw -6276522.596301 + Penalty 3512.806844 = -6273009.789457 nChanged 105 SP:Iteration 25Q (4843.018147 sec): 3 clusters Score: Raw -6276539.798067 + Penalty 3512.806844 = -6273026.991223 nChanged 104 SP:Iteration 26Q (4843.120702 sec): 3 clusters Score: Raw -6276556.469987 + Penalty 3512.806844 = -6273043.663143 nChanged 89 SP:Iteration 27Q (4843.231954 sec): 3 clusters Score: Raw -6276570.941359 + Penalty 3512.806844 = -6273058.134515 nChanged 79 SP:Iteration 28Q (4843.335257 sec): 3 clusters Score: Raw -6276580.253258 + Penalty 3512.806844 = -6273067.446414 nChanged 68 SP:Iteration 29Q (4843.436562 sec): 3 clusters Score: Raw -6276588.056492 + Penalty 3512.806844 = -6273075.249647 nChanged 68 SP:Iteration 30Q (4843.545770 sec): 3 clusters Score: Raw -6276595.807417 + Penalty 3512.806844 = -6273083.000573 nChanged 67 SP:Iteration 31Q (4843.652331 sec): 3 clusters Score: Raw -6276603.894793 + Penalty 3512.806844 = -6273091.087949 nChanged 60 SP:Iteration 32Q (4843.736010 sec): 3 clusters Score: Raw -6276610.517167 + Penalty 3512.806844 = -6273097.710322 nChanged 39 SP:Iteration 33Q (4843.844156 sec): 3 clusters Score: Raw -6276614.948399 + Penalty 3512.806844 = -6273102.141555 nChanged 45 SP:Iteration 34Q (4843.949655 sec): 3 clusters Score: Raw -6276619.291059 + Penalty 3512.806844 = -6273106.484215 nChanged 35 SP:Iteration 35Q (4844.038752 sec): 3 clusters Score: Raw -6276622.800900 + Penalty 3512.806844 = -6273109.994056 nChanged 34 SP:Iteration 36Q (4844.132773 sec): 3 clusters Score: Raw -6276626.669331 + Penalty 3512.806844 = -6273113.862487 nChanged 33 SP:Iteration 37Q (4844.254993 sec): 3 clusters Score: Raw -6276630.087373 + Penalty 3512.806844 = -6273117.280529 nChanged 29 SP:Iteration 38Q (4844.359264 sec): 3 clusters Score: Raw -6276632.909002 + Penalty 3512.806844 = -6273120.102158 nChanged 26 SP:Iteration 39Q (4844.459416 sec): 3 clusters Score: Raw -6276635.288045 + Penalty 3512.806844 = -6273122.481201 nChanged 24 SP:Iteration 40F (4844.575078 sec): 3 clusters Score: Raw -6276637.460212 + Penalty 3512.806844 = -6273124.653368 nChanged 28 SP:Iteration 41Q (4844.681698 sec): 3 clusters Score: Raw -6276640.719440 + Penalty 3512.806844 = -6273127.912596 nChanged 27 SP:Iteration 42Q (4844.788910 sec): 3 clusters Score: Raw -6276643.475978 + Penalty 3512.806844 = -6273130.669134 nChanged 23 SP:Iteration 43Q (4844.896076 sec): 3 clusters Score: Raw -6276645.641454 + Penalty 3512.806844 = -6273132.834609 nChanged 18 SP:Iteration 44Q (4844.997907 sec): 3 clusters Score: Raw -6276647.000331 + Penalty 3512.806844 = -6273134.193487 nChanged 15 SP:Iteration 45Q (4845.105554 sec): 3 clusters Score: Raw -6276648.319941 + Penalty 3512.806844 = -6273135.513097 nChanged 16 SP:Iteration 46Q (4845.213852 sec): 3 clusters Score: Raw -6276649.849256 + Penalty 3512.806844 = -6273137.042411 nChanged 12 SP:Iteration 47Q (4845.328237 sec): 3 clusters Score: Raw -6276651.149642 + Penalty 3512.806844 = -6273138.342798 nChanged 10 SP:Iteration 48Q (4845.441802 sec): 3 clusters Score: Raw -6276652.222661 + Penalty 3512.806844 = -6273139.415817 nChanged 8 SP:Iteration 49Q (4845.555887 sec): 3 clusters Score: Raw -6276653.107226 + Penalty 3512.806844 = -6273140.300381 nChanged 11 SP:Iteration 50Q (4845.655789 sec): 3 clusters Score: Raw -6276654.429824 + Penalty 3512.806844 = -6273141.622980 nChanged 11 SP:Iteration 51Q (4845.768746 sec): 3 clusters Score: Raw -6276655.412071 + Penalty 3512.806844 = -6273142.605227 nChanged 10 SP:Iteration 52Q (4845.877223 sec): 3 clusters Score: Raw -6276656.113929 + Penalty 3512.806844 = -6273143.307085 nChanged 9 SP:Iteration 53Q (4845.979754 sec): 3 clusters Score: Raw -6276656.971084 + Penalty 3512.806844 = -6273144.164240 nChanged 8 SP:Iteration 54Q (4846.086679 sec): 3 clusters Score: Raw -6276657.511303 + Penalty 3512.806844 = -6273144.704459 nChanged 7 SP:Iteration 55Q (4846.185749 sec): 3 clusters Score: Raw -6276658.058373 + Penalty 3512.806844 = -6273145.251529 nChanged 6 SP:Iteration 56Q (4846.290703 sec): 3 clusters Score: Raw -6276658.589676 + Penalty 3512.806844 = -6273145.782832 nChanged 5 SP:Iteration 57Q (4846.397526 sec): 3 clusters Score: Raw -6276658.879594 + Penalty 3512.806844 = -6273146.072749 nChanged 3 SP:Iteration 58Q (4846.493364 sec): 3 clusters Score: Raw -6276659.167256 + Penalty 3512.806844 = -6273146.360411 nChanged 4 SP:Iteration 59Q (4846.601247 sec): 3 clusters Score: Raw -6276659.413681 + Penalty 3512.806844 = -6273146.606837 nChanged 7 SP:Iteration 60F (4846.718737 sec): 3 clusters Score: Raw -6276660.291166 + Penalty 3512.806844 = -6273147.484322 nChanged 9 SP:Iteration 61Q (4846.835398 sec): 3 clusters Score: Raw -6276661.755204 + Penalty 3512.806844 = -6273148.948360 nChanged 17 SP:Iteration 62Q (4846.939392 sec): 3 clusters Score: Raw -6276663.820635 + Penalty 3512.806844 = -6273151.013791 nChanged 19 SP:Iteration 63Q (4847.052955 sec): 3 clusters Score: Raw -6276666.370310 + Penalty 3512.806844 = -6273153.563466 nChanged 20 SP:Iteration 64Q (4847.161288 sec): 3 clusters Score: Raw -6276668.327710 + Penalty 3512.806844 = -6273155.520865 nChanged 12 SP:Iteration 65Q (4847.269669 sec): 3 clusters Score: Raw -6276669.481278 + Penalty 3512.806844 = -6273156.674434 nChanged 10 SP:Iteration 66Q (4847.382953 sec): 3 clusters Score: Raw -6276670.504460 + Penalty 3512.806844 = -6273157.697616 nChanged 11 SP:Iteration 67Q (4847.504398 sec): 3 clusters Score: Raw -6276671.618881 + Penalty 3512.806844 = -6273158.812037 nChanged 9 SP:Iteration 68Q (4847.619891 sec): 3 clusters Score: Raw -6276672.952878 + Penalty 3512.806844 = -6273160.146034 nChanged 13 SP:Iteration 69Q (4847.720803 sec): 3 clusters Score: Raw -6276674.049395 + Penalty 3512.806844 = -6273161.242551 nChanged 7 SP:Iteration 70Q (4847.826916 sec): 3 clusters Score: Raw -6276674.875092 + Penalty 3512.806844 = -6273162.068248 nChanged 5 SP:Iteration 71Q (4847.933690 sec): 3 clusters Score: Raw -6276675.229357 + Penalty 3512.806844 = -6273162.422512 nChanged 3 SP:Iteration 72Q (4848.016858 sec): 3 clusters Score: Raw -6276675.592992 + Penalty 3512.806844 = -6273162.786148 nChanged 0 SP:Iteration 73F (4848.134199 sec): 3 clusters Score: Raw -6276675.592992 + Penalty 3512.806844 = -6273162.786148 nChanged 0 Score: Raw -84146154.198839 + Penalty 91735.879504 = -84054418.319334 Splitting cluster 19 changes total score from -84054458.212640 to -84054418.319334 So it's not getting split. Trying to split cluster 20 (37378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4865.463840 sec): 2 clusters Score: Raw -4649016.771201 + Penalty 1710.936106 = -4647305.835095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4865.577345 sec): 3 clusters Score: Raw -4625562.883648 + Penalty 3421.872212 = -4622141.011436 nChanged 17534 SP:Iteration 1F (4865.673771 sec): 3 clusters Score: Raw -4635553.179384 + Penalty 3421.872212 = -4632131.307172 nChanged 1922 SP:Iteration 2F (4865.781020 sec): 3 clusters Score: Raw -4636310.209984 + Penalty 3421.872212 = -4632888.337772 nChanged 2095 SP:Iteration 3F (4865.878974 sec): 3 clusters Score: Raw -4637335.819125 + Penalty 3421.872212 = -4633913.946913 nChanged 2379 SP:Iteration 4F (4865.976087 sec): 3 clusters Score: Raw -4638818.173973 + Penalty 3421.872212 = -4635396.301761 nChanged 2727 SP:Iteration 5F (4866.073802 sec): 3 clusters Score: Raw -4640907.383005 + Penalty 3421.872212 = -4637485.510794 nChanged 2827 SP:Iteration 6F (4866.171339 sec): 3 clusters Score: Raw -4643314.427087 + Penalty 3421.872212 = -4639892.554875 nChanged 2454 SP:Iteration 7F (4866.268273 sec): 3 clusters Score: Raw -4645495.921505 + Penalty 3421.872212 = -4642074.049293 nChanged 1804 SP:Iteration 8Q (4866.344481 sec): 3 clusters Score: Raw -4647085.218322 + Penalty 3421.872212 = -4643663.346110 nChanged 1256 SP:Iteration 9Q (4866.445919 sec): 3 clusters Score: Raw -4648138.949098 + Penalty 3421.872212 = -4644717.076886 nChanged 790 SP:Iteration 10Q (4866.545841 sec): 3 clusters Score: Raw -4648769.943709 + Penalty 3421.872212 = -4645348.071497 nChanged 539 SP:Iteration 11Q (4866.626736 sec): 3 clusters Score: Raw -4649189.884447 + Penalty 3421.872212 = -4645768.012235 nChanged 366 SP:Iteration 12Q (4866.718992 sec): 3 clusters Score: Raw -4649440.472269 + Penalty 3421.872212 = -4646018.600057 nChanged 248 SP:Iteration 13Q (4866.787635 sec): 3 clusters Score: Raw -4649599.871301 + Penalty 3421.872212 = -4646177.999089 nChanged 200 SP:Iteration 14Q (4866.886305 sec): 3 clusters Score: Raw -4649728.121552 + Penalty 3421.872212 = -4646306.249340 nChanged 166 SP:Iteration 15Q (4866.981493 sec): 3 clusters Score: Raw -4649820.659817 + Penalty 3421.872212 = -4646398.787606 nChanged 122 SP:Iteration 16Q (4867.078465 sec): 3 clusters Score: Raw -4649880.275378 + Penalty 3421.872212 = -4646458.403166 nChanged 93 SP:Iteration 17Q (4867.171649 sec): 3 clusters Score: Raw -4649914.070922 + Penalty 3421.872212 = -4646492.198710 nChanged 64 SP:Iteration 18Q (4867.261029 sec): 3 clusters Score: Raw -4649936.192003 + Penalty 3421.872212 = -4646514.319791 nChanged 54 SP:Iteration 19Q (4867.359793 sec): 3 clusters Score: Raw -4649955.052407 + Penalty 3421.872212 = -4646533.180195 nChanged 40 SP:Iteration 20F (4867.459838 sec): 3 clusters Score: Raw -4649966.209593 + Penalty 3421.872212 = -4646544.337381 nChanged 26 SP:Iteration 21Q (4867.549976 sec): 3 clusters Score: Raw -4649973.331322 + Penalty 3421.872212 = -4646551.459110 nChanged 27 SP:Iteration 22Q (4867.644556 sec): 3 clusters Score: Raw -4649979.270412 + Penalty 3421.872212 = -4646557.398200 nChanged 11 SP:Iteration 23Q (4867.734647 sec): 3 clusters Score: Raw -4649981.442804 + Penalty 3421.872212 = -4646559.570592 nChanged 9 SP:Iteration 24Q (4867.824429 sec): 3 clusters Score: Raw -4649983.403327 + Penalty 3421.872212 = -4646561.531115 nChanged 5 SP:Iteration 25Q (4867.913894 sec): 3 clusters Score: Raw -4649984.587557 + Penalty 3421.872212 = -4646562.715345 nChanged 2 SP:Iteration 26Q (4868.006400 sec): 3 clusters Score: Raw -4649984.890603 + Penalty 3421.872212 = -4646563.018391 nChanged 0 SP:Iteration 27F (4868.105610 sec): 3 clusters Score: Raw -4649984.890603 + Penalty 3421.872212 = -4646563.018391 nChanged 0 Trying to split cluster 21 (3222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4868.131106 sec): 2 clusters Score: Raw -382652.861414 + Penalty 1312.635604 = -381340.225810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4868.168865 sec): 3 clusters Score: Raw -381132.274597 + Penalty 2625.271208 = -378507.003389 nChanged 1183 SP:Iteration 1F (4868.217826 sec): 3 clusters Score: Raw -381838.365690 + Penalty 2625.271208 = -379213.094482 nChanged 268 SP:Iteration 2F (4868.250832 sec): 3 clusters Score: Raw -382112.723661 + Penalty 2625.271208 = -379487.452453 nChanged 242 SP:Iteration 3F (4868.295758 sec): 3 clusters Score: Raw -382374.238818 + Penalty 2625.271208 = -379748.967610 nChanged 218 SP:Iteration 4F (4868.333766 sec): 3 clusters Score: Raw -382570.124979 + Penalty 2625.271208 = -379944.853771 nChanged 168 SP:Iteration 5F (4868.376974 sec): 3 clusters Score: Raw -382724.632658 + Penalty 2625.271208 = -380099.361450 nChanged 147 SP:Iteration 6Q (4868.417401 sec): 3 clusters Score: Raw -382856.052167 + Penalty 2625.271208 = -380230.780958 nChanged 145 SP:Iteration 7Q (4868.461793 sec): 3 clusters Score: Raw -382982.683430 + Penalty 2625.271208 = -380357.412222 nChanged 107 SP:Iteration 8Q (4868.517377 sec): 3 clusters Score: Raw -383075.413703 + Penalty 2625.271208 = -380450.142495 nChanged 99 SP:Iteration 9Q (4868.557569 sec): 3 clusters Score: Raw -383161.510142 + Penalty 2625.271208 = -380536.238934 nChanged 97 SP:Iteration 10Q (4868.594990 sec): 3 clusters Score: Raw -383232.784799 + Penalty 2625.271208 = -380607.513591 nChanged 75 SP:Iteration 11Q (4868.631452 sec): 3 clusters Score: Raw -383290.829482 + Penalty 2625.271208 = -380665.558274 nChanged 70 SP:Iteration 12Q (4868.683862 sec): 3 clusters Score: Raw -383345.123585 + Penalty 2625.271208 = -380719.852377 nChanged 80 SP:Iteration 13Q (4868.727838 sec): 3 clusters Score: Raw -383405.688511 + Penalty 2625.271208 = -380780.417303 nChanged 68 SP:Iteration 14Q (4868.773336 sec): 3 clusters Score: Raw -383460.366890 + Penalty 2625.271208 = -380835.095681 nChanged 54 SP:Iteration 15Q (4868.823801 sec): 3 clusters Score: Raw -383503.844647 + Penalty 2625.271208 = -380878.573439 nChanged 38 SP:Iteration 16Q (4868.860745 sec): 3 clusters Score: Raw -383522.634941 + Penalty 2625.271208 = -380897.363733 nChanged 28 SP:Iteration 17Q (4868.907422 sec): 3 clusters Score: Raw -383535.738898 + Penalty 2625.271208 = -380910.467690 nChanged 26 SP:Iteration 18Q (4868.950580 sec): 3 clusters Score: Raw -383553.686709 + Penalty 2625.271208 = -380928.415500 nChanged 24 SP:Iteration 19Q (4868.999104 sec): 3 clusters Score: Raw -383578.617886 + Penalty 2625.271208 = -380953.346677 nChanged 41 SP:Iteration 20F (4869.059595 sec): 3 clusters Score: Raw -383615.517835 + Penalty 2625.271208 = -380990.246627 nChanged 34 SP:Iteration 21Q (4869.094749 sec): 3 clusters Score: Raw -383644.545325 + Penalty 2625.271208 = -381019.274117 nChanged 26 SP:Iteration 22Q (4869.140329 sec): 3 clusters Score: Raw -383664.620021 + Penalty 2625.271208 = -381039.348813 nChanged 26 SP:Iteration 23Q (4869.185455 sec): 3 clusters Score: Raw -383680.979208 + Penalty 2625.271208 = -381055.708000 nChanged 16 SP:Iteration 24Q (4869.229101 sec): 3 clusters Score: Raw -383689.827890 + Penalty 2625.271208 = -381064.556682 nChanged 16 SP:Iteration 25Q (4869.278125 sec): 3 clusters Score: Raw -383695.819170 + Penalty 2625.271208 = -381070.547962 nChanged 8 SP:Iteration 26Q (4869.317749 sec): 3 clusters Score: Raw -383701.504662 + Penalty 2625.271208 = -381076.233454 nChanged 6 SP:Iteration 27Q (4869.367058 sec): 3 clusters Score: Raw -383704.802104 + Penalty 2625.271208 = -381079.530896 nChanged 4 SP:Iteration 28Q (4869.409452 sec): 3 clusters Score: Raw -383706.600036 + Penalty 2625.271208 = -381081.328828 nChanged 2 SP:Iteration 29Q (4869.461600 sec): 3 clusters Score: Raw -383707.101904 + Penalty 2625.271208 = -381081.830695 nChanged 0 SP:Iteration 30F (4869.516392 sec): 3 clusters Score: Raw -383707.101904 + Penalty 2625.271208 = -381081.830695 nChanged 0 Trying to split cluster 22 (7428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4869.540781 sec): 2 clusters Score: Raw -939453.037794 + Penalty 1448.364437 = -938004.673357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4869.598506 sec): 3 clusters Score: Raw -935466.488450 + Penalty 2896.728875 = -932569.759575 nChanged 3047 SP:Iteration 1F (4869.651762 sec): 3 clusters Score: Raw -937182.439827 + Penalty 2896.728875 = -934285.710952 nChanged 577 SP:Iteration 2F (4869.699957 sec): 3 clusters Score: Raw -937559.470198 + Penalty 2896.728875 = -934662.741323 nChanged 536 SP:Iteration 3F (4869.750810 sec): 3 clusters Score: Raw -937940.909383 + Penalty 2896.728875 = -935044.180509 nChanged 537 SP:Iteration 4F (4869.799351 sec): 3 clusters Score: Raw -938343.086956 + Penalty 2896.728875 = -935446.358082 nChanged 483 SP:Iteration 5F (4869.857816 sec): 3 clusters Score: Raw -938684.343143 + Penalty 2896.728875 = -935787.614269 nChanged 420 SP:Iteration 6F (4869.903834 sec): 3 clusters Score: Raw -938974.834837 + Penalty 2896.728875 = -936078.105963 nChanged 348 SP:Iteration 7Q (4869.956123 sec): 3 clusters Score: Raw -939222.094407 + Penalty 2896.728875 = -936325.365532 nChanged 297 SP:Iteration 8Q (4870.012444 sec): 3 clusters Score: Raw -939433.585974 + Penalty 2896.728875 = -936536.857099 nChanged 235 SP:Iteration 9Q (4870.067180 sec): 3 clusters Score: Raw -939597.836527 + Penalty 2896.728875 = -936701.107652 nChanged 172 SP:Iteration 10Q (4870.121052 sec): 3 clusters Score: Raw -939715.093382 + Penalty 2896.728875 = -936818.364508 nChanged 135 SP:Iteration 11Q (4870.176639 sec): 3 clusters Score: Raw -939805.783739 + Penalty 2896.728875 = -936909.054865 nChanged 98 SP:Iteration 12Q (4870.211762 sec): 3 clusters Score: Raw -939869.674935 + Penalty 2896.728875 = -936972.946060 nChanged 76 SP:Iteration 13Q (4870.266041 sec): 3 clusters Score: Raw -939912.414481 + Penalty 2896.728875 = -937015.685606 nChanged 45 SP:Iteration 14Q (4870.306012 sec): 3 clusters Score: Raw -939940.450269 + Penalty 2896.728875 = -937043.721395 nChanged 48 SP:Iteration 15Q (4870.364463 sec): 3 clusters Score: Raw -939974.762876 + Penalty 2896.728875 = -937078.034001 nChanged 38 SP:Iteration 16Q (4870.425857 sec): 3 clusters Score: Raw -940006.777845 + Penalty 2896.728875 = -937110.048970 nChanged 30 SP:Iteration 17Q (4870.471335 sec): 3 clusters Score: Raw -940033.806529 + Penalty 2896.728875 = -937137.077654 nChanged 28 SP:Iteration 18Q (4870.534856 sec): 3 clusters Score: Raw -940056.287421 + Penalty 2896.728875 = -937159.558546 nChanged 24 SP:Iteration 19Q (4870.545601 sec): 3 clusters Score: Raw -940070.659120 + Penalty 2896.728875 = -937173.930245 nChanged 11 SP:Iteration 20F (4870.606238 sec): 3 clusters Score: Raw -940076.764893 + Penalty 2896.728875 = -937180.036019 nChanged 6 SP:Iteration 21Q (4870.650187 sec): 3 clusters Score: Raw -940078.773868 + Penalty 2896.728875 = -937182.044993 nChanged 4 SP:Iteration 22Q (4870.705446 sec): 3 clusters Score: Raw -940079.767107 + Penalty 2896.728875 = -937183.038232 nChanged 1 SP:Iteration 23Q (4870.757465 sec): 3 clusters Score: Raw -940080.560421 + Penalty 2896.728875 = -937183.831546 nChanged 1 SP:Iteration 24Q (4870.791003 sec): 3 clusters Score: Raw -940080.918050 + Penalty 2896.728875 = -937184.189175 nChanged 0 SP:Iteration 25F (4870.846328 sec): 3 clusters Score: Raw -940080.918050 + Penalty 2896.728875 = -937184.189175 nChanged 0 Trying to split cluster 23 (6197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4870.876470 sec): 2 clusters Score: Raw -725831.558078 + Penalty 1418.920845 = -724412.637233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4870.939121 sec): 3 clusters Score: Raw -722558.415497 + Penalty 2837.841689 = -719720.573807 nChanged 2606 SP:Iteration 1F (4870.992331 sec): 3 clusters Score: Raw -724162.350172 + Penalty 2837.841689 = -721324.508483 nChanged 524 SP:Iteration 2F (4871.039000 sec): 3 clusters Score: Raw -724636.448897 + Penalty 2837.841689 = -721798.607208 nChanged 464 SP:Iteration 3F (4871.094089 sec): 3 clusters Score: Raw -725070.646234 + Penalty 2837.841689 = -722232.804545 nChanged 434 SP:Iteration 4F (4871.148167 sec): 3 clusters Score: Raw -725430.409575 + Penalty 2837.841689 = -722592.567885 nChanged 381 SP:Iteration 5F (4871.202038 sec): 3 clusters Score: Raw -725764.205535 + Penalty 2837.841689 = -722926.363845 nChanged 368 SP:Iteration 6F (4871.260584 sec): 3 clusters Score: Raw -726120.099366 + Penalty 2837.841689 = -723282.257677 nChanged 324 SP:Iteration 7F (4871.310899 sec): 3 clusters Score: Raw -726467.823024 + Penalty 2837.841689 = -723629.981335 nChanged 285 SP:Iteration 8Q (4871.367775 sec): 3 clusters Score: Raw -726757.795895 + Penalty 2837.841689 = -723919.954205 nChanged 223 SP:Iteration 9Q (4871.428451 sec): 3 clusters Score: Raw -726926.705543 + Penalty 2837.841689 = -724088.863854 nChanged 157 SP:Iteration 10Q (4871.484257 sec): 3 clusters Score: Raw -727008.740402 + Penalty 2837.841689 = -724170.898712 nChanged 80 SP:Iteration 11Q (4871.541103 sec): 3 clusters Score: Raw -727046.469203 + Penalty 2837.841689 = -724208.627513 nChanged 65 SP:Iteration 12Q (4871.591956 sec): 3 clusters Score: Raw -727076.544886 + Penalty 2837.841689 = -724238.703197 nChanged 57 SP:Iteration 13Q (4871.651026 sec): 3 clusters Score: Raw -727100.003235 + Penalty 2837.841689 = -724262.161546 nChanged 43 SP:Iteration 14Q (4871.698022 sec): 3 clusters Score: Raw -727115.599310 + Penalty 2837.841689 = -724277.757620 nChanged 46 SP:Iteration 15Q (4871.751631 sec): 3 clusters Score: Raw -727129.636398 + Penalty 2837.841689 = -724291.794708 nChanged 35 SP:Iteration 16Q (4871.807698 sec): 3 clusters Score: Raw -727139.730668 + Penalty 2837.841689 = -724301.888978 nChanged 24 SP:Iteration 17Q (4871.863887 sec): 3 clusters Score: Raw -727145.910893 + Penalty 2837.841689 = -724308.069203 nChanged 23 SP:Iteration 18Q (4871.921350 sec): 3 clusters Score: Raw -727150.652305 + Penalty 2837.841689 = -724312.810615 nChanged 20 SP:Iteration 19Q (4871.967790 sec): 3 clusters Score: Raw -727154.708186 + Penalty 2837.841689 = -724316.866496 nChanged 11 SP:Iteration 20F (4872.019419 sec): 3 clusters Score: Raw -727157.700598 + Penalty 2837.841689 = -724319.858908 nChanged 10 SP:Iteration 21Q (4872.070769 sec): 3 clusters Score: Raw -727159.651487 + Penalty 2837.841689 = -724321.809798 nChanged 13 SP:Iteration 22Q (4872.121816 sec): 3 clusters Score: Raw -727163.074389 + Penalty 2837.841689 = -724325.232700 nChanged 13 SP:Iteration 23Q (4872.179924 sec): 3 clusters Score: Raw -727166.557350 + Penalty 2837.841689 = -724328.715661 nChanged 23 SP:Iteration 24Q (4872.230492 sec): 3 clusters Score: Raw -727173.429930 + Penalty 2837.841689 = -724335.588241 nChanged 22 SP:Iteration 25Q (4872.276944 sec): 3 clusters Score: Raw -727178.780510 + Penalty 2837.841689 = -724340.938820 nChanged 20 SP:Iteration 26Q (4872.341478 sec): 3 clusters Score: Raw -727183.285861 + Penalty 2837.841689 = -724345.444172 nChanged 14 SP:Iteration 27Q (4872.388534 sec): 3 clusters Score: Raw -727186.001625 + Penalty 2837.841689 = -724348.159935 nChanged 13 SP:Iteration 28Q (4872.420798 sec): 3 clusters Score: Raw -727188.048030 + Penalty 2837.841689 = -724350.206340 nChanged 6 SP:Iteration 29Q (4872.471104 sec): 3 clusters Score: Raw -727188.597725 + Penalty 2837.841689 = -724350.756035 nChanged 2 SP:Iteration 30Q (4872.537131 sec): 3 clusters Score: Raw -727188.843580 + Penalty 2837.841689 = -724351.001890 nChanged 3 SP:Iteration 31Q (4872.585932 sec): 3 clusters Score: Raw -727189.189405 + Penalty 2837.841689 = -724351.347715 nChanged 4 SP:Iteration 32Q (4872.634604 sec): 3 clusters Score: Raw -727189.736886 + Penalty 2837.841689 = -724351.895196 nChanged 3 SP:Iteration 33Q (4872.681195 sec): 3 clusters Score: Raw -727189.988452 + Penalty 2837.841689 = -724352.146762 nChanged 2 SP:Iteration 34Q (4872.732935 sec): 3 clusters Score: Raw -727190.333976 + Penalty 2837.841689 = -724352.492286 nChanged 3 SP:Iteration 35Q (4872.788542 sec): 3 clusters Score: Raw -727190.732001 + Penalty 2837.841689 = -724352.890311 nChanged 3 SP:Iteration 36Q (4872.844212 sec): 3 clusters Score: Raw -727191.222692 + Penalty 2837.841689 = -724353.381002 nChanged 2 SP:Iteration 37Q (4872.895828 sec): 3 clusters Score: Raw -727191.563409 + Penalty 2837.841689 = -724353.721720 nChanged 3 SP:Iteration 38Q (4872.942061 sec): 3 clusters Score: Raw -727191.914682 + Penalty 2837.841689 = -724354.072993 nChanged 4 SP:Iteration 39Q (4872.997411 sec): 3 clusters Score: Raw -727192.691524 + Penalty 2837.841689 = -724354.849834 nChanged 4 SP:Iteration 40F (4873.056294 sec): 3 clusters Score: Raw -727193.312681 + Penalty 2837.841689 = -724355.470991 nChanged 4 SP:Iteration 41Q (4873.119169 sec): 3 clusters Score: Raw -727193.839999 + Penalty 2837.841689 = -724355.998310 nChanged 2 SP:Iteration 42Q (4873.165408 sec): 3 clusters Score: Raw -727194.032998 + Penalty 2837.841689 = -724356.191308 nChanged 0 SP:Iteration 43F (4873.223508 sec): 3 clusters Score: Raw -727194.032998 + Penalty 2837.841689 = -724356.191308 nChanged 0 Trying to split cluster 24 (37252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4873.298227 sec): 2 clusters Score: Raw -4779433.206193 + Penalty 1710.387398 = -4777722.818795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4873.404325 sec): 3 clusters Score: Raw -4756324.690212 + Penalty 3420.774797 = -4752903.915415 nChanged 17374 SP:Iteration 1F (4873.497506 sec): 3 clusters Score: Raw -4766106.721953 + Penalty 3420.774797 = -4762685.947156 nChanged 1845 SP:Iteration 2Q (4873.610568 sec): 3 clusters Score: Raw -4766904.240950 + Penalty 3420.774797 = -4763483.466153 nChanged 1979 SP:Iteration 3F (4873.710995 sec): 3 clusters Score: Raw -4767994.171605 + Penalty 3420.774797 = -4764573.396808 nChanged 2218 SP:Iteration 4F (4873.810558 sec): 3 clusters Score: Raw -4769466.469599 + Penalty 3420.774797 = -4766045.694802 nChanged 2365 SP:Iteration 5F (4873.912542 sec): 3 clusters Score: Raw -4771248.900488 + Penalty 3420.774797 = -4767828.125691 nChanged 2441 SP:Iteration 6F (4874.020677 sec): 3 clusters Score: Raw -4773124.581798 + Penalty 3420.774797 = -4769703.807001 nChanged 2165 SP:Iteration 7F (4874.122216 sec): 3 clusters Score: Raw -4774773.497849 + Penalty 3420.774797 = -4771352.723052 nChanged 1760 SP:Iteration 8Q (4874.221240 sec): 3 clusters Score: Raw -4776024.385361 + Penalty 3420.774797 = -4772603.610564 nChanged 1272 SP:Iteration 9Q (4874.327401 sec): 3 clusters Score: Raw -4776763.218399 + Penalty 3420.774797 = -4773342.443602 nChanged 920 SP:Iteration 10Q (4874.421427 sec): 3 clusters Score: Raw -4777245.323213 + Penalty 3420.774797 = -4773824.548416 nChanged 727 SP:Iteration 11Q (4874.516802 sec): 3 clusters Score: Raw -4777597.052560 + Penalty 3420.774797 = -4774176.277763 nChanged 612 SP:Iteration 12Q (4874.609654 sec): 3 clusters Score: Raw -4777883.003623 + Penalty 3420.774797 = -4774462.228826 nChanged 504 SP:Iteration 13Q (4874.707671 sec): 3 clusters Score: Raw -4778100.191215 + Penalty 3420.774797 = -4774679.416418 nChanged 452 SP:Iteration 14Q (4874.808080 sec): 3 clusters Score: Raw -4778293.614075 + Penalty 3420.774797 = -4774872.839278 nChanged 448 SP:Iteration 15Q (4874.885788 sec): 3 clusters Score: Raw -4778498.312318 + Penalty 3420.774797 = -4775077.537521 nChanged 411 SP:Iteration 16Q (4874.997645 sec): 3 clusters Score: Raw -4778676.032398 + Penalty 3420.774797 = -4775255.257601 nChanged 332 SP:Iteration 17Q (4875.074951 sec): 3 clusters Score: Raw -4778819.560310 + Penalty 3420.774797 = -4775398.785513 nChanged 290 SP:Iteration 18Q (4875.175583 sec): 3 clusters Score: Raw -4778947.804503 + Penalty 3420.774797 = -4775527.029706 nChanged 265 SP:Iteration 19Q (4875.271574 sec): 3 clusters Score: Raw -4779063.292323 + Penalty 3420.774797 = -4775642.517526 nChanged 230 SP:Iteration 20F (4875.371319 sec): 3 clusters Score: Raw -4779162.291672 + Penalty 3420.774797 = -4775741.516875 nChanged 208 SP:Iteration 21Q (4875.449427 sec): 3 clusters Score: Raw -4779262.937324 + Penalty 3420.774797 = -4775842.162527 nChanged 196 SP:Iteration 22Q (4875.520301 sec): 3 clusters Score: Raw -4779351.899245 + Penalty 3420.774797 = -4775931.124448 nChanged 174 SP:Iteration 23Q (4875.612650 sec): 3 clusters Score: Raw -4779422.870796 + Penalty 3420.774797 = -4776002.095999 nChanged 151 SP:Iteration 24Q (4875.706252 sec): 3 clusters Score: Raw -4779481.240176 + Penalty 3420.774797 = -4776060.465379 nChanged 135 SP:Iteration 25Q (4875.789264 sec): 3 clusters Score: Raw -4779530.554456 + Penalty 3420.774797 = -4776109.779659 nChanged 110 SP:Iteration 26Q (4875.876204 sec): 3 clusters Score: Raw -4779570.108126 + Penalty 3420.774797 = -4776149.333330 nChanged 96 SP:Iteration 27Q (4875.969763 sec): 3 clusters Score: Raw -4779605.417449 + Penalty 3420.774797 = -4776184.642652 nChanged 86 SP:Iteration 28Q (4876.054178 sec): 3 clusters Score: Raw -4779641.625097 + Penalty 3420.774797 = -4776220.850300 nChanged 79 SP:Iteration 29Q (4876.155718 sec): 3 clusters Score: Raw -4779669.798037 + Penalty 3420.774797 = -4776249.023240 nChanged 72 SP:Iteration 30Q (4876.239009 sec): 3 clusters Score: Raw -4779695.339358 + Penalty 3420.774797 = -4776274.564561 nChanged 58 SP:Iteration 31Q (4876.338369 sec): 3 clusters Score: Raw -4779716.759252 + Penalty 3420.774797 = -4776295.984455 nChanged 48 SP:Iteration 32Q (4876.421527 sec): 3 clusters Score: Raw -4779733.763452 + Penalty 3420.774797 = -4776312.988655 nChanged 40 SP:Iteration 33Q (4876.515469 sec): 3 clusters Score: Raw -4779749.700011 + Penalty 3420.774797 = -4776328.925214 nChanged 44 SP:Iteration 34Q (4876.601939 sec): 3 clusters Score: Raw -4779765.130196 + Penalty 3420.774797 = -4776344.355399 nChanged 29 SP:Iteration 35Q (4876.701711 sec): 3 clusters Score: Raw -4779775.084254 + Penalty 3420.774797 = -4776354.309457 nChanged 29 SP:Iteration 36Q (4876.788890 sec): 3 clusters Score: Raw -4779783.410175 + Penalty 3420.774797 = -4776362.635378 nChanged 19 SP:Iteration 37Q (4876.886539 sec): 3 clusters Score: Raw -4779788.460834 + Penalty 3420.774797 = -4776367.686037 nChanged 11 SP:Iteration 38Q (4876.959841 sec): 3 clusters Score: Raw -4779791.903855 + Penalty 3420.774797 = -4776371.129058 nChanged 8 SP:Iteration 39Q (4877.019557 sec): 3 clusters Score: Raw -4779794.421029 + Penalty 3420.774797 = -4776373.646232 nChanged 8 SP:Iteration 40F (4877.129174 sec): 3 clusters Score: Raw -4779796.795117 + Penalty 3420.774797 = -4776376.020320 nChanged 6 SP:Iteration 41Q (4877.212857 sec): 3 clusters Score: Raw -4779798.462322 + Penalty 3420.774797 = -4776377.687525 nChanged 10 SP:Iteration 42Q (4877.280807 sec): 3 clusters Score: Raw -4779801.172864 + Penalty 3420.774797 = -4776380.398067 nChanged 6 SP:Iteration 43Q (4877.372805 sec): 3 clusters Score: Raw -4779802.437215 + Penalty 3420.774797 = -4776381.662418 nChanged 3 SP:Iteration 44Q (4877.465797 sec): 3 clusters Score: Raw -4779802.997735 + Penalty 3420.774797 = -4776382.222938 nChanged 2 SP:Iteration 45Q (4877.554325 sec): 3 clusters Score: Raw -4779803.884479 + Penalty 3420.774797 = -4776383.109682 nChanged 3 SP:Iteration 46Q (4877.635211 sec): 3 clusters Score: Raw -4779804.276438 + Penalty 3420.774797 = -4776383.501641 nChanged 3 SP:Iteration 47Q (4877.728987 sec): 3 clusters Score: Raw -4779804.910149 + Penalty 3420.774797 = -4776384.135352 nChanged 3 SP:Iteration 48Q (4877.786145 sec): 3 clusters Score: Raw -4779805.606582 + Penalty 3420.774797 = -4776384.831785 nChanged 1 SP:Iteration 49Q (4877.885706 sec): 3 clusters Score: Raw -4779805.762655 + Penalty 3420.774797 = -4776384.987858 nChanged 3 SP:Iteration 50Q (4877.986003 sec): 3 clusters Score: Raw -4779806.344123 + Penalty 3420.774797 = -4776385.569326 nChanged 3 SP:Iteration 51Q (4878.067223 sec): 3 clusters Score: Raw -4779807.172198 + Penalty 3420.774797 = -4776386.397401 nChanged 1 SP:Iteration 52Q (4878.125674 sec): 3 clusters Score: Raw -4779807.649357 + Penalty 3420.774797 = -4776386.874560 nChanged 0 SP:Iteration 53F (4878.233528 sec): 3 clusters Score: Raw -4779807.649357 + Penalty 3420.774797 = -4776386.874560 nChanged 0 Trying to split cluster 25 (49386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4878.320944 sec): 2 clusters Score: Raw -6273263.328596 + Penalty 1756.206118 = -6271507.122479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4878.431881 sec): 3 clusters Score: Raw -6242078.026454 + Penalty 3512.412235 = -6238565.614219 nChanged 22947 SP:Iteration 1F (4878.544170 sec): 3 clusters Score: Raw -6254919.882420 + Penalty 3512.412235 = -6251407.470185 nChanged 1804 SP:Iteration 2Q (4878.657759 sec): 3 clusters Score: Raw -6255429.579325 + Penalty 3512.412235 = -6251917.167090 nChanged 1833 SP:Iteration 3Q (4878.785624 sec): 3 clusters Score: Raw -6256014.668562 + Penalty 3512.412235 = -6252502.256327 nChanged 1944 SP:Iteration 4Q (4878.906260 sec): 3 clusters Score: Raw -6256751.043170 + Penalty 3512.412235 = -6253238.630935 nChanged 2160 SP:Iteration 5Q (4879.018558 sec): 3 clusters Score: Raw -6257743.005622 + Penalty 3512.412235 = -6254230.593387 nChanged 2441 SP:Iteration 6Q (4879.143592 sec): 3 clusters Score: Raw -6259073.241794 + Penalty 3512.412235 = -6255560.829558 nChanged 2720 SP:Iteration 7F (4879.262931 sec): 3 clusters Score: Raw -6260840.896416 + Penalty 3512.412235 = -6257328.484181 nChanged 2958 SP:Iteration 8F (4879.382360 sec): 3 clusters Score: Raw -6263060.884624 + Penalty 3512.412235 = -6259548.472389 nChanged 2967 SP:Iteration 9F (4879.501897 sec): 3 clusters Score: Raw -6265380.152710 + Penalty 3512.412235 = -6261867.740475 nChanged 2765 SP:Iteration 10F (4879.627782 sec): 3 clusters Score: Raw -6267575.877995 + Penalty 3512.412235 = -6264063.465760 nChanged 2227 SP:Iteration 11Q (4879.733789 sec): 3 clusters Score: Raw -6269297.968481 + Penalty 3512.412235 = -6265785.556246 nChanged 1783 SP:Iteration 12Q (4879.854518 sec): 3 clusters Score: Raw -6270705.071099 + Penalty 3512.412235 = -6267192.658864 nChanged 1297 SP:Iteration 13Q (4879.969187 sec): 3 clusters Score: Raw -6271689.964208 + Penalty 3512.412235 = -6268177.551973 nChanged 886 SP:Iteration 14Q (4880.066810 sec): 3 clusters Score: Raw -6272366.290701 + Penalty 3512.412235 = -6268853.878466 nChanged 609 SP:Iteration 15Q (4880.178835 sec): 3 clusters Score: Raw -6272841.837383 + Penalty 3512.412235 = -6269329.425148 nChanged 361 SP:Iteration 16Q (4880.277305 sec): 3 clusters Score: Raw -6273124.563714 + Penalty 3512.412235 = -6269612.151479 nChanged 215 SP:Iteration 17Q (4880.382813 sec): 3 clusters Score: Raw -6273271.334723 + Penalty 3512.412235 = -6269758.922488 nChanged 117 SP:Iteration 18Q (4880.484235 sec): 3 clusters Score: Raw -6273358.927951 + Penalty 3512.412235 = -6269846.515716 nChanged 74 SP:Iteration 19Q (4880.592643 sec): 3 clusters Score: Raw -6273410.879302 + Penalty 3512.412235 = -6269898.467067 nChanged 55 SP:Iteration 20F (4880.717986 sec): 3 clusters Score: Raw -6273450.125449 + Penalty 3512.412235 = -6269937.713214 nChanged 39 SP:Iteration 21Q (4880.811410 sec): 3 clusters Score: Raw -6273480.590758 + Penalty 3512.412235 = -6269968.178522 nChanged 33 SP:Iteration 22Q (4880.916212 sec): 3 clusters Score: Raw -6273505.228251 + Penalty 3512.412235 = -6269992.816015 nChanged 18 SP:Iteration 23Q (4881.010596 sec): 3 clusters Score: Raw -6273516.566129 + Penalty 3512.412235 = -6270004.153893 nChanged 13 SP:Iteration 24Q (4881.115366 sec): 3 clusters Score: Raw -6273529.608859 + Penalty 3512.412235 = -6270017.196623 nChanged 11 SP:Iteration 25Q (4881.219829 sec): 3 clusters Score: Raw -6273539.134381 + Penalty 3512.412235 = -6270026.722146 nChanged 3 SP:Iteration 26Q (4881.314803 sec): 3 clusters Score: Raw -6273540.847276 + Penalty 3512.412235 = -6270028.435041 nChanged 2 SP:Iteration 27Q (4881.424262 sec): 3 clusters Score: Raw -6273542.173755 + Penalty 3512.412235 = -6270029.761520 nChanged 5 SP:Iteration 28Q (4881.520331 sec): 3 clusters Score: Raw -6273546.157420 + Penalty 3512.412235 = -6270033.745185 nChanged 4 SP:Iteration 29Q (4881.624702 sec): 3 clusters Score: Raw -6273550.554145 + Penalty 3512.412235 = -6270038.141910 nChanged 5 SP:Iteration 30Q (4881.729387 sec): 3 clusters Score: Raw -6273555.806725 + Penalty 3512.412235 = -6270043.394490 nChanged 6 SP:Iteration 31Q (4881.811450 sec): 3 clusters Score: Raw -6273559.347286 + Penalty 3512.412235 = -6270046.935051 nChanged 4 SP:Iteration 32Q (4881.932090 sec): 3 clusters Score: Raw -6273561.271568 + Penalty 3512.412235 = -6270048.859333 nChanged 1 SP:Iteration 33Q (4882.035365 sec): 3 clusters Score: Raw -6273561.732653 + Penalty 3512.412235 = -6270049.320418 nChanged 0 SP:Iteration 34F (4882.139589 sec): 3 clusters Score: Raw -6273561.732653 + Penalty 3512.412235 = -6270049.320418 nChanged 0 Trying to split cluster 26 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4882.176814 sec): 2 clusters Score: Raw -81852.355627 + Penalty 1080.880429 = -80771.475198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4882.198085 sec): 3 clusters Score: Raw -81698.391819 + Penalty 2161.760859 = -79536.630960 nChanged 234 SP:Iteration 1F (4882.247351 sec): 3 clusters Score: Raw -82108.936873 + Penalty 2161.760859 = -79947.176015 nChanged 75 SP:Iteration 2F (4882.297035 sec): 3 clusters Score: Raw -82274.624341 + Penalty 2161.760859 = -80112.863482 nChanged 50 SP:Iteration 3F (4882.347473 sec): 3 clusters Score: Raw -82382.514406 + Penalty 2161.760859 = -80220.753547 nChanged 23 SP:Iteration 4Q (4882.388427 sec): 3 clusters Score: Raw -82414.827522 + Penalty 2161.760859 = -80253.066663 nChanged 9 SP:Iteration 5Q (4882.442912 sec): 3 clusters Score: Raw -82428.362339 + Penalty 2161.760859 = -80266.601480 nChanged 5 SP:Iteration 6Q (4882.484600 sec): 3 clusters Score: Raw -82436.920769 + Penalty 2161.760859 = -80275.159910 nChanged 3 SP:Iteration 7Q (4882.517252 sec): 3 clusters Score: Raw -82445.797037 + Penalty 2161.760859 = -80284.036178 nChanged 4 SP:Iteration 8Q (4882.546360 sec): 3 clusters Score: Raw -82450.715031 + Penalty 2161.760859 = -80288.954172 nChanged 2 SP:Iteration 9Q (4882.587871 sec): 3 clusters Score: Raw -82455.503908 + Penalty 2161.760859 = -80293.743050 nChanged 0 SP:Iteration 10F (4882.638175 sec): 3 clusters Score: Raw -82455.503908 + Penalty 2161.760859 = -80293.743050 nChanged 0 Trying to split cluster 27 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4882.662963 sec): 2 clusters Score: Raw -60342.639719 + Penalty 1018.420089 = -59324.219630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4882.705359 sec): 3 clusters Score: Raw -60308.013852 + Penalty 2036.840178 = -58271.173674 nChanged 130 SP:Iteration 1F (4882.751026 sec): 3 clusters Score: Raw -60510.723463 + Penalty 2036.840178 = -58473.883285 nChanged 42 SP:Iteration 2F (4882.791850 sec): 3 clusters Score: Raw -60620.855485 + Penalty 2036.840178 = -58584.015307 nChanged 23 SP:Iteration 3Q (4882.839744 sec): 3 clusters Score: Raw -60689.432065 + Penalty 2036.840178 = -58652.591887 nChanged 22 SP:Iteration 4Q (4882.887579 sec): 3 clusters Score: Raw -60776.399858 + Penalty 2036.840178 = -58739.559679 nChanged 20 SP:Iteration 5Q (4882.923796 sec): 3 clusters Score: Raw -60873.048086 + Penalty 2036.840178 = -58836.207907 nChanged 17 SP:Iteration 6Q (4882.972970 sec): 3 clusters Score: Raw -60938.202504 + Penalty 2036.840178 = -58901.362326 nChanged 23 SP:Iteration 7Q (4883.012925 sec): 3 clusters Score: Raw -60988.989780 + Penalty 2036.840178 = -58952.149602 nChanged 13 SP:Iteration 8Q (4883.063856 sec): 3 clusters Score: Raw -61013.174510 + Penalty 2036.840178 = -58976.334331 nChanged 6 SP:Iteration 9Q (4883.100561 sec): 3 clusters Score: Raw -61038.079030 + Penalty 2036.840178 = -59001.238852 nChanged 3 SP:Iteration 10Q (4883.149370 sec): 3 clusters Score: Raw -61047.640085 + Penalty 2036.840178 = -59010.799907 nChanged 3 SP:Iteration 11Q (4883.198558 sec): 3 clusters Score: Raw -61055.407939 + Penalty 2036.840178 = -59018.567761 nChanged 2 SP:Iteration 12Q (4883.234227 sec): 3 clusters Score: Raw -61062.546633 + Penalty 2036.840178 = -59025.706454 nChanged 1 SP:Iteration 13Q (4883.283466 sec): 3 clusters Score: Raw -61068.302291 + Penalty 2036.840178 = -59031.462113 nChanged 2 SP:Iteration 14Q (4883.333037 sec): 3 clusters Score: Raw -61076.493082 + Penalty 2036.840178 = -59039.652904 nChanged 3 SP:Iteration 15Q (4883.380351 sec): 3 clusters Score: Raw -61083.943533 + Penalty 2036.840178 = -59047.103355 nChanged 1 SP:Iteration 16Q (4883.423567 sec): 3 clusters Score: Raw -61086.135448 + Penalty 2036.840178 = -59049.295269 nChanged 0 SP:Iteration 17F (4883.459691 sec): 3 clusters Score: Raw -61086.135448 + Penalty 2036.840178 = -59049.295269 nChanged 0 Trying to split cluster 28 (7778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4883.506090 sec): 2 clusters Score: Raw -978837.768975 + Penalty 1455.846359 = -977381.922617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4883.545118 sec): 3 clusters Score: Raw -974514.650342 + Penalty 2911.692717 = -971602.957625 nChanged 3288 SP:Iteration 1F (4883.595470 sec): 3 clusters Score: Raw -976302.390415 + Penalty 2911.692717 = -973390.697697 nChanged 509 SP:Iteration 2F (4883.656783 sec): 3 clusters Score: Raw -976560.050888 + Penalty 2911.692717 = -973648.358171 nChanged 428 SP:Iteration 3F (4883.694434 sec): 3 clusters Score: Raw -976788.331680 + Penalty 2911.692717 = -973876.638962 nChanged 399 SP:Iteration 4F (4883.752764 sec): 3 clusters Score: Raw -977018.335248 + Penalty 2911.692717 = -974106.642531 nChanged 378 SP:Iteration 5Q (4883.802932 sec): 3 clusters Score: Raw -977266.781713 + Penalty 2911.692717 = -974355.088996 nChanged 404 SP:Iteration 6F (4883.853080 sec): 3 clusters Score: Raw -977566.122609 + Penalty 2911.692717 = -974654.429892 nChanged 413 SP:Iteration 7F (4883.912976 sec): 3 clusters Score: Raw -977889.425622 + Penalty 2911.692717 = -974977.732905 nChanged 391 SP:Iteration 8F (4883.970325 sec): 3 clusters Score: Raw -978178.468449 + Penalty 2911.692717 = -975266.775731 nChanged 351 SP:Iteration 9Q (4884.012251 sec): 3 clusters Score: Raw -978402.085993 + Penalty 2911.692717 = -975490.393276 nChanged 265 SP:Iteration 10Q (4884.070807 sec): 3 clusters Score: Raw -978545.673116 + Penalty 2911.692717 = -975633.980399 nChanged 184 SP:Iteration 11Q (4884.121460 sec): 3 clusters Score: Raw -978622.119017 + Penalty 2911.692717 = -975710.426300 nChanged 151 SP:Iteration 12Q (4884.179160 sec): 3 clusters Score: Raw -978682.445111 + Penalty 2911.692717 = -975770.752394 nChanged 119 SP:Iteration 13Q (4884.229384 sec): 3 clusters Score: Raw -978724.530330 + Penalty 2911.692717 = -975812.837613 nChanged 88 SP:Iteration 14Q (4884.294400 sec): 3 clusters Score: Raw -978750.447090 + Penalty 2911.692717 = -975838.754373 nChanged 69 SP:Iteration 15Q (4884.341697 sec): 3 clusters Score: Raw -978770.207229 + Penalty 2911.692717 = -975858.514511 nChanged 71 SP:Iteration 16Q (4884.397698 sec): 3 clusters Score: Raw -978788.272934 + Penalty 2911.692717 = -975876.580217 nChanged 58 SP:Iteration 17Q (4884.447027 sec): 3 clusters Score: Raw -978802.422971 + Penalty 2911.692717 = -975890.730253 nChanged 51 SP:Iteration 18Q (4884.507272 sec): 3 clusters Score: Raw -978817.044918 + Penalty 2911.692717 = -975905.352201 nChanged 48 SP:Iteration 19Q (4884.568190 sec): 3 clusters Score: Raw -978833.694479 + Penalty 2911.692717 = -975922.001762 nChanged 48 SP:Iteration 20F (4884.607063 sec): 3 clusters Score: Raw -978850.965195 + Penalty 2911.692717 = -975939.272478 nChanged 52 SP:Iteration 21Q (4884.656821 sec): 3 clusters Score: Raw -978869.958316 + Penalty 2911.692717 = -975958.265599 nChanged 56 SP:Iteration 22Q (4884.709223 sec): 3 clusters Score: Raw -978889.325929 + Penalty 2911.692717 = -975977.633212 nChanged 49 SP:Iteration 23Q (4884.769308 sec): 3 clusters Score: Raw -978902.868932 + Penalty 2911.692717 = -975991.176215 nChanged 37 SP:Iteration 24Q (4884.821326 sec): 3 clusters Score: Raw -978910.999302 + Penalty 2911.692717 = -975999.306585 nChanged 27 SP:Iteration 25Q (4884.869788 sec): 3 clusters Score: Raw -978917.389332 + Penalty 2911.692717 = -976005.696615 nChanged 29 SP:Iteration 26Q (4884.919800 sec): 3 clusters Score: Raw -978924.762517 + Penalty 2911.692717 = -976013.069800 nChanged 34 SP:Iteration 27Q (4884.977577 sec): 3 clusters Score: Raw -978933.944138 + Penalty 2911.692717 = -976022.251421 nChanged 34 SP:Iteration 28Q (4885.026337 sec): 3 clusters Score: Raw -978941.645449 + Penalty 2911.692717 = -976029.952732 nChanged 23 SP:Iteration 29Q (4885.084339 sec): 3 clusters Score: Raw -978945.813472 + Penalty 2911.692717 = -976034.120754 nChanged 15 SP:Iteration 30Q (4885.144503 sec): 3 clusters Score: Raw -978949.490351 + Penalty 2911.692717 = -976037.797634 nChanged 16 SP:Iteration 31Q (4885.205974 sec): 3 clusters Score: Raw -978952.490419 + Penalty 2911.692717 = -976040.797702 nChanged 13 SP:Iteration 32Q (4885.271492 sec): 3 clusters Score: Raw -978955.339217 + Penalty 2911.692717 = -976043.646500 nChanged 16 SP:Iteration 33Q (4885.314906 sec): 3 clusters Score: Raw -978958.028990 + Penalty 2911.692717 = -976046.336273 nChanged 11 SP:Iteration 34Q (4885.373261 sec): 3 clusters Score: Raw -978959.601660 + Penalty 2911.692717 = -976047.908943 nChanged 12 SP:Iteration 35Q (4885.432000 sec): 3 clusters Score: Raw -978961.386629 + Penalty 2911.692717 = -976049.693912 nChanged 12 SP:Iteration 36Q (4885.480297 sec): 3 clusters Score: Raw -978964.355994 + Penalty 2911.692717 = -976052.663277 nChanged 18 SP:Iteration 37Q (4885.539351 sec): 3 clusters Score: Raw -978968.136165 + Penalty 2911.692717 = -976056.443448 nChanged 23 SP:Iteration 38Q (4885.608511 sec): 3 clusters Score: Raw -978974.530811 + Penalty 2911.692717 = -976062.838094 nChanged 19 SP:Iteration 39Q (4885.657158 sec): 3 clusters Score: Raw -978979.640626 + Penalty 2911.692717 = -976067.947909 nChanged 24 SP:Iteration 40F (4885.723836 sec): 3 clusters Score: Raw -978985.053265 + Penalty 2911.692717 = -976073.360548 nChanged 23 SP:Iteration 41Q (4885.770227 sec): 3 clusters Score: Raw -978990.232107 + Penalty 2911.692717 = -976078.539389 nChanged 28 SP:Iteration 42Q (4885.822556 sec): 3 clusters Score: Raw -978996.958007 + Penalty 2911.692717 = -976085.265289 nChanged 23 SP:Iteration 43Q (4885.878684 sec): 3 clusters Score: Raw -979003.438343 + Penalty 2911.692717 = -976091.745626 nChanged 30 SP:Iteration 44Q (4885.937141 sec): 3 clusters Score: Raw -979010.438257 + Penalty 2911.692717 = -976098.745540 nChanged 29 SP:Iteration 45Q (4885.998979 sec): 3 clusters Score: Raw -979018.906612 + Penalty 2911.692717 = -976107.213895 nChanged 25 SP:Iteration 46Q (4886.044252 sec): 3 clusters Score: Raw -979023.858980 + Penalty 2911.692717 = -976112.166263 nChanged 23 SP:Iteration 47Q (4886.097144 sec): 3 clusters Score: Raw -979029.523315 + Penalty 2911.692717 = -976117.830598 nChanged 28 SP:Iteration 48Q (4886.147648 sec): 3 clusters Score: Raw -979036.330274 + Penalty 2911.692717 = -976124.637556 nChanged 28 SP:Iteration 49Q (4886.205337 sec): 3 clusters Score: Raw -979042.982119 + Penalty 2911.692717 = -976131.289402 nChanged 24 SP:Iteration 50Q (4886.254237 sec): 3 clusters Score: Raw -979048.841446 + Penalty 2911.692717 = -976137.148729 nChanged 22 SP:Iteration 51Q (4886.300663 sec): 3 clusters Score: Raw -979055.084475 + Penalty 2911.692717 = -976143.391758 nChanged 26 SP:Iteration 52Q (4886.353981 sec): 3 clusters Score: Raw -979061.928459 + Penalty 2911.692717 = -976150.235742 nChanged 22 SP:Iteration 53Q (4886.412620 sec): 3 clusters Score: Raw -979067.223028 + Penalty 2911.692717 = -976155.530311 nChanged 18 SP:Iteration 54Q (4886.460978 sec): 3 clusters Score: Raw -979071.066021 + Penalty 2911.692717 = -976159.373304 nChanged 16 SP:Iteration 55Q (4886.512721 sec): 3 clusters Score: Raw -979073.487220 + Penalty 2911.692717 = -976161.794502 nChanged 13 SP:Iteration 56Q (4886.567253 sec): 3 clusters Score: Raw -979076.602440 + Penalty 2911.692717 = -976164.909723 nChanged 17 SP:Iteration 57Q (4886.630803 sec): 3 clusters Score: Raw -979082.642651 + Penalty 2911.692717 = -976170.949934 nChanged 24 SP:Iteration 58Q (4886.671660 sec): 3 clusters Score: Raw -979089.912688 + Penalty 2911.692717 = -976178.219971 nChanged 25 SP:Iteration 59Q (4886.726957 sec): 3 clusters Score: Raw -979097.801791 + Penalty 2911.692717 = -976186.109074 nChanged 20 SP:Iteration 60F (4886.771907 sec): 3 clusters Score: Raw -979103.257566 + Penalty 2911.692717 = -976191.564849 nChanged 10 SP:Iteration 61Q (4886.827537 sec): 3 clusters Score: Raw -979106.338777 + Penalty 2911.692717 = -976194.646060 nChanged 14 SP:Iteration 62Q (4886.894240 sec): 3 clusters Score: Raw -979109.845321 + Penalty 2911.692717 = -976198.152604 nChanged 10 SP:Iteration 63Q (4886.942651 sec): 3 clusters Score: Raw -979111.251252 + Penalty 2911.692717 = -976199.558535 nChanged 4 SP:Iteration 64Q (4886.995748 sec): 3 clusters Score: Raw -979111.673649 + Penalty 2911.692717 = -976199.980932 nChanged 3 SP:Iteration 65Q (4887.065229 sec): 3 clusters Score: Raw -979112.299261 + Penalty 2911.692717 = -976200.606544 nChanged 1 SP:Iteration 66Q (4887.114930 sec): 3 clusters Score: Raw -979112.409908 + Penalty 2911.692717 = -976200.717191 nChanged 0 SP:Iteration 67F (4887.185366 sec): 3 clusters Score: Raw -979112.409908 + Penalty 2911.692717 = -976200.717191 nChanged 0 Trying to split cluster 29 (12298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4887.221221 sec): 2 clusters Score: Raw -1584848.465127 + Penalty 1530.293688 = -1583318.171439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4887.288619 sec): 3 clusters Score: Raw -1577641.378356 + Penalty 3060.587376 = -1574580.790980 nChanged 5492 SP:Iteration 1F (4887.336234 sec): 3 clusters Score: Raw -1580863.816996 + Penalty 3060.587376 = -1577803.229620 nChanged 786 SP:Iteration 2F (4887.402047 sec): 3 clusters Score: Raw -1581315.303722 + Penalty 3060.587376 = -1578254.716346 nChanged 779 SP:Iteration 3F (4887.469081 sec): 3 clusters Score: Raw -1581830.984034 + Penalty 3060.587376 = -1578770.396658 nChanged 895 SP:Iteration 4F (4887.536129 sec): 3 clusters Score: Raw -1582507.967837 + Penalty 3060.587376 = -1579447.380460 nChanged 870 SP:Iteration 5F (4887.591337 sec): 3 clusters Score: Raw -1583156.978781 + Penalty 3060.587376 = -1580096.391405 nChanged 827 SP:Iteration 6F (4887.639884 sec): 3 clusters Score: Raw -1583760.647210 + Penalty 3060.587376 = -1580700.059834 nChanged 696 SP:Iteration 7F (4887.703117 sec): 3 clusters Score: Raw -1584232.119020 + Penalty 3060.587376 = -1581171.531644 nChanged 549 SP:Iteration 8Q (4887.758419 sec): 3 clusters Score: Raw -1584561.828430 + Penalty 3060.587376 = -1581501.241054 nChanged 441 SP:Iteration 9Q (4887.830839 sec): 3 clusters Score: Raw -1584773.412244 + Penalty 3060.587376 = -1581712.824868 nChanged 334 SP:Iteration 10Q (4887.876597 sec): 3 clusters Score: Raw -1584898.925605 + Penalty 3060.587376 = -1581838.338228 nChanged 226 SP:Iteration 11Q (4887.947448 sec): 3 clusters Score: Raw -1584968.522804 + Penalty 3060.587376 = -1581907.935428 nChanged 189 SP:Iteration 12Q (4888.012552 sec): 3 clusters Score: Raw -1585019.159539 + Penalty 3060.587376 = -1581958.572162 nChanged 143 SP:Iteration 13Q (4888.072212 sec): 3 clusters Score: Raw -1585049.567485 + Penalty 3060.587376 = -1581988.980109 nChanged 107 SP:Iteration 14Q (4888.140186 sec): 3 clusters Score: Raw -1585068.816244 + Penalty 3060.587376 = -1582008.228868 nChanged 73 SP:Iteration 15Q (4888.198919 sec): 3 clusters Score: Raw -1585082.350123 + Penalty 3060.587376 = -1582021.762747 nChanged 59 SP:Iteration 16Q (4888.268004 sec): 3 clusters Score: Raw -1585091.384331 + Penalty 3060.587376 = -1582030.796955 nChanged 47 SP:Iteration 17Q (4888.337861 sec): 3 clusters Score: Raw -1585099.104758 + Penalty 3060.587376 = -1582038.517382 nChanged 43 SP:Iteration 18Q (4888.393048 sec): 3 clusters Score: Raw -1585105.140926 + Penalty 3060.587376 = -1582044.553550 nChanged 32 SP:Iteration 19Q (4888.459311 sec): 3 clusters Score: Raw -1585108.819269 + Penalty 3060.587376 = -1582048.231893 nChanged 19 SP:Iteration 20F (4888.514557 sec): 3 clusters Score: Raw -1585111.537112 + Penalty 3060.587376 = -1582050.949735 nChanged 21 SP:Iteration 21Q (4888.584046 sec): 3 clusters Score: Raw -1585113.757900 + Penalty 3060.587376 = -1582053.170524 nChanged 12 SP:Iteration 22Q (4888.640313 sec): 3 clusters Score: Raw -1585114.720235 + Penalty 3060.587376 = -1582054.132859 nChanged 6 SP:Iteration 23Q (4888.694563 sec): 3 clusters Score: Raw -1585115.229953 + Penalty 3060.587376 = -1582054.642576 nChanged 5 SP:Iteration 24Q (4888.767592 sec): 3 clusters Score: Raw -1585115.740566 + Penalty 3060.587376 = -1582055.153190 nChanged 9 SP:Iteration 25Q (4888.811051 sec): 3 clusters Score: Raw -1585117.024868 + Penalty 3060.587376 = -1582056.437492 nChanged 8 SP:Iteration 26Q (4888.875716 sec): 3 clusters Score: Raw -1585118.468615 + Penalty 3060.587376 = -1582057.881239 nChanged 18 SP:Iteration 27Q (4888.941618 sec): 3 clusters Score: Raw -1585121.484591 + Penalty 3060.587376 = -1582060.897215 nChanged 16 SP:Iteration 28Q (4888.994873 sec): 3 clusters Score: Raw -1585124.368094 + Penalty 3060.587376 = -1582063.780717 nChanged 14 SP:Iteration 29Q (4889.063199 sec): 3 clusters Score: Raw -1585125.918411 + Penalty 3060.587376 = -1582065.331035 nChanged 8 SP:Iteration 30Q (4889.123686 sec): 3 clusters Score: Raw -1585126.968387 + Penalty 3060.587376 = -1582066.381011 nChanged 5 SP:Iteration 31Q (4889.180104 sec): 3 clusters Score: Raw -1585127.388192 + Penalty 3060.587376 = -1582066.800816 nChanged 0 SP:Iteration 32F (4889.248982 sec): 3 clusters Score: Raw -1585127.388192 + Penalty 3060.587376 = -1582066.800816 nChanged 0 Trying to split cluster 30 (5543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4889.280918 sec): 2 clusters Score: Raw -695567.554167 + Penalty 1400.797312 = -694166.756856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4889.331688 sec): 3 clusters Score: Raw -692652.297850 + Penalty 2801.594624 = -689850.703226 nChanged 2246 SP:Iteration 1F (4889.371281 sec): 3 clusters Score: Raw -693882.521782 + Penalty 2801.594624 = -691080.927159 nChanged 344 SP:Iteration 2F (4889.423350 sec): 3 clusters Score: Raw -694070.019060 + Penalty 2801.594624 = -691268.424437 nChanged 296 SP:Iteration 3F (4889.474268 sec): 3 clusters Score: Raw -694221.154039 + Penalty 2801.594624 = -691419.559416 nChanged 251 SP:Iteration 4Q (4889.528342 sec): 3 clusters Score: Raw -694348.428313 + Penalty 2801.594624 = -691546.833690 nChanged 219 SP:Iteration 5Q (4889.582702 sec): 3 clusters Score: Raw -694472.628786 + Penalty 2801.594624 = -691671.034163 nChanged 219 SP:Iteration 6Q (4889.620318 sec): 3 clusters Score: Raw -694603.684079 + Penalty 2801.594624 = -691802.089456 nChanged 207 SP:Iteration 7Q (4889.670071 sec): 3 clusters Score: Raw -694717.876556 + Penalty 2801.594624 = -691916.281932 nChanged 182 SP:Iteration 8Q (4889.714470 sec): 3 clusters Score: Raw -694813.168167 + Penalty 2801.594624 = -692011.573543 nChanged 165 SP:Iteration 9Q (4889.765877 sec): 3 clusters Score: Raw -694914.439459 + Penalty 2801.594624 = -692112.844836 nChanged 170 SP:Iteration 10Q (4889.819148 sec): 3 clusters Score: Raw -695023.914531 + Penalty 2801.594624 = -692222.319907 nChanged 182 SP:Iteration 11Q (4889.867548 sec): 3 clusters Score: Raw -695141.297920 + Penalty 2801.594624 = -692339.703296 nChanged 155 SP:Iteration 12Q (4889.924078 sec): 3 clusters Score: Raw -695250.584859 + Penalty 2801.594624 = -692448.990235 nChanged 172 SP:Iteration 13Q (4889.967744 sec): 3 clusters Score: Raw -695393.316740 + Penalty 2801.594624 = -692591.722116 nChanged 173 SP:Iteration 14Q (4890.025314 sec): 3 clusters Score: Raw -695530.886309 + Penalty 2801.594624 = -692729.291686 nChanged 147 SP:Iteration 15Q (4890.079587 sec): 3 clusters Score: Raw -695642.329431 + Penalty 2801.594624 = -692840.734808 nChanged 124 SP:Iteration 16Q (4890.135937 sec): 3 clusters Score: Raw -695728.297902 + Penalty 2801.594624 = -692926.703278 nChanged 97 SP:Iteration 17Q (4890.190143 sec): 3 clusters Score: Raw -695772.983570 + Penalty 2801.594624 = -692971.388947 nChanged 58 SP:Iteration 18Q (4890.248255 sec): 3 clusters Score: Raw -695792.624859 + Penalty 2801.594624 = -692991.030235 nChanged 37 SP:Iteration 19Q (4890.304751 sec): 3 clusters Score: Raw -695806.235430 + Penalty 2801.594624 = -693004.640806 nChanged 29 SP:Iteration 20F (4890.351189 sec): 3 clusters Score: Raw -695815.326969 + Penalty 2801.594624 = -693013.732345 nChanged 18 SP:Iteration 21Q (4890.402079 sec): 3 clusters Score: Raw -695818.749673 + Penalty 2801.594624 = -693017.155050 nChanged 6 SP:Iteration 22Q (4890.448955 sec): 3 clusters Score: Raw -695820.153555 + Penalty 2801.594624 = -693018.558931 nChanged 5 SP:Iteration 23Q (4890.507120 sec): 3 clusters Score: Raw -695821.296281 + Penalty 2801.594624 = -693019.701658 nChanged 6 SP:Iteration 24Q (4890.550450 sec): 3 clusters Score: Raw -695822.322237 + Penalty 2801.594624 = -693020.727613 nChanged 3 SP:Iteration 25Q (4890.598567 sec): 3 clusters Score: Raw -695822.931026 + Penalty 2801.594624 = -693021.336403 nChanged 2 SP:Iteration 26Q (4890.656087 sec): 3 clusters Score: Raw -695823.249580 + Penalty 2801.594624 = -693021.654957 nChanged 1 SP:Iteration 27Q (4890.702557 sec): 3 clusters Score: Raw -695823.454515 + Penalty 2801.594624 = -693021.859891 nChanged 1 SP:Iteration 28Q (4890.763661 sec): 3 clusters Score: Raw -695823.529959 + Penalty 2801.594624 = -693021.935335 nChanged 0 SP:Iteration 29F (4890.806402 sec): 3 clusters Score: Raw -695823.529959 + Penalty 2801.594624 = -693021.935335 nChanged 0 Trying to split cluster 31 (12206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4890.853968 sec): 2 clusters Score: Raw -1567166.211132 + Penalty 1529.073473 = -1565637.137658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4890.915671 sec): 3 clusters Score: Raw -1560124.069507 + Penalty 3058.146947 = -1557065.922560 nChanged 5340 SP:Iteration 1F (4890.985220 sec): 3 clusters Score: Raw -1562984.519191 + Penalty 3058.146947 = -1559926.372244 nChanged 722 SP:Iteration 2F (4891.040307 sec): 3 clusters Score: Raw -1563273.490603 + Penalty 3058.146947 = -1560215.343656 nChanged 597 SP:Iteration 3Q (4891.093771 sec): 3 clusters Score: Raw -1563510.608433 + Penalty 3058.146947 = -1560452.461487 nChanged 566 SP:Iteration 4Q (4891.158308 sec): 3 clusters Score: Raw -1563754.529449 + Penalty 3058.146947 = -1560696.382502 nChanged 559 SP:Iteration 5Q (4891.234273 sec): 3 clusters Score: Raw -1563994.405179 + Penalty 3058.146947 = -1560936.258232 nChanged 512 SP:Iteration 6Q (4891.292120 sec): 3 clusters Score: Raw -1564206.068114 + Penalty 3058.146947 = -1561147.921167 nChanged 456 SP:Iteration 7Q (4891.353422 sec): 3 clusters Score: Raw -1564381.852634 + Penalty 3058.146947 = -1561323.705688 nChanged 425 SP:Iteration 8Q (4891.410647 sec): 3 clusters Score: Raw -1564546.147772 + Penalty 3058.146947 = -1561488.000825 nChanged 405 SP:Iteration 9Q (4891.463455 sec): 3 clusters Score: Raw -1564717.891914 + Penalty 3058.146947 = -1561659.744968 nChanged 442 SP:Iteration 10Q (4891.529017 sec): 3 clusters Score: Raw -1564925.137084 + Penalty 3058.146947 = -1561866.990137 nChanged 467 SP:Iteration 11Q (4891.596246 sec): 3 clusters Score: Raw -1565154.876678 + Penalty 3058.146947 = -1562096.729732 nChanged 481 SP:Iteration 12Q (4891.662189 sec): 3 clusters Score: Raw -1565399.237847 + Penalty 3058.146947 = -1562341.090901 nChanged 467 SP:Iteration 13Q (4891.732807 sec): 3 clusters Score: Raw -1565645.566322 + Penalty 3058.146947 = -1562587.419376 nChanged 451 SP:Iteration 14Q (4891.801499 sec): 3 clusters Score: Raw -1565881.989296 + Penalty 3058.146947 = -1562823.842349 nChanged 413 SP:Iteration 15Q (4891.856202 sec): 3 clusters Score: Raw -1566109.178174 + Penalty 3058.146947 = -1563051.031227 nChanged 394 SP:Iteration 16Q (4891.908047 sec): 3 clusters Score: Raw -1566332.952854 + Penalty 3058.146947 = -1563274.805907 nChanged 360 SP:Iteration 17Q (4891.975631 sec): 3 clusters Score: Raw -1566537.426130 + Penalty 3058.146947 = -1563479.279183 nChanged 291 SP:Iteration 18Q (4892.032804 sec): 3 clusters Score: Raw -1566695.441756 + Penalty 3058.146947 = -1563637.294810 nChanged 252 SP:Iteration 19Q (4892.099525 sec): 3 clusters Score: Raw -1566828.602238 + Penalty 3058.146947 = -1563770.455291 nChanged 190 SP:Iteration 20F (4892.165238 sec): 3 clusters Score: Raw -1566925.536718 + Penalty 3058.146947 = -1563867.389772 nChanged 138 SP:Iteration 21Q (4892.228195 sec): 3 clusters Score: Raw -1567004.706310 + Penalty 3058.146947 = -1563946.559364 nChanged 125 SP:Iteration 22Q (4892.300632 sec): 3 clusters Score: Raw -1567073.045860 + Penalty 3058.146947 = -1564014.898913 nChanged 113 SP:Iteration 23Q (4892.353166 sec): 3 clusters Score: Raw -1567134.122447 + Penalty 3058.146947 = -1564075.975500 nChanged 90 SP:Iteration 24Q (4892.420728 sec): 3 clusters Score: Raw -1567193.996340 + Penalty 3058.146947 = -1564135.849393 nChanged 88 SP:Iteration 25Q (4892.472576 sec): 3 clusters Score: Raw -1567257.948032 + Penalty 3058.146947 = -1564199.801085 nChanged 66 SP:Iteration 26Q (4892.535403 sec): 3 clusters Score: Raw -1567301.603541 + Penalty 3058.146947 = -1564243.456594 nChanged 48 SP:Iteration 27Q (4892.594812 sec): 3 clusters Score: Raw -1567335.230954 + Penalty 3058.146947 = -1564277.084007 nChanged 41 SP:Iteration 28Q (4892.654861 sec): 3 clusters Score: Raw -1567367.211583 + Penalty 3058.146947 = -1564309.064636 nChanged 43 SP:Iteration 29Q (4892.717904 sec): 3 clusters Score: Raw -1567399.387001 + Penalty 3058.146947 = -1564341.240055 nChanged 27 SP:Iteration 30Q (4892.766227 sec): 3 clusters Score: Raw -1567422.351668 + Penalty 3058.146947 = -1564364.204721 nChanged 29 SP:Iteration 31Q (4892.828901 sec): 3 clusters Score: Raw -1567440.513390 + Penalty 3058.146947 = -1564382.366443 nChanged 16 SP:Iteration 32Q (4892.890595 sec): 3 clusters Score: Raw -1567447.738559 + Penalty 3058.146947 = -1564389.591612 nChanged 10 SP:Iteration 33Q (4892.954222 sec): 3 clusters Score: Raw -1567453.660021 + Penalty 3058.146947 = -1564395.513075 nChanged 9 SP:Iteration 34Q (4893.019868 sec): 3 clusters Score: Raw -1567458.711084 + Penalty 3058.146947 = -1564400.564138 nChanged 9 SP:Iteration 35Q (4893.072252 sec): 3 clusters Score: Raw -1567462.692935 + Penalty 3058.146947 = -1564404.545988 nChanged 5 SP:Iteration 36Q (4893.140957 sec): 3 clusters Score: Raw -1567464.988506 + Penalty 3058.146947 = -1564406.841560 nChanged 5 SP:Iteration 37Q (4893.199991 sec): 3 clusters Score: Raw -1567467.923771 + Penalty 3058.146947 = -1564409.776825 nChanged 7 SP:Iteration 38Q (4893.252171 sec): 3 clusters Score: Raw -1567472.258885 + Penalty 3058.146947 = -1564414.111938 nChanged 4 SP:Iteration 39Q (4893.318495 sec): 3 clusters Score: Raw -1567473.781594 + Penalty 3058.146947 = -1564415.634647 nChanged 1 SP:Iteration 40F (4893.365362 sec): 3 clusters Score: Raw -1567474.270873 + Penalty 3058.146947 = -1564416.123926 nChanged 1 SP:Iteration 41Q (4893.427005 sec): 3 clusters Score: Raw -1567474.616049 + Penalty 3058.146947 = -1564416.469102 nChanged 0 SP:Iteration 42F (4893.480942 sec): 3 clusters Score: Raw -1567474.616049 + Penalty 3058.146947 = -1564416.469102 nChanged 0 Trying to split cluster 32 (15378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4893.533122 sec): 2 clusters Score: Raw -1806817.987102 + Penalty 1566.612644 = -1805251.374457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4893.588564 sec): 3 clusters Score: Raw -1797861.401607 + Penalty 3133.225289 = -1794728.176319 nChanged 6809 SP:Iteration 1F (4893.647950 sec): 3 clusters Score: Raw -1802316.555038 + Penalty 3133.225289 = -1799183.329750 nChanged 1495 SP:Iteration 2F (4893.711343 sec): 3 clusters Score: Raw -1803828.604887 + Penalty 3133.225289 = -1800695.379598 nChanged 1608 SP:Iteration 3F (4893.769148 sec): 3 clusters Score: Raw -1805374.307526 + Penalty 3133.225289 = -1802241.082238 nChanged 1438 SP:Iteration 4F (4893.831819 sec): 3 clusters Score: Raw -1806608.083456 + Penalty 3133.225289 = -1803474.858167 nChanged 1065 SP:Iteration 5F (4893.908560 sec): 3 clusters Score: Raw -1807356.457321 + Penalty 3133.225289 = -1804223.232032 nChanged 628 SP:Iteration 6Q (4893.972139 sec): 3 clusters Score: Raw -1807766.319364 + Penalty 3133.225289 = -1804633.094075 nChanged 403 SP:Iteration 7Q (4894.041247 sec): 3 clusters Score: Raw -1808000.585519 + Penalty 3133.225289 = -1804867.360231 nChanged 333 SP:Iteration 8Q (4894.113525 sec): 3 clusters Score: Raw -1808186.841209 + Penalty 3133.225289 = -1805053.615920 nChanged 268 SP:Iteration 9Q (4894.177779 sec): 3 clusters Score: Raw -1808331.290973 + Penalty 3133.225289 = -1805198.065685 nChanged 210 SP:Iteration 10Q (4894.241831 sec): 3 clusters Score: Raw -1808445.819002 + Penalty 3133.225289 = -1805312.593713 nChanged 185 SP:Iteration 11Q (4894.304992 sec): 3 clusters Score: Raw -1808546.341769 + Penalty 3133.225289 = -1805413.116481 nChanged 126 SP:Iteration 12Q (4894.377124 sec): 3 clusters Score: Raw -1808609.740968 + Penalty 3133.225289 = -1805476.515679 nChanged 113 SP:Iteration 13Q (4894.429569 sec): 3 clusters Score: Raw -1808649.911438 + Penalty 3133.225289 = -1805516.686149 nChanged 82 SP:Iteration 14Q (4894.496920 sec): 3 clusters Score: Raw -1808678.350653 + Penalty 3133.225289 = -1805545.125364 nChanged 67 SP:Iteration 15Q (4894.570507 sec): 3 clusters Score: Raw -1808699.063165 + Penalty 3133.225289 = -1805565.837877 nChanged 48 SP:Iteration 16Q (4894.635468 sec): 3 clusters Score: Raw -1808711.533591 + Penalty 3133.225289 = -1805578.308302 nChanged 39 SP:Iteration 17Q (4894.689872 sec): 3 clusters Score: Raw -1808720.059655 + Penalty 3133.225289 = -1805586.834367 nChanged 33 SP:Iteration 18Q (4894.763030 sec): 3 clusters Score: Raw -1808726.091847 + Penalty 3133.225289 = -1805592.866559 nChanged 22 SP:Iteration 19Q (4894.825745 sec): 3 clusters Score: Raw -1808729.685871 + Penalty 3133.225289 = -1805596.460583 nChanged 18 SP:Iteration 20F (4894.889858 sec): 3 clusters Score: Raw -1808732.591364 + Penalty 3133.225289 = -1805599.366075 nChanged 15 SP:Iteration 21Q (4894.955979 sec): 3 clusters Score: Raw -1808735.735424 + Penalty 3133.225289 = -1805602.510136 nChanged 16 SP:Iteration 22Q (4895.024494 sec): 3 clusters Score: Raw -1808739.045920 + Penalty 3133.225289 = -1805605.820631 nChanged 16 SP:Iteration 23Q (4895.093079 sec): 3 clusters Score: Raw -1808742.629996 + Penalty 3133.225289 = -1805609.404708 nChanged 21 SP:Iteration 24Q (4895.152748 sec): 3 clusters Score: Raw -1808746.625001 + Penalty 3133.225289 = -1805613.399712 nChanged 18 SP:Iteration 25Q (4895.223529 sec): 3 clusters Score: Raw -1808749.372767 + Penalty 3133.225289 = -1805616.147478 nChanged 9 SP:Iteration 26Q (4895.283900 sec): 3 clusters Score: Raw -1808750.359481 + Penalty 3133.225289 = -1805617.134192 nChanged 8 SP:Iteration 27Q (4895.344513 sec): 3 clusters Score: Raw -1808751.897126 + Penalty 3133.225289 = -1805618.671837 nChanged 8 SP:Iteration 28Q (4895.420327 sec): 3 clusters Score: Raw -1808752.933879 + Penalty 3133.225289 = -1805619.708591 nChanged 7 SP:Iteration 29Q (4895.480967 sec): 3 clusters Score: Raw -1808753.773974 + Penalty 3133.225289 = -1805620.548686 nChanged 7 SP:Iteration 30Q (4895.540871 sec): 3 clusters Score: Raw -1808754.554862 + Penalty 3133.225289 = -1805621.329573 nChanged 9 SP:Iteration 31Q (4895.606721 sec): 3 clusters Score: Raw -1808755.725957 + Penalty 3133.225289 = -1805622.500668 nChanged 9 SP:Iteration 32Q (4895.675280 sec): 3 clusters Score: Raw -1808756.903183 + Penalty 3133.225289 = -1805623.677894 nChanged 3 SP:Iteration 33Q (4895.729409 sec): 3 clusters Score: Raw -1808757.092307 + Penalty 3133.225289 = -1805623.867019 nChanged 3 SP:Iteration 34Q (4895.797480 sec): 3 clusters Score: Raw -1808757.355996 + Penalty 3133.225289 = -1805624.130707 nChanged 2 SP:Iteration 35Q (4895.867026 sec): 3 clusters Score: Raw -1808757.687396 + Penalty 3133.225289 = -1805624.462108 nChanged 1 SP:Iteration 36Q (4895.922663 sec): 3 clusters Score: Raw -1808757.775194 + Penalty 3133.225289 = -1805624.549905 nChanged 3 SP:Iteration 37Q (4896.000928 sec): 3 clusters Score: Raw -1808758.522834 + Penalty 3133.225289 = -1805625.297546 nChanged 4 SP:Iteration 38Q (4896.060653 sec): 3 clusters Score: Raw -1808759.186257 + Penalty 3133.225289 = -1805625.960968 nChanged 3 SP:Iteration 39Q (4896.122867 sec): 3 clusters Score: Raw -1808759.961163 + Penalty 3133.225289 = -1805626.735875 nChanged 2 SP:Iteration 40F (4896.184428 sec): 3 clusters Score: Raw -1808760.436987 + Penalty 3133.225289 = -1805627.211698 nChanged 3 SP:Iteration 41Q (4896.248056 sec): 3 clusters Score: Raw -1808760.918634 + Penalty 3133.225289 = -1805627.693346 nChanged 2 SP:Iteration 42Q (4896.310675 sec): 3 clusters Score: Raw -1808761.238424 + Penalty 3133.225289 = -1805628.013136 nChanged 0 SP:Iteration 43F (4896.374782 sec): 3 clusters Score: Raw -1808761.238424 + Penalty 3133.225289 = -1805628.013136 nChanged 0 Score: Raw -84146221.883607 + Penalty 91735.879504 = -84054486.004103 Splitting cluster 32 changes total score from -84054458.212640 to -84054486.004103 So it's getting split into cluster 42. Trying to split cluster 33 (7157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4914.007345 sec): 2 clusters Score: Raw -895120.653625 + Penalty 1442.325004 = -893678.328621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4914.069501 sec): 3 clusters Score: Raw -891307.368338 + Penalty 2884.650008 = -888422.718331 nChanged 2960 SP:Iteration 1F (4914.134883 sec): 3 clusters Score: Raw -893173.186973 + Penalty 2884.650008 = -890288.536965 nChanged 553 SP:Iteration 2F (4914.181679 sec): 3 clusters Score: Raw -893561.529556 + Penalty 2884.650008 = -890676.879548 nChanged 462 SP:Iteration 3F (4914.239549 sec): 3 clusters Score: Raw -893843.142125 + Penalty 2884.650008 = -890958.492117 nChanged 407 SP:Iteration 4F (4914.289007 sec): 3 clusters Score: Raw -894107.892143 + Penalty 2884.650008 = -891223.242135 nChanged 357 SP:Iteration 5Q (4914.348178 sec): 3 clusters Score: Raw -894357.166227 + Penalty 2884.650008 = -891472.516219 nChanged 377 SP:Iteration 6F (4914.402255 sec): 3 clusters Score: Raw -894668.586603 + Penalty 2884.650008 = -891783.936595 nChanged 357 SP:Iteration 7Q (4914.463481 sec): 3 clusters Score: Raw -895009.980294 + Penalty 2884.650008 = -892125.330286 nChanged 298 SP:Iteration 8Q (4914.508297 sec): 3 clusters Score: Raw -895249.720462 + Penalty 2884.650008 = -892365.070455 nChanged 230 SP:Iteration 9Q (4914.574135 sec): 3 clusters Score: Raw -895418.816285 + Penalty 2884.650008 = -892534.166277 nChanged 165 SP:Iteration 10Q (4914.620204 sec): 3 clusters Score: Raw -895525.370907 + Penalty 2884.650008 = -892640.720899 nChanged 120 SP:Iteration 11Q (4914.669645 sec): 3 clusters Score: Raw -895581.345921 + Penalty 2884.650008 = -892696.695913 nChanged 104 SP:Iteration 12Q (4914.724916 sec): 3 clusters Score: Raw -895616.749361 + Penalty 2884.650008 = -892732.099353 nChanged 77 SP:Iteration 13Q (4914.781987 sec): 3 clusters Score: Raw -895647.561531 + Penalty 2884.650008 = -892762.911523 nChanged 66 SP:Iteration 14Q (4914.838822 sec): 3 clusters Score: Raw -895665.978993 + Penalty 2884.650008 = -892781.328986 nChanged 47 SP:Iteration 15Q (4914.890971 sec): 3 clusters Score: Raw -895681.253536 + Penalty 2884.650008 = -892796.603528 nChanged 50 SP:Iteration 16Q (4914.950095 sec): 3 clusters Score: Raw -895703.093725 + Penalty 2884.650008 = -892818.443717 nChanged 67 SP:Iteration 17Q (4914.995474 sec): 3 clusters Score: Raw -895730.481024 + Penalty 2884.650008 = -892845.831016 nChanged 55 SP:Iteration 18Q (4915.052613 sec): 3 clusters Score: Raw -895750.289215 + Penalty 2884.650008 = -892865.639207 nChanged 50 SP:Iteration 19Q (4915.106192 sec): 3 clusters Score: Raw -895768.312112 + Penalty 2884.650008 = -892883.662104 nChanged 37 SP:Iteration 20F (4915.153719 sec): 3 clusters Score: Raw -895779.903055 + Penalty 2884.650008 = -892895.253047 nChanged 26 SP:Iteration 21Q (4915.209389 sec): 3 clusters Score: Raw -895788.308249 + Penalty 2884.650008 = -892903.658242 nChanged 35 SP:Iteration 22Q (4915.259990 sec): 3 clusters Score: Raw -895797.894473 + Penalty 2884.650008 = -892913.244466 nChanged 27 SP:Iteration 23Q (4915.314990 sec): 3 clusters Score: Raw -895806.167048 + Penalty 2884.650008 = -892921.517040 nChanged 27 SP:Iteration 24Q (4915.374031 sec): 3 clusters Score: Raw -895814.902086 + Penalty 2884.650008 = -892930.252078 nChanged 26 SP:Iteration 25Q (4915.434209 sec): 3 clusters Score: Raw -895820.902863 + Penalty 2884.650008 = -892936.252856 nChanged 23 SP:Iteration 26Q (4915.492860 sec): 3 clusters Score: Raw -895825.975119 + Penalty 2884.650008 = -892941.325111 nChanged 21 SP:Iteration 27Q (4915.560146 sec): 3 clusters Score: Raw -895831.625715 + Penalty 2884.650008 = -892946.975707 nChanged 22 SP:Iteration 28Q (4915.612841 sec): 3 clusters Score: Raw -895836.997449 + Penalty 2884.650008 = -892952.347441 nChanged 20 SP:Iteration 29Q (4915.662766 sec): 3 clusters Score: Raw -895841.970930 + Penalty 2884.650008 = -892957.320922 nChanged 19 SP:Iteration 30Q (4915.720660 sec): 3 clusters Score: Raw -895846.650178 + Penalty 2884.650008 = -892962.000170 nChanged 27 SP:Iteration 31Q (4915.773047 sec): 3 clusters Score: Raw -895854.752827 + Penalty 2884.650008 = -892970.102819 nChanged 34 SP:Iteration 32Q (4915.827044 sec): 3 clusters Score: Raw -895865.800223 + Penalty 2884.650008 = -892981.150215 nChanged 35 SP:Iteration 33Q (4915.885304 sec): 3 clusters Score: Raw -895880.767738 + Penalty 2884.650008 = -892996.117731 nChanged 35 SP:Iteration 34Q (4915.943363 sec): 3 clusters Score: Raw -895894.663160 + Penalty 2884.650008 = -893010.013152 nChanged 32 SP:Iteration 35Q (4916.001234 sec): 3 clusters Score: Raw -895904.925567 + Penalty 2884.650008 = -893020.275559 nChanged 27 SP:Iteration 36Q (4916.060098 sec): 3 clusters Score: Raw -895914.502012 + Penalty 2884.650008 = -893029.852004 nChanged 24 SP:Iteration 37Q (4916.113344 sec): 3 clusters Score: Raw -895921.787563 + Penalty 2884.650008 = -893037.137555 nChanged 24 SP:Iteration 38Q (4916.159446 sec): 3 clusters Score: Raw -895928.680460 + Penalty 2884.650008 = -893044.030452 nChanged 20 SP:Iteration 39Q (4916.191878 sec): 3 clusters Score: Raw -895935.545670 + Penalty 2884.650008 = -893050.895662 nChanged 18 SP:Iteration 40F (4916.242404 sec): 3 clusters Score: Raw -895939.994738 + Penalty 2884.650008 = -893055.344731 nChanged 19 SP:Iteration 41Q (4916.302209 sec): 3 clusters Score: Raw -895945.340304 + Penalty 2884.650008 = -893060.690297 nChanged 19 SP:Iteration 42Q (4916.359199 sec): 3 clusters Score: Raw -895950.682214 + Penalty 2884.650008 = -893066.032206 nChanged 19 SP:Iteration 43Q (4916.410387 sec): 3 clusters Score: Raw -895956.635091 + Penalty 2884.650008 = -893071.985083 nChanged 16 SP:Iteration 44Q (4916.466895 sec): 3 clusters Score: Raw -895961.395204 + Penalty 2884.650008 = -893076.745196 nChanged 14 SP:Iteration 45Q (4916.524810 sec): 3 clusters Score: Raw -895964.353539 + Penalty 2884.650008 = -893079.703531 nChanged 13 SP:Iteration 46Q (4916.584608 sec): 3 clusters Score: Raw -895967.211117 + Penalty 2884.650008 = -893082.561109 nChanged 9 SP:Iteration 47Q (4916.646033 sec): 3 clusters Score: Raw -895968.795632 + Penalty 2884.650008 = -893084.145625 nChanged 4 SP:Iteration 48Q (4916.685234 sec): 3 clusters Score: Raw -895969.359126 + Penalty 2884.650008 = -893084.709118 nChanged 3 SP:Iteration 49Q (4916.751739 sec): 3 clusters Score: Raw -895970.405393 + Penalty 2884.650008 = -893085.755385 nChanged 4 SP:Iteration 50Q (4916.796378 sec): 3 clusters Score: Raw -895971.199903 + Penalty 2884.650008 = -893086.549895 nChanged 2 SP:Iteration 51Q (4916.850783 sec): 3 clusters Score: Raw -895971.859841 + Penalty 2884.650008 = -893087.209834 nChanged 6 SP:Iteration 52Q (4916.903444 sec): 3 clusters Score: Raw -895973.664081 + Penalty 2884.650008 = -893089.014074 nChanged 5 SP:Iteration 53Q (4916.963723 sec): 3 clusters Score: Raw -895974.768973 + Penalty 2884.650008 = -893090.118965 nChanged 6 SP:Iteration 54Q (4917.008967 sec): 3 clusters Score: Raw -895975.599677 + Penalty 2884.650008 = -893090.949670 nChanged 6 SP:Iteration 55Q (4917.067639 sec): 3 clusters Score: Raw -895976.440663 + Penalty 2884.650008 = -893091.790655 nChanged 5 SP:Iteration 56Q (4917.117790 sec): 3 clusters Score: Raw -895978.505252 + Penalty 2884.650008 = -893093.855245 nChanged 14 SP:Iteration 57Q (4917.167355 sec): 3 clusters Score: Raw -895983.680635 + Penalty 2884.650008 = -893099.030627 nChanged 16 SP:Iteration 58Q (4917.228184 sec): 3 clusters Score: Raw -895988.012347 + Penalty 2884.650008 = -893103.362340 nChanged 14 SP:Iteration 59Q (4917.273120 sec): 3 clusters Score: Raw -895993.594446 + Penalty 2884.650008 = -893108.944438 nChanged 15 SP:Iteration 60F (4917.327870 sec): 3 clusters Score: Raw -895998.633194 + Penalty 2884.650008 = -893113.983186 nChanged 13 SP:Iteration 61Q (4917.379529 sec): 3 clusters Score: Raw -896002.225417 + Penalty 2884.650008 = -893117.575410 nChanged 8 SP:Iteration 62Q (4917.427204 sec): 3 clusters Score: Raw -896005.473124 + Penalty 2884.650008 = -893120.823116 nChanged 7 SP:Iteration 63Q (4917.470987 sec): 3 clusters Score: Raw -896006.966855 + Penalty 2884.650008 = -893122.316848 nChanged 8 SP:Iteration 64Q (4917.523254 sec): 3 clusters Score: Raw -896008.302514 + Penalty 2884.650008 = -893123.652507 nChanged 6 SP:Iteration 65Q (4917.584367 sec): 3 clusters Score: Raw -896009.582649 + Penalty 2884.650008 = -893124.932641 nChanged 6 SP:Iteration 66Q (4917.634302 sec): 3 clusters Score: Raw -896010.793479 + Penalty 2884.650008 = -893126.143471 nChanged 3 SP:Iteration 67Q (4917.686873 sec): 3 clusters Score: Raw -896011.352925 + Penalty 2884.650008 = -893126.702917 nChanged 3 SP:Iteration 68Q (4917.744009 sec): 3 clusters Score: Raw -896012.033181 + Penalty 2884.650008 = -893127.383174 nChanged 1 SP:Iteration 69Q (4917.800724 sec): 3 clusters Score: Raw -896012.425183 + Penalty 2884.650008 = -893127.775175 nChanged 0 SP:Iteration 70F (4917.860295 sec): 3 clusters Score: Raw -896012.425183 + Penalty 2884.650008 = -893127.775175 nChanged 0 Trying to split cluster 34 (14767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4917.899382 sec): 2 clusters Score: Raw -1842909.514948 + Penalty 1560.024414 = -1841349.490534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4917.974700 sec): 3 clusters Score: Raw -1834255.246642 + Penalty 3120.048828 = -1831135.197814 nChanged 6610 SP:Iteration 1F (4918.036355 sec): 3 clusters Score: Raw -1837931.690111 + Penalty 3120.048828 = -1834811.641282 nChanged 951 SP:Iteration 2F (4918.113149 sec): 3 clusters Score: Raw -1838393.435488 + Penalty 3120.048828 = -1835273.386660 nChanged 838 SP:Iteration 3F (4918.182118 sec): 3 clusters Score: Raw -1838832.547657 + Penalty 3120.048828 = -1835712.498829 nChanged 803 SP:Iteration 4F (4918.244505 sec): 3 clusters Score: Raw -1839233.651153 + Penalty 3120.048828 = -1836113.602325 nChanged 746 SP:Iteration 5F (4918.318341 sec): 3 clusters Score: Raw -1839598.755781 + Penalty 3120.048828 = -1836478.706953 nChanged 754 SP:Iteration 6F (4918.380163 sec): 3 clusters Score: Raw -1839995.713089 + Penalty 3120.048828 = -1836875.664261 nChanged 709 SP:Iteration 7Q (4918.463309 sec): 3 clusters Score: Raw -1840413.482973 + Penalty 3120.048828 = -1837293.434145 nChanged 736 SP:Iteration 8Q (4918.527886 sec): 3 clusters Score: Raw -1840903.425423 + Penalty 3120.048828 = -1837783.376595 nChanged 746 SP:Iteration 9F (4918.595297 sec): 3 clusters Score: Raw -1841411.463155 + Penalty 3120.048828 = -1838291.414326 nChanged 677 SP:Iteration 10Q (4918.666646 sec): 3 clusters Score: Raw -1841884.378718 + Penalty 3120.048828 = -1838764.329890 nChanged 594 SP:Iteration 11Q (4918.749439 sec): 3 clusters Score: Raw -1842240.561772 + Penalty 3120.048828 = -1839120.512944 nChanged 454 SP:Iteration 12Q (4918.799959 sec): 3 clusters Score: Raw -1842477.782200 + Penalty 3120.048828 = -1839357.733372 nChanged 348 SP:Iteration 13Q (4918.870025 sec): 3 clusters Score: Raw -1842643.724192 + Penalty 3120.048828 = -1839523.675364 nChanged 273 SP:Iteration 14Q (4918.942254 sec): 3 clusters Score: Raw -1842771.485601 + Penalty 3120.048828 = -1839651.436773 nChanged 237 SP:Iteration 15Q (4918.998533 sec): 3 clusters Score: Raw -1842879.009335 + Penalty 3120.048828 = -1839758.960507 nChanged 218 SP:Iteration 16Q (4919.067668 sec): 3 clusters Score: Raw -1842978.820257 + Penalty 3120.048828 = -1839858.771428 nChanged 204 SP:Iteration 17Q (4919.143075 sec): 3 clusters Score: Raw -1843060.731932 + Penalty 3120.048828 = -1839940.683104 nChanged 187 SP:Iteration 18Q (4919.204761 sec): 3 clusters Score: Raw -1843125.707636 + Penalty 3120.048828 = -1840005.658807 nChanged 153 SP:Iteration 19Q (4919.271376 sec): 3 clusters Score: Raw -1843167.694348 + Penalty 3120.048828 = -1840047.645520 nChanged 136 SP:Iteration 20F (4919.335073 sec): 3 clusters Score: Raw -1843204.668646 + Penalty 3120.048828 = -1840084.619818 nChanged 117 SP:Iteration 21Q (4919.398584 sec): 3 clusters Score: Raw -1843238.067783 + Penalty 3120.048828 = -1840118.018954 nChanged 123 SP:Iteration 22Q (4919.468962 sec): 3 clusters Score: Raw -1843275.164283 + Penalty 3120.048828 = -1840155.115455 nChanged 125 SP:Iteration 23Q (4919.541704 sec): 3 clusters Score: Raw -1843310.283372 + Penalty 3120.048828 = -1840190.234544 nChanged 110 SP:Iteration 24Q (4919.612416 sec): 3 clusters Score: Raw -1843340.075887 + Penalty 3120.048828 = -1840220.027059 nChanged 108 SP:Iteration 25Q (4919.684727 sec): 3 clusters Score: Raw -1843370.707063 + Penalty 3120.048828 = -1840250.658234 nChanged 92 SP:Iteration 26Q (4919.738962 sec): 3 clusters Score: Raw -1843397.588807 + Penalty 3120.048828 = -1840277.539979 nChanged 98 SP:Iteration 27Q (4919.816907 sec): 3 clusters Score: Raw -1843424.660591 + Penalty 3120.048828 = -1840304.611762 nChanged 92 SP:Iteration 28Q (4919.881426 sec): 3 clusters Score: Raw -1843451.903790 + Penalty 3120.048828 = -1840331.854962 nChanged 104 SP:Iteration 29Q (4919.951599 sec): 3 clusters Score: Raw -1843481.213222 + Penalty 3120.048828 = -1840361.164394 nChanged 90 SP:Iteration 30Q (4920.013720 sec): 3 clusters Score: Raw -1843509.255015 + Penalty 3120.048828 = -1840389.206187 nChanged 102 SP:Iteration 31Q (4920.068082 sec): 3 clusters Score: Raw -1843542.466543 + Penalty 3120.048828 = -1840422.417714 nChanged 95 SP:Iteration 32Q (4920.136178 sec): 3 clusters Score: Raw -1843570.322426 + Penalty 3120.048828 = -1840450.273598 nChanged 87 SP:Iteration 33Q (4920.195103 sec): 3 clusters Score: Raw -1843594.694581 + Penalty 3120.048828 = -1840474.645752 nChanged 93 SP:Iteration 34Q (4920.259386 sec): 3 clusters Score: Raw -1843616.300442 + Penalty 3120.048828 = -1840496.251613 nChanged 71 SP:Iteration 35Q (4920.318098 sec): 3 clusters Score: Raw -1843632.293424 + Penalty 3120.048828 = -1840512.244595 nChanged 59 SP:Iteration 36Q (4920.384196 sec): 3 clusters Score: Raw -1843646.194454 + Penalty 3120.048828 = -1840526.145626 nChanged 51 SP:Iteration 37Q (4920.455793 sec): 3 clusters Score: Raw -1843656.352731 + Penalty 3120.048828 = -1840536.303903 nChanged 42 SP:Iteration 38Q (4920.528973 sec): 3 clusters Score: Raw -1843662.919032 + Penalty 3120.048828 = -1840542.870204 nChanged 33 SP:Iteration 39Q (4920.589396 sec): 3 clusters Score: Raw -1843667.003121 + Penalty 3120.048828 = -1840546.954293 nChanged 21 SP:Iteration 40F (4920.649451 sec): 3 clusters Score: Raw -1843668.896901 + Penalty 3120.048828 = -1840548.848073 nChanged 15 SP:Iteration 41Q (4920.712196 sec): 3 clusters Score: Raw -1843669.841500 + Penalty 3120.048828 = -1840549.792672 nChanged 9 SP:Iteration 42Q (4920.784114 sec): 3 clusters Score: Raw -1843670.312615 + Penalty 3120.048828 = -1840550.263787 nChanged 10 SP:Iteration 43Q (4920.855808 sec): 3 clusters Score: Raw -1843670.991926 + Penalty 3120.048828 = -1840550.943098 nChanged 6 SP:Iteration 44Q (4920.926416 sec): 3 clusters Score: Raw -1843671.456440 + Penalty 3120.048828 = -1840551.407612 nChanged 5 SP:Iteration 45Q (4920.994415 sec): 3 clusters Score: Raw -1843671.815677 + Penalty 3120.048828 = -1840551.766849 nChanged 7 SP:Iteration 46Q (4921.053109 sec): 3 clusters Score: Raw -1843672.406076 + Penalty 3120.048828 = -1840552.357247 nChanged 3 SP:Iteration 47Q (4921.133897 sec): 3 clusters Score: Raw -1843672.738937 + Penalty 3120.048828 = -1840552.690109 nChanged 5 SP:Iteration 48Q (4921.192251 sec): 3 clusters Score: Raw -1843673.150771 + Penalty 3120.048828 = -1840553.101942 nChanged 9 SP:Iteration 49Q (4921.258008 sec): 3 clusters Score: Raw -1843674.224709 + Penalty 3120.048828 = -1840554.175881 nChanged 11 SP:Iteration 50Q (4921.324201 sec): 3 clusters Score: Raw -1843675.119091 + Penalty 3120.048828 = -1840555.070263 nChanged 5 SP:Iteration 51Q (4921.384565 sec): 3 clusters Score: Raw -1843675.489082 + Penalty 3120.048828 = -1840555.440254 nChanged 6 SP:Iteration 52Q (4921.458845 sec): 3 clusters Score: Raw -1843675.906249 + Penalty 3120.048828 = -1840555.857421 nChanged 4 SP:Iteration 53Q (4921.515807 sec): 3 clusters Score: Raw -1843676.173042 + Penalty 3120.048828 = -1840556.124214 nChanged 4 SP:Iteration 54Q (4921.584668 sec): 3 clusters Score: Raw -1843676.404677 + Penalty 3120.048828 = -1840556.355849 nChanged 2 SP:Iteration 55Q (4921.648765 sec): 3 clusters Score: Raw -1843676.461851 + Penalty 3120.048828 = -1840556.413023 nChanged 0 SP:Iteration 56F (4921.712455 sec): 3 clusters Score: Raw -1843676.461851 + Penalty 3120.048828 = -1840556.413023 nChanged 0 Trying to split cluster 35 (19866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4921.762186 sec): 2 clusters Score: Raw -2492346.344581 + Penalty 1608.224314 = -2490738.120268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4921.827849 sec): 3 clusters Score: Raw -2480282.972496 + Penalty 3216.448627 = -2477066.523869 nChanged 9000 SP:Iteration 1F (4921.893297 sec): 3 clusters Score: Raw -2485400.756750 + Penalty 3216.448627 = -2482184.308123 nChanged 1132 SP:Iteration 2F (4921.966690 sec): 3 clusters Score: Raw -2485862.512782 + Penalty 3216.448627 = -2482646.064155 nChanged 1024 SP:Iteration 3F (4922.042303 sec): 3 clusters Score: Raw -2486315.498515 + Penalty 3216.448627 = -2483099.049888 nChanged 983 SP:Iteration 4Q (4922.116321 sec): 3 clusters Score: Raw -2486737.545876 + Penalty 3216.448627 = -2483521.097249 nChanged 950 SP:Iteration 5Q (4922.188688 sec): 3 clusters Score: Raw -2487147.924937 + Penalty 3216.448627 = -2483931.476310 nChanged 901 SP:Iteration 6Q (4922.269046 sec): 3 clusters Score: Raw -2487565.015052 + Penalty 3216.448627 = -2484348.566425 nChanged 925 SP:Iteration 7Q (4922.347099 sec): 3 clusters Score: Raw -2488057.694208 + Penalty 3216.448627 = -2484841.245581 nChanged 1011 SP:Iteration 8F (4922.423991 sec): 3 clusters Score: Raw -2488645.214274 + Penalty 3216.448627 = -2485428.765647 nChanged 965 SP:Iteration 9Q (4922.511116 sec): 3 clusters Score: Raw -2489200.132247 + Penalty 3216.448627 = -2485983.683620 nChanged 874 SP:Iteration 10Q (4922.587046 sec): 3 clusters Score: Raw -2489778.305550 + Penalty 3216.448627 = -2486561.856923 nChanged 806 SP:Iteration 11Q (4922.655145 sec): 3 clusters Score: Raw -2490314.586805 + Penalty 3216.448627 = -2487098.138178 nChanged 666 SP:Iteration 12Q (4922.721228 sec): 3 clusters Score: Raw -2490754.975737 + Penalty 3216.448627 = -2487538.527110 nChanged 528 SP:Iteration 13Q (4922.792627 sec): 3 clusters Score: Raw -2491057.002353 + Penalty 3216.448627 = -2487840.553726 nChanged 394 SP:Iteration 14Q (4922.868734 sec): 3 clusters Score: Raw -2491264.884958 + Penalty 3216.448627 = -2488048.436330 nChanged 343 SP:Iteration 15Q (4922.931673 sec): 3 clusters Score: Raw -2491457.172771 + Penalty 3216.448627 = -2488240.724144 nChanged 303 SP:Iteration 16Q (4923.010174 sec): 3 clusters Score: Raw -2491620.635055 + Penalty 3216.448627 = -2488404.186427 nChanged 262 SP:Iteration 17Q (4923.076529 sec): 3 clusters Score: Raw -2491762.957862 + Penalty 3216.448627 = -2488546.509235 nChanged 212 SP:Iteration 18Q (4923.142286 sec): 3 clusters Score: Raw -2491875.385817 + Penalty 3216.448627 = -2488658.937189 nChanged 173 SP:Iteration 19Q (4923.215326 sec): 3 clusters Score: Raw -2491960.710846 + Penalty 3216.448627 = -2488744.262218 nChanged 143 SP:Iteration 20F (4923.290864 sec): 3 clusters Score: Raw -2492026.355325 + Penalty 3216.448627 = -2488809.906698 nChanged 131 SP:Iteration 21Q (4923.365267 sec): 3 clusters Score: Raw -2492087.071734 + Penalty 3216.448627 = -2488870.623106 nChanged 138 SP:Iteration 22Q (4923.433240 sec): 3 clusters Score: Raw -2492151.745098 + Penalty 3216.448627 = -2488935.296471 nChanged 101 SP:Iteration 23Q (4923.497525 sec): 3 clusters Score: Raw -2492191.522270 + Penalty 3216.448627 = -2488975.073643 nChanged 90 SP:Iteration 24Q (4923.563041 sec): 3 clusters Score: Raw -2492228.938108 + Penalty 3216.448627 = -2489012.489481 nChanged 77 SP:Iteration 25Q (4923.636069 sec): 3 clusters Score: Raw -2492256.503353 + Penalty 3216.448627 = -2489040.054726 nChanged 67 SP:Iteration 26Q (4923.701997 sec): 3 clusters Score: Raw -2492281.472190 + Penalty 3216.448627 = -2489065.023563 nChanged 62 SP:Iteration 27Q (4923.772331 sec): 3 clusters Score: Raw -2492303.336820 + Penalty 3216.448627 = -2489086.888193 nChanged 47 SP:Iteration 28Q (4923.833851 sec): 3 clusters Score: Raw -2492320.385580 + Penalty 3216.448627 = -2489103.936953 nChanged 43 SP:Iteration 29Q (4923.898928 sec): 3 clusters Score: Raw -2492334.168234 + Penalty 3216.448627 = -2489117.719606 nChanged 42 SP:Iteration 30Q (4923.948500 sec): 3 clusters Score: Raw -2492347.906639 + Penalty 3216.448627 = -2489131.458012 nChanged 36 SP:Iteration 31Q (4923.995554 sec): 3 clusters Score: Raw -2492361.197553 + Penalty 3216.448627 = -2489144.748926 nChanged 36 SP:Iteration 32Q (4924.070354 sec): 3 clusters Score: Raw -2492375.151495 + Penalty 3216.448627 = -2489158.702867 nChanged 31 SP:Iteration 33Q (4924.146257 sec): 3 clusters Score: Raw -2492387.463737 + Penalty 3216.448627 = -2489171.015110 nChanged 23 SP:Iteration 34Q (4924.209235 sec): 3 clusters Score: Raw -2492396.242968 + Penalty 3216.448627 = -2489179.794341 nChanged 16 SP:Iteration 35Q (4924.269438 sec): 3 clusters Score: Raw -2492403.215354 + Penalty 3216.448627 = -2489186.766727 nChanged 16 SP:Iteration 36Q (4924.338085 sec): 3 clusters Score: Raw -2492409.981638 + Penalty 3216.448627 = -2489193.533011 nChanged 15 SP:Iteration 37Q (4924.408353 sec): 3 clusters Score: Raw -2492415.698796 + Penalty 3216.448627 = -2489199.250168 nChanged 15 SP:Iteration 38Q (4924.480140 sec): 3 clusters Score: Raw -2492420.868219 + Penalty 3216.448627 = -2489204.419592 nChanged 10 SP:Iteration 39Q (4924.554417 sec): 3 clusters Score: Raw -2492424.563726 + Penalty 3216.448627 = -2489208.115099 nChanged 10 SP:Iteration 40F (4924.624956 sec): 3 clusters Score: Raw -2492428.154574 + Penalty 3216.448627 = -2489211.705946 nChanged 7 SP:Iteration 41Q (4924.701249 sec): 3 clusters Score: Raw -2492431.275227 + Penalty 3216.448627 = -2489214.826600 nChanged 7 SP:Iteration 42Q (4924.761745 sec): 3 clusters Score: Raw -2492433.315519 + Penalty 3216.448627 = -2489216.866891 nChanged 6 SP:Iteration 43Q (4924.821360 sec): 3 clusters Score: Raw -2492435.760662 + Penalty 3216.448627 = -2489219.312035 nChanged 7 SP:Iteration 44Q (4924.893044 sec): 3 clusters Score: Raw -2492438.082054 + Penalty 3216.448627 = -2489221.633426 nChanged 10 SP:Iteration 45Q (4924.945237 sec): 3 clusters Score: Raw -2492441.001859 + Penalty 3216.448627 = -2489224.553231 nChanged 4 SP:Iteration 46Q (4925.009837 sec): 3 clusters Score: Raw -2492441.736040 + Penalty 3216.448627 = -2489225.287413 nChanged 3 SP:Iteration 47Q (4925.070339 sec): 3 clusters Score: Raw -2492442.615313 + Penalty 3216.448627 = -2489226.166686 nChanged 3 SP:Iteration 48Q (4925.137768 sec): 3 clusters Score: Raw -2492443.774135 + Penalty 3216.448627 = -2489227.325508 nChanged 6 SP:Iteration 49Q (4925.207763 sec): 3 clusters Score: Raw -2492445.502505 + Penalty 3216.448627 = -2489229.053878 nChanged 4 SP:Iteration 50Q (4925.268037 sec): 3 clusters Score: Raw -2492446.635106 + Penalty 3216.448627 = -2489230.186479 nChanged 3 SP:Iteration 51Q (4925.328331 sec): 3 clusters Score: Raw -2492447.321443 + Penalty 3216.448627 = -2489230.872816 nChanged 4 SP:Iteration 52Q (4925.394934 sec): 3 clusters Score: Raw -2492448.410057 + Penalty 3216.448627 = -2489231.961430 nChanged 1 SP:Iteration 53Q (4925.467845 sec): 3 clusters Score: Raw -2492448.583431 + Penalty 3216.448627 = -2489232.134803 nChanged 0 SP:Iteration 54F (4925.540370 sec): 3 clusters Score: Raw -2492448.583431 + Penalty 3216.448627 = -2489232.134803 nChanged 0 Trying to split cluster 36 (1009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4925.563183 sec): 2 clusters Score: Raw -128912.761281 + Penalty 1123.966191 = -127788.795091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4925.605421 sec): 3 clusters Score: Raw -128598.597717 + Penalty 2247.932382 = -126350.665336 nChanged 285 SP:Iteration 1F (4925.645551 sec): 3 clusters Score: Raw -128829.083984 + Penalty 2247.932382 = -126581.151602 nChanged 63 SP:Iteration 2F (4925.688763 sec): 3 clusters Score: Raw -128880.343453 + Penalty 2247.932382 = -126632.411071 nChanged 36 SP:Iteration 3Q (4925.728918 sec): 3 clusters Score: Raw -128910.331100 + Penalty 2247.932382 = -126662.398718 nChanged 22 SP:Iteration 4Q (4925.777958 sec): 3 clusters Score: Raw -128924.210946 + Penalty 2247.932382 = -126676.278564 nChanged 13 SP:Iteration 5Q (4925.825730 sec): 3 clusters Score: Raw -128939.107635 + Penalty 2247.932382 = -126691.175254 nChanged 11 SP:Iteration 6Q (4925.873237 sec): 3 clusters Score: Raw -128948.629193 + Penalty 2247.932382 = -126700.696812 nChanged 7 SP:Iteration 7Q (4925.912459 sec): 3 clusters Score: Raw -128953.705929 + Penalty 2247.932382 = -126705.773548 nChanged 5 SP:Iteration 8Q (4925.961841 sec): 3 clusters Score: Raw -128961.771781 + Penalty 2247.932382 = -126713.839400 nChanged 11 SP:Iteration 9Q (4926.004118 sec): 3 clusters Score: Raw -128973.238737 + Penalty 2247.932382 = -126725.306355 nChanged 9 SP:Iteration 10Q (4926.040952 sec): 3 clusters Score: Raw -128981.975081 + Penalty 2247.932382 = -126734.042699 nChanged 3 SP:Iteration 11Q (4926.089825 sec): 3 clusters Score: Raw -128983.171559 + Penalty 2247.932382 = -126735.239178 nChanged 1 SP:Iteration 12Q (4926.119278 sec): 3 clusters Score: Raw -128983.849261 + Penalty 2247.932382 = -126735.916879 nChanged 1 SP:Iteration 13Q (4926.158396 sec): 3 clusters Score: Raw -128985.585593 + Penalty 2247.932382 = -126737.653211 nChanged 3 SP:Iteration 14Q (4926.203293 sec): 3 clusters Score: Raw -128989.012089 + Penalty 2247.932382 = -126741.079708 nChanged 1 SP:Iteration 15Q (4926.259896 sec): 3 clusters Score: Raw -128989.602730 + Penalty 2247.932382 = -126741.670348 nChanged 0 SP:Iteration 16F (4926.281107 sec): 3 clusters Score: Raw -128989.602730 + Penalty 2247.932382 = -126741.670348 nChanged 0 Trying to split cluster 37 (26281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4926.342098 sec): 2 clusters Score: Raw -3338523.237321 + Penalty 1653.697748 = -3336869.539573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4926.427311 sec): 3 clusters Score: Raw -3322511.753394 + Penalty 3307.395495 = -3319204.357899 nChanged 12029 SP:Iteration 1F (4926.505852 sec): 3 clusters Score: Raw -3329337.964723 + Penalty 3307.395495 = -3326030.569228 nChanged 1382 SP:Iteration 2F (4926.583111 sec): 3 clusters Score: Raw -3329916.716673 + Penalty 3307.395495 = -3326609.321177 nChanged 1361 SP:Iteration 3F (4926.661667 sec): 3 clusters Score: Raw -3330584.985881 + Penalty 3307.395495 = -3327277.590386 nChanged 1460 SP:Iteration 4F (4926.737047 sec): 3 clusters Score: Raw -3331385.927814 + Penalty 3307.395495 = -3328078.532319 nChanged 1480 SP:Iteration 5F (4926.830393 sec): 3 clusters Score: Raw -3332239.765075 + Penalty 3307.395495 = -3328932.369580 nChanged 1490 SP:Iteration 6F (4926.910157 sec): 3 clusters Score: Raw -3333211.979003 + Penalty 3307.395495 = -3329904.583508 nChanged 1517 SP:Iteration 7F (4926.989843 sec): 3 clusters Score: Raw -3334128.390301 + Penalty 3307.395495 = -3330820.994806 nChanged 1324 SP:Iteration 8F (4927.078747 sec): 3 clusters Score: Raw -3334917.863440 + Penalty 3307.395495 = -3331610.467944 nChanged 1100 SP:Iteration 9Q (4927.160348 sec): 3 clusters Score: Raw -3335495.544962 + Penalty 3307.395495 = -3332188.149466 nChanged 888 SP:Iteration 10Q (4927.243361 sec): 3 clusters Score: Raw -3335912.526423 + Penalty 3307.395495 = -3332605.130928 nChanged 717 SP:Iteration 11Q (4927.316884 sec): 3 clusters Score: Raw -3336211.470528 + Penalty 3307.395495 = -3332904.075033 nChanged 597 SP:Iteration 12Q (4927.403325 sec): 3 clusters Score: Raw -3336454.051677 + Penalty 3307.395495 = -3333146.656182 nChanged 541 SP:Iteration 13Q (4927.488387 sec): 3 clusters Score: Raw -3336676.227964 + Penalty 3307.395495 = -3333368.832469 nChanged 507 SP:Iteration 14Q (4927.557039 sec): 3 clusters Score: Raw -3336881.936094 + Penalty 3307.395495 = -3333574.540598 nChanged 488 SP:Iteration 15Q (4927.628620 sec): 3 clusters Score: Raw -3337066.243978 + Penalty 3307.395495 = -3333758.848483 nChanged 448 SP:Iteration 16Q (4927.708192 sec): 3 clusters Score: Raw -3337227.207210 + Penalty 3307.395495 = -3333919.811715 nChanged 402 SP:Iteration 17Q (4927.796488 sec): 3 clusters Score: Raw -3337359.997052 + Penalty 3307.395495 = -3334052.601557 nChanged 358 SP:Iteration 18Q (4927.882310 sec): 3 clusters Score: Raw -3337463.922474 + Penalty 3307.395495 = -3334156.526979 nChanged 325 SP:Iteration 19Q (4927.973470 sec): 3 clusters Score: Raw -3337542.638967 + Penalty 3307.395495 = -3334235.243472 nChanged 285 SP:Iteration 20F (4928.053241 sec): 3 clusters Score: Raw -3337609.879972 + Penalty 3307.395495 = -3334302.484477 nChanged 256 SP:Iteration 21Q (4928.140746 sec): 3 clusters Score: Raw -3337663.796844 + Penalty 3307.395495 = -3334356.401349 nChanged 208 SP:Iteration 22Q (4928.224103 sec): 3 clusters Score: Raw -3337701.932709 + Penalty 3307.395495 = -3334394.537214 nChanged 175 SP:Iteration 23Q (4928.310305 sec): 3 clusters Score: Raw -3337731.509013 + Penalty 3307.395495 = -3334424.113517 nChanged 152 SP:Iteration 24Q (4928.398681 sec): 3 clusters Score: Raw -3337755.771982 + Penalty 3307.395495 = -3334448.376486 nChanged 144 SP:Iteration 25Q (4928.487082 sec): 3 clusters Score: Raw -3337775.016246 + Penalty 3307.395495 = -3334467.620750 nChanged 127 SP:Iteration 26Q (4928.568722 sec): 3 clusters Score: Raw -3337789.219752 + Penalty 3307.395495 = -3334481.824257 nChanged 95 SP:Iteration 27Q (4928.646881 sec): 3 clusters Score: Raw -3337799.354899 + Penalty 3307.395495 = -3334491.959404 nChanged 82 SP:Iteration 28Q (4928.737002 sec): 3 clusters Score: Raw -3337808.788743 + Penalty 3307.395495 = -3334501.393248 nChanged 81 SP:Iteration 29Q (4928.820480 sec): 3 clusters Score: Raw -3337816.829596 + Penalty 3307.395495 = -3334509.434101 nChanged 71 SP:Iteration 30Q (4928.904482 sec): 3 clusters Score: Raw -3337823.094255 + Penalty 3307.395495 = -3334515.698759 nChanged 49 SP:Iteration 31Q (4928.996812 sec): 3 clusters Score: Raw -3337827.282643 + Penalty 3307.395495 = -3334519.887148 nChanged 54 SP:Iteration 32Q (4929.076012 sec): 3 clusters Score: Raw -3337831.527265 + Penalty 3307.395495 = -3334524.131770 nChanged 42 SP:Iteration 33Q (4929.158420 sec): 3 clusters Score: Raw -3337834.480528 + Penalty 3307.395495 = -3334527.085033 nChanged 36 SP:Iteration 34Q (4929.243182 sec): 3 clusters Score: Raw -3337836.902336 + Penalty 3307.395495 = -3334529.506840 nChanged 36 SP:Iteration 35Q (4929.313780 sec): 3 clusters Score: Raw -3337839.257212 + Penalty 3307.395495 = -3334531.861716 nChanged 32 SP:Iteration 36Q (4929.394805 sec): 3 clusters Score: Raw -3337840.901396 + Penalty 3307.395495 = -3334533.505901 nChanged 23 SP:Iteration 37Q (4929.480642 sec): 3 clusters Score: Raw -3337841.936135 + Penalty 3307.395495 = -3334534.540640 nChanged 21 SP:Iteration 38Q (4929.560321 sec): 3 clusters Score: Raw -3337843.293669 + Penalty 3307.395495 = -3334535.898174 nChanged 16 SP:Iteration 39Q (4929.653428 sec): 3 clusters Score: Raw -3337844.137210 + Penalty 3307.395495 = -3334536.741714 nChanged 12 SP:Iteration 40F (4929.733764 sec): 3 clusters Score: Raw -3337844.673430 + Penalty 3307.395495 = -3334537.277935 nChanged 10 SP:Iteration 41Q (4929.819758 sec): 3 clusters Score: Raw -3337845.220910 + Penalty 3307.395495 = -3334537.825414 nChanged 12 SP:Iteration 42Q (4929.910039 sec): 3 clusters Score: Raw -3337845.783023 + Penalty 3307.395495 = -3334538.387528 nChanged 8 SP:Iteration 43Q (4929.986724 sec): 3 clusters Score: Raw -3337846.186482 + Penalty 3307.395495 = -3334538.790986 nChanged 14 SP:Iteration 44Q (4930.071875 sec): 3 clusters Score: Raw -3337846.773837 + Penalty 3307.395495 = -3334539.378341 nChanged 9 SP:Iteration 45Q (4930.159190 sec): 3 clusters Score: Raw -3337847.218719 + Penalty 3307.395495 = -3334539.823224 nChanged 8 SP:Iteration 46Q (4930.245713 sec): 3 clusters Score: Raw -3337847.457169 + Penalty 3307.395495 = -3334540.061674 nChanged 8 SP:Iteration 47Q (4930.316208 sec): 3 clusters Score: Raw -3337847.731487 + Penalty 3307.395495 = -3334540.335992 nChanged 5 SP:Iteration 48Q (4930.392621 sec): 3 clusters Score: Raw -3337847.999936 + Penalty 3307.395495 = -3334540.604441 nChanged 6 SP:Iteration 49Q (4930.474010 sec): 3 clusters Score: Raw -3337848.328910 + Penalty 3307.395495 = -3334540.933415 nChanged 8 SP:Iteration 50Q (4930.552964 sec): 3 clusters Score: Raw -3337848.639724 + Penalty 3307.395495 = -3334541.244229 nChanged 12 SP:Iteration 51Q (4930.638468 sec): 3 clusters Score: Raw -3337849.239924 + Penalty 3307.395495 = -3334541.844429 nChanged 15 SP:Iteration 52Q (4930.722363 sec): 3 clusters Score: Raw -3337849.966912 + Penalty 3307.395495 = -3334542.571417 nChanged 12 SP:Iteration 53Q (4930.813122 sec): 3 clusters Score: Raw -3337850.816162 + Penalty 3307.395495 = -3334543.420667 nChanged 20 SP:Iteration 54Q (4930.888782 sec): 3 clusters Score: Raw -3337852.324269 + Penalty 3307.395495 = -3334544.928773 nChanged 25 SP:Iteration 55Q (4930.969517 sec): 3 clusters Score: Raw -3337853.915865 + Penalty 3307.395495 = -3334546.520369 nChanged 25 SP:Iteration 56Q (4931.056357 sec): 3 clusters Score: Raw -3337855.633959 + Penalty 3307.395495 = -3334548.238464 nChanged 21 SP:Iteration 57Q (4931.147501 sec): 3 clusters Score: Raw -3337856.616796 + Penalty 3307.395495 = -3334549.221300 nChanged 13 SP:Iteration 58Q (4931.227133 sec): 3 clusters Score: Raw -3337857.434001 + Penalty 3307.395495 = -3334550.038506 nChanged 17 SP:Iteration 59Q (4931.312740 sec): 3 clusters Score: Raw -3337858.445553 + Penalty 3307.395495 = -3334551.050058 nChanged 14 SP:Iteration 60F (4931.398969 sec): 3 clusters Score: Raw -3337859.257686 + Penalty 3307.395495 = -3334551.862191 nChanged 14 SP:Iteration 61Q (4931.484341 sec): 3 clusters Score: Raw -3337859.961532 + Penalty 3307.395495 = -3334552.566037 nChanged 16 SP:Iteration 62Q (4931.570759 sec): 3 clusters Score: Raw -3337860.719327 + Penalty 3307.395495 = -3334553.323832 nChanged 21 SP:Iteration 63Q (4931.662571 sec): 3 clusters Score: Raw -3337861.616540 + Penalty 3307.395495 = -3334554.221045 nChanged 15 SP:Iteration 64Q (4931.746682 sec): 3 clusters Score: Raw -3337862.184371 + Penalty 3307.395495 = -3334554.788876 nChanged 6 SP:Iteration 65Q (4931.835545 sec): 3 clusters Score: Raw -3337862.349322 + Penalty 3307.395495 = -3334554.953827 nChanged 4 SP:Iteration 66Q (4931.913122 sec): 3 clusters Score: Raw -3337862.481593 + Penalty 3307.395495 = -3334555.086098 nChanged 6 SP:Iteration 67Q (4931.999399 sec): 3 clusters Score: Raw -3337862.886080 + Penalty 3307.395495 = -3334555.490585 nChanged 7 SP:Iteration 68Q (4932.080598 sec): 3 clusters Score: Raw -3337863.416631 + Penalty 3307.395495 = -3334556.021135 nChanged 7 SP:Iteration 69Q (4932.171624 sec): 3 clusters Score: Raw -3337863.672562 + Penalty 3307.395495 = -3334556.277067 nChanged 7 SP:Iteration 70Q (4932.244847 sec): 3 clusters Score: Raw -3337863.844194 + Penalty 3307.395495 = -3334556.448699 nChanged 2 SP:Iteration 71Q (4932.328258 sec): 3 clusters Score: Raw -3337863.894922 + Penalty 3307.395495 = -3334556.499427 nChanged 0 SP:Iteration 72F (4932.404368 sec): 3 clusters Score: Raw -3337863.894922 + Penalty 3307.395495 = -3334556.499427 nChanged 0 Trying to split cluster 38 (8108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4932.435424 sec): 2 clusters Score: Raw -948800.479964 + Penalty 1462.598557 = -947337.881407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4932.499844 sec): 3 clusters Score: Raw -944320.014322 + Penalty 2925.197115 = -941394.817207 nChanged 3428 SP:Iteration 1F (4932.553427 sec): 3 clusters Score: Raw -946273.893428 + Penalty 2925.197115 = -943348.696313 nChanged 584 SP:Iteration 2F (4932.610563 sec): 3 clusters Score: Raw -946619.315953 + Penalty 2925.197115 = -943694.118838 nChanged 501 SP:Iteration 3F (4932.667506 sec): 3 clusters Score: Raw -946940.976345 + Penalty 2925.197115 = -944015.779230 nChanged 469 SP:Iteration 4F (4932.728540 sec): 3 clusters Score: Raw -947232.979617 + Penalty 2925.197115 = -944307.782502 nChanged 434 SP:Iteration 5F (4932.785815 sec): 3 clusters Score: Raw -947503.241768 + Penalty 2925.197115 = -944578.044653 nChanged 392 SP:Iteration 6Q (4932.846578 sec): 3 clusters Score: Raw -947742.070350 + Penalty 2925.197115 = -944816.873235 nChanged 366 SP:Iteration 7Q (4932.900770 sec): 3 clusters Score: Raw -947997.111253 + Penalty 2925.197115 = -945071.914138 nChanged 373 SP:Iteration 8Q (4932.958004 sec): 3 clusters Score: Raw -948290.530731 + Penalty 2925.197115 = -945365.333616 nChanged 378 SP:Iteration 9Q (4933.011511 sec): 3 clusters Score: Raw -948570.140728 + Penalty 2925.197115 = -945644.943613 nChanged 355 SP:Iteration 10Q (4933.070856 sec): 3 clusters Score: Raw -948836.373935 + Penalty 2925.197115 = -945911.176820 nChanged 303 SP:Iteration 11Q (4933.130781 sec): 3 clusters Score: Raw -949063.615696 + Penalty 2925.197115 = -946138.418581 nChanged 282 SP:Iteration 12Q (4933.191392 sec): 3 clusters Score: Raw -949258.733604 + Penalty 2925.197115 = -946333.536489 nChanged 217 SP:Iteration 13Q (4933.245221 sec): 3 clusters Score: Raw -949405.521383 + Penalty 2925.197115 = -946480.324268 nChanged 172 SP:Iteration 14Q (4933.304239 sec): 3 clusters Score: Raw -949505.755490 + Penalty 2925.197115 = -946580.558375 nChanged 151 SP:Iteration 15Q (4933.363437 sec): 3 clusters Score: Raw -949588.928477 + Penalty 2925.197115 = -946663.731362 nChanged 136 SP:Iteration 16Q (4933.419100 sec): 3 clusters Score: Raw -949662.248723 + Penalty 2925.197115 = -946737.051608 nChanged 121 SP:Iteration 17Q (4933.473362 sec): 3 clusters Score: Raw -949715.267441 + Penalty 2925.197115 = -946790.070326 nChanged 107 SP:Iteration 18Q (4933.534984 sec): 3 clusters Score: Raw -949759.324419 + Penalty 2925.197115 = -946834.127304 nChanged 85 SP:Iteration 19Q (4933.584723 sec): 3 clusters Score: Raw -949791.451277 + Penalty 2925.197115 = -946866.254162 nChanged 65 SP:Iteration 20F (4933.641220 sec): 3 clusters Score: Raw -949828.452204 + Penalty 2925.197115 = -946903.255089 nChanged 58 SP:Iteration 21Q (4933.701230 sec): 3 clusters Score: Raw -949849.430291 + Penalty 2925.197115 = -946924.233176 nChanged 41 SP:Iteration 22Q (4933.751171 sec): 3 clusters Score: Raw -949859.743649 + Penalty 2925.197115 = -946934.546534 nChanged 30 SP:Iteration 23Q (4933.811348 sec): 3 clusters Score: Raw -949869.041927 + Penalty 2925.197115 = -946943.844812 nChanged 26 SP:Iteration 24Q (4933.861480 sec): 3 clusters Score: Raw -949875.448315 + Penalty 2925.197115 = -946950.251200 nChanged 18 SP:Iteration 25Q (4933.907474 sec): 3 clusters Score: Raw -949878.866482 + Penalty 2925.197115 = -946953.669367 nChanged 14 SP:Iteration 26Q (4933.966929 sec): 3 clusters Score: Raw -949881.317686 + Penalty 2925.197115 = -946956.120571 nChanged 12 SP:Iteration 27Q (4934.021717 sec): 3 clusters Score: Raw -949883.527625 + Penalty 2925.197115 = -946958.330510 nChanged 15 SP:Iteration 28Q (4934.081847 sec): 3 clusters Score: Raw -949885.687835 + Penalty 2925.197115 = -946960.490720 nChanged 10 SP:Iteration 29Q (4934.143324 sec): 3 clusters Score: Raw -949887.279144 + Penalty 2925.197115 = -946962.082029 nChanged 7 SP:Iteration 30Q (4934.202250 sec): 3 clusters Score: Raw -949888.485908 + Penalty 2925.197115 = -946963.288793 nChanged 7 SP:Iteration 31Q (4934.262807 sec): 3 clusters Score: Raw -949889.609465 + Penalty 2925.197115 = -946964.412350 nChanged 3 SP:Iteration 32Q (4934.315031 sec): 3 clusters Score: Raw -949889.831273 + Penalty 2925.197115 = -946964.634158 nChanged 1 SP:Iteration 33Q (4934.377298 sec): 3 clusters Score: Raw -949889.941867 + Penalty 2925.197115 = -946964.744753 nChanged 2 SP:Iteration 34Q (4934.428612 sec): 3 clusters Score: Raw -949890.155998 + Penalty 2925.197115 = -946964.958883 nChanged 1 SP:Iteration 35Q (4934.487516 sec): 3 clusters Score: Raw -949890.235840 + Penalty 2925.197115 = -946965.038725 nChanged 0 SP:Iteration 36F (4934.541915 sec): 3 clusters Score: Raw -949890.235840 + Penalty 2925.197115 = -946965.038725 nChanged 0 Trying to split cluster 39 (4601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4934.573537 sec): 2 clusters Score: Raw -586316.300460 + Penalty 1370.529704 = -584945.770755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4934.628112 sec): 3 clusters Score: Raw -583946.501344 + Penalty 2741.059409 = -581205.441935 nChanged 1847 SP:Iteration 1F (4934.680784 sec): 3 clusters Score: Raw -585030.971060 + Penalty 2741.059409 = -582289.911651 nChanged 348 SP:Iteration 2F (4934.735140 sec): 3 clusters Score: Raw -585249.280429 + Penalty 2741.059409 = -582508.221020 nChanged 301 SP:Iteration 3F (4934.790459 sec): 3 clusters Score: Raw -585432.924774 + Penalty 2741.059409 = -582691.865365 nChanged 253 SP:Iteration 4F (4934.847700 sec): 3 clusters Score: Raw -585589.545001 + Penalty 2741.059409 = -582848.485592 nChanged 224 SP:Iteration 5Q (4934.886301 sec): 3 clusters Score: Raw -585742.260243 + Penalty 2741.059409 = -583001.200834 nChanged 219 SP:Iteration 6Q (4934.936752 sec): 3 clusters Score: Raw -585909.222455 + Penalty 2741.059409 = -583168.163047 nChanged 228 SP:Iteration 7Q (4934.980742 sec): 3 clusters Score: Raw -586072.232076 + Penalty 2741.059409 = -583331.172667 nChanged 199 SP:Iteration 8Q (4935.031027 sec): 3 clusters Score: Raw -586223.286992 + Penalty 2741.059409 = -583482.227583 nChanged 185 SP:Iteration 9Q (4935.126955 sec): 3 clusters Score: Raw -586360.487691 + Penalty 2741.059409 = -583619.428283 nChanged 155 SP:Iteration 10Q (4935.163349 sec): 3 clusters Score: Raw -586460.732561 + Penalty 2741.059409 = -583719.673152 nChanged 124 SP:Iteration 11Q (4935.213740 sec): 3 clusters Score: Raw -586528.445319 + Penalty 2741.059409 = -583787.385910 nChanged 82 SP:Iteration 12Q (4935.267408 sec): 3 clusters Score: Raw -586559.257108 + Penalty 2741.059409 = -583818.197699 nChanged 47 SP:Iteration 13Q (4935.310111 sec): 3 clusters Score: Raw -586577.511157 + Penalty 2741.059409 = -583836.451748 nChanged 43 SP:Iteration 14Q (4935.360063 sec): 3 clusters Score: Raw -586595.616021 + Penalty 2741.059409 = -583854.556612 nChanged 42 SP:Iteration 15Q (4935.413871 sec): 3 clusters Score: Raw -586615.132164 + Penalty 2741.059409 = -583874.072755 nChanged 33 SP:Iteration 16Q (4935.469136 sec): 3 clusters Score: Raw -586627.044560 + Penalty 2741.059409 = -583885.985152 nChanged 30 SP:Iteration 17Q (4935.516205 sec): 3 clusters Score: Raw -586636.640127 + Penalty 2741.059409 = -583895.580718 nChanged 33 SP:Iteration 18Q (4935.562203 sec): 3 clusters Score: Raw -586648.900264 + Penalty 2741.059409 = -583907.840855 nChanged 34 SP:Iteration 19Q (4935.610690 sec): 3 clusters Score: Raw -586660.411761 + Penalty 2741.059409 = -583919.352352 nChanged 27 SP:Iteration 20F (4935.667630 sec): 3 clusters Score: Raw -586668.256401 + Penalty 2741.059409 = -583927.196992 nChanged 24 SP:Iteration 21Q (4935.712346 sec): 3 clusters Score: Raw -586677.006983 + Penalty 2741.059409 = -583935.947574 nChanged 28 SP:Iteration 22Q (4935.773518 sec): 3 clusters Score: Raw -586685.970809 + Penalty 2741.059409 = -583944.911401 nChanged 22 SP:Iteration 23Q (4935.808176 sec): 3 clusters Score: Raw -586693.330792 + Penalty 2741.059409 = -583952.271383 nChanged 21 SP:Iteration 24Q (4935.855747 sec): 3 clusters Score: Raw -586699.550794 + Penalty 2741.059409 = -583958.491385 nChanged 18 SP:Iteration 25Q (4935.912632 sec): 3 clusters Score: Raw -586704.613562 + Penalty 2741.059409 = -583963.554153 nChanged 19 SP:Iteration 26Q (4935.959029 sec): 3 clusters Score: Raw -586709.075369 + Penalty 2741.059409 = -583968.015961 nChanged 17 SP:Iteration 27Q (4936.002683 sec): 3 clusters Score: Raw -586712.415065 + Penalty 2741.059409 = -583971.355656 nChanged 13 SP:Iteration 28Q (4936.039687 sec): 3 clusters Score: Raw -586715.689286 + Penalty 2741.059409 = -583974.629877 nChanged 12 SP:Iteration 29Q (4936.081769 sec): 3 clusters Score: Raw -586718.917539 + Penalty 2741.059409 = -583977.858130 nChanged 7 SP:Iteration 30Q (4936.122859 sec): 3 clusters Score: Raw -586720.239504 + Penalty 2741.059409 = -583979.180095 nChanged 5 SP:Iteration 31Q (4936.170390 sec): 3 clusters Score: Raw -586721.579263 + Penalty 2741.059409 = -583980.519854 nChanged 5 SP:Iteration 32Q (4936.222501 sec): 3 clusters Score: Raw -586722.992940 + Penalty 2741.059409 = -583981.933531 nChanged 7 SP:Iteration 33Q (4936.268333 sec): 3 clusters Score: Raw -586725.818647 + Penalty 2741.059409 = -583984.759238 nChanged 11 SP:Iteration 34Q (4936.301855 sec): 3 clusters Score: Raw -586728.201943 + Penalty 2741.059409 = -583987.142534 nChanged 4 SP:Iteration 35Q (4936.345154 sec): 3 clusters Score: Raw -586729.028134 + Penalty 2741.059409 = -583987.968725 nChanged 4 SP:Iteration 36Q (4936.399717 sec): 3 clusters Score: Raw -586729.627036 + Penalty 2741.059409 = -583988.567628 nChanged 3 SP:Iteration 37Q (4936.459651 sec): 3 clusters Score: Raw -586730.366414 + Penalty 2741.059409 = -583989.307005 nChanged 3 SP:Iteration 38Q (4936.498589 sec): 3 clusters Score: Raw -586730.994732 + Penalty 2741.059409 = -583989.935323 nChanged 3 SP:Iteration 39Q (4936.563336 sec): 3 clusters Score: Raw -586731.327994 + Penalty 2741.059409 = -583990.268585 nChanged 1 SP:Iteration 40F (4936.601851 sec): 3 clusters Score: Raw -586731.548281 + Penalty 2741.059409 = -583990.488872 nChanged 0 Trying to split cluster 40 (7204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4936.635914 sec): 2 clusters Score: Raw -878508.093853 + Penalty 1443.388652 = -877064.705201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4936.687577 sec): 3 clusters Score: Raw -874618.449122 + Penalty 2886.777305 = -871731.671817 nChanged 2979 SP:Iteration 1F (4936.747664 sec): 3 clusters Score: Raw -876384.829849 + Penalty 2886.777305 = -873498.052545 nChanged 627 SP:Iteration 2F (4936.786251 sec): 3 clusters Score: Raw -876896.435691 + Penalty 2886.777305 = -874009.658387 nChanged 598 SP:Iteration 3F (4936.840573 sec): 3 clusters Score: Raw -877404.738588 + Penalty 2886.777305 = -874517.961284 nChanged 547 SP:Iteration 4F (4936.882765 sec): 3 clusters Score: Raw -877864.858794 + Penalty 2886.777305 = -874978.081490 nChanged 508 SP:Iteration 5F (4936.940686 sec): 3 clusters Score: Raw -878264.743694 + Penalty 2886.777305 = -875377.966389 nChanged 383 SP:Iteration 6F (4936.990948 sec): 3 clusters Score: Raw -878537.410758 + Penalty 2886.777305 = -875650.633453 nChanged 293 SP:Iteration 7Q (4937.051617 sec): 3 clusters Score: Raw -878721.976503 + Penalty 2886.777305 = -875835.199199 nChanged 213 SP:Iteration 8Q (4937.099864 sec): 3 clusters Score: Raw -878859.079181 + Penalty 2886.777305 = -875972.301876 nChanged 171 SP:Iteration 9Q (4937.134599 sec): 3 clusters Score: Raw -878962.020941 + Penalty 2886.777305 = -876075.243636 nChanged 121 SP:Iteration 10Q (4937.156478 sec): 3 clusters Score: Raw -879039.032567 + Penalty 2886.777305 = -876152.255263 nChanged 102 SP:Iteration 11Q (4937.181831 sec): 3 clusters Score: Raw -879098.923768 + Penalty 2886.777305 = -876212.146464 nChanged 75 SP:Iteration 12Q (4937.235888 sec): 3 clusters Score: Raw -879137.910098 + Penalty 2886.777305 = -876251.132794 nChanged 47 SP:Iteration 13Q (4937.290320 sec): 3 clusters Score: Raw -879169.018155 + Penalty 2886.777305 = -876282.240851 nChanged 47 SP:Iteration 14Q (4937.340566 sec): 3 clusters Score: Raw -879201.857678 + Penalty 2886.777305 = -876315.080373 nChanged 48 SP:Iteration 15Q (4937.401864 sec): 3 clusters Score: Raw -879233.590538 + Penalty 2886.777305 = -876346.813234 nChanged 44 SP:Iteration 16Q (4937.451223 sec): 3 clusters Score: Raw -879265.075676 + Penalty 2886.777305 = -876378.298371 nChanged 36 SP:Iteration 17Q (4937.496971 sec): 3 clusters Score: Raw -879290.229191 + Penalty 2886.777305 = -876403.451886 nChanged 23 SP:Iteration 18Q (4937.549072 sec): 3 clusters Score: Raw -879305.867996 + Penalty 2886.777305 = -876419.090691 nChanged 20 SP:Iteration 19Q (4937.582119 sec): 3 clusters Score: Raw -879316.689094 + Penalty 2886.777305 = -876429.911789 nChanged 23 SP:Iteration 20F (4937.638663 sec): 3 clusters Score: Raw -879332.836471 + Penalty 2886.777305 = -876446.059166 nChanged 13 SP:Iteration 21Q (4937.695297 sec): 3 clusters Score: Raw -879341.136519 + Penalty 2886.777305 = -876454.359214 nChanged 12 SP:Iteration 22Q (4937.746857 sec): 3 clusters Score: Raw -879345.982054 + Penalty 2886.777305 = -876459.204750 nChanged 13 SP:Iteration 23Q (4937.793730 sec): 3 clusters Score: Raw -879351.464973 + Penalty 2886.777305 = -876464.687669 nChanged 12 SP:Iteration 24Q (4937.840275 sec): 3 clusters Score: Raw -879356.922845 + Penalty 2886.777305 = -876470.145541 nChanged 9 SP:Iteration 25Q (4937.887586 sec): 3 clusters Score: Raw -879360.230097 + Penalty 2886.777305 = -876473.452793 nChanged 6 SP:Iteration 26Q (4937.940694 sec): 3 clusters Score: Raw -879362.673406 + Penalty 2886.777305 = -876475.896102 nChanged 8 SP:Iteration 27Q (4937.994622 sec): 3 clusters Score: Raw -879365.392744 + Penalty 2886.777305 = -876478.615439 nChanged 5 SP:Iteration 28Q (4938.036466 sec): 3 clusters Score: Raw -879367.376135 + Penalty 2886.777305 = -876480.598830 nChanged 5 SP:Iteration 29Q (4938.093360 sec): 3 clusters Score: Raw -879369.081333 + Penalty 2886.777305 = -876482.304028 nChanged 2 SP:Iteration 30Q (4938.152078 sec): 3 clusters Score: Raw -879369.469752 + Penalty 2886.777305 = -876482.692447 nChanged 1 SP:Iteration 31Q (4938.200246 sec): 3 clusters Score: Raw -879369.642643 + Penalty 2886.777305 = -876482.865338 nChanged 1 SP:Iteration 32Q (4938.258769 sec): 3 clusters Score: Raw -879369.894825 + Penalty 2886.777305 = -876483.117520 nChanged 0 SP:Iteration 33F (4938.289356 sec): 3 clusters Score: Raw -879369.894825 + Penalty 2886.777305 = -876483.117520 nChanged 0 Iteration 99Q (4945.633693 sec): 43 clusters Score: Raw -84147340.397805 + Penalty 91735.879504 = -84055604.518300 nChanged 3543 Iteration 100F (4964.502550 sec): 43 clusters Score: Raw -84148848.953204 + Penalty 91735.879504 = -84057113.073700 nChanged 2712 Iteration 101Q (4971.970878 sec): 43 clusters Score: Raw -84149526.975633 + Penalty 91735.879504 = -84057791.096128 nChanged 1841 Iteration 102Q (4979.349863 sec): 43 clusters Score: Raw -84149800.881760 + Penalty 91735.879504 = -84058065.002256 nChanged 1475 Iteration 103Q (4986.883049 sec): 43 clusters Score: Raw -84149978.840779 + Penalty 91735.879504 = -84058242.961275 nChanged 1194 Iteration 104Q (4994.180845 sec): 43 clusters Score: Raw -84150106.657580 + Penalty 91735.879504 = -84058370.778075 nChanged 1034 Iteration 105Q (5001.647988 sec): 43 clusters Score: Raw -84150207.359928 + Penalty 91735.879504 = -84058471.480424 nChanged 919 Iteration 106Q (5009.124947 sec): 43 clusters Score: Raw -84150284.471213 + Penalty 91735.879504 = -84058548.591708 nChanged 809 Iteration 107Q (5016.306761 sec): 43 clusters Score: Raw -84150346.853849 + Penalty 91735.879504 = -84058610.974345 nChanged 711 Iteration 108Q (5023.803041 sec): 43 clusters Score: Raw -84150402.831503 + Penalty 91735.879504 = -84058666.951999 nChanged 652 Iteration 109Q (5031.281447 sec): 43 clusters Score: Raw -84150448.235818 + Penalty 91735.879504 = -84058712.356314 nChanged 585 Iteration 110Q (5038.663424 sec): 43 clusters Score: Raw -84150488.658098 + Penalty 91735.879504 = -84058752.778593 nChanged 573 Iteration 111Q (5046.153068 sec): 43 clusters Score: Raw -84150529.204652 + Penalty 91735.879504 = -84058793.325148 nChanged 568 Iteration 112Q (5053.500487 sec): 43 clusters Score: Raw -84150571.006733 + Penalty 91735.879504 = -84058835.127229 nChanged 606 Iteration 113Q (5060.940349 sec): 43 clusters Score: Raw -84150620.236210 + Penalty 91735.879504 = -84058884.356705 nChanged 576 Iteration 114Q (5067.673949 sec): 43 clusters Score: Raw -84150666.185831 + Penalty 91735.879504 = -84058930.306326 nChanged 563 Iteration 115Q (5074.891250 sec): 43 clusters Score: Raw -84150706.389901 + Penalty 91735.879504 = -84058970.510397 nChanged 501 Iteration 116Q (5082.393944 sec): 43 clusters Score: Raw -84150739.301753 + Penalty 91735.879504 = -84059003.422248 nChanged 498 Iteration 117Q (5089.729825 sec): 43 clusters Score: Raw -84150771.490100 + Penalty 91735.879504 = -84059035.610596 nChanged 448 Iteration 118Q (5096.956393 sec): 43 clusters Score: Raw -84150799.043534 + Penalty 91735.879504 = -84059063.164030 nChanged 418 Iteration 119Q (5104.164351 sec): 43 clusters Score: Raw -84150824.829180 + Penalty 91735.879504 = -84059088.949676 nChanged 447 Iteration 120F (5122.641279 sec): 43 clusters Score: Raw -84150872.701775 + Penalty 91735.879504 = -84059136.822270 nChanged 412 Iteration 121Q (5129.495841 sec): 43 clusters Score: Raw -84150931.948590 + Penalty 91735.879504 = -84059196.069085 nChanged 406 Iteration 122Q (5136.785663 sec): 43 clusters Score: Raw -84150956.441545 + Penalty 91735.879504 = -84059220.562041 nChanged 427 Iteration 123Q (5144.214747 sec): 43 clusters Score: Raw -84150983.389884 + Penalty 91735.879504 = -84059247.510379 nChanged 413 Iteration 124Q (5151.676192 sec): 43 clusters Score: Raw -84151007.050916 + Penalty 91735.879504 = -84059271.171411 nChanged 390 Iteration 125Q (5159.146976 sec): 43 clusters Score: Raw -84151029.676819 + Penalty 91735.879504 = -84059293.797314 nChanged 378 Iteration 126Q (5166.275034 sec): 43 clusters Score: Raw -84151049.479600 + Penalty 91735.879504 = -84059313.600096 nChanged 349 Iteration 127Q (5173.511013 sec): 43 clusters Score: Raw -84151066.796867 + Penalty 91735.879504 = -84059330.917362 nChanged 300 Iteration 128Q (5180.854091 sec): 43 clusters Score: Raw -84151081.403080 + Penalty 91735.879504 = -84059345.523576 nChanged 315 Iteration 129Q (5188.134403 sec): 43 clusters Score: Raw -84151098.246039 + Penalty 91735.879504 = -84059362.366535 nChanged 303 Iteration 130Q (5195.303151 sec): 43 clusters Score: Raw -84151112.664544 + Penalty 91735.879504 = -84059376.785040 nChanged 284 Iteration 131Q (5202.579207 sec): 43 clusters Score: Raw -84151126.955045 + Penalty 91735.879504 = -84059391.075541 nChanged 285 Iteration 132Q (5210.050905 sec): 43 clusters Score: Raw -84151141.219780 + Penalty 91735.879504 = -84059405.340276 nChanged 267 Iteration 133Q (5217.476657 sec): 43 clusters Score: Raw -84151152.351810 + Penalty 91735.879504 = -84059416.472305 nChanged 246 Iteration 134Q (5224.911951 sec): 43 clusters Score: Raw -84151162.348194 + Penalty 91735.879504 = -84059426.468690 nChanged 225 Iteration 135Q (5232.486948 sec): 43 clusters Score: Raw -84151172.827798 + Penalty 91735.879504 = -84059436.948294 nChanged 256 Iteration 136Q (5240.031998 sec): 43 clusters Score: Raw -84151184.603558 + Penalty 91735.879504 = -84059448.724054 nChanged 253 Iteration 137Q (5247.611383 sec): 43 clusters Score: Raw -84151196.733236 + Penalty 91735.879504 = -84059460.853732 nChanged 254 Iteration 138Q (5255.227446 sec): 43 clusters Score: Raw -84151208.344865 + Penalty 91735.879504 = -84059472.465361 nChanged 228 Writing temp clu file Because OldScore, -84059460.853732, is greater than current (better) Score,-84059472.465361 Compute initial score before splitting: Score: Raw -84151208.344865 + Penalty 91735.879504 = -84059472.465361 Trying to split cluster 1 (20392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5255.442875 sec): 2 clusters Score: Raw -2576537.999983 + Penalty 1612.470916 = -2574925.529067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5255.503011 sec): 3 clusters Score: Raw -2564243.101937 + Penalty 3224.941832 = -2561018.160105 nChanged 9283 SP:Iteration 1F (5255.578158 sec): 3 clusters Score: Raw -2569415.271047 + Penalty 3224.941832 = -2566190.329215 nChanged 1120 SP:Iteration 2F (5255.625244 sec): 3 clusters Score: Raw -2569960.715064 + Penalty 3224.941832 = -2566735.773232 nChanged 1181 SP:Iteration 3F (5255.699098 sec): 3 clusters Score: Raw -2570715.586647 + Penalty 3224.941832 = -2567490.644815 nChanged 1404 SP:Iteration 4F (5255.767355 sec): 3 clusters Score: Raw -2571803.750155 + Penalty 3224.941832 = -2568578.808322 nChanged 1535 SP:Iteration 5F (5255.853310 sec): 3 clusters Score: Raw -2573010.181213 + Penalty 3224.941832 = -2569785.239381 nChanged 1467 SP:Iteration 6F (5255.924772 sec): 3 clusters Score: Raw -2574097.373096 + Penalty 3224.941832 = -2570872.431263 nChanged 1250 SP:Iteration 7F (5255.992218 sec): 3 clusters Score: Raw -2574988.887785 + Penalty 3224.941832 = -2571763.945952 nChanged 966 SP:Iteration 8Q (5256.067691 sec): 3 clusters Score: Raw -2575583.002599 + Penalty 3224.941832 = -2572358.060767 nChanged 679 SP:Iteration 9Q (5256.146513 sec): 3 clusters Score: Raw -2575923.057460 + Penalty 3224.941832 = -2572698.115627 nChanged 476 SP:Iteration 10Q (5256.216005 sec): 3 clusters Score: Raw -2576142.790668 + Penalty 3224.941832 = -2572917.848836 nChanged 357 SP:Iteration 11Q (5256.287345 sec): 3 clusters Score: Raw -2576311.998184 + Penalty 3224.941832 = -2573087.056352 nChanged 301 SP:Iteration 12Q (5256.369368 sec): 3 clusters Score: Raw -2576449.174949 + Penalty 3224.941832 = -2573224.233117 nChanged 285 SP:Iteration 13Q (5256.441997 sec): 3 clusters Score: Raw -2576584.478638 + Penalty 3224.941832 = -2573359.536806 nChanged 253 SP:Iteration 14Q (5256.510069 sec): 3 clusters Score: Raw -2576701.121136 + Penalty 3224.941832 = -2573476.179304 nChanged 248 SP:Iteration 15Q (5256.587141 sec): 3 clusters Score: Raw -2576798.507896 + Penalty 3224.941832 = -2573573.566064 nChanged 214 SP:Iteration 16Q (5256.663778 sec): 3 clusters Score: Raw -2576880.635013 + Penalty 3224.941832 = -2573655.693180 nChanged 177 SP:Iteration 17Q (5256.748408 sec): 3 clusters Score: Raw -2576946.658812 + Penalty 3224.941832 = -2573721.716980 nChanged 196 SP:Iteration 18Q (5256.791862 sec): 3 clusters Score: Raw -2577011.562846 + Penalty 3224.941832 = -2573786.621014 nChanged 183 SP:Iteration 19Q (5256.848478 sec): 3 clusters Score: Raw -2577073.457811 + Penalty 3224.941832 = -2573848.515978 nChanged 153 SP:Iteration 20F (5256.927827 sec): 3 clusters Score: Raw -2577119.607025 + Penalty 3224.941832 = -2573894.665192 nChanged 136 SP:Iteration 21Q (5257.012559 sec): 3 clusters Score: Raw -2577158.832241 + Penalty 3224.941832 = -2573933.890408 nChanged 144 SP:Iteration 22Q (5257.073294 sec): 3 clusters Score: Raw -2577199.118307 + Penalty 3224.941832 = -2573974.176474 nChanged 123 SP:Iteration 23Q (5257.152124 sec): 3 clusters Score: Raw -2577233.293299 + Penalty 3224.941832 = -2574008.351467 nChanged 107 SP:Iteration 24Q (5257.223333 sec): 3 clusters Score: Raw -2577256.292794 + Penalty 3224.941832 = -2574031.350961 nChanged 92 SP:Iteration 25Q (5257.297304 sec): 3 clusters Score: Raw -2577274.336433 + Penalty 3224.941832 = -2574049.394601 nChanged 82 SP:Iteration 26Q (5257.371265 sec): 3 clusters Score: Raw -2577291.547101 + Penalty 3224.941832 = -2574066.605268 nChanged 86 SP:Iteration 27Q (5257.446200 sec): 3 clusters Score: Raw -2577310.913973 + Penalty 3224.941832 = -2574085.972141 nChanged 76 SP:Iteration 28Q (5257.520147 sec): 3 clusters Score: Raw -2577327.253255 + Penalty 3224.941832 = -2574102.311422 nChanged 78 SP:Iteration 29Q (5257.597553 sec): 3 clusters Score: Raw -2577345.666604 + Penalty 3224.941832 = -2574120.724771 nChanged 82 SP:Iteration 30Q (5257.659419 sec): 3 clusters Score: Raw -2577370.653631 + Penalty 3224.941832 = -2574145.711798 nChanged 87 SP:Iteration 31Q (5257.743308 sec): 3 clusters Score: Raw -2577394.708611 + Penalty 3224.941832 = -2574169.766779 nChanged 74 SP:Iteration 32Q (5257.808169 sec): 3 clusters Score: Raw -2577410.319745 + Penalty 3224.941832 = -2574185.377912 nChanged 63 SP:Iteration 33Q (5257.878781 sec): 3 clusters Score: Raw -2577421.858843 + Penalty 3224.941832 = -2574196.917010 nChanged 66 SP:Iteration 34Q (5257.950698 sec): 3 clusters Score: Raw -2577433.754779 + Penalty 3224.941832 = -2574208.812947 nChanged 53 SP:Iteration 35Q (5258.023256 sec): 3 clusters Score: Raw -2577443.843033 + Penalty 3224.941832 = -2574218.901200 nChanged 50 SP:Iteration 36Q (5258.089923 sec): 3 clusters Score: Raw -2577455.778371 + Penalty 3224.941832 = -2574230.836539 nChanged 53 SP:Iteration 37Q (5258.160663 sec): 3 clusters Score: Raw -2577467.725658 + Penalty 3224.941832 = -2574242.783825 nChanged 49 SP:Iteration 38Q (5258.244456 sec): 3 clusters Score: Raw -2577476.248721 + Penalty 3224.941832 = -2574251.306889 nChanged 43 SP:Iteration 39Q (5258.319729 sec): 3 clusters Score: Raw -2577484.186479 + Penalty 3224.941832 = -2574259.244646 nChanged 42 SP:Iteration 40F (5258.395123 sec): 3 clusters Score: Raw -2577490.849265 + Penalty 3224.941832 = -2574265.907433 nChanged 32 SP:Iteration 41Q (5258.466948 sec): 3 clusters Score: Raw -2577496.699124 + Penalty 3224.941832 = -2574271.757292 nChanged 29 SP:Iteration 42Q (5258.538768 sec): 3 clusters Score: Raw -2577501.556162 + Penalty 3224.941832 = -2574276.614329 nChanged 28 SP:Iteration 43Q (5258.613975 sec): 3 clusters Score: Raw -2577505.925732 + Penalty 3224.941832 = -2574280.983900 nChanged 25 SP:Iteration 44Q (5258.687879 sec): 3 clusters Score: Raw -2577509.761488 + Penalty 3224.941832 = -2574284.819656 nChanged 31 SP:Iteration 45Q (5258.758822 sec): 3 clusters Score: Raw -2577515.142172 + Penalty 3224.941832 = -2574290.200339 nChanged 34 SP:Iteration 46Q (5258.825489 sec): 3 clusters Score: Raw -2577520.120379 + Penalty 3224.941832 = -2574295.178547 nChanged 28 SP:Iteration 47Q (5258.904705 sec): 3 clusters Score: Raw -2577524.389929 + Penalty 3224.941832 = -2574299.448097 nChanged 25 SP:Iteration 48Q (5258.968860 sec): 3 clusters Score: Raw -2577528.763809 + Penalty 3224.941832 = -2574303.821977 nChanged 33 SP:Iteration 49Q (5259.035590 sec): 3 clusters Score: Raw -2577534.837817 + Penalty 3224.941832 = -2574309.895984 nChanged 36 SP:Iteration 50Q (5259.113883 sec): 3 clusters Score: Raw -2577542.761047 + Penalty 3224.941832 = -2574317.819215 nChanged 32 SP:Iteration 51Q (5259.180931 sec): 3 clusters Score: Raw -2577548.153177 + Penalty 3224.941832 = -2574323.211345 nChanged 30 SP:Iteration 52Q (5259.260152 sec): 3 clusters Score: Raw -2577553.525931 + Penalty 3224.941832 = -2574328.584099 nChanged 29 SP:Iteration 53Q (5259.328587 sec): 3 clusters Score: Raw -2577558.748172 + Penalty 3224.941832 = -2574333.806339 nChanged 31 SP:Iteration 54Q (5259.399249 sec): 3 clusters Score: Raw -2577564.791772 + Penalty 3224.941832 = -2574339.849939 nChanged 31 SP:Iteration 55Q (5259.468179 sec): 3 clusters Score: Raw -2577570.340955 + Penalty 3224.941832 = -2574345.399123 nChanged 29 SP:Iteration 56Q (5259.540989 sec): 3 clusters Score: Raw -2577575.357953 + Penalty 3224.941832 = -2574350.416120 nChanged 24 SP:Iteration 57Q (5259.578501 sec): 3 clusters Score: Raw -2577579.732488 + Penalty 3224.941832 = -2574354.790655 nChanged 25 SP:Iteration 58Q (5259.645317 sec): 3 clusters Score: Raw -2577583.915751 + Penalty 3224.941832 = -2574358.973918 nChanged 21 SP:Iteration 59Q (5259.717467 sec): 3 clusters Score: Raw -2577586.804654 + Penalty 3224.941832 = -2574361.862822 nChanged 21 SP:Iteration 60F (5259.761801 sec): 3 clusters Score: Raw -2577589.417044 + Penalty 3224.941832 = -2574364.475212 nChanged 17 SP:Iteration 61Q (5259.801648 sec): 3 clusters Score: Raw -2577593.409559 + Penalty 3224.941832 = -2574368.467727 nChanged 23 SP:Iteration 62Q (5259.877182 sec): 3 clusters Score: Raw -2577597.249283 + Penalty 3224.941832 = -2574372.307450 nChanged 23 SP:Iteration 63Q (5259.947626 sec): 3 clusters Score: Raw -2577600.749325 + Penalty 3224.941832 = -2574375.807493 nChanged 12 SP:Iteration 64Q (5260.014639 sec): 3 clusters Score: Raw -2577602.163858 + Penalty 3224.941832 = -2574377.222026 nChanged 14 SP:Iteration 65Q (5260.093675 sec): 3 clusters Score: Raw -2577604.017047 + Penalty 3224.941832 = -2574379.075215 nChanged 8 SP:Iteration 66Q (5260.150941 sec): 3 clusters Score: Raw -2577605.391169 + Penalty 3224.941832 = -2574380.449337 nChanged 8 SP:Iteration 67Q (5260.192962 sec): 3 clusters Score: Raw -2577606.856286 + Penalty 3224.941832 = -2574381.914454 nChanged 11 SP:Iteration 68Q (5260.260072 sec): 3 clusters Score: Raw -2577608.329979 + Penalty 3224.941832 = -2574383.388147 nChanged 7 SP:Iteration 69Q (5260.332294 sec): 3 clusters Score: Raw -2577609.491785 + Penalty 3224.941832 = -2574384.549952 nChanged 10 SP:Iteration 70Q (5260.405730 sec): 3 clusters Score: Raw -2577610.602257 + Penalty 3224.941832 = -2574385.660424 nChanged 7 SP:Iteration 71Q (5260.467991 sec): 3 clusters Score: Raw -2577611.366108 + Penalty 3224.941832 = -2574386.424275 nChanged 10 SP:Iteration 72Q (5260.533313 sec): 3 clusters Score: Raw -2577612.792000 + Penalty 3224.941832 = -2574387.850167 nChanged 7 SP:Iteration 73Q (5260.606182 sec): 3 clusters Score: Raw -2577613.854400 + Penalty 3224.941832 = -2574388.912568 nChanged 10 SP:Iteration 74Q (5260.669452 sec): 3 clusters Score: Raw -2577616.003922 + Penalty 3224.941832 = -2574391.062089 nChanged 8 SP:Iteration 75Q (5260.737347 sec): 3 clusters Score: Raw -2577617.054194 + Penalty 3224.941832 = -2574392.112362 nChanged 2 SP:Iteration 76Q (5260.803640 sec): 3 clusters Score: Raw -2577617.283875 + Penalty 3224.941832 = -2574392.342043 nChanged 9 SP:Iteration 77Q (5260.874524 sec): 3 clusters Score: Raw -2577618.525017 + Penalty 3224.941832 = -2574393.583184 nChanged 9 SP:Iteration 78Q (5260.941348 sec): 3 clusters Score: Raw -2577619.692708 + Penalty 3224.941832 = -2574394.750876 nChanged 9 SP:Iteration 79Q (5261.008343 sec): 3 clusters Score: Raw -2577621.149496 + Penalty 3224.941832 = -2574396.207664 nChanged 7 SP:Iteration 80F (5261.086195 sec): 3 clusters Score: Raw -2577622.192572 + Penalty 3224.941832 = -2574397.250740 nChanged 4 SP:Iteration 81Q (5261.155758 sec): 3 clusters Score: Raw -2577622.833779 + Penalty 3224.941832 = -2574397.891947 nChanged 7 SP:Iteration 82Q (5261.222142 sec): 3 clusters Score: Raw -2577623.562130 + Penalty 3224.941832 = -2574398.620297 nChanged 6 SP:Iteration 83Q (5261.291236 sec): 3 clusters Score: Raw -2577624.281615 + Penalty 3224.941832 = -2574399.339783 nChanged 2 SP:Iteration 84Q (5261.361604 sec): 3 clusters Score: Raw -2577624.479011 + Penalty 3224.941832 = -2574399.537179 nChanged 2 SP:Iteration 85Q (5261.437392 sec): 3 clusters Score: Raw -2577624.692679 + Penalty 3224.941832 = -2574399.750846 nChanged 3 SP:Iteration 86Q (5261.500627 sec): 3 clusters Score: Raw -2577624.923949 + Penalty 3224.941832 = -2574399.982116 nChanged 2 SP:Iteration 87Q (5261.573983 sec): 3 clusters Score: Raw -2577625.021834 + Penalty 3224.941832 = -2574400.080002 nChanged 2 SP:Iteration 88Q (5261.641410 sec): 3 clusters Score: Raw -2577625.201805 + Penalty 3224.941832 = -2574400.259973 nChanged 5 SP:Iteration 89Q (5261.711280 sec): 3 clusters Score: Raw -2577625.615327 + Penalty 3224.941832 = -2574400.673495 nChanged 1 SP:Iteration 90Q (5261.778443 sec): 3 clusters Score: Raw -2577625.659496 + Penalty 3224.941832 = -2574400.717663 nChanged 0 SP:Iteration 91F (5261.860504 sec): 3 clusters Score: Raw -2577625.659496 + Penalty 3224.941832 = -2574400.717663 nChanged 0 Trying to split cluster 2 (23252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5261.908926 sec): 2 clusters Score: Raw -2913378.316759 + Penalty 1633.798795 = -2911744.517965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5261.995211 sec): 3 clusters Score: Raw -2899236.483786 + Penalty 3267.597589 = -2895968.886196 nChanged 10634 SP:Iteration 1F (5262.065419 sec): 3 clusters Score: Raw -2905112.110738 + Penalty 3267.597589 = -2901844.513149 nChanged 1200 SP:Iteration 2F (5262.157060 sec): 3 clusters Score: Raw -2905625.526996 + Penalty 3267.597589 = -2902357.929406 nChanged 1289 SP:Iteration 3F (5262.206590 sec): 3 clusters Score: Raw -2906365.253263 + Penalty 3267.597589 = -2903097.655674 nChanged 1476 SP:Iteration 4F (5262.288432 sec): 3 clusters Score: Raw -2907384.092798 + Penalty 3267.597589 = -2904116.495209 nChanged 1611 SP:Iteration 5F (5262.364753 sec): 3 clusters Score: Raw -2908803.996590 + Penalty 3267.597589 = -2905536.399001 nChanged 1713 SP:Iteration 6F (5262.434866 sec): 3 clusters Score: Raw -2910373.067415 + Penalty 3267.597589 = -2907105.469825 nChanged 1571 SP:Iteration 7F (5262.506892 sec): 3 clusters Score: Raw -2911604.814271 + Penalty 3267.597589 = -2908337.216682 nChanged 1219 SP:Iteration 8F (5262.590896 sec): 3 clusters Score: Raw -2912285.169815 + Penalty 3267.597589 = -2909017.572226 nChanged 820 SP:Iteration 9Q (5262.659361 sec): 3 clusters Score: Raw -2912625.564438 + Penalty 3267.597589 = -2909357.966848 nChanged 538 SP:Iteration 10Q (5262.740563 sec): 3 clusters Score: Raw -2912791.153218 + Penalty 3267.597589 = -2909523.555628 nChanged 357 SP:Iteration 11Q (5262.819090 sec): 3 clusters Score: Raw -2912884.662465 + Penalty 3267.597589 = -2909617.064876 nChanged 281 SP:Iteration 12Q (5262.896462 sec): 3 clusters Score: Raw -2912946.497295 + Penalty 3267.597589 = -2909678.899706 nChanged 229 SP:Iteration 13Q (5262.978259 sec): 3 clusters Score: Raw -2912993.892010 + Penalty 3267.597589 = -2909726.294420 nChanged 187 SP:Iteration 14Q (5263.053342 sec): 3 clusters Score: Raw -2913029.406954 + Penalty 3267.597589 = -2909761.809365 nChanged 172 SP:Iteration 15Q (5263.140346 sec): 3 clusters Score: Raw -2913056.423333 + Penalty 3267.597589 = -2909788.825743 nChanged 133 SP:Iteration 16Q (5263.213465 sec): 3 clusters Score: Raw -2913075.218791 + Penalty 3267.597589 = -2909807.621202 nChanged 117 SP:Iteration 17Q (5263.288945 sec): 3 clusters Score: Raw -2913090.966814 + Penalty 3267.597589 = -2909823.369224 nChanged 123 SP:Iteration 18Q (5263.356812 sec): 3 clusters Score: Raw -2913109.894079 + Penalty 3267.597589 = -2909842.296489 nChanged 142 SP:Iteration 19Q (5263.432287 sec): 3 clusters Score: Raw -2913130.887495 + Penalty 3267.597589 = -2909863.289906 nChanged 137 SP:Iteration 20F (5263.512276 sec): 3 clusters Score: Raw -2913150.006084 + Penalty 3267.597589 = -2909882.408495 nChanged 122 SP:Iteration 21Q (5263.589537 sec): 3 clusters Score: Raw -2913166.850530 + Penalty 3267.597589 = -2909899.252941 nChanged 123 SP:Iteration 22Q (5263.668784 sec): 3 clusters Score: Raw -2913187.086852 + Penalty 3267.597589 = -2909919.489263 nChanged 135 SP:Iteration 23Q (5263.752781 sec): 3 clusters Score: Raw -2913210.471969 + Penalty 3267.597589 = -2909942.874380 nChanged 139 SP:Iteration 24Q (5263.829791 sec): 3 clusters Score: Raw -2913233.450248 + Penalty 3267.597589 = -2909965.852658 nChanged 138 SP:Iteration 25Q (5263.902046 sec): 3 clusters Score: Raw -2913255.859749 + Penalty 3267.597589 = -2909988.262160 nChanged 136 SP:Iteration 26Q (5263.989640 sec): 3 clusters Score: Raw -2913276.794354 + Penalty 3267.597589 = -2910009.196764 nChanged 140 SP:Iteration 27Q (5264.064862 sec): 3 clusters Score: Raw -2913295.273940 + Penalty 3267.597589 = -2910027.676350 nChanged 116 SP:Iteration 28Q (5264.156732 sec): 3 clusters Score: Raw -2913314.890567 + Penalty 3267.597589 = -2910047.292978 nChanged 136 SP:Iteration 29Q (5264.239976 sec): 3 clusters Score: Raw -2913336.981128 + Penalty 3267.597589 = -2910069.383538 nChanged 135 SP:Iteration 30Q (5264.311102 sec): 3 clusters Score: Raw -2913359.249463 + Penalty 3267.597589 = -2910091.651873 nChanged 143 SP:Iteration 31Q (5264.386035 sec): 3 clusters Score: Raw -2913384.683230 + Penalty 3267.597589 = -2910117.085640 nChanged 141 SP:Iteration 32Q (5264.466129 sec): 3 clusters Score: Raw -2913406.850090 + Penalty 3267.597589 = -2910139.252501 nChanged 136 SP:Iteration 33Q (5264.551623 sec): 3 clusters Score: Raw -2913426.754697 + Penalty 3267.597589 = -2910159.157108 nChanged 133 SP:Iteration 34Q (5264.617463 sec): 3 clusters Score: Raw -2913447.840462 + Penalty 3267.597589 = -2910180.242873 nChanged 141 SP:Iteration 35Q (5264.697502 sec): 3 clusters Score: Raw -2913472.734245 + Penalty 3267.597589 = -2910205.136656 nChanged 139 SP:Iteration 36Q (5264.785536 sec): 3 clusters Score: Raw -2913493.564811 + Penalty 3267.597589 = -2910225.967222 nChanged 116 SP:Iteration 37Q (5264.861060 sec): 3 clusters Score: Raw -2913511.799038 + Penalty 3267.597589 = -2910244.201449 nChanged 132 SP:Iteration 38Q (5264.937756 sec): 3 clusters Score: Raw -2913535.188534 + Penalty 3267.597589 = -2910267.590945 nChanged 151 SP:Iteration 39Q (5265.015673 sec): 3 clusters Score: Raw -2913566.917818 + Penalty 3267.597589 = -2910299.320228 nChanged 160 SP:Iteration 40F (5265.084303 sec): 3 clusters Score: Raw -2913600.867506 + Penalty 3267.597589 = -2910333.269917 nChanged 161 SP:Iteration 41Q (5265.156537 sec): 3 clusters Score: Raw -2913637.887174 + Penalty 3267.597589 = -2910370.289585 nChanged 186 SP:Iteration 42Q (5265.208553 sec): 3 clusters Score: Raw -2913678.804264 + Penalty 3267.597589 = -2910411.206674 nChanged 197 SP:Iteration 43Q (5265.291729 sec): 3 clusters Score: Raw -2913722.440518 + Penalty 3267.597589 = -2910454.842928 nChanged 200 SP:Iteration 44Q (5265.368825 sec): 3 clusters Score: Raw -2913768.916598 + Penalty 3267.597589 = -2910501.319009 nChanged 190 SP:Iteration 45Q (5265.449114 sec): 3 clusters Score: Raw -2913815.470299 + Penalty 3267.597589 = -2910547.872710 nChanged 206 SP:Iteration 46Q (5265.527386 sec): 3 clusters Score: Raw -2913872.936433 + Penalty 3267.597589 = -2910605.338844 nChanged 232 SP:Iteration 47Q (5265.604219 sec): 3 clusters Score: Raw -2913936.896125 + Penalty 3267.597589 = -2910669.298536 nChanged 236 SP:Iteration 48Q (5265.688225 sec): 3 clusters Score: Raw -2914006.448483 + Penalty 3267.597589 = -2910738.850894 nChanged 248 SP:Iteration 49Q (5265.761684 sec): 3 clusters Score: Raw -2914079.328436 + Penalty 3267.597589 = -2910811.730846 nChanged 226 SP:Iteration 50Q (5265.823527 sec): 3 clusters Score: Raw -2914143.604523 + Penalty 3267.597589 = -2910876.006934 nChanged 223 SP:Iteration 51Q (5265.900917 sec): 3 clusters Score: Raw -2914212.675583 + Penalty 3267.597589 = -2910945.077994 nChanged 223 SP:Iteration 52Q (5265.984755 sec): 3 clusters Score: Raw -2914283.214394 + Penalty 3267.597589 = -2911015.616804 nChanged 211 SP:Iteration 53Q (5266.054629 sec): 3 clusters Score: Raw -2914349.227756 + Penalty 3267.597589 = -2911081.630166 nChanged 211 SP:Iteration 54Q (5266.125930 sec): 3 clusters Score: Raw -2914408.854427 + Penalty 3267.597589 = -2911141.256838 nChanged 185 SP:Iteration 55Q (5266.201941 sec): 3 clusters Score: Raw -2914462.448652 + Penalty 3267.597589 = -2911194.851063 nChanged 181 SP:Iteration 56Q (5266.278003 sec): 3 clusters Score: Raw -2914513.257288 + Penalty 3267.597589 = -2911245.659699 nChanged 164 SP:Iteration 57Q (5266.330026 sec): 3 clusters Score: Raw -2914559.469813 + Penalty 3267.597589 = -2911291.872224 nChanged 172 SP:Iteration 58Q (5266.416269 sec): 3 clusters Score: Raw -2914604.535490 + Penalty 3267.597589 = -2911336.937901 nChanged 149 SP:Iteration 59Q (5266.471065 sec): 3 clusters Score: Raw -2914643.184488 + Penalty 3267.597589 = -2911375.586899 nChanged 142 SP:Iteration 60F (5266.549344 sec): 3 clusters Score: Raw -2914680.802778 + Penalty 3267.597589 = -2911413.205189 nChanged 142 SP:Iteration 61Q (5266.626301 sec): 3 clusters Score: Raw -2914715.391789 + Penalty 3267.597589 = -2911447.794200 nChanged 122 SP:Iteration 62Q (5266.706206 sec): 3 clusters Score: Raw -2914744.522664 + Penalty 3267.597589 = -2911476.925075 nChanged 109 SP:Iteration 63Q (5266.783450 sec): 3 clusters Score: Raw -2914769.006447 + Penalty 3267.597589 = -2911501.408857 nChanged 93 SP:Iteration 64Q (5266.855392 sec): 3 clusters Score: Raw -2914785.616384 + Penalty 3267.597589 = -2911518.018795 nChanged 60 SP:Iteration 65Q (5266.927889 sec): 3 clusters Score: Raw -2914793.463237 + Penalty 3267.597589 = -2911525.865648 nChanged 57 SP:Iteration 66Q (5267.005941 sec): 3 clusters Score: Raw -2914800.568822 + Penalty 3267.597589 = -2911532.971233 nChanged 47 SP:Iteration 67Q (5267.087163 sec): 3 clusters Score: Raw -2914806.647047 + Penalty 3267.597589 = -2911539.049458 nChanged 42 SP:Iteration 68Q (5267.169446 sec): 3 clusters Score: Raw -2914811.862192 + Penalty 3267.597589 = -2911544.264603 nChanged 42 SP:Iteration 69Q (5267.250250 sec): 3 clusters Score: Raw -2914817.739865 + Penalty 3267.597589 = -2911550.142275 nChanged 38 SP:Iteration 70Q (5267.330931 sec): 3 clusters Score: Raw -2914823.116271 + Penalty 3267.597589 = -2911555.518681 nChanged 27 SP:Iteration 71Q (5267.408930 sec): 3 clusters Score: Raw -2914827.046985 + Penalty 3267.597589 = -2911559.449395 nChanged 37 SP:Iteration 72Q (5267.476772 sec): 3 clusters Score: Raw -2914833.218632 + Penalty 3267.597589 = -2911565.621042 nChanged 40 SP:Iteration 73Q (5267.546285 sec): 3 clusters Score: Raw -2914840.073069 + Penalty 3267.597589 = -2911572.475479 nChanged 37 SP:Iteration 74Q (5267.622256 sec): 3 clusters Score: Raw -2914845.245177 + Penalty 3267.597589 = -2911577.647587 nChanged 42 SP:Iteration 75Q (5267.699230 sec): 3 clusters Score: Raw -2914850.405906 + Penalty 3267.597589 = -2911582.808317 nChanged 42 SP:Iteration 76Q (5267.771002 sec): 3 clusters Score: Raw -2914855.992150 + Penalty 3267.597589 = -2911588.394560 nChanged 38 SP:Iteration 77Q (5267.844696 sec): 3 clusters Score: Raw -2914861.019040 + Penalty 3267.597589 = -2911593.421451 nChanged 33 SP:Iteration 78Q (5267.927781 sec): 3 clusters Score: Raw -2914865.315129 + Penalty 3267.597589 = -2911597.717539 nChanged 30 SP:Iteration 79Q (5267.999429 sec): 3 clusters Score: Raw -2914868.320181 + Penalty 3267.597589 = -2911600.722591 nChanged 20 SP:Iteration 80F (5268.049566 sec): 3 clusters Score: Raw -2914870.602142 + Penalty 3267.597589 = -2911603.004552 nChanged 18 SP:Iteration 81Q (5268.125220 sec): 3 clusters Score: Raw -2914872.773682 + Penalty 3267.597589 = -2911605.176093 nChanged 24 SP:Iteration 82Q (5268.170748 sec): 3 clusters Score: Raw -2914875.844327 + Penalty 3267.597589 = -2911608.246738 nChanged 26 SP:Iteration 83Q (5268.229174 sec): 3 clusters Score: Raw -2914878.398301 + Penalty 3267.597589 = -2911610.800712 nChanged 22 SP:Iteration 84Q (5268.305627 sec): 3 clusters Score: Raw -2914880.855051 + Penalty 3267.597589 = -2911613.257462 nChanged 12 SP:Iteration 85Q (5268.382613 sec): 3 clusters Score: Raw -2914882.195971 + Penalty 3267.597589 = -2911614.598382 nChanged 11 SP:Iteration 86Q (5268.466402 sec): 3 clusters Score: Raw -2914883.101321 + Penalty 3267.597589 = -2911615.503732 nChanged 9 SP:Iteration 87Q (5268.533903 sec): 3 clusters Score: Raw -2914883.931824 + Penalty 3267.597589 = -2911616.334235 nChanged 6 SP:Iteration 88Q (5268.600317 sec): 3 clusters Score: Raw -2914884.908171 + Penalty 3267.597589 = -2911617.310582 nChanged 8 SP:Iteration 89Q (5268.664023 sec): 3 clusters Score: Raw -2914885.760739 + Penalty 3267.597589 = -2911618.163150 nChanged 7 SP:Iteration 90Q (5268.733165 sec): 3 clusters Score: Raw -2914886.601342 + Penalty 3267.597589 = -2911619.003752 nChanged 12 SP:Iteration 91Q (5268.810232 sec): 3 clusters Score: Raw -2914887.809366 + Penalty 3267.597589 = -2911620.211777 nChanged 5 SP:Iteration 92Q (5268.887569 sec): 3 clusters Score: Raw -2914888.369731 + Penalty 3267.597589 = -2911620.772141 nChanged 4 SP:Iteration 93Q (5268.965858 sec): 3 clusters Score: Raw -2914888.735552 + Penalty 3267.597589 = -2911621.137963 nChanged 3 SP:Iteration 94Q (5269.044298 sec): 3 clusters Score: Raw -2914889.059637 + Penalty 3267.597589 = -2911621.462048 nChanged 3 SP:Iteration 95Q (5269.112069 sec): 3 clusters Score: Raw -2914889.349277 + Penalty 3267.597589 = -2911621.751688 nChanged 3 SP:Iteration 96Q (5269.184666 sec): 3 clusters Score: Raw -2914889.543568 + Penalty 3267.597589 = -2911621.945978 nChanged 4 SP:Iteration 97Q (5269.235539 sec): 3 clusters Score: Raw -2914889.809080 + Penalty 3267.597589 = -2911622.211491 nChanged 4 SP:Iteration 98Q (5269.284134 sec): 3 clusters Score: Raw -2914890.051584 + Penalty 3267.597589 = -2911622.453994 nChanged 4 SP:Iteration 99Q (5269.332519 sec): 3 clusters Score: Raw -2914890.437826 + Penalty 3267.597589 = -2911622.840236 nChanged 2 SP:Iteration 100F (5269.378510 sec): 3 clusters Score: Raw -2914890.777836 + Penalty 3267.597589 = -2911623.180247 nChanged 1 SP:Iteration 101Q (5269.419681 sec): 3 clusters Score: Raw -2914890.809445 + Penalty 3267.597589 = -2911623.211855 nChanged 1 SP:Iteration 102Q (5269.460739 sec): 3 clusters Score: Raw -2914890.836210 + Penalty 3267.597589 = -2911623.238621 nChanged 0 SP:Iteration 103F (5269.510290 sec): 3 clusters Score: Raw -2914890.836210 + Penalty 3267.597589 = -2911623.238621 nChanged 0 Trying to split cluster 3 (4249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5269.530448 sec): 2 clusters Score: Raw -526657.158306 + Penalty 1357.596328 = -525299.561978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5269.562567 sec): 3 clusters Score: Raw -524513.514364 + Penalty 2715.192656 = -521798.321708 nChanged 1711 SP:Iteration 1F (5269.582401 sec): 3 clusters Score: Raw -525555.913762 + Penalty 2715.192656 = -522840.721107 nChanged 350 SP:Iteration 2F (5269.600827 sec): 3 clusters Score: Raw -525771.606687 + Penalty 2715.192656 = -523056.414031 nChanged 259 SP:Iteration 3F (5269.619087 sec): 3 clusters Score: Raw -525951.719873 + Penalty 2715.192656 = -523236.527218 nChanged 242 SP:Iteration 4F (5269.649241 sec): 3 clusters Score: Raw -526107.830511 + Penalty 2715.192656 = -523392.637856 nChanged 200 SP:Iteration 5Q (5269.670982 sec): 3 clusters Score: Raw -526261.005988 + Penalty 2715.192656 = -523545.813333 nChanged 222 SP:Iteration 6F (5269.696189 sec): 3 clusters Score: Raw -526449.344350 + Penalty 2715.192656 = -523734.151695 nChanged 176 SP:Iteration 7Q (5269.716191 sec): 3 clusters Score: Raw -526585.406364 + Penalty 2715.192656 = -523870.213708 nChanged 148 SP:Iteration 8Q (5269.734373 sec): 3 clusters Score: Raw -526688.824598 + Penalty 2715.192656 = -523973.631943 nChanged 121 SP:Iteration 9Q (5269.790581 sec): 3 clusters Score: Raw -526760.190404 + Penalty 2715.192656 = -524044.997748 nChanged 97 SP:Iteration 10Q (5269.843284 sec): 3 clusters Score: Raw -526822.291004 + Penalty 2715.192656 = -524107.098348 nChanged 87 SP:Iteration 11Q (5269.861154 sec): 3 clusters Score: Raw -526871.191146 + Penalty 2715.192656 = -524155.998490 nChanged 74 SP:Iteration 12Q (5269.879579 sec): 3 clusters Score: Raw -526911.975988 + Penalty 2715.192656 = -524196.783333 nChanged 60 SP:Iteration 13Q (5269.902437 sec): 3 clusters Score: Raw -526948.482396 + Penalty 2715.192656 = -524233.289740 nChanged 51 SP:Iteration 14Q (5269.921696 sec): 3 clusters Score: Raw -526976.994506 + Penalty 2715.192656 = -524261.801850 nChanged 43 SP:Iteration 15Q (5269.941196 sec): 3 clusters Score: Raw -527000.842865 + Penalty 2715.192656 = -524285.650209 nChanged 34 SP:Iteration 16Q (5269.960605 sec): 3 clusters Score: Raw -527023.044622 + Penalty 2715.192656 = -524307.851966 nChanged 27 SP:Iteration 17Q (5269.979698 sec): 3 clusters Score: Raw -527034.447950 + Penalty 2715.192656 = -524319.255294 nChanged 19 SP:Iteration 18Q (5270.001370 sec): 3 clusters Score: Raw -527041.359340 + Penalty 2715.192656 = -524326.166684 nChanged 19 SP:Iteration 19Q (5270.020176 sec): 3 clusters Score: Raw -527047.144747 + Penalty 2715.192656 = -524331.952092 nChanged 9 SP:Iteration 20F (5270.085426 sec): 3 clusters Score: Raw -527049.466958 + Penalty 2715.192656 = -524334.274302 nChanged 7 SP:Iteration 21Q (5270.117343 sec): 3 clusters Score: Raw -527051.476168 + Penalty 2715.192656 = -524336.283513 nChanged 5 SP:Iteration 22Q (5270.136440 sec): 3 clusters Score: Raw -527053.005208 + Penalty 2715.192656 = -524337.812553 nChanged 4 SP:Iteration 23Q (5270.156044 sec): 3 clusters Score: Raw -527054.020574 + Penalty 2715.192656 = -524338.827918 nChanged 4 SP:Iteration 24Q (5270.175072 sec): 3 clusters Score: Raw -527054.777323 + Penalty 2715.192656 = -524339.584667 nChanged 1 SP:Iteration 25Q (5270.194586 sec): 3 clusters Score: Raw -527055.149390 + Penalty 2715.192656 = -524339.956735 nChanged 1 SP:Iteration 26Q (5270.213913 sec): 3 clusters Score: Raw -527055.424816 + Penalty 2715.192656 = -524340.232160 nChanged 1 SP:Iteration 27Q (5270.233286 sec): 3 clusters Score: Raw -527055.511603 + Penalty 2715.192656 = -524340.318948 nChanged 1 SP:Iteration 28Q (5270.280237 sec): 3 clusters Score: Raw -527055.967226 + Penalty 2715.192656 = -524340.774570 nChanged 2 SP:Iteration 29Q (5270.296233 sec): 3 clusters Score: Raw -527057.006421 + Penalty 2715.192656 = -524341.813765 nChanged 3 SP:Iteration 30Q (5270.315523 sec): 3 clusters Score: Raw -527058.087098 + Penalty 2715.192656 = -524342.894442 nChanged 3 SP:Iteration 31Q (5270.335023 sec): 3 clusters Score: Raw -527058.869800 + Penalty 2715.192656 = -524343.677144 nChanged 2 SP:Iteration 32Q (5270.354239 sec): 3 clusters Score: Raw -527059.535518 + Penalty 2715.192656 = -524344.342862 nChanged 0 SP:Iteration 33F (5270.373977 sec): 3 clusters Score: Raw -527059.535518 + Penalty 2715.192656 = -524344.342862 nChanged 0 Trying to split cluster 4 (20361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5270.412679 sec): 2 clusters Score: Raw -2581350.437826 + Penalty 1612.223695 = -2579738.214131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5270.464141 sec): 3 clusters Score: Raw -2569050.304608 + Penalty 3224.447390 = -2565825.857217 nChanged 9167 SP:Iteration 1F (5270.519825 sec): 3 clusters Score: Raw -2574268.310902 + Penalty 3224.447390 = -2571043.863512 nChanged 1236 SP:Iteration 2F (5270.563351 sec): 3 clusters Score: Raw -2574882.756914 + Penalty 3224.447390 = -2571658.309524 nChanged 1254 SP:Iteration 3F (5270.607443 sec): 3 clusters Score: Raw -2575681.525350 + Penalty 3224.447390 = -2572457.077960 nChanged 1439 SP:Iteration 4F (5270.651490 sec): 3 clusters Score: Raw -2576833.558424 + Penalty 3224.447390 = -2573609.111034 nChanged 1563 SP:Iteration 5F (5270.704853 sec): 3 clusters Score: Raw -2578154.672323 + Penalty 3224.447390 = -2574930.224933 nChanged 1464 SP:Iteration 6F (5270.750402 sec): 3 clusters Score: Raw -2579258.815688 + Penalty 3224.447390 = -2576034.368298 nChanged 1104 SP:Iteration 7F (5270.803930 sec): 3 clusters Score: Raw -2580010.832266 + Penalty 3224.447390 = -2576786.384876 nChanged 838 SP:Iteration 8Q (5270.851536 sec): 3 clusters Score: Raw -2580545.738482 + Penalty 3224.447390 = -2577321.291091 nChanged 693 SP:Iteration 9Q (5270.895546 sec): 3 clusters Score: Raw -2580922.138331 + Penalty 3224.447390 = -2577697.690941 nChanged 522 SP:Iteration 10Q (5270.939546 sec): 3 clusters Score: Raw -2581138.326830 + Penalty 3224.447390 = -2577913.879440 nChanged 399 SP:Iteration 11Q (5270.984308 sec): 3 clusters Score: Raw -2581263.771839 + Penalty 3224.447390 = -2578039.324449 nChanged 307 SP:Iteration 12Q (5271.058542 sec): 3 clusters Score: Raw -2581352.851151 + Penalty 3224.447390 = -2578128.403760 nChanged 260 SP:Iteration 13Q (5271.101641 sec): 3 clusters Score: Raw -2581411.269855 + Penalty 3224.447390 = -2578186.822465 nChanged 193 SP:Iteration 14Q (5271.150148 sec): 3 clusters Score: Raw -2581448.284758 + Penalty 3224.447390 = -2578223.837368 nChanged 174 SP:Iteration 15Q (5271.197416 sec): 3 clusters Score: Raw -2581475.393968 + Penalty 3224.447390 = -2578250.946578 nChanged 127 SP:Iteration 16Q (5271.252129 sec): 3 clusters Score: Raw -2581491.037181 + Penalty 3224.447390 = -2578266.589791 nChanged 93 SP:Iteration 17Q (5271.309146 sec): 3 clusters Score: Raw -2581503.845807 + Penalty 3224.447390 = -2578279.398417 nChanged 92 SP:Iteration 18Q (5271.352171 sec): 3 clusters Score: Raw -2581514.955321 + Penalty 3224.447390 = -2578290.507931 nChanged 72 SP:Iteration 19Q (5271.395090 sec): 3 clusters Score: Raw -2581522.175491 + Penalty 3224.447390 = -2578297.728101 nChanged 55 SP:Iteration 20F (5271.455901 sec): 3 clusters Score: Raw -2581527.589007 + Penalty 3224.447390 = -2578303.141617 nChanged 51 SP:Iteration 21Q (5271.498863 sec): 3 clusters Score: Raw -2581532.884715 + Penalty 3224.447390 = -2578308.437324 nChanged 52 SP:Iteration 22Q (5271.541993 sec): 3 clusters Score: Raw -2581537.334441 + Penalty 3224.447390 = -2578312.887050 nChanged 53 SP:Iteration 23Q (5271.595717 sec): 3 clusters Score: Raw -2581542.303241 + Penalty 3224.447390 = -2578317.855851 nChanged 61 SP:Iteration 24Q (5271.645326 sec): 3 clusters Score: Raw -2581548.361851 + Penalty 3224.447390 = -2578323.914460 nChanged 49 SP:Iteration 25Q (5271.687956 sec): 3 clusters Score: Raw -2581553.398165 + Penalty 3224.447390 = -2578328.950774 nChanged 58 SP:Iteration 26Q (5271.746201 sec): 3 clusters Score: Raw -2581558.064878 + Penalty 3224.447390 = -2578333.617488 nChanged 43 SP:Iteration 27Q (5271.788799 sec): 3 clusters Score: Raw -2581561.890520 + Penalty 3224.447390 = -2578337.443130 nChanged 47 SP:Iteration 28Q (5271.831256 sec): 3 clusters Score: Raw -2581566.329890 + Penalty 3224.447390 = -2578341.882500 nChanged 38 SP:Iteration 29Q (5271.878000 sec): 3 clusters Score: Raw -2581569.579744 + Penalty 3224.447390 = -2578345.132354 nChanged 39 SP:Iteration 30Q (5271.935037 sec): 3 clusters Score: Raw -2581572.714642 + Penalty 3224.447390 = -2578348.267252 nChanged 39 SP:Iteration 31Q (5271.977576 sec): 3 clusters Score: Raw -2581575.590931 + Penalty 3224.447390 = -2578351.143541 nChanged 35 SP:Iteration 32Q (5272.026420 sec): 3 clusters Score: Raw -2581578.422799 + Penalty 3224.447390 = -2578353.975409 nChanged 25 SP:Iteration 33Q (5272.077241 sec): 3 clusters Score: Raw -2581580.428348 + Penalty 3224.447390 = -2578355.980958 nChanged 29 SP:Iteration 34Q (5272.153668 sec): 3 clusters Score: Raw -2581583.421375 + Penalty 3224.447390 = -2578358.973984 nChanged 33 SP:Iteration 35Q (5272.198185 sec): 3 clusters Score: Raw -2581586.078875 + Penalty 3224.447390 = -2578361.631485 nChanged 21 SP:Iteration 36Q (5272.244756 sec): 3 clusters Score: Raw -2581587.607084 + Penalty 3224.447390 = -2578363.159694 nChanged 19 SP:Iteration 37Q (5272.287569 sec): 3 clusters Score: Raw -2581589.154657 + Penalty 3224.447390 = -2578364.707267 nChanged 22 SP:Iteration 38Q (5272.330342 sec): 3 clusters Score: Raw -2581591.098817 + Penalty 3224.447390 = -2578366.651426 nChanged 23 SP:Iteration 39Q (5272.379196 sec): 3 clusters Score: Raw -2581592.956545 + Penalty 3224.447390 = -2578368.509155 nChanged 25 SP:Iteration 40F (5272.422895 sec): 3 clusters Score: Raw -2581595.010106 + Penalty 3224.447390 = -2578370.562716 nChanged 28 SP:Iteration 41Q (5272.465552 sec): 3 clusters Score: Raw -2581597.029013 + Penalty 3224.447390 = -2578372.581623 nChanged 21 SP:Iteration 42Q (5272.508238 sec): 3 clusters Score: Raw -2581598.311564 + Penalty 3224.447390 = -2578373.864174 nChanged 18 SP:Iteration 43Q (5272.551083 sec): 3 clusters Score: Raw -2581599.495087 + Penalty 3224.447390 = -2578375.047697 nChanged 15 SP:Iteration 44Q (5272.593987 sec): 3 clusters Score: Raw -2581600.845744 + Penalty 3224.447390 = -2578376.398353 nChanged 13 SP:Iteration 45Q (5272.636646 sec): 3 clusters Score: Raw -2581601.671977 + Penalty 3224.447390 = -2578377.224586 nChanged 6 SP:Iteration 46Q (5272.679336 sec): 3 clusters Score: Raw -2581601.929696 + Penalty 3224.447390 = -2578377.482306 nChanged 8 SP:Iteration 47Q (5272.721674 sec): 3 clusters Score: Raw -2581602.597806 + Penalty 3224.447390 = -2578378.150416 nChanged 8 SP:Iteration 48Q (5272.764853 sec): 3 clusters Score: Raw -2581602.912142 + Penalty 3224.447390 = -2578378.464752 nChanged 6 SP:Iteration 49Q (5272.807222 sec): 3 clusters Score: Raw -2581603.085223 + Penalty 3224.447390 = -2578378.637833 nChanged 7 SP:Iteration 50Q (5272.849993 sec): 3 clusters Score: Raw -2581603.367974 + Penalty 3224.447390 = -2578378.920583 nChanged 7 SP:Iteration 51Q (5272.892493 sec): 3 clusters Score: Raw -2581603.673353 + Penalty 3224.447390 = -2578379.225963 nChanged 7 SP:Iteration 52Q (5272.936209 sec): 3 clusters Score: Raw -2581604.040270 + Penalty 3224.447390 = -2578379.592880 nChanged 7 SP:Iteration 53Q (5272.978539 sec): 3 clusters Score: Raw -2581604.500026 + Penalty 3224.447390 = -2578380.052635 nChanged 7 SP:Iteration 54Q (5273.021080 sec): 3 clusters Score: Raw -2581604.849368 + Penalty 3224.447390 = -2578380.401977 nChanged 8 SP:Iteration 55Q (5273.087808 sec): 3 clusters Score: Raw -2581605.255836 + Penalty 3224.447390 = -2578380.808446 nChanged 4 SP:Iteration 56Q (5273.139761 sec): 3 clusters Score: Raw -2581605.449543 + Penalty 3224.447390 = -2578381.002153 nChanged 5 SP:Iteration 57Q (5273.182304 sec): 3 clusters Score: Raw -2581605.766642 + Penalty 3224.447390 = -2578381.319252 nChanged 4 SP:Iteration 58Q (5273.224816 sec): 3 clusters Score: Raw -2581606.016460 + Penalty 3224.447390 = -2578381.569069 nChanged 4 SP:Iteration 59Q (5273.270713 sec): 3 clusters Score: Raw -2581606.245243 + Penalty 3224.447390 = -2578381.797853 nChanged 8 SP:Iteration 60F (5273.314441 sec): 3 clusters Score: Raw -2581606.707120 + Penalty 3224.447390 = -2578382.259730 nChanged 6 SP:Iteration 61Q (5273.376689 sec): 3 clusters Score: Raw -2581607.028321 + Penalty 3224.447390 = -2578382.580931 nChanged 7 SP:Iteration 62Q (5273.419502 sec): 3 clusters Score: Raw -2581607.276541 + Penalty 3224.447390 = -2578382.829151 nChanged 3 SP:Iteration 63Q (5273.462145 sec): 3 clusters Score: Raw -2581607.507005 + Penalty 3224.447390 = -2578383.059615 nChanged 4 SP:Iteration 64Q (5273.504964 sec): 3 clusters Score: Raw -2581607.724838 + Penalty 3224.447390 = -2578383.277447 nChanged 7 SP:Iteration 65Q (5273.547801 sec): 3 clusters Score: Raw -2581607.994968 + Penalty 3224.447390 = -2578383.547577 nChanged 10 SP:Iteration 66Q (5273.595242 sec): 3 clusters Score: Raw -2581608.653664 + Penalty 3224.447390 = -2578384.206274 nChanged 13 SP:Iteration 67Q (5273.637939 sec): 3 clusters Score: Raw -2581609.602764 + Penalty 3224.447390 = -2578385.155373 nChanged 12 SP:Iteration 68Q (5273.680491 sec): 3 clusters Score: Raw -2581610.256782 + Penalty 3224.447390 = -2578385.809391 nChanged 14 SP:Iteration 69Q (5273.723067 sec): 3 clusters Score: Raw -2581610.995571 + Penalty 3224.447390 = -2578386.548181 nChanged 19 SP:Iteration 70Q (5273.765602 sec): 3 clusters Score: Raw -2581612.200033 + Penalty 3224.447390 = -2578387.752643 nChanged 22 SP:Iteration 71Q (5273.808605 sec): 3 clusters Score: Raw -2581613.550923 + Penalty 3224.447390 = -2578389.103533 nChanged 20 SP:Iteration 72Q (5273.850920 sec): 3 clusters Score: Raw -2581614.668969 + Penalty 3224.447390 = -2578390.221579 nChanged 15 SP:Iteration 73Q (5273.905768 sec): 3 clusters Score: Raw -2581615.517855 + Penalty 3224.447390 = -2578391.070465 nChanged 15 SP:Iteration 74Q (5273.948657 sec): 3 clusters Score: Raw -2581616.586578 + Penalty 3224.447390 = -2578392.139188 nChanged 16 SP:Iteration 75Q (5273.991591 sec): 3 clusters Score: Raw -2581617.293191 + Penalty 3224.447390 = -2578392.845800 nChanged 8 SP:Iteration 76Q (5274.034466 sec): 3 clusters Score: Raw -2581617.863326 + Penalty 3224.447390 = -2578393.415936 nChanged 9 SP:Iteration 77Q (5274.084845 sec): 3 clusters Score: Raw -2581618.277490 + Penalty 3224.447390 = -2578393.830099 nChanged 11 SP:Iteration 78Q (5274.127150 sec): 3 clusters Score: Raw -2581618.812714 + Penalty 3224.447390 = -2578394.365324 nChanged 8 SP:Iteration 79Q (5274.169619 sec): 3 clusters Score: Raw -2581619.168917 + Penalty 3224.447390 = -2578394.721526 nChanged 9 SP:Iteration 80F (5274.213583 sec): 3 clusters Score: Raw -2581619.608212 + Penalty 3224.447390 = -2578395.160822 nChanged 7 SP:Iteration 81Q (5274.256394 sec): 3 clusters Score: Raw -2581620.347792 + Penalty 3224.447390 = -2578395.900401 nChanged 10 SP:Iteration 82Q (5274.321753 sec): 3 clusters Score: Raw -2581621.286537 + Penalty 3224.447390 = -2578396.839147 nChanged 16 SP:Iteration 83Q (5274.373110 sec): 3 clusters Score: Raw -2581622.250931 + Penalty 3224.447390 = -2578397.803541 nChanged 14 SP:Iteration 84Q (5274.420484 sec): 3 clusters Score: Raw -2581623.611759 + Penalty 3224.447390 = -2578399.164369 nChanged 23 SP:Iteration 85Q (5274.463091 sec): 3 clusters Score: Raw -2581625.251354 + Penalty 3224.447390 = -2578400.803964 nChanged 22 SP:Iteration 86Q (5274.506012 sec): 3 clusters Score: Raw -2581627.050259 + Penalty 3224.447390 = -2578402.602869 nChanged 21 SP:Iteration 87Q (5274.548436 sec): 3 clusters Score: Raw -2581628.703725 + Penalty 3224.447390 = -2578404.256335 nChanged 30 SP:Iteration 88Q (5274.621593 sec): 3 clusters Score: Raw -2581630.594385 + Penalty 3224.447390 = -2578406.146995 nChanged 28 SP:Iteration 89Q (5274.673907 sec): 3 clusters Score: Raw -2581632.747640 + Penalty 3224.447390 = -2578408.300250 nChanged 24 SP:Iteration 90Q (5274.719526 sec): 3 clusters Score: Raw -2581634.498772 + Penalty 3224.447390 = -2578410.051382 nChanged 25 SP:Iteration 91Q (5274.765424 sec): 3 clusters Score: Raw -2581637.423580 + Penalty 3224.447390 = -2578412.976190 nChanged 30 SP:Iteration 92Q (5274.806838 sec): 3 clusters Score: Raw -2581640.305989 + Penalty 3224.447390 = -2578415.858599 nChanged 34 SP:Iteration 93Q (5274.884171 sec): 3 clusters Score: Raw -2581642.646918 + Penalty 3224.447390 = -2578418.199528 nChanged 27 SP:Iteration 94Q (5274.927457 sec): 3 clusters Score: Raw -2581645.311456 + Penalty 3224.447390 = -2578420.864065 nChanged 30 SP:Iteration 95Q (5274.971039 sec): 3 clusters Score: Raw -2581647.968745 + Penalty 3224.447390 = -2578423.521354 nChanged 34 SP:Iteration 96Q (5275.015651 sec): 3 clusters Score: Raw -2581650.290814 + Penalty 3224.447390 = -2578425.843423 nChanged 19 SP:Iteration 97Q (5275.058425 sec): 3 clusters Score: Raw -2581651.808717 + Penalty 3224.447390 = -2578427.361326 nChanged 23 SP:Iteration 98Q (5275.100918 sec): 3 clusters Score: Raw -2581653.979735 + Penalty 3224.447390 = -2578429.532345 nChanged 28 SP:Iteration 99Q (5275.143578 sec): 3 clusters Score: Raw -2581656.183996 + Penalty 3224.447390 = -2578431.736605 nChanged 29 SP:Iteration 100F (5275.187617 sec): 3 clusters Score: Raw -2581658.848302 + Penalty 3224.447390 = -2578434.400912 nChanged 34 SP:Iteration 101Q (5275.230535 sec): 3 clusters Score: Raw -2581662.446221 + Penalty 3224.447390 = -2578437.998831 nChanged 38 SP:Iteration 102Q (5275.272901 sec): 3 clusters Score: Raw -2581666.050090 + Penalty 3224.447390 = -2578441.602699 nChanged 39 SP:Iteration 103Q (5275.315691 sec): 3 clusters Score: Raw -2581669.217723 + Penalty 3224.447390 = -2578444.770333 nChanged 37 SP:Iteration 104Q (5275.363673 sec): 3 clusters Score: Raw -2581672.002505 + Penalty 3224.447390 = -2578447.555115 nChanged 33 SP:Iteration 105Q (5275.425538 sec): 3 clusters Score: Raw -2581674.658582 + Penalty 3224.447390 = -2578450.211192 nChanged 39 SP:Iteration 106Q (5275.468283 sec): 3 clusters Score: Raw -2581677.716007 + Penalty 3224.447390 = -2578453.268616 nChanged 28 SP:Iteration 107Q (5275.511239 sec): 3 clusters Score: Raw -2581679.789885 + Penalty 3224.447390 = -2578455.342495 nChanged 31 SP:Iteration 108Q (5275.553675 sec): 3 clusters Score: Raw -2581682.009865 + Penalty 3224.447390 = -2578457.562474 nChanged 30 SP:Iteration 109Q (5275.595862 sec): 3 clusters Score: Raw -2581684.800630 + Penalty 3224.447390 = -2578460.353239 nChanged 40 SP:Iteration 110Q (5275.638694 sec): 3 clusters Score: Raw -2581688.887863 + Penalty 3224.447390 = -2578464.440473 nChanged 46 SP:Iteration 111Q (5275.681175 sec): 3 clusters Score: Raw -2581693.212600 + Penalty 3224.447390 = -2578468.765210 nChanged 46 SP:Iteration 112Q (5275.728415 sec): 3 clusters Score: Raw -2581697.191109 + Penalty 3224.447390 = -2578472.743719 nChanged 39 SP:Iteration 113Q (5275.770773 sec): 3 clusters Score: Raw -2581699.905763 + Penalty 3224.447390 = -2578475.458373 nChanged 41 SP:Iteration 114Q (5275.813208 sec): 3 clusters Score: Raw -2581702.723645 + Penalty 3224.447390 = -2578478.276255 nChanged 36 SP:Iteration 115Q (5275.856003 sec): 3 clusters Score: Raw -2581705.581404 + Penalty 3224.447390 = -2578481.134014 nChanged 41 SP:Iteration 116Q (5275.898426 sec): 3 clusters Score: Raw -2581709.061409 + Penalty 3224.447390 = -2578484.614019 nChanged 41 SP:Iteration 117Q (5275.940563 sec): 3 clusters Score: Raw -2581713.764886 + Penalty 3224.447390 = -2578489.317496 nChanged 49 SP:Iteration 118Q (5275.983360 sec): 3 clusters Score: Raw -2581718.442122 + Penalty 3224.447390 = -2578493.994732 nChanged 55 SP:Iteration 119Q (5276.035540 sec): 3 clusters Score: Raw -2581723.845456 + Penalty 3224.447390 = -2578499.398066 nChanged 58 SP:Iteration 120F (5276.079558 sec): 3 clusters Score: Raw -2581730.594197 + Penalty 3224.447390 = -2578506.146807 nChanged 60 SP:Iteration 121Q (5276.122327 sec): 3 clusters Score: Raw -2581736.119348 + Penalty 3224.447390 = -2578511.671957 nChanged 48 SP:Iteration 122Q (5276.165098 sec): 3 clusters Score: Raw -2581739.980752 + Penalty 3224.447390 = -2578515.533362 nChanged 46 SP:Iteration 123Q (5276.209395 sec): 3 clusters Score: Raw -2581743.903027 + Penalty 3224.447390 = -2578519.455636 nChanged 43 SP:Iteration 124Q (5276.261827 sec): 3 clusters Score: Raw -2581748.554576 + Penalty 3224.447390 = -2578524.107186 nChanged 49 SP:Iteration 125Q (5276.307976 sec): 3 clusters Score: Raw -2581753.069159 + Penalty 3224.447390 = -2578528.621769 nChanged 50 SP:Iteration 126Q (5276.350179 sec): 3 clusters Score: Raw -2581757.754962 + Penalty 3224.447390 = -2578533.307571 nChanged 45 SP:Iteration 127Q (5276.392538 sec): 3 clusters Score: Raw -2581762.623849 + Penalty 3224.447390 = -2578538.176459 nChanged 57 SP:Iteration 128Q (5276.439205 sec): 3 clusters Score: Raw -2581769.220906 + Penalty 3224.447390 = -2578544.773516 nChanged 55 SP:Iteration 129Q (5276.481280 sec): 3 clusters Score: Raw -2581774.951283 + Penalty 3224.447390 = -2578550.503893 nChanged 50 SP:Iteration 130Q (5276.523657 sec): 3 clusters Score: Raw -2581779.409987 + Penalty 3224.447390 = -2578554.962597 nChanged 35 SP:Iteration 131Q (5276.566170 sec): 3 clusters Score: Raw -2581782.227276 + Penalty 3224.447390 = -2578557.779886 nChanged 30 SP:Iteration 132Q (5276.609647 sec): 3 clusters Score: Raw -2581784.592257 + Penalty 3224.447390 = -2578560.144867 nChanged 26 SP:Iteration 133Q (5276.651960 sec): 3 clusters Score: Raw -2581786.175618 + Penalty 3224.447390 = -2578561.728228 nChanged 23 SP:Iteration 134Q (5276.694081 sec): 3 clusters Score: Raw -2581787.497267 + Penalty 3224.447390 = -2578563.049877 nChanged 24 SP:Iteration 135Q (5276.743637 sec): 3 clusters Score: Raw -2581789.339141 + Penalty 3224.447390 = -2578564.891751 nChanged 27 SP:Iteration 136Q (5276.792940 sec): 3 clusters Score: Raw -2581791.554792 + Penalty 3224.447390 = -2578567.107402 nChanged 33 SP:Iteration 137Q (5276.835100 sec): 3 clusters Score: Raw -2581794.914868 + Penalty 3224.447390 = -2578570.467478 nChanged 34 SP:Iteration 138Q (5276.898593 sec): 3 clusters Score: Raw -2581798.483195 + Penalty 3224.447390 = -2578574.035805 nChanged 38 SP:Iteration 139Q (5276.940783 sec): 3 clusters Score: Raw -2581802.712721 + Penalty 3224.447390 = -2578578.265331 nChanged 46 SP:Iteration 140F (5276.986808 sec): 3 clusters Score: Raw -2581807.407207 + Penalty 3224.447390 = -2578582.959817 nChanged 44 SP:Iteration 141Q (5277.029355 sec): 3 clusters Score: Raw -2581812.344319 + Penalty 3224.447390 = -2578587.896929 nChanged 47 SP:Iteration 142Q (5277.074376 sec): 3 clusters Score: Raw -2581816.658684 + Penalty 3224.447390 = -2578592.211294 nChanged 49 SP:Iteration 143Q (5277.116360 sec): 3 clusters Score: Raw -2581821.870674 + Penalty 3224.447390 = -2578597.423284 nChanged 55 SP:Iteration 144Q (5277.158381 sec): 3 clusters Score: Raw -2581828.426059 + Penalty 3224.447390 = -2578603.978669 nChanged 44 SP:Iteration 145Q (5277.203451 sec): 3 clusters Score: Raw -2581833.131725 + Penalty 3224.447390 = -2578608.684335 nChanged 35 SP:Iteration 146Q (5277.245822 sec): 3 clusters Score: Raw -2581836.268059 + Penalty 3224.447390 = -2578611.820669 nChanged 31 SP:Iteration 147Q (5277.292058 sec): 3 clusters Score: Raw -2581838.493898 + Penalty 3224.447390 = -2578614.046508 nChanged 24 SP:Iteration 148Q (5277.338443 sec): 3 clusters Score: Raw -2581840.310835 + Penalty 3224.447390 = -2578615.863445 nChanged 22 SP:Iteration 149Q (5277.380559 sec): 3 clusters Score: Raw -2581842.323490 + Penalty 3224.447390 = -2578617.876099 nChanged 20 SP:Iteration 150Q (5277.423044 sec): 3 clusters Score: Raw -2581843.873714 + Penalty 3224.447390 = -2578619.426324 nChanged 30 SP:Iteration 151Q (5277.466337 sec): 3 clusters Score: Raw -2581845.898860 + Penalty 3224.447390 = -2578621.451470 nChanged 20 SP:Iteration 152Q (5277.508553 sec): 3 clusters Score: Raw -2581847.511527 + Penalty 3224.447390 = -2578623.064137 nChanged 17 SP:Iteration 153Q (5277.550605 sec): 3 clusters Score: Raw -2581848.852252 + Penalty 3224.447390 = -2578624.404862 nChanged 22 SP:Iteration 154Q (5277.592880 sec): 3 clusters Score: Raw -2581850.122985 + Penalty 3224.447390 = -2578625.675595 nChanged 13 SP:Iteration 155Q (5277.635155 sec): 3 clusters Score: Raw -2581850.922056 + Penalty 3224.447390 = -2578626.474666 nChanged 13 SP:Iteration 156Q (5277.680633 sec): 3 clusters Score: Raw -2581851.653480 + Penalty 3224.447390 = -2578627.206090 nChanged 9 SP:Iteration 157Q (5277.722531 sec): 3 clusters Score: Raw -2581852.119182 + Penalty 3224.447390 = -2578627.671792 nChanged 9 SP:Iteration 158Q (5277.792869 sec): 3 clusters Score: Raw -2581852.671507 + Penalty 3224.447390 = -2578628.224117 nChanged 8 SP:Iteration 159Q (5277.852024 sec): 3 clusters Score: Raw -2581853.280799 + Penalty 3224.447390 = -2578628.833409 nChanged 6 SP:Iteration 160F (5277.895880 sec): 3 clusters Score: Raw -2581853.759293 + Penalty 3224.447390 = -2578629.311903 nChanged 7 SP:Iteration 161Q (5277.938273 sec): 3 clusters Score: Raw -2581854.170667 + Penalty 3224.447390 = -2578629.723277 nChanged 4 SP:Iteration 162Q (5277.980443 sec): 3 clusters Score: Raw -2581854.385528 + Penalty 3224.447390 = -2578629.938138 nChanged 4 SP:Iteration 163Q (5278.022366 sec): 3 clusters Score: Raw -2581854.562852 + Penalty 3224.447390 = -2578630.115461 nChanged 5 SP:Iteration 164Q (5278.064705 sec): 3 clusters Score: Raw -2581854.831632 + Penalty 3224.447390 = -2578630.384242 nChanged 3 SP:Iteration 165Q (5278.106987 sec): 3 clusters Score: Raw -2581855.100381 + Penalty 3224.447390 = -2578630.652990 nChanged 3 SP:Iteration 166Q (5278.148897 sec): 3 clusters Score: Raw -2581855.310106 + Penalty 3224.447390 = -2578630.862716 nChanged 3 SP:Iteration 167Q (5278.194961 sec): 3 clusters Score: Raw -2581855.620341 + Penalty 3224.447390 = -2578631.172951 nChanged 6 SP:Iteration 168Q (5278.237053 sec): 3 clusters Score: Raw -2581855.877004 + Penalty 3224.447390 = -2578631.429614 nChanged 5 SP:Iteration 169Q (5278.279316 sec): 3 clusters Score: Raw -2581856.122982 + Penalty 3224.447390 = -2578631.675592 nChanged 4 SP:Iteration 170Q (5278.321173 sec): 3 clusters Score: Raw -2581856.535392 + Penalty 3224.447390 = -2578632.088002 nChanged 6 SP:Iteration 171Q (5278.363664 sec): 3 clusters Score: Raw -2581856.921349 + Penalty 3224.447390 = -2578632.473958 nChanged 8 SP:Iteration 172Q (5278.405629 sec): 3 clusters Score: Raw -2581857.338275 + Penalty 3224.447390 = -2578632.890885 nChanged 8 SP:Iteration 173Q (5278.447877 sec): 3 clusters Score: Raw -2581857.845472 + Penalty 3224.447390 = -2578633.398081 nChanged 9 SP:Iteration 174Q (5278.513049 sec): 3 clusters Score: Raw -2581858.369999 + Penalty 3224.447390 = -2578633.922609 nChanged 10 SP:Iteration 175Q (5278.554644 sec): 3 clusters Score: Raw -2581858.927656 + Penalty 3224.447390 = -2578634.480266 nChanged 10 SP:Iteration 176Q (5278.603817 sec): 3 clusters Score: Raw -2581859.637119 + Penalty 3224.447390 = -2578635.189729 nChanged 7 SP:Iteration 177Q (5278.645349 sec): 3 clusters Score: Raw -2581860.014360 + Penalty 3224.447390 = -2578635.566970 nChanged 11 SP:Iteration 178Q (5278.688338 sec): 3 clusters Score: Raw -2581860.544475 + Penalty 3224.447390 = -2578636.097085 nChanged 8 SP:Iteration 179Q (5278.730206 sec): 3 clusters Score: Raw -2581860.939927 + Penalty 3224.447390 = -2578636.492536 nChanged 11 SP:Iteration 180F (5278.774458 sec): 3 clusters Score: Raw -2581861.511706 + Penalty 3224.447390 = -2578637.064316 nChanged 5 SP:Iteration 181Q (5278.820574 sec): 3 clusters Score: Raw -2581861.645097 + Penalty 3224.447390 = -2578637.197707 nChanged 3 SP:Iteration 182Q (5278.862311 sec): 3 clusters Score: Raw -2581861.844761 + Penalty 3224.447390 = -2578637.397371 nChanged 3 SP:Iteration 183Q (5278.904828 sec): 3 clusters Score: Raw -2581861.985107 + Penalty 3224.447390 = -2578637.537717 nChanged 4 SP:Iteration 184Q (5278.946622 sec): 3 clusters Score: Raw -2581862.143361 + Penalty 3224.447390 = -2578637.695971 nChanged 3 SP:Iteration 185Q (5278.988515 sec): 3 clusters Score: Raw -2581862.288763 + Penalty 3224.447390 = -2578637.841373 nChanged 9 SP:Iteration 186Q (5279.030769 sec): 3 clusters Score: Raw -2581862.747264 + Penalty 3224.447390 = -2578638.299873 nChanged 7 SP:Iteration 187Q (5279.075922 sec): 3 clusters Score: Raw -2581863.148562 + Penalty 3224.447390 = -2578638.701172 nChanged 2 SP:Iteration 188Q (5279.118092 sec): 3 clusters Score: Raw -2581863.243309 + Penalty 3224.447390 = -2578638.795919 nChanged 4 SP:Iteration 189Q (5279.160095 sec): 3 clusters Score: Raw -2581863.404789 + Penalty 3224.447390 = -2578638.957399 nChanged 3 SP:Iteration 190Q (5279.202245 sec): 3 clusters Score: Raw -2581863.520511 + Penalty 3224.447390 = -2578639.073121 nChanged 2 SP:Iteration 191Q (5279.244011 sec): 3 clusters Score: Raw -2581863.586939 + Penalty 3224.447390 = -2578639.139549 nChanged 1 SP:Iteration 192Q (5279.300536 sec): 3 clusters Score: Raw -2581863.619400 + Penalty 3224.447390 = -2578639.172010 nChanged 1 SP:Iteration 193Q (5279.349086 sec): 3 clusters Score: Raw -2581863.662136 + Penalty 3224.447390 = -2578639.214746 nChanged 0 SP:Iteration 194F (5279.393305 sec): 3 clusters Score: Raw -2581863.662136 + Penalty 3224.447390 = -2578639.214746 nChanged 0 Trying to split cluster 5 (10855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5279.416905 sec): 2 clusters Score: Raw -1308710.543287 + Penalty 1510.011926 = -1307200.531362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5279.446806 sec): 3 clusters Score: Raw -1302576.034084 + Penalty 3020.023852 = -1299556.010232 nChanged 4699 SP:Iteration 1F (5279.482692 sec): 3 clusters Score: Raw -1305286.200488 + Penalty 3020.023852 = -1302266.176637 nChanged 773 SP:Iteration 2F (5279.517748 sec): 3 clusters Score: Raw -1305738.929530 + Penalty 3020.023852 = -1302718.905678 nChanged 720 SP:Iteration 3F (5279.553837 sec): 3 clusters Score: Raw -1306205.455358 + Penalty 3020.023852 = -1303185.431506 nChanged 693 SP:Iteration 4F (5279.582426 sec): 3 clusters Score: Raw -1306719.381384 + Penalty 3020.023852 = -1303699.357532 nChanged 685 SP:Iteration 5F (5279.618474 sec): 3 clusters Score: Raw -1307268.890600 + Penalty 3020.023852 = -1304248.866748 nChanged 634 SP:Iteration 6F (5279.650123 sec): 3 clusters Score: Raw -1307772.662630 + Penalty 3020.023852 = -1304752.638778 nChanged 544 SP:Iteration 7F (5279.678722 sec): 3 clusters Score: Raw -1308173.275630 + Penalty 3020.023852 = -1305153.251778 nChanged 457 SP:Iteration 8Q (5279.707020 sec): 3 clusters Score: Raw -1308531.985023 + Penalty 3020.023852 = -1305511.961171 nChanged 400 SP:Iteration 9Q (5279.735196 sec): 3 clusters Score: Raw -1308841.185156 + Penalty 3020.023852 = -1305821.161304 nChanged 323 SP:Iteration 10Q (5279.763156 sec): 3 clusters Score: Raw -1309070.135516 + Penalty 3020.023852 = -1306050.111665 nChanged 270 SP:Iteration 11Q (5279.791204 sec): 3 clusters Score: Raw -1309238.808527 + Penalty 3020.023852 = -1306218.784675 nChanged 194 SP:Iteration 12Q (5279.827765 sec): 3 clusters Score: Raw -1309325.432531 + Penalty 3020.023852 = -1306305.408679 nChanged 132 SP:Iteration 13Q (5279.855141 sec): 3 clusters Score: Raw -1309376.653200 + Penalty 3020.023852 = -1306356.629348 nChanged 110 SP:Iteration 14Q (5279.891246 sec): 3 clusters Score: Raw -1309418.778221 + Penalty 3020.023852 = -1306398.754369 nChanged 101 SP:Iteration 15Q (5279.928193 sec): 3 clusters Score: Raw -1309455.550845 + Penalty 3020.023852 = -1306435.526993 nChanged 94 SP:Iteration 16Q (5279.955256 sec): 3 clusters Score: Raw -1309486.448330 + Penalty 3020.023852 = -1306466.424479 nChanged 63 SP:Iteration 17Q (5279.982144 sec): 3 clusters Score: Raw -1309509.883290 + Penalty 3020.023852 = -1306489.859438 nChanged 57 SP:Iteration 18Q (5280.009212 sec): 3 clusters Score: Raw -1309531.463596 + Penalty 3020.023852 = -1306511.439744 nChanged 56 SP:Iteration 19Q (5280.036000 sec): 3 clusters Score: Raw -1309550.577622 + Penalty 3020.023852 = -1306530.553770 nChanged 56 SP:Iteration 20F (5280.075491 sec): 3 clusters Score: Raw -1309568.833185 + Penalty 3020.023852 = -1306548.809333 nChanged 58 SP:Iteration 21Q (5280.102305 sec): 3 clusters Score: Raw -1309584.892888 + Penalty 3020.023852 = -1306564.869037 nChanged 57 SP:Iteration 22Q (5280.129326 sec): 3 clusters Score: Raw -1309598.730529 + Penalty 3020.023852 = -1306578.706677 nChanged 59 SP:Iteration 23Q (5280.156091 sec): 3 clusters Score: Raw -1309614.742082 + Penalty 3020.023852 = -1306594.718230 nChanged 42 SP:Iteration 24Q (5280.182796 sec): 3 clusters Score: Raw -1309623.277282 + Penalty 3020.023852 = -1306603.253430 nChanged 38 SP:Iteration 25Q (5280.209546 sec): 3 clusters Score: Raw -1309629.302582 + Penalty 3020.023852 = -1306609.278730 nChanged 26 SP:Iteration 26Q (5280.243493 sec): 3 clusters Score: Raw -1309633.771006 + Penalty 3020.023852 = -1306613.747154 nChanged 21 SP:Iteration 27Q (5280.270296 sec): 3 clusters Score: Raw -1309637.496360 + Penalty 3020.023852 = -1306617.472508 nChanged 24 SP:Iteration 28Q (5280.307474 sec): 3 clusters Score: Raw -1309641.598640 + Penalty 3020.023852 = -1306621.574788 nChanged 20 SP:Iteration 29Q (5280.334036 sec): 3 clusters Score: Raw -1309644.767837 + Penalty 3020.023852 = -1306624.743985 nChanged 17 SP:Iteration 30Q (5280.360701 sec): 3 clusters Score: Raw -1309646.826176 + Penalty 3020.023852 = -1306626.802324 nChanged 7 SP:Iteration 31Q (5280.387365 sec): 3 clusters Score: Raw -1309648.098913 + Penalty 3020.023852 = -1306628.075061 nChanged 9 SP:Iteration 32Q (5280.413793 sec): 3 clusters Score: Raw -1309649.794255 + Penalty 3020.023852 = -1306629.770403 nChanged 10 SP:Iteration 33Q (5280.445815 sec): 3 clusters Score: Raw -1309651.527357 + Penalty 3020.023852 = -1306631.503505 nChanged 12 SP:Iteration 34Q (5280.472309 sec): 3 clusters Score: Raw -1309653.638694 + Penalty 3020.023852 = -1306633.614842 nChanged 8 SP:Iteration 35Q (5280.498643 sec): 3 clusters Score: Raw -1309656.245078 + Penalty 3020.023852 = -1306636.221226 nChanged 20 SP:Iteration 36Q (5280.525103 sec): 3 clusters Score: Raw -1309663.604182 + Penalty 3020.023852 = -1306643.580330 nChanged 43 SP:Iteration 37Q (5280.551619 sec): 3 clusters Score: Raw -1309674.735059 + Penalty 3020.023852 = -1306654.711207 nChanged 28 SP:Iteration 38Q (5280.582947 sec): 3 clusters Score: Raw -1309682.274392 + Penalty 3020.023852 = -1306662.250540 nChanged 28 SP:Iteration 39Q (5280.613376 sec): 3 clusters Score: Raw -1309688.732161 + Penalty 3020.023852 = -1306668.708309 nChanged 21 SP:Iteration 40F (5280.642090 sec): 3 clusters Score: Raw -1309693.474053 + Penalty 3020.023852 = -1306673.450201 nChanged 26 SP:Iteration 41Q (5280.668439 sec): 3 clusters Score: Raw -1309700.070877 + Penalty 3020.023852 = -1306680.047025 nChanged 19 SP:Iteration 42Q (5280.695112 sec): 3 clusters Score: Raw -1309705.159975 + Penalty 3020.023852 = -1306685.136123 nChanged 12 SP:Iteration 43Q (5280.721408 sec): 3 clusters Score: Raw -1309708.444117 + Penalty 3020.023852 = -1306688.420266 nChanged 16 SP:Iteration 44Q (5280.747884 sec): 3 clusters Score: Raw -1309712.470088 + Penalty 3020.023852 = -1306692.446236 nChanged 16 SP:Iteration 45Q (5280.792929 sec): 3 clusters Score: Raw -1309715.009129 + Penalty 3020.023852 = -1306694.985278 nChanged 8 SP:Iteration 46Q (5280.828982 sec): 3 clusters Score: Raw -1309716.422861 + Penalty 3020.023852 = -1306696.399009 nChanged 9 SP:Iteration 47Q (5280.855358 sec): 3 clusters Score: Raw -1309718.158465 + Penalty 3020.023852 = -1306698.134613 nChanged 8 SP:Iteration 48Q (5280.890293 sec): 3 clusters Score: Raw -1309719.505561 + Penalty 3020.023852 = -1306699.481709 nChanged 9 SP:Iteration 49Q (5280.926870 sec): 3 clusters Score: Raw -1309720.469634 + Penalty 3020.023852 = -1306700.445782 nChanged 11 SP:Iteration 50Q (5280.963256 sec): 3 clusters Score: Raw -1309722.385376 + Penalty 3020.023852 = -1306702.361524 nChanged 12 SP:Iteration 51Q (5280.991107 sec): 3 clusters Score: Raw -1309723.983242 + Penalty 3020.023852 = -1306703.959390 nChanged 9 SP:Iteration 52Q (5281.017543 sec): 3 clusters Score: Raw -1309726.261659 + Penalty 3020.023852 = -1306706.237807 nChanged 13 SP:Iteration 53Q (5281.048513 sec): 3 clusters Score: Raw -1309728.790308 + Penalty 3020.023852 = -1306708.766457 nChanged 9 SP:Iteration 54Q (5281.082980 sec): 3 clusters Score: Raw -1309729.838880 + Penalty 3020.023852 = -1306709.815028 nChanged 7 SP:Iteration 55Q (5281.112633 sec): 3 clusters Score: Raw -1309731.100021 + Penalty 3020.023852 = -1306711.076169 nChanged 6 SP:Iteration 56Q (5281.138985 sec): 3 clusters Score: Raw -1309732.539457 + Penalty 3020.023852 = -1306712.515605 nChanged 4 SP:Iteration 57Q (5281.173397 sec): 3 clusters Score: Raw -1309733.255233 + Penalty 3020.023852 = -1306713.231381 nChanged 6 SP:Iteration 58Q (5281.208505 sec): 3 clusters Score: Raw -1309734.178214 + Penalty 3020.023852 = -1306714.154362 nChanged 7 SP:Iteration 59Q (5281.234847 sec): 3 clusters Score: Raw -1309735.143466 + Penalty 3020.023852 = -1306715.119614 nChanged 4 SP:Iteration 60F (5281.263388 sec): 3 clusters Score: Raw -1309735.500805 + Penalty 3020.023852 = -1306715.476953 nChanged 2 SP:Iteration 61Q (5281.318177 sec): 3 clusters Score: Raw -1309736.374040 + Penalty 3020.023852 = -1306716.350188 nChanged 7 SP:Iteration 62Q (5281.355159 sec): 3 clusters Score: Raw -1309737.932427 + Penalty 3020.023852 = -1306717.908575 nChanged 8 SP:Iteration 63Q (5281.391763 sec): 3 clusters Score: Raw -1309739.137956 + Penalty 3020.023852 = -1306719.114104 nChanged 9 SP:Iteration 64Q (5281.445457 sec): 3 clusters Score: Raw -1309740.556024 + Penalty 3020.023852 = -1306720.532172 nChanged 8 SP:Iteration 65Q (5281.471905 sec): 3 clusters Score: Raw -1309742.030030 + Penalty 3020.023852 = -1306722.006178 nChanged 6 SP:Iteration 66Q (5281.498205 sec): 3 clusters Score: Raw -1309742.868542 + Penalty 3020.023852 = -1306722.844691 nChanged 1 SP:Iteration 67Q (5281.534031 sec): 3 clusters Score: Raw -1309743.007971 + Penalty 3020.023852 = -1306722.984119 nChanged 2 SP:Iteration 68Q (5281.560269 sec): 3 clusters Score: Raw -1309743.157949 + Penalty 3020.023852 = -1306723.134097 nChanged 3 SP:Iteration 69Q (5281.606704 sec): 3 clusters Score: Raw -1309743.638104 + Penalty 3020.023852 = -1306723.614253 nChanged 3 SP:Iteration 70Q (5281.633712 sec): 3 clusters Score: Raw -1309744.842564 + Penalty 3020.023852 = -1306724.818712 nChanged 3 SP:Iteration 71Q (5281.664508 sec): 3 clusters Score: Raw -1309745.458513 + Penalty 3020.023852 = -1306725.434662 nChanged 3 SP:Iteration 72Q (5281.690738 sec): 3 clusters Score: Raw -1309746.274472 + Penalty 3020.023852 = -1306726.250621 nChanged 3 SP:Iteration 73Q (5281.723151 sec): 3 clusters Score: Raw -1309746.406036 + Penalty 3020.023852 = -1306726.382184 nChanged 0 SP:Iteration 74F (5281.751979 sec): 3 clusters Score: Raw -1309746.406036 + Penalty 3020.023852 = -1306726.382184 nChanged 0 Trying to split cluster 6 (23696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5281.790643 sec): 2 clusters Score: Raw -3066204.649569 + Penalty 1636.872500 = -3064567.777069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5281.849632 sec): 3 clusters Score: Raw -3051775.569347 + Penalty 3273.744999 = -3048501.824348 nChanged 10842 SP:Iteration 1F (5281.903754 sec): 3 clusters Score: Raw -3057776.432311 + Penalty 3273.744999 = -3054502.687311 nChanged 1153 SP:Iteration 2Q (5281.950149 sec): 3 clusters Score: Raw -3058173.950406 + Penalty 3273.744999 = -3054900.205407 nChanged 1073 SP:Iteration 3Q (5282.022117 sec): 3 clusters Score: Raw -3058581.461404 + Penalty 3273.744999 = -3055307.716404 nChanged 1123 SP:Iteration 4Q (5282.069877 sec): 3 clusters Score: Raw -3059072.356588 + Penalty 3273.744999 = -3055798.611589 nChanged 1248 SP:Iteration 5F (5282.116165 sec): 3 clusters Score: Raw -3059681.851209 + Penalty 3273.744999 = -3056408.106209 nChanged 1406 SP:Iteration 6F (5282.163304 sec): 3 clusters Score: Raw -3060485.975511 + Penalty 3273.744999 = -3057212.230511 nChanged 1486 SP:Iteration 7F (5282.209640 sec): 3 clusters Score: Raw -3061441.315907 + Penalty 3273.744999 = -3058167.570908 nChanged 1532 SP:Iteration 8F (5282.280909 sec): 3 clusters Score: Raw -3062496.593321 + Penalty 3273.744999 = -3059222.848321 nChanged 1344 SP:Iteration 9F (5282.327019 sec): 3 clusters Score: Raw -3063440.587230 + Penalty 3273.744999 = -3060166.842230 nChanged 1140 SP:Iteration 10Q (5282.377114 sec): 3 clusters Score: Raw -3064297.429074 + Penalty 3273.744999 = -3061023.684075 nChanged 937 SP:Iteration 11Q (5282.425692 sec): 3 clusters Score: Raw -3065036.819292 + Penalty 3273.744999 = -3061763.074292 nChanged 728 SP:Iteration 12Q (5282.484135 sec): 3 clusters Score: Raw -3065644.694921 + Penalty 3273.744999 = -3062370.949921 nChanged 458 SP:Iteration 13Q (5282.562269 sec): 3 clusters Score: Raw -3066048.317020 + Penalty 3273.744999 = -3062774.572021 nChanged 304 SP:Iteration 14Q (5282.606615 sec): 3 clusters Score: Raw -3066292.679077 + Penalty 3273.744999 = -3063018.934078 nChanged 176 SP:Iteration 15Q (5282.663919 sec): 3 clusters Score: Raw -3066411.782663 + Penalty 3273.744999 = -3063138.037664 nChanged 124 SP:Iteration 16Q (5282.705718 sec): 3 clusters Score: Raw -3066485.556788 + Penalty 3273.744999 = -3063211.811789 nChanged 84 SP:Iteration 17Q (5282.745836 sec): 3 clusters Score: Raw -3066535.870650 + Penalty 3273.744999 = -3063262.125651 nChanged 56 SP:Iteration 18Q (5282.786023 sec): 3 clusters Score: Raw -3066569.251065 + Penalty 3273.744999 = -3063295.506066 nChanged 39 SP:Iteration 19Q (5282.832649 sec): 3 clusters Score: Raw -3066594.339269 + Penalty 3273.744999 = -3063320.594270 nChanged 25 SP:Iteration 20F (5282.883646 sec): 3 clusters Score: Raw -3066610.551396 + Penalty 3273.744999 = -3063336.806396 nChanged 23 SP:Iteration 21Q (5282.923325 sec): 3 clusters Score: Raw -3066624.857267 + Penalty 3273.744999 = -3063351.112267 nChanged 26 SP:Iteration 22Q (5282.965937 sec): 3 clusters Score: Raw -3066645.287557 + Penalty 3273.744999 = -3063371.542558 nChanged 24 SP:Iteration 23Q (5283.005780 sec): 3 clusters Score: Raw -3066661.203051 + Penalty 3273.744999 = -3063387.458052 nChanged 14 SP:Iteration 24Q (5283.044971 sec): 3 clusters Score: Raw -3066669.887940 + Penalty 3273.744999 = -3063396.142941 nChanged 8 SP:Iteration 25Q (5283.083467 sec): 3 clusters Score: Raw -3066673.574613 + Penalty 3273.744999 = -3063399.829614 nChanged 3 SP:Iteration 26Q (5283.129628 sec): 3 clusters Score: Raw -3066674.658715 + Penalty 3273.744999 = -3063400.913716 nChanged 0 SP:Iteration 27F (5283.175193 sec): 3 clusters Score: Raw -3066674.658715 + Penalty 3273.744999 = -3063400.913716 nChanged 0 Trying to split cluster 7 (13203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5283.209531 sec): 2 clusters Score: Raw -1553261.243410 + Penalty 1541.832395 = -1551719.411015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5283.250872 sec): 3 clusters Score: Raw -1545529.747144 + Penalty 3083.664791 = -1542446.082354 nChanged 5870 SP:Iteration 1F (5283.314750 sec): 3 clusters Score: Raw -1549023.486884 + Penalty 3083.664791 = -1545939.822094 nChanged 948 SP:Iteration 2F (5283.345709 sec): 3 clusters Score: Raw -1549646.570659 + Penalty 3083.664791 = -1546562.905869 nChanged 949 SP:Iteration 3F (5283.377762 sec): 3 clusters Score: Raw -1550219.081738 + Penalty 3083.664791 = -1547135.416947 nChanged 858 SP:Iteration 4F (5283.409669 sec): 3 clusters Score: Raw -1550735.751380 + Penalty 3083.664791 = -1547652.086589 nChanged 759 SP:Iteration 5F (5283.452611 sec): 3 clusters Score: Raw -1551204.903288 + Penalty 3083.664791 = -1548121.238497 nChanged 679 SP:Iteration 6F (5283.484549 sec): 3 clusters Score: Raw -1551582.185488 + Penalty 3083.664791 = -1548498.520697 nChanged 571 SP:Iteration 7Q (5283.516799 sec): 3 clusters Score: Raw -1551908.259766 + Penalty 3083.664791 = -1548824.594976 nChanged 526 SP:Iteration 8Q (5283.548971 sec): 3 clusters Score: Raw -1552193.246035 + Penalty 3083.664791 = -1549109.581244 nChanged 436 SP:Iteration 9Q (5283.591035 sec): 3 clusters Score: Raw -1552386.502962 + Penalty 3083.664791 = -1549302.838172 nChanged 359 SP:Iteration 10Q (5283.624017 sec): 3 clusters Score: Raw -1552532.534428 + Penalty 3083.664791 = -1549448.869637 nChanged 316 SP:Iteration 11Q (5283.655723 sec): 3 clusters Score: Raw -1552651.746322 + Penalty 3083.664791 = -1549568.081532 nChanged 262 SP:Iteration 12Q (5283.716444 sec): 3 clusters Score: Raw -1552737.271160 + Penalty 3083.664791 = -1549653.606369 nChanged 212 SP:Iteration 13Q (5283.758338 sec): 3 clusters Score: Raw -1552797.384138 + Penalty 3083.664791 = -1549713.719347 nChanged 173 SP:Iteration 14Q (5283.789696 sec): 3 clusters Score: Raw -1552843.750621 + Penalty 3083.664791 = -1549760.085830 nChanged 145 SP:Iteration 15Q (5283.821037 sec): 3 clusters Score: Raw -1552884.220756 + Penalty 3083.664791 = -1549800.555965 nChanged 142 SP:Iteration 16Q (5283.873611 sec): 3 clusters Score: Raw -1552919.962119 + Penalty 3083.664791 = -1549836.297328 nChanged 122 SP:Iteration 17Q (5283.905035 sec): 3 clusters Score: Raw -1552949.554593 + Penalty 3083.664791 = -1549865.889803 nChanged 119 SP:Iteration 18Q (5283.947354 sec): 3 clusters Score: Raw -1552977.765000 + Penalty 3083.664791 = -1549894.100210 nChanged 123 SP:Iteration 19Q (5283.986892 sec): 3 clusters Score: Raw -1553011.054383 + Penalty 3083.664791 = -1549927.389593 nChanged 118 SP:Iteration 20F (5284.018809 sec): 3 clusters Score: Raw -1553037.089845 + Penalty 3083.664791 = -1549953.425054 nChanged 100 SP:Iteration 21Q (5284.055049 sec): 3 clusters Score: Raw -1553061.451426 + Penalty 3083.664791 = -1549977.786636 nChanged 97 SP:Iteration 22Q (5284.086867 sec): 3 clusters Score: Raw -1553089.616435 + Penalty 3083.664791 = -1550005.951645 nChanged 115 SP:Iteration 23Q (5284.118105 sec): 3 clusters Score: Raw -1553117.948998 + Penalty 3083.664791 = -1550034.284208 nChanged 103 SP:Iteration 24Q (5284.153767 sec): 3 clusters Score: Raw -1553143.292161 + Penalty 3083.664791 = -1550059.627370 nChanged 89 SP:Iteration 25Q (5284.185083 sec): 3 clusters Score: Raw -1553165.467314 + Penalty 3083.664791 = -1550081.802524 nChanged 88 SP:Iteration 26Q (5284.224826 sec): 3 clusters Score: Raw -1553184.516555 + Penalty 3083.664791 = -1550100.851765 nChanged 84 SP:Iteration 27Q (5284.256430 sec): 3 clusters Score: Raw -1553204.252245 + Penalty 3083.664791 = -1550120.587455 nChanged 93 SP:Iteration 28Q (5284.290563 sec): 3 clusters Score: Raw -1553226.818340 + Penalty 3083.664791 = -1550143.153549 nChanged 80 SP:Iteration 29Q (5284.328670 sec): 3 clusters Score: Raw -1553248.001467 + Penalty 3083.664791 = -1550164.336677 nChanged 78 SP:Iteration 30Q (5284.359734 sec): 3 clusters Score: Raw -1553268.325665 + Penalty 3083.664791 = -1550184.660875 nChanged 80 SP:Iteration 31Q (5284.390994 sec): 3 clusters Score: Raw -1553288.361546 + Penalty 3083.664791 = -1550204.696756 nChanged 92 SP:Iteration 32Q (5284.422113 sec): 3 clusters Score: Raw -1553309.583829 + Penalty 3083.664791 = -1550225.919038 nChanged 84 SP:Iteration 33Q (5284.452988 sec): 3 clusters Score: Raw -1553330.460769 + Penalty 3083.664791 = -1550246.795979 nChanged 85 SP:Iteration 34Q (5284.484091 sec): 3 clusters Score: Raw -1553350.168007 + Penalty 3083.664791 = -1550266.503217 nChanged 89 SP:Iteration 35Q (5284.515058 sec): 3 clusters Score: Raw -1553368.201337 + Penalty 3083.664791 = -1550284.536547 nChanged 81 SP:Iteration 36Q (5284.545945 sec): 3 clusters Score: Raw -1553387.644345 + Penalty 3083.664791 = -1550303.979554 nChanged 92 SP:Iteration 37Q (5284.582811 sec): 3 clusters Score: Raw -1553405.991912 + Penalty 3083.664791 = -1550322.327122 nChanged 80 SP:Iteration 38Q (5284.613596 sec): 3 clusters Score: Raw -1553422.309770 + Penalty 3083.664791 = -1550338.644980 nChanged 62 SP:Iteration 39Q (5284.649250 sec): 3 clusters Score: Raw -1553433.390713 + Penalty 3083.664791 = -1550349.725922 nChanged 61 SP:Iteration 40F (5284.690623 sec): 3 clusters Score: Raw -1553443.944301 + Penalty 3083.664791 = -1550360.279510 nChanged 47 SP:Iteration 41Q (5284.721943 sec): 3 clusters Score: Raw -1553454.910077 + Penalty 3083.664791 = -1550371.245287 nChanged 52 SP:Iteration 42Q (5284.753039 sec): 3 clusters Score: Raw -1553465.104958 + Penalty 3083.664791 = -1550381.440168 nChanged 42 SP:Iteration 43Q (5284.790731 sec): 3 clusters Score: Raw -1553471.482845 + Penalty 3083.664791 = -1550387.818054 nChanged 34 SP:Iteration 44Q (5284.821810 sec): 3 clusters Score: Raw -1553475.073227 + Penalty 3083.664791 = -1550391.408436 nChanged 30 SP:Iteration 45Q (5284.862261 sec): 3 clusters Score: Raw -1553478.451873 + Penalty 3083.664791 = -1550394.787083 nChanged 24 SP:Iteration 46Q (5284.893385 sec): 3 clusters Score: Raw -1553481.678586 + Penalty 3083.664791 = -1550398.013795 nChanged 16 SP:Iteration 47Q (5284.924423 sec): 3 clusters Score: Raw -1553483.302954 + Penalty 3083.664791 = -1550399.638164 nChanged 16 SP:Iteration 48Q (5284.955486 sec): 3 clusters Score: Raw -1553486.134398 + Penalty 3083.664791 = -1550402.469607 nChanged 20 SP:Iteration 49Q (5284.991439 sec): 3 clusters Score: Raw -1553490.100075 + Penalty 3083.664791 = -1550406.435284 nChanged 16 SP:Iteration 50Q (5285.032730 sec): 3 clusters Score: Raw -1553491.536754 + Penalty 3083.664791 = -1550407.871963 nChanged 14 SP:Iteration 51Q (5285.073058 sec): 3 clusters Score: Raw -1553493.037190 + Penalty 3083.664791 = -1550409.372400 nChanged 10 SP:Iteration 52Q (5285.104013 sec): 3 clusters Score: Raw -1553494.398382 + Penalty 3083.664791 = -1550410.733592 nChanged 16 SP:Iteration 53Q (5285.134923 sec): 3 clusters Score: Raw -1553496.410963 + Penalty 3083.664791 = -1550412.746172 nChanged 17 SP:Iteration 54Q (5285.166121 sec): 3 clusters Score: Raw -1553497.860406 + Penalty 3083.664791 = -1550414.195616 nChanged 8 SP:Iteration 55Q (5285.197197 sec): 3 clusters Score: Raw -1553498.417300 + Penalty 3083.664791 = -1550414.752509 nChanged 6 SP:Iteration 56Q (5285.233586 sec): 3 clusters Score: Raw -1553498.977847 + Penalty 3083.664791 = -1550415.313056 nChanged 8 SP:Iteration 57Q (5285.264366 sec): 3 clusters Score: Raw -1553499.517232 + Penalty 3083.664791 = -1550415.852441 nChanged 8 SP:Iteration 58Q (5285.295403 sec): 3 clusters Score: Raw -1553500.487048 + Penalty 3083.664791 = -1550416.822258 nChanged 11 SP:Iteration 59Q (5285.326103 sec): 3 clusters Score: Raw -1553501.260605 + Penalty 3083.664791 = -1550417.595814 nChanged 7 SP:Iteration 60F (5285.363733 sec): 3 clusters Score: Raw -1553502.127601 + Penalty 3083.664791 = -1550418.462810 nChanged 13 SP:Iteration 61Q (5285.394735 sec): 3 clusters Score: Raw -1553503.198858 + Penalty 3083.664791 = -1550419.534067 nChanged 12 SP:Iteration 62Q (5285.425962 sec): 3 clusters Score: Raw -1553504.419078 + Penalty 3083.664791 = -1550420.754288 nChanged 13 SP:Iteration 63Q (5285.458809 sec): 3 clusters Score: Raw -1553505.494039 + Penalty 3083.664791 = -1550421.829248 nChanged 9 SP:Iteration 64Q (5285.489828 sec): 3 clusters Score: Raw -1553506.116909 + Penalty 3083.664791 = -1550422.452119 nChanged 6 SP:Iteration 65Q (5285.520801 sec): 3 clusters Score: Raw -1553506.736027 + Penalty 3083.664791 = -1550423.071237 nChanged 11 SP:Iteration 66Q (5285.574977 sec): 3 clusters Score: Raw -1553507.580841 + Penalty 3083.664791 = -1550423.916051 nChanged 8 SP:Iteration 67Q (5285.605951 sec): 3 clusters Score: Raw -1553508.081732 + Penalty 3083.664791 = -1550424.416941 nChanged 9 SP:Iteration 68Q (5285.637054 sec): 3 clusters Score: Raw -1553508.767025 + Penalty 3083.664791 = -1550425.102235 nChanged 7 SP:Iteration 69Q (5285.672607 sec): 3 clusters Score: Raw -1553509.126707 + Penalty 3083.664791 = -1550425.461916 nChanged 4 SP:Iteration 70Q (5285.703764 sec): 3 clusters Score: Raw -1553509.406270 + Penalty 3083.664791 = -1550425.741480 nChanged 2 SP:Iteration 71Q (5285.734894 sec): 3 clusters Score: Raw -1553509.521092 + Penalty 3083.664791 = -1550425.856302 nChanged 2 SP:Iteration 72Q (5285.765889 sec): 3 clusters Score: Raw -1553509.579690 + Penalty 3083.664791 = -1550425.914900 nChanged 0 SP:Iteration 73F (5285.798022 sec): 3 clusters Score: Raw -1553509.579690 + Penalty 3083.664791 = -1550425.914900 nChanged 0 Trying to split cluster 8 (31272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5285.845958 sec): 2 clusters Score: Raw -3947571.577974 + Penalty 1681.952741 = -3945889.625233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5285.909345 sec): 3 clusters Score: Raw -3928273.514915 + Penalty 3363.905482 = -3924909.609432 nChanged 14400 SP:Iteration 1F (5285.970426 sec): 3 clusters Score: Raw -3936944.341525 + Penalty 3363.905482 = -3933580.436043 nChanged 2065 SP:Iteration 2F (5286.027909 sec): 3 clusters Score: Raw -3938159.514330 + Penalty 3363.905482 = -3934795.608848 nChanged 2209 SP:Iteration 3F (5286.086611 sec): 3 clusters Score: Raw -3939633.735858 + Penalty 3363.905482 = -3936269.830375 nChanged 2288 SP:Iteration 4F (5286.144549 sec): 3 clusters Score: Raw -3941139.082959 + Penalty 3363.905482 = -3937775.177477 nChanged 1966 SP:Iteration 5F (5286.202870 sec): 3 clusters Score: Raw -3942332.912641 + Penalty 3363.905482 = -3938969.007158 nChanged 1619 SP:Iteration 6F (5286.269373 sec): 3 clusters Score: Raw -3943156.059471 + Penalty 3363.905482 = -3939792.153988 nChanged 1213 SP:Iteration 7Q (5286.328151 sec): 3 clusters Score: Raw -3943731.696088 + Penalty 3363.905482 = -3940367.790606 nChanged 962 SP:Iteration 8Q (5286.388410 sec): 3 clusters Score: Raw -3944178.622368 + Penalty 3363.905482 = -3940814.716885 nChanged 818 SP:Iteration 9Q (5286.446569 sec): 3 clusters Score: Raw -3944562.811571 + Penalty 3363.905482 = -3941198.906089 nChanged 703 SP:Iteration 10Q (5286.521731 sec): 3 clusters Score: Raw -3944859.531311 + Penalty 3363.905482 = -3941495.625828 nChanged 601 SP:Iteration 11Q (5286.583122 sec): 3 clusters Score: Raw -3945097.811485 + Penalty 3363.905482 = -3941733.906002 nChanged 555 SP:Iteration 12Q (5286.673768 sec): 3 clusters Score: Raw -3945296.076905 + Penalty 3363.905482 = -3941932.171423 nChanged 501 SP:Iteration 13Q (5286.734591 sec): 3 clusters Score: Raw -3945499.640079 + Penalty 3363.905482 = -3942135.734597 nChanged 500 SP:Iteration 14Q (5286.793509 sec): 3 clusters Score: Raw -3945692.763543 + Penalty 3363.905482 = -3942328.858061 nChanged 483 SP:Iteration 15Q (5286.849648 sec): 3 clusters Score: Raw -3945894.116969 + Penalty 3363.905482 = -3942530.211487 nChanged 507 SP:Iteration 16Q (5286.905029 sec): 3 clusters Score: Raw -3946114.869570 + Penalty 3363.905482 = -3942750.964088 nChanged 500 SP:Iteration 17Q (5286.966985 sec): 3 clusters Score: Raw -3946333.772754 + Penalty 3363.905482 = -3942969.867271 nChanged 474 SP:Iteration 18Q (5287.025111 sec): 3 clusters Score: Raw -3946562.404446 + Penalty 3363.905482 = -3943198.498964 nChanged 468 SP:Iteration 19Q (5287.110525 sec): 3 clusters Score: Raw -3946825.344027 + Penalty 3363.905482 = -3943461.438545 nChanged 465 SP:Iteration 20F (5287.174748 sec): 3 clusters Score: Raw -3947132.602553 + Penalty 3363.905482 = -3943768.697070 nChanged 440 SP:Iteration 21Q (5287.229005 sec): 3 clusters Score: Raw -3947444.160676 + Penalty 3363.905482 = -3944080.255193 nChanged 406 SP:Iteration 22Q (5287.281671 sec): 3 clusters Score: Raw -3947720.794197 + Penalty 3363.905482 = -3944356.888714 nChanged 382 SP:Iteration 23Q (5287.335373 sec): 3 clusters Score: Raw -3947953.010312 + Penalty 3363.905482 = -3944589.104830 nChanged 315 SP:Iteration 24Q (5287.387217 sec): 3 clusters Score: Raw -3948106.462821 + Penalty 3363.905482 = -3944742.557338 nChanged 255 SP:Iteration 25Q (5287.471688 sec): 3 clusters Score: Raw -3948202.933577 + Penalty 3363.905482 = -3944839.028095 nChanged 187 SP:Iteration 26Q (5287.553322 sec): 3 clusters Score: Raw -3948255.496662 + Penalty 3363.905482 = -3944891.591180 nChanged 135 SP:Iteration 27Q (5287.614757 sec): 3 clusters Score: Raw -3948290.097060 + Penalty 3363.905482 = -3944926.191577 nChanged 109 SP:Iteration 28Q (5287.665741 sec): 3 clusters Score: Raw -3948313.021284 + Penalty 3363.905482 = -3944949.115802 nChanged 86 SP:Iteration 29Q (5287.723157 sec): 3 clusters Score: Raw -3948327.180157 + Penalty 3363.905482 = -3944963.274675 nChanged 74 SP:Iteration 30Q (5287.773422 sec): 3 clusters Score: Raw -3948340.436867 + Penalty 3363.905482 = -3944976.531385 nChanged 66 SP:Iteration 31Q (5287.841423 sec): 3 clusters Score: Raw -3948352.895970 + Penalty 3363.905482 = -3944988.990488 nChanged 58 SP:Iteration 32Q (5287.889024 sec): 3 clusters Score: Raw -3948363.138769 + Penalty 3363.905482 = -3944999.233286 nChanged 60 SP:Iteration 33Q (5287.939828 sec): 3 clusters Score: Raw -3948373.523985 + Penalty 3363.905482 = -3945009.618502 nChanged 54 SP:Iteration 34Q (5287.990697 sec): 3 clusters Score: Raw -3948381.339807 + Penalty 3363.905482 = -3945017.434324 nChanged 49 SP:Iteration 35Q (5288.057707 sec): 3 clusters Score: Raw -3948387.729330 + Penalty 3363.905482 = -3945023.823847 nChanged 44 SP:Iteration 36Q (5288.107567 sec): 3 clusters Score: Raw -3948393.240580 + Penalty 3363.905482 = -3945029.335098 nChanged 38 SP:Iteration 37Q (5288.158522 sec): 3 clusters Score: Raw -3948397.157178 + Penalty 3363.905482 = -3945033.251696 nChanged 23 SP:Iteration 38Q (5288.216895 sec): 3 clusters Score: Raw -3948399.596068 + Penalty 3363.905482 = -3945035.690586 nChanged 22 SP:Iteration 39Q (5288.266891 sec): 3 clusters Score: Raw -3948402.361812 + Penalty 3363.905482 = -3945038.456329 nChanged 21 SP:Iteration 40F (5288.324632 sec): 3 clusters Score: Raw -3948405.682507 + Penalty 3363.905482 = -3945041.777024 nChanged 23 SP:Iteration 41Q (5288.376037 sec): 3 clusters Score: Raw -3948408.375627 + Penalty 3363.905482 = -3945044.470144 nChanged 23 SP:Iteration 42Q (5288.427862 sec): 3 clusters Score: Raw -3948410.405245 + Penalty 3363.905482 = -3945046.499763 nChanged 19 SP:Iteration 43Q (5288.478390 sec): 3 clusters Score: Raw -3948411.909329 + Penalty 3363.905482 = -3945048.003847 nChanged 18 SP:Iteration 44Q (5288.529477 sec): 3 clusters Score: Raw -3948413.220044 + Penalty 3363.905482 = -3945049.314562 nChanged 17 SP:Iteration 45Q (5288.580511 sec): 3 clusters Score: Raw -3948414.587508 + Penalty 3363.905482 = -3945050.682026 nChanged 16 SP:Iteration 46Q (5288.632041 sec): 3 clusters Score: Raw -3948415.961037 + Penalty 3363.905482 = -3945052.055555 nChanged 11 SP:Iteration 47Q (5288.683863 sec): 3 clusters Score: Raw -3948416.972694 + Penalty 3363.905482 = -3945053.067212 nChanged 11 SP:Iteration 48Q (5288.739575 sec): 3 clusters Score: Raw -3948418.087263 + Penalty 3363.905482 = -3945054.181781 nChanged 10 SP:Iteration 49Q (5288.794119 sec): 3 clusters Score: Raw -3948419.055448 + Penalty 3363.905482 = -3945055.149966 nChanged 14 SP:Iteration 50Q (5288.849944 sec): 3 clusters Score: Raw -3948420.451028 + Penalty 3363.905482 = -3945056.545545 nChanged 12 SP:Iteration 51Q (5288.911234 sec): 3 clusters Score: Raw -3948421.637093 + Penalty 3363.905482 = -3945057.731611 nChanged 12 SP:Iteration 52Q (5288.976134 sec): 3 clusters Score: Raw -3948422.589629 + Penalty 3363.905482 = -3945058.684146 nChanged 8 SP:Iteration 53Q (5289.038284 sec): 3 clusters Score: Raw -3948423.190157 + Penalty 3363.905482 = -3945059.284674 nChanged 8 SP:Iteration 54Q (5289.103891 sec): 3 clusters Score: Raw -3948423.998431 + Penalty 3363.905482 = -3945060.092949 nChanged 6 SP:Iteration 55Q (5289.155413 sec): 3 clusters Score: Raw -3948424.551122 + Penalty 3363.905482 = -3945060.645640 nChanged 3 SP:Iteration 56Q (5289.210049 sec): 3 clusters Score: Raw -3948424.719635 + Penalty 3363.905482 = -3945060.814153 nChanged 1 SP:Iteration 57Q (5289.262627 sec): 3 clusters Score: Raw -3948424.791460 + Penalty 3363.905482 = -3945060.885978 nChanged 0 SP:Iteration 58F (5289.326010 sec): 3 clusters Score: Raw -3948424.791460 + Penalty 3363.905482 = -3945060.885978 nChanged 0 Trying to split cluster 9 (111069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5289.460893 sec): 2 clusters Score: Raw -14102705.394424 + Penalty 1887.909873 = -14100817.484551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5289.642861 sec): 3 clusters Score: Raw -14030112.589887 + Penalty 3775.819745 = -14026336.770142 nChanged 53313 SP:Iteration 1F (5289.830044 sec): 3 clusters Score: Raw -14061211.312955 + Penalty 3775.819745 = -14057435.493209 nChanged 3596 SP:Iteration 2Q (5290.017593 sec): 3 clusters Score: Raw -14061996.781804 + Penalty 3775.819745 = -14058220.962058 nChanged 3571 SP:Iteration 3Q (5290.209686 sec): 3 clusters Score: Raw -14062849.215578 + Penalty 3775.819745 = -14059073.395833 nChanged 3714 SP:Iteration 4Q (5290.396188 sec): 3 clusters Score: Raw -14063902.038618 + Penalty 3775.819745 = -14060126.218873 nChanged 4232 SP:Iteration 5Q (5290.583505 sec): 3 clusters Score: Raw -14065330.823966 + Penalty 3775.819745 = -14061555.004220 nChanged 4963 SP:Iteration 6Q (5290.777231 sec): 3 clusters Score: Raw -14067412.050093 + Penalty 3775.819745 = -14063636.230348 nChanged 6010 SP:Iteration 7F (5290.956029 sec): 3 clusters Score: Raw -14070607.484870 + Penalty 3775.819745 = -14066831.665125 nChanged 7166 SP:Iteration 8F (5291.130795 sec): 3 clusters Score: Raw -14075441.455882 + Penalty 3775.819745 = -14071665.636136 nChanged 7835 SP:Iteration 9F (5291.332156 sec): 3 clusters Score: Raw -14081755.395272 + Penalty 3775.819745 = -14077979.575526 nChanged 7371 SP:Iteration 10F (5291.504423 sec): 3 clusters Score: Raw -14088212.099924 + Penalty 3775.819745 = -14084436.280178 nChanged 5714 SP:Iteration 11F (5291.678436 sec): 3 clusters Score: Raw -14093201.439035 + Penalty 3775.819745 = -14089425.619290 nChanged 4031 SP:Iteration 12Q (5291.848825 sec): 3 clusters Score: Raw -14096378.642062 + Penalty 3775.819745 = -14092602.822317 nChanged 2830 SP:Iteration 13Q (5292.011751 sec): 3 clusters Score: Raw -14098349.949284 + Penalty 3775.819745 = -14094574.129539 nChanged 2101 SP:Iteration 14Q (5292.169806 sec): 3 clusters Score: Raw -14099692.163732 + Penalty 3775.819745 = -14095916.343987 nChanged 1654 SP:Iteration 15Q (5292.325189 sec): 3 clusters Score: Raw -14100672.237075 + Penalty 3775.819745 = -14096896.417329 nChanged 1293 SP:Iteration 16Q (5292.476568 sec): 3 clusters Score: Raw -14101405.310287 + Penalty 3775.819745 = -14097629.490542 nChanged 996 SP:Iteration 17Q (5292.625668 sec): 3 clusters Score: Raw -14101947.626142 + Penalty 3775.819745 = -14098171.806397 nChanged 745 SP:Iteration 18Q (5292.772555 sec): 3 clusters Score: Raw -14102314.089154 + Penalty 3775.819745 = -14098538.269408 nChanged 575 SP:Iteration 19Q (5292.916907 sec): 3 clusters Score: Raw -14102565.893781 + Penalty 3775.819745 = -14098790.074036 nChanged 431 SP:Iteration 20F (5293.087236 sec): 3 clusters Score: Raw -14102757.666735 + Penalty 3775.819745 = -14098981.846990 nChanged 317 SP:Iteration 21Q (5293.231180 sec): 3 clusters Score: Raw -14102884.359610 + Penalty 3775.819745 = -14099108.539865 nChanged 203 SP:Iteration 22Q (5293.376923 sec): 3 clusters Score: Raw -14102961.844736 + Penalty 3775.819745 = -14099186.024991 nChanged 163 SP:Iteration 23Q (5293.518346 sec): 3 clusters Score: Raw -14103024.845085 + Penalty 3775.819745 = -14099249.025339 nChanged 117 SP:Iteration 24Q (5293.659723 sec): 3 clusters Score: Raw -14103069.627114 + Penalty 3775.819745 = -14099293.807368 nChanged 106 SP:Iteration 25Q (5293.800601 sec): 3 clusters Score: Raw -14103107.879043 + Penalty 3775.819745 = -14099332.059298 nChanged 92 SP:Iteration 26Q (5293.961630 sec): 3 clusters Score: Raw -14103140.924721 + Penalty 3775.819745 = -14099365.104976 nChanged 78 SP:Iteration 27Q (5294.102843 sec): 3 clusters Score: Raw -14103165.726624 + Penalty 3775.819745 = -14099389.906878 nChanged 48 SP:Iteration 28Q (5294.243199 sec): 3 clusters Score: Raw -14103181.792929 + Penalty 3775.819745 = -14099405.973183 nChanged 53 SP:Iteration 29Q (5294.384477 sec): 3 clusters Score: Raw -14103200.569906 + Penalty 3775.819745 = -14099424.750161 nChanged 52 SP:Iteration 30Q (5294.548840 sec): 3 clusters Score: Raw -14103218.923623 + Penalty 3775.819745 = -14099443.103878 nChanged 43 SP:Iteration 31Q (5294.696743 sec): 3 clusters Score: Raw -14103230.620486 + Penalty 3775.819745 = -14099454.800741 nChanged 26 SP:Iteration 32Q (5294.837777 sec): 3 clusters Score: Raw -14103237.927896 + Penalty 3775.819745 = -14099462.108151 nChanged 25 SP:Iteration 33Q (5294.979155 sec): 3 clusters Score: Raw -14103245.391867 + Penalty 3775.819745 = -14099469.572121 nChanged 20 SP:Iteration 34Q (5295.120000 sec): 3 clusters Score: Raw -14103250.788666 + Penalty 3775.819745 = -14099474.968920 nChanged 22 SP:Iteration 35Q (5295.260262 sec): 3 clusters Score: Raw -14103256.637374 + Penalty 3775.819745 = -14099480.817628 nChanged 15 SP:Iteration 36Q (5295.400643 sec): 3 clusters Score: Raw -14103261.182542 + Penalty 3775.819745 = -14099485.362797 nChanged 10 SP:Iteration 37Q (5295.540812 sec): 3 clusters Score: Raw -14103263.402430 + Penalty 3775.819745 = -14099487.582685 nChanged 2 SP:Iteration 38Q (5295.681044 sec): 3 clusters Score: Raw -14103263.970257 + Penalty 3775.819745 = -14099488.150512 nChanged 5 SP:Iteration 39Q (5295.820612 sec): 3 clusters Score: Raw -14103265.167675 + Penalty 3775.819745 = -14099489.347930 nChanged 2 SP:Iteration 40F (5295.992664 sec): 3 clusters Score: Raw -14103265.480404 + Penalty 3775.819745 = -14099489.660658 nChanged 3 SP:Iteration 41Q (5296.134505 sec): 3 clusters Score: Raw -14103265.795101 + Penalty 3775.819745 = -14099489.975356 nChanged 2 SP:Iteration 42Q (5296.276111 sec): 3 clusters Score: Raw -14103266.168246 + Penalty 3775.819745 = -14099490.348501 nChanged 1 SP:Iteration 43Q (5296.416851 sec): 3 clusters Score: Raw -14103266.325950 + Penalty 3775.819745 = -14099490.506205 nChanged 1 SP:Iteration 44Q (5296.558634 sec): 3 clusters Score: Raw -14103266.549986 + Penalty 3775.819745 = -14099490.730240 nChanged 0 SP:Iteration 45F (5296.730798 sec): 3 clusters Score: Raw -14103266.549986 + Penalty 3775.819745 = -14099490.730240 nChanged 0 Trying to split cluster 10 (1912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5296.741415 sec): 2 clusters Score: Raw -221249.643511 + Penalty 1227.834578 = -220021.808933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5296.751466 sec): 3 clusters Score: Raw -220444.315778 + Penalty 2455.669155 = -217988.646622 nChanged 663 SP:Iteration 1F (5296.761084 sec): 3 clusters Score: Raw -221012.190237 + Penalty 2455.669155 = -218556.521082 nChanged 189 SP:Iteration 2F (5296.770688 sec): 3 clusters Score: Raw -221247.777305 + Penalty 2455.669155 = -218792.108150 nChanged 134 SP:Iteration 3F (5296.780281 sec): 3 clusters Score: Raw -221422.777705 + Penalty 2455.669155 = -218967.108549 nChanged 101 SP:Iteration 4F (5296.791733 sec): 3 clusters Score: Raw -221515.295923 + Penalty 2455.669155 = -219059.626768 nChanged 54 SP:Iteration 5Q (5296.801246 sec): 3 clusters Score: Raw -221555.690693 + Penalty 2455.669155 = -219100.021537 nChanged 29 SP:Iteration 6Q (5296.810731 sec): 3 clusters Score: Raw -221574.510335 + Penalty 2455.669155 = -219118.841180 nChanged 26 SP:Iteration 7Q (5296.820246 sec): 3 clusters Score: Raw -221590.398203 + Penalty 2455.669155 = -219134.729048 nChanged 21 SP:Iteration 8Q (5296.829708 sec): 3 clusters Score: Raw -221608.051794 + Penalty 2455.669155 = -219152.382639 nChanged 18 SP:Iteration 9Q (5296.839170 sec): 3 clusters Score: Raw -221627.478284 + Penalty 2455.669155 = -219171.809129 nChanged 20 SP:Iteration 10Q (5296.848639 sec): 3 clusters Score: Raw -221650.025224 + Penalty 2455.669155 = -219194.356068 nChanged 19 SP:Iteration 11Q (5296.858018 sec): 3 clusters Score: Raw -221665.965183 + Penalty 2455.669155 = -219210.296028 nChanged 24 SP:Iteration 12Q (5296.867434 sec): 3 clusters Score: Raw -221696.623387 + Penalty 2455.669155 = -219240.954232 nChanged 35 SP:Iteration 13Q (5296.876739 sec): 3 clusters Score: Raw -221733.993173 + Penalty 2455.669155 = -219278.324018 nChanged 31 SP:Iteration 14Q (5296.891662 sec): 3 clusters Score: Raw -221761.321967 + Penalty 2455.669155 = -219305.652811 nChanged 37 SP:Iteration 15Q (5296.901099 sec): 3 clusters Score: Raw -221794.059164 + Penalty 2455.669155 = -219338.390009 nChanged 29 SP:Iteration 16Q (5296.911353 sec): 3 clusters Score: Raw -221814.130330 + Penalty 2455.669155 = -219358.461175 nChanged 22 SP:Iteration 17Q (5296.923231 sec): 3 clusters Score: Raw -221830.241743 + Penalty 2455.669155 = -219374.572587 nChanged 19 SP:Iteration 18Q (5296.932632 sec): 3 clusters Score: Raw -221843.300540 + Penalty 2455.669155 = -219387.631384 nChanged 17 SP:Iteration 19Q (5296.941987 sec): 3 clusters Score: Raw -221852.604918 + Penalty 2455.669155 = -219396.935763 nChanged 17 SP:Iteration 20F (5296.951592 sec): 3 clusters Score: Raw -221859.441211 + Penalty 2455.669155 = -219403.772056 nChanged 7 SP:Iteration 21Q (5296.960904 sec): 3 clusters Score: Raw -221863.563363 + Penalty 2455.669155 = -219407.894208 nChanged 5 SP:Iteration 22Q (5296.970293 sec): 3 clusters Score: Raw -221867.062909 + Penalty 2455.669155 = -219411.393754 nChanged 6 SP:Iteration 23Q (5296.979527 sec): 3 clusters Score: Raw -221869.230378 + Penalty 2455.669155 = -219413.561223 nChanged 4 SP:Iteration 24Q (5296.988922 sec): 3 clusters Score: Raw -221872.670516 + Penalty 2455.669155 = -219417.001360 nChanged 6 SP:Iteration 25Q (5296.998227 sec): 3 clusters Score: Raw -221875.736504 + Penalty 2455.669155 = -219420.067348 nChanged 4 SP:Iteration 26Q (5297.007579 sec): 3 clusters Score: Raw -221879.104588 + Penalty 2455.669155 = -219423.435433 nChanged 6 SP:Iteration 27Q (5297.022092 sec): 3 clusters Score: Raw -221883.802466 + Penalty 2455.669155 = -219428.133311 nChanged 7 SP:Iteration 28Q (5297.031424 sec): 3 clusters Score: Raw -221886.602795 + Penalty 2455.669155 = -219430.933639 nChanged 4 SP:Iteration 29Q (5297.040844 sec): 3 clusters Score: Raw -221888.080664 + Penalty 2455.669155 = -219432.411509 nChanged 5 SP:Iteration 30Q (5297.050168 sec): 3 clusters Score: Raw -221889.726184 + Penalty 2455.669155 = -219434.057029 nChanged 3 SP:Iteration 31Q (5297.059464 sec): 3 clusters Score: Raw -221891.826690 + Penalty 2455.669155 = -219436.157534 nChanged 2 SP:Iteration 32Q (5297.069573 sec): 3 clusters Score: Raw -221894.029221 + Penalty 2455.669155 = -219438.360065 nChanged 3 SP:Iteration 33Q (5297.078952 sec): 3 clusters Score: Raw -221895.311840 + Penalty 2455.669155 = -219439.642684 nChanged 3 SP:Iteration 34Q (5297.087767 sec): 3 clusters Score: Raw -221897.376832 + Penalty 2455.669155 = -219441.707677 nChanged 4 SP:Iteration 35Q (5297.099916 sec): 3 clusters Score: Raw -221899.597471 + Penalty 2455.669155 = -219443.928316 nChanged 1 SP:Iteration 36Q (5297.109212 sec): 3 clusters Score: Raw -221900.335199 + Penalty 2455.669155 = -219444.666044 nChanged 0 SP:Iteration 37F (5297.118793 sec): 3 clusters Score: Raw -221900.335199 + Penalty 2455.669155 = -219444.666044 nChanged 0 Trying to split cluster 11 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5297.129536 sec): 2 clusters Score: Raw -21683.815899 + Penalty 871.209977 = -20812.605923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5297.131372 sec): 3 clusters Score: Raw -21950.423822 + Penalty 1742.419954 = -20208.003868 nChanged 28 SP:Iteration 1F (5297.133035 sec): 3 clusters Score: Raw -22084.056958 + Penalty 1742.419954 = -20341.637004 nChanged 8 SP:Iteration 2Q (5297.134652 sec): 3 clusters Score: Raw -22107.065880 + Penalty 1742.419954 = -20364.645926 nChanged 2 SP:Iteration 3Q (5297.136255 sec): 3 clusters Score: Raw -22110.828434 + Penalty 1742.419954 = -20368.408480 nChanged 1 SP:Iteration 4Q (5297.137870 sec): 3 clusters Score: Raw -22115.720573 + Penalty 1742.419954 = -20373.300619 nChanged 2 SP:Iteration 5Q (5297.139455 sec): 3 clusters Score: Raw -22140.894002 + Penalty 1742.419954 = -20398.474048 nChanged 4 SP:Iteration 6Q (5297.141045 sec): 3 clusters Score: Raw -22192.864623 + Penalty 1742.419954 = -20450.444669 nChanged 2 SP:Iteration 7Q (5297.142655 sec): 3 clusters Score: Raw -22198.892429 + Penalty 1742.419954 = -20456.472476 nChanged 0 SP:Iteration 8F (5297.144323 sec): 3 clusters Score: Raw -22198.892429 + Penalty 1742.419954 = -20456.472476 nChanged 0 Trying to split cluster 12 (36527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5297.204684 sec): 2 clusters Score: Raw -4558363.339370 + Penalty 1707.193636 = -4556656.145733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5297.279992 sec): 3 clusters Score: Raw -4535625.397069 + Penalty 3414.387272 = -4532211.009796 nChanged 16943 SP:Iteration 1F (5297.349464 sec): 3 clusters Score: Raw -4545513.220927 + Penalty 3414.387272 = -4542098.833654 nChanged 1938 SP:Iteration 2F (5297.418774 sec): 3 clusters Score: Raw -4546464.558179 + Penalty 3414.387272 = -4543050.170906 nChanged 2065 SP:Iteration 3F (5297.491497 sec): 3 clusters Score: Raw -4547644.761625 + Penalty 3414.387272 = -4544230.374352 nChanged 2249 SP:Iteration 4F (5297.568955 sec): 3 clusters Score: Raw -4549101.004920 + Penalty 3414.387272 = -4545686.617648 nChanged 2365 SP:Iteration 5F (5297.645306 sec): 3 clusters Score: Raw -4550802.596086 + Penalty 3414.387272 = -4547388.208814 nChanged 2367 SP:Iteration 6F (5297.714563 sec): 3 clusters Score: Raw -4552671.459294 + Penalty 3414.387272 = -4549257.072022 nChanged 2107 SP:Iteration 7F (5297.783098 sec): 3 clusters Score: Raw -4554330.365457 + Penalty 3414.387272 = -4550915.978185 nChanged 1696 SP:Iteration 8Q (5297.852873 sec): 3 clusters Score: Raw -4555618.785869 + Penalty 3414.387272 = -4552204.398597 nChanged 1284 SP:Iteration 9Q (5297.925847 sec): 3 clusters Score: Raw -4556470.237723 + Penalty 3414.387272 = -4553055.850451 nChanged 934 SP:Iteration 10Q (5298.016717 sec): 3 clusters Score: Raw -4557019.458816 + Penalty 3414.387272 = -4553605.071543 nChanged 688 SP:Iteration 11Q (5298.086108 sec): 3 clusters Score: Raw -4557401.890347 + Penalty 3414.387272 = -4553987.503074 nChanged 575 SP:Iteration 12Q (5298.149887 sec): 3 clusters Score: Raw -4557699.670816 + Penalty 3414.387272 = -4554285.283544 nChanged 506 SP:Iteration 13Q (5298.213311 sec): 3 clusters Score: Raw -4557958.228993 + Penalty 3414.387272 = -4554543.841721 nChanged 416 SP:Iteration 14Q (5298.278816 sec): 3 clusters Score: Raw -4558138.646612 + Penalty 3414.387272 = -4554724.259340 nChanged 345 SP:Iteration 15Q (5298.340702 sec): 3 clusters Score: Raw -4558271.355673 + Penalty 3414.387272 = -4554856.968401 nChanged 293 SP:Iteration 16Q (5298.431346 sec): 3 clusters Score: Raw -4558373.694352 + Penalty 3414.387272 = -4554959.307079 nChanged 247 SP:Iteration 17Q (5298.497781 sec): 3 clusters Score: Raw -4558451.552571 + Penalty 3414.387272 = -4555037.165299 nChanged 205 SP:Iteration 18Q (5298.562402 sec): 3 clusters Score: Raw -4558515.380511 + Penalty 3414.387272 = -4555100.993239 nChanged 200 SP:Iteration 19Q (5298.627492 sec): 3 clusters Score: Raw -4558574.527823 + Penalty 3414.387272 = -4555160.140551 nChanged 173 SP:Iteration 20F (5298.697377 sec): 3 clusters Score: Raw -4558619.673148 + Penalty 3414.387272 = -4555205.285876 nChanged 148 SP:Iteration 21Q (5298.758969 sec): 3 clusters Score: Raw -4558655.378797 + Penalty 3414.387272 = -4555240.991524 nChanged 137 SP:Iteration 22Q (5298.820391 sec): 3 clusters Score: Raw -4558684.635367 + Penalty 3414.387272 = -4555270.248095 nChanged 100 SP:Iteration 23Q (5298.908055 sec): 3 clusters Score: Raw -4558706.778620 + Penalty 3414.387272 = -4555292.391347 nChanged 85 SP:Iteration 24Q (5299.001285 sec): 3 clusters Score: Raw -4558726.680352 + Penalty 3414.387272 = -4555312.293080 nChanged 99 SP:Iteration 25Q (5299.083803 sec): 3 clusters Score: Raw -4558750.851377 + Penalty 3414.387272 = -4555336.464105 nChanged 95 SP:Iteration 26Q (5299.144444 sec): 3 clusters Score: Raw -4558772.478565 + Penalty 3414.387272 = -4555358.091292 nChanged 83 SP:Iteration 27Q (5299.228807 sec): 3 clusters Score: Raw -4558790.147842 + Penalty 3414.387272 = -4555375.760570 nChanged 84 SP:Iteration 28Q (5299.293759 sec): 3 clusters Score: Raw -4558806.419600 + Penalty 3414.387272 = -4555392.032327 nChanged 69 SP:Iteration 29Q (5299.373849 sec): 3 clusters Score: Raw -4558819.552276 + Penalty 3414.387272 = -4555405.165004 nChanged 58 SP:Iteration 30Q (5299.449614 sec): 3 clusters Score: Raw -4558830.061790 + Penalty 3414.387272 = -4555415.674518 nChanged 56 SP:Iteration 31Q (5299.509212 sec): 3 clusters Score: Raw -4558840.697817 + Penalty 3414.387272 = -4555426.310545 nChanged 62 SP:Iteration 32Q (5299.569905 sec): 3 clusters Score: Raw -4558851.324883 + Penalty 3414.387272 = -4555436.937610 nChanged 47 SP:Iteration 33Q (5299.630911 sec): 3 clusters Score: Raw -4558860.922466 + Penalty 3414.387272 = -4555446.535194 nChanged 43 SP:Iteration 34Q (5299.715689 sec): 3 clusters Score: Raw -4558868.527854 + Penalty 3414.387272 = -4555454.140581 nChanged 46 SP:Iteration 35Q (5299.775878 sec): 3 clusters Score: Raw -4558877.120922 + Penalty 3414.387272 = -4555462.733650 nChanged 52 SP:Iteration 36Q (5299.836161 sec): 3 clusters Score: Raw -4558885.341800 + Penalty 3414.387272 = -4555470.954528 nChanged 40 SP:Iteration 37Q (5299.895747 sec): 3 clusters Score: Raw -4558892.230441 + Penalty 3414.387272 = -4555477.843168 nChanged 38 SP:Iteration 38Q (5299.955676 sec): 3 clusters Score: Raw -4558899.579252 + Penalty 3414.387272 = -4555485.191980 nChanged 46 SP:Iteration 39Q (5300.016097 sec): 3 clusters Score: Raw -4558907.700877 + Penalty 3414.387272 = -4555493.313605 nChanged 37 SP:Iteration 40F (5300.085037 sec): 3 clusters Score: Raw -4558913.419572 + Penalty 3414.387272 = -4555499.032300 nChanged 36 SP:Iteration 41Q (5300.145215 sec): 3 clusters Score: Raw -4558917.934112 + Penalty 3414.387272 = -4555503.546839 nChanged 31 SP:Iteration 42Q (5300.205033 sec): 3 clusters Score: Raw -4558922.118793 + Penalty 3414.387272 = -4555507.731520 nChanged 32 SP:Iteration 43Q (5300.267148 sec): 3 clusters Score: Raw -4558925.544390 + Penalty 3414.387272 = -4555511.157118 nChanged 20 SP:Iteration 44Q (5300.326996 sec): 3 clusters Score: Raw -4558928.739097 + Penalty 3414.387272 = -4555514.351824 nChanged 26 SP:Iteration 45Q (5300.387336 sec): 3 clusters Score: Raw -4558932.358168 + Penalty 3414.387272 = -4555517.970895 nChanged 24 SP:Iteration 46Q (5300.446919 sec): 3 clusters Score: Raw -4558936.980896 + Penalty 3414.387272 = -4555522.593624 nChanged 28 SP:Iteration 47Q (5300.506366 sec): 3 clusters Score: Raw -4558941.362683 + Penalty 3414.387272 = -4555526.975411 nChanged 25 SP:Iteration 48Q (5300.566371 sec): 3 clusters Score: Raw -4558945.161694 + Penalty 3414.387272 = -4555530.774422 nChanged 28 SP:Iteration 49Q (5300.651479 sec): 3 clusters Score: Raw -4558949.263065 + Penalty 3414.387272 = -4555534.875792 nChanged 30 SP:Iteration 50Q (5300.714711 sec): 3 clusters Score: Raw -4558953.796455 + Penalty 3414.387272 = -4555539.409183 nChanged 30 SP:Iteration 51Q (5300.774975 sec): 3 clusters Score: Raw -4558957.395687 + Penalty 3414.387272 = -4555543.008415 nChanged 24 SP:Iteration 52Q (5300.834369 sec): 3 clusters Score: Raw -4558961.083946 + Penalty 3414.387272 = -4555546.696674 nChanged 22 SP:Iteration 53Q (5300.895933 sec): 3 clusters Score: Raw -4558964.274269 + Penalty 3414.387272 = -4555549.886997 nChanged 17 SP:Iteration 54Q (5300.954459 sec): 3 clusters Score: Raw -4558966.609840 + Penalty 3414.387272 = -4555552.222567 nChanged 17 SP:Iteration 55Q (5301.014580 sec): 3 clusters Score: Raw -4558970.277517 + Penalty 3414.387272 = -4555555.890244 nChanged 21 SP:Iteration 56Q (5301.083584 sec): 3 clusters Score: Raw -4558974.248161 + Penalty 3414.387272 = -4555559.860888 nChanged 26 SP:Iteration 57Q (5301.142588 sec): 3 clusters Score: Raw -4558978.573560 + Penalty 3414.387272 = -4555564.186288 nChanged 27 SP:Iteration 58Q (5301.202544 sec): 3 clusters Score: Raw -4558983.001101 + Penalty 3414.387272 = -4555568.613829 nChanged 29 SP:Iteration 59Q (5301.263945 sec): 3 clusters Score: Raw -4558988.002391 + Penalty 3414.387272 = -4555573.615118 nChanged 25 SP:Iteration 60F (5301.331628 sec): 3 clusters Score: Raw -4558991.496883 + Penalty 3414.387272 = -4555577.109611 nChanged 23 SP:Iteration 61Q (5301.394428 sec): 3 clusters Score: Raw -4558995.097638 + Penalty 3414.387272 = -4555580.710365 nChanged 28 SP:Iteration 62Q (5301.454001 sec): 3 clusters Score: Raw -4558999.334199 + Penalty 3414.387272 = -4555584.946927 nChanged 22 SP:Iteration 63Q (5301.514992 sec): 3 clusters Score: Raw -4559002.639244 + Penalty 3414.387272 = -4555588.251972 nChanged 14 SP:Iteration 64Q (5301.585176 sec): 3 clusters Score: Raw -4559004.668971 + Penalty 3414.387272 = -4555590.281699 nChanged 10 SP:Iteration 65Q (5301.645646 sec): 3 clusters Score: Raw -4559005.877824 + Penalty 3414.387272 = -4555591.490552 nChanged 8 SP:Iteration 66Q (5301.710791 sec): 3 clusters Score: Raw -4559007.276071 + Penalty 3414.387272 = -4555592.888798 nChanged 5 SP:Iteration 67Q (5301.785623 sec): 3 clusters Score: Raw -4559007.818871 + Penalty 3414.387272 = -4555593.431598 nChanged 3 SP:Iteration 68Q (5301.844364 sec): 3 clusters Score: Raw -4559008.375604 + Penalty 3414.387272 = -4555593.988331 nChanged 4 SP:Iteration 69Q (5301.904063 sec): 3 clusters Score: Raw -4559008.688153 + Penalty 3414.387272 = -4555594.300880 nChanged 7 SP:Iteration 70Q (5301.975030 sec): 3 clusters Score: Raw -4559009.640963 + Penalty 3414.387272 = -4555595.253690 nChanged 5 SP:Iteration 71Q (5302.068148 sec): 3 clusters Score: Raw -4559010.039200 + Penalty 3414.387272 = -4555595.651927 nChanged 3 SP:Iteration 72Q (5302.134552 sec): 3 clusters Score: Raw -4559010.641658 + Penalty 3414.387272 = -4555596.254385 nChanged 6 SP:Iteration 73Q (5302.219628 sec): 3 clusters Score: Raw -4559011.263623 + Penalty 3414.387272 = -4555596.876350 nChanged 1 SP:Iteration 74Q (5302.287747 sec): 3 clusters Score: Raw -4559011.433448 + Penalty 3414.387272 = -4555597.046175 nChanged 2 SP:Iteration 75Q (5302.352757 sec): 3 clusters Score: Raw -4559011.779301 + Penalty 3414.387272 = -4555597.392029 nChanged 4 SP:Iteration 76Q (5302.412605 sec): 3 clusters Score: Raw -4559012.091275 + Penalty 3414.387272 = -4555597.704002 nChanged 6 SP:Iteration 77Q (5302.475801 sec): 3 clusters Score: Raw -4559012.981162 + Penalty 3414.387272 = -4555598.593890 nChanged 9 SP:Iteration 78Q (5302.547334 sec): 3 clusters Score: Raw -4559014.105947 + Penalty 3414.387272 = -4555599.718674 nChanged 6 SP:Iteration 79Q (5302.606337 sec): 3 clusters Score: Raw -4559015.150145 + Penalty 3414.387272 = -4555600.762873 nChanged 6 SP:Iteration 80F (5302.698768 sec): 3 clusters Score: Raw -4559016.441969 + Penalty 3414.387272 = -4555602.054696 nChanged 8 SP:Iteration 81Q (5302.757714 sec): 3 clusters Score: Raw -4559017.228023 + Penalty 3414.387272 = -4555602.840751 nChanged 4 SP:Iteration 82Q (5302.817618 sec): 3 clusters Score: Raw -4559017.634370 + Penalty 3414.387272 = -4555603.247097 nChanged 4 SP:Iteration 83Q (5302.890352 sec): 3 clusters Score: Raw -4559017.996391 + Penalty 3414.387272 = -4555603.609118 nChanged 8 SP:Iteration 84Q (5302.949390 sec): 3 clusters Score: Raw -4559018.769123 + Penalty 3414.387272 = -4555604.381851 nChanged 5 SP:Iteration 85Q (5303.013371 sec): 3 clusters Score: Raw -4559019.305605 + Penalty 3414.387272 = -4555604.918333 nChanged 8 SP:Iteration 86Q (5303.071873 sec): 3 clusters Score: Raw -4559019.910129 + Penalty 3414.387272 = -4555605.522856 nChanged 5 SP:Iteration 87Q (5303.130634 sec): 3 clusters Score: Raw -4559020.334819 + Penalty 3414.387272 = -4555605.947547 nChanged 7 SP:Iteration 88Q (5303.207871 sec): 3 clusters Score: Raw -4559020.974058 + Penalty 3414.387272 = -4555606.586785 nChanged 3 SP:Iteration 89Q (5303.266577 sec): 3 clusters Score: Raw -4559021.258444 + Penalty 3414.387272 = -4555606.871171 nChanged 5 SP:Iteration 90Q (5303.326322 sec): 3 clusters Score: Raw -4559021.820792 + Penalty 3414.387272 = -4555607.433520 nChanged 4 SP:Iteration 91Q (5303.385204 sec): 3 clusters Score: Raw -4559022.411037 + Penalty 3414.387272 = -4555608.023764 nChanged 6 SP:Iteration 92Q (5303.444571 sec): 3 clusters Score: Raw -4559023.396105 + Penalty 3414.387272 = -4555609.008833 nChanged 6 SP:Iteration 93Q (5303.504150 sec): 3 clusters Score: Raw -4559024.106687 + Penalty 3414.387272 = -4555609.719414 nChanged 5 SP:Iteration 94Q (5303.563285 sec): 3 clusters Score: Raw -4559024.846083 + Penalty 3414.387272 = -4555610.458810 nChanged 5 SP:Iteration 95Q (5303.622983 sec): 3 clusters Score: Raw -4559025.408505 + Penalty 3414.387272 = -4555611.021233 nChanged 2 SP:Iteration 96Q (5303.687518 sec): 3 clusters Score: Raw -4559025.612867 + Penalty 3414.387272 = -4555611.225595 nChanged 0 SP:Iteration 97F (5303.755208 sec): 3 clusters Score: Raw -4559025.612867 + Penalty 3414.387272 = -4555611.225595 nChanged 0 Trying to split cluster 13 (7159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5303.771079 sec): 2 clusters Score: Raw -903740.081240 + Penalty 1442.370408 = -902297.710832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5303.795136 sec): 3 clusters Score: Raw -899805.733799 + Penalty 2884.740815 = -896920.992984 nChanged 3074 SP:Iteration 1F (5303.822485 sec): 3 clusters Score: Raw -901471.481999 + Penalty 2884.740815 = -898586.741184 nChanged 489 SP:Iteration 2F (5303.847624 sec): 3 clusters Score: Raw -901727.752718 + Penalty 2884.740815 = -898843.011902 nChanged 419 SP:Iteration 3F (5303.870962 sec): 3 clusters Score: Raw -901978.841275 + Penalty 2884.740815 = -899094.100459 nChanged 440 SP:Iteration 4F (5303.894576 sec): 3 clusters Score: Raw -902246.842965 + Penalty 2884.740815 = -899362.102149 nChanged 419 SP:Iteration 5F (5303.918128 sec): 3 clusters Score: Raw -902510.086466 + Penalty 2884.740815 = -899625.345651 nChanged 382 SP:Iteration 6F (5303.941635 sec): 3 clusters Score: Raw -902785.789062 + Penalty 2884.740815 = -899901.048247 nChanged 379 SP:Iteration 7F (5303.964964 sec): 3 clusters Score: Raw -903082.061736 + Penalty 2884.740815 = -900197.320921 nChanged 356 SP:Iteration 8Q (5303.991584 sec): 3 clusters Score: Raw -903358.106565 + Penalty 2884.740815 = -900473.365750 nChanged 304 SP:Iteration 9Q (5304.022228 sec): 3 clusters Score: Raw -903600.136391 + Penalty 2884.740815 = -900715.395576 nChanged 275 SP:Iteration 10Q (5304.045387 sec): 3 clusters Score: Raw -903818.813053 + Penalty 2884.740815 = -900934.072238 nChanged 223 SP:Iteration 11Q (5304.068696 sec): 3 clusters Score: Raw -903998.620297 + Penalty 2884.740815 = -901113.879482 nChanged 166 SP:Iteration 12Q (5304.091834 sec): 3 clusters Score: Raw -904118.816431 + Penalty 2884.740815 = -901234.075616 nChanged 117 SP:Iteration 13Q (5304.139229 sec): 3 clusters Score: Raw -904191.107519 + Penalty 2884.740815 = -901306.366704 nChanged 94 SP:Iteration 14Q (5304.181668 sec): 3 clusters Score: Raw -904238.904837 + Penalty 2884.740815 = -901354.164021 nChanged 62 SP:Iteration 15Q (5304.203976 sec): 3 clusters Score: Raw -904275.112422 + Penalty 2884.740815 = -901390.371607 nChanged 66 SP:Iteration 16Q (5304.226624 sec): 3 clusters Score: Raw -904309.079348 + Penalty 2884.740815 = -901424.338533 nChanged 55 SP:Iteration 17Q (5304.248895 sec): 3 clusters Score: Raw -904335.308207 + Penalty 2884.740815 = -901450.567392 nChanged 47 SP:Iteration 18Q (5304.271034 sec): 3 clusters Score: Raw -904353.476059 + Penalty 2884.740815 = -901468.735243 nChanged 37 SP:Iteration 19Q (5304.292960 sec): 3 clusters Score: Raw -904365.618156 + Penalty 2884.740815 = -901480.877341 nChanged 30 SP:Iteration 20F (5304.316367 sec): 3 clusters Score: Raw -904374.674880 + Penalty 2884.740815 = -901489.934065 nChanged 28 SP:Iteration 21Q (5304.343869 sec): 3 clusters Score: Raw -904385.281978 + Penalty 2884.740815 = -901500.541163 nChanged 22 SP:Iteration 22Q (5304.398963 sec): 3 clusters Score: Raw -904390.986487 + Penalty 2884.740815 = -901506.245672 nChanged 24 SP:Iteration 23Q (5304.459981 sec): 3 clusters Score: Raw -904397.520035 + Penalty 2884.740815 = -901512.779220 nChanged 20 SP:Iteration 24Q (5304.471193 sec): 3 clusters Score: Raw -904402.291428 + Penalty 2884.740815 = -901517.550613 nChanged 14 SP:Iteration 25Q (5304.500750 sec): 3 clusters Score: Raw -904405.477977 + Penalty 2884.740815 = -901520.737162 nChanged 6 SP:Iteration 26Q (5304.522356 sec): 3 clusters Score: Raw -904406.905479 + Penalty 2884.740815 = -901522.164663 nChanged 7 SP:Iteration 27Q (5304.544087 sec): 3 clusters Score: Raw -904408.255947 + Penalty 2884.740815 = -901523.515132 nChanged 7 SP:Iteration 28Q (5304.566484 sec): 3 clusters Score: Raw -904409.047208 + Penalty 2884.740815 = -901524.306393 nChanged 4 SP:Iteration 29Q (5304.588734 sec): 3 clusters Score: Raw -904409.674986 + Penalty 2884.740815 = -901524.934171 nChanged 9 SP:Iteration 30Q (5304.611524 sec): 3 clusters Score: Raw -904411.898151 + Penalty 2884.740815 = -901527.157335 nChanged 8 SP:Iteration 31Q (5304.633386 sec): 3 clusters Score: Raw -904414.616102 + Penalty 2884.740815 = -901529.875287 nChanged 9 SP:Iteration 32Q (5304.655345 sec): 3 clusters Score: Raw -904416.235739 + Penalty 2884.740815 = -901531.494924 nChanged 5 SP:Iteration 33Q (5304.677619 sec): 3 clusters Score: Raw -904418.343295 + Penalty 2884.740815 = -901533.602480 nChanged 7 SP:Iteration 34Q (5304.699863 sec): 3 clusters Score: Raw -904420.045016 + Penalty 2884.740815 = -901535.304200 nChanged 9 SP:Iteration 35Q (5304.726662 sec): 3 clusters Score: Raw -904421.867065 + Penalty 2884.740815 = -901537.126250 nChanged 6 SP:Iteration 36Q (5304.748654 sec): 3 clusters Score: Raw -904423.194671 + Penalty 2884.740815 = -901538.453856 nChanged 5 SP:Iteration 37Q (5304.774952 sec): 3 clusters Score: Raw -904424.326301 + Penalty 2884.740815 = -901539.585486 nChanged 5 SP:Iteration 38Q (5304.800436 sec): 3 clusters Score: Raw -904425.354238 + Penalty 2884.740815 = -901540.613423 nChanged 6 SP:Iteration 39Q (5304.822431 sec): 3 clusters Score: Raw -904426.907997 + Penalty 2884.740815 = -901542.167182 nChanged 7 SP:Iteration 40F (5304.880031 sec): 3 clusters Score: Raw -904429.104207 + Penalty 2884.740815 = -901544.363391 nChanged 6 SP:Iteration 41Q (5304.911286 sec): 3 clusters Score: Raw -904430.337746 + Penalty 2884.740815 = -901545.596931 nChanged 8 SP:Iteration 42Q (5304.933356 sec): 3 clusters Score: Raw -904432.105179 + Penalty 2884.740815 = -901547.364364 nChanged 7 SP:Iteration 43Q (5304.954890 sec): 3 clusters Score: Raw -904433.787209 + Penalty 2884.740815 = -901549.046394 nChanged 6 SP:Iteration 44Q (5304.976772 sec): 3 clusters Score: Raw -904435.028226 + Penalty 2884.740815 = -901550.287411 nChanged 3 SP:Iteration 45Q (5304.998757 sec): 3 clusters Score: Raw -904435.791982 + Penalty 2884.740815 = -901551.051166 nChanged 6 SP:Iteration 46Q (5305.020800 sec): 3 clusters Score: Raw -904436.938750 + Penalty 2884.740815 = -901552.197935 nChanged 5 SP:Iteration 47Q (5305.042702 sec): 3 clusters Score: Raw -904438.196452 + Penalty 2884.740815 = -901553.455637 nChanged 5 SP:Iteration 48Q (5305.064480 sec): 3 clusters Score: Raw -904439.780520 + Penalty 2884.740815 = -901555.039705 nChanged 3 SP:Iteration 49Q (5305.086437 sec): 3 clusters Score: Raw -904440.784739 + Penalty 2884.740815 = -901556.043924 nChanged 5 SP:Iteration 50Q (5305.108383 sec): 3 clusters Score: Raw -904442.122887 + Penalty 2884.740815 = -901557.382071 nChanged 6 SP:Iteration 51Q (5305.130359 sec): 3 clusters Score: Raw -904443.147437 + Penalty 2884.740815 = -901558.406622 nChanged 3 SP:Iteration 52Q (5305.179672 sec): 3 clusters Score: Raw -904444.137896 + Penalty 2884.740815 = -901559.397080 nChanged 3 SP:Iteration 53Q (5305.211042 sec): 3 clusters Score: Raw -904444.766734 + Penalty 2884.740815 = -901560.025919 nChanged 5 SP:Iteration 54Q (5305.232870 sec): 3 clusters Score: Raw -904446.136640 + Penalty 2884.740815 = -901561.395825 nChanged 2 SP:Iteration 55Q (5305.255064 sec): 3 clusters Score: Raw -904446.296680 + Penalty 2884.740815 = -901561.555865 nChanged 1 SP:Iteration 56Q (5305.277015 sec): 3 clusters Score: Raw -904446.369397 + Penalty 2884.740815 = -901561.628582 nChanged 0 SP:Iteration 57F (5305.300331 sec): 3 clusters Score: Raw -904446.369397 + Penalty 2884.740815 = -901561.628582 nChanged 0 Trying to split cluster 14 (6216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5305.320318 sec): 2 clusters Score: Raw -759289.436658 + Penalty 1419.418307 = -757870.018351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5305.345469 sec): 3 clusters Score: Raw -755952.295616 + Penalty 2838.836615 = -753113.459001 nChanged 2606 SP:Iteration 1F (5305.368617 sec): 3 clusters Score: Raw -757437.961784 + Penalty 2838.836615 = -754599.125169 nChanged 479 SP:Iteration 2F (5305.392971 sec): 3 clusters Score: Raw -757725.142313 + Penalty 2838.836615 = -754886.305698 nChanged 360 SP:Iteration 3F (5305.415484 sec): 3 clusters Score: Raw -757930.097851 + Penalty 2838.836615 = -755091.261236 nChanged 311 SP:Iteration 4F (5305.437932 sec): 3 clusters Score: Raw -758173.680511 + Penalty 2838.836615 = -755334.843896 nChanged 337 SP:Iteration 5F (5305.461297 sec): 3 clusters Score: Raw -758539.396470 + Penalty 2838.836615 = -755700.559855 nChanged 388 SP:Iteration 6F (5305.488397 sec): 3 clusters Score: Raw -758973.733266 + Penalty 2838.836615 = -756134.896651 nChanged 434 SP:Iteration 7F (5305.510345 sec): 3 clusters Score: Raw -759382.217593 + Penalty 2838.836615 = -756543.380978 nChanged 400 SP:Iteration 8F (5305.532585 sec): 3 clusters Score: Raw -759767.016934 + Penalty 2838.836615 = -756928.180319 nChanged 361 SP:Iteration 9F (5305.554166 sec): 3 clusters Score: Raw -760080.701533 + Penalty 2838.836615 = -757241.864918 nChanged 257 SP:Iteration 10Q (5305.576284 sec): 3 clusters Score: Raw -760272.418310 + Penalty 2838.836615 = -757433.581695 nChanged 177 SP:Iteration 11Q (5305.598378 sec): 3 clusters Score: Raw -760368.883854 + Penalty 2838.836615 = -757530.047240 nChanged 108 SP:Iteration 12Q (5305.629666 sec): 3 clusters Score: Raw -760420.109962 + Penalty 2838.836615 = -757581.273347 nChanged 86 SP:Iteration 13Q (5305.657558 sec): 3 clusters Score: Raw -760458.672252 + Penalty 2838.836615 = -757619.835637 nChanged 69 SP:Iteration 14Q (5305.679596 sec): 3 clusters Score: Raw -760485.048172 + Penalty 2838.836615 = -757646.211558 nChanged 53 SP:Iteration 15Q (5305.703100 sec): 3 clusters Score: Raw -760504.484658 + Penalty 2838.836615 = -757665.648044 nChanged 36 SP:Iteration 16Q (5305.724943 sec): 3 clusters Score: Raw -760516.515120 + Penalty 2838.836615 = -757677.678505 nChanged 32 SP:Iteration 17Q (5305.746815 sec): 3 clusters Score: Raw -760524.343166 + Penalty 2838.836615 = -757685.506551 nChanged 17 SP:Iteration 18Q (5305.771277 sec): 3 clusters Score: Raw -760528.037084 + Penalty 2838.836615 = -757689.200469 nChanged 17 SP:Iteration 19Q (5305.792864 sec): 3 clusters Score: Raw -760532.296324 + Penalty 2838.836615 = -757693.459709 nChanged 11 SP:Iteration 20F (5305.815534 sec): 3 clusters Score: Raw -760535.074701 + Penalty 2838.836615 = -757696.238087 nChanged 12 SP:Iteration 21Q (5305.837664 sec): 3 clusters Score: Raw -760537.028334 + Penalty 2838.836615 = -757698.191719 nChanged 9 SP:Iteration 22Q (5305.871876 sec): 3 clusters Score: Raw -760538.991712 + Penalty 2838.836615 = -757700.155097 nChanged 10 SP:Iteration 23Q (5305.893349 sec): 3 clusters Score: Raw -760540.674937 + Penalty 2838.836615 = -757701.838322 nChanged 12 SP:Iteration 24Q (5305.915067 sec): 3 clusters Score: Raw -760544.075590 + Penalty 2838.836615 = -757705.238975 nChanged 17 SP:Iteration 25Q (5305.946018 sec): 3 clusters Score: Raw -760548.501080 + Penalty 2838.836615 = -757709.664465 nChanged 12 SP:Iteration 26Q (5305.967594 sec): 3 clusters Score: Raw -760550.610198 + Penalty 2838.836615 = -757711.773583 nChanged 13 SP:Iteration 27Q (5305.988580 sec): 3 clusters Score: Raw -760552.554904 + Penalty 2838.836615 = -757713.718289 nChanged 10 SP:Iteration 28Q (5306.010347 sec): 3 clusters Score: Raw -760555.299649 + Penalty 2838.836615 = -757716.463034 nChanged 4 SP:Iteration 29Q (5306.032025 sec): 3 clusters Score: Raw -760556.378430 + Penalty 2838.836615 = -757717.541815 nChanged 3 SP:Iteration 30Q (5306.053912 sec): 3 clusters Score: Raw -760556.757080 + Penalty 2838.836615 = -757717.920465 nChanged 0 SP:Iteration 31F (5306.076193 sec): 3 clusters Score: Raw -760556.757080 + Penalty 2838.836615 = -757717.920465 nChanged 0 Trying to split cluster 15 (5743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5306.095714 sec): 2 clusters Score: Raw -723191.063567 + Penalty 1406.557263 = -721784.506304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5306.118107 sec): 3 clusters Score: Raw -720136.768222 + Penalty 2813.114525 = -717323.653697 nChanged 2375 SP:Iteration 1F (5306.139923 sec): 3 clusters Score: Raw -721468.557241 + Penalty 2813.114525 = -718655.442716 nChanged 411 SP:Iteration 2F (5306.161074 sec): 3 clusters Score: Raw -721719.936578 + Penalty 2813.114525 = -718906.822053 nChanged 356 SP:Iteration 3F (5306.185529 sec): 3 clusters Score: Raw -721921.130124 + Penalty 2813.114525 = -719108.015599 nChanged 313 SP:Iteration 4F (5306.233918 sec): 3 clusters Score: Raw -722110.923360 + Penalty 2813.114525 = -719297.808834 nChanged 297 SP:Iteration 5F (5306.286351 sec): 3 clusters Score: Raw -722312.025645 + Penalty 2813.114525 = -719498.911120 nChanged 273 SP:Iteration 6Q (5306.317523 sec): 3 clusters Score: Raw -722489.584489 + Penalty 2813.114525 = -719676.469964 nChanged 225 SP:Iteration 7Q (5306.347873 sec): 3 clusters Score: Raw -722630.106591 + Penalty 2813.114525 = -719816.992066 nChanged 180 SP:Iteration 8Q (5306.377929 sec): 3 clusters Score: Raw -722740.082472 + Penalty 2813.114525 = -719926.967947 nChanged 158 SP:Iteration 9Q (5306.402889 sec): 3 clusters Score: Raw -722818.546383 + Penalty 2813.114525 = -720005.431857 nChanged 138 SP:Iteration 10Q (5306.424517 sec): 3 clusters Score: Raw -722894.755041 + Penalty 2813.114525 = -720081.640516 nChanged 113 SP:Iteration 11Q (5306.448707 sec): 3 clusters Score: Raw -722958.023450 + Penalty 2813.114525 = -720144.908924 nChanged 113 SP:Iteration 12Q (5306.470612 sec): 3 clusters Score: Raw -723017.000303 + Penalty 2813.114525 = -720203.885778 nChanged 94 SP:Iteration 13Q (5306.492433 sec): 3 clusters Score: Raw -723065.883775 + Penalty 2813.114525 = -720252.769250 nChanged 75 SP:Iteration 14Q (5306.522356 sec): 3 clusters Score: Raw -723108.252392 + Penalty 2813.114525 = -720295.137866 nChanged 61 SP:Iteration 15Q (5306.543682 sec): 3 clusters Score: Raw -723146.836034 + Penalty 2813.114525 = -720333.721509 nChanged 70 SP:Iteration 16Q (5306.564429 sec): 3 clusters Score: Raw -723185.577789 + Penalty 2813.114525 = -720372.463264 nChanged 66 SP:Iteration 17Q (5306.585348 sec): 3 clusters Score: Raw -723220.277770 + Penalty 2813.114525 = -720407.163245 nChanged 49 SP:Iteration 18Q (5306.606494 sec): 3 clusters Score: Raw -723247.006838 + Penalty 2813.114525 = -720433.892313 nChanged 44 SP:Iteration 19Q (5306.627756 sec): 3 clusters Score: Raw -723275.994061 + Penalty 2813.114525 = -720462.879535 nChanged 39 SP:Iteration 20F (5306.649553 sec): 3 clusters Score: Raw -723295.652337 + Penalty 2813.114525 = -720482.537812 nChanged 33 SP:Iteration 21Q (5306.675421 sec): 3 clusters Score: Raw -723314.475865 + Penalty 2813.114525 = -720501.361339 nChanged 30 SP:Iteration 22Q (5306.697793 sec): 3 clusters Score: Raw -723331.862274 + Penalty 2813.114525 = -720518.747748 nChanged 24 SP:Iteration 23Q (5306.718598 sec): 3 clusters Score: Raw -723346.320227 + Penalty 2813.114525 = -720533.205701 nChanged 17 SP:Iteration 24Q (5306.752814 sec): 3 clusters Score: Raw -723354.767135 + Penalty 2813.114525 = -720541.652609 nChanged 11 SP:Iteration 25Q (5306.811174 sec): 3 clusters Score: Raw -723359.863883 + Penalty 2813.114525 = -720546.749358 nChanged 13 SP:Iteration 26Q (5306.844717 sec): 3 clusters Score: Raw -723367.309974 + Penalty 2813.114525 = -720554.195449 nChanged 14 SP:Iteration 27Q (5306.877089 sec): 3 clusters Score: Raw -723374.281373 + Penalty 2813.114525 = -720561.166848 nChanged 19 SP:Iteration 28Q (5306.905503 sec): 3 clusters Score: Raw -723383.181178 + Penalty 2813.114525 = -720570.066653 nChanged 18 SP:Iteration 29Q (5306.929752 sec): 3 clusters Score: Raw -723391.399302 + Penalty 2813.114525 = -720578.284777 nChanged 12 SP:Iteration 30Q (5306.950333 sec): 3 clusters Score: Raw -723396.335964 + Penalty 2813.114525 = -720583.221438 nChanged 14 SP:Iteration 31Q (5306.971089 sec): 3 clusters Score: Raw -723403.412887 + Penalty 2813.114525 = -720590.298362 nChanged 16 SP:Iteration 32Q (5306.991581 sec): 3 clusters Score: Raw -723412.186324 + Penalty 2813.114525 = -720599.071799 nChanged 17 SP:Iteration 33Q (5307.011538 sec): 3 clusters Score: Raw -723420.961177 + Penalty 2813.114525 = -720607.846652 nChanged 11 SP:Iteration 34Q (5307.031214 sec): 3 clusters Score: Raw -723425.892448 + Penalty 2813.114525 = -720612.777922 nChanged 5 SP:Iteration 35Q (5307.060711 sec): 3 clusters Score: Raw -723428.971931 + Penalty 2813.114525 = -720615.857405 nChanged 4 SP:Iteration 36Q (5307.084249 sec): 3 clusters Score: Raw -723431.268197 + Penalty 2813.114525 = -720618.153671 nChanged 4 SP:Iteration 37Q (5307.116632 sec): 3 clusters Score: Raw -723433.188033 + Penalty 2813.114525 = -720620.073508 nChanged 4 SP:Iteration 38Q (5307.135627 sec): 3 clusters Score: Raw -723435.047182 + Penalty 2813.114525 = -720621.932657 nChanged 1 SP:Iteration 39Q (5307.158062 sec): 3 clusters Score: Raw -723436.869084 + Penalty 2813.114525 = -720623.754559 nChanged 3 SP:Iteration 40F (5307.179983 sec): 3 clusters Score: Raw -723437.921008 + Penalty 2813.114525 = -720624.806483 nChanged 0 Trying to split cluster 16 (5023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5307.198864 sec): 2 clusters Score: Raw -626018.090567 + Penalty 1384.789680 = -624633.300888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5307.220097 sec): 3 clusters Score: Raw -623416.868256 + Penalty 2769.579359 = -620647.288897 nChanged 2034 SP:Iteration 1F (5307.240025 sec): 3 clusters Score: Raw -624553.499094 + Penalty 2769.579359 = -621783.919735 nChanged 400 SP:Iteration 2F (5307.259654 sec): 3 clusters Score: Raw -624785.102105 + Penalty 2769.579359 = -622015.522746 nChanged 280 SP:Iteration 3F (5307.289370 sec): 3 clusters Score: Raw -624917.583988 + Penalty 2769.579359 = -622148.004629 nChanged 190 SP:Iteration 4Q (5307.309374 sec): 3 clusters Score: Raw -625003.263741 + Penalty 2769.579359 = -622233.684382 nChanged 157 SP:Iteration 5Q (5307.356087 sec): 3 clusters Score: Raw -625074.781266 + Penalty 2769.579359 = -622305.201906 nChanged 147 SP:Iteration 6Q (5307.410723 sec): 3 clusters Score: Raw -625138.781465 + Penalty 2769.579359 = -622369.202105 nChanged 127 SP:Iteration 7Q (5307.430176 sec): 3 clusters Score: Raw -625195.033839 + Penalty 2769.579359 = -622425.454479 nChanged 108 SP:Iteration 8Q (5307.450168 sec): 3 clusters Score: Raw -625239.178157 + Penalty 2769.579359 = -622469.598798 nChanged 104 SP:Iteration 9Q (5307.469749 sec): 3 clusters Score: Raw -625287.827884 + Penalty 2769.579359 = -622518.248525 nChanged 110 SP:Iteration 10Q (5307.489588 sec): 3 clusters Score: Raw -625338.506829 + Penalty 2769.579359 = -622568.927470 nChanged 114 SP:Iteration 11Q (5307.509373 sec): 3 clusters Score: Raw -625392.045843 + Penalty 2769.579359 = -622622.466484 nChanged 119 SP:Iteration 12Q (5307.533899 sec): 3 clusters Score: Raw -625447.154943 + Penalty 2769.579359 = -622677.575584 nChanged 119 SP:Iteration 13Q (5307.557141 sec): 3 clusters Score: Raw -625504.563719 + Penalty 2769.579359 = -622734.984359 nChanged 113 SP:Iteration 14Q (5307.610075 sec): 3 clusters Score: Raw -625566.181540 + Penalty 2769.579359 = -622796.602181 nChanged 113 SP:Iteration 15Q (5307.634097 sec): 3 clusters Score: Raw -625624.435278 + Penalty 2769.579359 = -622854.855918 nChanged 111 SP:Iteration 16Q (5307.654375 sec): 3 clusters Score: Raw -625682.179225 + Penalty 2769.579359 = -622912.599866 nChanged 92 SP:Iteration 17Q (5307.710965 sec): 3 clusters Score: Raw -625737.135405 + Penalty 2769.579359 = -622967.556046 nChanged 101 SP:Iteration 18Q (5307.757340 sec): 3 clusters Score: Raw -625801.375561 + Penalty 2769.579359 = -623031.796201 nChanged 92 SP:Iteration 19Q (5307.778015 sec): 3 clusters Score: Raw -625868.028638 + Penalty 2769.579359 = -623098.449279 nChanged 98 SP:Iteration 20F (5307.799445 sec): 3 clusters Score: Raw -625926.912724 + Penalty 2769.579359 = -623157.333365 nChanged 80 SP:Iteration 21Q (5307.858017 sec): 3 clusters Score: Raw -625978.612425 + Penalty 2769.579359 = -623209.033066 nChanged 74 SP:Iteration 22Q (5307.910796 sec): 3 clusters Score: Raw -626022.832035 + Penalty 2769.579359 = -623253.252675 nChanged 73 SP:Iteration 23Q (5307.964825 sec): 3 clusters Score: Raw -626073.542252 + Penalty 2769.579359 = -623303.962893 nChanged 72 SP:Iteration 24Q (5307.993845 sec): 3 clusters Score: Raw -626121.975970 + Penalty 2769.579359 = -623352.396611 nChanged 52 SP:Iteration 25Q (5308.014449 sec): 3 clusters Score: Raw -626161.708549 + Penalty 2769.579359 = -623392.129189 nChanged 42 SP:Iteration 26Q (5308.033479 sec): 3 clusters Score: Raw -626195.629672 + Penalty 2769.579359 = -623426.050313 nChanged 33 SP:Iteration 27Q (5308.052218 sec): 3 clusters Score: Raw -626218.302192 + Penalty 2769.579359 = -623448.722833 nChanged 33 SP:Iteration 28Q (5308.071071 sec): 3 clusters Score: Raw -626239.004978 + Penalty 2769.579359 = -623469.425619 nChanged 17 SP:Iteration 29Q (5308.090474 sec): 3 clusters Score: Raw -626248.881386 + Penalty 2769.579359 = -623479.302027 nChanged 13 SP:Iteration 30Q (5308.111890 sec): 3 clusters Score: Raw -626257.558667 + Penalty 2769.579359 = -623487.979308 nChanged 11 SP:Iteration 31Q (5308.131148 sec): 3 clusters Score: Raw -626262.393084 + Penalty 2769.579359 = -623492.813725 nChanged 8 SP:Iteration 32Q (5308.153225 sec): 3 clusters Score: Raw -626266.991401 + Penalty 2769.579359 = -623497.412042 nChanged 5 SP:Iteration 33Q (5308.182668 sec): 3 clusters Score: Raw -626269.962118 + Penalty 2769.579359 = -623500.382759 nChanged 5 SP:Iteration 34Q (5308.205598 sec): 3 clusters Score: Raw -626273.554230 + Penalty 2769.579359 = -623503.974871 nChanged 7 SP:Iteration 35Q (5308.247588 sec): 3 clusters Score: Raw -626278.639574 + Penalty 2769.579359 = -623509.060215 nChanged 5 SP:Iteration 36Q (5308.265940 sec): 3 clusters Score: Raw -626281.543849 + Penalty 2769.579359 = -623511.964490 nChanged 7 SP:Iteration 37Q (5308.285371 sec): 3 clusters Score: Raw -626288.219816 + Penalty 2769.579359 = -623518.640456 nChanged 6 SP:Iteration 38Q (5308.305020 sec): 3 clusters Score: Raw -626292.045369 + Penalty 2769.579359 = -623522.466010 nChanged 5 SP:Iteration 39Q (5308.333337 sec): 3 clusters Score: Raw -626294.481147 + Penalty 2769.579359 = -623524.901788 nChanged 6 SP:Iteration 40F (5308.377570 sec): 3 clusters Score: Raw -626297.500663 + Penalty 2769.579359 = -623527.921304 nChanged 5 SP:Iteration 41Q (5308.430507 sec): 3 clusters Score: Raw -626302.655205 + Penalty 2769.579359 = -623533.075845 nChanged 10 SP:Iteration 42Q (5308.494868 sec): 3 clusters Score: Raw -626308.354403 + Penalty 2769.579359 = -623538.775044 nChanged 8 SP:Iteration 43Q (5308.513589 sec): 3 clusters Score: Raw -626313.945896 + Penalty 2769.579359 = -623544.366537 nChanged 6 SP:Iteration 44Q (5308.532713 sec): 3 clusters Score: Raw -626317.761546 + Penalty 2769.579359 = -623548.182187 nChanged 1 SP:Iteration 45Q (5308.551198 sec): 3 clusters Score: Raw -626318.264692 + Penalty 2769.579359 = -623548.685333 nChanged 0 SP:Iteration 46F (5308.570877 sec): 3 clusters Score: Raw -626318.264692 + Penalty 2769.579359 = -623548.685333 nChanged 0 Trying to split cluster 17 (16992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5308.605213 sec): 2 clusters Score: Raw -2104957.542175 + Penalty 1582.830913 = -2103374.711262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5308.645430 sec): 3 clusters Score: Raw -2094835.461061 + Penalty 3165.661825 = -2091669.799236 nChanged 7625 SP:Iteration 1F (5308.684588 sec): 3 clusters Score: Raw -2099063.633265 + Penalty 3165.661825 = -2095897.971440 nChanged 963 SP:Iteration 2F (5308.723349 sec): 3 clusters Score: Raw -2099485.411417 + Penalty 3165.661825 = -2096319.749591 nChanged 901 SP:Iteration 3F (5308.762318 sec): 3 clusters Score: Raw -2099869.143209 + Penalty 3165.661825 = -2096703.481383 nChanged 851 SP:Iteration 4F (5308.801522 sec): 3 clusters Score: Raw -2100256.791140 + Penalty 3165.661825 = -2097091.129315 nChanged 824 SP:Iteration 5Q (5308.841102 sec): 3 clusters Score: Raw -2100650.726061 + Penalty 3165.661825 = -2097485.064235 nChanged 823 SP:Iteration 6Q (5308.880552 sec): 3 clusters Score: Raw -2101061.861114 + Penalty 3165.661825 = -2097896.199289 nChanged 798 SP:Iteration 7Q (5308.920927 sec): 3 clusters Score: Raw -2101478.842791 + Penalty 3165.661825 = -2098313.180966 nChanged 721 SP:Iteration 8Q (5308.960172 sec): 3 clusters Score: Raw -2101852.716507 + Penalty 3165.661825 = -2098687.054681 nChanged 663 SP:Iteration 9Q (5308.999543 sec): 3 clusters Score: Raw -2102241.539194 + Penalty 3165.661825 = -2099075.877369 nChanged 661 SP:Iteration 10Q (5309.038511 sec): 3 clusters Score: Raw -2102650.977659 + Penalty 3165.661825 = -2099485.315834 nChanged 604 SP:Iteration 11Q (5309.077534 sec): 3 clusters Score: Raw -2103059.306952 + Penalty 3165.661825 = -2099893.645126 nChanged 538 SP:Iteration 12Q (5309.115835 sec): 3 clusters Score: Raw -2103414.055132 + Penalty 3165.661825 = -2100248.393307 nChanged 479 SP:Iteration 13Q (5309.156130 sec): 3 clusters Score: Raw -2103707.602148 + Penalty 3165.661825 = -2100541.940323 nChanged 379 SP:Iteration 14Q (5309.193539 sec): 3 clusters Score: Raw -2103916.233686 + Penalty 3165.661825 = -2100750.571861 nChanged 336 SP:Iteration 15Q (5309.230297 sec): 3 clusters Score: Raw -2104090.766238 + Penalty 3165.661825 = -2100925.104413 nChanged 283 SP:Iteration 16Q (5309.266799 sec): 3 clusters Score: Raw -2104224.055435 + Penalty 3165.661825 = -2101058.393610 nChanged 217 SP:Iteration 17Q (5309.302978 sec): 3 clusters Score: Raw -2104311.148486 + Penalty 3165.661825 = -2101145.486661 nChanged 161 SP:Iteration 18Q (5309.343338 sec): 3 clusters Score: Raw -2104376.816075 + Penalty 3165.661825 = -2101211.154250 nChanged 173 SP:Iteration 19Q (5309.381638 sec): 3 clusters Score: Raw -2104447.077373 + Penalty 3165.661825 = -2101281.415547 nChanged 161 SP:Iteration 20F (5309.420705 sec): 3 clusters Score: Raw -2104511.836281 + Penalty 3165.661825 = -2101346.174455 nChanged 145 SP:Iteration 21Q (5309.455906 sec): 3 clusters Score: Raw -2104573.474957 + Penalty 3165.661825 = -2101407.813131 nChanged 149 SP:Iteration 22Q (5309.493197 sec): 3 clusters Score: Raw -2104624.702918 + Penalty 3165.661825 = -2101459.041093 nChanged 127 SP:Iteration 23Q (5309.528588 sec): 3 clusters Score: Raw -2104664.185650 + Penalty 3165.661825 = -2101498.523824 nChanged 99 SP:Iteration 24Q (5309.562934 sec): 3 clusters Score: Raw -2104700.811564 + Penalty 3165.661825 = -2101535.149739 nChanged 100 SP:Iteration 25Q (5309.630657 sec): 3 clusters Score: Raw -2104734.338725 + Penalty 3165.661825 = -2101568.676899 nChanged 96 SP:Iteration 26Q (5309.692086 sec): 3 clusters Score: Raw -2104765.001393 + Penalty 3165.661825 = -2101599.339568 nChanged 94 SP:Iteration 27Q (5309.736526 sec): 3 clusters Score: Raw -2104791.239736 + Penalty 3165.661825 = -2101625.577911 nChanged 78 SP:Iteration 28Q (5309.773538 sec): 3 clusters Score: Raw -2104813.683953 + Penalty 3165.661825 = -2101648.022128 nChanged 72 SP:Iteration 29Q (5309.835846 sec): 3 clusters Score: Raw -2104832.892587 + Penalty 3165.661825 = -2101667.230761 nChanged 68 SP:Iteration 30Q (5309.880733 sec): 3 clusters Score: Raw -2104849.381057 + Penalty 3165.661825 = -2101683.719231 nChanged 55 SP:Iteration 31Q (5309.923051 sec): 3 clusters Score: Raw -2104864.000711 + Penalty 3165.661825 = -2101698.338886 nChanged 55 SP:Iteration 32Q (5309.959538 sec): 3 clusters Score: Raw -2104877.844651 + Penalty 3165.661825 = -2101712.182826 nChanged 50 SP:Iteration 33Q (5310.006479 sec): 3 clusters Score: Raw -2104891.216578 + Penalty 3165.661825 = -2101725.554753 nChanged 47 SP:Iteration 34Q (5310.047419 sec): 3 clusters Score: Raw -2104905.260946 + Penalty 3165.661825 = -2101739.599121 nChanged 41 SP:Iteration 35Q (5310.088154 sec): 3 clusters Score: Raw -2104915.390087 + Penalty 3165.661825 = -2101749.728262 nChanged 34 SP:Iteration 36Q (5310.127892 sec): 3 clusters Score: Raw -2104924.080041 + Penalty 3165.661825 = -2101758.418215 nChanged 34 SP:Iteration 37Q (5310.171049 sec): 3 clusters Score: Raw -2104935.187520 + Penalty 3165.661825 = -2101769.525694 nChanged 47 SP:Iteration 38Q (5310.210326 sec): 3 clusters Score: Raw -2104948.757847 + Penalty 3165.661825 = -2101783.096021 nChanged 46 SP:Iteration 39Q (5310.255455 sec): 3 clusters Score: Raw -2104959.801831 + Penalty 3165.661825 = -2101794.140006 nChanged 33 SP:Iteration 40F (5310.294539 sec): 3 clusters Score: Raw -2104966.940086 + Penalty 3165.661825 = -2101801.278261 nChanged 31 SP:Iteration 41Q (5310.327652 sec): 3 clusters Score: Raw -2104972.902479 + Penalty 3165.661825 = -2101807.240654 nChanged 30 SP:Iteration 42Q (5310.360491 sec): 3 clusters Score: Raw -2104978.695411 + Penalty 3165.661825 = -2101813.033586 nChanged 34 SP:Iteration 43Q (5310.396901 sec): 3 clusters Score: Raw -2104985.801966 + Penalty 3165.661825 = -2101820.140141 nChanged 28 SP:Iteration 44Q (5310.435149 sec): 3 clusters Score: Raw -2104991.990796 + Penalty 3165.661825 = -2101826.328971 nChanged 32 SP:Iteration 45Q (5310.502599 sec): 3 clusters Score: Raw -2104998.178740 + Penalty 3165.661825 = -2101832.516915 nChanged 27 SP:Iteration 46Q (5310.543005 sec): 3 clusters Score: Raw -2105003.453291 + Penalty 3165.661825 = -2101837.791466 nChanged 21 SP:Iteration 47Q (5310.575557 sec): 3 clusters Score: Raw -2105007.407832 + Penalty 3165.661825 = -2101841.746006 nChanged 19 SP:Iteration 48Q (5310.608339 sec): 3 clusters Score: Raw -2105011.717521 + Penalty 3165.661825 = -2101846.055696 nChanged 17 SP:Iteration 49Q (5310.640903 sec): 3 clusters Score: Raw -2105016.096721 + Penalty 3165.661825 = -2101850.434896 nChanged 16 SP:Iteration 50Q (5310.673385 sec): 3 clusters Score: Raw -2105020.299468 + Penalty 3165.661825 = -2101854.637643 nChanged 10 SP:Iteration 51Q (5310.706012 sec): 3 clusters Score: Raw -2105022.448220 + Penalty 3165.661825 = -2101856.786395 nChanged 9 SP:Iteration 52Q (5310.745859 sec): 3 clusters Score: Raw -2105024.379085 + Penalty 3165.661825 = -2101858.717260 nChanged 12 SP:Iteration 53Q (5310.778404 sec): 3 clusters Score: Raw -2105026.991824 + Penalty 3165.661825 = -2101861.329999 nChanged 14 SP:Iteration 54Q (5310.810986 sec): 3 clusters Score: Raw -2105029.399967 + Penalty 3165.661825 = -2101863.738142 nChanged 6 SP:Iteration 55Q (5310.850030 sec): 3 clusters Score: Raw -2105030.812886 + Penalty 3165.661825 = -2101865.151060 nChanged 10 SP:Iteration 56Q (5310.882762 sec): 3 clusters Score: Raw -2105032.473725 + Penalty 3165.661825 = -2101866.811900 nChanged 7 SP:Iteration 57Q (5310.915444 sec): 3 clusters Score: Raw -2105034.220649 + Penalty 3165.661825 = -2101868.558823 nChanged 16 SP:Iteration 58Q (5310.947978 sec): 3 clusters Score: Raw -2105039.483500 + Penalty 3165.661825 = -2101873.821674 nChanged 14 SP:Iteration 59Q (5310.980256 sec): 3 clusters Score: Raw -2105044.631501 + Penalty 3165.661825 = -2101878.969675 nChanged 22 SP:Iteration 60F (5311.025488 sec): 3 clusters Score: Raw -2105051.267999 + Penalty 3165.661825 = -2101885.606174 nChanged 25 SP:Iteration 61Q (5311.068836 sec): 3 clusters Score: Raw -2105059.692356 + Penalty 3165.661825 = -2101894.030531 nChanged 24 SP:Iteration 62Q (5311.111649 sec): 3 clusters Score: Raw -2105066.822203 + Penalty 3165.661825 = -2101901.160378 nChanged 18 SP:Iteration 63Q (5311.147946 sec): 3 clusters Score: Raw -2105072.120758 + Penalty 3165.661825 = -2101906.458933 nChanged 10 SP:Iteration 64Q (5311.180202 sec): 3 clusters Score: Raw -2105075.095646 + Penalty 3165.661825 = -2101909.433821 nChanged 14 SP:Iteration 65Q (5311.221477 sec): 3 clusters Score: Raw -2105079.187131 + Penalty 3165.661825 = -2101913.525306 nChanged 12 SP:Iteration 66Q (5311.253647 sec): 3 clusters Score: Raw -2105082.073334 + Penalty 3165.661825 = -2101916.411509 nChanged 11 SP:Iteration 67Q (5311.286117 sec): 3 clusters Score: Raw -2105084.972282 + Penalty 3165.661825 = -2101919.310456 nChanged 5 SP:Iteration 68Q (5311.320979 sec): 3 clusters Score: Raw -2105086.356968 + Penalty 3165.661825 = -2101920.695142 nChanged 10 SP:Iteration 69Q (5311.353071 sec): 3 clusters Score: Raw -2105088.810938 + Penalty 3165.661825 = -2101923.149113 nChanged 13 SP:Iteration 70Q (5311.385164 sec): 3 clusters Score: Raw -2105091.856345 + Penalty 3165.661825 = -2101926.194519 nChanged 11 SP:Iteration 71Q (5311.422115 sec): 3 clusters Score: Raw -2105095.746606 + Penalty 3165.661825 = -2101930.084780 nChanged 15 SP:Iteration 72Q (5311.454505 sec): 3 clusters Score: Raw -2105102.584702 + Penalty 3165.661825 = -2101936.922877 nChanged 19 SP:Iteration 73Q (5311.495982 sec): 3 clusters Score: Raw -2105109.006624 + Penalty 3165.661825 = -2101943.344799 nChanged 21 SP:Iteration 74Q (5311.537999 sec): 3 clusters Score: Raw -2105116.173339 + Penalty 3165.661825 = -2101950.511513 nChanged 19 SP:Iteration 75Q (5311.570080 sec): 3 clusters Score: Raw -2105121.989958 + Penalty 3165.661825 = -2101956.328133 nChanged 17 SP:Iteration 76Q (5311.610476 sec): 3 clusters Score: Raw -2105127.155143 + Penalty 3165.661825 = -2101961.493318 nChanged 17 SP:Iteration 77Q (5311.642570 sec): 3 clusters Score: Raw -2105130.797858 + Penalty 3165.661825 = -2101965.136033 nChanged 16 SP:Iteration 78Q (5311.677001 sec): 3 clusters Score: Raw -2105136.294534 + Penalty 3165.661825 = -2101970.632709 nChanged 14 SP:Iteration 79Q (5311.714877 sec): 3 clusters Score: Raw -2105141.647177 + Penalty 3165.661825 = -2101975.985352 nChanged 10 SP:Iteration 80F (5311.757261 sec): 3 clusters Score: Raw -2105145.519111 + Penalty 3165.661825 = -2101979.857286 nChanged 9 SP:Iteration 81Q (5311.809815 sec): 3 clusters Score: Raw -2105148.369140 + Penalty 3165.661825 = -2101982.707315 nChanged 8 SP:Iteration 82Q (5311.852148 sec): 3 clusters Score: Raw -2105151.025184 + Penalty 3165.661825 = -2101985.363359 nChanged 12 SP:Iteration 83Q (5311.895990 sec): 3 clusters Score: Raw -2105155.232797 + Penalty 3165.661825 = -2101989.570972 nChanged 8 SP:Iteration 84Q (5311.932287 sec): 3 clusters Score: Raw -2105157.126867 + Penalty 3165.661825 = -2101991.465042 nChanged 1 SP:Iteration 85Q (5311.974105 sec): 3 clusters Score: Raw -2105157.302034 + Penalty 3165.661825 = -2101991.640208 nChanged 1 SP:Iteration 86Q (5312.026309 sec): 3 clusters Score: Raw -2105157.493534 + Penalty 3165.661825 = -2101991.831709 nChanged 0 SP:Iteration 87F (5312.070437 sec): 3 clusters Score: Raw -2105157.493534 + Penalty 3165.661825 = -2101991.831709 nChanged 0 Trying to split cluster 18 (6194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5312.091028 sec): 2 clusters Score: Raw -783074.709983 + Penalty 1418.842159 = -781655.867825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5312.130618 sec): 3 clusters Score: Raw -779739.104405 + Penalty 2837.684317 = -776901.420088 nChanged 2583 SP:Iteration 1F (5312.151681 sec): 3 clusters Score: Raw -781295.864123 + Penalty 2837.684317 = -778458.179806 nChanged 494 SP:Iteration 2F (5312.182585 sec): 3 clusters Score: Raw -781643.292645 + Penalty 2837.684317 = -778805.608328 nChanged 390 SP:Iteration 3F (5312.203894 sec): 3 clusters Score: Raw -781929.429143 + Penalty 2837.684317 = -779091.744826 nChanged 374 SP:Iteration 4F (5312.225543 sec): 3 clusters Score: Raw -782229.401921 + Penalty 2837.684317 = -779391.717604 nChanged 340 SP:Iteration 5F (5312.246933 sec): 3 clusters Score: Raw -782482.452068 + Penalty 2837.684317 = -779644.767751 nChanged 310 SP:Iteration 6F (5312.268770 sec): 3 clusters Score: Raw -782733.668551 + Penalty 2837.684317 = -779895.984234 nChanged 280 SP:Iteration 7Q (5312.290873 sec): 3 clusters Score: Raw -782983.406886 + Penalty 2837.684317 = -780145.722569 nChanged 261 SP:Iteration 8Q (5312.312548 sec): 3 clusters Score: Raw -783169.928605 + Penalty 2837.684317 = -780332.244288 nChanged 204 SP:Iteration 9Q (5312.333696 sec): 3 clusters Score: Raw -783320.919120 + Penalty 2837.684317 = -780483.234803 nChanged 182 SP:Iteration 10Q (5312.355096 sec): 3 clusters Score: Raw -783442.410741 + Penalty 2837.684317 = -780604.726424 nChanged 173 SP:Iteration 11Q (5312.375748 sec): 3 clusters Score: Raw -783560.983037 + Penalty 2837.684317 = -780723.298720 nChanged 133 SP:Iteration 12Q (5312.399509 sec): 3 clusters Score: Raw -783640.946497 + Penalty 2837.684317 = -780803.262180 nChanged 115 SP:Iteration 13Q (5312.428905 sec): 3 clusters Score: Raw -783705.911234 + Penalty 2837.684317 = -780868.226917 nChanged 90 SP:Iteration 14Q (5312.449768 sec): 3 clusters Score: Raw -783745.416666 + Penalty 2837.684317 = -780907.732348 nChanged 72 SP:Iteration 15Q (5312.470759 sec): 3 clusters Score: Raw -783778.153369 + Penalty 2837.684317 = -780940.469051 nChanged 58 SP:Iteration 16Q (5312.527043 sec): 3 clusters Score: Raw -783799.256689 + Penalty 2837.684317 = -780961.572372 nChanged 46 SP:Iteration 17Q (5312.579840 sec): 3 clusters Score: Raw -783812.216618 + Penalty 2837.684317 = -780974.532301 nChanged 29 SP:Iteration 18Q (5312.600080 sec): 3 clusters Score: Raw -783820.768964 + Penalty 2837.684317 = -780983.084647 nChanged 31 SP:Iteration 19Q (5312.624866 sec): 3 clusters Score: Raw -783829.676201 + Penalty 2837.684317 = -780991.991884 nChanged 24 SP:Iteration 20F (5312.681738 sec): 3 clusters Score: Raw -783838.294058 + Penalty 2837.684317 = -781000.609741 nChanged 23 SP:Iteration 21Q (5312.732787 sec): 3 clusters Score: Raw -783843.553185 + Penalty 2837.684317 = -781005.868868 nChanged 15 SP:Iteration 22Q (5312.754999 sec): 3 clusters Score: Raw -783845.756851 + Penalty 2837.684317 = -781008.072533 nChanged 12 SP:Iteration 23Q (5312.801012 sec): 3 clusters Score: Raw -783848.809385 + Penalty 2837.684317 = -781011.125067 nChanged 14 SP:Iteration 24Q (5312.849317 sec): 3 clusters Score: Raw -783852.024592 + Penalty 2837.684317 = -781014.340275 nChanged 12 SP:Iteration 25Q (5312.887444 sec): 3 clusters Score: Raw -783853.910678 + Penalty 2837.684317 = -781016.226361 nChanged 4 SP:Iteration 26Q (5312.917012 sec): 3 clusters Score: Raw -783854.409367 + Penalty 2837.684317 = -781016.725050 nChanged 4 SP:Iteration 27Q (5312.937964 sec): 3 clusters Score: Raw -783854.885846 + Penalty 2837.684317 = -781017.201529 nChanged 3 SP:Iteration 28Q (5312.994506 sec): 3 clusters Score: Raw -783855.137663 + Penalty 2837.684317 = -781017.453346 nChanged 2 SP:Iteration 29Q (5313.021148 sec): 3 clusters Score: Raw -783855.332175 + Penalty 2837.684317 = -781017.647858 nChanged 0 SP:Iteration 30F (5313.046609 sec): 3 clusters Score: Raw -783855.332175 + Penalty 2837.684317 = -781017.647858 nChanged 0 Trying to split cluster 19 (50627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5313.129159 sec): 2 clusters Score: Raw -6422936.840714 + Penalty 1760.239050 = -6421176.601664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5313.226375 sec): 3 clusters Score: Raw -6391018.266224 + Penalty 3520.478101 = -6387497.788124 nChanged 23622 SP:Iteration 1F (5313.311751 sec): 3 clusters Score: Raw -6405499.906500 + Penalty 3520.478101 = -6401979.428399 nChanged 2732 SP:Iteration 2F (5313.398081 sec): 3 clusters Score: Raw -6406903.430236 + Penalty 3520.478101 = -6403382.952135 nChanged 2983 SP:Iteration 3F (5313.485502 sec): 3 clusters Score: Raw -6408602.871829 + Penalty 3520.478101 = -6405082.393728 nChanged 3077 SP:Iteration 4F (5313.570718 sec): 3 clusters Score: Raw -6410317.612065 + Penalty 3520.478101 = -6406797.133964 nChanged 2990 SP:Iteration 5F (5313.662653 sec): 3 clusters Score: Raw -6411881.110847 + Penalty 3520.478101 = -6408360.632746 nChanged 2745 SP:Iteration 6F (5313.749497 sec): 3 clusters Score: Raw -6413218.686054 + Penalty 3520.478101 = -6409698.207953 nChanged 2323 SP:Iteration 7Q (5313.841378 sec): 3 clusters Score: Raw -6414327.306786 + Penalty 3520.478101 = -6410806.828686 nChanged 2091 SP:Iteration 8Q (5313.929531 sec): 3 clusters Score: Raw -6415353.950915 + Penalty 3520.478101 = -6411833.472814 nChanged 1868 SP:Iteration 9Q (5314.018090 sec): 3 clusters Score: Raw -6416411.908184 + Penalty 3520.478101 = -6412891.430083 nChanged 1769 SP:Iteration 10Q (5314.110548 sec): 3 clusters Score: Raw -6417425.510137 + Penalty 3520.478101 = -6413905.032037 nChanged 1556 SP:Iteration 11Q (5314.197156 sec): 3 clusters Score: Raw -6418128.979624 + Penalty 3520.478101 = -6414608.501523 nChanged 1212 SP:Iteration 12Q (5314.294208 sec): 3 clusters Score: Raw -6418585.921147 + Penalty 3520.478101 = -6415065.443046 nChanged 964 SP:Iteration 13Q (5314.393444 sec): 3 clusters Score: Raw -6418927.256400 + Penalty 3520.478101 = -6415406.778299 nChanged 823 SP:Iteration 14Q (5314.478528 sec): 3 clusters Score: Raw -6419222.866127 + Penalty 3520.478101 = -6415702.388026 nChanged 760 SP:Iteration 15Q (5314.562754 sec): 3 clusters Score: Raw -6419499.586701 + Penalty 3520.478101 = -6415979.108600 nChanged 713 SP:Iteration 16Q (5314.646478 sec): 3 clusters Score: Raw -6419759.200497 + Penalty 3520.478101 = -6416238.722397 nChanged 704 SP:Iteration 17Q (5314.740840 sec): 3 clusters Score: Raw -6420013.760640 + Penalty 3520.478101 = -6416493.282539 nChanged 715 SP:Iteration 18Q (5314.823771 sec): 3 clusters Score: Raw -6420279.712300 + Penalty 3520.478101 = -6416759.234200 nChanged 656 SP:Iteration 19Q (5314.909691 sec): 3 clusters Score: Raw -6420522.517350 + Penalty 3520.478101 = -6417002.039250 nChanged 653 SP:Iteration 20F (5314.997296 sec): 3 clusters Score: Raw -6420768.793011 + Penalty 3520.478101 = -6417248.314910 nChanged 611 SP:Iteration 21Q (5315.078922 sec): 3 clusters Score: Raw -6420983.019100 + Penalty 3520.478101 = -6417462.540999 nChanged 531 SP:Iteration 22Q (5315.161857 sec): 3 clusters Score: Raw -6421163.463398 + Penalty 3520.478101 = -6417642.985297 nChanged 497 SP:Iteration 23Q (5315.248278 sec): 3 clusters Score: Raw -6421317.775596 + Penalty 3520.478101 = -6417797.297495 nChanged 478 SP:Iteration 24Q (5315.328133 sec): 3 clusters Score: Raw -6421462.724268 + Penalty 3520.478101 = -6417942.246167 nChanged 423 SP:Iteration 25Q (5315.409357 sec): 3 clusters Score: Raw -6421587.813972 + Penalty 3520.478101 = -6418067.335871 nChanged 421 SP:Iteration 26Q (5315.488605 sec): 3 clusters Score: Raw -6421709.474259 + Penalty 3520.478101 = -6418188.996158 nChanged 400 SP:Iteration 27Q (5315.576304 sec): 3 clusters Score: Raw -6421821.287608 + Penalty 3520.478101 = -6418300.809508 nChanged 380 SP:Iteration 28Q (5315.655023 sec): 3 clusters Score: Raw -6421927.725166 + Penalty 3520.478101 = -6418407.247065 nChanged 352 SP:Iteration 29Q (5315.733112 sec): 3 clusters Score: Raw -6422030.380541 + Penalty 3520.478101 = -6418509.902440 nChanged 354 SP:Iteration 30Q (5315.810859 sec): 3 clusters Score: Raw -6422132.130621 + Penalty 3520.478101 = -6418611.652520 nChanged 309 SP:Iteration 31Q (5315.915139 sec): 3 clusters Score: Raw -6422214.669407 + Penalty 3520.478101 = -6418694.191306 nChanged 308 SP:Iteration 32Q (5315.993222 sec): 3 clusters Score: Raw -6422299.125263 + Penalty 3520.478101 = -6418778.647162 nChanged 305 SP:Iteration 33Q (5316.077248 sec): 3 clusters Score: Raw -6422387.219626 + Penalty 3520.478101 = -6418866.741525 nChanged 294 SP:Iteration 34Q (5316.173849 sec): 3 clusters Score: Raw -6422476.765856 + Penalty 3520.478101 = -6418956.287756 nChanged 288 SP:Iteration 35Q (5316.250177 sec): 3 clusters Score: Raw -6422585.189433 + Penalty 3520.478101 = -6419064.711332 nChanged 279 SP:Iteration 36Q (5316.325746 sec): 3 clusters Score: Raw -6422694.138698 + Penalty 3520.478101 = -6419173.660598 nChanged 295 SP:Iteration 37Q (5316.402986 sec): 3 clusters Score: Raw -6422813.277147 + Penalty 3520.478101 = -6419292.799046 nChanged 277 SP:Iteration 38Q (5316.479347 sec): 3 clusters Score: Raw -6422900.396972 + Penalty 3520.478101 = -6419379.918871 nChanged 216 SP:Iteration 39Q (5316.554185 sec): 3 clusters Score: Raw -6422957.794054 + Penalty 3520.478101 = -6419437.315954 nChanged 191 SP:Iteration 40F (5316.640857 sec): 3 clusters Score: Raw -6423002.176912 + Penalty 3520.478101 = -6419481.698811 nChanged 175 SP:Iteration 41Q (5316.714561 sec): 3 clusters Score: Raw -6423044.983516 + Penalty 3520.478101 = -6419524.505415 nChanged 162 SP:Iteration 42Q (5316.796236 sec): 3 clusters Score: Raw -6423084.504261 + Penalty 3520.478101 = -6419564.026160 nChanged 143 SP:Iteration 43Q (5316.877575 sec): 3 clusters Score: Raw -6423120.490491 + Penalty 3520.478101 = -6419600.012390 nChanged 134 SP:Iteration 44Q (5316.960756 sec): 3 clusters Score: Raw -6423152.369987 + Penalty 3520.478101 = -6419631.891886 nChanged 132 SP:Iteration 45Q (5317.035326 sec): 3 clusters Score: Raw -6423182.405248 + Penalty 3520.478101 = -6419661.927147 nChanged 130 SP:Iteration 46Q (5317.110523 sec): 3 clusters Score: Raw -6423211.573338 + Penalty 3520.478101 = -6419691.095237 nChanged 118 SP:Iteration 47Q (5317.184453 sec): 3 clusters Score: Raw -6423240.408301 + Penalty 3520.478101 = -6419719.930200 nChanged 126 SP:Iteration 48Q (5317.266088 sec): 3 clusters Score: Raw -6423269.717657 + Penalty 3520.478101 = -6419749.239556 nChanged 109 SP:Iteration 49Q (5317.339497 sec): 3 clusters Score: Raw -6423295.390899 + Penalty 3520.478101 = -6419774.912798 nChanged 92 SP:Iteration 50Q (5317.416747 sec): 3 clusters Score: Raw -6423316.120532 + Penalty 3520.478101 = -6419795.642432 nChanged 85 SP:Iteration 51Q (5317.491688 sec): 3 clusters Score: Raw -6423335.525751 + Penalty 3520.478101 = -6419815.047651 nChanged 99 SP:Iteration 52Q (5317.580502 sec): 3 clusters Score: Raw -6423361.068346 + Penalty 3520.478101 = -6419840.590246 nChanged 84 SP:Iteration 53Q (5317.653692 sec): 3 clusters Score: Raw -6423377.900452 + Penalty 3520.478101 = -6419857.422351 nChanged 69 SP:Iteration 54Q (5317.738419 sec): 3 clusters Score: Raw -6423390.684947 + Penalty 3520.478101 = -6419870.206847 nChanged 57 SP:Iteration 55Q (5317.820426 sec): 3 clusters Score: Raw -6423401.933671 + Penalty 3520.478101 = -6419881.455570 nChanged 66 SP:Iteration 56Q (5317.893057 sec): 3 clusters Score: Raw -6423416.051211 + Penalty 3520.478101 = -6419895.573110 nChanged 66 SP:Iteration 57Q (5317.969510 sec): 3 clusters Score: Raw -6423432.120164 + Penalty 3520.478101 = -6419911.642064 nChanged 77 SP:Iteration 58Q (5318.048777 sec): 3 clusters Score: Raw -6423451.907598 + Penalty 3520.478101 = -6419931.429497 nChanged 75 SP:Iteration 59Q (5318.128801 sec): 3 clusters Score: Raw -6423470.172223 + Penalty 3520.478101 = -6419949.694122 nChanged 76 SP:Iteration 60F (5318.215344 sec): 3 clusters Score: Raw -6423489.506024 + Penalty 3520.478101 = -6419969.027924 nChanged 60 SP:Iteration 61Q (5318.300341 sec): 3 clusters Score: Raw -6423502.856869 + Penalty 3520.478101 = -6419982.378768 nChanged 50 SP:Iteration 62Q (5318.380287 sec): 3 clusters Score: Raw -6423513.247180 + Penalty 3520.478101 = -6419992.769079 nChanged 50 SP:Iteration 63Q (5318.453507 sec): 3 clusters Score: Raw -6423524.160557 + Penalty 3520.478101 = -6420003.682456 nChanged 50 SP:Iteration 64Q (5318.526041 sec): 3 clusters Score: Raw -6423535.483715 + Penalty 3520.478101 = -6420015.005615 nChanged 44 SP:Iteration 65Q (5318.626850 sec): 3 clusters Score: Raw -6423545.469008 + Penalty 3520.478101 = -6420024.990907 nChanged 47 SP:Iteration 66Q (5318.704336 sec): 3 clusters Score: Raw -6423556.770487 + Penalty 3520.478101 = -6420036.292387 nChanged 43 SP:Iteration 67Q (5318.777528 sec): 3 clusters Score: Raw -6423565.879203 + Penalty 3520.478101 = -6420045.401102 nChanged 36 SP:Iteration 68Q (5318.849143 sec): 3 clusters Score: Raw -6423572.225044 + Penalty 3520.478101 = -6420051.746943 nChanged 21 SP:Iteration 69Q (5318.921306 sec): 3 clusters Score: Raw -6423575.671095 + Penalty 3520.478101 = -6420055.192994 nChanged 20 SP:Iteration 70Q (5318.993626 sec): 3 clusters Score: Raw -6423579.364693 + Penalty 3520.478101 = -6420058.886593 nChanged 17 SP:Iteration 71Q (5319.081421 sec): 3 clusters Score: Raw -6423581.794151 + Penalty 3520.478101 = -6420061.316050 nChanged 10 SP:Iteration 72Q (5319.159107 sec): 3 clusters Score: Raw -6423583.088713 + Penalty 3520.478101 = -6420062.610613 nChanged 10 SP:Iteration 73Q (5319.231953 sec): 3 clusters Score: Raw -6423584.754770 + Penalty 3520.478101 = -6420064.276669 nChanged 13 SP:Iteration 74Q (5319.304289 sec): 3 clusters Score: Raw -6423586.636659 + Penalty 3520.478101 = -6420066.158559 nChanged 10 SP:Iteration 75Q (5319.392849 sec): 3 clusters Score: Raw -6423588.150250 + Penalty 3520.478101 = -6420067.672149 nChanged 11 SP:Iteration 76Q (5319.478199 sec): 3 clusters Score: Raw -6423590.791047 + Penalty 3520.478101 = -6420070.312947 nChanged 14 SP:Iteration 77Q (5319.552130 sec): 3 clusters Score: Raw -6423593.283207 + Penalty 3520.478101 = -6420072.805106 nChanged 12 SP:Iteration 78Q (5319.624890 sec): 3 clusters Score: Raw -6423595.856798 + Penalty 3520.478101 = -6420075.378698 nChanged 13 SP:Iteration 79Q (5319.700270 sec): 3 clusters Score: Raw -6423598.679401 + Penalty 3520.478101 = -6420078.201301 nChanged 10 SP:Iteration 80F (5319.788482 sec): 3 clusters Score: Raw -6423600.564840 + Penalty 3520.478101 = -6420080.086740 nChanged 13 SP:Iteration 81Q (5319.865319 sec): 3 clusters Score: Raw -6423604.064635 + Penalty 3520.478101 = -6420083.586534 nChanged 12 SP:Iteration 82Q (5319.945683 sec): 3 clusters Score: Raw -6423606.190986 + Penalty 3520.478101 = -6420085.712885 nChanged 11 SP:Iteration 83Q (5320.017227 sec): 3 clusters Score: Raw -6423607.707790 + Penalty 3520.478101 = -6420087.229689 nChanged 9 SP:Iteration 84Q (5320.090147 sec): 3 clusters Score: Raw -6423609.331322 + Penalty 3520.478101 = -6420088.853222 nChanged 14 SP:Iteration 85Q (5320.162662 sec): 3 clusters Score: Raw -6423612.072044 + Penalty 3520.478101 = -6420091.593944 nChanged 13 SP:Iteration 86Q (5320.235567 sec): 3 clusters Score: Raw -6423614.482685 + Penalty 3520.478101 = -6420094.004584 nChanged 10 SP:Iteration 87Q (5320.310713 sec): 3 clusters Score: Raw -6423615.800282 + Penalty 3520.478101 = -6420095.322182 nChanged 5 SP:Iteration 88Q (5320.390633 sec): 3 clusters Score: Raw -6423616.394780 + Penalty 3520.478101 = -6420095.916679 nChanged 5 SP:Iteration 89Q (5320.462729 sec): 3 clusters Score: Raw -6423617.411754 + Penalty 3520.478101 = -6420096.933654 nChanged 7 SP:Iteration 90Q (5320.546975 sec): 3 clusters Score: Raw -6423618.455201 + Penalty 3520.478101 = -6420097.977100 nChanged 6 SP:Iteration 91Q (5320.621245 sec): 3 clusters Score: Raw -6423619.174694 + Penalty 3520.478101 = -6420098.696593 nChanged 4 SP:Iteration 92Q (5320.694270 sec): 3 clusters Score: Raw -6423619.677366 + Penalty 3520.478101 = -6420099.199266 nChanged 4 SP:Iteration 93Q (5320.772905 sec): 3 clusters Score: Raw -6423620.369624 + Penalty 3520.478101 = -6420099.891524 nChanged 5 SP:Iteration 94Q (5320.850563 sec): 3 clusters Score: Raw -6423620.865715 + Penalty 3520.478101 = -6420100.387614 nChanged 5 SP:Iteration 95Q (5320.927175 sec): 3 clusters Score: Raw -6423621.763057 + Penalty 3520.478101 = -6420101.284956 nChanged 2 SP:Iteration 96Q (5320.998985 sec): 3 clusters Score: Raw -6423622.172474 + Penalty 3520.478101 = -6420101.694373 nChanged 6 SP:Iteration 97Q (5321.071040 sec): 3 clusters Score: Raw -6423622.931158 + Penalty 3520.478101 = -6420102.453058 nChanged 6 SP:Iteration 98Q (5321.143777 sec): 3 clusters Score: Raw -6423623.655709 + Penalty 3520.478101 = -6420103.177608 nChanged 6 SP:Iteration 99Q (5321.216431 sec): 3 clusters Score: Raw -6423624.503669 + Penalty 3520.478101 = -6420104.025568 nChanged 7 SP:Iteration 100F (5321.305722 sec): 3 clusters Score: Raw -6423625.537400 + Penalty 3520.478101 = -6420105.059299 nChanged 7 SP:Iteration 101Q (5321.388928 sec): 3 clusters Score: Raw -6423626.651166 + Penalty 3520.478101 = -6420106.173065 nChanged 8 SP:Iteration 102Q (5321.461285 sec): 3 clusters Score: Raw -6423629.227728 + Penalty 3520.478101 = -6420108.749627 nChanged 10 SP:Iteration 103Q (5321.540937 sec): 3 clusters Score: Raw -6423633.326584 + Penalty 3520.478101 = -6420112.848483 nChanged 14 SP:Iteration 104Q (5321.615528 sec): 3 clusters Score: Raw -6423635.636548 + Penalty 3520.478101 = -6420115.158447 nChanged 8 SP:Iteration 105Q (5321.692475 sec): 3 clusters Score: Raw -6423637.048788 + Penalty 3520.478101 = -6420116.570687 nChanged 5 SP:Iteration 106Q (5321.770771 sec): 3 clusters Score: Raw -6423637.816709 + Penalty 3520.478101 = -6420117.338608 nChanged 5 SP:Iteration 107Q (5321.842542 sec): 3 clusters Score: Raw -6423638.407663 + Penalty 3520.478101 = -6420117.929563 nChanged 2 SP:Iteration 108Q (5321.914265 sec): 3 clusters Score: Raw -6423638.698888 + Penalty 3520.478101 = -6420118.220787 nChanged 2 SP:Iteration 109Q (5321.990864 sec): 3 clusters Score: Raw -6423638.813263 + Penalty 3520.478101 = -6420118.335162 nChanged 0 SP:Iteration 110F (5322.077918 sec): 3 clusters Score: Raw -6423638.813263 + Penalty 3520.478101 = -6420118.335162 nChanged 0 Trying to split cluster 20 (36658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5322.121777 sec): 2 clusters Score: Raw -4578519.835028 + Penalty 1707.775382 = -4576812.059647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5322.192556 sec): 3 clusters Score: Raw -4555514.765655 + Penalty 3415.550763 = -4552099.214891 nChanged 17038 SP:Iteration 1F (5322.258656 sec): 3 clusters Score: Raw -4565421.834187 + Penalty 3415.550763 = -4562006.283424 nChanged 1753 SP:Iteration 2Q (5322.326569 sec): 3 clusters Score: Raw -4566023.107388 + Penalty 3415.550763 = -4562607.556625 nChanged 1725 SP:Iteration 3Q (5322.394523 sec): 3 clusters Score: Raw -4566642.989628 + Penalty 3415.550763 = -4563227.438864 nChanged 1746 SP:Iteration 4Q (5322.464478 sec): 3 clusters Score: Raw -4567289.001637 + Penalty 3415.550763 = -4563873.450873 nChanged 1693 SP:Iteration 5Q (5322.532134 sec): 3 clusters Score: Raw -4567996.250028 + Penalty 3415.550763 = -4564580.699265 nChanged 1758 SP:Iteration 6Q (5322.604544 sec): 3 clusters Score: Raw -4568849.399754 + Penalty 3415.550763 = -4565433.848991 nChanged 1816 SP:Iteration 7Q (5322.672603 sec): 3 clusters Score: Raw -4569892.247472 + Penalty 3415.550763 = -4566476.696709 nChanged 2022 SP:Iteration 8F (5322.738197 sec): 3 clusters Score: Raw -4571324.349123 + Penalty 3415.550763 = -4567908.798360 nChanged 2056 SP:Iteration 9F (5322.816087 sec): 3 clusters Score: Raw -4572956.400838 + Penalty 3415.550763 = -4569540.850074 nChanged 1874 SP:Iteration 10F (5322.907418 sec): 3 clusters Score: Raw -4574499.249228 + Penalty 3415.550763 = -4571083.698465 nChanged 1523 SP:Iteration 11Q (5322.972036 sec): 3 clusters Score: Raw -4575729.198730 + Penalty 3415.550763 = -4572313.647967 nChanged 1079 SP:Iteration 12Q (5323.042544 sec): 3 clusters Score: Raw -4576550.973708 + Penalty 3415.550763 = -4573135.422945 nChanged 813 SP:Iteration 13Q (5323.102334 sec): 3 clusters Score: Raw -4577163.927852 + Penalty 3415.550763 = -4573748.377088 nChanged 616 SP:Iteration 14Q (5323.163294 sec): 3 clusters Score: Raw -4577653.411649 + Penalty 3415.550763 = -4574237.860885 nChanged 432 SP:Iteration 15Q (5323.221952 sec): 3 clusters Score: Raw -4577979.929897 + Penalty 3415.550763 = -4574564.379134 nChanged 321 SP:Iteration 16Q (5323.281202 sec): 3 clusters Score: Raw -4578203.011259 + Penalty 3415.550763 = -4574787.460496 nChanged 232 SP:Iteration 17Q (5323.337203 sec): 3 clusters Score: Raw -4578359.343277 + Penalty 3415.550763 = -4574943.792514 nChanged 167 SP:Iteration 18Q (5323.402383 sec): 3 clusters Score: Raw -4578459.983088 + Penalty 3415.550763 = -4575044.432325 nChanged 128 SP:Iteration 19Q (5323.455184 sec): 3 clusters Score: Raw -4578541.636237 + Penalty 3415.550763 = -4575126.085474 nChanged 87 SP:Iteration 20F (5323.523809 sec): 3 clusters Score: Raw -4578602.869527 + Penalty 3415.550763 = -4575187.318764 nChanged 74 SP:Iteration 21Q (5323.579174 sec): 3 clusters Score: Raw -4578651.230282 + Penalty 3415.550763 = -4575235.679519 nChanged 61 SP:Iteration 22Q (5323.632758 sec): 3 clusters Score: Raw -4578688.424927 + Penalty 3415.550763 = -4575272.874163 nChanged 41 SP:Iteration 23Q (5323.689839 sec): 3 clusters Score: Raw -4578716.582182 + Penalty 3415.550763 = -4575301.031418 nChanged 41 SP:Iteration 24Q (5323.743491 sec): 3 clusters Score: Raw -4578739.015388 + Penalty 3415.550763 = -4575323.464625 nChanged 24 SP:Iteration 25Q (5323.807494 sec): 3 clusters Score: Raw -4578752.393017 + Penalty 3415.550763 = -4575336.842254 nChanged 16 SP:Iteration 26Q (5323.875658 sec): 3 clusters Score: Raw -4578762.469723 + Penalty 3415.550763 = -4575346.918960 nChanged 8 SP:Iteration 27Q (5323.942453 sec): 3 clusters Score: Raw -4578766.882021 + Penalty 3415.550763 = -4575351.331257 nChanged 11 SP:Iteration 28Q (5323.995170 sec): 3 clusters Score: Raw -4578773.562391 + Penalty 3415.550763 = -4575358.011627 nChanged 8 SP:Iteration 29Q (5324.049008 sec): 3 clusters Score: Raw -4578777.735808 + Penalty 3415.550763 = -4575362.185044 nChanged 10 SP:Iteration 30Q (5324.102512 sec): 3 clusters Score: Raw -4578781.882879 + Penalty 3415.550763 = -4575366.332115 nChanged 4 SP:Iteration 31Q (5324.165223 sec): 3 clusters Score: Raw -4578783.148145 + Penalty 3415.550763 = -4575367.597382 nChanged 4 SP:Iteration 32Q (5324.218993 sec): 3 clusters Score: Raw -4578784.842809 + Penalty 3415.550763 = -4575369.292046 nChanged 3 SP:Iteration 33Q (5324.272119 sec): 3 clusters Score: Raw -4578786.088734 + Penalty 3415.550763 = -4575370.537971 nChanged 1 SP:Iteration 34Q (5324.325397 sec): 3 clusters Score: Raw -4578786.552520 + Penalty 3415.550763 = -4575371.001757 nChanged 0 SP:Iteration 35F (5324.389612 sec): 3 clusters Score: Raw -4578786.552520 + Penalty 3415.550763 = -4575371.001757 nChanged 0 Trying to split cluster 21 (3218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5324.401234 sec): 2 clusters Score: Raw -382205.451632 + Penalty 1312.433741 = -380893.017891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5324.417861 sec): 3 clusters Score: Raw -380657.941220 + Penalty 2624.867481 = -378033.073739 nChanged 1237 SP:Iteration 1F (5324.432775 sec): 3 clusters Score: Raw -381445.179846 + Penalty 2624.867481 = -378820.312365 nChanged 267 SP:Iteration 2F (5324.447699 sec): 3 clusters Score: Raw -381677.437431 + Penalty 2624.867481 = -379052.569950 nChanged 235 SP:Iteration 3F (5324.462650 sec): 3 clusters Score: Raw -381898.592803 + Penalty 2624.867481 = -379273.725321 nChanged 187 SP:Iteration 4F (5324.478377 sec): 3 clusters Score: Raw -382085.289848 + Penalty 2624.867481 = -379460.422366 nChanged 176 SP:Iteration 5F (5324.494068 sec): 3 clusters Score: Raw -382238.995111 + Penalty 2624.867481 = -379614.127629 nChanged 146 SP:Iteration 6Q (5324.509566 sec): 3 clusters Score: Raw -382354.014602 + Penalty 2624.867481 = -379729.147121 nChanged 124 SP:Iteration 7Q (5324.525298 sec): 3 clusters Score: Raw -382454.155756 + Penalty 2624.867481 = -379829.288275 nChanged 90 SP:Iteration 8Q (5324.543517 sec): 3 clusters Score: Raw -382514.759471 + Penalty 2624.867481 = -379889.891989 nChanged 77 SP:Iteration 9Q (5324.559032 sec): 3 clusters Score: Raw -382563.351636 + Penalty 2624.867481 = -379938.484155 nChanged 70 SP:Iteration 10Q (5324.574544 sec): 3 clusters Score: Raw -382604.821369 + Penalty 2624.867481 = -379979.953888 nChanged 47 SP:Iteration 11Q (5324.590014 sec): 3 clusters Score: Raw -382629.701132 + Penalty 2624.867481 = -380004.833650 nChanged 46 SP:Iteration 12Q (5324.605077 sec): 3 clusters Score: Raw -382650.233343 + Penalty 2624.867481 = -380025.365862 nChanged 27 SP:Iteration 13Q (5324.619730 sec): 3 clusters Score: Raw -382661.737376 + Penalty 2624.867481 = -380036.869895 nChanged 25 SP:Iteration 14Q (5324.635043 sec): 3 clusters Score: Raw -382673.674818 + Penalty 2624.867481 = -380048.807336 nChanged 23 SP:Iteration 15Q (5324.650446 sec): 3 clusters Score: Raw -382683.359390 + Penalty 2624.867481 = -380058.491908 nChanged 20 SP:Iteration 16Q (5324.665872 sec): 3 clusters Score: Raw -382692.009759 + Penalty 2624.867481 = -380067.142277 nChanged 17 SP:Iteration 17Q (5324.681119 sec): 3 clusters Score: Raw -382699.976764 + Penalty 2624.867481 = -380075.109283 nChanged 20 SP:Iteration 18Q (5324.696543 sec): 3 clusters Score: Raw -382710.007477 + Penalty 2624.867481 = -380085.139995 nChanged 19 SP:Iteration 19Q (5324.711159 sec): 3 clusters Score: Raw -382718.499995 + Penalty 2624.867481 = -380093.632514 nChanged 20 SP:Iteration 20F (5324.726716 sec): 3 clusters Score: Raw -382727.360443 + Penalty 2624.867481 = -380102.492962 nChanged 21 SP:Iteration 21Q (5324.741963 sec): 3 clusters Score: Raw -382737.244007 + Penalty 2624.867481 = -380112.376526 nChanged 24 SP:Iteration 22Q (5324.757394 sec): 3 clusters Score: Raw -382755.473764 + Penalty 2624.867481 = -380130.606282 nChanged 37 SP:Iteration 23Q (5324.777450 sec): 3 clusters Score: Raw -382784.291723 + Penalty 2624.867481 = -380159.424242 nChanged 38 SP:Iteration 24Q (5324.792072 sec): 3 clusters Score: Raw -382808.987290 + Penalty 2624.867481 = -380184.119809 nChanged 33 SP:Iteration 25Q (5324.806607 sec): 3 clusters Score: Raw -382827.728557 + Penalty 2624.867481 = -380202.861076 nChanged 34 SP:Iteration 26Q (5324.821287 sec): 3 clusters Score: Raw -382846.065576 + Penalty 2624.867481 = -380221.198094 nChanged 30 SP:Iteration 27Q (5324.836606 sec): 3 clusters Score: Raw -382866.057512 + Penalty 2624.867481 = -380241.190030 nChanged 29 SP:Iteration 28Q (5324.851850 sec): 3 clusters Score: Raw -382883.561189 + Penalty 2624.867481 = -380258.693708 nChanged 26 SP:Iteration 29Q (5324.867126 sec): 3 clusters Score: Raw -382897.202172 + Penalty 2624.867481 = -380272.334690 nChanged 24 SP:Iteration 30Q (5324.886032 sec): 3 clusters Score: Raw -382909.752649 + Penalty 2624.867481 = -380284.885167 nChanged 18 SP:Iteration 31Q (5324.900498 sec): 3 clusters Score: Raw -382922.195115 + Penalty 2624.867481 = -380297.327633 nChanged 27 SP:Iteration 32Q (5324.914747 sec): 3 clusters Score: Raw -382941.991494 + Penalty 2624.867481 = -380317.124012 nChanged 27 SP:Iteration 33Q (5324.934256 sec): 3 clusters Score: Raw -382962.287446 + Penalty 2624.867481 = -380337.419964 nChanged 22 SP:Iteration 34Q (5324.953974 sec): 3 clusters Score: Raw -382977.349847 + Penalty 2624.867481 = -380352.482366 nChanged 28 SP:Iteration 35Q (5324.969240 sec): 3 clusters Score: Raw -382995.665949 + Penalty 2624.867481 = -380370.798468 nChanged 27 SP:Iteration 36Q (5324.984124 sec): 3 clusters Score: Raw -383007.605828 + Penalty 2624.867481 = -380382.738346 nChanged 14 SP:Iteration 37Q (5324.999284 sec): 3 clusters Score: Raw -383015.648219 + Penalty 2624.867481 = -380390.780737 nChanged 20 SP:Iteration 38Q (5325.014496 sec): 3 clusters Score: Raw -383024.894153 + Penalty 2624.867481 = -380400.026672 nChanged 17 SP:Iteration 39Q (5325.029661 sec): 3 clusters Score: Raw -383033.528703 + Penalty 2624.867481 = -380408.661221 nChanged 18 SP:Iteration 40F (5325.045214 sec): 3 clusters Score: Raw -383042.477131 + Penalty 2624.867481 = -380417.609650 nChanged 15 SP:Iteration 41Q (5325.060276 sec): 3 clusters Score: Raw -383051.268418 + Penalty 2624.867481 = -380426.400937 nChanged 15 SP:Iteration 42Q (5325.075387 sec): 3 clusters Score: Raw -383058.437502 + Penalty 2624.867481 = -380433.570020 nChanged 19 SP:Iteration 43Q (5325.094551 sec): 3 clusters Score: Raw -383066.785780 + Penalty 2624.867481 = -380441.918298 nChanged 12 SP:Iteration 44Q (5325.109626 sec): 3 clusters Score: Raw -383073.434531 + Penalty 2624.867481 = -380448.567050 nChanged 12 SP:Iteration 45Q (5325.128172 sec): 3 clusters Score: Raw -383082.076237 + Penalty 2624.867481 = -380457.208756 nChanged 11 SP:Iteration 46Q (5325.143345 sec): 3 clusters Score: Raw -383089.032562 + Penalty 2624.867481 = -380464.165081 nChanged 10 SP:Iteration 47Q (5325.158813 sec): 3 clusters Score: Raw -383095.738585 + Penalty 2624.867481 = -380470.871104 nChanged 12 SP:Iteration 48Q (5325.181263 sec): 3 clusters Score: Raw -383101.317124 + Penalty 2624.867481 = -380476.449642 nChanged 12 SP:Iteration 49Q (5325.196443 sec): 3 clusters Score: Raw -383106.979728 + Penalty 2624.867481 = -380482.112246 nChanged 10 SP:Iteration 50Q (5325.218712 sec): 3 clusters Score: Raw -383111.741479 + Penalty 2624.867481 = -380486.873997 nChanged 5 SP:Iteration 51Q (5325.233836 sec): 3 clusters Score: Raw -383113.362335 + Penalty 2624.867481 = -380488.494854 nChanged 4 SP:Iteration 52Q (5325.254090 sec): 3 clusters Score: Raw -383115.330842 + Penalty 2624.867481 = -380490.463361 nChanged 7 SP:Iteration 53Q (5325.276420 sec): 3 clusters Score: Raw -383117.130064 + Penalty 2624.867481 = -380492.262582 nChanged 7 SP:Iteration 54Q (5325.298912 sec): 3 clusters Score: Raw -383119.167694 + Penalty 2624.867481 = -380494.300212 nChanged 5 SP:Iteration 55Q (5325.314046 sec): 3 clusters Score: Raw -383120.960315 + Penalty 2624.867481 = -380496.092833 nChanged 3 SP:Iteration 56Q (5325.333301 sec): 3 clusters Score: Raw -383121.804207 + Penalty 2624.867481 = -380496.936726 nChanged 3 SP:Iteration 57Q (5325.351069 sec): 3 clusters Score: Raw -383122.675184 + Penalty 2624.867481 = -380497.807703 nChanged 1 SP:Iteration 58Q (5325.369364 sec): 3 clusters Score: Raw -383122.933193 + Penalty 2624.867481 = -380498.065712 nChanged 1 SP:Iteration 59Q (5325.384450 sec): 3 clusters Score: Raw -383123.062844 + Penalty 2624.867481 = -380498.195363 nChanged 0 SP:Iteration 60F (5325.398686 sec): 3 clusters Score: Raw -383123.062844 + Penalty 2624.867481 = -380498.195363 nChanged 0 Trying to split cluster 22 (7805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.420782 sec): 2 clusters Score: Raw -985909.058301 + Penalty 1456.409473 = -984452.648828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.474329 sec): 3 clusters Score: Raw -981732.300350 + Penalty 2912.818946 = -978819.481404 nChanged 3230 SP:Iteration 1F (5325.506277 sec): 3 clusters Score: Raw -983530.243599 + Penalty 2912.818946 = -980617.424653 nChanged 540 SP:Iteration 2F (5325.530612 sec): 3 clusters Score: Raw -983834.972463 + Penalty 2912.818946 = -980922.153518 nChanged 483 SP:Iteration 3F (5325.577370 sec): 3 clusters Score: Raw -984097.935182 + Penalty 2912.818946 = -981185.116237 nChanged 431 SP:Iteration 4F (5325.605215 sec): 3 clusters Score: Raw -984321.856191 + Penalty 2912.818946 = -981409.037246 nChanged 352 SP:Iteration 5Q (5325.662640 sec): 3 clusters Score: Raw -984507.337979 + Penalty 2912.818946 = -981594.519033 nChanged 338 SP:Iteration 6Q (5325.695086 sec): 3 clusters Score: Raw -984702.005444 + Penalty 2912.818946 = -981789.186498 nChanged 346 SP:Iteration 7Q (5325.728069 sec): 3 clusters Score: Raw -984936.514170 + Penalty 2912.818946 = -982023.695224 nChanged 384 SP:Iteration 8Q (5325.785374 sec): 3 clusters Score: Raw -985232.319346 + Penalty 2912.818946 = -982319.500400 nChanged 382 SP:Iteration 9Q (5325.811049 sec): 3 clusters Score: Raw -985517.309823 + Penalty 2912.818946 = -982604.490877 nChanged 341 SP:Iteration 10Q (5325.844251 sec): 3 clusters Score: Raw -985769.661006 + Penalty 2912.818946 = -982856.842060 nChanged 277 SP:Iteration 11Q (5325.868732 sec): 3 clusters Score: Raw -985945.021440 + Penalty 2912.818946 = -983032.202494 nChanged 216 SP:Iteration 12Q (5325.893120 sec): 3 clusters Score: Raw -986089.925574 + Penalty 2912.818946 = -983177.106629 nChanged 180 SP:Iteration 13Q (5325.918958 sec): 3 clusters Score: Raw -986230.393339 + Penalty 2912.818946 = -983317.574393 nChanged 141 SP:Iteration 14Q (5325.991082 sec): 3 clusters Score: Raw -986323.095917 + Penalty 2912.818946 = -983410.276972 nChanged 109 SP:Iteration 15Q (5326.003240 sec): 3 clusters Score: Raw -986386.738213 + Penalty 2912.818946 = -983473.919267 nChanged 84 SP:Iteration 16Q (5326.054146 sec): 3 clusters Score: Raw -986438.475548 + Penalty 2912.818946 = -983525.656602 nChanged 63 SP:Iteration 17Q (5326.089868 sec): 3 clusters Score: Raw -986475.280171 + Penalty 2912.818946 = -983562.461225 nChanged 44 SP:Iteration 18Q (5326.146221 sec): 3 clusters Score: Raw -986497.962550 + Penalty 2912.818946 = -983585.143605 nChanged 43 SP:Iteration 19Q (5326.196956 sec): 3 clusters Score: Raw -986518.565836 + Penalty 2912.818946 = -983605.746890 nChanged 32 SP:Iteration 20F (5326.221113 sec): 3 clusters Score: Raw -986534.002553 + Penalty 2912.818946 = -983621.183607 nChanged 23 SP:Iteration 21Q (5326.244667 sec): 3 clusters Score: Raw -986545.732745 + Penalty 2912.818946 = -983632.913799 nChanged 22 SP:Iteration 22Q (5326.268211 sec): 3 clusters Score: Raw -986559.075201 + Penalty 2912.818946 = -983646.256255 nChanged 24 SP:Iteration 23Q (5326.291606 sec): 3 clusters Score: Raw -986572.209174 + Penalty 2912.818946 = -983659.390229 nChanged 22 SP:Iteration 24Q (5326.325328 sec): 3 clusters Score: Raw -986591.923830 + Penalty 2912.818946 = -983679.104884 nChanged 31 SP:Iteration 25Q (5326.348525 sec): 3 clusters Score: Raw -986614.945520 + Penalty 2912.818946 = -983702.126574 nChanged 22 SP:Iteration 26Q (5326.389232 sec): 3 clusters Score: Raw -986625.488995 + Penalty 2912.818946 = -983712.670050 nChanged 22 SP:Iteration 27Q (5326.420364 sec): 3 clusters Score: Raw -986632.873185 + Penalty 2912.818946 = -983720.054239 nChanged 11 SP:Iteration 28Q (5326.450802 sec): 3 clusters Score: Raw -986636.314650 + Penalty 2912.818946 = -983723.495704 nChanged 13 SP:Iteration 29Q (5326.508515 sec): 3 clusters Score: Raw -986639.990712 + Penalty 2912.818946 = -983727.171767 nChanged 7 SP:Iteration 30Q (5326.557353 sec): 3 clusters Score: Raw -986642.250338 + Penalty 2912.818946 = -983729.431392 nChanged 7 SP:Iteration 31Q (5326.588376 sec): 3 clusters Score: Raw -986644.622468 + Penalty 2912.818946 = -983731.803523 nChanged 6 SP:Iteration 32Q (5326.619526 sec): 3 clusters Score: Raw -986646.047485 + Penalty 2912.818946 = -983733.228540 nChanged 7 SP:Iteration 33Q (5326.688707 sec): 3 clusters Score: Raw -986648.194870 + Penalty 2912.818946 = -983735.375924 nChanged 4 SP:Iteration 34Q (5326.713759 sec): 3 clusters Score: Raw -986650.108285 + Penalty 2912.818946 = -983737.289339 nChanged 3 SP:Iteration 35Q (5326.742653 sec): 3 clusters Score: Raw -986651.244436 + Penalty 2912.818946 = -983738.425490 nChanged 2 SP:Iteration 36Q (5326.765823 sec): 3 clusters Score: Raw -986652.046228 + Penalty 2912.818946 = -983739.227282 nChanged 2 SP:Iteration 37Q (5326.797128 sec): 3 clusters Score: Raw -986652.448565 + Penalty 2912.818946 = -983739.629619 nChanged 2 SP:Iteration 38Q (5326.819972 sec): 3 clusters Score: Raw -986653.895552 + Penalty 2912.818946 = -983741.076607 nChanged 2 SP:Iteration 39Q (5326.842625 sec): 3 clusters Score: Raw -986655.322067 + Penalty 2912.818946 = -983742.503121 nChanged 2 SP:Iteration 40F (5326.875091 sec): 3 clusters Score: Raw -986656.997392 + Penalty 2912.818946 = -983744.178447 nChanged 3 SP:Iteration 41Q (5326.899814 sec): 3 clusters Score: Raw -986658.164939 + Penalty 2912.818946 = -983745.345993 nChanged 2 SP:Iteration 42Q (5326.933861 sec): 3 clusters Score: Raw -986659.070650 + Penalty 2912.818946 = -983746.251704 nChanged 5 SP:Iteration 43Q (5326.992285 sec): 3 clusters Score: Raw -986662.711039 + Penalty 2912.818946 = -983749.892093 nChanged 8 SP:Iteration 44Q (5327.041347 sec): 3 clusters Score: Raw -986664.910402 + Penalty 2912.818946 = -983752.091456 nChanged 3 SP:Iteration 45Q (5327.097542 sec): 3 clusters Score: Raw -986666.354217 + Penalty 2912.818946 = -983753.535272 nChanged 3 SP:Iteration 46Q (5327.120296 sec): 3 clusters Score: Raw -986668.197588 + Penalty 2912.818946 = -983755.378642 nChanged 5 SP:Iteration 47Q (5327.143227 sec): 3 clusters Score: Raw -986671.671179 + Penalty 2912.818946 = -983758.852233 nChanged 11 SP:Iteration 48Q (5327.169606 sec): 3 clusters Score: Raw -986675.953695 + Penalty 2912.818946 = -983763.134750 nChanged 13 SP:Iteration 49Q (5327.198410 sec): 3 clusters Score: Raw -986684.451060 + Penalty 2912.818946 = -983771.632114 nChanged 11 SP:Iteration 50Q (5327.243277 sec): 3 clusters Score: Raw -986689.078426 + Penalty 2912.818946 = -983776.259480 nChanged 9 SP:Iteration 51Q (5327.278923 sec): 3 clusters Score: Raw -986692.985320 + Penalty 2912.818946 = -983780.166374 nChanged 6 SP:Iteration 52Q (5327.336728 sec): 3 clusters Score: Raw -986694.143343 + Penalty 2912.818946 = -983781.324398 nChanged 4 SP:Iteration 53Q (5327.386341 sec): 3 clusters Score: Raw -986695.232578 + Penalty 2912.818946 = -983782.413633 nChanged 2 SP:Iteration 54Q (5327.436543 sec): 3 clusters Score: Raw -986695.679892 + Penalty 2912.818946 = -983782.860946 nChanged 2 SP:Iteration 55Q (5327.485307 sec): 3 clusters Score: Raw -986696.210080 + Penalty 2912.818946 = -983783.391134 nChanged 1 SP:Iteration 56Q (5327.517279 sec): 3 clusters Score: Raw -986696.415158 + Penalty 2912.818946 = -983783.596213 nChanged 1 SP:Iteration 57Q (5327.539219 sec): 3 clusters Score: Raw -986696.818921 + Penalty 2912.818946 = -983783.999976 nChanged 2 SP:Iteration 58Q (5327.565123 sec): 3 clusters Score: Raw -986696.963559 + Penalty 2912.818946 = -983784.144614 nChanged 1 SP:Iteration 59Q (5327.591699 sec): 3 clusters Score: Raw -986697.340630 + Penalty 2912.818946 = -983784.521684 nChanged 2 SP:Iteration 60F (5327.626695 sec): 3 clusters Score: Raw -986697.991738 + Penalty 2912.818946 = -983785.172793 nChanged 3 SP:Iteration 61Q (5327.649460 sec): 3 clusters Score: Raw -986698.676863 + Penalty 2912.818946 = -983785.857918 nChanged 3 SP:Iteration 62Q (5327.672114 sec): 3 clusters Score: Raw -986699.350146 + Penalty 2912.818946 = -983786.531200 nChanged 1 SP:Iteration 63Q (5327.695052 sec): 3 clusters Score: Raw -986699.457810 + Penalty 2912.818946 = -983786.638864 nChanged 0 SP:Iteration 64F (5327.720062 sec): 3 clusters Score: Raw -986699.457810 + Penalty 2912.818946 = -983786.638864 nChanged 0 Trying to split cluster 23 (6353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5327.740179 sec): 2 clusters Score: Raw -744011.496565 + Penalty 1422.960893 = -742588.535671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5327.793394 sec): 3 clusters Score: Raw -740550.998576 + Penalty 2845.921787 = -737705.076789 nChanged 2676 SP:Iteration 1F (5327.815498 sec): 3 clusters Score: Raw -742271.645163 + Penalty 2845.921787 = -739425.723376 nChanged 607 SP:Iteration 2F (5327.837755 sec): 3 clusters Score: Raw -742832.223016 + Penalty 2845.921787 = -739986.301229 nChanged 539 SP:Iteration 3F (5327.870293 sec): 3 clusters Score: Raw -743391.518779 + Penalty 2845.921787 = -740545.596993 nChanged 453 SP:Iteration 4F (5327.892516 sec): 3 clusters Score: Raw -743833.239465 + Penalty 2845.921787 = -740987.317679 nChanged 351 SP:Iteration 5F (5327.925398 sec): 3 clusters Score: Raw -744113.712056 + Penalty 2845.921787 = -741267.790269 nChanged 287 SP:Iteration 6Q (5327.992684 sec): 3 clusters Score: Raw -744358.170971 + Penalty 2845.921787 = -741512.249184 nChanged 228 SP:Iteration 7Q (5328.016086 sec): 3 clusters Score: Raw -744521.322363 + Penalty 2845.921787 = -741675.400577 nChanged 182 SP:Iteration 8Q (5328.042173 sec): 3 clusters Score: Raw -744603.073405 + Penalty 2845.921787 = -741757.151618 nChanged 129 SP:Iteration 9Q (5328.065193 sec): 3 clusters Score: Raw -744651.337590 + Penalty 2845.921787 = -741805.415803 nChanged 90 SP:Iteration 10Q (5328.108378 sec): 3 clusters Score: Raw -744678.528134 + Penalty 2845.921787 = -741832.606347 nChanged 73 SP:Iteration 11Q (5328.130113 sec): 3 clusters Score: Raw -744706.521825 + Penalty 2845.921787 = -741860.600038 nChanged 69 SP:Iteration 12Q (5328.152610 sec): 3 clusters Score: Raw -744728.030080 + Penalty 2845.921787 = -741882.108293 nChanged 46 SP:Iteration 13Q (5328.176242 sec): 3 clusters Score: Raw -744740.600031 + Penalty 2845.921787 = -741894.678244 nChanged 41 SP:Iteration 14Q (5328.207426 sec): 3 clusters Score: Raw -744750.403932 + Penalty 2845.921787 = -741904.482145 nChanged 36 SP:Iteration 15Q (5328.229849 sec): 3 clusters Score: Raw -744758.045280 + Penalty 2845.921787 = -741912.123493 nChanged 32 SP:Iteration 16Q (5328.252293 sec): 3 clusters Score: Raw -744764.736724 + Penalty 2845.921787 = -741918.814937 nChanged 21 SP:Iteration 17Q (5328.274599 sec): 3 clusters Score: Raw -744769.121069 + Penalty 2845.921787 = -741923.199282 nChanged 16 SP:Iteration 18Q (5328.299039 sec): 3 clusters Score: Raw -744772.162142 + Penalty 2845.921787 = -741926.240355 nChanged 15 SP:Iteration 19Q (5328.321288 sec): 3 clusters Score: Raw -744775.247723 + Penalty 2845.921787 = -741929.325936 nChanged 22 SP:Iteration 20F (5328.344244 sec): 3 clusters Score: Raw -744779.171166 + Penalty 2845.921787 = -741933.249379 nChanged 15 SP:Iteration 21Q (5328.366646 sec): 3 clusters Score: Raw -744781.982742 + Penalty 2845.921787 = -741936.060955 nChanged 18 SP:Iteration 22Q (5328.393959 sec): 3 clusters Score: Raw -744785.697702 + Penalty 2845.921787 = -741939.775915 nChanged 11 SP:Iteration 23Q (5328.416321 sec): 3 clusters Score: Raw -744788.854105 + Penalty 2845.921787 = -741942.932318 nChanged 16 SP:Iteration 24Q (5328.447859 sec): 3 clusters Score: Raw -744794.082401 + Penalty 2845.921787 = -741948.160614 nChanged 23 SP:Iteration 25Q (5328.469512 sec): 3 clusters Score: Raw -744801.682592 + Penalty 2845.921787 = -741955.760805 nChanged 30 SP:Iteration 26Q (5328.499260 sec): 3 clusters Score: Raw -744807.984621 + Penalty 2845.921787 = -741962.062834 nChanged 21 SP:Iteration 27Q (5328.521720 sec): 3 clusters Score: Raw -744814.259561 + Penalty 2845.921787 = -741968.337774 nChanged 35 SP:Iteration 28Q (5328.544058 sec): 3 clusters Score: Raw -744823.864784 + Penalty 2845.921787 = -741977.942997 nChanged 33 SP:Iteration 29Q (5328.596747 sec): 3 clusters Score: Raw -744832.800495 + Penalty 2845.921787 = -741986.878708 nChanged 26 SP:Iteration 30Q (5328.618933 sec): 3 clusters Score: Raw -744839.631815 + Penalty 2845.921787 = -741993.710028 nChanged 29 SP:Iteration 31Q (5328.650564 sec): 3 clusters Score: Raw -744846.001154 + Penalty 2845.921787 = -742000.079367 nChanged 21 SP:Iteration 32Q (5328.676086 sec): 3 clusters Score: Raw -744849.962998 + Penalty 2845.921787 = -742004.041211 nChanged 22 SP:Iteration 33Q (5328.698263 sec): 3 clusters Score: Raw -744853.620325 + Penalty 2845.921787 = -742007.698538 nChanged 20 SP:Iteration 34Q (5328.720729 sec): 3 clusters Score: Raw -744858.058029 + Penalty 2845.921787 = -742012.136242 nChanged 20 SP:Iteration 35Q (5328.751980 sec): 3 clusters Score: Raw -744862.464894 + Penalty 2845.921787 = -742016.543107 nChanged 17 SP:Iteration 36Q (5328.773683 sec): 3 clusters Score: Raw -744866.561279 + Penalty 2845.921787 = -742020.639492 nChanged 17 SP:Iteration 37Q (5328.800905 sec): 3 clusters Score: Raw -744869.844467 + Penalty 2845.921787 = -742023.922680 nChanged 13 SP:Iteration 38Q (5328.823207 sec): 3 clusters Score: Raw -744873.683168 + Penalty 2845.921787 = -742027.761381 nChanged 23 SP:Iteration 39Q (5328.845579 sec): 3 clusters Score: Raw -744879.631846 + Penalty 2845.921787 = -742033.710059 nChanged 17 SP:Iteration 40F (5328.868551 sec): 3 clusters Score: Raw -744883.029325 + Penalty 2845.921787 = -742037.107538 nChanged 16 SP:Iteration 41Q (5328.890936 sec): 3 clusters Score: Raw -744886.396716 + Penalty 2845.921787 = -742040.474930 nChanged 14 SP:Iteration 42Q (5328.913251 sec): 3 clusters Score: Raw -744888.842478 + Penalty 2845.921787 = -742042.920691 nChanged 5 SP:Iteration 43Q (5328.935387 sec): 3 clusters Score: Raw -744889.511861 + Penalty 2845.921787 = -742043.590074 nChanged 1 SP:Iteration 44Q (5328.957683 sec): 3 clusters Score: Raw -744889.638290 + Penalty 2845.921787 = -742043.716503 nChanged 1 SP:Iteration 45Q (5328.983227 sec): 3 clusters Score: Raw -744889.678768 + Penalty 2845.921787 = -742043.756981 nChanged 0 SP:Iteration 46F (5329.006216 sec): 3 clusters Score: Raw -744889.678768 + Penalty 2845.921787 = -742043.756981 nChanged 0 Trying to split cluster 24 (37239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5329.064820 sec): 2 clusters Score: Raw -4777735.568046 + Penalty 1710.330680 = -4776025.237366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5329.140862 sec): 3 clusters Score: Raw -4754424.767403 + Penalty 3420.661360 = -4751004.106043 nChanged 17456 SP:Iteration 1F (5329.207822 sec): 3 clusters Score: Raw -4764366.456119 + Penalty 3420.661360 = -4760945.794758 nChanged 1816 SP:Iteration 2Q (5329.279680 sec): 3 clusters Score: Raw -4765027.536292 + Penalty 3420.661360 = -4761606.874931 nChanged 1807 SP:Iteration 3Q (5329.348076 sec): 3 clusters Score: Raw -4765769.250095 + Penalty 3420.661360 = -4762348.588734 nChanged 1832 SP:Iteration 4Q (5329.417194 sec): 3 clusters Score: Raw -4766652.371341 + Penalty 3420.661360 = -4763231.709981 nChanged 1932 SP:Iteration 5F (5329.484000 sec): 3 clusters Score: Raw -4767777.185449 + Penalty 3420.661360 = -4764356.524089 nChanged 2142 SP:Iteration 6F (5329.560271 sec): 3 clusters Score: Raw -4769237.911902 + Penalty 3420.661360 = -4765817.250541 nChanged 2155 SP:Iteration 7F (5329.626135 sec): 3 clusters Score: Raw -4770920.503839 + Penalty 3420.661360 = -4767499.842479 nChanged 1964 SP:Iteration 8F (5329.700685 sec): 3 clusters Score: Raw -4772377.361699 + Penalty 3420.661360 = -4768956.700338 nChanged 1664 SP:Iteration 9Q (5329.766441 sec): 3 clusters Score: Raw -4773395.426075 + Penalty 3420.661360 = -4769974.764714 nChanged 1314 SP:Iteration 10Q (5329.847615 sec): 3 clusters Score: Raw -4774033.933637 + Penalty 3420.661360 = -4770613.272276 nChanged 954 SP:Iteration 11Q (5329.911822 sec): 3 clusters Score: Raw -4774400.513462 + Penalty 3420.661360 = -4770979.852101 nChanged 728 SP:Iteration 12Q (5329.977823 sec): 3 clusters Score: Raw -4774662.412040 + Penalty 3420.661360 = -4771241.750680 nChanged 580 SP:Iteration 13Q (5330.040395 sec): 3 clusters Score: Raw -4774853.947652 + Penalty 3420.661360 = -4771433.286291 nChanged 558 SP:Iteration 14Q (5330.112205 sec): 3 clusters Score: Raw -4775033.946781 + Penalty 3420.661360 = -4771613.285421 nChanged 546 SP:Iteration 15Q (5330.194090 sec): 3 clusters Score: Raw -4775217.448137 + Penalty 3420.661360 = -4771796.786777 nChanged 527 SP:Iteration 16Q (5330.289275 sec): 3 clusters Score: Raw -4775397.281442 + Penalty 3420.661360 = -4771976.620082 nChanged 521 SP:Iteration 17Q (5330.377289 sec): 3 clusters Score: Raw -4775573.083031 + Penalty 3420.661360 = -4772152.421671 nChanged 501 SP:Iteration 18Q (5330.458588 sec): 3 clusters Score: Raw -4775745.937086 + Penalty 3420.661360 = -4772325.275725 nChanged 501 SP:Iteration 19Q (5330.530383 sec): 3 clusters Score: Raw -4775929.659766 + Penalty 3420.661360 = -4772508.998405 nChanged 531 SP:Iteration 20F (5330.596994 sec): 3 clusters Score: Raw -4776140.033217 + Penalty 3420.661360 = -4772719.371857 nChanged 506 SP:Iteration 21Q (5330.655090 sec): 3 clusters Score: Raw -4776340.398517 + Penalty 3420.661360 = -4772919.737157 nChanged 472 SP:Iteration 22Q (5330.729636 sec): 3 clusters Score: Raw -4776528.923225 + Penalty 3420.661360 = -4773108.261864 nChanged 435 SP:Iteration 23Q (5330.791607 sec): 3 clusters Score: Raw -4776710.316457 + Penalty 3420.661360 = -4773289.655097 nChanged 429 SP:Iteration 24Q (5330.857454 sec): 3 clusters Score: Raw -4776900.343444 + Penalty 3420.661360 = -4773479.682084 nChanged 392 SP:Iteration 25Q (5330.914280 sec): 3 clusters Score: Raw -4777075.547013 + Penalty 3420.661360 = -4773654.885653 nChanged 342 SP:Iteration 26Q (5330.971204 sec): 3 clusters Score: Raw -4777241.478165 + Penalty 3420.661360 = -4773820.816804 nChanged 285 SP:Iteration 27Q (5331.046316 sec): 3 clusters Score: Raw -4777382.823103 + Penalty 3420.661360 = -4773962.161742 nChanged 278 SP:Iteration 28Q (5331.113495 sec): 3 clusters Score: Raw -4777512.151100 + Penalty 3420.661360 = -4774091.489740 nChanged 220 SP:Iteration 29Q (5331.168862 sec): 3 clusters Score: Raw -4777606.473918 + Penalty 3420.661360 = -4774185.812558 nChanged 171 SP:Iteration 30Q (5331.244507 sec): 3 clusters Score: Raw -4777681.170524 + Penalty 3420.661360 = -4774260.509164 nChanged 136 SP:Iteration 31Q (5331.299650 sec): 3 clusters Score: Raw -4777735.942070 + Penalty 3420.661360 = -4774315.280710 nChanged 105 SP:Iteration 32Q (5331.355886 sec): 3 clusters Score: Raw -4777780.675061 + Penalty 3420.661360 = -4774360.013701 nChanged 93 SP:Iteration 33Q (5331.433678 sec): 3 clusters Score: Raw -4777825.597973 + Penalty 3420.661360 = -4774404.936612 nChanged 78 SP:Iteration 34Q (5331.496006 sec): 3 clusters Score: Raw -4777862.055098 + Penalty 3420.661360 = -4774441.393738 nChanged 68 SP:Iteration 35Q (5331.557268 sec): 3 clusters Score: Raw -4777894.603384 + Penalty 3420.661360 = -4774473.942024 nChanged 53 SP:Iteration 36Q (5331.612289 sec): 3 clusters Score: Raw -4777916.116746 + Penalty 3420.661360 = -4774495.455385 nChanged 38 SP:Iteration 37Q (5331.689487 sec): 3 clusters Score: Raw -4777932.377419 + Penalty 3420.661360 = -4774511.716059 nChanged 31 SP:Iteration 38Q (5331.744023 sec): 3 clusters Score: Raw -4777946.716418 + Penalty 3420.661360 = -4774526.055058 nChanged 29 SP:Iteration 39Q (5331.819110 sec): 3 clusters Score: Raw -4777959.652766 + Penalty 3420.661360 = -4774538.991405 nChanged 31 SP:Iteration 40F (5331.885255 sec): 3 clusters Score: Raw -4777972.232883 + Penalty 3420.661360 = -4774551.571522 nChanged 26 SP:Iteration 41Q (5331.948630 sec): 3 clusters Score: Raw -4777983.399919 + Penalty 3420.661360 = -4774562.738559 nChanged 23 SP:Iteration 42Q (5332.015923 sec): 3 clusters Score: Raw -4777992.630461 + Penalty 3420.661360 = -4774571.969100 nChanged 13 SP:Iteration 43Q (5332.077657 sec): 3 clusters Score: Raw -4777998.225582 + Penalty 3420.661360 = -4774577.564222 nChanged 12 SP:Iteration 44Q (5332.132991 sec): 3 clusters Score: Raw -4778002.793446 + Penalty 3420.661360 = -4774582.132086 nChanged 15 SP:Iteration 45Q (5332.187262 sec): 3 clusters Score: Raw -4778008.706094 + Penalty 3420.661360 = -4774588.044734 nChanged 14 SP:Iteration 46Q (5332.243521 sec): 3 clusters Score: Raw -4778014.874709 + Penalty 3420.661360 = -4774594.213348 nChanged 10 SP:Iteration 47Q (5332.297937 sec): 3 clusters Score: Raw -4778018.862586 + Penalty 3420.661360 = -4774598.201226 nChanged 11 SP:Iteration 48Q (5332.362008 sec): 3 clusters Score: Raw -4778022.730755 + Penalty 3420.661360 = -4774602.069395 nChanged 7 SP:Iteration 49Q (5332.434554 sec): 3 clusters Score: Raw -4778025.523914 + Penalty 3420.661360 = -4774604.862554 nChanged 7 SP:Iteration 50Q (5332.488868 sec): 3 clusters Score: Raw -4778029.398701 + Penalty 3420.661360 = -4774608.737341 nChanged 7 SP:Iteration 51Q (5332.543059 sec): 3 clusters Score: Raw -4778032.213806 + Penalty 3420.661360 = -4774611.552445 nChanged 2 SP:Iteration 52Q (5332.604845 sec): 3 clusters Score: Raw -4778033.280921 + Penalty 3420.661360 = -4774612.619561 nChanged 5 SP:Iteration 53Q (5332.659248 sec): 3 clusters Score: Raw -4778035.287013 + Penalty 3420.661360 = -4774614.625652 nChanged 2 SP:Iteration 54Q (5332.736733 sec): 3 clusters Score: Raw -4778035.916508 + Penalty 3420.661360 = -4774615.255148 nChanged 3 SP:Iteration 55Q (5332.784054 sec): 3 clusters Score: Raw -4778036.917993 + Penalty 3420.661360 = -4774616.256633 nChanged 1 SP:Iteration 56Q (5332.840137 sec): 3 clusters Score: Raw -4778037.250774 + Penalty 3420.661360 = -4774616.589413 nChanged 1 SP:Iteration 57Q (5332.905474 sec): 3 clusters Score: Raw -4778037.410781 + Penalty 3420.661360 = -4774616.749421 nChanged 1 SP:Iteration 58Q (5332.959102 sec): 3 clusters Score: Raw -4778037.991620 + Penalty 3420.661360 = -4774617.330259 nChanged 2 SP:Iteration 59Q (5333.024718 sec): 3 clusters Score: Raw -4778038.569034 + Penalty 3420.661360 = -4774617.907674 nChanged 1 SP:Iteration 60F (5333.096011 sec): 3 clusters Score: Raw -4778038.877592 + Penalty 3420.661360 = -4774618.216231 nChanged 2 SP:Iteration 61Q (5333.148706 sec): 3 clusters Score: Raw -4778039.945762 + Penalty 3420.661360 = -4774619.284401 nChanged 3 SP:Iteration 62Q (5333.202825 sec): 3 clusters Score: Raw -4778041.749594 + Penalty 3420.661360 = -4774621.088234 nChanged 6 SP:Iteration 63Q (5333.256927 sec): 3 clusters Score: Raw -4778044.659287 + Penalty 3420.661360 = -4774623.997926 nChanged 5 SP:Iteration 64Q (5333.312398 sec): 3 clusters Score: Raw -4778046.656486 + Penalty 3420.661360 = -4774625.995126 nChanged 5 SP:Iteration 65Q (5333.366653 sec): 3 clusters Score: Raw -4778048.940930 + Penalty 3420.661360 = -4774628.279569 nChanged 5 SP:Iteration 66Q (5333.433498 sec): 3 clusters Score: Raw -4778050.964092 + Penalty 3420.661360 = -4774630.302732 nChanged 5 SP:Iteration 67Q (5333.522113 sec): 3 clusters Score: Raw -4778053.122186 + Penalty 3420.661360 = -4774632.460826 nChanged 7 SP:Iteration 68Q (5333.576017 sec): 3 clusters Score: Raw -4778055.823396 + Penalty 3420.661360 = -4774635.162035 nChanged 4 SP:Iteration 69Q (5333.631133 sec): 3 clusters Score: Raw -4778058.916367 + Penalty 3420.661360 = -4774638.255007 nChanged 8 SP:Iteration 70Q (5333.685854 sec): 3 clusters Score: Raw -4778062.307421 + Penalty 3420.661360 = -4774641.646061 nChanged 6 SP:Iteration 71Q (5333.740217 sec): 3 clusters Score: Raw -4778064.853738 + Penalty 3420.661360 = -4774644.192378 nChanged 2 SP:Iteration 72Q (5333.795172 sec): 3 clusters Score: Raw -4778065.910295 + Penalty 3420.661360 = -4774645.248935 nChanged 3 SP:Iteration 73Q (5333.849062 sec): 3 clusters Score: Raw -4778067.542178 + Penalty 3420.661360 = -4774646.880818 nChanged 2 SP:Iteration 74Q (5333.902935 sec): 3 clusters Score: Raw -4778068.934493 + Penalty 3420.661360 = -4774648.273132 nChanged 2 SP:Iteration 75Q (5333.957655 sec): 3 clusters Score: Raw -4778069.998948 + Penalty 3420.661360 = -4774649.337587 nChanged 2 SP:Iteration 76Q (5334.011572 sec): 3 clusters Score: Raw -4778071.137138 + Penalty 3420.661360 = -4774650.475778 nChanged 2 SP:Iteration 77Q (5334.071825 sec): 3 clusters Score: Raw -4778072.560285 + Penalty 3420.661360 = -4774651.898925 nChanged 1 SP:Iteration 78Q (5334.126676 sec): 3 clusters Score: Raw -4778073.132933 + Penalty 3420.661360 = -4774652.471573 nChanged 0 SP:Iteration 79F (5334.192873 sec): 3 clusters Score: Raw -4778073.132933 + Penalty 3420.661360 = -4774652.471573 nChanged 0 Trying to split cluster 25 (47890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5334.263660 sec): 2 clusters Score: Raw -6085515.571949 + Penalty 1751.207574 = -6083764.364375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5334.355762 sec): 3 clusters Score: Raw -6055277.897414 + Penalty 3502.415148 = -6051775.482267 nChanged 22360 SP:Iteration 1F (5334.437929 sec): 3 clusters Score: Raw -6068605.098813 + Penalty 3502.415148 = -6065102.683665 nChanged 2470 SP:Iteration 2F (5334.522571 sec): 3 clusters Score: Raw -6069607.909281 + Penalty 3502.415148 = -6066105.494134 nChanged 2571 SP:Iteration 3F (5334.628334 sec): 3 clusters Score: Raw -6070822.768522 + Penalty 3502.415148 = -6067320.353374 nChanged 2718 SP:Iteration 4F (5334.712315 sec): 3 clusters Score: Raw -6072305.807328 + Penalty 3502.415148 = -6068803.392181 nChanged 2922 SP:Iteration 5F (5334.794941 sec): 3 clusters Score: Raw -6074218.416463 + Penalty 3502.415148 = -6070716.001315 nChanged 2890 SP:Iteration 6F (5334.877010 sec): 3 clusters Score: Raw -6076299.303540 + Penalty 3502.415148 = -6072796.888392 nChanged 2558 SP:Iteration 7F (5334.974405 sec): 3 clusters Score: Raw -6078211.580984 + Penalty 3502.415148 = -6074709.165836 nChanged 2082 SP:Iteration 8Q (5335.069112 sec): 3 clusters Score: Raw -6079597.998784 + Penalty 3502.415148 = -6076095.583636 nChanged 1621 SP:Iteration 9Q (5335.149957 sec): 3 clusters Score: Raw -6080437.488483 + Penalty 3502.415148 = -6076935.073336 nChanged 1157 SP:Iteration 10Q (5335.236736 sec): 3 clusters Score: Raw -6080941.818392 + Penalty 3502.415148 = -6077439.403245 nChanged 887 SP:Iteration 11Q (5335.315548 sec): 3 clusters Score: Raw -6081261.433997 + Penalty 3502.415148 = -6077759.018849 nChanged 730 SP:Iteration 12Q (5335.393404 sec): 3 clusters Score: Raw -6081519.418212 + Penalty 3502.415148 = -6078017.003064 nChanged 672 SP:Iteration 13Q (5335.487607 sec): 3 clusters Score: Raw -6081757.269600 + Penalty 3502.415148 = -6078254.854452 nChanged 671 SP:Iteration 14Q (5335.582409 sec): 3 clusters Score: Raw -6081989.577217 + Penalty 3502.415148 = -6078487.162069 nChanged 634 SP:Iteration 15Q (5335.693933 sec): 3 clusters Score: Raw -6082219.183230 + Penalty 3502.415148 = -6078716.768082 nChanged 645 SP:Iteration 16Q (5335.772369 sec): 3 clusters Score: Raw -6082467.267979 + Penalty 3502.415148 = -6078964.852832 nChanged 668 SP:Iteration 17Q (5335.848270 sec): 3 clusters Score: Raw -6082737.854773 + Penalty 3502.415148 = -6079235.439625 nChanged 653 SP:Iteration 18Q (5335.940489 sec): 3 clusters Score: Raw -6083009.493030 + Penalty 3502.415148 = -6079507.077882 nChanged 666 SP:Iteration 19Q (5336.018345 sec): 3 clusters Score: Raw -6083298.431774 + Penalty 3502.415148 = -6079796.016626 nChanged 687 SP:Iteration 20F (5336.098966 sec): 3 clusters Score: Raw -6083633.113154 + Penalty 3502.415148 = -6080130.698006 nChanged 669 SP:Iteration 21Q (5336.172836 sec): 3 clusters Score: Raw -6083966.842315 + Penalty 3502.415148 = -6080464.427168 nChanged 603 SP:Iteration 22Q (5336.245654 sec): 3 clusters Score: Raw -6084267.469990 + Penalty 3502.415148 = -6080765.054843 nChanged 563 SP:Iteration 23Q (5336.316696 sec): 3 clusters Score: Raw -6084543.772106 + Penalty 3502.415148 = -6081041.356958 nChanged 490 SP:Iteration 24Q (5336.395086 sec): 3 clusters Score: Raw -6084780.973813 + Penalty 3502.415148 = -6081278.558665 nChanged 429 SP:Iteration 25Q (5336.473264 sec): 3 clusters Score: Raw -6084997.522205 + Penalty 3502.415148 = -6081495.107057 nChanged 354 SP:Iteration 26Q (5336.543736 sec): 3 clusters Score: Raw -6085161.404806 + Penalty 3502.415148 = -6081658.989658 nChanged 276 SP:Iteration 27Q (5336.613097 sec): 3 clusters Score: Raw -6085290.898553 + Penalty 3502.415148 = -6081788.483405 nChanged 239 SP:Iteration 28Q (5336.692659 sec): 3 clusters Score: Raw -6085420.849499 + Penalty 3502.415148 = -6081918.434351 nChanged 198 SP:Iteration 29Q (5336.784452 sec): 3 clusters Score: Raw -6085523.198139 + Penalty 3502.415148 = -6082020.782992 nChanged 149 SP:Iteration 30Q (5336.856133 sec): 3 clusters Score: Raw -6085587.039360 + Penalty 3502.415148 = -6082084.624212 nChanged 95 SP:Iteration 31Q (5336.923630 sec): 3 clusters Score: Raw -6085627.751037 + Penalty 3502.415148 = -6082125.335889 nChanged 86 SP:Iteration 32Q (5336.990078 sec): 3 clusters Score: Raw -6085660.158849 + Penalty 3502.415148 = -6082157.743701 nChanged 63 SP:Iteration 33Q (5337.056997 sec): 3 clusters Score: Raw -6085683.622906 + Penalty 3502.415148 = -6082181.207758 nChanged 46 SP:Iteration 34Q (5337.154560 sec): 3 clusters Score: Raw -6085700.889889 + Penalty 3502.415148 = -6082198.474741 nChanged 56 SP:Iteration 35Q (5337.220739 sec): 3 clusters Score: Raw -6085724.951408 + Penalty 3502.415148 = -6082222.536260 nChanged 44 SP:Iteration 36Q (5337.292100 sec): 3 clusters Score: Raw -6085740.917060 + Penalty 3502.415148 = -6082238.501912 nChanged 32 SP:Iteration 37Q (5337.359745 sec): 3 clusters Score: Raw -6085752.290958 + Penalty 3502.415148 = -6082249.875810 nChanged 16 SP:Iteration 38Q (5337.426194 sec): 3 clusters Score: Raw -6085756.573165 + Penalty 3502.415148 = -6082254.158017 nChanged 16 SP:Iteration 39Q (5337.527520 sec): 3 clusters Score: Raw -6085759.972562 + Penalty 3502.415148 = -6082257.557415 nChanged 12 SP:Iteration 40F (5337.629805 sec): 3 clusters Score: Raw -6085763.471992 + Penalty 3502.415148 = -6082261.056845 nChanged 12 SP:Iteration 41Q (5337.696499 sec): 3 clusters Score: Raw -6085766.565524 + Penalty 3502.415148 = -6082264.150376 nChanged 13 SP:Iteration 42Q (5337.763884 sec): 3 clusters Score: Raw -6085771.520521 + Penalty 3502.415148 = -6082269.105374 nChanged 15 SP:Iteration 43Q (5337.836757 sec): 3 clusters Score: Raw -6085776.767840 + Penalty 3502.415148 = -6082274.352693 nChanged 15 SP:Iteration 44Q (5337.903798 sec): 3 clusters Score: Raw -6085783.627256 + Penalty 3502.415148 = -6082281.212108 nChanged 15 SP:Iteration 45Q (5337.996520 sec): 3 clusters Score: Raw -6085788.889054 + Penalty 3502.415148 = -6082286.473906 nChanged 18 SP:Iteration 46Q (5338.063667 sec): 3 clusters Score: Raw -6085793.730709 + Penalty 3502.415148 = -6082291.315561 nChanged 12 SP:Iteration 47Q (5338.130146 sec): 3 clusters Score: Raw -6085797.956067 + Penalty 3502.415148 = -6082295.540919 nChanged 16 SP:Iteration 48Q (5338.229648 sec): 3 clusters Score: Raw -6085803.555681 + Penalty 3502.415148 = -6082301.140533 nChanged 9 SP:Iteration 49Q (5338.303548 sec): 3 clusters Score: Raw -6085806.162321 + Penalty 3502.415148 = -6082303.747173 nChanged 6 SP:Iteration 50Q (5338.369687 sec): 3 clusters Score: Raw -6085807.933928 + Penalty 3502.415148 = -6082305.518780 nChanged 6 SP:Iteration 51Q (5338.452166 sec): 3 clusters Score: Raw -6085809.360467 + Penalty 3502.415148 = -6082306.945319 nChanged 5 SP:Iteration 52Q (5338.518590 sec): 3 clusters Score: Raw -6085810.618525 + Penalty 3502.415148 = -6082308.203377 nChanged 4 SP:Iteration 53Q (5338.586943 sec): 3 clusters Score: Raw -6085811.524945 + Penalty 3502.415148 = -6082309.109797 nChanged 4 SP:Iteration 54Q (5338.653245 sec): 3 clusters Score: Raw -6085812.895809 + Penalty 3502.415148 = -6082310.480661 nChanged 5 SP:Iteration 55Q (5338.727476 sec): 3 clusters Score: Raw -6085814.270489 + Penalty 3502.415148 = -6082311.855341 nChanged 4 SP:Iteration 56Q (5338.793676 sec): 3 clusters Score: Raw -6085814.906941 + Penalty 3502.415148 = -6082312.491794 nChanged 5 SP:Iteration 57Q (5338.881236 sec): 3 clusters Score: Raw -6085816.287579 + Penalty 3502.415148 = -6082313.872431 nChanged 6 SP:Iteration 58Q (5338.952203 sec): 3 clusters Score: Raw -6085818.036414 + Penalty 3502.415148 = -6082315.621266 nChanged 2 SP:Iteration 59Q (5339.018400 sec): 3 clusters Score: Raw -6085819.165875 + Penalty 3502.415148 = -6082316.750727 nChanged 2 SP:Iteration 60F (5339.104759 sec): 3 clusters Score: Raw -6085819.560685 + Penalty 3502.415148 = -6082317.145537 nChanged 0 Trying to split cluster 26 (812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5339.110210 sec): 2 clusters Score: Raw -85854.099756 + Penalty 1088.668805 = -84765.430951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5339.115028 sec): 3 clusters Score: Raw -85711.140003 + Penalty 2177.337611 = -83533.802392 nChanged 242 SP:Iteration 1F (5339.119500 sec): 3 clusters Score: Raw -86183.871782 + Penalty 2177.337611 = -84006.534171 nChanged 92 SP:Iteration 2F (5339.123930 sec): 3 clusters Score: Raw -86436.617993 + Penalty 2177.337611 = -84259.280382 nChanged 56 SP:Iteration 3F (5339.128370 sec): 3 clusters Score: Raw -86535.866911 + Penalty 2177.337611 = -84358.529300 nChanged 33 SP:Iteration 4Q (5339.132791 sec): 3 clusters Score: Raw -86608.282426 + Penalty 2177.337611 = -84430.944816 nChanged 28 SP:Iteration 5Q (5339.137146 sec): 3 clusters Score: Raw -86674.870573 + Penalty 2177.337611 = -84497.532962 nChanged 15 SP:Iteration 6Q (5339.141448 sec): 3 clusters Score: Raw -86710.188615 + Penalty 2177.337611 = -84532.851005 nChanged 15 SP:Iteration 7Q (5339.145710 sec): 3 clusters Score: Raw -86741.459943 + Penalty 2177.337611 = -84564.122332 nChanged 15 SP:Iteration 8Q (5339.149960 sec): 3 clusters Score: Raw -86776.924344 + Penalty 2177.337611 = -84599.586734 nChanged 9 SP:Iteration 9Q (5339.154197 sec): 3 clusters Score: Raw -86806.753324 + Penalty 2177.337611 = -84629.415714 nChanged 12 SP:Iteration 10Q (5339.158451 sec): 3 clusters Score: Raw -86833.416732 + Penalty 2177.337611 = -84656.079121 nChanged 7 SP:Iteration 11Q (5339.162690 sec): 3 clusters Score: Raw -86844.566463 + Penalty 2177.337611 = -84667.228853 nChanged 2 SP:Iteration 12Q (5339.166943 sec): 3 clusters Score: Raw -86847.997902 + Penalty 2177.337611 = -84670.660291 nChanged 1 SP:Iteration 13Q (5339.171137 sec): 3 clusters Score: Raw -86848.815732 + Penalty 2177.337611 = -84671.478122 nChanged 0 SP:Iteration 14F (5339.175591 sec): 3 clusters Score: Raw -86848.815732 + Penalty 2177.337611 = -84671.478122 nChanged 0 Trying to split cluster 27 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5339.187683 sec): 2 clusters Score: Raw -61627.795948 + Penalty 1021.777016 = -60606.018932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5339.195496 sec): 3 clusters Score: Raw -61573.724983 + Penalty 2043.554032 = -59530.170951 nChanged 139 SP:Iteration 1F (5339.198717 sec): 3 clusters Score: Raw -61749.326978 + Penalty 2043.554032 = -59705.772946 nChanged 30 SP:Iteration 2F (5339.201892 sec): 3 clusters Score: Raw -61827.367511 + Penalty 2043.554032 = -59783.813478 nChanged 28 SP:Iteration 3F (5339.205081 sec): 3 clusters Score: Raw -61894.993733 + Penalty 2043.554032 = -59851.439701 nChanged 18 SP:Iteration 4Q (5339.208216 sec): 3 clusters Score: Raw -61929.240458 + Penalty 2043.554032 = -59885.686426 nChanged 13 SP:Iteration 5Q (5339.211351 sec): 3 clusters Score: Raw -61946.674808 + Penalty 2043.554032 = -59903.120776 nChanged 17 SP:Iteration 6Q (5339.214446 sec): 3 clusters Score: Raw -61986.862396 + Penalty 2043.554032 = -59943.308363 nChanged 11 SP:Iteration 7Q (5339.217544 sec): 3 clusters Score: Raw -62025.370045 + Penalty 2043.554032 = -59981.816013 nChanged 6 SP:Iteration 8Q (5339.220622 sec): 3 clusters Score: Raw -62044.835707 + Penalty 2043.554032 = -60001.281675 nChanged 4 SP:Iteration 9Q (5339.223677 sec): 3 clusters Score: Raw -62064.843865 + Penalty 2043.554032 = -60021.289833 nChanged 6 SP:Iteration 10Q (5339.226719 sec): 3 clusters Score: Raw -62079.211480 + Penalty 2043.554032 = -60035.657448 nChanged 7 SP:Iteration 11Q (5339.229776 sec): 3 clusters Score: Raw -62104.291413 + Penalty 2043.554032 = -60060.737381 nChanged 5 SP:Iteration 12Q (5339.232818 sec): 3 clusters Score: Raw -62124.851788 + Penalty 2043.554032 = -60081.297756 nChanged 6 SP:Iteration 13Q (5339.235880 sec): 3 clusters Score: Raw -62147.287022 + Penalty 2043.554032 = -60103.732990 nChanged 6 SP:Iteration 14Q (5339.243490 sec): 3 clusters Score: Raw -62160.072419 + Penalty 2043.554032 = -60116.518387 nChanged 5 SP:Iteration 15Q (5339.246524 sec): 3 clusters Score: Raw -62165.750124 + Penalty 2043.554032 = -60122.196092 nChanged 5 SP:Iteration 16Q (5339.249560 sec): 3 clusters Score: Raw -62171.212863 + Penalty 2043.554032 = -60127.658831 nChanged 5 SP:Iteration 17Q (5339.255618 sec): 3 clusters Score: Raw -62182.160324 + Penalty 2043.554032 = -60138.606292 nChanged 5 SP:Iteration 18Q (5339.258676 sec): 3 clusters Score: Raw -62190.168558 + Penalty 2043.554032 = -60146.614526 nChanged 4 SP:Iteration 19Q (5339.261709 sec): 3 clusters Score: Raw -62193.656689 + Penalty 2043.554032 = -60150.102657 nChanged 0 SP:Iteration 20F (5339.267816 sec): 3 clusters Score: Raw -62193.656689 + Penalty 2043.554032 = -60150.102657 nChanged 0 Trying to split cluster 28 (7259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5339.296767 sec): 2 clusters Score: Raw -914305.214239 + Penalty 1444.624571 = -912860.589669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5339.321781 sec): 3 clusters Score: Raw -910379.253723 + Penalty 2889.249141 = -907490.004582 nChanged 3056 SP:Iteration 1F (5339.352327 sec): 3 clusters Score: Raw -912132.948599 + Penalty 2889.249141 = -909243.699458 nChanged 547 SP:Iteration 2F (5339.381010 sec): 3 clusters Score: Raw -912431.518683 + Penalty 2889.249141 = -909542.269542 nChanged 421 SP:Iteration 3F (5339.404962 sec): 3 clusters Score: Raw -912659.341603 + Penalty 2889.249141 = -909770.092461 nChanged 362 SP:Iteration 4Q (5339.429517 sec): 3 clusters Score: Raw -912833.317275 + Penalty 2889.249141 = -909944.068133 nChanged 278 SP:Iteration 5Q (5339.458023 sec): 3 clusters Score: Raw -912980.538872 + Penalty 2889.249141 = -910091.289730 nChanged 281 SP:Iteration 6Q (5339.482460 sec): 3 clusters Score: Raw -913136.762947 + Penalty 2889.249141 = -910247.513806 nChanged 273 SP:Iteration 7Q (5339.508272 sec): 3 clusters Score: Raw -913283.987367 + Penalty 2889.249141 = -910394.738226 nChanged 235 SP:Iteration 8Q (5339.551264 sec): 3 clusters Score: Raw -913405.168843 + Penalty 2889.249141 = -910515.919702 nChanged 214 SP:Iteration 9Q (5339.585626 sec): 3 clusters Score: Raw -913517.605898 + Penalty 2889.249141 = -910628.356757 nChanged 218 SP:Iteration 10Q (5339.617980 sec): 3 clusters Score: Raw -913640.656682 + Penalty 2889.249141 = -910751.407541 nChanged 216 SP:Iteration 11Q (5339.675378 sec): 3 clusters Score: Raw -913765.563775 + Penalty 2889.249141 = -910876.314634 nChanged 198 SP:Iteration 12Q (5339.699333 sec): 3 clusters Score: Raw -913877.464227 + Penalty 2889.249141 = -910988.215086 nChanged 156 SP:Iteration 13Q (5339.723385 sec): 3 clusters Score: Raw -913960.524092 + Penalty 2889.249141 = -911071.274951 nChanged 134 SP:Iteration 14Q (5339.750828 sec): 3 clusters Score: Raw -914033.731331 + Penalty 2889.249141 = -911144.482190 nChanged 127 SP:Iteration 15Q (5339.774616 sec): 3 clusters Score: Raw -914104.143078 + Penalty 2889.249141 = -911214.893937 nChanged 103 SP:Iteration 16Q (5339.798159 sec): 3 clusters Score: Raw -914160.309533 + Penalty 2889.249141 = -911271.060392 nChanged 99 SP:Iteration 17Q (5339.821662 sec): 3 clusters Score: Raw -914219.143225 + Penalty 2889.249141 = -911329.894084 nChanged 94 SP:Iteration 18Q (5339.844944 sec): 3 clusters Score: Raw -914271.507241 + Penalty 2889.249141 = -911382.258100 nChanged 82 SP:Iteration 19Q (5339.868244 sec): 3 clusters Score: Raw -914314.823707 + Penalty 2889.249141 = -911425.574566 nChanged 69 SP:Iteration 20F (5339.892315 sec): 3 clusters Score: Raw -914352.521944 + Penalty 2889.249141 = -911463.272803 nChanged 70 SP:Iteration 21Q (5339.915448 sec): 3 clusters Score: Raw -914392.896893 + Penalty 2889.249141 = -911503.647752 nChanged 52 SP:Iteration 22Q (5339.938482 sec): 3 clusters Score: Raw -914421.936163 + Penalty 2889.249141 = -911532.687022 nChanged 47 SP:Iteration 23Q (5339.961098 sec): 3 clusters Score: Raw -914447.981886 + Penalty 2889.249141 = -911558.732745 nChanged 46 SP:Iteration 24Q (5340.019065 sec): 3 clusters Score: Raw -914472.398153 + Penalty 2889.249141 = -911583.149012 nChanged 38 SP:Iteration 25Q (5340.041895 sec): 3 clusters Score: Raw -914493.220798 + Penalty 2889.249141 = -911603.971657 nChanged 40 SP:Iteration 26Q (5340.064666 sec): 3 clusters Score: Raw -914522.049731 + Penalty 2889.249141 = -911632.800590 nChanged 42 SP:Iteration 27Q (5340.087237 sec): 3 clusters Score: Raw -914559.211419 + Penalty 2889.249141 = -911669.962277 nChanged 46 SP:Iteration 28Q (5340.117602 sec): 3 clusters Score: Raw -914593.283501 + Penalty 2889.249141 = -911704.034359 nChanged 32 SP:Iteration 29Q (5340.148211 sec): 3 clusters Score: Raw -914612.352456 + Penalty 2889.249141 = -911723.103315 nChanged 23 SP:Iteration 30Q (5340.171062 sec): 3 clusters Score: Raw -914622.429495 + Penalty 2889.249141 = -911733.180354 nChanged 18 SP:Iteration 31Q (5340.193408 sec): 3 clusters Score: Raw -914631.384381 + Penalty 2889.249141 = -911742.135240 nChanged 11 SP:Iteration 32Q (5340.215625 sec): 3 clusters Score: Raw -914636.691503 + Penalty 2889.249141 = -911747.442362 nChanged 5 SP:Iteration 33Q (5340.238083 sec): 3 clusters Score: Raw -914640.182684 + Penalty 2889.249141 = -911750.933543 nChanged 8 SP:Iteration 34Q (5340.260297 sec): 3 clusters Score: Raw -914643.560003 + Penalty 2889.249141 = -911754.310862 nChanged 12 SP:Iteration 35Q (5340.282379 sec): 3 clusters Score: Raw -914651.419299 + Penalty 2889.249141 = -911762.170158 nChanged 9 SP:Iteration 36Q (5340.304763 sec): 3 clusters Score: Raw -914655.956341 + Penalty 2889.249141 = -911766.707200 nChanged 9 SP:Iteration 37Q (5340.326833 sec): 3 clusters Score: Raw -914660.192911 + Penalty 2889.249141 = -911770.943770 nChanged 5 SP:Iteration 38Q (5340.359371 sec): 3 clusters Score: Raw -914662.105445 + Penalty 2889.249141 = -911772.856304 nChanged 1 SP:Iteration 39Q (5340.383076 sec): 3 clusters Score: Raw -914662.488863 + Penalty 2889.249141 = -911773.239721 nChanged 0 SP:Iteration 40F (5340.407156 sec): 3 clusters Score: Raw -914662.488863 + Penalty 2889.249141 = -911773.239721 nChanged 0 Trying to split cluster 29 (12191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5340.434073 sec): 2 clusters Score: Raw -1571645.347995 + Penalty 1528.873654 = -1570116.474341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5340.466972 sec): 3 clusters Score: Raw -1564728.391232 + Penalty 3057.747307 = -1561670.643925 nChanged 5306 SP:Iteration 1F (5340.497272 sec): 3 clusters Score: Raw -1568035.728665 + Penalty 3057.747307 = -1564977.981358 nChanged 1001 SP:Iteration 2F (5340.532772 sec): 3 clusters Score: Raw -1568739.855113 + Penalty 3057.747307 = -1565682.107805 nChanged 957 SP:Iteration 3F (5340.573612 sec): 3 clusters Score: Raw -1569468.372923 + Penalty 3057.747307 = -1566410.625615 nChanged 903 SP:Iteration 4F (5340.604585 sec): 3 clusters Score: Raw -1570127.968737 + Penalty 3057.747307 = -1567070.221429 nChanged 742 SP:Iteration 5F (5340.635099 sec): 3 clusters Score: Raw -1570631.134212 + Penalty 3057.747307 = -1567573.386904 nChanged 627 SP:Iteration 6F (5340.665443 sec): 3 clusters Score: Raw -1571001.600520 + Penalty 3057.747307 = -1567943.853213 nChanged 469 SP:Iteration 7Q (5340.703126 sec): 3 clusters Score: Raw -1571248.383425 + Penalty 3057.747307 = -1568190.636118 nChanged 345 SP:Iteration 8Q (5340.733829 sec): 3 clusters Score: Raw -1571408.704745 + Penalty 3057.747307 = -1568350.957437 nChanged 268 SP:Iteration 9Q (5340.764476 sec): 3 clusters Score: Raw -1571530.127049 + Penalty 3057.747307 = -1568472.379741 nChanged 234 SP:Iteration 10Q (5340.795108 sec): 3 clusters Score: Raw -1571638.603464 + Penalty 3057.747307 = -1568580.856157 nChanged 205 SP:Iteration 11Q (5340.825918 sec): 3 clusters Score: Raw -1571725.525892 + Penalty 3057.747307 = -1568667.778585 nChanged 154 SP:Iteration 12Q (5340.856285 sec): 3 clusters Score: Raw -1571785.299455 + Penalty 3057.747307 = -1568727.552148 nChanged 136 SP:Iteration 13Q (5340.886767 sec): 3 clusters Score: Raw -1571834.610888 + Penalty 3057.747307 = -1568776.863581 nChanged 114 SP:Iteration 14Q (5340.923796 sec): 3 clusters Score: Raw -1571873.713020 + Penalty 3057.747307 = -1568815.965713 nChanged 92 SP:Iteration 15Q (5340.961177 sec): 3 clusters Score: Raw -1571905.349795 + Penalty 3057.747307 = -1568847.602488 nChanged 82 SP:Iteration 16Q (5340.997438 sec): 3 clusters Score: Raw -1571933.534810 + Penalty 3057.747307 = -1568875.787503 nChanged 66 SP:Iteration 17Q (5341.027795 sec): 3 clusters Score: Raw -1571955.388134 + Penalty 3057.747307 = -1568897.640827 nChanged 54 SP:Iteration 18Q (5341.057753 sec): 3 clusters Score: Raw -1571975.929749 + Penalty 3057.747307 = -1568918.182441 nChanged 45 SP:Iteration 19Q (5341.095102 sec): 3 clusters Score: Raw -1571989.390037 + Penalty 3057.747307 = -1568931.642730 nChanged 38 SP:Iteration 20F (5341.125411 sec): 3 clusters Score: Raw -1572000.504906 + Penalty 3057.747307 = -1568942.757599 nChanged 32 SP:Iteration 21Q (5341.155216 sec): 3 clusters Score: Raw -1572009.657553 + Penalty 3057.747307 = -1568951.910246 nChanged 27 SP:Iteration 22Q (5341.187205 sec): 3 clusters Score: Raw -1572017.472886 + Penalty 3057.747307 = -1568959.725579 nChanged 18 SP:Iteration 23Q (5341.216995 sec): 3 clusters Score: Raw -1572022.372947 + Penalty 3057.747307 = -1568964.625639 nChanged 15 SP:Iteration 24Q (5341.250844 sec): 3 clusters Score: Raw -1572026.267107 + Penalty 3057.747307 = -1568968.519800 nChanged 8 SP:Iteration 25Q (5341.280703 sec): 3 clusters Score: Raw -1572028.190203 + Penalty 3057.747307 = -1568970.442895 nChanged 10 SP:Iteration 26Q (5341.310666 sec): 3 clusters Score: Raw -1572030.297823 + Penalty 3057.747307 = -1568972.550516 nChanged 10 SP:Iteration 27Q (5341.340119 sec): 3 clusters Score: Raw -1572034.200903 + Penalty 3057.747307 = -1568976.453596 nChanged 13 SP:Iteration 28Q (5341.370587 sec): 3 clusters Score: Raw -1572038.206046 + Penalty 3057.747307 = -1568980.458738 nChanged 16 SP:Iteration 29Q (5341.400572 sec): 3 clusters Score: Raw -1572043.924686 + Penalty 3057.747307 = -1568986.177378 nChanged 17 SP:Iteration 30Q (5341.430129 sec): 3 clusters Score: Raw -1572048.538653 + Penalty 3057.747307 = -1568990.791345 nChanged 13 SP:Iteration 31Q (5341.474612 sec): 3 clusters Score: Raw -1572052.088663 + Penalty 3057.747307 = -1568994.341355 nChanged 12 SP:Iteration 32Q (5341.504164 sec): 3 clusters Score: Raw -1572055.940689 + Penalty 3057.747307 = -1568998.193382 nChanged 17 SP:Iteration 33Q (5341.533566 sec): 3 clusters Score: Raw -1572060.816246 + Penalty 3057.747307 = -1569003.068938 nChanged 12 SP:Iteration 34Q (5341.596128 sec): 3 clusters Score: Raw -1572064.312924 + Penalty 3057.747307 = -1569006.565617 nChanged 12 SP:Iteration 35Q (5341.636565 sec): 3 clusters Score: Raw -1572069.242269 + Penalty 3057.747307 = -1569011.494961 nChanged 17 SP:Iteration 36Q (5341.681417 sec): 3 clusters Score: Raw -1572075.965365 + Penalty 3057.747307 = -1569018.218058 nChanged 13 SP:Iteration 37Q (5341.727473 sec): 3 clusters Score: Raw -1572080.025475 + Penalty 3057.747307 = -1569022.278168 nChanged 10 SP:Iteration 38Q (5341.756947 sec): 3 clusters Score: Raw -1572083.783531 + Penalty 3057.747307 = -1569026.036224 nChanged 12 SP:Iteration 39Q (5341.792621 sec): 3 clusters Score: Raw -1572087.961820 + Penalty 3057.747307 = -1569030.214513 nChanged 6 SP:Iteration 40F (5341.822937 sec): 3 clusters Score: Raw -1572089.670071 + Penalty 3057.747307 = -1569031.922763 nChanged 7 SP:Iteration 41Q (5341.852310 sec): 3 clusters Score: Raw -1572092.264066 + Penalty 3057.747307 = -1569034.516759 nChanged 9 SP:Iteration 42Q (5341.891596 sec): 3 clusters Score: Raw -1572095.095953 + Penalty 3057.747307 = -1569037.348646 nChanged 7 SP:Iteration 43Q (5341.921018 sec): 3 clusters Score: Raw -1572097.035071 + Penalty 3057.747307 = -1569039.287764 nChanged 8 SP:Iteration 44Q (5341.950718 sec): 3 clusters Score: Raw -1572099.230405 + Penalty 3057.747307 = -1569041.483098 nChanged 3 SP:Iteration 45Q (5341.987027 sec): 3 clusters Score: Raw -1572100.637376 + Penalty 3057.747307 = -1569042.890069 nChanged 6 SP:Iteration 46Q (5342.016418 sec): 3 clusters Score: Raw -1572102.650236 + Penalty 3057.747307 = -1569044.902928 nChanged 3 SP:Iteration 47Q (5342.045792 sec): 3 clusters Score: Raw -1572103.511032 + Penalty 3057.747307 = -1569045.763724 nChanged 1 SP:Iteration 48Q (5342.074915 sec): 3 clusters Score: Raw -1572103.752558 + Penalty 3057.747307 = -1569046.005250 nChanged 0 SP:Iteration 49F (5342.105237 sec): 3 clusters Score: Raw -1572103.752558 + Penalty 3057.747307 = -1569046.005250 nChanged 0 Trying to split cluster 30 (5543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5342.124113 sec): 2 clusters Score: Raw -695567.554167 + Penalty 1400.797312 = -694166.756856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5342.145692 sec): 3 clusters Score: Raw -692598.926107 + Penalty 2801.594624 = -689797.331484 nChanged 2278 SP:Iteration 1F (5342.165335 sec): 3 clusters Score: Raw -693911.129177 + Penalty 2801.594624 = -691109.534554 nChanged 457 SP:Iteration 2F (5342.186065 sec): 3 clusters Score: Raw -694199.683328 + Penalty 2801.594624 = -691398.088704 nChanged 364 SP:Iteration 3F (5342.206288 sec): 3 clusters Score: Raw -694442.022483 + Penalty 2801.594624 = -691640.427859 nChanged 319 SP:Iteration 4F (5342.238197 sec): 3 clusters Score: Raw -694656.736362 + Penalty 2801.594624 = -691855.141738 nChanged 276 SP:Iteration 5Q (5342.258874 sec): 3 clusters Score: Raw -694834.463104 + Penalty 2801.594624 = -692032.868481 nChanged 239 SP:Iteration 6Q (5342.279326 sec): 3 clusters Score: Raw -695000.467383 + Penalty 2801.594624 = -692198.872759 nChanged 217 SP:Iteration 7Q (5342.302528 sec): 3 clusters Score: Raw -695153.043686 + Penalty 2801.594624 = -692351.449063 nChanged 180 SP:Iteration 8Q (5342.347011 sec): 3 clusters Score: Raw -695280.393724 + Penalty 2801.594624 = -692478.799101 nChanged 151 SP:Iteration 9Q (5342.377749 sec): 3 clusters Score: Raw -695414.892540 + Penalty 2801.594624 = -692613.297916 nChanged 144 SP:Iteration 10Q (5342.411594 sec): 3 clusters Score: Raw -695567.855560 + Penalty 2801.594624 = -692766.260937 nChanged 136 SP:Iteration 11Q (5342.433544 sec): 3 clusters Score: Raw -695690.801006 + Penalty 2801.594624 = -692889.206382 nChanged 110 SP:Iteration 12Q (5342.453626 sec): 3 clusters Score: Raw -695778.950429 + Penalty 2801.594624 = -692977.355805 nChanged 92 SP:Iteration 13Q (5342.473349 sec): 3 clusters Score: Raw -695844.010032 + Penalty 2801.594624 = -693042.415409 nChanged 73 SP:Iteration 14Q (5342.492928 sec): 3 clusters Score: Raw -695893.501429 + Penalty 2801.594624 = -693091.906806 nChanged 59 SP:Iteration 15Q (5342.512773 sec): 3 clusters Score: Raw -695929.048025 + Penalty 2801.594624 = -693127.453402 nChanged 45 SP:Iteration 16Q (5342.532123 sec): 3 clusters Score: Raw -695954.282211 + Penalty 2801.594624 = -693152.687587 nChanged 43 SP:Iteration 17Q (5342.552339 sec): 3 clusters Score: Raw -695973.883243 + Penalty 2801.594624 = -693172.288619 nChanged 38 SP:Iteration 18Q (5342.571847 sec): 3 clusters Score: Raw -695988.875894 + Penalty 2801.594624 = -693187.281270 nChanged 33 SP:Iteration 19Q (5342.591686 sec): 3 clusters Score: Raw -696002.617883 + Penalty 2801.594624 = -693201.023260 nChanged 27 SP:Iteration 20F (5342.615386 sec): 3 clusters Score: Raw -696014.282523 + Penalty 2801.594624 = -693212.687899 nChanged 17 SP:Iteration 21Q (5342.651769 sec): 3 clusters Score: Raw -696021.157249 + Penalty 2801.594624 = -693219.562626 nChanged 15 SP:Iteration 22Q (5342.689013 sec): 3 clusters Score: Raw -696025.425484 + Penalty 2801.594624 = -693223.830860 nChanged 9 SP:Iteration 23Q (5342.709264 sec): 3 clusters Score: Raw -696028.066960 + Penalty 2801.594624 = -693226.472337 nChanged 11 SP:Iteration 24Q (5342.731687 sec): 3 clusters Score: Raw -696032.475772 + Penalty 2801.594624 = -693230.881149 nChanged 8 SP:Iteration 25Q (5342.756008 sec): 3 clusters Score: Raw -696034.284536 + Penalty 2801.594624 = -693232.689913 nChanged 8 SP:Iteration 26Q (5342.777472 sec): 3 clusters Score: Raw -696036.414325 + Penalty 2801.594624 = -693234.819701 nChanged 5 SP:Iteration 27Q (5342.814196 sec): 3 clusters Score: Raw -696038.581771 + Penalty 2801.594624 = -693236.987147 nChanged 4 SP:Iteration 28Q (5342.853459 sec): 3 clusters Score: Raw -696039.383771 + Penalty 2801.594624 = -693237.789148 nChanged 1 SP:Iteration 29Q (5342.871444 sec): 3 clusters Score: Raw -696039.521661 + Penalty 2801.594624 = -693237.927037 nChanged 0 SP:Iteration 30F (5342.900954 sec): 3 clusters Score: Raw -696039.521661 + Penalty 2801.594624 = -693237.927037 nChanged 0 Trying to split cluster 31 (11492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5342.938248 sec): 2 clusters Score: Raw -1477844.830483 + Penalty 1519.278543 = -1476325.551940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5342.996634 sec): 3 clusters Score: Raw -1471257.205397 + Penalty 3038.557087 = -1468218.648311 nChanged 5033 SP:Iteration 1F (5343.035596 sec): 3 clusters Score: Raw -1474099.339476 + Penalty 3038.557087 = -1471060.782389 nChanged 725 SP:Iteration 2F (5343.065343 sec): 3 clusters Score: Raw -1474466.016166 + Penalty 3038.557087 = -1471427.459079 nChanged 709 SP:Iteration 3F (5343.094755 sec): 3 clusters Score: Raw -1474879.153962 + Penalty 3038.557087 = -1471840.596876 nChanged 749 SP:Iteration 4F (5343.128789 sec): 3 clusters Score: Raw -1475367.248675 + Penalty 3038.557087 = -1472328.691588 nChanged 737 SP:Iteration 5F (5343.158322 sec): 3 clusters Score: Raw -1475878.345361 + Penalty 3038.557087 = -1472839.788274 nChanged 698 SP:Iteration 6F (5343.187740 sec): 3 clusters Score: Raw -1476366.142111 + Penalty 3038.557087 = -1473327.585024 nChanged 616 SP:Iteration 7F (5343.217250 sec): 3 clusters Score: Raw -1476752.144392 + Penalty 3038.557087 = -1473713.587306 nChanged 481 SP:Iteration 8Q (5343.252126 sec): 3 clusters Score: Raw -1477027.310112 + Penalty 3038.557087 = -1473988.753025 nChanged 362 SP:Iteration 9Q (5343.281834 sec): 3 clusters Score: Raw -1477210.155120 + Penalty 3038.557087 = -1474171.598033 nChanged 292 SP:Iteration 10Q (5343.311325 sec): 3 clusters Score: Raw -1477368.608077 + Penalty 3038.557087 = -1474330.050991 nChanged 242 SP:Iteration 11Q (5343.341675 sec): 3 clusters Score: Raw -1477482.726073 + Penalty 3038.557087 = -1474444.168987 nChanged 187 SP:Iteration 12Q (5343.372704 sec): 3 clusters Score: Raw -1477576.144427 + Penalty 3038.557087 = -1474537.587340 nChanged 172 SP:Iteration 13Q (5343.406744 sec): 3 clusters Score: Raw -1477673.703229 + Penalty 3038.557087 = -1474635.146143 nChanged 134 SP:Iteration 14Q (5343.436321 sec): 3 clusters Score: Raw -1477767.079241 + Penalty 3038.557087 = -1474728.522154 nChanged 127 SP:Iteration 15Q (5343.469830 sec): 3 clusters Score: Raw -1477856.497933 + Penalty 3038.557087 = -1474817.940846 nChanged 117 SP:Iteration 16Q (5343.508944 sec): 3 clusters Score: Raw -1477933.367327 + Penalty 3038.557087 = -1474894.810240 nChanged 110 SP:Iteration 17Q (5343.540469 sec): 3 clusters Score: Raw -1477991.778704 + Penalty 3038.557087 = -1474953.221617 nChanged 88 SP:Iteration 18Q (5343.575430 sec): 3 clusters Score: Raw -1478031.404201 + Penalty 3038.557087 = -1474992.847115 nChanged 75 SP:Iteration 19Q (5343.605764 sec): 3 clusters Score: Raw -1478064.750193 + Penalty 3038.557087 = -1475026.193107 nChanged 70 SP:Iteration 20F (5343.639961 sec): 3 clusters Score: Raw -1478095.790230 + Penalty 3038.557087 = -1475057.233143 nChanged 50 SP:Iteration 21Q (5343.667428 sec): 3 clusters Score: Raw -1478114.780940 + Penalty 3038.557087 = -1475076.223854 nChanged 41 SP:Iteration 22Q (5343.694606 sec): 3 clusters Score: Raw -1478130.281893 + Penalty 3038.557087 = -1475091.724807 nChanged 42 SP:Iteration 23Q (5343.724040 sec): 3 clusters Score: Raw -1478147.978365 + Penalty 3038.557087 = -1475109.421278 nChanged 41 SP:Iteration 24Q (5343.750741 sec): 3 clusters Score: Raw -1478161.990914 + Penalty 3038.557087 = -1475123.433828 nChanged 36 SP:Iteration 25Q (5343.777932 sec): 3 clusters Score: Raw -1478173.911817 + Penalty 3038.557087 = -1475135.354731 nChanged 29 SP:Iteration 26Q (5343.808521 sec): 3 clusters Score: Raw -1478182.773617 + Penalty 3038.557087 = -1475144.216530 nChanged 31 SP:Iteration 27Q (5343.869715 sec): 3 clusters Score: Raw -1478190.765269 + Penalty 3038.557087 = -1475152.208183 nChanged 20 SP:Iteration 28Q (5343.920722 sec): 3 clusters Score: Raw -1478199.072085 + Penalty 3038.557087 = -1475160.514998 nChanged 27 SP:Iteration 29Q (5343.950761 sec): 3 clusters Score: Raw -1478206.958366 + Penalty 3038.557087 = -1475168.401280 nChanged 20 SP:Iteration 30Q (5343.988109 sec): 3 clusters Score: Raw -1478213.203350 + Penalty 3038.557087 = -1475174.646264 nChanged 21 SP:Iteration 31Q (5344.017738 sec): 3 clusters Score: Raw -1478218.837967 + Penalty 3038.557087 = -1475180.280880 nChanged 19 SP:Iteration 32Q (5344.044498 sec): 3 clusters Score: Raw -1478222.959432 + Penalty 3038.557087 = -1475184.402346 nChanged 13 SP:Iteration 33Q (5344.071378 sec): 3 clusters Score: Raw -1478225.261145 + Penalty 3038.557087 = -1475186.704058 nChanged 6 SP:Iteration 34Q (5344.103771 sec): 3 clusters Score: Raw -1478226.727168 + Penalty 3038.557087 = -1475188.170081 nChanged 6 SP:Iteration 35Q (5344.130529 sec): 3 clusters Score: Raw -1478228.594639 + Penalty 3038.557087 = -1475190.037553 nChanged 9 SP:Iteration 36Q (5344.157554 sec): 3 clusters Score: Raw -1478231.361932 + Penalty 3038.557087 = -1475192.804845 nChanged 10 SP:Iteration 37Q (5344.186654 sec): 3 clusters Score: Raw -1478234.126213 + Penalty 3038.557087 = -1475195.569126 nChanged 7 SP:Iteration 38Q (5344.213292 sec): 3 clusters Score: Raw -1478235.225515 + Penalty 3038.557087 = -1475196.668429 nChanged 3 SP:Iteration 39Q (5344.242423 sec): 3 clusters Score: Raw -1478235.873060 + Penalty 3038.557087 = -1475197.315974 nChanged 3 SP:Iteration 40F (5344.271840 sec): 3 clusters Score: Raw -1478236.659043 + Penalty 3038.557087 = -1475198.101957 nChanged 5 SP:Iteration 41Q (5344.298525 sec): 3 clusters Score: Raw -1478237.463812 + Penalty 3038.557087 = -1475198.906725 nChanged 4 SP:Iteration 42Q (5344.325325 sec): 3 clusters Score: Raw -1478237.976165 + Penalty 3038.557087 = -1475199.419079 nChanged 4 SP:Iteration 43Q (5344.356250 sec): 3 clusters Score: Raw -1478238.606387 + Penalty 3038.557087 = -1475200.049301 nChanged 6 SP:Iteration 44Q (5344.382938 sec): 3 clusters Score: Raw -1478239.891494 + Penalty 3038.557087 = -1475201.334408 nChanged 6 SP:Iteration 45Q (5344.409705 sec): 3 clusters Score: Raw -1478240.875460 + Penalty 3038.557087 = -1475202.318373 nChanged 3 SP:Iteration 46Q (5344.440795 sec): 3 clusters Score: Raw -1478241.394157 + Penalty 3038.557087 = -1475202.837070 nChanged 3 SP:Iteration 47Q (5344.475363 sec): 3 clusters Score: Raw -1478241.660522 + Penalty 3038.557087 = -1475203.103435 nChanged 2 SP:Iteration 48Q (5344.502103 sec): 3 clusters Score: Raw -1478241.885416 + Penalty 3038.557087 = -1475203.328329 nChanged 2 SP:Iteration 49Q (5344.528857 sec): 3 clusters Score: Raw -1478242.291636 + Penalty 3038.557087 = -1475203.734550 nChanged 1 SP:Iteration 50Q (5344.560252 sec): 3 clusters Score: Raw -1478242.383504 + Penalty 3038.557087 = -1475203.826417 nChanged 0 SP:Iteration 51F (5344.603200 sec): 3 clusters Score: Raw -1478242.383504 + Penalty 3038.557087 = -1475203.826417 nChanged 0 Trying to split cluster 32 (16713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5344.636945 sec): 2 clusters Score: Raw -1992851.381370 + Penalty 1580.140598 = -1991271.240772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5344.679312 sec): 3 clusters Score: Raw -1983026.458698 + Penalty 3160.281195 = -1979866.177503 nChanged 7455 SP:Iteration 1F (5344.719304 sec): 3 clusters Score: Raw -1987215.727112 + Penalty 3160.281195 = -1984055.445917 nChanged 1009 SP:Iteration 2F (5344.755871 sec): 3 clusters Score: Raw -1987708.679025 + Penalty 3160.281195 = -1984548.397830 nChanged 951 SP:Iteration 3F (5344.801606 sec): 3 clusters Score: Raw -1988184.747622 + Penalty 3160.281195 = -1985024.466427 nChanged 875 SP:Iteration 4F (5344.838658 sec): 3 clusters Score: Raw -1988626.087230 + Penalty 3160.281195 = -1985465.806034 nChanged 833 SP:Iteration 5Q (5344.888468 sec): 3 clusters Score: Raw -1989071.495432 + Penalty 3160.281195 = -1985911.214237 nChanged 831 SP:Iteration 6Q (5344.926449 sec): 3 clusters Score: Raw -1989567.532383 + Penalty 3160.281195 = -1986407.251188 nChanged 840 SP:Iteration 7F (5344.962974 sec): 3 clusters Score: Raw -1990093.818521 + Penalty 3160.281195 = -1986933.537326 nChanged 788 SP:Iteration 8Q (5345.028499 sec): 3 clusters Score: Raw -1990649.770757 + Penalty 3160.281195 = -1987489.489562 nChanged 722 SP:Iteration 9Q (5345.064995 sec): 3 clusters Score: Raw -1991157.005897 + Penalty 3160.281195 = -1987996.724702 nChanged 657 SP:Iteration 10Q (5345.103062 sec): 3 clusters Score: Raw -1991574.414690 + Penalty 3160.281195 = -1988414.133495 nChanged 524 SP:Iteration 11Q (5345.138557 sec): 3 clusters Score: Raw -1991850.539877 + Penalty 3160.281195 = -1988690.258682 nChanged 413 SP:Iteration 12Q (5345.177732 sec): 3 clusters Score: Raw -1992051.383384 + Penalty 3160.281195 = -1988891.102189 nChanged 346 SP:Iteration 13Q (5345.212551 sec): 3 clusters Score: Raw -1992211.044996 + Penalty 3160.281195 = -1989050.763800 nChanged 302 SP:Iteration 14Q (5345.259603 sec): 3 clusters Score: Raw -1992341.618968 + Penalty 3160.281195 = -1989181.337773 nChanged 254 SP:Iteration 15Q (5345.300954 sec): 3 clusters Score: Raw -1992443.376144 + Penalty 3160.281195 = -1989283.094949 nChanged 232 SP:Iteration 16Q (5345.335128 sec): 3 clusters Score: Raw -1992538.204381 + Penalty 3160.281195 = -1989377.923186 nChanged 206 SP:Iteration 17Q (5345.368957 sec): 3 clusters Score: Raw -1992618.964604 + Penalty 3160.281195 = -1989458.683408 nChanged 175 SP:Iteration 18Q (5345.402890 sec): 3 clusters Score: Raw -1992690.708160 + Penalty 3160.281195 = -1989530.426964 nChanged 177 SP:Iteration 19Q (5345.439081 sec): 3 clusters Score: Raw -1992756.728443 + Penalty 3160.281195 = -1989596.447248 nChanged 140 SP:Iteration 20F (5345.485495 sec): 3 clusters Score: Raw -1992807.152152 + Penalty 3160.281195 = -1989646.870957 nChanged 136 SP:Iteration 21Q (5345.519191 sec): 3 clusters Score: Raw -1992849.075913 + Penalty 3160.281195 = -1989688.794718 nChanged 105 SP:Iteration 22Q (5345.552620 sec): 3 clusters Score: Raw -1992879.002614 + Penalty 3160.281195 = -1989718.721419 nChanged 88 SP:Iteration 23Q (5345.585874 sec): 3 clusters Score: Raw -1992903.180161 + Penalty 3160.281195 = -1989742.898966 nChanged 87 SP:Iteration 24Q (5345.619323 sec): 3 clusters Score: Raw -1992925.257964 + Penalty 3160.281195 = -1989764.976769 nChanged 77 SP:Iteration 25Q (5345.652367 sec): 3 clusters Score: Raw -1992946.382677 + Penalty 3160.281195 = -1989786.101482 nChanged 67 SP:Iteration 26Q (5345.684961 sec): 3 clusters Score: Raw -1992962.166609 + Penalty 3160.281195 = -1989801.885414 nChanged 56 SP:Iteration 27Q (5345.722617 sec): 3 clusters Score: Raw -1992977.431272 + Penalty 3160.281195 = -1989817.150077 nChanged 58 SP:Iteration 28Q (5345.756515 sec): 3 clusters Score: Raw -1992990.785316 + Penalty 3160.281195 = -1989830.504121 nChanged 53 SP:Iteration 29Q (5345.789159 sec): 3 clusters Score: Raw -1993002.387652 + Penalty 3160.281195 = -1989842.106457 nChanged 51 SP:Iteration 30Q (5345.821937 sec): 3 clusters Score: Raw -1993012.786337 + Penalty 3160.281195 = -1989852.505142 nChanged 44 SP:Iteration 31Q (5345.854568 sec): 3 clusters Score: Raw -1993023.636532 + Penalty 3160.281195 = -1989863.355337 nChanged 39 SP:Iteration 32Q (5345.888049 sec): 3 clusters Score: Raw -1993033.237820 + Penalty 3160.281195 = -1989872.956625 nChanged 38 SP:Iteration 33Q (5345.920825 sec): 3 clusters Score: Raw -1993044.516139 + Penalty 3160.281195 = -1989884.234944 nChanged 50 SP:Iteration 34Q (5345.953190 sec): 3 clusters Score: Raw -1993058.569410 + Penalty 3160.281195 = -1989898.288215 nChanged 57 SP:Iteration 35Q (5345.986025 sec): 3 clusters Score: Raw -1993076.651408 + Penalty 3160.281195 = -1989916.370213 nChanged 54 SP:Iteration 36Q (5346.019693 sec): 3 clusters Score: Raw -1993091.996606 + Penalty 3160.281195 = -1989931.715411 nChanged 47 SP:Iteration 37Q (5346.052345 sec): 3 clusters Score: Raw -1993107.088727 + Penalty 3160.281195 = -1989946.807532 nChanged 35 SP:Iteration 38Q (5346.084717 sec): 3 clusters Score: Raw -1993117.564584 + Penalty 3160.281195 = -1989957.283388 nChanged 36 SP:Iteration 39Q (5346.117149 sec): 3 clusters Score: Raw -1993129.350981 + Penalty 3160.281195 = -1989969.069786 nChanged 37 SP:Iteration 40F (5346.153927 sec): 3 clusters Score: Raw -1993141.571473 + Penalty 3160.281195 = -1989981.290278 nChanged 37 SP:Iteration 41Q (5346.185883 sec): 3 clusters Score: Raw -1993155.232953 + Penalty 3160.281195 = -1989994.951758 nChanged 43 SP:Iteration 42Q (5346.218292 sec): 3 clusters Score: Raw -1993167.076275 + Penalty 3160.281195 = -1990006.795080 nChanged 35 SP:Iteration 43Q (5346.250329 sec): 3 clusters Score: Raw -1993178.365137 + Penalty 3160.281195 = -1990018.083942 nChanged 35 SP:Iteration 44Q (5346.287329 sec): 3 clusters Score: Raw -1993188.157497 + Penalty 3160.281195 = -1990027.876302 nChanged 31 SP:Iteration 45Q (5346.319529 sec): 3 clusters Score: Raw -1993196.181511 + Penalty 3160.281195 = -1990035.900316 nChanged 28 SP:Iteration 46Q (5346.355140 sec): 3 clusters Score: Raw -1993203.028680 + Penalty 3160.281195 = -1990042.747485 nChanged 12 SP:Iteration 47Q (5346.388665 sec): 3 clusters Score: Raw -1993206.535388 + Penalty 3160.281195 = -1990046.254193 nChanged 17 SP:Iteration 48Q (5346.425284 sec): 3 clusters Score: Raw -1993211.644951 + Penalty 3160.281195 = -1990051.363756 nChanged 17 SP:Iteration 49Q (5346.457430 sec): 3 clusters Score: Raw -1993216.615609 + Penalty 3160.281195 = -1990056.334414 nChanged 14 SP:Iteration 50Q (5346.489330 sec): 3 clusters Score: Raw -1993219.107192 + Penalty 3160.281195 = -1990058.825997 nChanged 10 SP:Iteration 51Q (5346.526894 sec): 3 clusters Score: Raw -1993220.923430 + Penalty 3160.281195 = -1990060.642235 nChanged 6 SP:Iteration 52Q (5346.566841 sec): 3 clusters Score: Raw -1993222.025958 + Penalty 3160.281195 = -1990061.744763 nChanged 5 SP:Iteration 53Q (5346.601006 sec): 3 clusters Score: Raw -1993223.025760 + Penalty 3160.281195 = -1990062.744565 nChanged 5 SP:Iteration 54Q (5346.636840 sec): 3 clusters Score: Raw -1993224.839395 + Penalty 3160.281195 = -1990064.558200 nChanged 6 SP:Iteration 55Q (5346.669023 sec): 3 clusters Score: Raw -1993225.534374 + Penalty 3160.281195 = -1990065.253179 nChanged 1 SP:Iteration 56Q (5346.700950 sec): 3 clusters Score: Raw -1993225.634420 + Penalty 3160.281195 = -1990065.353225 nChanged 1 SP:Iteration 57Q (5346.733348 sec): 3 clusters Score: Raw -1993225.715353 + Penalty 3160.281195 = -1990065.434158 nChanged 1 SP:Iteration 58Q (5346.765236 sec): 3 clusters Score: Raw -1993226.151849 + Penalty 3160.281195 = -1990065.870654 nChanged 0 SP:Iteration 59F (5346.802261 sec): 3 clusters Score: Raw -1993226.151849 + Penalty 3160.281195 = -1990065.870654 nChanged 0 Trying to split cluster 33 (7138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5346.823011 sec): 2 clusters Score: Raw -892818.339899 + Penalty 1441.893034 = -891376.446864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5346.867053 sec): 3 clusters Score: Raw -888920.272731 + Penalty 2883.786069 = -886036.486662 nChanged 2956 SP:Iteration 1F (5346.890908 sec): 3 clusters Score: Raw -890731.695386 + Penalty 2883.786069 = -887847.909317 nChanged 562 SP:Iteration 2F (5346.915189 sec): 3 clusters Score: Raw -891157.382294 + Penalty 2883.786069 = -888273.596225 nChanged 488 SP:Iteration 3F (5346.939216 sec): 3 clusters Score: Raw -891485.810348 + Penalty 2883.786069 = -888602.024279 nChanged 432 SP:Iteration 4F (5346.963396 sec): 3 clusters Score: Raw -891798.403102 + Penalty 2883.786069 = -888914.617033 nChanged 442 SP:Iteration 5F (5346.987350 sec): 3 clusters Score: Raw -892124.692899 + Penalty 2883.786069 = -889240.906830 nChanged 433 SP:Iteration 6F (5347.011494 sec): 3 clusters Score: Raw -892454.431640 + Penalty 2883.786069 = -889570.645571 nChanged 395 SP:Iteration 7F (5347.040140 sec): 3 clusters Score: Raw -892736.627166 + Penalty 2883.786069 = -889852.841097 nChanged 354 SP:Iteration 8Q (5347.069492 sec): 3 clusters Score: Raw -893001.792891 + Penalty 2883.786069 = -890118.006822 nChanged 285 SP:Iteration 9Q (5347.095031 sec): 3 clusters Score: Raw -893195.736772 + Penalty 2883.786069 = -890311.950703 nChanged 188 SP:Iteration 10Q (5347.119006 sec): 3 clusters Score: Raw -893307.924352 + Penalty 2883.786069 = -890424.138283 nChanged 132 SP:Iteration 11Q (5347.145581 sec): 3 clusters Score: Raw -893380.530543 + Penalty 2883.786069 = -890496.744474 nChanged 102 SP:Iteration 12Q (5347.189698 sec): 3 clusters Score: Raw -893433.634880 + Penalty 2883.786069 = -890549.848811 nChanged 90 SP:Iteration 13Q (5347.213246 sec): 3 clusters Score: Raw -893475.649701 + Penalty 2883.786069 = -890591.863632 nChanged 93 SP:Iteration 14Q (5347.236742 sec): 3 clusters Score: Raw -893516.992420 + Penalty 2883.786069 = -890633.206352 nChanged 75 SP:Iteration 15Q (5347.260140 sec): 3 clusters Score: Raw -893554.102294 + Penalty 2883.786069 = -890670.316225 nChanged 64 SP:Iteration 16Q (5347.289560 sec): 3 clusters Score: Raw -893579.461035 + Penalty 2883.786069 = -890695.674966 nChanged 45 SP:Iteration 17Q (5347.312976 sec): 3 clusters Score: Raw -893597.907774 + Penalty 2883.786069 = -890714.121706 nChanged 37 SP:Iteration 18Q (5347.338457 sec): 3 clusters Score: Raw -893610.577323 + Penalty 2883.786069 = -890726.791255 nChanged 27 SP:Iteration 19Q (5347.361564 sec): 3 clusters Score: Raw -893619.872462 + Penalty 2883.786069 = -890736.086393 nChanged 30 SP:Iteration 20F (5347.385644 sec): 3 clusters Score: Raw -893630.365039 + Penalty 2883.786069 = -890746.578970 nChanged 25 SP:Iteration 21Q (5347.413394 sec): 3 clusters Score: Raw -893637.227292 + Penalty 2883.786069 = -890753.441223 nChanged 22 SP:Iteration 22Q (5347.441267 sec): 3 clusters Score: Raw -893642.743264 + Penalty 2883.786069 = -890758.957195 nChanged 9 SP:Iteration 23Q (5347.464503 sec): 3 clusters Score: Raw -893645.343497 + Penalty 2883.786069 = -890761.557428 nChanged 12 SP:Iteration 24Q (5347.489761 sec): 3 clusters Score: Raw -893648.018043 + Penalty 2883.786069 = -890764.231975 nChanged 12 SP:Iteration 25Q (5347.512872 sec): 3 clusters Score: Raw -893650.856049 + Penalty 2883.786069 = -890767.069980 nChanged 9 SP:Iteration 26Q (5347.535895 sec): 3 clusters Score: Raw -893652.830160 + Penalty 2883.786069 = -890769.044092 nChanged 10 SP:Iteration 27Q (5347.559079 sec): 3 clusters Score: Raw -893655.301131 + Penalty 2883.786069 = -890771.515062 nChanged 6 SP:Iteration 28Q (5347.601792 sec): 3 clusters Score: Raw -893656.633071 + Penalty 2883.786069 = -890772.847002 nChanged 5 SP:Iteration 29Q (5347.624858 sec): 3 clusters Score: Raw -893657.819987 + Penalty 2883.786069 = -890774.033918 nChanged 8 SP:Iteration 30Q (5347.648219 sec): 3 clusters Score: Raw -893659.997298 + Penalty 2883.786069 = -890776.211229 nChanged 6 SP:Iteration 31Q (5347.671293 sec): 3 clusters Score: Raw -893661.736368 + Penalty 2883.786069 = -890777.950299 nChanged 8 SP:Iteration 32Q (5347.694296 sec): 3 clusters Score: Raw -893663.125904 + Penalty 2883.786069 = -890779.339836 nChanged 5 SP:Iteration 33Q (5347.717219 sec): 3 clusters Score: Raw -893664.010307 + Penalty 2883.786069 = -890780.224238 nChanged 7 SP:Iteration 34Q (5347.740433 sec): 3 clusters Score: Raw -893665.463405 + Penalty 2883.786069 = -890781.677336 nChanged 7 SP:Iteration 35Q (5347.765763 sec): 3 clusters Score: Raw -893666.823923 + Penalty 2883.786069 = -890783.037854 nChanged 2 SP:Iteration 36Q (5347.788834 sec): 3 clusters Score: Raw -893667.630484 + Penalty 2883.786069 = -890783.844415 nChanged 6 SP:Iteration 37Q (5347.812150 sec): 3 clusters Score: Raw -893668.819899 + Penalty 2883.786069 = -890785.033830 nChanged 4 SP:Iteration 38Q (5347.838868 sec): 3 clusters Score: Raw -893669.632073 + Penalty 2883.786069 = -890785.846004 nChanged 4 SP:Iteration 39Q (5347.862016 sec): 3 clusters Score: Raw -893670.198388 + Penalty 2883.786069 = -890786.412319 nChanged 4 SP:Iteration 40F (5347.899192 sec): 3 clusters Score: Raw -893670.965805 + Penalty 2883.786069 = -890787.179736 nChanged 3 SP:Iteration 41Q (5347.922376 sec): 3 clusters Score: Raw -893671.373750 + Penalty 2883.786069 = -890787.587681 nChanged 1 SP:Iteration 42Q (5347.947259 sec): 3 clusters Score: Raw -893671.502016 + Penalty 2883.786069 = -890787.715947 nChanged 0 SP:Iteration 43F (5347.973712 sec): 3 clusters Score: Raw -893671.502016 + Penalty 2883.786069 = -890787.715947 nChanged 0 Trying to split cluster 34 (14807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5348.002694 sec): 2 clusters Score: Raw -1847881.155393 + Penalty 1560.463990 = -1846320.691404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5348.043614 sec): 3 clusters Score: Raw -1839171.868900 + Penalty 3120.927979 = -1836050.940921 nChanged 6543 SP:Iteration 1F (5348.090263 sec): 3 clusters Score: Raw -1842873.683398 + Penalty 3120.927979 = -1839752.755418 nChanged 960 SP:Iteration 2F (5348.134045 sec): 3 clusters Score: Raw -1843381.444899 + Penalty 3120.927979 = -1840260.516919 nChanged 892 SP:Iteration 3F (5348.174332 sec): 3 clusters Score: Raw -1843889.706817 + Penalty 3120.927979 = -1840768.778837 nChanged 871 SP:Iteration 4F (5348.210531 sec): 3 clusters Score: Raw -1844377.413797 + Penalty 3120.927979 = -1841256.485818 nChanged 812 SP:Iteration 5F (5348.249708 sec): 3 clusters Score: Raw -1844861.444111 + Penalty 3120.927979 = -1841740.516132 nChanged 779 SP:Iteration 6F (5348.288987 sec): 3 clusters Score: Raw -1845331.476678 + Penalty 3120.927979 = -1842210.548698 nChanged 706 SP:Iteration 7Q (5348.325404 sec): 3 clusters Score: Raw -1845760.869069 + Penalty 3120.927979 = -1842639.941090 nChanged 672 SP:Iteration 8Q (5348.361421 sec): 3 clusters Score: Raw -1846198.211197 + Penalty 3120.927979 = -1843077.283218 nChanged 637 SP:Iteration 9Q (5348.397278 sec): 3 clusters Score: Raw -1846647.485433 + Penalty 3120.927979 = -1843526.557454 nChanged 599 SP:Iteration 10Q (5348.432780 sec): 3 clusters Score: Raw -1847062.029813 + Penalty 3120.927979 = -1843941.101834 nChanged 496 SP:Iteration 11Q (5348.467929 sec): 3 clusters Score: Raw -1847374.075255 + Penalty 3120.927979 = -1844253.147276 nChanged 400 SP:Iteration 12Q (5348.502753 sec): 3 clusters Score: Raw -1847627.187931 + Penalty 3120.927979 = -1844506.259952 nChanged 369 SP:Iteration 13Q (5348.537384 sec): 3 clusters Score: Raw -1847844.854508 + Penalty 3120.927979 = -1844723.926528 nChanged 327 SP:Iteration 14Q (5348.571498 sec): 3 clusters Score: Raw -1848036.025905 + Penalty 3120.927979 = -1844915.097925 nChanged 289 SP:Iteration 15Q (5348.605377 sec): 3 clusters Score: Raw -1848188.356834 + Penalty 3120.927979 = -1845067.428855 nChanged 238 SP:Iteration 16Q (5348.648266 sec): 3 clusters Score: Raw -1848297.324964 + Penalty 3120.927979 = -1845176.396985 nChanged 174 SP:Iteration 17Q (5348.681940 sec): 3 clusters Score: Raw -1848372.582247 + Penalty 3120.927979 = -1845251.654268 nChanged 155 SP:Iteration 18Q (5348.715377 sec): 3 clusters Score: Raw -1848424.640462 + Penalty 3120.927979 = -1845303.712483 nChanged 124 SP:Iteration 19Q (5348.748778 sec): 3 clusters Score: Raw -1848459.126773 + Penalty 3120.927979 = -1845338.198793 nChanged 94 SP:Iteration 20F (5348.784499 sec): 3 clusters Score: Raw -1848483.782981 + Penalty 3120.927979 = -1845362.855002 nChanged 81 SP:Iteration 21Q (5348.817951 sec): 3 clusters Score: Raw -1848502.875420 + Penalty 3120.927979 = -1845381.947441 nChanged 57 SP:Iteration 22Q (5348.851261 sec): 3 clusters Score: Raw -1848513.111031 + Penalty 3120.927979 = -1845392.183052 nChanged 53 SP:Iteration 23Q (5348.884506 sec): 3 clusters Score: Raw -1848522.312631 + Penalty 3120.927979 = -1845401.384652 nChanged 44 SP:Iteration 24Q (5348.917939 sec): 3 clusters Score: Raw -1848529.709604 + Penalty 3120.927979 = -1845408.781625 nChanged 37 SP:Iteration 25Q (5348.951303 sec): 3 clusters Score: Raw -1848534.476320 + Penalty 3120.927979 = -1845413.548341 nChanged 29 SP:Iteration 26Q (5348.988327 sec): 3 clusters Score: Raw -1848537.784824 + Penalty 3120.927979 = -1845416.856845 nChanged 20 SP:Iteration 27Q (5349.021586 sec): 3 clusters Score: Raw -1848539.601956 + Penalty 3120.927979 = -1845418.673976 nChanged 18 SP:Iteration 28Q (5349.054827 sec): 3 clusters Score: Raw -1848542.297482 + Penalty 3120.927979 = -1845421.369502 nChanged 25 SP:Iteration 29Q (5349.088412 sec): 3 clusters Score: Raw -1848545.418210 + Penalty 3120.927979 = -1845424.490231 nChanged 24 SP:Iteration 30Q (5349.121539 sec): 3 clusters Score: Raw -1848548.715614 + Penalty 3120.927979 = -1845427.787634 nChanged 20 SP:Iteration 31Q (5349.154781 sec): 3 clusters Score: Raw -1848550.672245 + Penalty 3120.927979 = -1845429.744265 nChanged 14 SP:Iteration 32Q (5349.188509 sec): 3 clusters Score: Raw -1848551.958108 + Penalty 3120.927979 = -1845431.030129 nChanged 16 SP:Iteration 33Q (5349.223454 sec): 3 clusters Score: Raw -1848554.594226 + Penalty 3120.927979 = -1845433.666247 nChanged 17 SP:Iteration 34Q (5349.257471 sec): 3 clusters Score: Raw -1848556.563477 + Penalty 3120.927979 = -1845435.635497 nChanged 11 SP:Iteration 35Q (5349.290533 sec): 3 clusters Score: Raw -1848557.678472 + Penalty 3120.927979 = -1845436.750493 nChanged 13 SP:Iteration 36Q (5349.323798 sec): 3 clusters Score: Raw -1848558.870300 + Penalty 3120.927979 = -1845437.942321 nChanged 9 SP:Iteration 37Q (5349.357251 sec): 3 clusters Score: Raw -1848559.612333 + Penalty 3120.927979 = -1845438.684354 nChanged 8 SP:Iteration 38Q (5349.390394 sec): 3 clusters Score: Raw -1848560.389229 + Penalty 3120.927979 = -1845439.461249 nChanged 7 SP:Iteration 39Q (5349.424341 sec): 3 clusters Score: Raw -1848561.482028 + Penalty 3120.927979 = -1845440.554049 nChanged 12 SP:Iteration 40F (5349.465175 sec): 3 clusters Score: Raw -1848562.725873 + Penalty 3120.927979 = -1845441.797893 nChanged 8 SP:Iteration 41Q (5349.504284 sec): 3 clusters Score: Raw -1848563.634369 + Penalty 3120.927979 = -1845442.706390 nChanged 6 SP:Iteration 42Q (5349.564751 sec): 3 clusters Score: Raw -1848564.165625 + Penalty 3120.927979 = -1845443.237646 nChanged 1 SP:Iteration 43Q (5349.598410 sec): 3 clusters Score: Raw -1848564.329886 + Penalty 3120.927979 = -1845443.401906 nChanged 2 SP:Iteration 44Q (5349.631538 sec): 3 clusters Score: Raw -1848564.482771 + Penalty 3120.927979 = -1845443.554792 nChanged 0 SP:Iteration 45F (5349.667187 sec): 3 clusters Score: Raw -1848564.482771 + Penalty 3120.927979 = -1845443.554792 nChanged 0 Trying to split cluster 35 (19861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5349.700728 sec): 2 clusters Score: Raw -2491720.658682 + Penalty 1608.183409 = -2490112.475273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5349.749058 sec): 3 clusters Score: Raw -2479758.523045 + Penalty 3216.366819 = -2476542.156227 nChanged 8975 SP:Iteration 1F (5349.790739 sec): 3 clusters Score: Raw -2484877.668018 + Penalty 3216.366819 = -2481661.301199 nChanged 1177 SP:Iteration 2F (5349.831987 sec): 3 clusters Score: Raw -2485458.961899 + Penalty 3216.366819 = -2482242.595080 nChanged 1135 SP:Iteration 3F (5349.883152 sec): 3 clusters Score: Raw -2486005.066185 + Penalty 3216.366819 = -2482788.699366 nChanged 1121 SP:Iteration 4F (5349.924641 sec): 3 clusters Score: Raw -2486603.345914 + Penalty 3216.366819 = -2483386.979095 nChanged 1113 SP:Iteration 5F (5349.965799 sec): 3 clusters Score: Raw -2487207.749642 + Penalty 3216.366819 = -2483991.382824 nChanged 1029 SP:Iteration 6F (5350.006925 sec): 3 clusters Score: Raw -2487761.188730 + Penalty 3216.366819 = -2484544.821911 nChanged 912 SP:Iteration 7Q (5350.049305 sec): 3 clusters Score: Raw -2488213.300268 + Penalty 3216.366819 = -2484996.933449 nChanged 780 SP:Iteration 8Q (5350.090449 sec): 3 clusters Score: Raw -2488584.064856 + Penalty 3216.366819 = -2485367.698037 nChanged 691 SP:Iteration 9Q (5350.131866 sec): 3 clusters Score: Raw -2488900.477191 + Penalty 3216.366819 = -2485684.110372 nChanged 623 SP:Iteration 10Q (5350.173235 sec): 3 clusters Score: Raw -2489178.061293 + Penalty 3216.366819 = -2485961.694474 nChanged 593 SP:Iteration 11Q (5350.214100 sec): 3 clusters Score: Raw -2489448.998383 + Penalty 3216.366819 = -2486232.631565 nChanged 533 SP:Iteration 12Q (5350.255256 sec): 3 clusters Score: Raw -2489674.784040 + Penalty 3216.366819 = -2486458.417221 nChanged 474 SP:Iteration 13Q (5350.305825 sec): 3 clusters Score: Raw -2489848.514740 + Penalty 3216.366819 = -2486632.147921 nChanged 385 SP:Iteration 14Q (5350.371441 sec): 3 clusters Score: Raw -2489974.830211 + Penalty 3216.366819 = -2486758.463392 nChanged 313 SP:Iteration 15Q (5350.416528 sec): 3 clusters Score: Raw -2490077.873827 + Penalty 3216.366819 = -2486861.507008 nChanged 278 SP:Iteration 16Q (5350.456731 sec): 3 clusters Score: Raw -2490163.308315 + Penalty 3216.366819 = -2486946.941496 nChanged 259 SP:Iteration 17Q (5350.500845 sec): 3 clusters Score: Raw -2490246.131089 + Penalty 3216.366819 = -2487029.764270 nChanged 266 SP:Iteration 18Q (5350.543101 sec): 3 clusters Score: Raw -2490330.016613 + Penalty 3216.366819 = -2487113.649794 nChanged 250 SP:Iteration 19Q (5350.584881 sec): 3 clusters Score: Raw -2490402.824776 + Penalty 3216.366819 = -2487186.457957 nChanged 231 SP:Iteration 20F (5350.629600 sec): 3 clusters Score: Raw -2490478.485311 + Penalty 3216.366819 = -2487262.118492 nChanged 241 SP:Iteration 21Q (5350.671467 sec): 3 clusters Score: Raw -2490557.717858 + Penalty 3216.366819 = -2487341.351039 nChanged 255 SP:Iteration 22Q (5350.711478 sec): 3 clusters Score: Raw -2490653.432058 + Penalty 3216.366819 = -2487437.065239 nChanged 257 SP:Iteration 23Q (5350.751266 sec): 3 clusters Score: Raw -2490737.990349 + Penalty 3216.366819 = -2487521.623530 nChanged 231 SP:Iteration 24Q (5350.791124 sec): 3 clusters Score: Raw -2490814.597719 + Penalty 3216.366819 = -2487598.230901 nChanged 213 SP:Iteration 25Q (5350.831255 sec): 3 clusters Score: Raw -2490873.490953 + Penalty 3216.366819 = -2487657.124134 nChanged 173 SP:Iteration 26Q (5350.871703 sec): 3 clusters Score: Raw -2490913.828631 + Penalty 3216.366819 = -2487697.461812 nChanged 143 SP:Iteration 27Q (5350.914938 sec): 3 clusters Score: Raw -2490943.653867 + Penalty 3216.366819 = -2487727.287048 nChanged 128 SP:Iteration 28Q (5350.956989 sec): 3 clusters Score: Raw -2490968.746029 + Penalty 3216.366819 = -2487752.379210 nChanged 117 SP:Iteration 29Q (5351.014887 sec): 3 clusters Score: Raw -2490990.550186 + Penalty 3216.366819 = -2487774.183367 nChanged 111 SP:Iteration 30Q (5351.054309 sec): 3 clusters Score: Raw -2491012.878815 + Penalty 3216.366819 = -2487796.511997 nChanged 119 SP:Iteration 31Q (5351.097778 sec): 3 clusters Score: Raw -2491035.373935 + Penalty 3216.366819 = -2487819.007116 nChanged 107 SP:Iteration 32Q (5351.137273 sec): 3 clusters Score: Raw -2491052.737043 + Penalty 3216.366819 = -2487836.370225 nChanged 94 SP:Iteration 33Q (5351.180086 sec): 3 clusters Score: Raw -2491067.202866 + Penalty 3216.366819 = -2487850.836047 nChanged 82 SP:Iteration 34Q (5351.219382 sec): 3 clusters Score: Raw -2491080.079364 + Penalty 3216.366819 = -2487863.712545 nChanged 84 SP:Iteration 35Q (5351.267633 sec): 3 clusters Score: Raw -2491096.049268 + Penalty 3216.366819 = -2487879.682449 nChanged 82 SP:Iteration 36Q (5351.306418 sec): 3 clusters Score: Raw -2491106.942947 + Penalty 3216.366819 = -2487890.576128 nChanged 60 SP:Iteration 37Q (5351.345789 sec): 3 clusters Score: Raw -2491115.760263 + Penalty 3216.366819 = -2487899.393444 nChanged 63 SP:Iteration 38Q (5351.384903 sec): 3 clusters Score: Raw -2491124.252524 + Penalty 3216.366819 = -2487907.885705 nChanged 63 SP:Iteration 39Q (5351.426184 sec): 3 clusters Score: Raw -2491132.741054 + Penalty 3216.366819 = -2487916.374235 nChanged 59 SP:Iteration 40F (5351.467267 sec): 3 clusters Score: Raw -2491139.841559 + Penalty 3216.366819 = -2487923.474740 nChanged 56 SP:Iteration 41Q (5351.506614 sec): 3 clusters Score: Raw -2491145.890839 + Penalty 3216.366819 = -2487929.524020 nChanged 44 SP:Iteration 42Q (5351.546357 sec): 3 clusters Score: Raw -2491149.281435 + Penalty 3216.366819 = -2487932.914616 nChanged 35 SP:Iteration 43Q (5351.586088 sec): 3 clusters Score: Raw -2491152.374237 + Penalty 3216.366819 = -2487936.007418 nChanged 31 SP:Iteration 44Q (5351.625717 sec): 3 clusters Score: Raw -2491155.233035 + Penalty 3216.366819 = -2487938.866216 nChanged 35 SP:Iteration 45Q (5351.665276 sec): 3 clusters Score: Raw -2491157.940865 + Penalty 3216.366819 = -2487941.574046 nChanged 22 SP:Iteration 46Q (5351.708714 sec): 3 clusters Score: Raw -2491159.693628 + Penalty 3216.366819 = -2487943.326809 nChanged 15 SP:Iteration 47Q (5351.747865 sec): 3 clusters Score: Raw -2491160.561116 + Penalty 3216.366819 = -2487944.194297 nChanged 13 SP:Iteration 48Q (5351.812434 sec): 3 clusters Score: Raw -2491161.335134 + Penalty 3216.366819 = -2487944.968315 nChanged 14 SP:Iteration 49Q (5351.853745 sec): 3 clusters Score: Raw -2491162.205093 + Penalty 3216.366819 = -2487945.838274 nChanged 11 SP:Iteration 50Q (5351.894493 sec): 3 clusters Score: Raw -2491162.963309 + Penalty 3216.366819 = -2487946.596490 nChanged 9 SP:Iteration 51Q (5351.934104 sec): 3 clusters Score: Raw -2491163.490483 + Penalty 3216.366819 = -2487947.123664 nChanged 11 SP:Iteration 52Q (5352.006166 sec): 3 clusters Score: Raw -2491163.997080 + Penalty 3216.366819 = -2487947.630261 nChanged 5 SP:Iteration 53Q (5352.072787 sec): 3 clusters Score: Raw -2491164.281680 + Penalty 3216.366819 = -2487947.914861 nChanged 3 SP:Iteration 54Q (5352.111908 sec): 3 clusters Score: Raw -2491164.399332 + Penalty 3216.366819 = -2487948.032514 nChanged 3 SP:Iteration 55Q (5352.151323 sec): 3 clusters Score: Raw -2491164.542399 + Penalty 3216.366819 = -2487948.175581 nChanged 5 SP:Iteration 56Q (5352.200005 sec): 3 clusters Score: Raw -2491164.752863 + Penalty 3216.366819 = -2487948.386044 nChanged 3 SP:Iteration 57Q (5352.239061 sec): 3 clusters Score: Raw -2491164.920002 + Penalty 3216.366819 = -2487948.553183 nChanged 5 SP:Iteration 58Q (5352.278287 sec): 3 clusters Score: Raw -2491165.160513 + Penalty 3216.366819 = -2487948.793694 nChanged 3 SP:Iteration 59Q (5352.317665 sec): 3 clusters Score: Raw -2491165.320498 + Penalty 3216.366819 = -2487948.953679 nChanged 2 SP:Iteration 60F (5352.359443 sec): 3 clusters Score: Raw -2491165.424236 + Penalty 3216.366819 = -2487949.057418 nChanged 4 SP:Iteration 61Q (5352.398734 sec): 3 clusters Score: Raw -2491165.575473 + Penalty 3216.366819 = -2487949.208654 nChanged 6 SP:Iteration 62Q (5352.438429 sec): 3 clusters Score: Raw -2491165.870338 + Penalty 3216.366819 = -2487949.503519 nChanged 5 SP:Iteration 63Q (5352.477887 sec): 3 clusters Score: Raw -2491166.139513 + Penalty 3216.366819 = -2487949.772694 nChanged 6 SP:Iteration 64Q (5352.517222 sec): 3 clusters Score: Raw -2491166.461486 + Penalty 3216.366819 = -2487950.094667 nChanged 3 SP:Iteration 65Q (5352.556897 sec): 3 clusters Score: Raw -2491166.629065 + Penalty 3216.366819 = -2487950.262246 nChanged 5 SP:Iteration 66Q (5352.596124 sec): 3 clusters Score: Raw -2491166.769762 + Penalty 3216.366819 = -2487950.402943 nChanged 2 SP:Iteration 67Q (5352.639905 sec): 3 clusters Score: Raw -2491166.811328 + Penalty 3216.366819 = -2487950.444509 nChanged 1 SP:Iteration 68Q (5352.679370 sec): 3 clusters Score: Raw -2491166.848681 + Penalty 3216.366819 = -2487950.481862 nChanged 2 SP:Iteration 69Q (5352.719071 sec): 3 clusters Score: Raw -2491166.902194 + Penalty 3216.366819 = -2487950.535375 nChanged 2 SP:Iteration 70Q (5352.758384 sec): 3 clusters Score: Raw -2491166.975633 + Penalty 3216.366819 = -2487950.608814 nChanged 0 SP:Iteration 71F (5352.799494 sec): 3 clusters Score: Raw -2491166.975633 + Penalty 3216.366819 = -2487950.608814 nChanged 0 Trying to split cluster 36 (1009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5352.812828 sec): 2 clusters Score: Raw -128912.761281 + Penalty 1123.966191 = -127788.795091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5352.818810 sec): 3 clusters Score: Raw -128597.809188 + Penalty 2247.932382 = -126349.876806 nChanged 263 SP:Iteration 1F (5352.824463 sec): 3 clusters Score: Raw -128843.740213 + Penalty 2247.932382 = -126595.807831 nChanged 78 SP:Iteration 2F (5352.830025 sec): 3 clusters Score: Raw -128922.175712 + Penalty 2247.932382 = -126674.243330 nChanged 43 SP:Iteration 3Q (5352.835549 sec): 3 clusters Score: Raw -128970.838578 + Penalty 2247.932382 = -126722.906196 nChanged 24 SP:Iteration 4Q (5352.841075 sec): 3 clusters Score: Raw -128989.948370 + Penalty 2247.932382 = -126742.015988 nChanged 14 SP:Iteration 5Q (5352.846528 sec): 3 clusters Score: Raw -129002.772713 + Penalty 2247.932382 = -126754.840332 nChanged 8 SP:Iteration 6Q (5352.851981 sec): 3 clusters Score: Raw -129009.521110 + Penalty 2247.932382 = -126761.588729 nChanged 4 SP:Iteration 7Q (5352.857556 sec): 3 clusters Score: Raw -129012.175498 + Penalty 2247.932382 = -126764.243117 nChanged 3 SP:Iteration 8Q (5352.863066 sec): 3 clusters Score: Raw -129014.569136 + Penalty 2247.932382 = -126766.636755 nChanged 3 SP:Iteration 9Q (5352.868553 sec): 3 clusters Score: Raw -129015.619881 + Penalty 2247.932382 = -126767.687499 nChanged 3 SP:Iteration 10Q (5352.874009 sec): 3 clusters Score: Raw -129017.420400 + Penalty 2247.932382 = -126769.488019 nChanged 4 SP:Iteration 11Q (5352.881338 sec): 3 clusters Score: Raw -129018.733929 + Penalty 2247.932382 = -126770.801548 nChanged 0 SP:Iteration 12F (5352.886829 sec): 3 clusters Score: Raw -129018.733929 + Penalty 2247.932382 = -126770.801548 nChanged 0 Trying to split cluster 37 (26550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5352.935913 sec): 2 clusters Score: Raw -3372876.928985 + Penalty 1655.352567 = -3371221.576418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5352.993573 sec): 3 clusters Score: Raw -3356699.087487 + Penalty 3310.705134 = -3353388.382353 nChanged 12157 SP:Iteration 1F (5353.044114 sec): 3 clusters Score: Raw -3363800.187455 + Penalty 3310.705134 = -3360489.482321 nChanged 1629 SP:Iteration 2F (5353.101293 sec): 3 clusters Score: Raw -3364767.011851 + Penalty 3310.705134 = -3361456.306717 nChanged 1687 SP:Iteration 3F (5353.152788 sec): 3 clusters Score: Raw -3365923.214933 + Penalty 3310.705134 = -3362612.509800 nChanged 1810 SP:Iteration 4F (5353.204525 sec): 3 clusters Score: Raw -3367138.082976 + Penalty 3310.705134 = -3363827.377842 nChanged 1722 SP:Iteration 5F (5353.255369 sec): 3 clusters Score: Raw -3368301.800390 + Penalty 3310.705134 = -3364991.095256 nChanged 1575 SP:Iteration 6F (5353.306827 sec): 3 clusters Score: Raw -3369303.116407 + Penalty 3310.705134 = -3365992.411273 nChanged 1341 SP:Iteration 7F (5353.357861 sec): 3 clusters Score: Raw -3370098.772454 + Penalty 3310.705134 = -3366788.067321 nChanged 1121 SP:Iteration 8Q (5353.409063 sec): 3 clusters Score: Raw -3370654.170918 + Penalty 3310.705134 = -3367343.465784 nChanged 836 SP:Iteration 9Q (5353.459019 sec): 3 clusters Score: Raw -3370995.148290 + Penalty 3310.705134 = -3367684.443156 nChanged 605 SP:Iteration 10Q (5353.508960 sec): 3 clusters Score: Raw -3371213.017396 + Penalty 3310.705134 = -3367902.312262 nChanged 483 SP:Iteration 11Q (5353.558695 sec): 3 clusters Score: Raw -3371362.419518 + Penalty 3310.705134 = -3368051.714384 nChanged 413 SP:Iteration 12Q (5353.608254 sec): 3 clusters Score: Raw -3371468.172395 + Penalty 3310.705134 = -3368157.467261 nChanged 335 SP:Iteration 13Q (5353.658368 sec): 3 clusters Score: Raw -3371549.733832 + Penalty 3310.705134 = -3368239.028698 nChanged 296 SP:Iteration 14Q (5353.744200 sec): 3 clusters Score: Raw -3371621.485644 + Penalty 3310.705134 = -3368310.780511 nChanged 298 SP:Iteration 15Q (5353.793979 sec): 3 clusters Score: Raw -3371691.076814 + Penalty 3310.705134 = -3368380.371680 nChanged 280 SP:Iteration 16Q (5353.852896 sec): 3 clusters Score: Raw -3371759.156770 + Penalty 3310.705134 = -3368448.451636 nChanged 277 SP:Iteration 17Q (5353.933524 sec): 3 clusters Score: Raw -3371824.273463 + Penalty 3310.705134 = -3368513.568330 nChanged 242 SP:Iteration 18Q (5353.985737 sec): 3 clusters Score: Raw -3371869.781009 + Penalty 3310.705134 = -3368559.075875 nChanged 212 SP:Iteration 19Q (5354.035066 sec): 3 clusters Score: Raw -3371905.909575 + Penalty 3310.705134 = -3368595.204442 nChanged 182 SP:Iteration 20F (5354.085025 sec): 3 clusters Score: Raw -3371937.571250 + Penalty 3310.705134 = -3368626.866116 nChanged 190 SP:Iteration 21Q (5354.135276 sec): 3 clusters Score: Raw -3371973.497755 + Penalty 3310.705134 = -3368662.792622 nChanged 185 SP:Iteration 22Q (5354.184246 sec): 3 clusters Score: Raw -3372009.436948 + Penalty 3310.705134 = -3368698.731815 nChanged 167 SP:Iteration 23Q (5354.233794 sec): 3 clusters Score: Raw -3372036.445944 + Penalty 3310.705134 = -3368725.740810 nChanged 151 SP:Iteration 24Q (5354.283391 sec): 3 clusters Score: Raw -3372057.849046 + Penalty 3310.705134 = -3368747.143912 nChanged 123 SP:Iteration 25Q (5354.344042 sec): 3 clusters Score: Raw -3372073.817323 + Penalty 3310.705134 = -3368763.112190 nChanged 119 SP:Iteration 26Q (5354.393054 sec): 3 clusters Score: Raw -3372091.415708 + Penalty 3310.705134 = -3368780.710574 nChanged 129 SP:Iteration 27Q (5354.441744 sec): 3 clusters Score: Raw -3372108.152391 + Penalty 3310.705134 = -3368797.447258 nChanged 122 SP:Iteration 28Q (5354.492355 sec): 3 clusters Score: Raw -3372122.406291 + Penalty 3310.705134 = -3368811.701157 nChanged 95 SP:Iteration 29Q (5354.553791 sec): 3 clusters Score: Raw -3372131.534411 + Penalty 3310.705134 = -3368820.829277 nChanged 78 SP:Iteration 30Q (5354.603406 sec): 3 clusters Score: Raw -3372138.695909 + Penalty 3310.705134 = -3368827.990776 nChanged 69 SP:Iteration 31Q (5354.653014 sec): 3 clusters Score: Raw -3372144.973354 + Penalty 3310.705134 = -3368834.268220 nChanged 53 SP:Iteration 32Q (5354.701817 sec): 3 clusters Score: Raw -3372148.423747 + Penalty 3310.705134 = -3368837.718614 nChanged 47 SP:Iteration 33Q (5354.750910 sec): 3 clusters Score: Raw -3372151.481718 + Penalty 3310.705134 = -3368840.776584 nChanged 33 SP:Iteration 34Q (5354.802349 sec): 3 clusters Score: Raw -3372153.929124 + Penalty 3310.705134 = -3368843.223991 nChanged 45 SP:Iteration 35Q (5354.878142 sec): 3 clusters Score: Raw -3372156.999927 + Penalty 3310.705134 = -3368846.294793 nChanged 43 SP:Iteration 36Q (5354.927243 sec): 3 clusters Score: Raw -3372160.299986 + Penalty 3310.705134 = -3368849.594852 nChanged 45 SP:Iteration 37Q (5354.977028 sec): 3 clusters Score: Raw -3372164.128757 + Penalty 3310.705134 = -3368853.423623 nChanged 56 SP:Iteration 38Q (5355.029565 sec): 3 clusters Score: Raw -3372168.502076 + Penalty 3310.705134 = -3368857.796943 nChanged 50 SP:Iteration 39Q (5355.078730 sec): 3 clusters Score: Raw -3372171.853307 + Penalty 3310.705134 = -3368861.148173 nChanged 40 SP:Iteration 40F (5355.129653 sec): 3 clusters Score: Raw -3372174.553341 + Penalty 3310.705134 = -3368863.848208 nChanged 47 SP:Iteration 41Q (5355.179370 sec): 3 clusters Score: Raw -3372178.897279 + Penalty 3310.705134 = -3368868.192146 nChanged 41 SP:Iteration 42Q (5355.228366 sec): 3 clusters Score: Raw -3372181.944344 + Penalty 3310.705134 = -3368871.239211 nChanged 45 SP:Iteration 43Q (5355.277992 sec): 3 clusters Score: Raw -3372185.463502 + Penalty 3310.705134 = -3368874.758369 nChanged 52 SP:Iteration 44Q (5355.327724 sec): 3 clusters Score: Raw -3372189.150508 + Penalty 3310.705134 = -3368878.445374 nChanged 48 SP:Iteration 45Q (5355.376783 sec): 3 clusters Score: Raw -3372192.623307 + Penalty 3310.705134 = -3368881.918173 nChanged 42 SP:Iteration 46Q (5355.426515 sec): 3 clusters Score: Raw -3372195.595135 + Penalty 3310.705134 = -3368884.890002 nChanged 42 SP:Iteration 47Q (5355.477172 sec): 3 clusters Score: Raw -3372198.051060 + Penalty 3310.705134 = -3368887.345926 nChanged 36 SP:Iteration 48Q (5355.553609 sec): 3 clusters Score: Raw -3372200.942527 + Penalty 3310.705134 = -3368890.237393 nChanged 37 SP:Iteration 49Q (5355.603050 sec): 3 clusters Score: Raw -3372203.454229 + Penalty 3310.705134 = -3368892.749095 nChanged 30 SP:Iteration 50Q (5355.657915 sec): 3 clusters Score: Raw -3372205.626118 + Penalty 3310.705134 = -3368894.920985 nChanged 34 SP:Iteration 51Q (5355.707275 sec): 3 clusters Score: Raw -3372207.672204 + Penalty 3310.705134 = -3368896.967070 nChanged 27 SP:Iteration 52Q (5355.756604 sec): 3 clusters Score: Raw -3372209.347506 + Penalty 3310.705134 = -3368898.642372 nChanged 31 SP:Iteration 53Q (5355.811224 sec): 3 clusters Score: Raw -3372211.385201 + Penalty 3310.705134 = -3368900.680067 nChanged 29 SP:Iteration 54Q (5355.861915 sec): 3 clusters Score: Raw -3372212.912544 + Penalty 3310.705134 = -3368902.207410 nChanged 32 SP:Iteration 55Q (5355.910687 sec): 3 clusters Score: Raw -3372214.823620 + Penalty 3310.705134 = -3368904.118486 nChanged 20 SP:Iteration 56Q (5355.960895 sec): 3 clusters Score: Raw -3372215.913081 + Penalty 3310.705134 = -3368905.207948 nChanged 20 SP:Iteration 57Q (5356.010713 sec): 3 clusters Score: Raw -3372217.075120 + Penalty 3310.705134 = -3368906.369987 nChanged 19 SP:Iteration 58Q (5356.073996 sec): 3 clusters Score: Raw -3372218.165951 + Penalty 3310.705134 = -3368907.460817 nChanged 13 SP:Iteration 59Q (5356.131652 sec): 3 clusters Score: Raw -3372218.912657 + Penalty 3310.705134 = -3368908.207524 nChanged 14 SP:Iteration 60F (5356.181501 sec): 3 clusters Score: Raw -3372219.551048 + Penalty 3310.705134 = -3368908.845914 nChanged 11 SP:Iteration 61Q (5356.237794 sec): 3 clusters Score: Raw -3372219.949240 + Penalty 3310.705134 = -3368909.244106 nChanged 7 SP:Iteration 62Q (5356.286453 sec): 3 clusters Score: Raw -3372220.118642 + Penalty 3310.705134 = -3368909.413508 nChanged 2 SP:Iteration 63Q (5356.347691 sec): 3 clusters Score: Raw -3372220.184225 + Penalty 3310.705134 = -3368909.479091 nChanged 2 SP:Iteration 64Q (5356.400991 sec): 3 clusters Score: Raw -3372220.246983 + Penalty 3310.705134 = -3368909.541849 nChanged 4 SP:Iteration 65Q (5356.453716 sec): 3 clusters Score: Raw -3372220.363467 + Penalty 3310.705134 = -3368909.658334 nChanged 4 SP:Iteration 66Q (5356.518578 sec): 3 clusters Score: Raw -3372220.624212 + Penalty 3310.705134 = -3368909.919078 nChanged 6 SP:Iteration 67Q (5356.577872 sec): 3 clusters Score: Raw -3372221.070171 + Penalty 3310.705134 = -3368910.365038 nChanged 11 SP:Iteration 68Q (5356.645225 sec): 3 clusters Score: Raw -3372221.568216 + Penalty 3310.705134 = -3368910.863082 nChanged 10 SP:Iteration 69Q (5356.716468 sec): 3 clusters Score: Raw -3372221.960444 + Penalty 3310.705134 = -3368911.255310 nChanged 9 SP:Iteration 70Q (5356.775563 sec): 3 clusters Score: Raw -3372222.211268 + Penalty 3310.705134 = -3368911.506134 nChanged 8 SP:Iteration 71Q (5356.827535 sec): 3 clusters Score: Raw -3372222.582176 + Penalty 3310.705134 = -3368911.877042 nChanged 11 SP:Iteration 72Q (5356.881386 sec): 3 clusters Score: Raw -3372223.112693 + Penalty 3310.705134 = -3368912.407559 nChanged 13 SP:Iteration 73Q (5356.931073 sec): 3 clusters Score: Raw -3372223.950788 + Penalty 3310.705134 = -3368913.245655 nChanged 18 SP:Iteration 74Q (5356.980798 sec): 3 clusters Score: Raw -3372225.069425 + Penalty 3310.705134 = -3368914.364292 nChanged 18 SP:Iteration 75Q (5357.037753 sec): 3 clusters Score: Raw -3372225.923353 + Penalty 3310.705134 = -3368915.218219 nChanged 19 SP:Iteration 76Q (5357.108086 sec): 3 clusters Score: Raw -3372227.017869 + Penalty 3310.705134 = -3368916.312735 nChanged 16 SP:Iteration 77Q (5357.169418 sec): 3 clusters Score: Raw -3372227.630059 + Penalty 3310.705134 = -3368916.924925 nChanged 11 SP:Iteration 78Q (5357.229925 sec): 3 clusters Score: Raw -3372228.193533 + Penalty 3310.705134 = -3368917.488399 nChanged 9 SP:Iteration 79Q (5357.286386 sec): 3 clusters Score: Raw -3372228.498677 + Penalty 3310.705134 = -3368917.793544 nChanged 8 SP:Iteration 80F (5357.353536 sec): 3 clusters Score: Raw -3372228.908508 + Penalty 3310.705134 = -3368918.203374 nChanged 11 SP:Iteration 81Q (5357.420751 sec): 3 clusters Score: Raw -3372229.336641 + Penalty 3310.705134 = -3368918.631507 nChanged 9 SP:Iteration 82Q (5357.475945 sec): 3 clusters Score: Raw -3372229.744816 + Penalty 3310.705134 = -3368919.039682 nChanged 12 SP:Iteration 83Q (5357.545451 sec): 3 clusters Score: Raw -3372230.582505 + Penalty 3310.705134 = -3368919.877372 nChanged 15 SP:Iteration 84Q (5357.602704 sec): 3 clusters Score: Raw -3372232.072547 + Penalty 3310.705134 = -3368921.367414 nChanged 22 SP:Iteration 85Q (5357.653141 sec): 3 clusters Score: Raw -3372233.653148 + Penalty 3310.705134 = -3368922.948014 nChanged 18 SP:Iteration 86Q (5357.707220 sec): 3 clusters Score: Raw -3372234.972358 + Penalty 3310.705134 = -3368924.267225 nChanged 19 SP:Iteration 87Q (5357.757195 sec): 3 clusters Score: Raw -3372236.170485 + Penalty 3310.705134 = -3368925.465351 nChanged 16 SP:Iteration 88Q (5357.806688 sec): 3 clusters Score: Raw -3372237.213587 + Penalty 3310.705134 = -3368926.508453 nChanged 17 SP:Iteration 89Q (5357.855963 sec): 3 clusters Score: Raw -3372238.151951 + Penalty 3310.705134 = -3368927.446818 nChanged 16 SP:Iteration 90Q (5357.908494 sec): 3 clusters Score: Raw -3372239.050037 + Penalty 3310.705134 = -3368928.344904 nChanged 17 SP:Iteration 91Q (5357.962167 sec): 3 clusters Score: Raw -3372239.750499 + Penalty 3310.705134 = -3368929.045365 nChanged 8 SP:Iteration 92Q (5358.012105 sec): 3 clusters Score: Raw -3372240.212608 + Penalty 3310.705134 = -3368929.507474 nChanged 12 SP:Iteration 93Q (5358.061534 sec): 3 clusters Score: Raw -3372240.875811 + Penalty 3310.705134 = -3368930.170678 nChanged 11 SP:Iteration 94Q (5358.131975 sec): 3 clusters Score: Raw -3372241.421327 + Penalty 3310.705134 = -3368930.716193 nChanged 9 SP:Iteration 95Q (5358.181436 sec): 3 clusters Score: Raw -3372241.804369 + Penalty 3310.705134 = -3368931.099235 nChanged 8 SP:Iteration 96Q (5358.231104 sec): 3 clusters Score: Raw -3372242.087776 + Penalty 3310.705134 = -3368931.382643 nChanged 3 SP:Iteration 97Q (5358.280323 sec): 3 clusters Score: Raw -3372242.273343 + Penalty 3310.705134 = -3368931.568209 nChanged 5 SP:Iteration 98Q (5358.338130 sec): 3 clusters Score: Raw -3372242.504728 + Penalty 3310.705134 = -3368931.799594 nChanged 5 SP:Iteration 99Q (5358.392443 sec): 3 clusters Score: Raw -3372242.685890 + Penalty 3310.705134 = -3368931.980756 nChanged 4 SP:Iteration 100F (5358.445686 sec): 3 clusters Score: Raw -3372242.837495 + Penalty 3310.705134 = -3368932.132361 nChanged 3 SP:Iteration 101Q (5358.495422 sec): 3 clusters Score: Raw -3372242.961269 + Penalty 3310.705134 = -3368932.256136 nChanged 2 SP:Iteration 102Q (5358.549334 sec): 3 clusters Score: Raw -3372243.015378 + Penalty 3310.705134 = -3368932.310245 nChanged 2 SP:Iteration 103Q (5358.598015 sec): 3 clusters Score: Raw -3372243.066251 + Penalty 3310.705134 = -3368932.361118 nChanged 1 SP:Iteration 104Q (5358.647575 sec): 3 clusters Score: Raw -3372243.157139 + Penalty 3310.705134 = -3368932.452005 nChanged 2 SP:Iteration 105Q (5358.702255 sec): 3 clusters Score: Raw -3372243.208956 + Penalty 3310.705134 = -3368932.503822 nChanged 2 SP:Iteration 106Q (5358.751420 sec): 3 clusters Score: Raw -3372243.242131 + Penalty 3310.705134 = -3368932.536997 nChanged 0 SP:Iteration 107F (5358.808770 sec): 3 clusters Score: Raw -3372243.242131 + Penalty 3310.705134 = -3368932.536997 nChanged 0 Trying to split cluster 38 (8006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5358.827519 sec): 2 clusters Score: Raw -937021.638703 + Penalty 1460.541313 = -935561.097390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5358.854530 sec): 3 clusters Score: Raw -932597.702661 + Penalty 2921.082625 = -929676.620036 nChanged 3438 SP:Iteration 1F (5358.880871 sec): 3 clusters Score: Raw -934743.331209 + Penalty 2921.082625 = -931822.248584 nChanged 676 SP:Iteration 2F (5358.909204 sec): 3 clusters Score: Raw -935202.434796 + Penalty 2921.082625 = -932281.352171 nChanged 565 SP:Iteration 3F (5358.936805 sec): 3 clusters Score: Raw -935586.392945 + Penalty 2921.082625 = -932665.310320 nChanged 454 SP:Iteration 4F (5358.964987 sec): 3 clusters Score: Raw -935919.329263 + Penalty 2921.082625 = -932998.246638 nChanged 423 SP:Iteration 5F (5358.992463 sec): 3 clusters Score: Raw -936218.292888 + Penalty 2921.082625 = -933297.210263 nChanged 372 SP:Iteration 6Q (5359.020309 sec): 3 clusters Score: Raw -936448.592882 + Penalty 2921.082625 = -933527.510257 nChanged 283 SP:Iteration 7Q (5359.045068 sec): 3 clusters Score: Raw -936624.376894 + Penalty 2921.082625 = -933703.294269 nChanged 255 SP:Iteration 8Q (5359.084600 sec): 3 clusters Score: Raw -936762.474467 + Penalty 2921.082625 = -933841.391841 nChanged 190 SP:Iteration 9Q (5359.110442 sec): 3 clusters Score: Raw -936856.336869 + Penalty 2921.082625 = -933935.254243 nChanged 157 SP:Iteration 10Q (5359.139634 sec): 3 clusters Score: Raw -936928.269214 + Penalty 2921.082625 = -934007.186588 nChanged 149 SP:Iteration 11Q (5359.164002 sec): 3 clusters Score: Raw -937010.962466 + Penalty 2921.082625 = -934089.879841 nChanged 170 SP:Iteration 12Q (5359.189692 sec): 3 clusters Score: Raw -937098.701134 + Penalty 2921.082625 = -934177.618509 nChanged 144 SP:Iteration 13Q (5359.219249 sec): 3 clusters Score: Raw -937168.781312 + Penalty 2921.082625 = -934247.698687 nChanged 132 SP:Iteration 14Q (5359.245495 sec): 3 clusters Score: Raw -937243.819482 + Penalty 2921.082625 = -934322.736856 nChanged 127 SP:Iteration 15Q (5359.269535 sec): 3 clusters Score: Raw -937317.233699 + Penalty 2921.082625 = -934396.151074 nChanged 133 SP:Iteration 16Q (5359.294622 sec): 3 clusters Score: Raw -937388.065622 + Penalty 2921.082625 = -934466.982997 nChanged 108 SP:Iteration 17Q (5359.320057 sec): 3 clusters Score: Raw -937444.162337 + Penalty 2921.082625 = -934523.079712 nChanged 116 SP:Iteration 18Q (5359.348879 sec): 3 clusters Score: Raw -937501.194704 + Penalty 2921.082625 = -934580.112078 nChanged 109 SP:Iteration 19Q (5359.377196 sec): 3 clusters Score: Raw -937551.095384 + Penalty 2921.082625 = -934630.012758 nChanged 107 SP:Iteration 20F (5359.407370 sec): 3 clusters Score: Raw -937611.982499 + Penalty 2921.082625 = -934690.899874 nChanged 103 SP:Iteration 21Q (5359.436566 sec): 3 clusters Score: Raw -937681.173777 + Penalty 2921.082625 = -934760.091152 nChanged 112 SP:Iteration 22Q (5359.463025 sec): 3 clusters Score: Raw -937765.663268 + Penalty 2921.082625 = -934844.580643 nChanged 115 SP:Iteration 23Q (5359.486460 sec): 3 clusters Score: Raw -937846.122120 + Penalty 2921.082625 = -934925.039494 nChanged 109 SP:Iteration 24Q (5359.509945 sec): 3 clusters Score: Raw -937910.588777 + Penalty 2921.082625 = -934989.506152 nChanged 102 SP:Iteration 25Q (5359.536666 sec): 3 clusters Score: Raw -937964.813991 + Penalty 2921.082625 = -935043.731365 nChanged 100 SP:Iteration 26Q (5359.559789 sec): 3 clusters Score: Raw -938021.232295 + Penalty 2921.082625 = -935100.149670 nChanged 94 SP:Iteration 27Q (5359.583024 sec): 3 clusters Score: Raw -938069.924524 + Penalty 2921.082625 = -935148.841898 nChanged 94 SP:Iteration 28Q (5359.607602 sec): 3 clusters Score: Raw -938117.055624 + Penalty 2921.082625 = -935195.972999 nChanged 79 SP:Iteration 29Q (5359.636243 sec): 3 clusters Score: Raw -938149.134779 + Penalty 2921.082625 = -935228.052154 nChanged 59 SP:Iteration 30Q (5359.663100 sec): 3 clusters Score: Raw -938172.739327 + Penalty 2921.082625 = -935251.656702 nChanged 60 SP:Iteration 31Q (5359.690434 sec): 3 clusters Score: Raw -938195.847602 + Penalty 2921.082625 = -935274.764977 nChanged 52 SP:Iteration 32Q (5359.718032 sec): 3 clusters Score: Raw -938220.805614 + Penalty 2921.082625 = -935299.722988 nChanged 60 SP:Iteration 33Q (5359.741287 sec): 3 clusters Score: Raw -938251.015816 + Penalty 2921.082625 = -935329.933191 nChanged 56 SP:Iteration 34Q (5359.764229 sec): 3 clusters Score: Raw -938273.271384 + Penalty 2921.082625 = -935352.188759 nChanged 42 SP:Iteration 35Q (5359.790122 sec): 3 clusters Score: Raw -938287.551624 + Penalty 2921.082625 = -935366.468998 nChanged 39 SP:Iteration 36Q (5359.815940 sec): 3 clusters Score: Raw -938301.979302 + Penalty 2921.082625 = -935380.896677 nChanged 43 SP:Iteration 37Q (5359.839199 sec): 3 clusters Score: Raw -938316.868974 + Penalty 2921.082625 = -935395.786348 nChanged 42 SP:Iteration 38Q (5359.862345 sec): 3 clusters Score: Raw -938329.471249 + Penalty 2921.082625 = -935408.388624 nChanged 28 SP:Iteration 39Q (5359.885413 sec): 3 clusters Score: Raw -938337.655992 + Penalty 2921.082625 = -935416.573367 nChanged 21 SP:Iteration 40F (5359.910255 sec): 3 clusters Score: Raw -938346.595568 + Penalty 2921.082625 = -935425.512943 nChanged 27 SP:Iteration 41Q (5359.935566 sec): 3 clusters Score: Raw -938354.733410 + Penalty 2921.082625 = -935433.650784 nChanged 32 SP:Iteration 42Q (5359.958837 sec): 3 clusters Score: Raw -938361.925862 + Penalty 2921.082625 = -935440.843236 nChanged 26 SP:Iteration 43Q (5359.987217 sec): 3 clusters Score: Raw -938368.970588 + Penalty 2921.082625 = -935447.887962 nChanged 26 SP:Iteration 44Q (5360.010697 sec): 3 clusters Score: Raw -938375.696463 + Penalty 2921.082625 = -935454.613837 nChanged 27 SP:Iteration 45Q (5360.034022 sec): 3 clusters Score: Raw -938382.260113 + Penalty 2921.082625 = -935461.177488 nChanged 27 SP:Iteration 46Q (5360.057231 sec): 3 clusters Score: Raw -938388.495038 + Penalty 2921.082625 = -935467.412413 nChanged 18 SP:Iteration 47Q (5360.080727 sec): 3 clusters Score: Raw -938393.110167 + Penalty 2921.082625 = -935472.027542 nChanged 17 SP:Iteration 48Q (5360.103885 sec): 3 clusters Score: Raw -938397.258245 + Penalty 2921.082625 = -935476.175620 nChanged 11 SP:Iteration 49Q (5360.130290 sec): 3 clusters Score: Raw -938399.364792 + Penalty 2921.082625 = -935478.282167 nChanged 10 SP:Iteration 50Q (5360.156920 sec): 3 clusters Score: Raw -938401.738146 + Penalty 2921.082625 = -935480.655520 nChanged 13 SP:Iteration 51Q (5360.185017 sec): 3 clusters Score: Raw -938404.185009 + Penalty 2921.082625 = -935483.102383 nChanged 11 SP:Iteration 52Q (5360.208192 sec): 3 clusters Score: Raw -938405.974124 + Penalty 2921.082625 = -935484.891499 nChanged 6 SP:Iteration 53Q (5360.247103 sec): 3 clusters Score: Raw -938406.697950 + Penalty 2921.082625 = -935485.615325 nChanged 5 SP:Iteration 54Q (5360.272513 sec): 3 clusters Score: Raw -938407.414302 + Penalty 2921.082625 = -935486.331677 nChanged 3 SP:Iteration 55Q (5360.301351 sec): 3 clusters Score: Raw -938408.002323 + Penalty 2921.082625 = -935486.919697 nChanged 2 SP:Iteration 56Q (5360.328046 sec): 3 clusters Score: Raw -938408.240430 + Penalty 2921.082625 = -935487.157805 nChanged 3 SP:Iteration 57Q (5360.355960 sec): 3 clusters Score: Raw -938408.609828 + Penalty 2921.082625 = -935487.527203 nChanged 5 SP:Iteration 58Q (5360.379182 sec): 3 clusters Score: Raw -938409.766348 + Penalty 2921.082625 = -935488.683723 nChanged 8 SP:Iteration 59Q (5360.406007 sec): 3 clusters Score: Raw -938411.126659 + Penalty 2921.082625 = -935490.044034 nChanged 5 SP:Iteration 60F (5360.435809 sec): 3 clusters Score: Raw -938412.068481 + Penalty 2921.082625 = -935490.985855 nChanged 3 SP:Iteration 61Q (5360.463743 sec): 3 clusters Score: Raw -938412.509286 + Penalty 2921.082625 = -935491.426661 nChanged 4 SP:Iteration 62Q (5360.492553 sec): 3 clusters Score: Raw -938413.161853 + Penalty 2921.082625 = -935492.079228 nChanged 4 SP:Iteration 63Q (5360.515872 sec): 3 clusters Score: Raw -938413.712277 + Penalty 2921.082625 = -935492.629652 nChanged 8 SP:Iteration 64Q (5360.539204 sec): 3 clusters Score: Raw -938415.207606 + Penalty 2921.082625 = -935494.124980 nChanged 5 SP:Iteration 65Q (5360.562397 sec): 3 clusters Score: Raw -938416.143178 + Penalty 2921.082625 = -935495.060553 nChanged 4 SP:Iteration 66Q (5360.587086 sec): 3 clusters Score: Raw -938416.643864 + Penalty 2921.082625 = -935495.561239 nChanged 3 SP:Iteration 67Q (5360.610377 sec): 3 clusters Score: Raw -938417.128342 + Penalty 2921.082625 = -935496.045716 nChanged 4 SP:Iteration 68Q (5360.638723 sec): 3 clusters Score: Raw -938417.497160 + Penalty 2921.082625 = -935496.414535 nChanged 2 SP:Iteration 69Q (5360.665368 sec): 3 clusters Score: Raw -938417.714435 + Penalty 2921.082625 = -935496.631810 nChanged 0 SP:Iteration 70F (5360.692904 sec): 3 clusters Score: Raw -938417.714435 + Penalty 2921.082625 = -935496.631810 nChanged 0 Trying to split cluster 39 (5265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5360.711796 sec): 2 clusters Score: Raw -670704.851952 + Penalty 1392.435919 = -669312.416033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5360.736219 sec): 3 clusters Score: Raw -667956.885724 + Penalty 2784.871838 = -665172.013886 nChanged 2098 SP:Iteration 1F (5360.757484 sec): 3 clusters Score: Raw -669201.660868 + Penalty 2784.871838 = -666416.789030 nChanged 440 SP:Iteration 2F (5360.782002 sec): 3 clusters Score: Raw -669520.002960 + Penalty 2784.871838 = -666735.131122 nChanged 366 SP:Iteration 3F (5360.805495 sec): 3 clusters Score: Raw -669807.241181 + Penalty 2784.871838 = -667022.369343 nChanged 326 SP:Iteration 4F (5360.826391 sec): 3 clusters Score: Raw -670068.118658 + Penalty 2784.871838 = -667283.246820 nChanged 291 SP:Iteration 5F (5360.847568 sec): 3 clusters Score: Raw -670311.326060 + Penalty 2784.871838 = -667526.454222 nChanged 292 SP:Iteration 6F (5360.868505 sec): 3 clusters Score: Raw -670551.537242 + Penalty 2784.871838 = -667766.665404 nChanged 266 SP:Iteration 7F (5360.894745 sec): 3 clusters Score: Raw -670728.020632 + Penalty 2784.871838 = -667943.148794 nChanged 192 SP:Iteration 8Q (5360.915550 sec): 3 clusters Score: Raw -670844.727498 + Penalty 2784.871838 = -668059.855660 nChanged 144 SP:Iteration 9Q (5360.940971 sec): 3 clusters Score: Raw -670925.961603 + Penalty 2784.871838 = -668141.089765 nChanged 129 SP:Iteration 10Q (5360.961971 sec): 3 clusters Score: Raw -670988.466419 + Penalty 2784.871838 = -668203.594581 nChanged 109 SP:Iteration 11Q (5360.982767 sec): 3 clusters Score: Raw -671031.946538 + Penalty 2784.871838 = -668247.074700 nChanged 75 SP:Iteration 12Q (5361.007800 sec): 3 clusters Score: Raw -671058.269556 + Penalty 2784.871838 = -668273.397718 nChanged 59 SP:Iteration 13Q (5361.028597 sec): 3 clusters Score: Raw -671078.211588 + Penalty 2784.871838 = -668293.339750 nChanged 45 SP:Iteration 14Q (5361.049214 sec): 3 clusters Score: Raw -671090.933076 + Penalty 2784.871838 = -668306.061238 nChanged 31 SP:Iteration 15Q (5361.070132 sec): 3 clusters Score: Raw -671097.669597 + Penalty 2784.871838 = -668312.797759 nChanged 24 SP:Iteration 16Q (5361.096260 sec): 3 clusters Score: Raw -671103.159912 + Penalty 2784.871838 = -668318.288074 nChanged 20 SP:Iteration 17Q (5361.121329 sec): 3 clusters Score: Raw -671107.200902 + Penalty 2784.871838 = -668322.329064 nChanged 18 SP:Iteration 18Q (5361.141904 sec): 3 clusters Score: Raw -671110.994139 + Penalty 2784.871838 = -668326.122301 nChanged 19 SP:Iteration 19Q (5361.165227 sec): 3 clusters Score: Raw -671115.339505 + Penalty 2784.871838 = -668330.467667 nChanged 16 SP:Iteration 20F (5361.189884 sec): 3 clusters Score: Raw -671118.852908 + Penalty 2784.871838 = -668333.981070 nChanged 10 SP:Iteration 21Q (5361.215867 sec): 3 clusters Score: Raw -671121.393347 + Penalty 2784.871838 = -668336.521510 nChanged 11 SP:Iteration 22Q (5361.272208 sec): 3 clusters Score: Raw -671124.011362 + Penalty 2784.871838 = -668339.139524 nChanged 19 SP:Iteration 23Q (5361.325734 sec): 3 clusters Score: Raw -671128.242854 + Penalty 2784.871838 = -668343.371016 nChanged 7 SP:Iteration 24Q (5361.374460 sec): 3 clusters Score: Raw -671129.638618 + Penalty 2784.871838 = -668344.766780 nChanged 4 SP:Iteration 25Q (5361.427984 sec): 3 clusters Score: Raw -671130.571625 + Penalty 2784.871838 = -668345.699787 nChanged 6 SP:Iteration 26Q (5361.450755 sec): 3 clusters Score: Raw -671131.878048 + Penalty 2784.871838 = -668347.006210 nChanged 6 SP:Iteration 27Q (5361.474219 sec): 3 clusters Score: Raw -671133.542822 + Penalty 2784.871838 = -668348.670984 nChanged 7 SP:Iteration 28Q (5361.494548 sec): 3 clusters Score: Raw -671135.132766 + Penalty 2784.871838 = -668350.260928 nChanged 7 SP:Iteration 29Q (5361.550023 sec): 3 clusters Score: Raw -671136.350830 + Penalty 2784.871838 = -668351.478992 nChanged 6 SP:Iteration 30Q (5361.604649 sec): 3 clusters Score: Raw -671137.369399 + Penalty 2784.871838 = -668352.497561 nChanged 3 SP:Iteration 31Q (5361.660018 sec): 3 clusters Score: Raw -671137.722631 + Penalty 2784.871838 = -668352.850793 nChanged 3 SP:Iteration 32Q (5361.683384 sec): 3 clusters Score: Raw -671138.125469 + Penalty 2784.871838 = -668353.253632 nChanged 0 SP:Iteration 33F (5361.704329 sec): 3 clusters Score: Raw -671138.125469 + Penalty 2784.871838 = -668353.253632 nChanged 0 Trying to split cluster 40 (8846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5361.727066 sec): 2 clusters Score: Raw -1082089.100899 + Penalty 1476.754607 = -1080612.346292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5361.754777 sec): 3 clusters Score: Raw -1077113.598120 + Penalty 2953.509214 = -1074160.088906 nChanged 3757 SP:Iteration 1F (5361.781505 sec): 3 clusters Score: Raw -1079125.854544 + Penalty 2953.509214 = -1076172.345330 nChanged 580 SP:Iteration 2F (5361.808142 sec): 3 clusters Score: Raw -1079399.953438 + Penalty 2953.509214 = -1076446.444224 nChanged 470 SP:Iteration 3F (5361.834780 sec): 3 clusters Score: Raw -1079623.082523 + Penalty 2953.509214 = -1076669.573309 nChanged 428 SP:Iteration 4Q (5361.861762 sec): 3 clusters Score: Raw -1079822.765960 + Penalty 2953.509214 = -1076869.256746 nChanged 403 SP:Iteration 5Q (5361.892167 sec): 3 clusters Score: Raw -1080011.154780 + Penalty 2953.509214 = -1077057.645566 nChanged 383 SP:Iteration 6Q (5361.930848 sec): 3 clusters Score: Raw -1080214.077971 + Penalty 2953.509214 = -1077260.568757 nChanged 372 SP:Iteration 7Q (5361.961889 sec): 3 clusters Score: Raw -1080446.649849 + Penalty 2953.509214 = -1077493.140635 nChanged 384 SP:Iteration 8Q (5361.988714 sec): 3 clusters Score: Raw -1080689.707366 + Penalty 2953.509214 = -1077736.198152 nChanged 349 SP:Iteration 9Q (5362.015471 sec): 3 clusters Score: Raw -1080930.340185 + Penalty 2953.509214 = -1077976.830971 nChanged 335 SP:Iteration 10Q (5362.042087 sec): 3 clusters Score: Raw -1081167.306852 + Penalty 2953.509214 = -1078213.797638 nChanged 337 SP:Iteration 11Q (5362.068585 sec): 3 clusters Score: Raw -1081384.216052 + Penalty 2953.509214 = -1078430.706838 nChanged 267 SP:Iteration 12Q (5362.097555 sec): 3 clusters Score: Raw -1081539.734349 + Penalty 2953.509214 = -1078586.225135 nChanged 245 SP:Iteration 13Q (5362.123711 sec): 3 clusters Score: Raw -1081680.720810 + Penalty 2953.509214 = -1078727.211596 nChanged 185 SP:Iteration 14Q (5362.149696 sec): 3 clusters Score: Raw -1081778.607147 + Penalty 2953.509214 = -1078825.097933 nChanged 160 SP:Iteration 15Q (5362.181192 sec): 3 clusters Score: Raw -1081858.349261 + Penalty 2953.509214 = -1078904.840047 nChanged 130 SP:Iteration 16Q (5362.206771 sec): 3 clusters Score: Raw -1081927.132891 + Penalty 2953.509214 = -1078973.623677 nChanged 127 SP:Iteration 17Q (5362.235655 sec): 3 clusters Score: Raw -1081995.648931 + Penalty 2953.509214 = -1079042.139717 nChanged 118 SP:Iteration 18Q (5362.260817 sec): 3 clusters Score: Raw -1082056.124638 + Penalty 2953.509214 = -1079102.615424 nChanged 90 SP:Iteration 19Q (5362.289709 sec): 3 clusters Score: Raw -1082098.322550 + Penalty 2953.509214 = -1079144.813336 nChanged 77 SP:Iteration 20F (5362.316431 sec): 3 clusters Score: Raw -1082130.540467 + Penalty 2953.509214 = -1079177.031253 nChanged 71 SP:Iteration 21Q (5362.341353 sec): 3 clusters Score: Raw -1082161.406639 + Penalty 2953.509214 = -1079207.897425 nChanged 53 SP:Iteration 22Q (5362.366250 sec): 3 clusters Score: Raw -1082190.397972 + Penalty 2953.509214 = -1079236.888758 nChanged 47 SP:Iteration 23Q (5362.394322 sec): 3 clusters Score: Raw -1082212.047911 + Penalty 2953.509214 = -1079258.538697 nChanged 45 SP:Iteration 24Q (5362.419318 sec): 3 clusters Score: Raw -1082233.276665 + Penalty 2953.509214 = -1079279.767451 nChanged 35 SP:Iteration 25Q (5362.444175 sec): 3 clusters Score: Raw -1082253.707303 + Penalty 2953.509214 = -1079300.198089 nChanged 38 SP:Iteration 26Q (5362.468853 sec): 3 clusters Score: Raw -1082273.951242 + Penalty 2953.509214 = -1079320.442028 nChanged 37 SP:Iteration 27Q (5362.495547 sec): 3 clusters Score: Raw -1082289.905730 + Penalty 2953.509214 = -1079336.396516 nChanged 26 SP:Iteration 28Q (5362.522633 sec): 3 clusters Score: Raw -1082302.248158 + Penalty 2953.509214 = -1079348.738944 nChanged 28 SP:Iteration 29Q (5362.550393 sec): 3 clusters Score: Raw -1082321.462320 + Penalty 2953.509214 = -1079367.953106 nChanged 31 SP:Iteration 30Q (5362.574904 sec): 3 clusters Score: Raw -1082335.845397 + Penalty 2953.509214 = -1079382.336183 nChanged 19 SP:Iteration 31Q (5362.615289 sec): 3 clusters Score: Raw -1082344.384438 + Penalty 2953.509214 = -1079390.875224 nChanged 26 SP:Iteration 32Q (5362.639707 sec): 3 clusters Score: Raw -1082356.795811 + Penalty 2953.509214 = -1079403.286597 nChanged 15 SP:Iteration 33Q (5362.664138 sec): 3 clusters Score: Raw -1082363.038799 + Penalty 2953.509214 = -1079409.529585 nChanged 11 SP:Iteration 34Q (5362.688668 sec): 3 clusters Score: Raw -1082370.301573 + Penalty 2953.509214 = -1079416.792359 nChanged 19 SP:Iteration 35Q (5362.748885 sec): 3 clusters Score: Raw -1082379.745570 + Penalty 2953.509214 = -1079426.236356 nChanged 18 SP:Iteration 36Q (5362.772769 sec): 3 clusters Score: Raw -1082387.332959 + Penalty 2953.509214 = -1079433.823745 nChanged 9 SP:Iteration 37Q (5362.797196 sec): 3 clusters Score: Raw -1082391.791178 + Penalty 2953.509214 = -1079438.281964 nChanged 9 SP:Iteration 38Q (5362.823035 sec): 3 clusters Score: Raw -1082395.378314 + Penalty 2953.509214 = -1079441.869100 nChanged 5 SP:Iteration 39Q (5362.853839 sec): 3 clusters Score: Raw -1082396.811698 + Penalty 2953.509214 = -1079443.302484 nChanged 4 SP:Iteration 40F (5362.884963 sec): 3 clusters Score: Raw -1082397.690018 + Penalty 2953.509214 = -1079444.180804 nChanged 2 SP:Iteration 41Q (5362.915336 sec): 3 clusters Score: Raw -1082397.898658 + Penalty 2953.509214 = -1079444.389444 nChanged 0 SP:Iteration 42F (5362.950962 sec): 3 clusters Score: Raw -1082397.898658 + Penalty 2953.509214 = -1079444.389444 nChanged 0 Trying to split cluster 41 (4680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5362.979460 sec): 2 clusters Score: Raw -561896.813631 + Penalty 1373.296176 = -560523.517456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5363.000057 sec): 3 clusters Score: Raw -559427.781706 + Penalty 2746.592351 = -556681.189355 nChanged 1948 SP:Iteration 1F (5363.020051 sec): 3 clusters Score: Raw -560648.990785 + Penalty 2746.592351 = -557902.398434 nChanged 431 SP:Iteration 2F (5363.039212 sec): 3 clusters Score: Raw -561002.055459 + Penalty 2746.592351 = -558255.463107 nChanged 364 SP:Iteration 3F (5363.059645 sec): 3 clusters Score: Raw -561301.872753 + Penalty 2746.592351 = -558555.280402 nChanged 323 SP:Iteration 4F (5363.090740 sec): 3 clusters Score: Raw -561559.054039 + Penalty 2746.592351 = -558812.461687 nChanged 272 SP:Iteration 5F (5363.120209 sec): 3 clusters Score: Raw -561807.600511 + Penalty 2746.592351 = -559061.008159 nChanged 229 SP:Iteration 6Q (5363.140901 sec): 3 clusters Score: Raw -562000.397758 + Penalty 2746.592351 = -559253.805407 nChanged 159 SP:Iteration 7Q (5363.160623 sec): 3 clusters Score: Raw -562107.116972 + Penalty 2746.592351 = -559360.524621 nChanged 128 SP:Iteration 8Q (5363.189203 sec): 3 clusters Score: Raw -562185.231582 + Penalty 2746.592351 = -559438.639231 nChanged 101 SP:Iteration 9Q (5363.208586 sec): 3 clusters Score: Raw -562255.550164 + Penalty 2746.592351 = -559508.957813 nChanged 88 SP:Iteration 10Q (5363.228059 sec): 3 clusters Score: Raw -562300.723034 + Penalty 2746.592351 = -559554.130683 nChanged 56 SP:Iteration 11Q (5363.247142 sec): 3 clusters Score: Raw -562328.325165 + Penalty 2746.592351 = -559581.732813 nChanged 45 SP:Iteration 12Q (5363.266516 sec): 3 clusters Score: Raw -562347.725560 + Penalty 2746.592351 = -559601.133208 nChanged 33 SP:Iteration 13Q (5363.285273 sec): 3 clusters Score: Raw -562362.693807 + Penalty 2746.592351 = -559616.101455 nChanged 37 SP:Iteration 14Q (5363.305600 sec): 3 clusters Score: Raw -562385.171383 + Penalty 2746.592351 = -559638.579032 nChanged 30 SP:Iteration 15Q (5363.334096 sec): 3 clusters Score: Raw -562398.331898 + Penalty 2746.592351 = -559651.739546 nChanged 23 SP:Iteration 16Q (5363.353563 sec): 3 clusters Score: Raw -562407.368072 + Penalty 2746.592351 = -559660.775720 nChanged 22 SP:Iteration 17Q (5363.372867 sec): 3 clusters Score: Raw -562415.704310 + Penalty 2746.592351 = -559669.111959 nChanged 15 SP:Iteration 18Q (5363.392062 sec): 3 clusters Score: Raw -562421.845213 + Penalty 2746.592351 = -559675.252861 nChanged 20 SP:Iteration 19Q (5363.411667 sec): 3 clusters Score: Raw -562431.851046 + Penalty 2746.592351 = -559685.258695 nChanged 20 SP:Iteration 20F (5363.432190 sec): 3 clusters Score: Raw -562443.432216 + Penalty 2746.592351 = -559696.839865 nChanged 18 SP:Iteration 21Q (5363.451850 sec): 3 clusters Score: Raw -562449.582616 + Penalty 2746.592351 = -559702.990265 nChanged 7 SP:Iteration 22Q (5363.471305 sec): 3 clusters Score: Raw -562452.114834 + Penalty 2746.592351 = -559705.522482 nChanged 5 SP:Iteration 23Q (5363.491051 sec): 3 clusters Score: Raw -562453.603342 + Penalty 2746.592351 = -559707.010990 nChanged 6 SP:Iteration 24Q (5363.510654 sec): 3 clusters Score: Raw -562456.164012 + Penalty 2746.592351 = -559709.571661 nChanged 5 SP:Iteration 25Q (5363.529835 sec): 3 clusters Score: Raw -562457.651386 + Penalty 2746.592351 = -559711.059035 nChanged 1 SP:Iteration 26Q (5363.553483 sec): 3 clusters Score: Raw -562457.870676 + Penalty 2746.592351 = -559711.278324 nChanged 0 SP:Iteration 27F (5363.573788 sec): 3 clusters Score: Raw -562457.870676 + Penalty 2746.592351 = -559711.278324 nChanged 0 Trying to split cluster 42 (2884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5363.590326 sec): 2 clusters Score: Raw -334235.854400 + Penalty 1294.626693 = -332941.227706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5363.605307 sec): 3 clusters Score: Raw -332903.467348 + Penalty 2589.253387 = -330314.213961 nChanged 1080 SP:Iteration 1F (5363.623302 sec): 3 clusters Score: Raw -333607.991072 + Penalty 2589.253387 = -331018.737685 nChanged 225 SP:Iteration 2F (5363.641617 sec): 3 clusters Score: Raw -333808.067070 + Penalty 2589.253387 = -331218.813683 nChanged 180 SP:Iteration 3F (5363.659558 sec): 3 clusters Score: Raw -333982.560035 + Penalty 2589.253387 = -331393.306648 nChanged 161 SP:Iteration 4F (5363.677927 sec): 3 clusters Score: Raw -334131.898588 + Penalty 2589.253387 = -331542.645201 nChanged 129 SP:Iteration 5Q (5363.695972 sec): 3 clusters Score: Raw -334257.704829 + Penalty 2589.253387 = -331668.451442 nChanged 105 SP:Iteration 6Q (5363.714156 sec): 3 clusters Score: Raw -334350.852358 + Penalty 2589.253387 = -331761.598971 nChanged 90 SP:Iteration 7Q (5363.732087 sec): 3 clusters Score: Raw -334436.155657 + Penalty 2589.253387 = -331846.902271 nChanged 95 SP:Iteration 8Q (5363.746002 sec): 3 clusters Score: Raw -334506.223741 + Penalty 2589.253387 = -331916.970354 nChanged 74 SP:Iteration 9Q (5363.760018 sec): 3 clusters Score: Raw -334555.181653 + Penalty 2589.253387 = -331965.928266 nChanged 57 SP:Iteration 10Q (5363.773877 sec): 3 clusters Score: Raw -334585.047309 + Penalty 2589.253387 = -331995.793923 nChanged 33 SP:Iteration 11Q (5363.787904 sec): 3 clusters Score: Raw -334603.468557 + Penalty 2589.253387 = -332014.215170 nChanged 32 SP:Iteration 12Q (5363.801893 sec): 3 clusters Score: Raw -334619.284388 + Penalty 2589.253387 = -332030.031001 nChanged 21 SP:Iteration 13Q (5363.815010 sec): 3 clusters Score: Raw -334627.650069 + Penalty 2589.253387 = -332038.396682 nChanged 18 SP:Iteration 14Q (5363.831383 sec): 3 clusters Score: Raw -334633.421238 + Penalty 2589.253387 = -332044.167851 nChanged 11 SP:Iteration 15Q (5363.849518 sec): 3 clusters Score: Raw -334638.093937 + Penalty 2589.253387 = -332048.840550 nChanged 12 SP:Iteration 16Q (5363.867726 sec): 3 clusters Score: Raw -334642.798612 + Penalty 2589.253387 = -332053.545225 nChanged 10 SP:Iteration 17Q (5363.885937 sec): 3 clusters Score: Raw -334646.752093 + Penalty 2589.253387 = -332057.498706 nChanged 12 SP:Iteration 18Q (5363.904204 sec): 3 clusters Score: Raw -334650.551475 + Penalty 2589.253387 = -332061.298089 nChanged 10 SP:Iteration 19Q (5363.918021 sec): 3 clusters Score: Raw -334655.486152 + Penalty 2589.253387 = -332066.232765 nChanged 7 SP:Iteration 20F (5363.932152 sec): 3 clusters Score: Raw -334659.088313 + Penalty 2589.253387 = -332069.834926 nChanged 8 SP:Iteration 21Q (5363.962074 sec): 3 clusters Score: Raw -334661.780447 + Penalty 2589.253387 = -332072.527060 nChanged 5 SP:Iteration 22Q (5363.977145 sec): 3 clusters Score: Raw -334663.673775 + Penalty 2589.253387 = -332074.420388 nChanged 4 SP:Iteration 23Q (5363.990538 sec): 3 clusters Score: Raw -334665.547989 + Penalty 2589.253387 = -332076.294602 nChanged 9 SP:Iteration 24Q (5364.008837 sec): 3 clusters Score: Raw -334668.637859 + Penalty 2589.253387 = -332079.384472 nChanged 6 SP:Iteration 25Q (5364.026866 sec): 3 clusters Score: Raw -334669.975565 + Penalty 2589.253387 = -332080.722178 nChanged 7 SP:Iteration 26Q (5364.045079 sec): 3 clusters Score: Raw -334671.909338 + Penalty 2589.253387 = -332082.655951 nChanged 7 SP:Iteration 27Q (5364.063096 sec): 3 clusters Score: Raw -334674.195705 + Penalty 2589.253387 = -332084.942318 nChanged 9 SP:Iteration 28Q (5364.081144 sec): 3 clusters Score: Raw -334677.940391 + Penalty 2589.253387 = -332088.687004 nChanged 8 SP:Iteration 29Q (5364.099350 sec): 3 clusters Score: Raw -334684.330047 + Penalty 2589.253387 = -332095.076660 nChanged 14 SP:Iteration 30Q (5364.117489 sec): 3 clusters Score: Raw -334689.172225 + Penalty 2589.253387 = -332099.918838 nChanged 11 SP:Iteration 31Q (5364.135881 sec): 3 clusters Score: Raw -334692.011918 + Penalty 2589.253387 = -332102.758531 nChanged 7 SP:Iteration 32Q (5364.154659 sec): 3 clusters Score: Raw -334693.879863 + Penalty 2589.253387 = -332104.626476 nChanged 9 SP:Iteration 33Q (5364.168579 sec): 3 clusters Score: Raw -334696.707087 + Penalty 2589.253387 = -332107.453700 nChanged 6 SP:Iteration 34Q (5364.182466 sec): 3 clusters Score: Raw -334698.890237 + Penalty 2589.253387 = -332109.636850 nChanged 3 SP:Iteration 35Q (5364.196359 sec): 3 clusters Score: Raw -334699.573338 + Penalty 2589.253387 = -332110.319951 nChanged 2 SP:Iteration 36Q (5364.209407 sec): 3 clusters Score: Raw -334700.743551 + Penalty 2589.253387 = -332111.490164 nChanged 6 SP:Iteration 37Q (5364.222048 sec): 3 clusters Score: Raw -334702.720247 + Penalty 2589.253387 = -332113.466860 nChanged 2 SP:Iteration 38Q (5364.236764 sec): 3 clusters Score: Raw -334703.382268 + Penalty 2589.253387 = -332114.128881 nChanged 2 SP:Iteration 39Q (5364.249946 sec): 3 clusters Score: Raw -334703.986972 + Penalty 2589.253387 = -332114.733585 nChanged 2 SP:Iteration 40F (5364.263295 sec): 3 clusters Score: Raw -334704.451361 + Penalty 2589.253387 = -332115.197974 nChanged 3 SP:Iteration 41Q (5364.276392 sec): 3 clusters Score: Raw -334705.747809 + Penalty 2589.253387 = -332116.494422 nChanged 4 SP:Iteration 42Q (5364.291660 sec): 3 clusters Score: Raw -334706.748359 + Penalty 2589.253387 = -332117.494973 nChanged 2 SP:Iteration 43Q (5364.309873 sec): 3 clusters Score: Raw -334706.997804 + Penalty 2589.253387 = -332117.744417 nChanged 0 SP:Iteration 44F (5364.328108 sec): 3 clusters Score: Raw -334706.997804 + Penalty 2589.253387 = -332117.744417 nChanged 0 Iteration 139Q (5371.307880 sec): 43 clusters Score: Raw -84151218.563001 + Penalty 91735.879504 = -84059482.683497 nChanged 209 Iteration 140F (5389.185334 sec): 43 clusters Score: Raw -84151228.680927 + Penalty 91735.879504 = -84059492.801422 nChanged 186 Iteration 141Q (5396.243454 sec): 43 clusters Score: Raw -84151237.337169 + Penalty 91735.879504 = -84059501.457665 nChanged 215 Iteration 142Q (5403.231667 sec): 43 clusters Score: Raw -84151246.710764 + Penalty 91735.879504 = -84059510.831260 nChanged 201 Iteration 143Q (5410.279428 sec): 43 clusters Score: Raw -84151255.566378 + Penalty 91735.879504 = -84059519.686873 nChanged 176 Iteration 144Q (5417.319261 sec): 43 clusters Score: Raw -84151262.444314 + Penalty 91735.879504 = -84059526.564810 nChanged 161 Iteration 145Q (5424.349021 sec): 43 clusters Score: Raw -84151268.875799 + Penalty 91735.879504 = -84059532.996295 nChanged 160 Iteration 146Q (5431.353044 sec): 43 clusters Score: Raw -84151275.854584 + Penalty 91735.879504 = -84059539.975079 nChanged 131 Iteration 147Q (5438.363055 sec): 43 clusters Score: Raw -84151281.603725 + Penalty 91735.879504 = -84059545.724220 nChanged 130 Iteration 148Q (5445.453160 sec): 43 clusters Score: Raw -84151286.632865 + Penalty 91735.879504 = -84059550.753360 nChanged 126 Iteration 149Q (5452.495532 sec): 43 clusters Score: Raw -84151291.972529 + Penalty 91735.879504 = -84059556.093025 nChanged 159 Iteration 150Q (5459.546114 sec): 43 clusters Score: Raw -84151298.152264 + Penalty 91735.879504 = -84059562.272760 nChanged 139 Iteration 151Q (5466.625093 sec): 43 clusters Score: Raw -84151303.536933 + Penalty 91735.879504 = -84059567.657429 nChanged 144 Iteration 152Q (5473.662346 sec): 43 clusters Score: Raw -84151309.891716 + Penalty 91735.879504 = -84059574.012212 nChanged 160 Iteration 153Q (5480.668774 sec): 43 clusters Score: Raw -84151318.164275 + Penalty 91735.879504 = -84059582.284770 nChanged 165 Iteration 154Q (5487.706201 sec): 43 clusters Score: Raw -84151326.961244 + Penalty 91735.879504 = -84059591.081739 nChanged 167 Iteration 155Q (5494.738299 sec): 43 clusters Score: Raw -84151335.090557 + Penalty 91735.879504 = -84059599.211053 nChanged 180 Iteration 156Q (5501.743587 sec): 43 clusters Score: Raw -84151344.188428 + Penalty 91735.879504 = -84059608.308924 nChanged 201 Iteration 157Q (5508.762945 sec): 43 clusters Score: Raw -84151352.917088 + Penalty 91735.879504 = -84059617.037584 nChanged 197 Iteration 158Q (5515.777654 sec): 43 clusters Score: Raw -84151360.815339 + Penalty 91735.879504 = -84059624.935835 nChanged 177 Iteration 159Q (5522.798952 sec): 43 clusters Score: Raw -84151367.475552 + Penalty 91735.879504 = -84059631.596048 nChanged 146 Iteration 160F (5540.665580 sec): 43 clusters Score: Raw -84151373.027868 + Penalty 91735.879504 = -84059637.148363 nChanged 145 Iteration 161Q (5547.699305 sec): 43 clusters Score: Raw -84151377.651116 + Penalty 91735.879504 = -84059641.771611 nChanged 126 Iteration 162Q (5554.718524 sec): 43 clusters Score: Raw -84151382.320671 + Penalty 91735.879504 = -84059646.441166 nChanged 125 Iteration 163Q (5561.794343 sec): 43 clusters Score: Raw -84151387.054688 + Penalty 91735.879504 = -84059651.175183 nChanged 124 Iteration 164Q (5568.855125 sec): 43 clusters Score: Raw -84151392.088007 + Penalty 91735.879504 = -84059656.208503 nChanged 116 Iteration 165Q (5575.858051 sec): 43 clusters Score: Raw -84151396.677466 + Penalty 91735.879504 = -84059660.797961 nChanged 100 Iteration 166Q (5582.904994 sec): 43 clusters Score: Raw -84151400.671896 + Penalty 91735.879504 = -84059664.792392 nChanged 109 Iteration 167Q (5589.890093 sec): 43 clusters Score: Raw -84151404.774794 + Penalty 91735.879504 = -84059668.895289 nChanged 124 Iteration 168Q (5596.954223 sec): 43 clusters Score: Raw -84151409.862407 + Penalty 91735.879504 = -84059673.982902 nChanged 140 Iteration 169Q (5604.006641 sec): 43 clusters Score: Raw -84151415.683876 + Penalty 91735.879504 = -84059679.804371 nChanged 149 Iteration 170Q (5611.034549 sec): 43 clusters Score: Raw -84151422.024932 + Penalty 91735.879504 = -84059686.145428 nChanged 120 Iteration 171Q (5618.081320 sec): 43 clusters Score: Raw -84151426.927884 + Penalty 91735.879504 = -84059691.048379 nChanged 137 Iteration 172Q (5625.114539 sec): 43 clusters Score: Raw -84151431.661090 + Penalty 91735.879504 = -84059695.781585 nChanged 121 Iteration 173Q (5632.112182 sec): 43 clusters Score: Raw -84151436.165105 + Penalty 91735.879504 = -84059700.285601 nChanged 119 Iteration 174Q (5639.143430 sec): 43 clusters Score: Raw -84151440.852455 + Penalty 91735.879504 = -84059704.972950 nChanged 99 Iteration 175Q (5646.146414 sec): 43 clusters Score: Raw -84151444.252597 + Penalty 91735.879504 = -84059708.373092 nChanged 90 Iteration 176Q (5653.165730 sec): 43 clusters Score: Raw -84151446.766914 + Penalty 91735.879504 = -84059710.887410 nChanged 81 Iteration 177Q (5660.154313 sec): 43 clusters Score: Raw -84151448.823315 + Penalty 91735.879504 = -84059712.943811 nChanged 77 Iteration 178Q (5667.286662 sec): 43 clusters Score: Raw -84151450.743158 + Penalty 91735.879504 = -84059714.863653 nChanged 69 Writing temp clu file Because OldScore, -84059712.943811, is greater than current (better) Score,-84059714.863653 Compute initial score before splitting: Score: Raw -84151450.743158 + Penalty 91735.879504 = -84059714.863653 Trying to split cluster 1 (20388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5667.462319 sec): 2 clusters Score: Raw -2576102.029343 + Penalty 1612.439038 = -2574489.590306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5667.505943 sec): 3 clusters Score: Raw -2563794.443557 + Penalty 3224.878076 = -2560569.565481 nChanged 9334 SP:Iteration 1F (5667.552195 sec): 3 clusters Score: Raw -2568966.626898 + Penalty 3224.878076 = -2565741.748822 nChanged 931 SP:Iteration 2Q (5667.594929 sec): 3 clusters Score: Raw -2569287.601612 + Penalty 3224.878076 = -2566062.723536 nChanged 853 SP:Iteration 3Q (5667.638095 sec): 3 clusters Score: Raw -2569598.495881 + Penalty 3224.878076 = -2566373.617806 nChanged 829 SP:Iteration 4Q (5667.680926 sec): 3 clusters Score: Raw -2569927.756807 + Penalty 3224.878076 = -2566702.878731 nChanged 851 SP:Iteration 5Q (5667.723640 sec): 3 clusters Score: Raw -2570330.982488 + Penalty 3224.878076 = -2567106.104412 nChanged 919 SP:Iteration 6Q (5667.768427 sec): 3 clusters Score: Raw -2570869.834872 + Penalty 3224.878076 = -2567644.956796 nChanged 986 SP:Iteration 7Q (5667.816376 sec): 3 clusters Score: Raw -2571497.241296 + Penalty 3224.878076 = -2568272.363221 nChanged 989 SP:Iteration 8Q (5667.873877 sec): 3 clusters Score: Raw -2572068.953314 + Penalty 3224.878076 = -2568844.075238 nChanged 914 SP:Iteration 9Q (5667.920054 sec): 3 clusters Score: Raw -2572572.185193 + Penalty 3224.878076 = -2569347.307117 nChanged 851 SP:Iteration 10Q (5667.961549 sec): 3 clusters Score: Raw -2572989.806929 + Penalty 3224.878076 = -2569764.928854 nChanged 689 SP:Iteration 11Q (5668.003151 sec): 3 clusters Score: Raw -2573300.899294 + Penalty 3224.878076 = -2570076.021218 nChanged 598 SP:Iteration 12Q (5668.049617 sec): 3 clusters Score: Raw -2573564.892644 + Penalty 3224.878076 = -2570340.014568 nChanged 534 SP:Iteration 13Q (5668.090319 sec): 3 clusters Score: Raw -2573814.999689 + Penalty 3224.878076 = -2570590.121613 nChanged 476 SP:Iteration 14Q (5668.130987 sec): 3 clusters Score: Raw -2574018.190279 + Penalty 3224.878076 = -2570793.312204 nChanged 437 SP:Iteration 15Q (5668.171301 sec): 3 clusters Score: Raw -2574212.788737 + Penalty 3224.878076 = -2570987.910662 nChanged 438 SP:Iteration 16Q (5668.211733 sec): 3 clusters Score: Raw -2574414.087785 + Penalty 3224.878076 = -2571189.209709 nChanged 429 SP:Iteration 17Q (5668.251341 sec): 3 clusters Score: Raw -2574630.847653 + Penalty 3224.878076 = -2571405.969578 nChanged 394 SP:Iteration 18Q (5668.291757 sec): 3 clusters Score: Raw -2574821.229995 + Penalty 3224.878076 = -2571596.351919 nChanged 365 SP:Iteration 19Q (5668.331526 sec): 3 clusters Score: Raw -2574989.354975 + Penalty 3224.878076 = -2571764.476899 nChanged 319 SP:Iteration 20F (5668.374307 sec): 3 clusters Score: Raw -2575127.686699 + Penalty 3224.878076 = -2571902.808624 nChanged 314 SP:Iteration 21Q (5668.413563 sec): 3 clusters Score: Raw -2575277.759169 + Penalty 3224.878076 = -2572052.881093 nChanged 320 SP:Iteration 22Q (5668.452681 sec): 3 clusters Score: Raw -2575427.787485 + Penalty 3224.878076 = -2572202.909409 nChanged 311 SP:Iteration 23Q (5668.491111 sec): 3 clusters Score: Raw -2575572.773167 + Penalty 3224.878076 = -2572347.895092 nChanged 321 SP:Iteration 24Q (5668.530101 sec): 3 clusters Score: Raw -2575741.949553 + Penalty 3224.878076 = -2572517.071477 nChanged 315 SP:Iteration 25Q (5668.592045 sec): 3 clusters Score: Raw -2575924.479923 + Penalty 3224.878076 = -2572699.601847 nChanged 317 SP:Iteration 26Q (5668.667021 sec): 3 clusters Score: Raw -2576091.346732 + Penalty 3224.878076 = -2572866.468657 nChanged 278 SP:Iteration 27Q (5668.715122 sec): 3 clusters Score: Raw -2576223.621639 + Penalty 3224.878076 = -2572998.743563 nChanged 238 SP:Iteration 28Q (5668.759334 sec): 3 clusters Score: Raw -2576323.955253 + Penalty 3224.878076 = -2573099.077177 nChanged 204 SP:Iteration 29Q (5668.801029 sec): 3 clusters Score: Raw -2576392.443976 + Penalty 3224.878076 = -2573167.565901 nChanged 150 SP:Iteration 30Q (5668.838986 sec): 3 clusters Score: Raw -2576438.777447 + Penalty 3224.878076 = -2573213.899372 nChanged 127 SP:Iteration 31Q (5668.876472 sec): 3 clusters Score: Raw -2576474.755747 + Penalty 3224.878076 = -2573249.877671 nChanged 120 SP:Iteration 32Q (5668.914552 sec): 3 clusters Score: Raw -2576508.273826 + Penalty 3224.878076 = -2573283.395751 nChanged 94 SP:Iteration 33Q (5668.952912 sec): 3 clusters Score: Raw -2576528.591874 + Penalty 3224.878076 = -2573303.713798 nChanged 67 SP:Iteration 34Q (5668.990192 sec): 3 clusters Score: Raw -2576542.595620 + Penalty 3224.878076 = -2573317.717544 nChanged 58 SP:Iteration 35Q (5669.027474 sec): 3 clusters Score: Raw -2576553.846982 + Penalty 3224.878076 = -2573328.968906 nChanged 65 SP:Iteration 36Q (5669.064866 sec): 3 clusters Score: Raw -2576567.736494 + Penalty 3224.878076 = -2573342.858418 nChanged 58 SP:Iteration 37Q (5669.106759 sec): 3 clusters Score: Raw -2576578.221227 + Penalty 3224.878076 = -2573353.343152 nChanged 43 SP:Iteration 38Q (5669.143621 sec): 3 clusters Score: Raw -2576587.831686 + Penalty 3224.878076 = -2573362.953611 nChanged 42 SP:Iteration 39Q (5669.181156 sec): 3 clusters Score: Raw -2576597.852651 + Penalty 3224.878076 = -2573372.974576 nChanged 55 SP:Iteration 40F (5669.223153 sec): 3 clusters Score: Raw -2576611.534258 + Penalty 3224.878076 = -2573386.656182 nChanged 54 SP:Iteration 41Q (5669.260632 sec): 3 clusters Score: Raw -2576624.113780 + Penalty 3224.878076 = -2573399.235704 nChanged 47 SP:Iteration 42Q (5669.297856 sec): 3 clusters Score: Raw -2576632.945900 + Penalty 3224.878076 = -2573408.067824 nChanged 45 SP:Iteration 43Q (5669.334732 sec): 3 clusters Score: Raw -2576642.461004 + Penalty 3224.878076 = -2573417.582929 nChanged 44 SP:Iteration 44Q (5669.372144 sec): 3 clusters Score: Raw -2576650.444421 + Penalty 3224.878076 = -2573425.566345 nChanged 27 SP:Iteration 45Q (5669.409226 sec): 3 clusters Score: Raw -2576655.131124 + Penalty 3224.878076 = -2573430.253048 nChanged 27 SP:Iteration 46Q (5669.446606 sec): 3 clusters Score: Raw -2576659.716414 + Penalty 3224.878076 = -2573434.838338 nChanged 23 SP:Iteration 47Q (5669.483962 sec): 3 clusters Score: Raw -2576662.676522 + Penalty 3224.878076 = -2573437.798446 nChanged 19 SP:Iteration 48Q (5669.521152 sec): 3 clusters Score: Raw -2576665.532691 + Penalty 3224.878076 = -2573440.654615 nChanged 13 SP:Iteration 49Q (5669.558257 sec): 3 clusters Score: Raw -2576667.395115 + Penalty 3224.878076 = -2573442.517039 nChanged 12 SP:Iteration 50Q (5669.595327 sec): 3 clusters Score: Raw -2576668.869791 + Penalty 3224.878076 = -2573443.991715 nChanged 10 SP:Iteration 51Q (5669.632249 sec): 3 clusters Score: Raw -2576669.958197 + Penalty 3224.878076 = -2573445.080122 nChanged 8 SP:Iteration 52Q (5669.679209 sec): 3 clusters Score: Raw -2576670.802697 + Penalty 3224.878076 = -2573445.924621 nChanged 9 SP:Iteration 53Q (5669.720853 sec): 3 clusters Score: Raw -2576671.622559 + Penalty 3224.878076 = -2573446.744483 nChanged 8 SP:Iteration 54Q (5669.763980 sec): 3 clusters Score: Raw -2576672.279497 + Penalty 3224.878076 = -2573447.401421 nChanged 6 SP:Iteration 55Q (5669.801054 sec): 3 clusters Score: Raw -2576672.740244 + Penalty 3224.878076 = -2573447.862169 nChanged 4 SP:Iteration 56Q (5669.838346 sec): 3 clusters Score: Raw -2576673.245328 + Penalty 3224.878076 = -2573448.367252 nChanged 6 SP:Iteration 57Q (5669.875295 sec): 3 clusters Score: Raw -2576673.814128 + Penalty 3224.878076 = -2573448.936052 nChanged 3 SP:Iteration 58Q (5669.912507 sec): 3 clusters Score: Raw -2576674.024324 + Penalty 3224.878076 = -2573449.146249 nChanged 3 SP:Iteration 59Q (5669.955540 sec): 3 clusters Score: Raw -2576674.173168 + Penalty 3224.878076 = -2573449.295093 nChanged 1 SP:Iteration 60F (5669.997075 sec): 3 clusters Score: Raw -2576674.205210 + Penalty 3224.878076 = -2573449.327134 nChanged 0 Trying to split cluster 2 (23249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5670.033573 sec): 2 clusters Score: Raw -2913014.393516 + Penalty 1633.777827 = -2911380.615688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5670.081652 sec): 3 clusters Score: Raw -2898866.163887 + Penalty 3267.555655 = -2895598.608233 nChanged 10609 SP:Iteration 1F (5670.127386 sec): 3 clusters Score: Raw -2905028.147169 + Penalty 3267.555655 = -2901760.591514 nChanged 1405 SP:Iteration 2F (5670.191822 sec): 3 clusters Score: Raw -2905701.602967 + Penalty 3267.555655 = -2902434.047312 nChanged 1331 SP:Iteration 3F (5670.237563 sec): 3 clusters Score: Raw -2906414.953126 + Penalty 3267.555655 = -2903147.397471 nChanged 1371 SP:Iteration 4F (5670.285382 sec): 3 clusters Score: Raw -2907207.270209 + Penalty 3267.555655 = -2903939.714554 nChanged 1341 SP:Iteration 5F (5670.330932 sec): 3 clusters Score: Raw -2907984.690790 + Penalty 3267.555655 = -2904717.135135 nChanged 1207 SP:Iteration 6F (5670.376746 sec): 3 clusters Score: Raw -2908701.813612 + Penalty 3267.555655 = -2905434.257957 nChanged 1097 SP:Iteration 7Q (5670.423346 sec): 3 clusters Score: Raw -2909346.121331 + Penalty 3267.555655 = -2906078.565677 nChanged 958 SP:Iteration 8Q (5670.469059 sec): 3 clusters Score: Raw -2909937.525631 + Penalty 3267.555655 = -2906669.969976 nChanged 869 SP:Iteration 9Q (5670.514879 sec): 3 clusters Score: Raw -2910486.597065 + Penalty 3267.555655 = -2907219.041410 nChanged 755 SP:Iteration 10Q (5670.560121 sec): 3 clusters Score: Raw -2910941.446061 + Penalty 3267.555655 = -2907673.890406 nChanged 618 SP:Iteration 11Q (5670.604484 sec): 3 clusters Score: Raw -2911309.710002 + Penalty 3267.555655 = -2908042.154348 nChanged 535 SP:Iteration 12Q (5670.647826 sec): 3 clusters Score: Raw -2911596.373521 + Penalty 3267.555655 = -2908328.817866 nChanged 445 SP:Iteration 13Q (5670.690629 sec): 3 clusters Score: Raw -2911831.357180 + Penalty 3267.555655 = -2908563.801525 nChanged 381 SP:Iteration 14Q (5670.733623 sec): 3 clusters Score: Raw -2912030.909034 + Penalty 3267.555655 = -2908763.353379 nChanged 351 SP:Iteration 15Q (5670.775667 sec): 3 clusters Score: Raw -2912215.666124 + Penalty 3267.555655 = -2908948.110469 nChanged 350 SP:Iteration 16Q (5670.821412 sec): 3 clusters Score: Raw -2912386.778282 + Penalty 3267.555655 = -2909119.222627 nChanged 284 SP:Iteration 17Q (5670.865651 sec): 3 clusters Score: Raw -2912522.079415 + Penalty 3267.555655 = -2909254.523760 nChanged 258 SP:Iteration 18Q (5670.907241 sec): 3 clusters Score: Raw -2912634.141907 + Penalty 3267.555655 = -2909366.586252 nChanged 211 SP:Iteration 19Q (5670.947925 sec): 3 clusters Score: Raw -2912718.021758 + Penalty 3267.555655 = -2909450.466103 nChanged 182 SP:Iteration 20F (5670.999452 sec): 3 clusters Score: Raw -2912784.774351 + Penalty 3267.555655 = -2909517.218696 nChanged 165 SP:Iteration 21Q (5671.074772 sec): 3 clusters Score: Raw -2912851.579289 + Penalty 3267.555655 = -2909584.023635 nChanged 127 SP:Iteration 22Q (5671.114457 sec): 3 clusters Score: Raw -2912902.667512 + Penalty 3267.555655 = -2909635.111858 nChanged 122 SP:Iteration 23Q (5671.154904 sec): 3 clusters Score: Raw -2912954.340998 + Penalty 3267.555655 = -2909686.785343 nChanged 114 SP:Iteration 24Q (5671.220618 sec): 3 clusters Score: Raw -2913004.226464 + Penalty 3267.555655 = -2909736.670809 nChanged 96 SP:Iteration 25Q (5671.260479 sec): 3 clusters Score: Raw -2913045.280952 + Penalty 3267.555655 = -2909777.725298 nChanged 84 SP:Iteration 26Q (5671.301054 sec): 3 clusters Score: Raw -2913080.846127 + Penalty 3267.555655 = -2909813.290472 nChanged 68 SP:Iteration 27Q (5671.340295 sec): 3 clusters Score: Raw -2913109.336245 + Penalty 3267.555655 = -2909841.780590 nChanged 61 SP:Iteration 28Q (5671.380048 sec): 3 clusters Score: Raw -2913135.869007 + Penalty 3267.555655 = -2909868.313353 nChanged 57 SP:Iteration 29Q (5671.419596 sec): 3 clusters Score: Raw -2913164.155284 + Penalty 3267.555655 = -2909896.599629 nChanged 55 SP:Iteration 30Q (5671.459153 sec): 3 clusters Score: Raw -2913187.120117 + Penalty 3267.555655 = -2909919.564462 nChanged 50 SP:Iteration 31Q (5671.498853 sec): 3 clusters Score: Raw -2913209.952656 + Penalty 3267.555655 = -2909942.397001 nChanged 54 SP:Iteration 32Q (5671.538021 sec): 3 clusters Score: Raw -2913231.614814 + Penalty 3267.555655 = -2909964.059159 nChanged 35 SP:Iteration 33Q (5671.581325 sec): 3 clusters Score: Raw -2913243.708627 + Penalty 3267.555655 = -2909976.152972 nChanged 27 SP:Iteration 34Q (5671.620318 sec): 3 clusters Score: Raw -2913255.718197 + Penalty 3267.555655 = -2909988.162542 nChanged 30 SP:Iteration 35Q (5671.659557 sec): 3 clusters Score: Raw -2913269.362781 + Penalty 3267.555655 = -2910001.807126 nChanged 27 SP:Iteration 36Q (5671.698738 sec): 3 clusters Score: Raw -2913281.846356 + Penalty 3267.555655 = -2910014.290701 nChanged 30 SP:Iteration 37Q (5671.738294 sec): 3 clusters Score: Raw -2913292.420700 + Penalty 3267.555655 = -2910024.865045 nChanged 20 SP:Iteration 38Q (5671.777283 sec): 3 clusters Score: Raw -2913298.820903 + Penalty 3267.555655 = -2910031.265248 nChanged 14 SP:Iteration 39Q (5671.816230 sec): 3 clusters Score: Raw -2913303.744870 + Penalty 3267.555655 = -2910036.189215 nChanged 15 SP:Iteration 40F (5671.862261 sec): 3 clusters Score: Raw -2913308.449776 + Penalty 3267.555655 = -2910040.894121 nChanged 14 SP:Iteration 41Q (5671.901336 sec): 3 clusters Score: Raw -2913313.485352 + Penalty 3267.555655 = -2910045.929697 nChanged 7 SP:Iteration 42Q (5671.940361 sec): 3 clusters Score: Raw -2913315.829454 + Penalty 3267.555655 = -2910048.273799 nChanged 6 SP:Iteration 43Q (5671.979244 sec): 3 clusters Score: Raw -2913318.003302 + Penalty 3267.555655 = -2910050.447647 nChanged 5 SP:Iteration 44Q (5672.017640 sec): 3 clusters Score: Raw -2913318.957844 + Penalty 3267.555655 = -2910051.402189 nChanged 5 SP:Iteration 45Q (5672.061018 sec): 3 clusters Score: Raw -2913320.849184 + Penalty 3267.555655 = -2910053.293529 nChanged 5 SP:Iteration 46Q (5672.100138 sec): 3 clusters Score: Raw -2913322.323508 + Penalty 3267.555655 = -2910054.767854 nChanged 6 SP:Iteration 47Q (5672.138964 sec): 3 clusters Score: Raw -2913324.059201 + Penalty 3267.555655 = -2910056.503546 nChanged 7 SP:Iteration 48Q (5672.177914 sec): 3 clusters Score: Raw -2913326.219182 + Penalty 3267.555655 = -2910058.663527 nChanged 4 SP:Iteration 49Q (5672.216723 sec): 3 clusters Score: Raw -2913326.905291 + Penalty 3267.555655 = -2910059.349637 nChanged 4 SP:Iteration 50Q (5672.255599 sec): 3 clusters Score: Raw -2913327.888510 + Penalty 3267.555655 = -2910060.332855 nChanged 3 SP:Iteration 51Q (5672.294602 sec): 3 clusters Score: Raw -2913328.438069 + Penalty 3267.555655 = -2910060.882414 nChanged 2 SP:Iteration 52Q (5672.333547 sec): 3 clusters Score: Raw -2913328.803733 + Penalty 3267.555655 = -2910061.248079 nChanged 0 SP:Iteration 53F (5672.414198 sec): 3 clusters Score: Raw -2913328.803733 + Penalty 3267.555655 = -2910061.248079 nChanged 0 Trying to split cluster 3 (4249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5672.442049 sec): 2 clusters Score: Raw -526657.158306 + Penalty 1357.596328 = -525299.561978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5672.462222 sec): 3 clusters Score: Raw -524509.403061 + Penalty 2715.192656 = -521794.210406 nChanged 1673 SP:Iteration 1F (5672.481940 sec): 3 clusters Score: Raw -525577.091071 + Penalty 2715.192656 = -522861.898416 nChanged 407 SP:Iteration 2F (5672.501915 sec): 3 clusters Score: Raw -525896.257691 + Penalty 2715.192656 = -523181.065035 nChanged 319 SP:Iteration 3F (5672.521944 sec): 3 clusters Score: Raw -526151.812282 + Penalty 2715.192656 = -523436.619627 nChanged 270 SP:Iteration 4F (5672.541749 sec): 3 clusters Score: Raw -526384.079645 + Penalty 2715.192656 = -523668.886990 nChanged 241 SP:Iteration 5F (5672.561438 sec): 3 clusters Score: Raw -526605.196275 + Penalty 2715.192656 = -523890.003619 nChanged 200 SP:Iteration 6Q (5672.581264 sec): 3 clusters Score: Raw -526760.834743 + Penalty 2715.192656 = -524045.642087 nChanged 149 SP:Iteration 7Q (5672.600719 sec): 3 clusters Score: Raw -526860.569893 + Penalty 2715.192656 = -524145.377238 nChanged 116 SP:Iteration 8Q (5672.619750 sec): 3 clusters Score: Raw -526936.046361 + Penalty 2715.192656 = -524220.853706 nChanged 92 SP:Iteration 9Q (5672.639455 sec): 3 clusters Score: Raw -526984.493877 + Penalty 2715.192656 = -524269.301222 nChanged 80 SP:Iteration 10Q (5672.658111 sec): 3 clusters Score: Raw -527024.282482 + Penalty 2715.192656 = -524309.089827 nChanged 65 SP:Iteration 11Q (5672.677632 sec): 3 clusters Score: Raw -527054.261276 + Penalty 2715.192656 = -524339.068620 nChanged 55 SP:Iteration 12Q (5672.697203 sec): 3 clusters Score: Raw -527084.484916 + Penalty 2715.192656 = -524369.292261 nChanged 42 SP:Iteration 13Q (5672.717851 sec): 3 clusters Score: Raw -527100.509107 + Penalty 2715.192656 = -524385.316452 nChanged 32 SP:Iteration 14Q (5672.737287 sec): 3 clusters Score: Raw -527115.966396 + Penalty 2715.192656 = -524400.773740 nChanged 30 SP:Iteration 15Q (5672.784224 sec): 3 clusters Score: Raw -527135.341446 + Penalty 2715.192656 = -524420.148790 nChanged 34 SP:Iteration 16Q (5672.837547 sec): 3 clusters Score: Raw -527163.122862 + Penalty 2715.192656 = -524447.930207 nChanged 46 SP:Iteration 17Q (5672.855234 sec): 3 clusters Score: Raw -527209.111882 + Penalty 2715.192656 = -524493.919227 nChanged 47 SP:Iteration 18Q (5672.873847 sec): 3 clusters Score: Raw -527248.751293 + Penalty 2715.192656 = -524533.558637 nChanged 43 SP:Iteration 19Q (5672.892434 sec): 3 clusters Score: Raw -527277.305522 + Penalty 2715.192656 = -524562.112867 nChanged 39 SP:Iteration 20F (5672.911617 sec): 3 clusters Score: Raw -527292.917746 + Penalty 2715.192656 = -524577.725091 nChanged 25 SP:Iteration 21Q (5672.930221 sec): 3 clusters Score: Raw -527300.364796 + Penalty 2715.192656 = -524585.172141 nChanged 15 SP:Iteration 22Q (5672.954076 sec): 3 clusters Score: Raw -527305.271473 + Penalty 2715.192656 = -524590.078818 nChanged 10 SP:Iteration 23Q (5672.973193 sec): 3 clusters Score: Raw -527307.570585 + Penalty 2715.192656 = -524592.377930 nChanged 10 SP:Iteration 24Q (5672.992541 sec): 3 clusters Score: Raw -527310.393000 + Penalty 2715.192656 = -524595.200344 nChanged 11 SP:Iteration 25Q (5673.011764 sec): 3 clusters Score: Raw -527312.801567 + Penalty 2715.192656 = -524597.608912 nChanged 8 SP:Iteration 26Q (5673.030938 sec): 3 clusters Score: Raw -527315.068044 + Penalty 2715.192656 = -524599.875389 nChanged 7 SP:Iteration 27Q (5673.049593 sec): 3 clusters Score: Raw -527316.883158 + Penalty 2715.192656 = -524601.690502 nChanged 4 SP:Iteration 28Q (5673.080310 sec): 3 clusters Score: Raw -527317.552684 + Penalty 2715.192656 = -524602.360029 nChanged 5 SP:Iteration 29Q (5673.099016 sec): 3 clusters Score: Raw -527318.468762 + Penalty 2715.192656 = -524603.276106 nChanged 6 SP:Iteration 30Q (5673.117543 sec): 3 clusters Score: Raw -527319.384063 + Penalty 2715.192656 = -524604.191407 nChanged 2 SP:Iteration 31Q (5673.137069 sec): 3 clusters Score: Raw -527320.242753 + Penalty 2715.192656 = -524605.050098 nChanged 4 SP:Iteration 32Q (5673.155768 sec): 3 clusters Score: Raw -527321.152800 + Penalty 2715.192656 = -524605.960144 nChanged 3 SP:Iteration 33Q (5673.174471 sec): 3 clusters Score: Raw -527322.045312 + Penalty 2715.192656 = -524606.852657 nChanged 5 SP:Iteration 34Q (5673.193811 sec): 3 clusters Score: Raw -527323.362300 + Penalty 2715.192656 = -524608.169645 nChanged 2 SP:Iteration 35Q (5673.212599 sec): 3 clusters Score: Raw -527323.599532 + Penalty 2715.192656 = -524608.406876 nChanged 1 SP:Iteration 36Q (5673.231743 sec): 3 clusters Score: Raw -527323.899101 + Penalty 2715.192656 = -524608.706445 nChanged 3 SP:Iteration 37Q (5673.251020 sec): 3 clusters Score: Raw -527325.320058 + Penalty 2715.192656 = -524610.127403 nChanged 3 SP:Iteration 38Q (5673.269325 sec): 3 clusters Score: Raw -527326.277281 + Penalty 2715.192656 = -524611.084626 nChanged 2 SP:Iteration 39Q (5673.287768 sec): 3 clusters Score: Raw -527326.470057 + Penalty 2715.192656 = -524611.277402 nChanged 1 SP:Iteration 40F (5673.307753 sec): 3 clusters Score: Raw -527326.528921 + Penalty 2715.192656 = -524611.336265 nChanged 1 SP:Iteration 41Q (5673.327035 sec): 3 clusters Score: Raw -527326.746144 + Penalty 2715.192656 = -524611.553489 nChanged 1 SP:Iteration 42Q (5673.345501 sec): 3 clusters Score: Raw -527326.929576 + Penalty 2715.192656 = -524611.736921 nChanged 1 SP:Iteration 43Q (5673.364500 sec): 3 clusters Score: Raw -527327.035264 + Penalty 2715.192656 = -524611.842608 nChanged 1 SP:Iteration 44Q (5673.383364 sec): 3 clusters Score: Raw -527327.419808 + Penalty 2715.192656 = -524612.227152 nChanged 0 SP:Iteration 45F (5673.402454 sec): 3 clusters Score: Raw -527327.419808 + Penalty 2715.192656 = -524612.227152 nChanged 0 Trying to split cluster 4 (20317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5673.445618 sec): 2 clusters Score: Raw -2575877.961350 + Penalty 1611.872154 = -2574266.089196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5673.491012 sec): 3 clusters Score: Raw -2563638.009674 + Penalty 3223.744307 = -2560414.265367 nChanged 9228 SP:Iteration 1F (5673.537906 sec): 3 clusters Score: Raw -2569038.332183 + Penalty 3223.744307 = -2565814.587876 nChanged 1246 SP:Iteration 2F (5673.584584 sec): 3 clusters Score: Raw -2569677.943456 + Penalty 3223.744307 = -2566454.199149 nChanged 1295 SP:Iteration 3F (5673.628366 sec): 3 clusters Score: Raw -2570526.755017 + Penalty 3223.744307 = -2567303.010710 nChanged 1502 SP:Iteration 4F (5673.680748 sec): 3 clusters Score: Raw -2571683.033126 + Penalty 3223.744307 = -2568459.288819 nChanged 1509 SP:Iteration 5F (5673.724646 sec): 3 clusters Score: Raw -2572901.629335 + Penalty 3223.744307 = -2569677.885028 nChanged 1353 SP:Iteration 6F (5673.768982 sec): 3 clusters Score: Raw -2573941.556452 + Penalty 3223.744307 = -2570717.812145 nChanged 1037 SP:Iteration 7F (5673.812877 sec): 3 clusters Score: Raw -2574670.914765 + Penalty 3223.744307 = -2571447.170458 nChanged 709 SP:Iteration 8Q (5673.859852 sec): 3 clusters Score: Raw -2575134.670855 + Penalty 3223.744307 = -2571910.926548 nChanged 563 SP:Iteration 9Q (5673.902981 sec): 3 clusters Score: Raw -2575475.329665 + Penalty 3223.744307 = -2572251.585358 nChanged 403 SP:Iteration 10Q (5673.944952 sec): 3 clusters Score: Raw -2575700.980014 + Penalty 3223.744307 = -2572477.235706 nChanged 305 SP:Iteration 11Q (5673.990261 sec): 3 clusters Score: Raw -2575845.655833 + Penalty 3223.744307 = -2572621.911525 nChanged 242 SP:Iteration 12Q (5674.030977 sec): 3 clusters Score: Raw -2575942.397757 + Penalty 3223.744307 = -2572718.653450 nChanged 172 SP:Iteration 13Q (5674.072352 sec): 3 clusters Score: Raw -2575997.162781 + Penalty 3223.744307 = -2572773.418474 nChanged 133 SP:Iteration 14Q (5674.111673 sec): 3 clusters Score: Raw -2576035.899061 + Penalty 3223.744307 = -2572812.154754 nChanged 107 SP:Iteration 15Q (5674.151253 sec): 3 clusters Score: Raw -2576067.202340 + Penalty 3223.744307 = -2572843.458033 nChanged 92 SP:Iteration 16Q (5674.190550 sec): 3 clusters Score: Raw -2576095.162942 + Penalty 3223.744307 = -2572871.418635 nChanged 82 SP:Iteration 17Q (5674.230001 sec): 3 clusters Score: Raw -2576118.086792 + Penalty 3223.744307 = -2572894.342485 nChanged 91 SP:Iteration 18Q (5674.268903 sec): 3 clusters Score: Raw -2576144.801534 + Penalty 3223.744307 = -2572921.057227 nChanged 81 SP:Iteration 19Q (5674.307965 sec): 3 clusters Score: Raw -2576166.614339 + Penalty 3223.744307 = -2572942.870031 nChanged 79 SP:Iteration 20F (5674.357943 sec): 3 clusters Score: Raw -2576191.308155 + Penalty 3223.744307 = -2572967.563848 nChanged 81 SP:Iteration 21Q (5674.397609 sec): 3 clusters Score: Raw -2576227.498340 + Penalty 3223.744307 = -2573003.754033 nChanged 85 SP:Iteration 22Q (5674.437991 sec): 3 clusters Score: Raw -2576265.575517 + Penalty 3223.744307 = -2573041.831210 nChanged 103 SP:Iteration 23Q (5674.476008 sec): 3 clusters Score: Raw -2576309.446493 + Penalty 3223.744307 = -2573085.702186 nChanged 107 SP:Iteration 24Q (5674.516112 sec): 3 clusters Score: Raw -2576350.812478 + Penalty 3223.744307 = -2573127.068170 nChanged 101 SP:Iteration 25Q (5674.556271 sec): 3 clusters Score: Raw -2576391.388665 + Penalty 3223.744307 = -2573167.644358 nChanged 93 SP:Iteration 26Q (5674.593638 sec): 3 clusters Score: Raw -2576427.010494 + Penalty 3223.744307 = -2573203.266187 nChanged 92 SP:Iteration 27Q (5674.636599 sec): 3 clusters Score: Raw -2576461.363177 + Penalty 3223.744307 = -2573237.618870 nChanged 86 SP:Iteration 28Q (5674.678072 sec): 3 clusters Score: Raw -2576494.241192 + Penalty 3223.744307 = -2573270.496885 nChanged 79 SP:Iteration 29Q (5674.719611 sec): 3 clusters Score: Raw -2576524.370128 + Penalty 3223.744307 = -2573300.625821 nChanged 79 SP:Iteration 30Q (5674.756581 sec): 3 clusters Score: Raw -2576550.498547 + Penalty 3223.744307 = -2573326.754240 nChanged 88 SP:Iteration 31Q (5674.793686 sec): 3 clusters Score: Raw -2576577.820184 + Penalty 3223.744307 = -2573354.075877 nChanged 65 SP:Iteration 32Q (5674.830541 sec): 3 clusters Score: Raw -2576600.380733 + Penalty 3223.744307 = -2573376.636426 nChanged 61 SP:Iteration 33Q (5674.867404 sec): 3 clusters Score: Raw -2576617.577068 + Penalty 3223.744307 = -2573393.832760 nChanged 54 SP:Iteration 34Q (5674.904273 sec): 3 clusters Score: Raw -2576630.874242 + Penalty 3223.744307 = -2573407.129935 nChanged 55 SP:Iteration 35Q (5674.943921 sec): 3 clusters Score: Raw -2576646.987916 + Penalty 3223.744307 = -2573423.243609 nChanged 42 SP:Iteration 36Q (5674.980535 sec): 3 clusters Score: Raw -2576656.365961 + Penalty 3223.744307 = -2573432.621654 nChanged 36 SP:Iteration 37Q (5675.018247 sec): 3 clusters Score: Raw -2576663.951866 + Penalty 3223.744307 = -2573440.207559 nChanged 31 SP:Iteration 38Q (5675.057492 sec): 3 clusters Score: Raw -2576670.813350 + Penalty 3223.744307 = -2573447.069043 nChanged 36 SP:Iteration 39Q (5675.093861 sec): 3 clusters Score: Raw -2576678.002173 + Penalty 3223.744307 = -2573454.257866 nChanged 22 SP:Iteration 40F (5675.137648 sec): 3 clusters Score: Raw -2576682.770941 + Penalty 3223.744307 = -2573459.026634 nChanged 22 SP:Iteration 41Q (5675.174482 sec): 3 clusters Score: Raw -2576687.033401 + Penalty 3223.744307 = -2573463.289094 nChanged 26 SP:Iteration 42Q (5675.215361 sec): 3 clusters Score: Raw -2576692.316197 + Penalty 3223.744307 = -2573468.571890 nChanged 22 SP:Iteration 43Q (5675.255977 sec): 3 clusters Score: Raw -2576697.477038 + Penalty 3223.744307 = -2573473.732730 nChanged 30 SP:Iteration 44Q (5675.292374 sec): 3 clusters Score: Raw -2576704.911565 + Penalty 3223.744307 = -2573481.167258 nChanged 39 SP:Iteration 45Q (5675.331600 sec): 3 clusters Score: Raw -2576717.103911 + Penalty 3223.744307 = -2573493.359603 nChanged 46 SP:Iteration 46Q (5675.368552 sec): 3 clusters Score: Raw -2576733.795955 + Penalty 3223.744307 = -2573510.051648 nChanged 53 SP:Iteration 47Q (5675.426835 sec): 3 clusters Score: Raw -2576753.314883 + Penalty 3223.744307 = -2573529.570576 nChanged 50 SP:Iteration 48Q (5675.471235 sec): 3 clusters Score: Raw -2576770.513757 + Penalty 3223.744307 = -2573546.769450 nChanged 49 SP:Iteration 49Q (5675.507498 sec): 3 clusters Score: Raw -2576785.798536 + Penalty 3223.744307 = -2573562.054229 nChanged 48 SP:Iteration 50Q (5675.543965 sec): 3 clusters Score: Raw -2576800.894422 + Penalty 3223.744307 = -2573577.150115 nChanged 47 SP:Iteration 51Q (5675.580215 sec): 3 clusters Score: Raw -2576814.160502 + Penalty 3223.744307 = -2573590.416195 nChanged 43 SP:Iteration 52Q (5675.616549 sec): 3 clusters Score: Raw -2576825.650987 + Penalty 3223.744307 = -2573601.906680 nChanged 32 SP:Iteration 53Q (5675.656149 sec): 3 clusters Score: Raw -2576834.488617 + Penalty 3223.744307 = -2573610.744309 nChanged 31 SP:Iteration 54Q (5675.692038 sec): 3 clusters Score: Raw -2576841.157876 + Penalty 3223.744307 = -2573617.413568 nChanged 19 SP:Iteration 55Q (5675.727810 sec): 3 clusters Score: Raw -2576845.369711 + Penalty 3223.744307 = -2573621.625404 nChanged 19 SP:Iteration 56Q (5675.763684 sec): 3 clusters Score: Raw -2576849.171608 + Penalty 3223.744307 = -2573625.427301 nChanged 10 SP:Iteration 57Q (5675.799463 sec): 3 clusters Score: Raw -2576850.373741 + Penalty 3223.744307 = -2573626.629434 nChanged 3 SP:Iteration 58Q (5675.835415 sec): 3 clusters Score: Raw -2576851.370143 + Penalty 3223.744307 = -2573627.625836 nChanged 4 SP:Iteration 59Q (5675.871095 sec): 3 clusters Score: Raw -2576852.241577 + Penalty 3223.744307 = -2573628.497269 nChanged 5 SP:Iteration 60F (5675.918614 sec): 3 clusters Score: Raw -2576853.269585 + Penalty 3223.744307 = -2573629.525278 nChanged 4 SP:Iteration 61Q (5675.954426 sec): 3 clusters Score: Raw -2576853.872267 + Penalty 3223.744307 = -2573630.127960 nChanged 5 SP:Iteration 62Q (5675.990185 sec): 3 clusters Score: Raw -2576854.607341 + Penalty 3223.744307 = -2573630.863034 nChanged 6 SP:Iteration 63Q (5676.025987 sec): 3 clusters Score: Raw -2576856.362389 + Penalty 3223.744307 = -2573632.618082 nChanged 11 SP:Iteration 64Q (5676.062303 sec): 3 clusters Score: Raw -2576858.426384 + Penalty 3223.744307 = -2573634.682077 nChanged 5 SP:Iteration 65Q (5676.133502 sec): 3 clusters Score: Raw -2576859.335527 + Penalty 3223.744307 = -2573635.591220 nChanged 3 SP:Iteration 66Q (5676.169730 sec): 3 clusters Score: Raw -2576859.673700 + Penalty 3223.744307 = -2573635.929392 nChanged 3 SP:Iteration 67Q (5676.208299 sec): 3 clusters Score: Raw -2576860.069844 + Penalty 3223.744307 = -2573636.325537 nChanged 2 SP:Iteration 68Q (5676.244728 sec): 3 clusters Score: Raw -2576860.215058 + Penalty 3223.744307 = -2573636.470751 nChanged 2 SP:Iteration 69Q (5676.283144 sec): 3 clusters Score: Raw -2576860.474441 + Penalty 3223.744307 = -2573636.730134 nChanged 2 SP:Iteration 70Q (5676.319075 sec): 3 clusters Score: Raw -2576860.700388 + Penalty 3223.744307 = -2573636.956081 nChanged 3 SP:Iteration 71Q (5676.354704 sec): 3 clusters Score: Raw -2576861.100630 + Penalty 3223.744307 = -2573637.356323 nChanged 0 SP:Iteration 72F (5676.398487 sec): 3 clusters Score: Raw -2576861.100630 + Penalty 3223.744307 = -2573637.356323 nChanged 0 Trying to split cluster 5 (10878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5676.422545 sec): 2 clusters Score: Raw -1311274.400573 + Penalty 1510.355873 = -1309764.044700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5676.452198 sec): 3 clusters Score: Raw -1305032.092303 + Penalty 3020.711746 = -1302011.380557 nChanged 4805 SP:Iteration 1F (5676.480780 sec): 3 clusters Score: Raw -1307957.054457 + Penalty 3020.711746 = -1304936.342711 nChanged 905 SP:Iteration 2F (5676.511264 sec): 3 clusters Score: Raw -1308609.465379 + Penalty 3020.711746 = -1305588.753633 nChanged 861 SP:Iteration 3F (5676.544899 sec): 3 clusters Score: Raw -1309292.016929 + Penalty 3020.711746 = -1306271.305183 nChanged 798 SP:Iteration 4F (5676.573426 sec): 3 clusters Score: Raw -1309919.658624 + Penalty 3020.711746 = -1306898.946878 nChanged 681 SP:Iteration 5F (5676.602204 sec): 3 clusters Score: Raw -1310436.558386 + Penalty 3020.711746 = -1307415.846640 nChanged 581 SP:Iteration 6F (5676.630841 sec): 3 clusters Score: Raw -1310804.907046 + Penalty 3020.711746 = -1307784.195300 nChanged 415 SP:Iteration 7Q (5676.659528 sec): 3 clusters Score: Raw -1311034.817713 + Penalty 3020.711746 = -1308014.105967 nChanged 334 SP:Iteration 8Q (5676.704033 sec): 3 clusters Score: Raw -1311222.259169 + Penalty 3020.711746 = -1308201.547423 nChanged 274 SP:Iteration 9Q (5676.732687 sec): 3 clusters Score: Raw -1311388.112649 + Penalty 3020.711746 = -1308367.400903 nChanged 255 SP:Iteration 10Q (5676.761105 sec): 3 clusters Score: Raw -1311555.596771 + Penalty 3020.711746 = -1308534.885025 nChanged 210 SP:Iteration 11Q (5676.789331 sec): 3 clusters Score: Raw -1311670.234767 + Penalty 3020.711746 = -1308649.523021 nChanged 172 SP:Iteration 12Q (5676.817145 sec): 3 clusters Score: Raw -1311764.822119 + Penalty 3020.711746 = -1308744.110373 nChanged 152 SP:Iteration 13Q (5676.844950 sec): 3 clusters Score: Raw -1311832.567929 + Penalty 3020.711746 = -1308811.856183 nChanged 119 SP:Iteration 14Q (5676.873362 sec): 3 clusters Score: Raw -1311886.553526 + Penalty 3020.711746 = -1308865.841780 nChanged 113 SP:Iteration 15Q (5676.900783 sec): 3 clusters Score: Raw -1311948.624496 + Penalty 3020.711746 = -1308927.912750 nChanged 104 SP:Iteration 16Q (5676.927977 sec): 3 clusters Score: Raw -1311998.004929 + Penalty 3020.711746 = -1308977.293183 nChanged 103 SP:Iteration 17Q (5676.955270 sec): 3 clusters Score: Raw -1312046.089789 + Penalty 3020.711746 = -1309025.378043 nChanged 105 SP:Iteration 18Q (5676.982389 sec): 3 clusters Score: Raw -1312101.218156 + Penalty 3020.711746 = -1309080.506410 nChanged 100 SP:Iteration 19Q (5677.009401 sec): 3 clusters Score: Raw -1312145.769870 + Penalty 3020.711746 = -1309125.058124 nChanged 88 SP:Iteration 20F (5677.038880 sec): 3 clusters Score: Raw -1312182.439716 + Penalty 3020.711746 = -1309161.727970 nChanged 70 SP:Iteration 21Q (5677.068635 sec): 3 clusters Score: Raw -1312212.303089 + Penalty 3020.711746 = -1309191.591343 nChanged 57 SP:Iteration 22Q (5677.095176 sec): 3 clusters Score: Raw -1312231.986068 + Penalty 3020.711746 = -1309211.274322 nChanged 41 SP:Iteration 23Q (5677.121851 sec): 3 clusters Score: Raw -1312244.637873 + Penalty 3020.711746 = -1309223.926127 nChanged 40 SP:Iteration 24Q (5677.148435 sec): 3 clusters Score: Raw -1312258.108277 + Penalty 3020.711746 = -1309237.396531 nChanged 31 SP:Iteration 25Q (5677.174940 sec): 3 clusters Score: Raw -1312267.247835 + Penalty 3020.711746 = -1309246.536089 nChanged 28 SP:Iteration 26Q (5677.201491 sec): 3 clusters Score: Raw -1312275.371106 + Penalty 3020.711746 = -1309254.659360 nChanged 20 SP:Iteration 27Q (5677.227829 sec): 3 clusters Score: Raw -1312279.675662 + Penalty 3020.711746 = -1309258.963916 nChanged 19 SP:Iteration 28Q (5677.254076 sec): 3 clusters Score: Raw -1312284.855185 + Penalty 3020.711746 = -1309264.143439 nChanged 23 SP:Iteration 29Q (5677.280309 sec): 3 clusters Score: Raw -1312291.804822 + Penalty 3020.711746 = -1309271.093076 nChanged 24 SP:Iteration 30Q (5677.306753 sec): 3 clusters Score: Raw -1312297.922783 + Penalty 3020.711746 = -1309277.211037 nChanged 31 SP:Iteration 31Q (5677.333152 sec): 3 clusters Score: Raw -1312307.878071 + Penalty 3020.711746 = -1309287.166325 nChanged 20 SP:Iteration 32Q (5677.359320 sec): 3 clusters Score: Raw -1312313.245976 + Penalty 3020.711746 = -1309292.534230 nChanged 18 SP:Iteration 33Q (5677.391409 sec): 3 clusters Score: Raw -1312318.616904 + Penalty 3020.711746 = -1309297.905158 nChanged 24 SP:Iteration 34Q (5677.417654 sec): 3 clusters Score: Raw -1312324.487369 + Penalty 3020.711746 = -1309303.775623 nChanged 21 SP:Iteration 35Q (5677.443859 sec): 3 clusters Score: Raw -1312329.845533 + Penalty 3020.711746 = -1309309.133787 nChanged 25 SP:Iteration 36Q (5677.470084 sec): 3 clusters Score: Raw -1312336.819249 + Penalty 3020.711746 = -1309316.107503 nChanged 26 SP:Iteration 37Q (5677.496285 sec): 3 clusters Score: Raw -1312344.360314 + Penalty 3020.711746 = -1309323.648568 nChanged 16 SP:Iteration 38Q (5677.522524 sec): 3 clusters Score: Raw -1312346.893068 + Penalty 3020.711746 = -1309326.181322 nChanged 14 SP:Iteration 39Q (5677.548561 sec): 3 clusters Score: Raw -1312349.218183 + Penalty 3020.711746 = -1309328.506437 nChanged 9 SP:Iteration 40F (5677.577119 sec): 3 clusters Score: Raw -1312350.872326 + Penalty 3020.711746 = -1309330.160580 nChanged 3 SP:Iteration 41Q (5677.608289 sec): 3 clusters Score: Raw -1312351.216038 + Penalty 3020.711746 = -1309330.504292 nChanged 3 SP:Iteration 42Q (5677.634389 sec): 3 clusters Score: Raw -1312351.617642 + Penalty 3020.711746 = -1309330.905896 nChanged 0 SP:Iteration 43F (5677.662936 sec): 3 clusters Score: Raw -1312351.617642 + Penalty 3020.711746 = -1309330.905896 nChanged 0 Trying to split cluster 6 (23697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5677.714226 sec): 2 clusters Score: Raw -3066321.031760 + Penalty 1636.879357 = -3064684.152403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5677.785802 sec): 3 clusters Score: Raw -3051919.104648 + Penalty 3273.758714 = -3048645.345933 nChanged 10778 SP:Iteration 1F (5677.844385 sec): 3 clusters Score: Raw -3057964.616786 + Penalty 3273.758714 = -3054690.858071 nChanged 1261 SP:Iteration 2F (5677.916947 sec): 3 clusters Score: Raw -3058465.318806 + Penalty 3273.758714 = -3055191.560092 nChanged 1146 SP:Iteration 3Q (5677.964673 sec): 3 clusters Score: Raw -3058949.722758 + Penalty 3273.758714 = -3055675.964044 nChanged 1214 SP:Iteration 4F (5678.019851 sec): 3 clusters Score: Raw -3059585.664459 + Penalty 3273.758714 = -3056311.905745 nChanged 1411 SP:Iteration 5F (5678.072091 sec): 3 clusters Score: Raw -3060464.558846 + Penalty 3273.758714 = -3057190.800131 nChanged 1501 SP:Iteration 6F (5678.118303 sec): 3 clusters Score: Raw -3061499.436728 + Penalty 3273.758714 = -3058225.678013 nChanged 1472 SP:Iteration 7F (5678.192795 sec): 3 clusters Score: Raw -3062593.221135 + Penalty 3273.758714 = -3059319.462420 nChanged 1359 SP:Iteration 8F (5678.243046 sec): 3 clusters Score: Raw -3063676.292483 + Penalty 3273.758714 = -3060402.533769 nChanged 1165 SP:Iteration 9Q (5678.291942 sec): 3 clusters Score: Raw -3064613.550653 + Penalty 3273.758714 = -3061339.791939 nChanged 899 SP:Iteration 10Q (5678.343004 sec): 3 clusters Score: Raw -3065352.781851 + Penalty 3273.758714 = -3062079.023137 nChanged 599 SP:Iteration 11Q (5678.389207 sec): 3 clusters Score: Raw -3065867.580099 + Penalty 3273.758714 = -3062593.821385 nChanged 407 SP:Iteration 12Q (5678.432150 sec): 3 clusters Score: Raw -3066219.379023 + Penalty 3273.758714 = -3062945.620308 nChanged 258 SP:Iteration 13Q (5678.473449 sec): 3 clusters Score: Raw -3066450.039347 + Penalty 3273.758714 = -3063176.280633 nChanged 158 SP:Iteration 14Q (5678.516484 sec): 3 clusters Score: Raw -3066563.305127 + Penalty 3273.758714 = -3063289.546413 nChanged 73 SP:Iteration 15Q (5678.556708 sec): 3 clusters Score: Raw -3066611.272662 + Penalty 3273.758714 = -3063337.513947 nChanged 64 SP:Iteration 16Q (5678.595758 sec): 3 clusters Score: Raw -3066658.588070 + Penalty 3273.758714 = -3063384.829356 nChanged 49 SP:Iteration 17Q (5678.635379 sec): 3 clusters Score: Raw -3066695.480847 + Penalty 3273.758714 = -3063421.722133 nChanged 33 SP:Iteration 18Q (5678.674803 sec): 3 clusters Score: Raw -3066715.408787 + Penalty 3273.758714 = -3063441.650073 nChanged 27 SP:Iteration 19Q (5678.713841 sec): 3 clusters Score: Raw -3066730.489441 + Penalty 3273.758714 = -3063456.730727 nChanged 14 SP:Iteration 20F (5678.760201 sec): 3 clusters Score: Raw -3066737.075259 + Penalty 3273.758714 = -3063463.316544 nChanged 11 SP:Iteration 21Q (5678.822422 sec): 3 clusters Score: Raw -3066743.886335 + Penalty 3273.758714 = -3063470.127620 nChanged 9 SP:Iteration 22Q (5678.864400 sec): 3 clusters Score: Raw -3066749.000395 + Penalty 3273.758714 = -3063475.241681 nChanged 6 SP:Iteration 23Q (5678.905003 sec): 3 clusters Score: Raw -3066753.210703 + Penalty 3273.758714 = -3063479.451989 nChanged 6 SP:Iteration 24Q (5678.943787 sec): 3 clusters Score: Raw -3066755.542345 + Penalty 3273.758714 = -3063481.783631 nChanged 3 SP:Iteration 25Q (5678.989130 sec): 3 clusters Score: Raw -3066757.235446 + Penalty 3273.758714 = -3063483.476732 nChanged 2 SP:Iteration 26Q (5679.028064 sec): 3 clusters Score: Raw -3066758.820770 + Penalty 3273.758714 = -3063485.062056 nChanged 5 SP:Iteration 27Q (5679.070359 sec): 3 clusters Score: Raw -3066762.611408 + Penalty 3273.758714 = -3063488.852693 nChanged 10 SP:Iteration 28Q (5679.112976 sec): 3 clusters Score: Raw -3066768.569114 + Penalty 3273.758714 = -3063494.810399 nChanged 8 SP:Iteration 29Q (5679.151987 sec): 3 clusters Score: Raw -3066771.988843 + Penalty 3273.758714 = -3063498.230129 nChanged 6 SP:Iteration 30Q (5679.191594 sec): 3 clusters Score: Raw -3066775.213695 + Penalty 3273.758714 = -3063501.454980 nChanged 3 SP:Iteration 31Q (5679.230092 sec): 3 clusters Score: Raw -3066776.485675 + Penalty 3273.758714 = -3063502.726960 nChanged 2 SP:Iteration 32Q (5679.269287 sec): 3 clusters Score: Raw -3066777.436807 + Penalty 3273.758714 = -3063503.678093 nChanged 4 SP:Iteration 33Q (5679.308141 sec): 3 clusters Score: Raw -3066779.412478 + Penalty 3273.758714 = -3063505.653764 nChanged 3 SP:Iteration 34Q (5679.358300 sec): 3 clusters Score: Raw -3066781.896088 + Penalty 3273.758714 = -3063508.137374 nChanged 2 SP:Iteration 35Q (5679.400698 sec): 3 clusters Score: Raw -3066782.678561 + Penalty 3273.758714 = -3063508.919847 nChanged 2 SP:Iteration 36Q (5679.439434 sec): 3 clusters Score: Raw -3066783.603098 + Penalty 3273.758714 = -3063509.844384 nChanged 2 SP:Iteration 37Q (5679.478290 sec): 3 clusters Score: Raw -3066785.839507 + Penalty 3273.758714 = -3063512.080793 nChanged 4 SP:Iteration 38Q (5679.517471 sec): 3 clusters Score: Raw -3066787.262006 + Penalty 3273.758714 = -3063513.503292 nChanged 0 SP:Iteration 39F (5679.570966 sec): 3 clusters Score: Raw -3066787.262006 + Penalty 3273.758714 = -3063513.503292 nChanged 0 Trying to split cluster 7 (13189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5679.597104 sec): 2 clusters Score: Raw -1551716.719668 + Penalty 1541.659995 = -1550175.059673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5679.630830 sec): 3 clusters Score: Raw -1544094.664029 + Penalty 3083.319989 = -1541011.344040 nChanged 5836 SP:Iteration 1F (5679.663275 sec): 3 clusters Score: Raw -1547646.395002 + Penalty 3083.319989 = -1544563.075013 nChanged 1009 SP:Iteration 2F (5679.704383 sec): 3 clusters Score: Raw -1548298.011515 + Penalty 3083.319989 = -1545214.691526 nChanged 897 SP:Iteration 3F (5679.736807 sec): 3 clusters Score: Raw -1548955.823679 + Penalty 3083.319989 = -1545872.503690 nChanged 873 SP:Iteration 4F (5679.769550 sec): 3 clusters Score: Raw -1549660.589125 + Penalty 3083.319989 = -1546577.269136 nChanged 834 SP:Iteration 5F (5679.808390 sec): 3 clusters Score: Raw -1550301.164830 + Penalty 3083.319989 = -1547217.844841 nChanged 719 SP:Iteration 6F (5679.841050 sec): 3 clusters Score: Raw -1550791.770208 + Penalty 3083.319989 = -1547708.450219 nChanged 571 SP:Iteration 7Q (5679.875191 sec): 3 clusters Score: Raw -1551110.697744 + Penalty 3083.319989 = -1548027.377755 nChanged 406 SP:Iteration 8Q (5679.906960 sec): 3 clusters Score: Raw -1551283.360791 + Penalty 3083.319989 = -1548200.040802 nChanged 264 SP:Iteration 9Q (5679.945304 sec): 3 clusters Score: Raw -1551373.337519 + Penalty 3083.319989 = -1548290.017530 nChanged 209 SP:Iteration 10Q (5679.983040 sec): 3 clusters Score: Raw -1551428.500630 + Penalty 3083.319989 = -1548345.180641 nChanged 139 SP:Iteration 11Q (5680.020724 sec): 3 clusters Score: Raw -1551465.102753 + Penalty 3083.319989 = -1548381.782764 nChanged 117 SP:Iteration 12Q (5680.052271 sec): 3 clusters Score: Raw -1551493.258816 + Penalty 3083.319989 = -1548409.938827 nChanged 96 SP:Iteration 13Q (5680.083436 sec): 3 clusters Score: Raw -1551515.031220 + Penalty 3083.319989 = -1548431.711231 nChanged 81 SP:Iteration 14Q (5680.114892 sec): 3 clusters Score: Raw -1551536.135015 + Penalty 3083.319989 = -1548452.815026 nChanged 79 SP:Iteration 15Q (5680.146001 sec): 3 clusters Score: Raw -1551554.189237 + Penalty 3083.319989 = -1548470.869248 nChanged 64 SP:Iteration 16Q (5680.177021 sec): 3 clusters Score: Raw -1551569.963092 + Penalty 3083.319989 = -1548486.643103 nChanged 74 SP:Iteration 17Q (5680.208102 sec): 3 clusters Score: Raw -1551585.842562 + Penalty 3083.319989 = -1548502.522573 nChanged 64 SP:Iteration 18Q (5680.239112 sec): 3 clusters Score: Raw -1551598.052823 + Penalty 3083.319989 = -1548514.732834 nChanged 56 SP:Iteration 19Q (5680.269974 sec): 3 clusters Score: Raw -1551607.876063 + Penalty 3083.319989 = -1548524.556074 nChanged 39 SP:Iteration 20F (5680.306222 sec): 3 clusters Score: Raw -1551614.371615 + Penalty 3083.319989 = -1548531.051626 nChanged 32 SP:Iteration 21Q (5680.337122 sec): 3 clusters Score: Raw -1551618.490473 + Penalty 3083.319989 = -1548535.170484 nChanged 28 SP:Iteration 22Q (5680.368055 sec): 3 clusters Score: Raw -1551622.135848 + Penalty 3083.319989 = -1548538.815859 nChanged 34 SP:Iteration 23Q (5680.399249 sec): 3 clusters Score: Raw -1551627.096194 + Penalty 3083.319989 = -1548543.776205 nChanged 39 SP:Iteration 24Q (5680.435571 sec): 3 clusters Score: Raw -1551632.841604 + Penalty 3083.319989 = -1548549.521615 nChanged 33 SP:Iteration 25Q (5680.469343 sec): 3 clusters Score: Raw -1551637.538320 + Penalty 3083.319989 = -1548554.218331 nChanged 27 SP:Iteration 26Q (5680.510193 sec): 3 clusters Score: Raw -1551641.407073 + Penalty 3083.319989 = -1548558.087084 nChanged 30 SP:Iteration 27Q (5680.544000 sec): 3 clusters Score: Raw -1551645.514388 + Penalty 3083.319989 = -1548562.194399 nChanged 25 SP:Iteration 28Q (5680.576746 sec): 3 clusters Score: Raw -1551649.370953 + Penalty 3083.319989 = -1548566.050964 nChanged 22 SP:Iteration 29Q (5680.607860 sec): 3 clusters Score: Raw -1551651.694441 + Penalty 3083.319989 = -1548568.374452 nChanged 20 SP:Iteration 30Q (5680.649240 sec): 3 clusters Score: Raw -1551653.927657 + Penalty 3083.319989 = -1548570.607668 nChanged 19 SP:Iteration 31Q (5680.683051 sec): 3 clusters Score: Raw -1551656.414572 + Penalty 3083.319989 = -1548573.094583 nChanged 25 SP:Iteration 32Q (5680.713818 sec): 3 clusters Score: Raw -1551659.914463 + Penalty 3083.319989 = -1548576.594474 nChanged 28 SP:Iteration 33Q (5680.752468 sec): 3 clusters Score: Raw -1551664.028807 + Penalty 3083.319989 = -1548580.708818 nChanged 32 SP:Iteration 34Q (5680.816777 sec): 3 clusters Score: Raw -1551669.880712 + Penalty 3083.319989 = -1548586.560723 nChanged 37 SP:Iteration 35Q (5680.849986 sec): 3 clusters Score: Raw -1551675.513131 + Penalty 3083.319989 = -1548592.193142 nChanged 34 SP:Iteration 36Q (5680.880454 sec): 3 clusters Score: Raw -1551681.489381 + Penalty 3083.319989 = -1548598.169392 nChanged 43 SP:Iteration 37Q (5680.912814 sec): 3 clusters Score: Raw -1551689.846146 + Penalty 3083.319989 = -1548606.526157 nChanged 57 SP:Iteration 38Q (5680.943564 sec): 3 clusters Score: Raw -1551700.198004 + Penalty 3083.319989 = -1548616.878015 nChanged 48 SP:Iteration 39Q (5680.974220 sec): 3 clusters Score: Raw -1551712.372498 + Penalty 3083.319989 = -1548629.052509 nChanged 67 SP:Iteration 40F (5681.006601 sec): 3 clusters Score: Raw -1551732.108003 + Penalty 3083.319989 = -1548648.788014 nChanged 79 SP:Iteration 41Q (5681.037339 sec): 3 clusters Score: Raw -1551756.285365 + Penalty 3083.319989 = -1548672.965376 nChanged 80 SP:Iteration 42Q (5681.068818 sec): 3 clusters Score: Raw -1551775.074069 + Penalty 3083.319989 = -1548691.754080 nChanged 72 SP:Iteration 43Q (5681.098990 sec): 3 clusters Score: Raw -1551790.241554 + Penalty 3083.319989 = -1548706.921565 nChanged 72 SP:Iteration 44Q (5681.129980 sec): 3 clusters Score: Raw -1551808.950707 + Penalty 3083.319989 = -1548725.630718 nChanged 72 SP:Iteration 45Q (5681.160334 sec): 3 clusters Score: Raw -1551828.280669 + Penalty 3083.319989 = -1548744.960680 nChanged 64 SP:Iteration 46Q (5681.190633 sec): 3 clusters Score: Raw -1551842.096831 + Penalty 3083.319989 = -1548758.776842 nChanged 52 SP:Iteration 47Q (5681.226290 sec): 3 clusters Score: Raw -1551850.270776 + Penalty 3083.319989 = -1548766.950787 nChanged 33 SP:Iteration 48Q (5681.259066 sec): 3 clusters Score: Raw -1551855.182362 + Penalty 3083.319989 = -1548771.862373 nChanged 29 SP:Iteration 49Q (5681.289267 sec): 3 clusters Score: Raw -1551860.304310 + Penalty 3083.319989 = -1548776.984321 nChanged 28 SP:Iteration 50Q (5681.325154 sec): 3 clusters Score: Raw -1551867.016879 + Penalty 3083.319989 = -1548783.696890 nChanged 38 SP:Iteration 51Q (5681.355328 sec): 3 clusters Score: Raw -1551874.513057 + Penalty 3083.319989 = -1548791.193068 nChanged 35 SP:Iteration 52Q (5681.385197 sec): 3 clusters Score: Raw -1551879.460002 + Penalty 3083.319989 = -1548796.140013 nChanged 23 SP:Iteration 53Q (5681.420191 sec): 3 clusters Score: Raw -1551882.803170 + Penalty 3083.319989 = -1548799.483181 nChanged 27 SP:Iteration 54Q (5681.450197 sec): 3 clusters Score: Raw -1551887.576847 + Penalty 3083.319989 = -1548804.256858 nChanged 25 SP:Iteration 55Q (5681.480456 sec): 3 clusters Score: Raw -1551891.331449 + Penalty 3083.319989 = -1548808.011460 nChanged 18 SP:Iteration 56Q (5681.510407 sec): 3 clusters Score: Raw -1551893.346724 + Penalty 3083.319989 = -1548810.026735 nChanged 14 SP:Iteration 57Q (5681.540321 sec): 3 clusters Score: Raw -1551895.606768 + Penalty 3083.319989 = -1548812.286779 nChanged 21 SP:Iteration 58Q (5681.570266 sec): 3 clusters Score: Raw -1551898.744541 + Penalty 3083.319989 = -1548815.424552 nChanged 21 SP:Iteration 59Q (5681.600197 sec): 3 clusters Score: Raw -1551902.264457 + Penalty 3083.319989 = -1548818.944468 nChanged 26 SP:Iteration 60F (5681.633724 sec): 3 clusters Score: Raw -1551906.572955 + Penalty 3083.319989 = -1548823.252966 nChanged 23 SP:Iteration 61Q (5681.663658 sec): 3 clusters Score: Raw -1551909.408211 + Penalty 3083.319989 = -1548826.088222 nChanged 22 SP:Iteration 62Q (5681.693672 sec): 3 clusters Score: Raw -1551913.168634 + Penalty 3083.319989 = -1548829.848645 nChanged 24 SP:Iteration 63Q (5681.723625 sec): 3 clusters Score: Raw -1551917.299624 + Penalty 3083.319989 = -1548833.979635 nChanged 21 SP:Iteration 64Q (5681.753619 sec): 3 clusters Score: Raw -1551920.579183 + Penalty 3083.319989 = -1548837.259194 nChanged 23 SP:Iteration 65Q (5681.783449 sec): 3 clusters Score: Raw -1551924.342370 + Penalty 3083.319989 = -1548841.022381 nChanged 20 SP:Iteration 66Q (5681.813233 sec): 3 clusters Score: Raw -1551928.199486 + Penalty 3083.319989 = -1548844.879497 nChanged 21 SP:Iteration 67Q (5681.843365 sec): 3 clusters Score: Raw -1551932.839003 + Penalty 3083.319989 = -1548849.519014 nChanged 17 SP:Iteration 68Q (5681.873422 sec): 3 clusters Score: Raw -1551936.068203 + Penalty 3083.319989 = -1548852.748214 nChanged 24 SP:Iteration 69Q (5681.903098 sec): 3 clusters Score: Raw -1551939.943497 + Penalty 3083.319989 = -1548856.623508 nChanged 19 SP:Iteration 70Q (5681.932961 sec): 3 clusters Score: Raw -1551942.704841 + Penalty 3083.319989 = -1548859.384852 nChanged 14 SP:Iteration 71Q (5681.962666 sec): 3 clusters Score: Raw -1551945.036073 + Penalty 3083.319989 = -1548861.716084 nChanged 13 SP:Iteration 72Q (5681.992515 sec): 3 clusters Score: Raw -1551947.131168 + Penalty 3083.319989 = -1548863.811179 nChanged 13 SP:Iteration 73Q (5682.022126 sec): 3 clusters Score: Raw -1551950.028855 + Penalty 3083.319989 = -1548866.708866 nChanged 22 SP:Iteration 74Q (5682.051816 sec): 3 clusters Score: Raw -1551955.836093 + Penalty 3083.319989 = -1548872.516104 nChanged 27 SP:Iteration 75Q (5682.082035 sec): 3 clusters Score: Raw -1551960.850370 + Penalty 3083.319989 = -1548877.530381 nChanged 27 SP:Iteration 76Q (5682.116236 sec): 3 clusters Score: Raw -1551965.418065 + Penalty 3083.319989 = -1548882.098076 nChanged 23 SP:Iteration 77Q (5682.145971 sec): 3 clusters Score: Raw -1551969.869637 + Penalty 3083.319989 = -1548886.549648 nChanged 25 SP:Iteration 78Q (5682.175713 sec): 3 clusters Score: Raw -1551977.478710 + Penalty 3083.319989 = -1548894.158721 nChanged 31 SP:Iteration 79Q (5682.205133 sec): 3 clusters Score: Raw -1551987.197259 + Penalty 3083.319989 = -1548903.877270 nChanged 37 SP:Iteration 80F (5682.237868 sec): 3 clusters Score: Raw -1551998.202329 + Penalty 3083.319989 = -1548914.882339 nChanged 34 SP:Iteration 81Q (5682.270899 sec): 3 clusters Score: Raw -1552006.303182 + Penalty 3083.319989 = -1548922.983193 nChanged 33 SP:Iteration 82Q (5682.302594 sec): 3 clusters Score: Raw -1552013.290054 + Penalty 3083.319989 = -1548929.970065 nChanged 42 SP:Iteration 83Q (5682.332126 sec): 3 clusters Score: Raw -1552021.590670 + Penalty 3083.319989 = -1548938.270681 nChanged 31 SP:Iteration 84Q (5682.361505 sec): 3 clusters Score: Raw -1552026.472544 + Penalty 3083.319989 = -1548943.152555 nChanged 26 SP:Iteration 85Q (5682.390661 sec): 3 clusters Score: Raw -1552032.399359 + Penalty 3083.319989 = -1548949.079370 nChanged 32 SP:Iteration 86Q (5682.420109 sec): 3 clusters Score: Raw -1552039.667003 + Penalty 3083.319989 = -1548956.347014 nChanged 31 SP:Iteration 87Q (5682.449303 sec): 3 clusters Score: Raw -1552049.053839 + Penalty 3083.319989 = -1548965.733850 nChanged 36 SP:Iteration 88Q (5682.507664 sec): 3 clusters Score: Raw -1552057.921761 + Penalty 3083.319989 = -1548974.601772 nChanged 30 SP:Iteration 89Q (5682.537379 sec): 3 clusters Score: Raw -1552065.041510 + Penalty 3083.319989 = -1548981.721521 nChanged 25 SP:Iteration 90Q (5682.568005 sec): 3 clusters Score: Raw -1552071.116601 + Penalty 3083.319989 = -1548987.796612 nChanged 32 SP:Iteration 91Q (5682.597326 sec): 3 clusters Score: Raw -1552078.094808 + Penalty 3083.319989 = -1548994.774819 nChanged 26 SP:Iteration 92Q (5682.629190 sec): 3 clusters Score: Raw -1552083.159504 + Penalty 3083.319989 = -1548999.839515 nChanged 24 SP:Iteration 93Q (5682.658586 sec): 3 clusters Score: Raw -1552089.603878 + Penalty 3083.319989 = -1549006.283889 nChanged 21 SP:Iteration 94Q (5682.688393 sec): 3 clusters Score: Raw -1552094.181863 + Penalty 3083.319989 = -1549010.861874 nChanged 24 SP:Iteration 95Q (5682.717981 sec): 3 clusters Score: Raw -1552099.223124 + Penalty 3083.319989 = -1549015.903135 nChanged 27 SP:Iteration 96Q (5682.747096 sec): 3 clusters Score: Raw -1552106.131457 + Penalty 3083.319989 = -1549022.811467 nChanged 26 SP:Iteration 97Q (5682.776340 sec): 3 clusters Score: Raw -1552112.062453 + Penalty 3083.319989 = -1549028.742464 nChanged 29 SP:Iteration 98Q (5682.805451 sec): 3 clusters Score: Raw -1552120.969950 + Penalty 3083.319989 = -1549037.649961 nChanged 30 SP:Iteration 99Q (5682.834959 sec): 3 clusters Score: Raw -1552129.442854 + Penalty 3083.319989 = -1549046.122865 nChanged 34 SP:Iteration 100F (5682.867446 sec): 3 clusters Score: Raw -1552138.863377 + Penalty 3083.319989 = -1549055.543388 nChanged 30 SP:Iteration 101Q (5682.896459 sec): 3 clusters Score: Raw -1552147.243274 + Penalty 3083.319989 = -1549063.923285 nChanged 29 SP:Iteration 102Q (5682.925686 sec): 3 clusters Score: Raw -1552155.011468 + Penalty 3083.319989 = -1549071.691479 nChanged 23 SP:Iteration 103Q (5682.954852 sec): 3 clusters Score: Raw -1552161.444447 + Penalty 3083.319989 = -1549078.124458 nChanged 29 SP:Iteration 104Q (5682.983782 sec): 3 clusters Score: Raw -1552170.361587 + Penalty 3083.319989 = -1549087.041598 nChanged 22 SP:Iteration 105Q (5683.015758 sec): 3 clusters Score: Raw -1552180.324463 + Penalty 3083.319989 = -1549097.004474 nChanged 32 SP:Iteration 106Q (5683.044930 sec): 3 clusters Score: Raw -1552190.591017 + Penalty 3083.319989 = -1549107.271028 nChanged 18 SP:Iteration 107Q (5683.073784 sec): 3 clusters Score: Raw -1552195.778465 + Penalty 3083.319989 = -1549112.458476 nChanged 23 SP:Iteration 108Q (5683.102558 sec): 3 clusters Score: Raw -1552202.645111 + Penalty 3083.319989 = -1549119.325122 nChanged 20 SP:Iteration 109Q (5683.131295 sec): 3 clusters Score: Raw -1552207.402477 + Penalty 3083.319989 = -1549124.082488 nChanged 24 SP:Iteration 110Q (5683.160104 sec): 3 clusters Score: Raw -1552213.742098 + Penalty 3083.319989 = -1549130.422109 nChanged 15 SP:Iteration 111Q (5683.188877 sec): 3 clusters Score: Raw -1552219.670353 + Penalty 3083.319989 = -1549136.350364 nChanged 22 SP:Iteration 112Q (5683.217856 sec): 3 clusters Score: Raw -1552225.619681 + Penalty 3083.319989 = -1549142.299692 nChanged 19 SP:Iteration 113Q (5683.246552 sec): 3 clusters Score: Raw -1552229.983511 + Penalty 3083.319989 = -1549146.663522 nChanged 13 SP:Iteration 114Q (5683.275549 sec): 3 clusters Score: Raw -1552233.801566 + Penalty 3083.319989 = -1549150.481577 nChanged 15 SP:Iteration 115Q (5683.304388 sec): 3 clusters Score: Raw -1552238.957712 + Penalty 3083.319989 = -1549155.637723 nChanged 19 SP:Iteration 116Q (5683.335624 sec): 3 clusters Score: Raw -1552243.805170 + Penalty 3083.319989 = -1549160.485181 nChanged 11 SP:Iteration 117Q (5683.388293 sec): 3 clusters Score: Raw -1552247.303572 + Penalty 3083.319989 = -1549163.983583 nChanged 13 SP:Iteration 118Q (5683.421228 sec): 3 clusters Score: Raw -1552250.027605 + Penalty 3083.319989 = -1549166.707616 nChanged 10 SP:Iteration 119Q (5683.452557 sec): 3 clusters Score: Raw -1552251.828025 + Penalty 3083.319989 = -1549168.508036 nChanged 5 SP:Iteration 120F (5683.485126 sec): 3 clusters Score: Raw -1552252.820153 + Penalty 3083.319989 = -1549169.500164 nChanged 5 SP:Iteration 121Q (5683.517835 sec): 3 clusters Score: Raw -1552253.789278 + Penalty 3083.319989 = -1549170.469289 nChanged 8 SP:Iteration 122Q (5683.578244 sec): 3 clusters Score: Raw -1552255.544682 + Penalty 3083.319989 = -1549172.224693 nChanged 4 SP:Iteration 123Q (5683.615797 sec): 3 clusters Score: Raw -1552256.520543 + Penalty 3083.319989 = -1549173.200554 nChanged 4 SP:Iteration 124Q (5683.644629 sec): 3 clusters Score: Raw -1552257.832146 + Penalty 3083.319989 = -1549174.512157 nChanged 6 SP:Iteration 125Q (5683.701841 sec): 3 clusters Score: Raw -1552260.111147 + Penalty 3083.319989 = -1549176.791158 nChanged 11 SP:Iteration 126Q (5683.741911 sec): 3 clusters Score: Raw -1552262.284085 + Penalty 3083.319989 = -1549178.964096 nChanged 5 SP:Iteration 127Q (5683.770619 sec): 3 clusters Score: Raw -1552263.817055 + Penalty 3083.319989 = -1549180.497066 nChanged 6 SP:Iteration 128Q (5683.799387 sec): 3 clusters Score: Raw -1552265.616584 + Penalty 3083.319989 = -1549182.296595 nChanged 4 SP:Iteration 129Q (5683.827966 sec): 3 clusters Score: Raw -1552266.359212 + Penalty 3083.319989 = -1549183.039223 nChanged 2 SP:Iteration 130Q (5683.856886 sec): 3 clusters Score: Raw -1552266.810492 + Penalty 3083.319989 = -1549183.490503 nChanged 0 SP:Iteration 131F (5683.889410 sec): 3 clusters Score: Raw -1552266.810492 + Penalty 3083.319989 = -1549183.490503 nChanged 0 Trying to split cluster 8 (31273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5683.938671 sec): 2 clusters Score: Raw -3947704.373521 + Penalty 1681.957937 = -3946022.415584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5684.001972 sec): 3 clusters Score: Raw -3928304.109130 + Penalty 3363.915875 = -3924940.193255 nChanged 14473 SP:Iteration 1F (5684.064924 sec): 3 clusters Score: Raw -3936484.319261 + Penalty 3363.915875 = -3933120.403386 nChanged 1539 SP:Iteration 2Q (5684.131596 sec): 3 clusters Score: Raw -3937046.848702 + Penalty 3363.915875 = -3933682.932827 nChanged 1495 SP:Iteration 3Q (5684.190944 sec): 3 clusters Score: Raw -3937632.529553 + Penalty 3363.915875 = -3934268.613678 nChanged 1512 SP:Iteration 4Q (5684.251163 sec): 3 clusters Score: Raw -3938283.810782 + Penalty 3363.915875 = -3934919.894907 nChanged 1548 SP:Iteration 5Q (5684.310415 sec): 3 clusters Score: Raw -3938996.787409 + Penalty 3363.915875 = -3935632.871534 nChanged 1642 SP:Iteration 6F (5684.368616 sec): 3 clusters Score: Raw -3939827.352968 + Penalty 3363.915875 = -3936463.437093 nChanged 1711 SP:Iteration 7F (5684.427195 sec): 3 clusters Score: Raw -3940802.823379 + Penalty 3363.915875 = -3937438.907504 nChanged 1749 SP:Iteration 8F (5684.484309 sec): 3 clusters Score: Raw -3942016.814473 + Penalty 3363.915875 = -3938652.898598 nChanged 1836 SP:Iteration 9F (5684.543305 sec): 3 clusters Score: Raw -3943368.187492 + Penalty 3363.915875 = -3940004.271617 nChanged 1721 SP:Iteration 10F (5684.605270 sec): 3 clusters Score: Raw -3944629.197758 + Penalty 3363.915875 = -3941265.281883 nChanged 1489 SP:Iteration 11Q (5684.664698 sec): 3 clusters Score: Raw -3945566.871600 + Penalty 3363.915875 = -3942202.955725 nChanged 1084 SP:Iteration 12Q (5684.726754 sec): 3 clusters Score: Raw -3946080.514984 + Penalty 3363.915875 = -3942716.599109 nChanged 726 SP:Iteration 13Q (5684.783529 sec): 3 clusters Score: Raw -3946348.278979 + Penalty 3363.915875 = -3942984.363104 nChanged 568 SP:Iteration 14Q (5684.840940 sec): 3 clusters Score: Raw -3946517.673635 + Penalty 3363.915875 = -3943153.757760 nChanged 419 SP:Iteration 15Q (5684.910622 sec): 3 clusters Score: Raw -3946629.130552 + Penalty 3363.915875 = -3943265.214677 nChanged 341 SP:Iteration 16Q (5684.966419 sec): 3 clusters Score: Raw -3946699.790305 + Penalty 3363.915875 = -3943335.874430 nChanged 277 SP:Iteration 17Q (5685.022266 sec): 3 clusters Score: Raw -3946746.605622 + Penalty 3363.915875 = -3943382.689747 nChanged 217 SP:Iteration 18Q (5685.079249 sec): 3 clusters Score: Raw -3946784.241826 + Penalty 3363.915875 = -3943420.325951 nChanged 211 SP:Iteration 19Q (5685.136119 sec): 3 clusters Score: Raw -3946820.283581 + Penalty 3363.915875 = -3943456.367706 nChanged 197 SP:Iteration 20F (5685.193382 sec): 3 clusters Score: Raw -3946849.974251 + Penalty 3363.915875 = -3943486.058376 nChanged 165 SP:Iteration 21Q (5685.251125 sec): 3 clusters Score: Raw -3946871.802578 + Penalty 3363.915875 = -3943507.886703 nChanged 148 SP:Iteration 22Q (5685.308155 sec): 3 clusters Score: Raw -3946889.410426 + Penalty 3363.915875 = -3943525.494551 nChanged 156 SP:Iteration 23Q (5685.364739 sec): 3 clusters Score: Raw -3946909.311659 + Penalty 3363.915875 = -3943545.395784 nChanged 146 SP:Iteration 24Q (5685.421357 sec): 3 clusters Score: Raw -3946926.893024 + Penalty 3363.915875 = -3943562.977149 nChanged 142 SP:Iteration 25Q (5685.478043 sec): 3 clusters Score: Raw -3946941.318799 + Penalty 3363.915875 = -3943577.402924 nChanged 132 SP:Iteration 26Q (5685.534352 sec): 3 clusters Score: Raw -3946955.216957 + Penalty 3363.915875 = -3943591.301082 nChanged 118 SP:Iteration 27Q (5685.590957 sec): 3 clusters Score: Raw -3946967.222414 + Penalty 3363.915875 = -3943603.306539 nChanged 118 SP:Iteration 28Q (5685.647789 sec): 3 clusters Score: Raw -3946980.271799 + Penalty 3363.915875 = -3943616.355924 nChanged 130 SP:Iteration 29Q (5685.703637 sec): 3 clusters Score: Raw -3946994.365531 + Penalty 3363.915875 = -3943630.449656 nChanged 142 SP:Iteration 30Q (5685.770506 sec): 3 clusters Score: Raw -3947012.341228 + Penalty 3363.915875 = -3943648.425353 nChanged 140 SP:Iteration 31Q (5685.826861 sec): 3 clusters Score: Raw -3947032.071590 + Penalty 3363.915875 = -3943668.155715 nChanged 171 SP:Iteration 32Q (5685.888829 sec): 3 clusters Score: Raw -3947056.962890 + Penalty 3363.915875 = -3943693.047015 nChanged 156 SP:Iteration 33Q (5685.944470 sec): 3 clusters Score: Raw -3947077.378348 + Penalty 3363.915875 = -3943713.462473 nChanged 151 SP:Iteration 34Q (5686.001217 sec): 3 clusters Score: Raw -3947095.089132 + Penalty 3363.915875 = -3943731.173257 nChanged 137 SP:Iteration 35Q (5686.056910 sec): 3 clusters Score: Raw -3947109.435476 + Penalty 3363.915875 = -3943745.519601 nChanged 114 SP:Iteration 36Q (5686.124858 sec): 3 clusters Score: Raw -3947122.717540 + Penalty 3363.915875 = -3943758.801665 nChanged 137 SP:Iteration 37Q (5686.180956 sec): 3 clusters Score: Raw -3947139.597210 + Penalty 3363.915875 = -3943775.681335 nChanged 140 SP:Iteration 38Q (5686.235706 sec): 3 clusters Score: Raw -3947154.602001 + Penalty 3363.915875 = -3943790.686126 nChanged 127 SP:Iteration 39Q (5686.292375 sec): 3 clusters Score: Raw -3947167.890964 + Penalty 3363.915875 = -3943803.975089 nChanged 125 SP:Iteration 40F (5686.349306 sec): 3 clusters Score: Raw -3947180.973619 + Penalty 3363.915875 = -3943817.057744 nChanged 134 SP:Iteration 41Q (5686.406647 sec): 3 clusters Score: Raw -3947193.759434 + Penalty 3363.915875 = -3943829.843559 nChanged 122 SP:Iteration 42Q (5686.463883 sec): 3 clusters Score: Raw -3947204.194465 + Penalty 3363.915875 = -3943840.278590 nChanged 111 SP:Iteration 43Q (5686.520305 sec): 3 clusters Score: Raw -3947214.903346 + Penalty 3363.915875 = -3943850.987471 nChanged 108 SP:Iteration 44Q (5686.577755 sec): 3 clusters Score: Raw -3947225.584569 + Penalty 3363.915875 = -3943861.668694 nChanged 107 SP:Iteration 45Q (5686.637941 sec): 3 clusters Score: Raw -3947236.263116 + Penalty 3363.915875 = -3943872.347241 nChanged 119 SP:Iteration 46Q (5686.694401 sec): 3 clusters Score: Raw -3947248.601929 + Penalty 3363.915875 = -3943884.686054 nChanged 114 SP:Iteration 47Q (5686.750582 sec): 3 clusters Score: Raw -3947260.311432 + Penalty 3363.915875 = -3943896.395557 nChanged 117 SP:Iteration 48Q (5686.806467 sec): 3 clusters Score: Raw -3947271.629863 + Penalty 3363.915875 = -3943907.713988 nChanged 114 SP:Iteration 49Q (5686.863300 sec): 3 clusters Score: Raw -3947281.290311 + Penalty 3363.915875 = -3943917.374436 nChanged 91 SP:Iteration 50Q (5686.918939 sec): 3 clusters Score: Raw -3947287.985320 + Penalty 3363.915875 = -3943924.069445 nChanged 78 SP:Iteration 51Q (5686.974735 sec): 3 clusters Score: Raw -3947293.039425 + Penalty 3363.915875 = -3943929.123550 nChanged 66 SP:Iteration 52Q (5687.030552 sec): 3 clusters Score: Raw -3947297.708796 + Penalty 3363.915875 = -3943933.792921 nChanged 65 SP:Iteration 53Q (5687.086947 sec): 3 clusters Score: Raw -3947301.925984 + Penalty 3363.915875 = -3943938.010109 nChanged 51 SP:Iteration 54Q (5687.142327 sec): 3 clusters Score: Raw -3947304.642346 + Penalty 3363.915875 = -3943940.726471 nChanged 36 SP:Iteration 55Q (5687.211853 sec): 3 clusters Score: Raw -3947306.333731 + Penalty 3363.915875 = -3943942.417856 nChanged 28 SP:Iteration 56Q (5687.266843 sec): 3 clusters Score: Raw -3947307.754245 + Penalty 3363.915875 = -3943943.838370 nChanged 30 SP:Iteration 57Q (5687.322639 sec): 3 clusters Score: Raw -3947309.678014 + Penalty 3363.915875 = -3943945.762139 nChanged 38 SP:Iteration 58Q (5687.378937 sec): 3 clusters Score: Raw -3947311.997839 + Penalty 3363.915875 = -3943948.081964 nChanged 38 SP:Iteration 59Q (5687.436161 sec): 3 clusters Score: Raw -3947314.309965 + Penalty 3363.915875 = -3943950.394090 nChanged 34 SP:Iteration 60F (5687.493824 sec): 3 clusters Score: Raw -3947316.288106 + Penalty 3363.915875 = -3943952.372231 nChanged 27 SP:Iteration 61Q (5687.549758 sec): 3 clusters Score: Raw -3947317.860112 + Penalty 3363.915875 = -3943953.944237 nChanged 31 SP:Iteration 62Q (5687.605745 sec): 3 clusters Score: Raw -3947319.405907 + Penalty 3363.915875 = -3943955.490032 nChanged 27 SP:Iteration 63Q (5687.661643 sec): 3 clusters Score: Raw -3947321.044199 + Penalty 3363.915875 = -3943957.128324 nChanged 29 SP:Iteration 64Q (5687.717394 sec): 3 clusters Score: Raw -3947322.462464 + Penalty 3363.915875 = -3943958.546589 nChanged 24 SP:Iteration 65Q (5687.773284 sec): 3 clusters Score: Raw -3947323.949878 + Penalty 3363.915875 = -3943960.034003 nChanged 21 SP:Iteration 66Q (5687.832243 sec): 3 clusters Score: Raw -3947325.157315 + Penalty 3363.915875 = -3943961.241440 nChanged 24 SP:Iteration 67Q (5687.887351 sec): 3 clusters Score: Raw -3947326.648217 + Penalty 3363.915875 = -3943962.732342 nChanged 30 SP:Iteration 68Q (5687.943102 sec): 3 clusters Score: Raw -3947328.328488 + Penalty 3363.915875 = -3943964.412613 nChanged 32 SP:Iteration 69Q (5687.999223 sec): 3 clusters Score: Raw -3947329.761470 + Penalty 3363.915875 = -3943965.845595 nChanged 31 SP:Iteration 70Q (5688.054606 sec): 3 clusters Score: Raw -3947331.282544 + Penalty 3363.915875 = -3943967.366669 nChanged 31 SP:Iteration 71Q (5688.111422 sec): 3 clusters Score: Raw -3947332.906053 + Penalty 3363.915875 = -3943968.990178 nChanged 35 SP:Iteration 72Q (5688.172093 sec): 3 clusters Score: Raw -3947334.738859 + Penalty 3363.915875 = -3943970.822984 nChanged 30 SP:Iteration 73Q (5688.227561 sec): 3 clusters Score: Raw -3947336.541172 + Penalty 3363.915875 = -3943972.625297 nChanged 33 SP:Iteration 74Q (5688.289428 sec): 3 clusters Score: Raw -3947338.443707 + Penalty 3363.915875 = -3943974.527832 nChanged 39 SP:Iteration 75Q (5688.344555 sec): 3 clusters Score: Raw -3947340.604739 + Penalty 3363.915875 = -3943976.688864 nChanged 39 SP:Iteration 76Q (5688.400439 sec): 3 clusters Score: Raw -3947342.645082 + Penalty 3363.915875 = -3943978.729207 nChanged 43 SP:Iteration 77Q (5688.456937 sec): 3 clusters Score: Raw -3947344.984410 + Penalty 3363.915875 = -3943981.068535 nChanged 43 SP:Iteration 78Q (5688.511892 sec): 3 clusters Score: Raw -3947347.117329 + Penalty 3363.915875 = -3943983.201454 nChanged 37 SP:Iteration 79Q (5688.576318 sec): 3 clusters Score: Raw -3947349.003282 + Penalty 3363.915875 = -3943985.087407 nChanged 28 SP:Iteration 80F (5688.634405 sec): 3 clusters Score: Raw -3947350.174370 + Penalty 3363.915875 = -3943986.258495 nChanged 17 SP:Iteration 81Q (5688.690609 sec): 3 clusters Score: Raw -3947350.966431 + Penalty 3363.915875 = -3943987.050556 nChanged 20 SP:Iteration 82Q (5688.746421 sec): 3 clusters Score: Raw -3947351.723397 + Penalty 3363.915875 = -3943987.807522 nChanged 16 SP:Iteration 83Q (5688.801703 sec): 3 clusters Score: Raw -3947352.428155 + Penalty 3363.915875 = -3943988.512280 nChanged 10 SP:Iteration 84Q (5688.868396 sec): 3 clusters Score: Raw -3947352.975651 + Penalty 3363.915875 = -3943989.059776 nChanged 10 SP:Iteration 85Q (5688.924058 sec): 3 clusters Score: Raw -3947353.434419 + Penalty 3363.915875 = -3943989.518544 nChanged 12 SP:Iteration 86Q (5688.983852 sec): 3 clusters Score: Raw -3947354.004555 + Penalty 3363.915875 = -3943990.088680 nChanged 11 SP:Iteration 87Q (5689.039860 sec): 3 clusters Score: Raw -3947354.470972 + Penalty 3363.915875 = -3943990.555097 nChanged 13 SP:Iteration 88Q (5689.114838 sec): 3 clusters Score: Raw -3947355.131833 + Penalty 3363.915875 = -3943991.215958 nChanged 16 SP:Iteration 89Q (5689.172901 sec): 3 clusters Score: Raw -3947355.855337 + Penalty 3363.915875 = -3943991.939462 nChanged 11 SP:Iteration 90Q (5689.230180 sec): 3 clusters Score: Raw -3947356.501150 + Penalty 3363.915875 = -3943992.585275 nChanged 11 SP:Iteration 91Q (5689.285551 sec): 3 clusters Score: Raw -3947357.170454 + Penalty 3363.915875 = -3943993.254579 nChanged 10 SP:Iteration 92Q (5689.341989 sec): 3 clusters Score: Raw -3947357.541905 + Penalty 3363.915875 = -3943993.626030 nChanged 11 SP:Iteration 93Q (5689.397332 sec): 3 clusters Score: Raw -3947357.961699 + Penalty 3363.915875 = -3943994.045824 nChanged 10 SP:Iteration 94Q (5689.460755 sec): 3 clusters Score: Raw -3947358.430186 + Penalty 3363.915875 = -3943994.514311 nChanged 9 SP:Iteration 95Q (5689.532017 sec): 3 clusters Score: Raw -3947358.737963 + Penalty 3363.915875 = -3943994.822088 nChanged 6 SP:Iteration 96Q (5689.587118 sec): 3 clusters Score: Raw -3947358.963020 + Penalty 3363.915875 = -3943995.047145 nChanged 5 SP:Iteration 97Q (5689.643430 sec): 3 clusters Score: Raw -3947359.153913 + Penalty 3363.915875 = -3943995.238038 nChanged 7 SP:Iteration 98Q (5689.698808 sec): 3 clusters Score: Raw -3947359.374761 + Penalty 3363.915875 = -3943995.458886 nChanged 8 SP:Iteration 99Q (5689.754875 sec): 3 clusters Score: Raw -3947359.700592 + Penalty 3363.915875 = -3943995.784717 nChanged 8 SP:Iteration 100F (5689.812684 sec): 3 clusters Score: Raw -3947360.222768 + Penalty 3363.915875 = -3943996.306893 nChanged 15 SP:Iteration 101Q (5689.868690 sec): 3 clusters Score: Raw -3947360.883818 + Penalty 3363.915875 = -3943996.967943 nChanged 12 SP:Iteration 102Q (5689.932681 sec): 3 clusters Score: Raw -3947361.289109 + Penalty 3363.915875 = -3943997.373234 nChanged 17 SP:Iteration 103Q (5689.992084 sec): 3 clusters Score: Raw -3947362.015646 + Penalty 3363.915875 = -3943998.099771 nChanged 15 SP:Iteration 104Q (5690.049106 sec): 3 clusters Score: Raw -3947362.562224 + Penalty 3363.915875 = -3943998.646349 nChanged 10 SP:Iteration 105Q (5690.105730 sec): 3 clusters Score: Raw -3947362.930300 + Penalty 3363.915875 = -3943999.014425 nChanged 5 SP:Iteration 106Q (5690.175583 sec): 3 clusters Score: Raw -3947363.109724 + Penalty 3363.915875 = -3943999.193849 nChanged 7 SP:Iteration 107Q (5690.231275 sec): 3 clusters Score: Raw -3947363.291033 + Penalty 3363.915875 = -3943999.375158 nChanged 4 SP:Iteration 108Q (5690.287116 sec): 3 clusters Score: Raw -3947363.409189 + Penalty 3363.915875 = -3943999.493314 nChanged 3 SP:Iteration 109Q (5690.343074 sec): 3 clusters Score: Raw -3947363.446388 + Penalty 3363.915875 = -3943999.530513 nChanged 1 SP:Iteration 110Q (5690.398691 sec): 3 clusters Score: Raw -3947363.466110 + Penalty 3363.915875 = -3943999.550235 nChanged 1 SP:Iteration 111Q (5690.454422 sec): 3 clusters Score: Raw -3947363.490853 + Penalty 3363.915875 = -3943999.574978 nChanged 0 SP:Iteration 112F (5690.514070 sec): 3 clusters Score: Raw -3947363.490853 + Penalty 3363.915875 = -3943999.574978 nChanged 0 Trying to split cluster 9 (109731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5690.646477 sec): 2 clusters Score: Raw -13936144.222796 + Penalty 1885.940419 = -13934258.282376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5690.825935 sec): 3 clusters Score: Raw -13864834.298233 + Penalty 3771.880838 = -13861062.417395 nChanged 52435 SP:Iteration 1F (5690.998014 sec): 3 clusters Score: Raw -13896288.129723 + Penalty 3771.880838 = -13892516.248884 nChanged 4460 SP:Iteration 2Q (5691.189115 sec): 3 clusters Score: Raw -13897712.699044 + Penalty 3771.880838 = -13893940.818206 nChanged 4752 SP:Iteration 3Q (5691.408204 sec): 3 clusters Score: Raw -13899471.204205 + Penalty 3771.880838 = -13895699.323367 nChanged 5136 SP:Iteration 4Q (5691.609682 sec): 3 clusters Score: Raw -13901771.986196 + Penalty 3771.880838 = -13898000.105358 nChanged 5596 SP:Iteration 5F (5691.786028 sec): 3 clusters Score: Raw -13904832.501786 + Penalty 3771.880838 = -13901060.620947 nChanged 6177 SP:Iteration 6F (5691.958381 sec): 3 clusters Score: Raw -13908966.126585 + Penalty 3771.880838 = -13905194.245747 nChanged 6637 SP:Iteration 7F (5692.129267 sec): 3 clusters Score: Raw -13913808.760582 + Penalty 3771.880838 = -13910036.879744 nChanged 6412 SP:Iteration 8F (5692.300344 sec): 3 clusters Score: Raw -13918209.768471 + Penalty 3771.880838 = -13914437.887632 nChanged 5388 SP:Iteration 9Q (5692.481957 sec): 3 clusters Score: Raw -13920981.611948 + Penalty 3771.880838 = -13917209.731110 nChanged 3684 SP:Iteration 10Q (5692.659943 sec): 3 clusters Score: Raw -13922354.941777 + Penalty 3771.880838 = -13918583.060938 nChanged 2601 SP:Iteration 11Q (5692.839896 sec): 3 clusters Score: Raw -13923189.662125 + Penalty 3771.880838 = -13919417.781287 nChanged 2073 SP:Iteration 12Q (5693.015820 sec): 3 clusters Score: Raw -13923869.971187 + Penalty 3771.880838 = -13920098.090348 nChanged 1957 SP:Iteration 13Q (5693.191533 sec): 3 clusters Score: Raw -13924524.029946 + Penalty 3771.880838 = -13920752.149108 nChanged 1884 SP:Iteration 14Q (5693.369874 sec): 3 clusters Score: Raw -13925149.206979 + Penalty 3771.880838 = -13921377.326140 nChanged 1844 SP:Iteration 15Q (5693.544307 sec): 3 clusters Score: Raw -13925757.947430 + Penalty 3771.880838 = -13921986.066592 nChanged 1758 SP:Iteration 16Q (5693.717567 sec): 3 clusters Score: Raw -13926342.879689 + Penalty 3771.880838 = -13922570.998851 nChanged 1747 SP:Iteration 17Q (5693.908560 sec): 3 clusters Score: Raw -13926971.905015 + Penalty 3771.880838 = -13923200.024176 nChanged 1800 SP:Iteration 18Q (5694.096325 sec): 3 clusters Score: Raw -13927629.970636 + Penalty 3771.880838 = -13923858.089798 nChanged 1822 SP:Iteration 19Q (5694.293228 sec): 3 clusters Score: Raw -13928321.844109 + Penalty 3771.880838 = -13924549.963270 nChanged 1813 SP:Iteration 20F (5694.493104 sec): 3 clusters Score: Raw -13929030.963610 + Penalty 3771.880838 = -13925259.082771 nChanged 1769 SP:Iteration 21Q (5694.679057 sec): 3 clusters Score: Raw -13929740.135753 + Penalty 3771.880838 = -13925968.254914 nChanged 1700 SP:Iteration 22Q (5694.856120 sec): 3 clusters Score: Raw -13930425.975337 + Penalty 3771.880838 = -13926654.094499 nChanged 1608 SP:Iteration 23Q (5695.026997 sec): 3 clusters Score: Raw -13931035.920824 + Penalty 3771.880838 = -13927264.039985 nChanged 1518 SP:Iteration 24Q (5695.197372 sec): 3 clusters Score: Raw -13931557.704043 + Penalty 3771.880838 = -13927785.823205 nChanged 1338 SP:Iteration 25Q (5695.365717 sec): 3 clusters Score: Raw -13931957.342893 + Penalty 3771.880838 = -13928185.462054 nChanged 1160 SP:Iteration 26Q (5695.533629 sec): 3 clusters Score: Raw -13932257.699732 + Penalty 3771.880838 = -13928485.818894 nChanged 1068 SP:Iteration 27Q (5695.711895 sec): 3 clusters Score: Raw -13932505.806932 + Penalty 3771.880838 = -13928733.926094 nChanged 1016 SP:Iteration 28Q (5695.877253 sec): 3 clusters Score: Raw -13932727.936579 + Penalty 3771.880838 = -13928956.055740 nChanged 949 SP:Iteration 29Q (5696.040937 sec): 3 clusters Score: Raw -13932923.481065 + Penalty 3771.880838 = -13929151.600226 nChanged 889 SP:Iteration 30Q (5696.203423 sec): 3 clusters Score: Raw -13933104.026957 + Penalty 3771.880838 = -13929332.146119 nChanged 894 SP:Iteration 31Q (5696.365220 sec): 3 clusters Score: Raw -13933273.487740 + Penalty 3771.880838 = -13929501.606902 nChanged 821 SP:Iteration 32Q (5696.525336 sec): 3 clusters Score: Raw -13933422.137119 + Penalty 3771.880838 = -13929650.256281 nChanged 749 SP:Iteration 33Q (5696.684870 sec): 3 clusters Score: Raw -13933554.237635 + Penalty 3771.880838 = -13929782.356796 nChanged 753 SP:Iteration 34Q (5696.845073 sec): 3 clusters Score: Raw -13933685.534725 + Penalty 3771.880838 = -13929913.653887 nChanged 716 SP:Iteration 35Q (5697.001787 sec): 3 clusters Score: Raw -13933803.025914 + Penalty 3771.880838 = -13930031.145076 nChanged 680 SP:Iteration 36Q (5697.160213 sec): 3 clusters Score: Raw -13933907.295971 + Penalty 3771.880838 = -13930135.415133 nChanged 627 SP:Iteration 37Q (5697.316688 sec): 3 clusters Score: Raw -13934002.179428 + Penalty 3771.880838 = -13930230.298590 nChanged 611 SP:Iteration 38Q (5697.493951 sec): 3 clusters Score: Raw -13934090.580023 + Penalty 3771.880838 = -13930318.699185 nChanged 578 SP:Iteration 39Q (5697.648391 sec): 3 clusters Score: Raw -13934174.316131 + Penalty 3771.880838 = -13930402.435293 nChanged 558 SP:Iteration 40F (5697.820173 sec): 3 clusters Score: Raw -13934251.943406 + Penalty 3771.880838 = -13930480.062567 nChanged 526 SP:Iteration 41Q (5697.979978 sec): 3 clusters Score: Raw -13934322.929054 + Penalty 3771.880838 = -13930551.048216 nChanged 503 SP:Iteration 42Q (5698.139665 sec): 3 clusters Score: Raw -13934393.388610 + Penalty 3771.880838 = -13930621.507771 nChanged 510 SP:Iteration 43Q (5698.299022 sec): 3 clusters Score: Raw -13934462.356082 + Penalty 3771.880838 = -13930690.475244 nChanged 466 SP:Iteration 44Q (5698.457506 sec): 3 clusters Score: Raw -13934521.516782 + Penalty 3771.880838 = -13930749.635943 nChanged 430 SP:Iteration 45Q (5698.613703 sec): 3 clusters Score: Raw -13934575.691030 + Penalty 3771.880838 = -13930803.810192 nChanged 432 SP:Iteration 46Q (5698.771606 sec): 3 clusters Score: Raw -13934627.564134 + Penalty 3771.880838 = -13930855.683295 nChanged 417 SP:Iteration 47Q (5698.929079 sec): 3 clusters Score: Raw -13934676.490600 + Penalty 3771.880838 = -13930904.609761 nChanged 407 SP:Iteration 48Q (5699.091086 sec): 3 clusters Score: Raw -13934722.728977 + Penalty 3771.880838 = -13930950.848139 nChanged 367 SP:Iteration 49Q (5699.247853 sec): 3 clusters Score: Raw -13934761.713408 + Penalty 3771.880838 = -13930989.832570 nChanged 388 SP:Iteration 50Q (5699.423411 sec): 3 clusters Score: Raw -13934807.413900 + Penalty 3771.880838 = -13931035.533062 nChanged 398 SP:Iteration 51Q (5699.586464 sec): 3 clusters Score: Raw -13934855.886560 + Penalty 3771.880838 = -13931084.005722 nChanged 379 SP:Iteration 52Q (5699.752012 sec): 3 clusters Score: Raw -13934900.182770 + Penalty 3771.880838 = -13931128.301932 nChanged 366 SP:Iteration 53Q (5699.907056 sec): 3 clusters Score: Raw -13934941.161693 + Penalty 3771.880838 = -13931169.280854 nChanged 330 SP:Iteration 54Q (5700.063732 sec): 3 clusters Score: Raw -13934977.290031 + Penalty 3771.880838 = -13931205.409193 nChanged 342 SP:Iteration 55Q (5700.218292 sec): 3 clusters Score: Raw -13935016.227497 + Penalty 3771.880838 = -13931244.346658 nChanged 349 SP:Iteration 56Q (5700.384784 sec): 3 clusters Score: Raw -13935054.677466 + Penalty 3771.880838 = -13931282.796627 nChanged 305 SP:Iteration 57Q (5700.540269 sec): 3 clusters Score: Raw -13935086.816435 + Penalty 3771.880838 = -13931314.935597 nChanged 303 SP:Iteration 58Q (5700.704752 sec): 3 clusters Score: Raw -13935116.779435 + Penalty 3771.880838 = -13931344.898597 nChanged 294 SP:Iteration 59Q (5700.858143 sec): 3 clusters Score: Raw -13935148.077104 + Penalty 3771.880838 = -13931376.196265 nChanged 299 SP:Iteration 60F (5701.030334 sec): 3 clusters Score: Raw -13935178.952737 + Penalty 3771.880838 = -13931407.071899 nChanged 299 SP:Iteration 61Q (5701.202776 sec): 3 clusters Score: Raw -13935210.063590 + Penalty 3771.880838 = -13931438.182751 nChanged 283 SP:Iteration 62Q (5701.356289 sec): 3 clusters Score: Raw -13935239.807938 + Penalty 3771.880838 = -13931467.927100 nChanged 287 SP:Iteration 63Q (5701.509881 sec): 3 clusters Score: Raw -13935269.018477 + Penalty 3771.880838 = -13931497.137638 nChanged 259 SP:Iteration 64Q (5701.667252 sec): 3 clusters Score: Raw -13935295.070831 + Penalty 3771.880838 = -13931523.189993 nChanged 273 SP:Iteration 65Q (5701.847848 sec): 3 clusters Score: Raw -13935321.463154 + Penalty 3771.880838 = -13931549.582316 nChanged 254 SP:Iteration 66Q (5702.000316 sec): 3 clusters Score: Raw -13935346.202397 + Penalty 3771.880838 = -13931574.321558 nChanged 235 SP:Iteration 67Q (5702.153420 sec): 3 clusters Score: Raw -13935367.954856 + Penalty 3771.880838 = -13931596.074017 nChanged 237 SP:Iteration 68Q (5702.309000 sec): 3 clusters Score: Raw -13935389.038946 + Penalty 3771.880838 = -13931617.158108 nChanged 203 SP:Iteration 69Q (5702.464064 sec): 3 clusters Score: Raw -13935405.674554 + Penalty 3771.880838 = -13931633.793715 nChanged 196 SP:Iteration 70Q (5702.616097 sec): 3 clusters Score: Raw -13935423.329331 + Penalty 3771.880838 = -13931651.448492 nChanged 206 SP:Iteration 71Q (5702.768363 sec): 3 clusters Score: Raw -13935442.130489 + Penalty 3771.880838 = -13931670.249651 nChanged 220 SP:Iteration 72Q (5702.929792 sec): 3 clusters Score: Raw -13935462.168896 + Penalty 3771.880838 = -13931690.288057 nChanged 200 SP:Iteration 73Q (5703.080264 sec): 3 clusters Score: Raw -13935480.593140 + Penalty 3771.880838 = -13931708.712301 nChanged 187 SP:Iteration 74Q (5703.249982 sec): 3 clusters Score: Raw -13935496.592042 + Penalty 3771.880838 = -13931724.711203 nChanged 194 SP:Iteration 75Q (5703.411400 sec): 3 clusters Score: Raw -13935513.532844 + Penalty 3771.880838 = -13931741.652005 nChanged 205 SP:Iteration 76Q (5703.584507 sec): 3 clusters Score: Raw -13935533.689020 + Penalty 3771.880838 = -13931761.808181 nChanged 210 SP:Iteration 77Q (5703.760822 sec): 3 clusters Score: Raw -13935553.641540 + Penalty 3771.880838 = -13931781.760702 nChanged 200 SP:Iteration 78Q (5703.916784 sec): 3 clusters Score: Raw -13935571.754239 + Penalty 3771.880838 = -13931799.873401 nChanged 207 SP:Iteration 79Q (5704.068010 sec): 3 clusters Score: Raw -13935591.312648 + Penalty 3771.880838 = -13931819.431810 nChanged 200 SP:Iteration 80F (5704.239488 sec): 3 clusters Score: Raw -13935609.519335 + Penalty 3771.880838 = -13931837.638496 nChanged 191 SP:Iteration 81Q (5704.388809 sec): 3 clusters Score: Raw -13935627.042532 + Penalty 3771.880838 = -13931855.161693 nChanged 183 SP:Iteration 82Q (5704.539770 sec): 3 clusters Score: Raw -13935643.110140 + Penalty 3771.880838 = -13931871.229302 nChanged 187 SP:Iteration 83Q (5704.689176 sec): 3 clusters Score: Raw -13935660.641699 + Penalty 3771.880838 = -13931888.760860 nChanged 187 SP:Iteration 84Q (5704.837946 sec): 3 clusters Score: Raw -13935678.890396 + Penalty 3771.880838 = -13931907.009558 nChanged 185 SP:Iteration 85Q (5704.987014 sec): 3 clusters Score: Raw -13935695.510013 + Penalty 3771.880838 = -13931923.629175 nChanged 165 SP:Iteration 86Q (5705.135906 sec): 3 clusters Score: Raw -13935709.808008 + Penalty 3771.880838 = -13931937.927170 nChanged 145 SP:Iteration 87Q (5705.286292 sec): 3 clusters Score: Raw -13935721.760808 + Penalty 3771.880838 = -13931949.879970 nChanged 129 SP:Iteration 88Q (5705.437238 sec): 3 clusters Score: Raw -13935731.491930 + Penalty 3771.880838 = -13931959.611091 nChanged 115 SP:Iteration 89Q (5705.585748 sec): 3 clusters Score: Raw -13935739.803297 + Penalty 3771.880838 = -13931967.922459 nChanged 114 SP:Iteration 90Q (5705.734576 sec): 3 clusters Score: Raw -13935747.550930 + Penalty 3771.880838 = -13931975.670091 nChanged 110 SP:Iteration 91Q (5705.882750 sec): 3 clusters Score: Raw -13935755.262733 + Penalty 3771.880838 = -13931983.381894 nChanged 109 SP:Iteration 92Q (5706.042758 sec): 3 clusters Score: Raw -13935762.830613 + Penalty 3771.880838 = -13931990.949775 nChanged 113 SP:Iteration 93Q (5706.190756 sec): 3 clusters Score: Raw -13935770.573533 + Penalty 3771.880838 = -13931998.692694 nChanged 117 SP:Iteration 94Q (5706.340490 sec): 3 clusters Score: Raw -13935778.952823 + Penalty 3771.880838 = -13932007.071985 nChanged 114 SP:Iteration 95Q (5706.489168 sec): 3 clusters Score: Raw -13935787.234098 + Penalty 3771.880838 = -13932015.353259 nChanged 115 SP:Iteration 96Q (5706.657096 sec): 3 clusters Score: Raw -13935795.366437 + Penalty 3771.880838 = -13932023.485599 nChanged 107 SP:Iteration 97Q (5706.805246 sec): 3 clusters Score: Raw -13935803.061818 + Penalty 3771.880838 = -13932031.180980 nChanged 126 SP:Iteration 98Q (5706.965277 sec): 3 clusters Score: Raw -13935812.075451 + Penalty 3771.880838 = -13932040.194612 nChanged 107 SP:Iteration 99Q (5707.127144 sec): 3 clusters Score: Raw -13935819.465010 + Penalty 3771.880838 = -13932047.584172 nChanged 110 SP:Iteration 100F (5707.305772 sec): 3 clusters Score: Raw -13935828.147552 + Penalty 3771.880838 = -13932056.266714 nChanged 123 SP:Iteration 101Q (5707.455327 sec): 3 clusters Score: Raw -13935838.333195 + Penalty 3771.880838 = -13932066.452357 nChanged 123 SP:Iteration 102Q (5707.602208 sec): 3 clusters Score: Raw -13935848.211236 + Penalty 3771.880838 = -13932076.330398 nChanged 112 SP:Iteration 103Q (5707.749601 sec): 3 clusters Score: Raw -13935856.227769 + Penalty 3771.880838 = -13932084.346930 nChanged 103 SP:Iteration 104Q (5707.898388 sec): 3 clusters Score: Raw -13935864.267820 + Penalty 3771.880838 = -13932092.386981 nChanged 117 SP:Iteration 105Q (5708.045408 sec): 3 clusters Score: Raw -13935874.649677 + Penalty 3771.880838 = -13932102.768839 nChanged 118 SP:Iteration 106Q (5708.193643 sec): 3 clusters Score: Raw -13935884.909755 + Penalty 3771.880838 = -13932113.028917 nChanged 115 SP:Iteration 107Q (5708.343638 sec): 3 clusters Score: Raw -13935896.259207 + Penalty 3771.880838 = -13932124.378368 nChanged 117 SP:Iteration 108Q (5708.509760 sec): 3 clusters Score: Raw -13935907.278290 + Penalty 3771.880838 = -13932135.397452 nChanged 116 SP:Iteration 109Q (5708.689253 sec): 3 clusters Score: Raw -13935918.042184 + Penalty 3771.880838 = -13932146.161346 nChanged 126 SP:Iteration 110Q (5708.848231 sec): 3 clusters Score: Raw -13935929.019446 + Penalty 3771.880838 = -13932157.138607 nChanged 122 SP:Iteration 111Q (5709.008352 sec): 3 clusters Score: Raw -13935940.526266 + Penalty 3771.880838 = -13932168.645428 nChanged 145 SP:Iteration 112Q (5709.155891 sec): 3 clusters Score: Raw -13935954.213004 + Penalty 3771.880838 = -13932182.332165 nChanged 133 SP:Iteration 113Q (5709.304570 sec): 3 clusters Score: Raw -13935966.034800 + Penalty 3771.880838 = -13932194.153961 nChanged 126 SP:Iteration 114Q (5709.456813 sec): 3 clusters Score: Raw -13935976.807920 + Penalty 3771.880838 = -13932204.927081 nChanged 105 SP:Iteration 115Q (5709.602585 sec): 3 clusters Score: Raw -13935984.859640 + Penalty 3771.880838 = -13932212.978802 nChanged 100 SP:Iteration 116Q (5709.767240 sec): 3 clusters Score: Raw -13935992.730891 + Penalty 3771.880838 = -13932220.850053 nChanged 85 SP:Iteration 117Q (5709.912588 sec): 3 clusters Score: Raw -13935999.330591 + Penalty 3771.880838 = -13932227.449753 nChanged 79 SP:Iteration 118Q (5710.077410 sec): 3 clusters Score: Raw -13936005.133976 + Penalty 3771.880838 = -13932233.253137 nChanged 82 SP:Iteration 119Q (5710.223980 sec): 3 clusters Score: Raw -13936011.144868 + Penalty 3771.880838 = -13932239.264029 nChanged 67 SP:Iteration 120F (5710.397802 sec): 3 clusters Score: Raw -13936015.179143 + Penalty 3771.880838 = -13932243.298305 nChanged 63 SP:Iteration 121Q (5710.544822 sec): 3 clusters Score: Raw -13936018.795078 + Penalty 3771.880838 = -13932246.914240 nChanged 65 SP:Iteration 122Q (5710.693381 sec): 3 clusters Score: Raw -13936022.404002 + Penalty 3771.880838 = -13932250.523164 nChanged 51 SP:Iteration 123Q (5710.841258 sec): 3 clusters Score: Raw -13936025.335023 + Penalty 3771.880838 = -13932253.454184 nChanged 55 SP:Iteration 124Q (5710.986259 sec): 3 clusters Score: Raw -13936029.898271 + Penalty 3771.880838 = -13932258.017432 nChanged 61 SP:Iteration 125Q (5711.132063 sec): 3 clusters Score: Raw -13936033.573393 + Penalty 3771.880838 = -13932261.692554 nChanged 45 SP:Iteration 126Q (5711.279959 sec): 3 clusters Score: Raw -13936035.728640 + Penalty 3771.880838 = -13932263.847802 nChanged 27 SP:Iteration 127Q (5711.427921 sec): 3 clusters Score: Raw -13936037.465826 + Penalty 3771.880838 = -13932265.584987 nChanged 37 SP:Iteration 128Q (5711.574749 sec): 3 clusters Score: Raw -13936039.397889 + Penalty 3771.880838 = -13932267.517050 nChanged 27 SP:Iteration 129Q (5711.736498 sec): 3 clusters Score: Raw -13936040.569587 + Penalty 3771.880838 = -13932268.688749 nChanged 26 SP:Iteration 130Q (5711.886223 sec): 3 clusters Score: Raw -13936041.636125 + Penalty 3771.880838 = -13932269.755287 nChanged 30 SP:Iteration 131Q (5712.032078 sec): 3 clusters Score: Raw -13936042.825224 + Penalty 3771.880838 = -13932270.944386 nChanged 20 SP:Iteration 132Q (5712.176827 sec): 3 clusters Score: Raw -13936043.647639 + Penalty 3771.880838 = -13932271.766801 nChanged 19 SP:Iteration 133Q (5712.333035 sec): 3 clusters Score: Raw -13936044.461500 + Penalty 3771.880838 = -13932272.580661 nChanged 22 SP:Iteration 134Q (5712.478446 sec): 3 clusters Score: Raw -13936045.614447 + Penalty 3771.880838 = -13932273.733608 nChanged 25 SP:Iteration 135Q (5712.623841 sec): 3 clusters Score: Raw -13936046.664601 + Penalty 3771.880838 = -13932274.783763 nChanged 15 SP:Iteration 136Q (5712.769880 sec): 3 clusters Score: Raw -13936047.456722 + Penalty 3771.880838 = -13932275.575884 nChanged 17 SP:Iteration 137Q (5712.927713 sec): 3 clusters Score: Raw -13936048.227971 + Penalty 3771.880838 = -13932276.347132 nChanged 16 SP:Iteration 138Q (5713.072904 sec): 3 clusters Score: Raw -13936048.889888 + Penalty 3771.880838 = -13932277.009049 nChanged 11 SP:Iteration 139Q (5713.221802 sec): 3 clusters Score: Raw -13936049.223565 + Penalty 3771.880838 = -13932277.342727 nChanged 7 SP:Iteration 140F (5713.393639 sec): 3 clusters Score: Raw -13936049.462115 + Penalty 3771.880838 = -13932277.581276 nChanged 8 SP:Iteration 141Q (5713.539425 sec): 3 clusters Score: Raw -13936049.743191 + Penalty 3771.880838 = -13932277.862353 nChanged 9 SP:Iteration 142Q (5713.710068 sec): 3 clusters Score: Raw -13936050.084076 + Penalty 3771.880838 = -13932278.203237 nChanged 7 SP:Iteration 143Q (5713.855812 sec): 3 clusters Score: Raw -13936050.319053 + Penalty 3771.880838 = -13932278.438215 nChanged 8 SP:Iteration 144Q (5714.001229 sec): 3 clusters Score: Raw -13936050.551764 + Penalty 3771.880838 = -13932278.670926 nChanged 4 SP:Iteration 145Q (5714.151337 sec): 3 clusters Score: Raw -13936050.694552 + Penalty 3771.880838 = -13932278.813713 nChanged 4 SP:Iteration 146Q (5714.299283 sec): 3 clusters Score: Raw -13936050.804165 + Penalty 3771.880838 = -13932278.923327 nChanged 4 SP:Iteration 147Q (5714.445206 sec): 3 clusters Score: Raw -13936051.028893 + Penalty 3771.880838 = -13932279.148055 nChanged 9 SP:Iteration 148Q (5714.592787 sec): 3 clusters Score: Raw -13936051.430403 + Penalty 3771.880838 = -13932279.549565 nChanged 6 SP:Iteration 149Q (5714.760228 sec): 3 clusters Score: Raw -13936051.645581 + Penalty 3771.880838 = -13932279.764742 nChanged 11 SP:Iteration 150Q (5714.905325 sec): 3 clusters Score: Raw -13936051.971176 + Penalty 3771.880838 = -13932280.090338 nChanged 13 SP:Iteration 151Q (5715.056253 sec): 3 clusters Score: Raw -13936052.424145 + Penalty 3771.880838 = -13932280.543307 nChanged 13 SP:Iteration 152Q (5715.204918 sec): 3 clusters Score: Raw -13936052.942452 + Penalty 3771.880838 = -13932281.061614 nChanged 9 SP:Iteration 153Q (5715.352684 sec): 3 clusters Score: Raw -13936053.303781 + Penalty 3771.880838 = -13932281.422943 nChanged 16 SP:Iteration 154Q (5715.503271 sec): 3 clusters Score: Raw -13936053.995312 + Penalty 3771.880838 = -13932282.114474 nChanged 19 SP:Iteration 155Q (5715.647645 sec): 3 clusters Score: Raw -13936054.688854 + Penalty 3771.880838 = -13932282.808016 nChanged 14 SP:Iteration 156Q (5715.793301 sec): 3 clusters Score: Raw -13936055.176060 + Penalty 3771.880838 = -13932283.295222 nChanged 15 SP:Iteration 157Q (5715.940875 sec): 3 clusters Score: Raw -13936055.686135 + Penalty 3771.880838 = -13932283.805296 nChanged 16 SP:Iteration 158Q (5716.089249 sec): 3 clusters Score: Raw -13936056.267100 + Penalty 3771.880838 = -13932284.386261 nChanged 14 SP:Iteration 159Q (5716.235575 sec): 3 clusters Score: Raw -13936056.858165 + Penalty 3771.880838 = -13932284.977326 nChanged 19 SP:Iteration 160F (5716.408014 sec): 3 clusters Score: Raw -13936057.541168 + Penalty 3771.880838 = -13932285.660330 nChanged 18 SP:Iteration 161Q (5716.564870 sec): 3 clusters Score: Raw -13936058.295516 + Penalty 3771.880838 = -13932286.414678 nChanged 18 SP:Iteration 162Q (5716.723936 sec): 3 clusters Score: Raw -13936059.000771 + Penalty 3771.880838 = -13932287.119933 nChanged 19 SP:Iteration 163Q (5716.868209 sec): 3 clusters Score: Raw -13936059.749815 + Penalty 3771.880838 = -13932287.868976 nChanged 17 SP:Iteration 164Q (5717.033243 sec): 3 clusters Score: Raw -13936060.442286 + Penalty 3771.880838 = -13932288.561447 nChanged 15 SP:Iteration 165Q (5717.177817 sec): 3 clusters Score: Raw -13936061.109014 + Penalty 3771.880838 = -13932289.228176 nChanged 7 SP:Iteration 166Q (5717.338016 sec): 3 clusters Score: Raw -13936061.465644 + Penalty 3771.880838 = -13932289.584805 nChanged 8 SP:Iteration 167Q (5717.483103 sec): 3 clusters Score: Raw -13936061.757748 + Penalty 3771.880838 = -13932289.876909 nChanged 9 SP:Iteration 168Q (5717.641387 sec): 3 clusters Score: Raw -13936062.178159 + Penalty 3771.880838 = -13932290.297320 nChanged 14 SP:Iteration 169Q (5717.786407 sec): 3 clusters Score: Raw -13936062.690058 + Penalty 3771.880838 = -13932290.809220 nChanged 9 SP:Iteration 170Q (5717.931846 sec): 3 clusters Score: Raw -13936062.987326 + Penalty 3771.880838 = -13932291.106488 nChanged 7 SP:Iteration 171Q (5718.086493 sec): 3 clusters Score: Raw -13936063.234738 + Penalty 3771.880838 = -13932291.353899 nChanged 6 SP:Iteration 172Q (5718.251975 sec): 3 clusters Score: Raw -13936063.448964 + Penalty 3771.880838 = -13932291.568126 nChanged 3 SP:Iteration 173Q (5718.423922 sec): 3 clusters Score: Raw -13936063.562265 + Penalty 3771.880838 = -13932291.681427 nChanged 3 SP:Iteration 174Q (5718.569087 sec): 3 clusters Score: Raw -13936063.617815 + Penalty 3771.880838 = -13932291.736977 nChanged 1 SP:Iteration 175Q (5718.724638 sec): 3 clusters Score: Raw -13936063.631434 + Penalty 3771.880838 = -13932291.750595 nChanged 2 SP:Iteration 176Q (5718.877245 sec): 3 clusters Score: Raw -13936063.656697 + Penalty 3771.880838 = -13932291.775859 nChanged 2 SP:Iteration 177Q (5719.028154 sec): 3 clusters Score: Raw -13936063.695440 + Penalty 3771.880838 = -13932291.814602 nChanged 1 SP:Iteration 178Q (5719.188732 sec): 3 clusters Score: Raw -13936063.712185 + Penalty 3771.880838 = -13932291.831347 nChanged 0 SP:Iteration 179F (5719.365066 sec): 3 clusters Score: Raw -13936063.712185 + Penalty 3771.880838 = -13932291.831347 nChanged 0 Trying to split cluster 10 (1912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5719.375509 sec): 2 clusters Score: Raw -221249.643511 + Penalty 1227.834578 = -220021.808933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5719.385755 sec): 3 clusters Score: Raw -220479.443409 + Penalty 2455.669155 = -218023.774253 nChanged 658 SP:Iteration 1F (5719.408523 sec): 3 clusters Score: Raw -221128.492267 + Penalty 2455.669155 = -218672.823112 nChanged 212 SP:Iteration 2F (5719.418052 sec): 3 clusters Score: Raw -221382.309987 + Penalty 2455.669155 = -218926.640831 nChanged 140 SP:Iteration 3F (5719.436167 sec): 3 clusters Score: Raw -221546.528438 + Penalty 2455.669155 = -219090.859282 nChanged 103 SP:Iteration 4F (5719.455540 sec): 3 clusters Score: Raw -221650.886140 + Penalty 2455.669155 = -219195.216985 nChanged 68 SP:Iteration 5Q (5719.475523 sec): 3 clusters Score: Raw -221720.634407 + Penalty 2455.669155 = -219264.965251 nChanged 45 SP:Iteration 6Q (5719.489746 sec): 3 clusters Score: Raw -221757.297089 + Penalty 2455.669155 = -219301.627933 nChanged 37 SP:Iteration 7Q (5719.513143 sec): 3 clusters Score: Raw -221782.920004 + Penalty 2455.669155 = -219327.250848 nChanged 20 SP:Iteration 8Q (5719.525501 sec): 3 clusters Score: Raw -221795.159945 + Penalty 2455.669155 = -219339.490790 nChanged 14 SP:Iteration 9Q (5719.535805 sec): 3 clusters Score: Raw -221803.593419 + Penalty 2455.669155 = -219347.924264 nChanged 11 SP:Iteration 10Q (5719.545145 sec): 3 clusters Score: Raw -221808.666589 + Penalty 2455.669155 = -219352.997433 nChanged 7 SP:Iteration 11Q (5719.554486 sec): 3 clusters Score: Raw -221813.829655 + Penalty 2455.669155 = -219358.160500 nChanged 3 SP:Iteration 12Q (5719.563876 sec): 3 clusters Score: Raw -221814.797542 + Penalty 2455.669155 = -219359.128386 nChanged 2 SP:Iteration 13Q (5719.573269 sec): 3 clusters Score: Raw -221816.148117 + Penalty 2455.669155 = -219360.478961 nChanged 5 SP:Iteration 14Q (5719.582721 sec): 3 clusters Score: Raw -221817.777170 + Penalty 2455.669155 = -219362.108015 nChanged 2 SP:Iteration 15Q (5719.592125 sec): 3 clusters Score: Raw -221818.463899 + Penalty 2455.669155 = -219362.794744 nChanged 1 SP:Iteration 16Q (5719.601528 sec): 3 clusters Score: Raw -221818.948633 + Penalty 2455.669155 = -219363.279477 nChanged 2 SP:Iteration 17Q (5719.610897 sec): 3 clusters Score: Raw -221820.270621 + Penalty 2455.669155 = -219364.601465 nChanged 2 SP:Iteration 18Q (5719.620288 sec): 3 clusters Score: Raw -221821.252966 + Penalty 2455.669155 = -219365.583811 nChanged 0 SP:Iteration 19F (5719.629782 sec): 3 clusters Score: Raw -221821.252966 + Penalty 2455.669155 = -219365.583811 nChanged 0 Trying to split cluster 11 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5719.640745 sec): 2 clusters Score: Raw -21474.071624 + Penalty 869.676947 = -20604.394678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5719.642664 sec): 3 clusters Score: Raw -21733.123381 + Penalty 1739.353893 = -19993.769488 nChanged 49 SP:Iteration 1F (5719.644341 sec): 3 clusters Score: Raw -21911.595591 + Penalty 1739.353893 = -20172.241697 nChanged 18 SP:Iteration 2F (5719.646010 sec): 3 clusters Score: Raw -22017.455276 + Penalty 1739.353893 = -20278.101382 nChanged 10 SP:Iteration 3Q (5719.647580 sec): 3 clusters Score: Raw -22167.164400 + Penalty 1739.353893 = -20427.810507 nChanged 8 SP:Iteration 4Q (5719.649272 sec): 3 clusters Score: Raw -22232.004337 + Penalty 1739.353893 = -20492.650443 nChanged 2 SP:Iteration 5Q (5719.661877 sec): 3 clusters Score: Raw -22255.804118 + Penalty 1739.353893 = -20516.450225 nChanged 1 SP:Iteration 6Q (5719.663442 sec): 3 clusters Score: Raw -22291.674622 + Penalty 1739.353893 = -20552.320729 nChanged 3 SP:Iteration 7Q (5719.665002 sec): 3 clusters Score: Raw -22366.764940 + Penalty 1739.353893 = -20627.411046 nChanged 2 SP:Iteration 8Q (5719.666574 sec): 3 clusters Score: Raw -22373.811169 + Penalty 1739.353893 = -20634.457276 nChanged 0 SP:Iteration 9F (5719.668245 sec): 3 clusters Score: Raw -22373.811169 + Penalty 1739.353893 = -20634.457276 nChanged 0 Score: Raw -84152351.466767 + Penalty 93920.067112 = -84058431.399655 Splitting cluster 11 changes total score from -84059714.863653 to -84058431.399655 So it's not getting split. Trying to split cluster 12 (36537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5738.832769 sec): 2 clusters Score: Raw -4559593.038407 + Penalty 1707.238118 = -4557885.800289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5738.914366 sec): 3 clusters Score: Raw -4537065.817292 + Penalty 3414.476236 = -4533651.341056 nChanged 16887 SP:Iteration 1F (5738.979142 sec): 3 clusters Score: Raw -4546657.469991 + Penalty 3414.476236 = -4543242.993755 nChanged 2004 SP:Iteration 2F (5739.049134 sec): 3 clusters Score: Raw -4547647.702428 + Penalty 3414.476236 = -4544233.226192 nChanged 2259 SP:Iteration 3F (5739.114476 sec): 3 clusters Score: Raw -4549026.657865 + Penalty 3414.476236 = -4545612.181630 nChanged 2524 SP:Iteration 4F (5739.181073 sec): 3 clusters Score: Raw -4550804.989857 + Penalty 3414.476236 = -4547390.513621 nChanged 2533 SP:Iteration 5F (5739.259560 sec): 3 clusters Score: Raw -4552586.870023 + Penalty 3414.476236 = -4549172.393788 nChanged 2274 SP:Iteration 6F (5739.349474 sec): 3 clusters Score: Raw -4554101.160298 + Penalty 3414.476236 = -4550686.684062 nChanged 1967 SP:Iteration 7F (5739.426782 sec): 3 clusters Score: Raw -4555283.539012 + Penalty 3414.476236 = -4551869.062777 nChanged 1480 SP:Iteration 8Q (5739.516841 sec): 3 clusters Score: Raw -4555950.592844 + Penalty 3414.476236 = -4552536.116608 nChanged 1077 SP:Iteration 9Q (5739.594369 sec): 3 clusters Score: Raw -4556313.278087 + Penalty 3414.476236 = -4552898.801852 nChanged 716 SP:Iteration 10Q (5739.659177 sec): 3 clusters Score: Raw -4556502.013530 + Penalty 3414.476236 = -4553087.537294 nChanged 518 SP:Iteration 11Q (5739.736605 sec): 3 clusters Score: Raw -4556618.334786 + Penalty 3414.476236 = -4553203.858550 nChanged 435 SP:Iteration 12Q (5739.810634 sec): 3 clusters Score: Raw -4556718.744804 + Penalty 3414.476236 = -4553304.268569 nChanged 379 SP:Iteration 13Q (5739.875033 sec): 3 clusters Score: Raw -4556798.980705 + Penalty 3414.476236 = -4553384.504470 nChanged 340 SP:Iteration 14Q (5739.939122 sec): 3 clusters Score: Raw -4556867.264422 + Penalty 3414.476236 = -4553452.788187 nChanged 338 SP:Iteration 15Q (5740.003257 sec): 3 clusters Score: Raw -4556936.700112 + Penalty 3414.476236 = -4553522.223876 nChanged 343 SP:Iteration 16Q (5740.078213 sec): 3 clusters Score: Raw -4556999.946697 + Penalty 3414.476236 = -4553585.470461 nChanged 317 SP:Iteration 17Q (5740.141772 sec): 3 clusters Score: Raw -4557059.597064 + Penalty 3414.476236 = -4553645.120829 nChanged 296 SP:Iteration 18Q (5740.213539 sec): 3 clusters Score: Raw -4557112.021675 + Penalty 3414.476236 = -4553697.545440 nChanged 278 SP:Iteration 19Q (5740.278318 sec): 3 clusters Score: Raw -4557159.998014 + Penalty 3414.476236 = -4553745.521778 nChanged 264 SP:Iteration 20F (5740.361040 sec): 3 clusters Score: Raw -4557208.326215 + Penalty 3414.476236 = -4553793.849980 nChanged 258 SP:Iteration 21Q (5740.432084 sec): 3 clusters Score: Raw -4557255.745346 + Penalty 3414.476236 = -4553841.269110 nChanged 268 SP:Iteration 22Q (5740.495762 sec): 3 clusters Score: Raw -4557309.576224 + Penalty 3414.476236 = -4553895.099989 nChanged 273 SP:Iteration 23Q (5740.570724 sec): 3 clusters Score: Raw -4557371.221717 + Penalty 3414.476236 = -4553956.745482 nChanged 289 SP:Iteration 24Q (5740.634557 sec): 3 clusters Score: Raw -4557429.948523 + Penalty 3414.476236 = -4554015.472287 nChanged 290 SP:Iteration 25Q (5740.700508 sec): 3 clusters Score: Raw -4557486.336168 + Penalty 3414.476236 = -4554071.859932 nChanged 297 SP:Iteration 26Q (5740.764609 sec): 3 clusters Score: Raw -4557550.650116 + Penalty 3414.476236 = -4554136.173881 nChanged 298 SP:Iteration 27Q (5740.835795 sec): 3 clusters Score: Raw -4557619.653570 + Penalty 3414.476236 = -4554205.177334 nChanged 307 SP:Iteration 28Q (5740.900697 sec): 3 clusters Score: Raw -4557702.880900 + Penalty 3414.476236 = -4554288.404664 nChanged 314 SP:Iteration 29Q (5740.964408 sec): 3 clusters Score: Raw -4557806.409983 + Penalty 3414.476236 = -4554391.933748 nChanged 383 SP:Iteration 30Q (5741.027952 sec): 3 clusters Score: Raw -4557934.602960 + Penalty 3414.476236 = -4554520.126724 nChanged 408 SP:Iteration 31Q (5741.095861 sec): 3 clusters Score: Raw -4558064.904280 + Penalty 3414.476236 = -4554650.428045 nChanged 398 SP:Iteration 32Q (5741.159618 sec): 3 clusters Score: Raw -4558203.144114 + Penalty 3414.476236 = -4554788.667878 nChanged 424 SP:Iteration 33Q (5741.222432 sec): 3 clusters Score: Raw -4558379.438890 + Penalty 3414.476236 = -4554964.962654 nChanged 449 SP:Iteration 34Q (5741.285196 sec): 3 clusters Score: Raw -4558556.663479 + Penalty 3414.476236 = -4555142.187244 nChanged 461 SP:Iteration 35Q (5741.347817 sec): 3 clusters Score: Raw -4558724.243018 + Penalty 3414.476236 = -4555309.766783 nChanged 425 SP:Iteration 36Q (5741.420746 sec): 3 clusters Score: Raw -4558864.883197 + Penalty 3414.476236 = -4555450.406961 nChanged 405 SP:Iteration 37Q (5741.482942 sec): 3 clusters Score: Raw -4558990.578067 + Penalty 3414.476236 = -4555576.101831 nChanged 338 SP:Iteration 38Q (5741.545233 sec): 3 clusters Score: Raw -4559080.299749 + Penalty 3414.476236 = -4555665.823513 nChanged 322 SP:Iteration 39Q (5741.629150 sec): 3 clusters Score: Raw -4559162.819699 + Penalty 3414.476236 = -4555748.343464 nChanged 266 SP:Iteration 40F (5741.699719 sec): 3 clusters Score: Raw -4559229.304028 + Penalty 3414.476236 = -4555814.827792 nChanged 244 SP:Iteration 41Q (5741.762100 sec): 3 clusters Score: Raw -4559277.484519 + Penalty 3414.476236 = -4555863.008283 nChanged 219 SP:Iteration 42Q (5741.824623 sec): 3 clusters Score: Raw -4559312.468070 + Penalty 3414.476236 = -4555897.991834 nChanged 167 SP:Iteration 43Q (5741.886234 sec): 3 clusters Score: Raw -4559337.789488 + Penalty 3414.476236 = -4555923.313253 nChanged 164 SP:Iteration 44Q (5741.970639 sec): 3 clusters Score: Raw -4559360.108932 + Penalty 3414.476236 = -4555945.632696 nChanged 143 SP:Iteration 45Q (5742.033309 sec): 3 clusters Score: Raw -4559378.539433 + Penalty 3414.476236 = -4555964.063197 nChanged 145 SP:Iteration 46Q (5742.095285 sec): 3 clusters Score: Raw -4559396.153750 + Penalty 3414.476236 = -4555981.677514 nChanged 109 SP:Iteration 47Q (5742.167799 sec): 3 clusters Score: Raw -4559407.374400 + Penalty 3414.476236 = -4555992.898164 nChanged 95 SP:Iteration 48Q (5742.229470 sec): 3 clusters Score: Raw -4559415.963535 + Penalty 3414.476236 = -4556001.487300 nChanged 94 SP:Iteration 49Q (5742.301492 sec): 3 clusters Score: Raw -4559424.141132 + Penalty 3414.476236 = -4556009.664897 nChanged 75 SP:Iteration 50Q (5742.363717 sec): 3 clusters Score: Raw -4559430.531917 + Penalty 3414.476236 = -4556016.055682 nChanged 64 SP:Iteration 51Q (5742.424816 sec): 3 clusters Score: Raw -4559435.702540 + Penalty 3414.476236 = -4556021.226304 nChanged 61 SP:Iteration 52Q (5742.501086 sec): 3 clusters Score: Raw -4559441.555409 + Penalty 3414.476236 = -4556027.079174 nChanged 71 SP:Iteration 53Q (5742.562144 sec): 3 clusters Score: Raw -4559446.694355 + Penalty 3414.476236 = -4556032.218120 nChanged 54 SP:Iteration 54Q (5742.622986 sec): 3 clusters Score: Raw -4559450.131994 + Penalty 3414.476236 = -4556035.655758 nChanged 57 SP:Iteration 55Q (5742.684036 sec): 3 clusters Score: Raw -4559453.962356 + Penalty 3414.476236 = -4556039.486120 nChanged 51 SP:Iteration 56Q (5742.745397 sec): 3 clusters Score: Raw -4559456.817428 + Penalty 3414.476236 = -4556042.341192 nChanged 39 SP:Iteration 57Q (5742.810134 sec): 3 clusters Score: Raw -4559458.879433 + Penalty 3414.476236 = -4556044.403198 nChanged 34 SP:Iteration 58Q (5742.871778 sec): 3 clusters Score: Raw -4559460.971301 + Penalty 3414.476236 = -4556046.495066 nChanged 33 SP:Iteration 59Q (5742.936778 sec): 3 clusters Score: Raw -4559463.140789 + Penalty 3414.476236 = -4556048.664553 nChanged 43 SP:Iteration 60F (5743.001617 sec): 3 clusters Score: Raw -4559466.244010 + Penalty 3414.476236 = -4556051.767775 nChanged 45 SP:Iteration 61Q (5743.064003 sec): 3 clusters Score: Raw -4559469.699280 + Penalty 3414.476236 = -4556055.223044 nChanged 45 SP:Iteration 62Q (5743.125010 sec): 3 clusters Score: Raw -4559472.867045 + Penalty 3414.476236 = -4556058.390809 nChanged 37 SP:Iteration 63Q (5743.186610 sec): 3 clusters Score: Raw -4559475.082951 + Penalty 3414.476236 = -4556060.606716 nChanged 39 SP:Iteration 64Q (5743.248350 sec): 3 clusters Score: Raw -4559477.434529 + Penalty 3414.476236 = -4556062.958293 nChanged 42 SP:Iteration 65Q (5743.309833 sec): 3 clusters Score: Raw -4559479.996937 + Penalty 3414.476236 = -4556065.520702 nChanged 38 SP:Iteration 66Q (5743.382453 sec): 3 clusters Score: Raw -4559482.237637 + Penalty 3414.476236 = -4556067.761402 nChanged 40 SP:Iteration 67Q (5743.443878 sec): 3 clusters Score: Raw -4559485.043373 + Penalty 3414.476236 = -4556070.567137 nChanged 44 SP:Iteration 68Q (5743.506663 sec): 3 clusters Score: Raw -4559488.529999 + Penalty 3414.476236 = -4556074.053764 nChanged 54 SP:Iteration 69Q (5743.567894 sec): 3 clusters Score: Raw -4559492.217789 + Penalty 3414.476236 = -4556077.741554 nChanged 48 SP:Iteration 70Q (5743.628983 sec): 3 clusters Score: Raw -4559495.750342 + Penalty 3414.476236 = -4556081.274106 nChanged 54 SP:Iteration 71Q (5743.690632 sec): 3 clusters Score: Raw -4559499.144377 + Penalty 3414.476236 = -4556084.668141 nChanged 49 SP:Iteration 72Q (5743.751907 sec): 3 clusters Score: Raw -4559502.347192 + Penalty 3414.476236 = -4556087.870957 nChanged 52 SP:Iteration 73Q (5743.813055 sec): 3 clusters Score: Raw -4559506.643397 + Penalty 3414.476236 = -4556092.167162 nChanged 56 SP:Iteration 74Q (5743.874255 sec): 3 clusters Score: Raw -4559510.040128 + Penalty 3414.476236 = -4556095.563892 nChanged 41 SP:Iteration 75Q (5743.936158 sec): 3 clusters Score: Raw -4559512.769463 + Penalty 3414.476236 = -4556098.293228 nChanged 36 SP:Iteration 76Q (5744.008616 sec): 3 clusters Score: Raw -4559514.963255 + Penalty 3414.476236 = -4556100.487019 nChanged 42 SP:Iteration 77Q (5744.069733 sec): 3 clusters Score: Raw -4559517.833493 + Penalty 3414.476236 = -4556103.357258 nChanged 40 SP:Iteration 78Q (5744.131199 sec): 3 clusters Score: Raw -4559520.372301 + Penalty 3414.476236 = -4556105.896066 nChanged 49 SP:Iteration 79Q (5744.202598 sec): 3 clusters Score: Raw -4559524.103294 + Penalty 3414.476236 = -4556109.627058 nChanged 41 SP:Iteration 80F (5744.266987 sec): 3 clusters Score: Raw -4559526.940426 + Penalty 3414.476236 = -4556112.464190 nChanged 33 SP:Iteration 81Q (5744.330027 sec): 3 clusters Score: Raw -4559529.121032 + Penalty 3414.476236 = -4556114.644797 nChanged 34 SP:Iteration 82Q (5744.393932 sec): 3 clusters Score: Raw -4559531.830179 + Penalty 3414.476236 = -4556117.353943 nChanged 34 SP:Iteration 83Q (5744.460337 sec): 3 clusters Score: Raw -4559534.302936 + Penalty 3414.476236 = -4556119.826700 nChanged 43 SP:Iteration 84Q (5744.527383 sec): 3 clusters Score: Raw -4559537.824937 + Penalty 3414.476236 = -4556123.348701 nChanged 49 SP:Iteration 85Q (5744.588666 sec): 3 clusters Score: Raw -4559541.030476 + Penalty 3414.476236 = -4556126.554241 nChanged 49 SP:Iteration 86Q (5744.649452 sec): 3 clusters Score: Raw -4559544.249725 + Penalty 3414.476236 = -4556129.773489 nChanged 42 SP:Iteration 87Q (5744.715368 sec): 3 clusters Score: Raw -4559546.797972 + Penalty 3414.476236 = -4556132.321736 nChanged 37 SP:Iteration 88Q (5744.795226 sec): 3 clusters Score: Raw -4559549.000081 + Penalty 3414.476236 = -4556134.523845 nChanged 40 SP:Iteration 89Q (5744.860368 sec): 3 clusters Score: Raw -4559552.162016 + Penalty 3414.476236 = -4556137.685781 nChanged 42 SP:Iteration 90Q (5744.929513 sec): 3 clusters Score: Raw -4559554.596999 + Penalty 3414.476236 = -4556140.120764 nChanged 30 SP:Iteration 91Q (5744.996523 sec): 3 clusters Score: Raw -4559556.086480 + Penalty 3414.476236 = -4556141.610245 nChanged 24 SP:Iteration 92Q (5745.067383 sec): 3 clusters Score: Raw -4559557.284222 + Penalty 3414.476236 = -4556142.807987 nChanged 23 SP:Iteration 93Q (5745.163017 sec): 3 clusters Score: Raw -4559558.254361 + Penalty 3414.476236 = -4556143.778126 nChanged 19 SP:Iteration 94Q (5745.255886 sec): 3 clusters Score: Raw -4559559.292522 + Penalty 3414.476236 = -4556144.816286 nChanged 23 SP:Iteration 95Q (5745.316724 sec): 3 clusters Score: Raw -4559560.555355 + Penalty 3414.476236 = -4556146.079120 nChanged 26 SP:Iteration 96Q (5745.384538 sec): 3 clusters Score: Raw -4559561.852442 + Penalty 3414.476236 = -4556147.376206 nChanged 21 SP:Iteration 97Q (5745.445831 sec): 3 clusters Score: Raw -4559562.815907 + Penalty 3414.476236 = -4556148.339672 nChanged 21 SP:Iteration 98Q (5745.507076 sec): 3 clusters Score: Raw -4559563.939119 + Penalty 3414.476236 = -4556149.462883 nChanged 18 SP:Iteration 99Q (5745.567191 sec): 3 clusters Score: Raw -4559564.845003 + Penalty 3414.476236 = -4556150.368768 nChanged 19 SP:Iteration 100F (5745.631077 sec): 3 clusters Score: Raw -4559565.598796 + Penalty 3414.476236 = -4556151.122561 nChanged 16 SP:Iteration 101Q (5745.694873 sec): 3 clusters Score: Raw -4559566.531469 + Penalty 3414.476236 = -4556152.055233 nChanged 19 SP:Iteration 102Q (5745.755461 sec): 3 clusters Score: Raw -4559567.612390 + Penalty 3414.476236 = -4556153.136155 nChanged 22 SP:Iteration 103Q (5745.815899 sec): 3 clusters Score: Raw -4559568.732500 + Penalty 3414.476236 = -4556154.256264 nChanged 18 SP:Iteration 104Q (5745.888925 sec): 3 clusters Score: Raw -4559569.491963 + Penalty 3414.476236 = -4556155.015727 nChanged 17 SP:Iteration 105Q (5745.953840 sec): 3 clusters Score: Raw -4559570.049020 + Penalty 3414.476236 = -4556155.572784 nChanged 15 SP:Iteration 106Q (5746.025709 sec): 3 clusters Score: Raw -4559570.732325 + Penalty 3414.476236 = -4556156.256090 nChanged 14 SP:Iteration 107Q (5746.094766 sec): 3 clusters Score: Raw -4559571.720766 + Penalty 3414.476236 = -4556157.244530 nChanged 16 SP:Iteration 108Q (5746.155371 sec): 3 clusters Score: Raw -4559572.816054 + Penalty 3414.476236 = -4556158.339818 nChanged 20 SP:Iteration 109Q (5746.216115 sec): 3 clusters Score: Raw -4559573.941246 + Penalty 3414.476236 = -4556159.465010 nChanged 18 SP:Iteration 110Q (5746.286047 sec): 3 clusters Score: Raw -4559574.895867 + Penalty 3414.476236 = -4556160.419632 nChanged 18 SP:Iteration 111Q (5746.359636 sec): 3 clusters Score: Raw -4559575.774618 + Penalty 3414.476236 = -4556161.298382 nChanged 15 SP:Iteration 112Q (5746.422711 sec): 3 clusters Score: Raw -4559576.547473 + Penalty 3414.476236 = -4556162.071237 nChanged 20 SP:Iteration 113Q (5746.488249 sec): 3 clusters Score: Raw -4559577.494395 + Penalty 3414.476236 = -4556163.018160 nChanged 23 SP:Iteration 114Q (5746.548877 sec): 3 clusters Score: Raw -4559578.621307 + Penalty 3414.476236 = -4556164.145072 nChanged 20 SP:Iteration 115Q (5746.612982 sec): 3 clusters Score: Raw -4559579.815388 + Penalty 3414.476236 = -4556165.339152 nChanged 23 SP:Iteration 116Q (5746.674758 sec): 3 clusters Score: Raw -4559580.947042 + Penalty 3414.476236 = -4556166.470807 nChanged 27 SP:Iteration 117Q (5746.758503 sec): 3 clusters Score: Raw -4559582.375526 + Penalty 3414.476236 = -4556167.899290 nChanged 22 SP:Iteration 118Q (5746.831519 sec): 3 clusters Score: Raw -4559583.498981 + Penalty 3414.476236 = -4556169.022746 nChanged 23 SP:Iteration 119Q (5746.894483 sec): 3 clusters Score: Raw -4559584.659827 + Penalty 3414.476236 = -4556170.183592 nChanged 26 SP:Iteration 120F (5746.960386 sec): 3 clusters Score: Raw -4559585.849390 + Penalty 3414.476236 = -4556171.373154 nChanged 25 SP:Iteration 121Q (5747.022185 sec): 3 clusters Score: Raw -4559587.352427 + Penalty 3414.476236 = -4556172.876192 nChanged 29 SP:Iteration 122Q (5747.098115 sec): 3 clusters Score: Raw -4559589.105176 + Penalty 3414.476236 = -4556174.628941 nChanged 21 SP:Iteration 123Q (5747.158764 sec): 3 clusters Score: Raw -4559590.008495 + Penalty 3414.476236 = -4556175.532260 nChanged 22 SP:Iteration 124Q (5747.219014 sec): 3 clusters Score: Raw -4559590.974954 + Penalty 3414.476236 = -4556176.498718 nChanged 34 SP:Iteration 125Q (5747.282835 sec): 3 clusters Score: Raw -4559592.829924 + Penalty 3414.476236 = -4556178.353688 nChanged 29 SP:Iteration 126Q (5747.344394 sec): 3 clusters Score: Raw -4559594.538533 + Penalty 3414.476236 = -4556180.062298 nChanged 29 SP:Iteration 127Q (5747.414281 sec): 3 clusters Score: Raw -4559595.911034 + Penalty 3414.476236 = -4556181.434798 nChanged 20 SP:Iteration 128Q (5747.475254 sec): 3 clusters Score: Raw -4559596.793779 + Penalty 3414.476236 = -4556182.317544 nChanged 23 SP:Iteration 129Q (5747.548998 sec): 3 clusters Score: Raw -4559597.934492 + Penalty 3414.476236 = -4556183.458256 nChanged 27 SP:Iteration 130Q (5747.609660 sec): 3 clusters Score: Raw -4559599.317186 + Penalty 3414.476236 = -4556184.840950 nChanged 21 SP:Iteration 131Q (5747.679316 sec): 3 clusters Score: Raw -4559600.309735 + Penalty 3414.476236 = -4556185.833500 nChanged 16 SP:Iteration 132Q (5747.742689 sec): 3 clusters Score: Raw -4559600.876847 + Penalty 3414.476236 = -4556186.400612 nChanged 15 SP:Iteration 133Q (5747.802557 sec): 3 clusters Score: Raw -4559601.484191 + Penalty 3414.476236 = -4556187.007955 nChanged 12 SP:Iteration 134Q (5747.871703 sec): 3 clusters Score: Raw -4559601.869996 + Penalty 3414.476236 = -4556187.393761 nChanged 5 SP:Iteration 135Q (5747.936099 sec): 3 clusters Score: Raw -4559602.111901 + Penalty 3414.476236 = -4556187.635666 nChanged 7 SP:Iteration 136Q (5748.020657 sec): 3 clusters Score: Raw -4559602.326048 + Penalty 3414.476236 = -4556187.849812 nChanged 6 SP:Iteration 137Q (5748.084033 sec): 3 clusters Score: Raw -4559602.545587 + Penalty 3414.476236 = -4556188.069352 nChanged 2 SP:Iteration 138Q (5748.144544 sec): 3 clusters Score: Raw -4559602.608253 + Penalty 3414.476236 = -4556188.132017 nChanged 2 SP:Iteration 139Q (5748.205525 sec): 3 clusters Score: Raw -4559602.703815 + Penalty 3414.476236 = -4556188.227579 nChanged 1 SP:Iteration 140F (5748.269306 sec): 3 clusters Score: Raw -4559602.747881 + Penalty 3414.476236 = -4556188.271645 nChanged 0 Trying to split cluster 13 (7170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5748.295583 sec): 2 clusters Score: Raw -905187.995204 + Penalty 1442.619902 = -903745.375303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5748.308626 sec): 3 clusters Score: Raw -901254.211230 + Penalty 2885.239803 = -898368.971427 nChanged 3032 SP:Iteration 1F (5748.332001 sec): 3 clusters Score: Raw -902898.227613 + Penalty 2885.239803 = -900012.987810 nChanged 487 SP:Iteration 2F (5748.363851 sec): 3 clusters Score: Raw -903167.612484 + Penalty 2885.239803 = -900282.372681 nChanged 416 SP:Iteration 3F (5748.387459 sec): 3 clusters Score: Raw -903404.120308 + Penalty 2885.239803 = -900518.880505 nChanged 365 SP:Iteration 4F (5748.411001 sec): 3 clusters Score: Raw -903660.121102 + Penalty 2885.239803 = -900774.881298 nChanged 382 SP:Iteration 5F (5748.445474 sec): 3 clusters Score: Raw -903977.453505 + Penalty 2885.239803 = -901092.213701 nChanged 368 SP:Iteration 6F (5748.457540 sec): 3 clusters Score: Raw -904271.948429 + Penalty 2885.239803 = -901386.708626 nChanged 329 SP:Iteration 7Q (5748.480795 sec): 3 clusters Score: Raw -904543.474798 + Penalty 2885.239803 = -901658.234995 nChanged 283 SP:Iteration 8Q (5748.504006 sec): 3 clusters Score: Raw -904768.031939 + Penalty 2885.239803 = -901882.792135 nChanged 229 SP:Iteration 9Q (5748.526851 sec): 3 clusters Score: Raw -904929.988467 + Penalty 2885.239803 = -902044.748664 nChanged 180 SP:Iteration 10Q (5748.549629 sec): 3 clusters Score: Raw -905072.346879 + Penalty 2885.239803 = -902187.107076 nChanged 132 SP:Iteration 11Q (5748.572220 sec): 3 clusters Score: Raw -905167.513195 + Penalty 2885.239803 = -902282.273392 nChanged 94 SP:Iteration 12Q (5748.594689 sec): 3 clusters Score: Raw -905235.865391 + Penalty 2885.239803 = -902350.625588 nChanged 57 SP:Iteration 13Q (5748.616587 sec): 3 clusters Score: Raw -905276.166632 + Penalty 2885.239803 = -902390.926829 nChanged 53 SP:Iteration 14Q (5748.638069 sec): 3 clusters Score: Raw -905314.746385 + Penalty 2885.239803 = -902429.506581 nChanged 49 SP:Iteration 15Q (5748.660184 sec): 3 clusters Score: Raw -905346.586331 + Penalty 2885.239803 = -902461.346527 nChanged 39 SP:Iteration 16Q (5748.682059 sec): 3 clusters Score: Raw -905370.557866 + Penalty 2885.239803 = -902485.318063 nChanged 25 SP:Iteration 17Q (5748.710636 sec): 3 clusters Score: Raw -905384.235168 + Penalty 2885.239803 = -902498.995364 nChanged 21 SP:Iteration 18Q (5748.732389 sec): 3 clusters Score: Raw -905395.271908 + Penalty 2885.239803 = -902510.032104 nChanged 17 SP:Iteration 19Q (5748.754334 sec): 3 clusters Score: Raw -905408.150701 + Penalty 2885.239803 = -902522.910897 nChanged 12 SP:Iteration 20F (5748.777989 sec): 3 clusters Score: Raw -905414.202468 + Penalty 2885.239803 = -902528.962664 nChanged 9 SP:Iteration 21Q (5748.799454 sec): 3 clusters Score: Raw -905420.490831 + Penalty 2885.239803 = -902535.251028 nChanged 12 SP:Iteration 22Q (5748.821418 sec): 3 clusters Score: Raw -905427.719676 + Penalty 2885.239803 = -902542.479872 nChanged 12 SP:Iteration 23Q (5748.843186 sec): 3 clusters Score: Raw -905435.000271 + Penalty 2885.239803 = -902549.760468 nChanged 10 SP:Iteration 24Q (5748.864598 sec): 3 clusters Score: Raw -905440.571200 + Penalty 2885.239803 = -902555.331396 nChanged 12 SP:Iteration 25Q (5748.886391 sec): 3 clusters Score: Raw -905453.177679 + Penalty 2885.239803 = -902567.937876 nChanged 19 SP:Iteration 26Q (5748.908122 sec): 3 clusters Score: Raw -905468.300443 + Penalty 2885.239803 = -902583.060640 nChanged 19 SP:Iteration 27Q (5748.929870 sec): 3 clusters Score: Raw -905488.101485 + Penalty 2885.239803 = -902602.861682 nChanged 19 SP:Iteration 28Q (5748.951526 sec): 3 clusters Score: Raw -905501.700839 + Penalty 2885.239803 = -902616.461035 nChanged 8 SP:Iteration 29Q (5748.986841 sec): 3 clusters Score: Raw -905506.604487 + Penalty 2885.239803 = -902621.364684 nChanged 7 SP:Iteration 30Q (5749.035915 sec): 3 clusters Score: Raw -905510.388404 + Penalty 2885.239803 = -902625.148600 nChanged 5 SP:Iteration 31Q (5749.061476 sec): 3 clusters Score: Raw -905512.533817 + Penalty 2885.239803 = -902627.294014 nChanged 4 SP:Iteration 32Q (5749.088863 sec): 3 clusters Score: Raw -905515.322343 + Penalty 2885.239803 = -902630.082539 nChanged 2 SP:Iteration 33Q (5749.109980 sec): 3 clusters Score: Raw -905516.389744 + Penalty 2885.239803 = -902631.149941 nChanged 1 SP:Iteration 34Q (5749.131672 sec): 3 clusters Score: Raw -905516.713574 + Penalty 2885.239803 = -902631.473771 nChanged 0 SP:Iteration 35F (5749.154909 sec): 3 clusters Score: Raw -905516.713574 + Penalty 2885.239803 = -902631.473771 nChanged 0 Trying to split cluster 14 (6220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5749.175083 sec): 2 clusters Score: Raw -759763.975968 + Penalty 1419.522843 = -758344.453125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5749.198267 sec): 3 clusters Score: Raw -756452.414281 + Penalty 2839.045685 = -753613.368596 nChanged 2592 SP:Iteration 1F (5749.220778 sec): 3 clusters Score: Raw -757949.435848 + Penalty 2839.045685 = -755110.390162 nChanged 492 SP:Iteration 2F (5749.243085 sec): 3 clusters Score: Raw -758293.242948 + Penalty 2839.045685 = -755454.197263 nChanged 406 SP:Iteration 3F (5749.265791 sec): 3 clusters Score: Raw -758636.752381 + Penalty 2839.045685 = -755797.706695 nChanged 424 SP:Iteration 4F (5749.292075 sec): 3 clusters Score: Raw -759027.586539 + Penalty 2839.045685 = -756188.540853 nChanged 511 SP:Iteration 5F (5749.316350 sec): 3 clusters Score: Raw -759513.958391 + Penalty 2839.045685 = -756674.912705 nChanged 529 SP:Iteration 6F (5749.338940 sec): 3 clusters Score: Raw -759998.286504 + Penalty 2839.045685 = -757159.240819 nChanged 437 SP:Iteration 7F (5749.361545 sec): 3 clusters Score: Raw -760394.644194 + Penalty 2839.045685 = -757555.598509 nChanged 347 SP:Iteration 8F (5749.384318 sec): 3 clusters Score: Raw -760677.701783 + Penalty 2839.045685 = -757838.656097 nChanged 234 SP:Iteration 9Q (5749.416595 sec): 3 clusters Score: Raw -760823.466878 + Penalty 2839.045685 = -757984.421193 nChanged 146 SP:Iteration 10Q (5749.438876 sec): 3 clusters Score: Raw -760908.033963 + Penalty 2839.045685 = -758068.988278 nChanged 92 SP:Iteration 11Q (5749.489167 sec): 3 clusters Score: Raw -760951.409574 + Penalty 2839.045685 = -758112.363889 nChanged 64 SP:Iteration 12Q (5749.511637 sec): 3 clusters Score: Raw -760978.818687 + Penalty 2839.045685 = -758139.773002 nChanged 44 SP:Iteration 13Q (5749.534083 sec): 3 clusters Score: Raw -760996.556996 + Penalty 2839.045685 = -758157.511310 nChanged 34 SP:Iteration 14Q (5749.556701 sec): 3 clusters Score: Raw -761009.331163 + Penalty 2839.045685 = -758170.285477 nChanged 30 SP:Iteration 15Q (5749.589339 sec): 3 clusters Score: Raw -761019.260045 + Penalty 2839.045685 = -758180.214359 nChanged 19 SP:Iteration 16Q (5749.611958 sec): 3 clusters Score: Raw -761025.478694 + Penalty 2839.045685 = -758186.433009 nChanged 16 SP:Iteration 17Q (5749.634646 sec): 3 clusters Score: Raw -761030.713027 + Penalty 2839.045685 = -758191.667342 nChanged 15 SP:Iteration 18Q (5749.657377 sec): 3 clusters Score: Raw -761035.423907 + Penalty 2839.045685 = -758196.378222 nChanged 15 SP:Iteration 19Q (5749.711409 sec): 3 clusters Score: Raw -761041.307405 + Penalty 2839.045685 = -758202.261719 nChanged 17 SP:Iteration 20F (5749.751406 sec): 3 clusters Score: Raw -761051.965244 + Penalty 2839.045685 = -758212.919558 nChanged 13 SP:Iteration 21Q (5749.774223 sec): 3 clusters Score: Raw -761063.867808 + Penalty 2839.045685 = -758224.822122 nChanged 20 SP:Iteration 22Q (5749.796655 sec): 3 clusters Score: Raw -761085.738579 + Penalty 2839.045685 = -758246.692893 nChanged 25 SP:Iteration 23Q (5749.819311 sec): 3 clusters Score: Raw -761107.270205 + Penalty 2839.045685 = -758268.224520 nChanged 23 SP:Iteration 24Q (5749.841434 sec): 3 clusters Score: Raw -761122.866848 + Penalty 2839.045685 = -758283.821163 nChanged 18 SP:Iteration 25Q (5749.866258 sec): 3 clusters Score: Raw -761129.821985 + Penalty 2839.045685 = -758290.776299 nChanged 9 SP:Iteration 26Q (5749.888665 sec): 3 clusters Score: Raw -761132.377272 + Penalty 2839.045685 = -758293.331587 nChanged 5 SP:Iteration 27Q (5749.911210 sec): 3 clusters Score: Raw -761134.118930 + Penalty 2839.045685 = -758295.073244 nChanged 1 SP:Iteration 28Q (5749.933654 sec): 3 clusters Score: Raw -761134.315980 + Penalty 2839.045685 = -758295.270295 nChanged 1 SP:Iteration 29Q (5749.985331 sec): 3 clusters Score: Raw -761134.423188 + Penalty 2839.045685 = -758295.377502 nChanged 0 SP:Iteration 30F (5750.008115 sec): 3 clusters Score: Raw -761134.423188 + Penalty 2839.045685 = -758295.377502 nChanged 0 Trying to split cluster 15 (5778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5750.027772 sec): 2 clusters Score: Raw -727483.275086 + Penalty 1407.544593 = -726075.730492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5750.050411 sec): 3 clusters Score: Raw -724446.860975 + Penalty 2815.089186 = -721631.771789 nChanged 2308 SP:Iteration 1F (5750.072547 sec): 3 clusters Score: Raw -725823.980802 + Penalty 2815.089186 = -723008.891616 nChanged 434 SP:Iteration 2F (5750.094695 sec): 3 clusters Score: Raw -726073.975564 + Penalty 2815.089186 = -723258.886378 nChanged 338 SP:Iteration 3F (5750.116739 sec): 3 clusters Score: Raw -726286.776703 + Penalty 2815.089186 = -723471.687516 nChanged 296 SP:Iteration 4F (5750.137853 sec): 3 clusters Score: Raw -726482.507241 + Penalty 2815.089186 = -723667.418055 nChanged 285 SP:Iteration 5Q (5750.158866 sec): 3 clusters Score: Raw -726672.391786 + Penalty 2815.089186 = -723857.302600 nChanged 258 SP:Iteration 6Q (5750.189450 sec): 3 clusters Score: Raw -726835.414534 + Penalty 2815.089186 = -724020.325348 nChanged 240 SP:Iteration 7Q (5750.211422 sec): 3 clusters Score: Raw -726991.032644 + Penalty 2815.089186 = -724175.943458 nChanged 206 SP:Iteration 8Q (5750.233495 sec): 3 clusters Score: Raw -727114.464161 + Penalty 2815.089186 = -724299.374975 nChanged 148 SP:Iteration 9Q (5750.255617 sec): 3 clusters Score: Raw -727197.719339 + Penalty 2815.089186 = -724382.630153 nChanged 119 SP:Iteration 10Q (5750.282681 sec): 3 clusters Score: Raw -727266.954163 + Penalty 2815.089186 = -724451.864977 nChanged 104 SP:Iteration 11Q (5750.304929 sec): 3 clusters Score: Raw -727334.129409 + Penalty 2815.089186 = -724519.040223 nChanged 101 SP:Iteration 12Q (5750.326900 sec): 3 clusters Score: Raw -727394.477571 + Penalty 2815.089186 = -724579.388385 nChanged 89 SP:Iteration 13Q (5750.350694 sec): 3 clusters Score: Raw -727442.359340 + Penalty 2815.089186 = -724627.270153 nChanged 63 SP:Iteration 14Q (5750.372647 sec): 3 clusters Score: Raw -727489.461964 + Penalty 2815.089186 = -724674.372777 nChanged 74 SP:Iteration 15Q (5750.394572 sec): 3 clusters Score: Raw -727557.419959 + Penalty 2815.089186 = -724742.330772 nChanged 75 SP:Iteration 16Q (5750.451937 sec): 3 clusters Score: Raw -727627.415632 + Penalty 2815.089186 = -724812.326445 nChanged 60 SP:Iteration 17Q (5750.477974 sec): 3 clusters Score: Raw -727665.199739 + Penalty 2815.089186 = -724850.110553 nChanged 35 SP:Iteration 18Q (5750.534954 sec): 3 clusters Score: Raw -727692.412560 + Penalty 2815.089186 = -724877.323374 nChanged 42 SP:Iteration 19Q (5750.586532 sec): 3 clusters Score: Raw -727716.489193 + Penalty 2815.089186 = -724901.400006 nChanged 30 SP:Iteration 20F (5750.638707 sec): 3 clusters Score: Raw -727731.118805 + Penalty 2815.089186 = -724916.029619 nChanged 27 SP:Iteration 21Q (5750.695130 sec): 3 clusters Score: Raw -727745.067000 + Penalty 2815.089186 = -724929.977814 nChanged 24 SP:Iteration 22Q (5750.743390 sec): 3 clusters Score: Raw -727754.618393 + Penalty 2815.089186 = -724939.529207 nChanged 12 SP:Iteration 23Q (5750.764638 sec): 3 clusters Score: Raw -727761.106655 + Penalty 2815.089186 = -724946.017468 nChanged 11 SP:Iteration 24Q (5750.789350 sec): 3 clusters Score: Raw -727766.638620 + Penalty 2815.089186 = -724951.549434 nChanged 12 SP:Iteration 25Q (5750.816648 sec): 3 clusters Score: Raw -727772.679089 + Penalty 2815.089186 = -724957.589903 nChanged 6 SP:Iteration 26Q (5750.836575 sec): 3 clusters Score: Raw -727774.679235 + Penalty 2815.089186 = -724959.590048 nChanged 3 SP:Iteration 27Q (5750.856406 sec): 3 clusters Score: Raw -727775.869612 + Penalty 2815.089186 = -724960.780426 nChanged 3 SP:Iteration 28Q (5750.876998 sec): 3 clusters Score: Raw -727776.886116 + Penalty 2815.089186 = -724961.796929 nChanged 2 SP:Iteration 29Q (5750.902929 sec): 3 clusters Score: Raw -727777.593146 + Penalty 2815.089186 = -724962.503959 nChanged 1 SP:Iteration 30Q (5750.923796 sec): 3 clusters Score: Raw -727778.059210 + Penalty 2815.089186 = -724962.970024 nChanged 0 SP:Iteration 31F (5750.958730 sec): 3 clusters Score: Raw -727778.059210 + Penalty 2815.089186 = -724962.970024 nChanged 0 Trying to split cluster 16 (5024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5750.980457 sec): 2 clusters Score: Raw -626140.105702 + Penalty 1384.822028 = -624755.283675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5751.009795 sec): 3 clusters Score: Raw -623546.302477 + Penalty 2769.644055 = -620776.658422 nChanged 2043 SP:Iteration 1F (5751.034295 sec): 3 clusters Score: Raw -624664.387875 + Penalty 2769.644055 = -621894.743820 nChanged 344 SP:Iteration 2F (5751.055022 sec): 3 clusters Score: Raw -624858.195024 + Penalty 2769.644055 = -622088.550968 nChanged 275 SP:Iteration 3F (5751.076105 sec): 3 clusters Score: Raw -625011.820835 + Penalty 2769.644055 = -622242.176780 nChanged 232 SP:Iteration 4Q (5751.097289 sec): 3 clusters Score: Raw -625157.883869 + Penalty 2769.644055 = -622388.239814 nChanged 225 SP:Iteration 5Q (5751.123577 sec): 3 clusters Score: Raw -625304.404900 + Penalty 2769.644055 = -622534.760844 nChanged 218 SP:Iteration 6Q (5751.144156 sec): 3 clusters Score: Raw -625471.394306 + Penalty 2769.644055 = -622701.750251 nChanged 207 SP:Iteration 7Q (5751.164336 sec): 3 clusters Score: Raw -625626.803254 + Penalty 2769.644055 = -622857.159199 nChanged 206 SP:Iteration 8Q (5751.185123 sec): 3 clusters Score: Raw -625774.907721 + Penalty 2769.644055 = -623005.263666 nChanged 173 SP:Iteration 9Q (5751.211238 sec): 3 clusters Score: Raw -625902.963357 + Penalty 2769.644055 = -623133.319301 nChanged 163 SP:Iteration 10Q (5751.237026 sec): 3 clusters Score: Raw -626034.377851 + Penalty 2769.644055 = -623264.733796 nChanged 159 SP:Iteration 11Q (5751.261477 sec): 3 clusters Score: Raw -626157.485105 + Penalty 2769.644055 = -623387.841050 nChanged 124 SP:Iteration 12Q (5751.282112 sec): 3 clusters Score: Raw -626250.586960 + Penalty 2769.644055 = -623480.942905 nChanged 105 SP:Iteration 13Q (5751.302586 sec): 3 clusters Score: Raw -626333.515503 + Penalty 2769.644055 = -623563.871447 nChanged 99 SP:Iteration 14Q (5751.322822 sec): 3 clusters Score: Raw -626409.965970 + Penalty 2769.644055 = -623640.321914 nChanged 78 SP:Iteration 15Q (5751.345527 sec): 3 clusters Score: Raw -626464.205339 + Penalty 2769.644055 = -623694.561283 nChanged 50 SP:Iteration 16Q (5751.365511 sec): 3 clusters Score: Raw -626489.702919 + Penalty 2769.644055 = -623720.058864 nChanged 37 SP:Iteration 17Q (5751.385661 sec): 3 clusters Score: Raw -626506.762568 + Penalty 2769.644055 = -623737.118513 nChanged 32 SP:Iteration 18Q (5751.405525 sec): 3 clusters Score: Raw -626519.172000 + Penalty 2769.644055 = -623749.527945 nChanged 26 SP:Iteration 19Q (5751.425666 sec): 3 clusters Score: Raw -626534.131660 + Penalty 2769.644055 = -623764.487605 nChanged 25 SP:Iteration 20F (5751.446798 sec): 3 clusters Score: Raw -626547.324060 + Penalty 2769.644055 = -623777.680005 nChanged 23 SP:Iteration 21Q (5751.466696 sec): 3 clusters Score: Raw -626559.791592 + Penalty 2769.644055 = -623790.147537 nChanged 26 SP:Iteration 22Q (5751.486642 sec): 3 clusters Score: Raw -626569.460184 + Penalty 2769.644055 = -623799.816129 nChanged 15 SP:Iteration 23Q (5751.506536 sec): 3 clusters Score: Raw -626574.861915 + Penalty 2769.644055 = -623805.217860 nChanged 8 SP:Iteration 24Q (5751.531135 sec): 3 clusters Score: Raw -626578.173541 + Penalty 2769.644055 = -623808.529485 nChanged 9 SP:Iteration 25Q (5751.550477 sec): 3 clusters Score: Raw -626581.866190 + Penalty 2769.644055 = -623812.222135 nChanged 8 SP:Iteration 26Q (5751.574794 sec): 3 clusters Score: Raw -626584.491710 + Penalty 2769.644055 = -623814.847655 nChanged 6 SP:Iteration 27Q (5751.628026 sec): 3 clusters Score: Raw -626586.042182 + Penalty 2769.644055 = -623816.398127 nChanged 4 SP:Iteration 28Q (5751.677278 sec): 3 clusters Score: Raw -626587.404558 + Penalty 2769.644055 = -623817.760503 nChanged 5 SP:Iteration 29Q (5751.715021 sec): 3 clusters Score: Raw -626588.516133 + Penalty 2769.644055 = -623818.872078 nChanged 3 SP:Iteration 30Q (5751.768203 sec): 3 clusters Score: Raw -626589.842371 + Penalty 2769.644055 = -623820.198315 nChanged 2 SP:Iteration 31Q (5751.802536 sec): 3 clusters Score: Raw -626591.111184 + Penalty 2769.644055 = -623821.467129 nChanged 4 SP:Iteration 32Q (5751.822213 sec): 3 clusters Score: Raw -626592.703244 + Penalty 2769.644055 = -623823.059189 nChanged 4 SP:Iteration 33Q (5751.842036 sec): 3 clusters Score: Raw -626593.814239 + Penalty 2769.644055 = -623824.170184 nChanged 0 SP:Iteration 34F (5751.863325 sec): 3 clusters Score: Raw -626593.814239 + Penalty 2769.644055 = -623824.170184 nChanged 0 Trying to split cluster 17 (16020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5751.897192 sec): 2 clusters Score: Raw -1987635.607830 + Penalty 1573.258898 = -1986062.348932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5751.938042 sec): 3 clusters Score: Raw -1978066.358120 + Penalty 3146.517797 = -1974919.840323 nChanged 7204 SP:Iteration 1F (5751.975512 sec): 3 clusters Score: Raw -1981951.849184 + Penalty 3146.517797 = -1978805.331387 nChanged 808 SP:Iteration 2F (5752.013189 sec): 3 clusters Score: Raw -1982243.105741 + Penalty 3146.517797 = -1979096.587944 nChanged 757 SP:Iteration 3Q (5752.056424 sec): 3 clusters Score: Raw -1982507.817040 + Penalty 3146.517797 = -1979361.299243 nChanged 684 SP:Iteration 4Q (5752.095664 sec): 3 clusters Score: Raw -1982764.141545 + Penalty 3146.517797 = -1979617.623748 nChanged 664 SP:Iteration 5Q (5752.161703 sec): 3 clusters Score: Raw -1983051.606312 + Penalty 3146.517797 = -1979905.088515 nChanged 677 SP:Iteration 6Q (5752.203567 sec): 3 clusters Score: Raw -1983377.036083 + Penalty 3146.517797 = -1980230.518287 nChanged 725 SP:Iteration 7Q (5752.241523 sec): 3 clusters Score: Raw -1983765.204828 + Penalty 3146.517797 = -1980618.687031 nChanged 796 SP:Iteration 8Q (5752.280101 sec): 3 clusters Score: Raw -1984247.191055 + Penalty 3146.517797 = -1981100.673258 nChanged 791 SP:Iteration 9Q (5752.317971 sec): 3 clusters Score: Raw -1984768.192136 + Penalty 3146.517797 = -1981621.674339 nChanged 785 SP:Iteration 10Q (5752.355784 sec): 3 clusters Score: Raw -1985303.403131 + Penalty 3146.517797 = -1982156.885334 nChanged 694 SP:Iteration 11Q (5752.393059 sec): 3 clusters Score: Raw -1985805.214738 + Penalty 3146.517797 = -1982658.696942 nChanged 594 SP:Iteration 12Q (5752.429562 sec): 3 clusters Score: Raw -1986235.778564 + Penalty 3146.517797 = -1983089.260768 nChanged 447 SP:Iteration 13Q (5752.465044 sec): 3 clusters Score: Raw -1986547.565916 + Penalty 3146.517797 = -1983401.048119 nChanged 368 SP:Iteration 14Q (5752.499657 sec): 3 clusters Score: Raw -1986798.774260 + Penalty 3146.517797 = -1983652.256463 nChanged 299 SP:Iteration 15Q (5752.533605 sec): 3 clusters Score: Raw -1986992.848047 + Penalty 3146.517797 = -1983846.330251 nChanged 247 SP:Iteration 16Q (5752.567313 sec): 3 clusters Score: Raw -1987153.563443 + Penalty 3146.517797 = -1984007.045647 nChanged 189 SP:Iteration 17Q (5752.610593 sec): 3 clusters Score: Raw -1987261.110565 + Penalty 3146.517797 = -1984114.592768 nChanged 167 SP:Iteration 18Q (5752.642755 sec): 3 clusters Score: Raw -1987354.166622 + Penalty 3146.517797 = -1984207.648825 nChanged 147 SP:Iteration 19Q (5752.674594 sec): 3 clusters Score: Raw -1987436.826403 + Penalty 3146.517797 = -1984290.308607 nChanged 126 SP:Iteration 20F (5752.716098 sec): 3 clusters Score: Raw -1987508.250071 + Penalty 3146.517797 = -1984361.732274 nChanged 115 SP:Iteration 21Q (5752.748431 sec): 3 clusters Score: Raw -1987582.002020 + Penalty 3146.517797 = -1984435.484223 nChanged 101 SP:Iteration 22Q (5752.779739 sec): 3 clusters Score: Raw -1987638.931265 + Penalty 3146.517797 = -1984492.413468 nChanged 81 SP:Iteration 23Q (5752.810581 sec): 3 clusters Score: Raw -1987687.039653 + Penalty 3146.517797 = -1984540.521857 nChanged 69 SP:Iteration 24Q (5752.841539 sec): 3 clusters Score: Raw -1987723.434713 + Penalty 3146.517797 = -1984576.916916 nChanged 46 SP:Iteration 25Q (5752.881431 sec): 3 clusters Score: Raw -1987751.737553 + Penalty 3146.517797 = -1984605.219756 nChanged 41 SP:Iteration 26Q (5752.923025 sec): 3 clusters Score: Raw -1987776.760490 + Penalty 3146.517797 = -1984630.242693 nChanged 39 SP:Iteration 27Q (5752.953296 sec): 3 clusters Score: Raw -1987800.835819 + Penalty 3146.517797 = -1984654.318022 nChanged 28 SP:Iteration 28Q (5752.983683 sec): 3 clusters Score: Raw -1987818.496892 + Penalty 3146.517797 = -1984671.979095 nChanged 19 SP:Iteration 29Q (5753.013807 sec): 3 clusters Score: Raw -1987831.424821 + Penalty 3146.517797 = -1984684.907024 nChanged 17 SP:Iteration 30Q (5753.049728 sec): 3 clusters Score: Raw -1987843.744924 + Penalty 3146.517797 = -1984697.227127 nChanged 17 SP:Iteration 31Q (5753.081526 sec): 3 clusters Score: Raw -1987853.728231 + Penalty 3146.517797 = -1984707.210435 nChanged 7 SP:Iteration 32Q (5753.116315 sec): 3 clusters Score: Raw -1987857.205902 + Penalty 3146.517797 = -1984710.688105 nChanged 7 SP:Iteration 33Q (5753.146399 sec): 3 clusters Score: Raw -1987861.359348 + Penalty 3146.517797 = -1984714.841551 nChanged 13 SP:Iteration 34Q (5753.176424 sec): 3 clusters Score: Raw -1987870.866996 + Penalty 3146.517797 = -1984724.349199 nChanged 17 SP:Iteration 35Q (5753.206415 sec): 3 clusters Score: Raw -1987881.028254 + Penalty 3146.517797 = -1984734.510457 nChanged 9 SP:Iteration 36Q (5753.236514 sec): 3 clusters Score: Raw -1987886.469636 + Penalty 3146.517797 = -1984739.951840 nChanged 7 SP:Iteration 37Q (5753.266412 sec): 3 clusters Score: Raw -1987890.287824 + Penalty 3146.517797 = -1984743.770028 nChanged 5 SP:Iteration 38Q (5753.309082 sec): 3 clusters Score: Raw -1987893.265604 + Penalty 3146.517797 = -1984746.747807 nChanged 6 SP:Iteration 39Q (5753.338953 sec): 3 clusters Score: Raw -1987898.553735 + Penalty 3146.517797 = -1984752.035938 nChanged 10 SP:Iteration 40F (5753.376019 sec): 3 clusters Score: Raw -1987906.507295 + Penalty 3146.517797 = -1984759.989499 nChanged 5 SP:Iteration 41Q (5753.410556 sec): 3 clusters Score: Raw -1987909.613964 + Penalty 3146.517797 = -1984763.096167 nChanged 1 SP:Iteration 42Q (5753.465589 sec): 3 clusters Score: Raw -1987910.081126 + Penalty 3146.517797 = -1984763.563330 nChanged 0 SP:Iteration 43F (5753.538894 sec): 3 clusters Score: Raw -1987910.081126 + Penalty 3146.517797 = -1984763.563330 nChanged 0 Trying to split cluster 18 (6194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5753.570919 sec): 2 clusters Score: Raw -783074.709983 + Penalty 1418.842159 = -781655.867825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5753.599298 sec): 3 clusters Score: Raw -779663.007987 + Penalty 2837.684317 = -776825.323670 nChanged 2596 SP:Iteration 1F (5753.621412 sec): 3 clusters Score: Raw -781015.676516 + Penalty 2837.684317 = -778177.992199 nChanged 421 SP:Iteration 2F (5753.643016 sec): 3 clusters Score: Raw -781235.554318 + Penalty 2837.684317 = -778397.870001 nChanged 337 SP:Iteration 3F (5753.665179 sec): 3 clusters Score: Raw -781377.606955 + Penalty 2837.684317 = -778539.922638 nChanged 242 SP:Iteration 4Q (5753.707890 sec): 3 clusters Score: Raw -781477.598820 + Penalty 2837.684317 = -778639.914503 nChanged 203 SP:Iteration 5Q (5753.730042 sec): 3 clusters Score: Raw -781556.376042 + Penalty 2837.684317 = -778718.691724 nChanged 171 SP:Iteration 6Q (5753.751969 sec): 3 clusters Score: Raw -781621.809079 + Penalty 2837.684317 = -778784.124762 nChanged 166 SP:Iteration 7Q (5753.809235 sec): 3 clusters Score: Raw -781698.164479 + Penalty 2837.684317 = -778860.480162 nChanged 159 SP:Iteration 8Q (5753.862443 sec): 3 clusters Score: Raw -781776.668042 + Penalty 2837.684317 = -778938.983725 nChanged 170 SP:Iteration 9Q (5753.894889 sec): 3 clusters Score: Raw -781850.882529 + Penalty 2837.684317 = -779013.198212 nChanged 170 SP:Iteration 10Q (5753.952562 sec): 3 clusters Score: Raw -781926.372167 + Penalty 2837.684317 = -779088.687849 nChanged 185 SP:Iteration 11Q (5753.980046 sec): 3 clusters Score: Raw -782018.715046 + Penalty 2837.684317 = -779181.030729 nChanged 222 SP:Iteration 12Q (5754.002114 sec): 3 clusters Score: Raw -782124.287245 + Penalty 2837.684317 = -779286.602928 nChanged 226 SP:Iteration 13Q (5754.024449 sec): 3 clusters Score: Raw -782245.879338 + Penalty 2837.684317 = -779408.195021 nChanged 231 SP:Iteration 14Q (5754.052124 sec): 3 clusters Score: Raw -782379.818563 + Penalty 2837.684317 = -779542.134246 nChanged 232 SP:Iteration 15Q (5754.084404 sec): 3 clusters Score: Raw -782511.203506 + Penalty 2837.684317 = -779673.519189 nChanged 210 SP:Iteration 16Q (5754.106780 sec): 3 clusters Score: Raw -782621.303228 + Penalty 2837.684317 = -779783.618910 nChanged 181 SP:Iteration 17Q (5754.129061 sec): 3 clusters Score: Raw -782722.445839 + Penalty 2837.684317 = -779884.761522 nChanged 168 SP:Iteration 18Q (5754.151272 sec): 3 clusters Score: Raw -782816.137493 + Penalty 2837.684317 = -779978.453176 nChanged 147 SP:Iteration 19Q (5754.177080 sec): 3 clusters Score: Raw -782911.762553 + Penalty 2837.684317 = -780074.078236 nChanged 133 SP:Iteration 20F (5754.201838 sec): 3 clusters Score: Raw -782996.209328 + Penalty 2837.684317 = -780158.525011 nChanged 109 SP:Iteration 21Q (5754.230211 sec): 3 clusters Score: Raw -783071.262702 + Penalty 2837.684317 = -780233.578385 nChanged 97 SP:Iteration 22Q (5754.255549 sec): 3 clusters Score: Raw -783135.409004 + Penalty 2837.684317 = -780297.724687 nChanged 96 SP:Iteration 23Q (5754.277424 sec): 3 clusters Score: Raw -783203.389743 + Penalty 2837.684317 = -780365.705426 nChanged 81 SP:Iteration 24Q (5754.298946 sec): 3 clusters Score: Raw -783272.736747 + Penalty 2837.684317 = -780435.052430 nChanged 74 SP:Iteration 25Q (5754.320573 sec): 3 clusters Score: Raw -783324.409651 + Penalty 2837.684317 = -780486.725334 nChanged 70 SP:Iteration 26Q (5754.342286 sec): 3 clusters Score: Raw -783374.621913 + Penalty 2837.684317 = -780536.937596 nChanged 56 SP:Iteration 27Q (5754.369220 sec): 3 clusters Score: Raw -783417.400679 + Penalty 2837.684317 = -780579.716362 nChanged 67 SP:Iteration 28Q (5754.390392 sec): 3 clusters Score: Raw -783468.174735 + Penalty 2837.684317 = -780630.490418 nChanged 61 SP:Iteration 29Q (5754.411783 sec): 3 clusters Score: Raw -783510.191364 + Penalty 2837.684317 = -780672.507047 nChanged 59 SP:Iteration 30Q (5754.432891 sec): 3 clusters Score: Raw -783543.855434 + Penalty 2837.684317 = -780706.171117 nChanged 44 SP:Iteration 31Q (5754.453978 sec): 3 clusters Score: Raw -783571.689592 + Penalty 2837.684317 = -780734.005275 nChanged 41 SP:Iteration 32Q (5754.475091 sec): 3 clusters Score: Raw -783599.662291 + Penalty 2837.684317 = -780761.977974 nChanged 41 SP:Iteration 33Q (5754.495778 sec): 3 clusters Score: Raw -783619.695489 + Penalty 2837.684317 = -780782.011172 nChanged 31 SP:Iteration 34Q (5754.516649 sec): 3 clusters Score: Raw -783633.277616 + Penalty 2837.684317 = -780795.593298 nChanged 22 SP:Iteration 35Q (5754.537266 sec): 3 clusters Score: Raw -783642.761851 + Penalty 2837.684317 = -780805.077534 nChanged 19 SP:Iteration 36Q (5754.558018 sec): 3 clusters Score: Raw -783650.007971 + Penalty 2837.684317 = -780812.323654 nChanged 14 SP:Iteration 37Q (5754.578575 sec): 3 clusters Score: Raw -783656.286269 + Penalty 2837.684317 = -780818.601952 nChanged 16 SP:Iteration 38Q (5754.599258 sec): 3 clusters Score: Raw -783663.447851 + Penalty 2837.684317 = -780825.763534 nChanged 15 SP:Iteration 39Q (5754.619882 sec): 3 clusters Score: Raw -783667.341088 + Penalty 2837.684317 = -780829.656771 nChanged 8 SP:Iteration 40F (5754.642084 sec): 3 clusters Score: Raw -783668.916181 + Penalty 2837.684317 = -780831.231864 nChanged 3 SP:Iteration 41Q (5754.672986 sec): 3 clusters Score: Raw -783670.113711 + Penalty 2837.684317 = -780832.429394 nChanged 6 SP:Iteration 42Q (5754.693631 sec): 3 clusters Score: Raw -783671.923149 + Penalty 2837.684317 = -780834.238832 nChanged 4 SP:Iteration 43Q (5754.714193 sec): 3 clusters Score: Raw -783673.409382 + Penalty 2837.684317 = -780835.725065 nChanged 4 SP:Iteration 44Q (5754.735041 sec): 3 clusters Score: Raw -783674.643732 + Penalty 2837.684317 = -780836.959414 nChanged 4 SP:Iteration 45Q (5754.760630 sec): 3 clusters Score: Raw -783675.664842 + Penalty 2837.684317 = -780837.980525 nChanged 2 SP:Iteration 46Q (5754.783386 sec): 3 clusters Score: Raw -783676.066008 + Penalty 2837.684317 = -780838.381691 nChanged 1 SP:Iteration 47Q (5754.803830 sec): 3 clusters Score: Raw -783676.236918 + Penalty 2837.684317 = -780838.552601 nChanged 0 SP:Iteration 48F (5754.825926 sec): 3 clusters Score: Raw -783676.236918 + Penalty 2837.684317 = -780838.552601 nChanged 0 Trying to split cluster 19 (50672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5754.899637 sec): 2 clusters Score: Raw -6428509.520218 + Penalty 1760.383425 = -6426749.136793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5754.997216 sec): 3 clusters Score: Raw -6396427.521969 + Penalty 3520.766850 = -6392906.755120 nChanged 23818 SP:Iteration 1F (5755.083381 sec): 3 clusters Score: Raw -6411217.664566 + Penalty 3520.766850 = -6407696.897716 nChanged 3107 SP:Iteration 2F (5755.180762 sec): 3 clusters Score: Raw -6413175.647121 + Penalty 3520.766850 = -6409654.880271 nChanged 3643 SP:Iteration 3F (5755.301321 sec): 3 clusters Score: Raw -6415663.893596 + Penalty 3520.766850 = -6412143.126746 nChanged 3974 SP:Iteration 4F (5755.390885 sec): 3 clusters Score: Raw -6418704.674444 + Penalty 3520.766850 = -6415183.907594 nChanged 3753 SP:Iteration 5F (5755.480846 sec): 3 clusters Score: Raw -6421851.305470 + Penalty 3520.766850 = -6418330.538620 nChanged 3116 SP:Iteration 6F (5755.581209 sec): 3 clusters Score: Raw -6424598.596011 + Penalty 3520.766850 = -6421077.829161 nChanged 2316 SP:Iteration 7Q (5755.669748 sec): 3 clusters Score: Raw -6426401.814985 + Penalty 3520.766850 = -6422881.048136 nChanged 1560 SP:Iteration 8Q (5755.765894 sec): 3 clusters Score: Raw -6427451.694768 + Penalty 3520.766850 = -6423930.927918 nChanged 1094 SP:Iteration 9Q (5755.851477 sec): 3 clusters Score: Raw -6428040.128213 + Penalty 3520.766850 = -6424519.361364 nChanged 821 SP:Iteration 10Q (5755.934883 sec): 3 clusters Score: Raw -6428454.161578 + Penalty 3520.766850 = -6424933.394729 nChanged 684 SP:Iteration 11Q (5756.016172 sec): 3 clusters Score: Raw -6428765.880486 + Penalty 3520.766850 = -6425245.113636 nChanged 571 SP:Iteration 12Q (5756.097021 sec): 3 clusters Score: Raw -6429001.211456 + Penalty 3520.766850 = -6425480.444607 nChanged 518 SP:Iteration 13Q (5756.197376 sec): 3 clusters Score: Raw -6429197.993244 + Penalty 3520.766850 = -6425677.226394 nChanged 460 SP:Iteration 14Q (5756.296899 sec): 3 clusters Score: Raw -6429384.059788 + Penalty 3520.766850 = -6425863.292938 nChanged 452 SP:Iteration 15Q (5756.382700 sec): 3 clusters Score: Raw -6429565.968756 + Penalty 3520.766850 = -6426045.201906 nChanged 393 SP:Iteration 16Q (5756.460019 sec): 3 clusters Score: Raw -6429726.286159 + Penalty 3520.766850 = -6426205.519310 nChanged 355 SP:Iteration 17Q (5756.543707 sec): 3 clusters Score: Raw -6429866.611172 + Penalty 3520.766850 = -6426345.844322 nChanged 333 SP:Iteration 18Q (5756.619601 sec): 3 clusters Score: Raw -6429989.102793 + Penalty 3520.766850 = -6426468.335943 nChanged 267 SP:Iteration 19Q (5756.696521 sec): 3 clusters Score: Raw -6430072.586979 + Penalty 3520.766850 = -6426551.820129 nChanged 236 SP:Iteration 20F (5756.793378 sec): 3 clusters Score: Raw -6430138.686154 + Penalty 3520.766850 = -6426617.919305 nChanged 202 SP:Iteration 21Q (5756.876558 sec): 3 clusters Score: Raw -6430193.726727 + Penalty 3520.766850 = -6426672.959877 nChanged 202 SP:Iteration 22Q (5756.963716 sec): 3 clusters Score: Raw -6430247.136164 + Penalty 3520.766850 = -6426726.369314 nChanged 181 SP:Iteration 23Q (5757.044757 sec): 3 clusters Score: Raw -6430298.715378 + Penalty 3520.766850 = -6426777.948528 nChanged 176 SP:Iteration 24Q (5757.119407 sec): 3 clusters Score: Raw -6430350.789885 + Penalty 3520.766850 = -6426830.023035 nChanged 168 SP:Iteration 25Q (5757.194551 sec): 3 clusters Score: Raw -6430398.662945 + Penalty 3520.766850 = -6426877.896095 nChanged 147 SP:Iteration 26Q (5757.269414 sec): 3 clusters Score: Raw -6430437.666411 + Penalty 3520.766850 = -6426916.899561 nChanged 122 SP:Iteration 27Q (5757.343255 sec): 3 clusters Score: Raw -6430465.857044 + Penalty 3520.766850 = -6426945.090194 nChanged 113 SP:Iteration 28Q (5757.449889 sec): 3 clusters Score: Raw -6430494.206406 + Penalty 3520.766850 = -6426973.439556 nChanged 108 SP:Iteration 29Q (5757.538112 sec): 3 clusters Score: Raw -6430523.298435 + Penalty 3520.766850 = -6427002.531585 nChanged 99 SP:Iteration 30Q (5757.615239 sec): 3 clusters Score: Raw -6430545.306319 + Penalty 3520.766850 = -6427024.539469 nChanged 85 SP:Iteration 31Q (5757.709024 sec): 3 clusters Score: Raw -6430565.023472 + Penalty 3520.766850 = -6427044.256622 nChanged 68 SP:Iteration 32Q (5757.789864 sec): 3 clusters Score: Raw -6430578.663146 + Penalty 3520.766850 = -6427057.896296 nChanged 58 SP:Iteration 33Q (5757.863334 sec): 3 clusters Score: Raw -6430589.793079 + Penalty 3520.766850 = -6427069.026229 nChanged 51 SP:Iteration 34Q (5757.938040 sec): 3 clusters Score: Raw -6430598.784812 + Penalty 3520.766850 = -6427078.017962 nChanged 37 SP:Iteration 35Q (5758.011805 sec): 3 clusters Score: Raw -6430604.895546 + Penalty 3520.766850 = -6427084.128696 nChanged 30 SP:Iteration 36Q (5758.119838 sec): 3 clusters Score: Raw -6430609.240682 + Penalty 3520.766850 = -6427088.473832 nChanged 23 SP:Iteration 37Q (5758.226648 sec): 3 clusters Score: Raw -6430612.634134 + Penalty 3520.766850 = -6427091.867284 nChanged 19 SP:Iteration 38Q (5758.299286 sec): 3 clusters Score: Raw -6430615.550573 + Penalty 3520.766850 = -6427094.783723 nChanged 11 SP:Iteration 39Q (5758.372259 sec): 3 clusters Score: Raw -6430616.677312 + Penalty 3520.766850 = -6427095.910462 nChanged 9 SP:Iteration 40F (5758.459540 sec): 3 clusters Score: Raw -6430618.248753 + Penalty 3520.766850 = -6427097.481904 nChanged 8 SP:Iteration 41Q (5758.532665 sec): 3 clusters Score: Raw -6430619.370510 + Penalty 3520.766850 = -6427098.603660 nChanged 6 SP:Iteration 42Q (5758.606694 sec): 3 clusters Score: Raw -6430620.427664 + Penalty 3520.766850 = -6427099.660814 nChanged 8 SP:Iteration 43Q (5758.682868 sec): 3 clusters Score: Raw -6430621.484803 + Penalty 3520.766850 = -6427100.717953 nChanged 7 SP:Iteration 44Q (5758.774157 sec): 3 clusters Score: Raw -6430622.243829 + Penalty 3520.766850 = -6427101.476979 nChanged 4 SP:Iteration 45Q (5758.847993 sec): 3 clusters Score: Raw -6430622.887001 + Penalty 3520.766850 = -6427102.120152 nChanged 6 SP:Iteration 46Q (5758.935977 sec): 3 clusters Score: Raw -6430623.890664 + Penalty 3520.766850 = -6427103.123814 nChanged 4 SP:Iteration 47Q (5759.009178 sec): 3 clusters Score: Raw -6430624.633751 + Penalty 3520.766850 = -6427103.866901 nChanged 5 SP:Iteration 48Q (5759.085542 sec): 3 clusters Score: Raw -6430625.615616 + Penalty 3520.766850 = -6427104.848766 nChanged 8 SP:Iteration 49Q (5759.181877 sec): 3 clusters Score: Raw -6430627.065565 + Penalty 3520.766850 = -6427106.298715 nChanged 7 SP:Iteration 50Q (5759.256463 sec): 3 clusters Score: Raw -6430628.284771 + Penalty 3520.766850 = -6427107.517921 nChanged 9 SP:Iteration 51Q (5759.344662 sec): 3 clusters Score: Raw -6430629.562715 + Penalty 3520.766850 = -6427108.795865 nChanged 7 SP:Iteration 52Q (5759.426822 sec): 3 clusters Score: Raw -6430630.538700 + Penalty 3520.766850 = -6427109.771850 nChanged 5 SP:Iteration 53Q (5759.502630 sec): 3 clusters Score: Raw -6430631.028801 + Penalty 3520.766850 = -6427110.261952 nChanged 3 SP:Iteration 54Q (5759.575744 sec): 3 clusters Score: Raw -6430631.217220 + Penalty 3520.766850 = -6427110.450370 nChanged 1 SP:Iteration 55Q (5759.665675 sec): 3 clusters Score: Raw -6430631.333819 + Penalty 3520.766850 = -6427110.566969 nChanged 1 SP:Iteration 56Q (5759.746393 sec): 3 clusters Score: Raw -6430631.498177 + Penalty 3520.766850 = -6427110.731328 nChanged 0 SP:Iteration 57F (5759.834236 sec): 3 clusters Score: Raw -6430631.498177 + Penalty 3520.766850 = -6427110.731328 nChanged 0 Score: Raw -84153573.705182 + Penalty 93920.067112 = -84059653.638070 Splitting cluster 19 changes total score from -84059714.863653 to -84059653.638070 So it's not getting split. Trying to split cluster 20 (37249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5777.074392 sec): 2 clusters Score: Raw -4656082.574510 + Penalty 1710.374311 = -4654372.200198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5777.146403 sec): 3 clusters Score: Raw -4632680.962806 + Penalty 3420.748623 = -4629260.214183 nChanged 17352 SP:Iteration 1F (5777.213399 sec): 3 clusters Score: Raw -4642405.415242 + Penalty 3420.748623 = -4638984.666619 nChanged 1844 SP:Iteration 2Q (5777.289015 sec): 3 clusters Score: Raw -4643087.024947 + Penalty 3420.748623 = -4639666.276324 nChanged 1892 SP:Iteration 3F (5777.355247 sec): 3 clusters Score: Raw -4643909.224472 + Penalty 3420.748623 = -4640488.475849 nChanged 2014 SP:Iteration 4F (5777.420639 sec): 3 clusters Score: Raw -4644917.957657 + Penalty 3420.748623 = -4641497.209035 nChanged 2213 SP:Iteration 5F (5777.486821 sec): 3 clusters Score: Raw -4646249.761780 + Penalty 3420.748623 = -4642829.013157 nChanged 2562 SP:Iteration 6F (5777.553660 sec): 3 clusters Score: Raw -4648289.886150 + Penalty 3420.748623 = -4644869.137527 nChanged 2810 SP:Iteration 7F (5777.620164 sec): 3 clusters Score: Raw -4651057.238762 + Penalty 3420.748623 = -4647636.490139 nChanged 2577 SP:Iteration 8F (5777.686013 sec): 3 clusters Score: Raw -4653416.444570 + Penalty 3420.748623 = -4649995.695947 nChanged 1883 SP:Iteration 9F (5777.752106 sec): 3 clusters Score: Raw -4654647.347969 + Penalty 3420.748623 = -4651226.599346 nChanged 1163 SP:Iteration 10Q (5777.818532 sec): 3 clusters Score: Raw -4655265.366929 + Penalty 3420.748623 = -4651844.618306 nChanged 783 SP:Iteration 11Q (5777.912191 sec): 3 clusters Score: Raw -4655697.104210 + Penalty 3420.748623 = -4652276.355587 nChanged 662 SP:Iteration 12Q (5777.979009 sec): 3 clusters Score: Raw -4656012.023404 + Penalty 3420.748623 = -4652591.274781 nChanged 530 SP:Iteration 13Q (5778.042541 sec): 3 clusters Score: Raw -4656248.658169 + Penalty 3420.748623 = -4652827.909546 nChanged 491 SP:Iteration 14Q (5778.107257 sec): 3 clusters Score: Raw -4656425.643980 + Penalty 3420.748623 = -4653004.895358 nChanged 397 SP:Iteration 15Q (5778.191708 sec): 3 clusters Score: Raw -4656538.473315 + Penalty 3420.748623 = -4653117.724692 nChanged 301 SP:Iteration 16Q (5778.255013 sec): 3 clusters Score: Raw -4656607.479229 + Penalty 3420.748623 = -4653186.730606 nChanged 236 SP:Iteration 17Q (5778.318650 sec): 3 clusters Score: Raw -4656651.224935 + Penalty 3420.748623 = -4653230.476312 nChanged 189 SP:Iteration 18Q (5778.381194 sec): 3 clusters Score: Raw -4656681.356925 + Penalty 3420.748623 = -4653260.608302 nChanged 170 SP:Iteration 19Q (5778.444324 sec): 3 clusters Score: Raw -4656703.863836 + Penalty 3420.748623 = -4653283.115213 nChanged 146 SP:Iteration 20F (5778.511119 sec): 3 clusters Score: Raw -4656720.764026 + Penalty 3420.748623 = -4653300.015403 nChanged 115 SP:Iteration 21Q (5778.574535 sec): 3 clusters Score: Raw -4656732.088991 + Penalty 3420.748623 = -4653311.340368 nChanged 93 SP:Iteration 22Q (5778.638361 sec): 3 clusters Score: Raw -4656741.773749 + Penalty 3420.748623 = -4653321.025126 nChanged 89 SP:Iteration 23Q (5778.700293 sec): 3 clusters Score: Raw -4656750.572084 + Penalty 3420.748623 = -4653329.823462 nChanged 92 SP:Iteration 24Q (5778.762979 sec): 3 clusters Score: Raw -4656759.488315 + Penalty 3420.748623 = -4653338.739692 nChanged 79 SP:Iteration 25Q (5778.826328 sec): 3 clusters Score: Raw -4656767.207585 + Penalty 3420.748623 = -4653346.458962 nChanged 65 SP:Iteration 26Q (5778.888756 sec): 3 clusters Score: Raw -4656772.726490 + Penalty 3420.748623 = -4653351.977867 nChanged 51 SP:Iteration 27Q (5778.951957 sec): 3 clusters Score: Raw -4656776.907857 + Penalty 3420.748623 = -4653356.159234 nChanged 47 SP:Iteration 28Q (5779.014828 sec): 3 clusters Score: Raw -4656780.665785 + Penalty 3420.748623 = -4653359.917163 nChanged 57 SP:Iteration 29Q (5779.080400 sec): 3 clusters Score: Raw -4656785.165009 + Penalty 3420.748623 = -4653364.416386 nChanged 52 SP:Iteration 30Q (5779.142005 sec): 3 clusters Score: Raw -4656789.348809 + Penalty 3420.748623 = -4653368.600187 nChanged 41 SP:Iteration 31Q (5779.205998 sec): 3 clusters Score: Raw -4656791.804767 + Penalty 3420.748623 = -4653371.056144 nChanged 34 SP:Iteration 32Q (5779.271772 sec): 3 clusters Score: Raw -4656793.700995 + Penalty 3420.748623 = -4653372.952372 nChanged 26 SP:Iteration 33Q (5779.335914 sec): 3 clusters Score: Raw -4656794.922824 + Penalty 3420.748623 = -4653374.174201 nChanged 24 SP:Iteration 34Q (5779.401644 sec): 3 clusters Score: Raw -4656796.085600 + Penalty 3420.748623 = -4653375.336977 nChanged 17 SP:Iteration 35Q (5779.473741 sec): 3 clusters Score: Raw -4656796.701652 + Penalty 3420.748623 = -4653375.953029 nChanged 15 SP:Iteration 36Q (5779.536583 sec): 3 clusters Score: Raw -4656797.262144 + Penalty 3420.748623 = -4653376.513521 nChanged 10 SP:Iteration 37Q (5779.597535 sec): 3 clusters Score: Raw -4656797.654481 + Penalty 3420.748623 = -4653376.905858 nChanged 9 SP:Iteration 38Q (5779.661591 sec): 3 clusters Score: Raw -4656798.011315 + Penalty 3420.748623 = -4653377.262692 nChanged 5 SP:Iteration 39Q (5779.724740 sec): 3 clusters Score: Raw -4656798.254597 + Penalty 3420.748623 = -4653377.505975 nChanged 7 SP:Iteration 40F (5779.800222 sec): 3 clusters Score: Raw -4656798.479076 + Penalty 3420.748623 = -4653377.730453 nChanged 9 SP:Iteration 41Q (5779.864655 sec): 3 clusters Score: Raw -4656798.847387 + Penalty 3420.748623 = -4653378.098764 nChanged 5 SP:Iteration 42Q (5779.926349 sec): 3 clusters Score: Raw -4656799.003746 + Penalty 3420.748623 = -4653378.255124 nChanged 4 SP:Iteration 43Q (5779.988421 sec): 3 clusters Score: Raw -4656799.092160 + Penalty 3420.748623 = -4653378.343537 nChanged 3 SP:Iteration 44Q (5780.060254 sec): 3 clusters Score: Raw -4656799.198278 + Penalty 3420.748623 = -4653378.449655 nChanged 5 SP:Iteration 45Q (5780.128837 sec): 3 clusters Score: Raw -4656799.333134 + Penalty 3420.748623 = -4653378.584511 nChanged 3 SP:Iteration 46Q (5780.191077 sec): 3 clusters Score: Raw -4656799.395132 + Penalty 3420.748623 = -4653378.646510 nChanged 3 SP:Iteration 47Q (5780.264632 sec): 3 clusters Score: Raw -4656799.442411 + Penalty 3420.748623 = -4653378.693788 nChanged 2 SP:Iteration 48Q (5780.327272 sec): 3 clusters Score: Raw -4656799.515610 + Penalty 3420.748623 = -4653378.766987 nChanged 5 SP:Iteration 49Q (5780.389931 sec): 3 clusters Score: Raw -4656799.731405 + Penalty 3420.748623 = -4653378.982783 nChanged 1 SP:Iteration 50Q (5780.451843 sec): 3 clusters Score: Raw -4656799.797571 + Penalty 3420.748623 = -4653379.048948 nChanged 2 SP:Iteration 51Q (5780.514920 sec): 3 clusters Score: Raw -4656799.864162 + Penalty 3420.748623 = -4653379.115539 nChanged 2 SP:Iteration 52Q (5780.576373 sec): 3 clusters Score: Raw -4656799.929508 + Penalty 3420.748623 = -4653379.180885 nChanged 4 SP:Iteration 53Q (5780.639534 sec): 3 clusters Score: Raw -4656800.008216 + Penalty 3420.748623 = -4653379.259593 nChanged 1 SP:Iteration 54Q (5780.718168 sec): 3 clusters Score: Raw -4656800.020074 + Penalty 3420.748623 = -4653379.271451 nChanged 0 SP:Iteration 55F (5780.789637 sec): 3 clusters Score: Raw -4656800.020074 + Penalty 3420.748623 = -4653379.271451 nChanged 0 Trying to split cluster 21 (3210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5780.800205 sec): 2 clusters Score: Raw -381273.990235 + Penalty 1312.029260 = -379961.960975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5780.816818 sec): 3 clusters Score: Raw -379712.928240 + Penalty 2624.058520 = -377088.869720 nChanged 1230 SP:Iteration 1F (5780.832369 sec): 3 clusters Score: Raw -380528.915507 + Penalty 2624.058520 = -377904.856987 nChanged 286 SP:Iteration 2F (5780.847914 sec): 3 clusters Score: Raw -380790.268004 + Penalty 2624.058520 = -378166.209484 nChanged 206 SP:Iteration 3F (5780.863353 sec): 3 clusters Score: Raw -380971.896265 + Penalty 2624.058520 = -378347.837744 nChanged 172 SP:Iteration 4F (5780.878936 sec): 3 clusters Score: Raw -381148.780028 + Penalty 2624.058520 = -378524.721508 nChanged 185 SP:Iteration 5F (5780.894323 sec): 3 clusters Score: Raw -381389.402940 + Penalty 2624.058520 = -378765.344420 nChanged 207 SP:Iteration 6F (5780.909860 sec): 3 clusters Score: Raw -381655.764243 + Penalty 2624.058520 = -379031.705723 nChanged 177 SP:Iteration 7F (5780.925371 sec): 3 clusters Score: Raw -381847.221491 + Penalty 2624.058520 = -379223.162971 nChanged 129 SP:Iteration 8Q (5780.940520 sec): 3 clusters Score: Raw -381945.414216 + Penalty 2624.058520 = -379321.355696 nChanged 79 SP:Iteration 9Q (5780.960121 sec): 3 clusters Score: Raw -381996.052966 + Penalty 2624.058520 = -379371.994445 nChanged 61 SP:Iteration 10Q (5780.980079 sec): 3 clusters Score: Raw -382034.819944 + Penalty 2624.058520 = -379410.761424 nChanged 49 SP:Iteration 11Q (5780.995087 sec): 3 clusters Score: Raw -382072.337939 + Penalty 2624.058520 = -379448.279418 nChanged 54 SP:Iteration 12Q (5781.010223 sec): 3 clusters Score: Raw -382123.149593 + Penalty 2624.058520 = -379499.091073 nChanged 55 SP:Iteration 13Q (5781.025294 sec): 3 clusters Score: Raw -382167.871798 + Penalty 2624.058520 = -379543.813277 nChanged 50 SP:Iteration 14Q (5781.040374 sec): 3 clusters Score: Raw -382204.774101 + Penalty 2624.058520 = -379580.715581 nChanged 45 SP:Iteration 15Q (5781.055265 sec): 3 clusters Score: Raw -382248.105878 + Penalty 2624.058520 = -379624.047358 nChanged 44 SP:Iteration 16Q (5781.070269 sec): 3 clusters Score: Raw -382288.301016 + Penalty 2624.058520 = -379664.242496 nChanged 33 SP:Iteration 17Q (5781.084933 sec): 3 clusters Score: Raw -382306.543776 + Penalty 2624.058520 = -379682.485256 nChanged 27 SP:Iteration 18Q (5781.099916 sec): 3 clusters Score: Raw -382325.124455 + Penalty 2624.058520 = -379701.065935 nChanged 21 SP:Iteration 19Q (5781.124734 sec): 3 clusters Score: Raw -382335.607784 + Penalty 2624.058520 = -379711.549264 nChanged 17 SP:Iteration 20F (5781.150358 sec): 3 clusters Score: Raw -382343.434084 + Penalty 2624.058520 = -379719.375564 nChanged 8 SP:Iteration 21Q (5781.164436 sec): 3 clusters Score: Raw -382346.990792 + Penalty 2624.058520 = -379722.932272 nChanged 7 SP:Iteration 22Q (5781.179464 sec): 3 clusters Score: Raw -382349.125225 + Penalty 2624.058520 = -379725.066704 nChanged 3 SP:Iteration 23Q (5781.208176 sec): 3 clusters Score: Raw -382349.864640 + Penalty 2624.058520 = -379725.806120 nChanged 0 SP:Iteration 24F (5781.223583 sec): 3 clusters Score: Raw -382349.864640 + Penalty 2624.058520 = -379725.806120 nChanged 0 Trying to split cluster 22 (7830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5781.245806 sec): 2 clusters Score: Raw -988989.226840 + Penalty 1456.929141 = -987532.297699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5781.271276 sec): 3 clusters Score: Raw -984704.687588 + Penalty 2913.858281 = -981790.829306 nChanged 3256 SP:Iteration 1F (5781.296288 sec): 3 clusters Score: Raw -986720.014253 + Penalty 2913.858281 = -983806.155972 nChanged 654 SP:Iteration 2F (5781.321370 sec): 3 clusters Score: Raw -987282.328990 + Penalty 2913.858281 = -984368.470709 nChanged 662 SP:Iteration 3F (5781.346011 sec): 3 clusters Score: Raw -987874.073961 + Penalty 2913.858281 = -984960.215680 nChanged 588 SP:Iteration 4F (5781.380651 sec): 3 clusters Score: Raw -988371.532449 + Penalty 2913.858281 = -985457.674168 nChanged 502 SP:Iteration 5F (5781.405575 sec): 3 clusters Score: Raw -988744.081243 + Penalty 2913.858281 = -985830.222961 nChanged 389 SP:Iteration 6Q (5781.430482 sec): 3 clusters Score: Raw -988987.016030 + Penalty 2913.858281 = -986073.157748 nChanged 282 SP:Iteration 7Q (5781.460196 sec): 3 clusters Score: Raw -989137.628222 + Penalty 2913.858281 = -986223.769940 nChanged 204 SP:Iteration 8Q (5781.484902 sec): 3 clusters Score: Raw -989229.313465 + Penalty 2913.858281 = -986315.455184 nChanged 163 SP:Iteration 9Q (5781.530410 sec): 3 clusters Score: Raw -989289.579617 + Penalty 2913.858281 = -986375.721336 nChanged 131 SP:Iteration 10Q (5781.585568 sec): 3 clusters Score: Raw -989341.235268 + Penalty 2913.858281 = -986427.376987 nChanged 116 SP:Iteration 11Q (5781.630878 sec): 3 clusters Score: Raw -989390.089661 + Penalty 2913.858281 = -986476.231379 nChanged 80 SP:Iteration 12Q (5781.656611 sec): 3 clusters Score: Raw -989422.339837 + Penalty 2913.858281 = -986508.481555 nChanged 73 SP:Iteration 13Q (5781.703935 sec): 3 clusters Score: Raw -989451.118597 + Penalty 2913.858281 = -986537.260315 nChanged 55 SP:Iteration 14Q (5781.729656 sec): 3 clusters Score: Raw -989471.106462 + Penalty 2913.858281 = -986557.248181 nChanged 61 SP:Iteration 15Q (5781.754207 sec): 3 clusters Score: Raw -989489.834306 + Penalty 2913.858281 = -986575.976024 nChanged 53 SP:Iteration 16Q (5781.780777 sec): 3 clusters Score: Raw -989504.136112 + Penalty 2913.858281 = -986590.277830 nChanged 50 SP:Iteration 17Q (5781.812040 sec): 3 clusters Score: Raw -989516.732663 + Penalty 2913.858281 = -986602.874381 nChanged 35 SP:Iteration 18Q (5781.836357 sec): 3 clusters Score: Raw -989526.141813 + Penalty 2913.858281 = -986612.283532 nChanged 40 SP:Iteration 19Q (5781.860816 sec): 3 clusters Score: Raw -989535.040979 + Penalty 2913.858281 = -986621.182698 nChanged 32 SP:Iteration 20F (5781.885858 sec): 3 clusters Score: Raw -989541.308900 + Penalty 2913.858281 = -986627.450619 nChanged 24 SP:Iteration 21Q (5781.913974 sec): 3 clusters Score: Raw -989546.481706 + Penalty 2913.858281 = -986632.623425 nChanged 20 SP:Iteration 22Q (5781.957011 sec): 3 clusters Score: Raw -989550.759635 + Penalty 2913.858281 = -986636.901353 nChanged 20 SP:Iteration 23Q (5781.981449 sec): 3 clusters Score: Raw -989556.003183 + Penalty 2913.858281 = -986642.144901 nChanged 24 SP:Iteration 24Q (5782.005824 sec): 3 clusters Score: Raw -989559.561466 + Penalty 2913.858281 = -986645.703185 nChanged 6 SP:Iteration 25Q (5782.030377 sec): 3 clusters Score: Raw -989560.390308 + Penalty 2913.858281 = -986646.532027 nChanged 8 SP:Iteration 26Q (5782.056830 sec): 3 clusters Score: Raw -989561.464052 + Penalty 2913.858281 = -986647.605770 nChanged 4 SP:Iteration 27Q (5782.085698 sec): 3 clusters Score: Raw -989562.195777 + Penalty 2913.858281 = -986648.337495 nChanged 6 SP:Iteration 28Q (5782.110013 sec): 3 clusters Score: Raw -989563.131192 + Penalty 2913.858281 = -986649.272911 nChanged 8 SP:Iteration 29Q (5782.164178 sec): 3 clusters Score: Raw -989564.744303 + Penalty 2913.858281 = -986650.886022 nChanged 6 SP:Iteration 30Q (5782.201871 sec): 3 clusters Score: Raw -989566.576718 + Penalty 2913.858281 = -986652.718437 nChanged 8 SP:Iteration 31Q (5782.232500 sec): 3 clusters Score: Raw -989567.784192 + Penalty 2913.858281 = -986653.925911 nChanged 5 SP:Iteration 32Q (5782.293479 sec): 3 clusters Score: Raw -989568.581927 + Penalty 2913.858281 = -986654.723645 nChanged 5 SP:Iteration 33Q (5782.317646 sec): 3 clusters Score: Raw -989569.527980 + Penalty 2913.858281 = -986655.669698 nChanged 5 SP:Iteration 34Q (5782.343627 sec): 3 clusters Score: Raw -989570.514601 + Penalty 2913.858281 = -986656.656320 nChanged 3 SP:Iteration 35Q (5782.367968 sec): 3 clusters Score: Raw -989570.840710 + Penalty 2913.858281 = -986656.982428 nChanged 4 SP:Iteration 36Q (5782.392187 sec): 3 clusters Score: Raw -989571.474358 + Penalty 2913.858281 = -986657.616077 nChanged 4 SP:Iteration 37Q (5782.418891 sec): 3 clusters Score: Raw -989571.962156 + Penalty 2913.858281 = -986658.103874 nChanged 2 SP:Iteration 38Q (5782.446972 sec): 3 clusters Score: Raw -989572.333970 + Penalty 2913.858281 = -986658.475689 nChanged 1 SP:Iteration 39Q (5782.475269 sec): 3 clusters Score: Raw -989572.402723 + Penalty 2913.858281 = -986658.544442 nChanged 0 SP:Iteration 40F (5782.504392 sec): 3 clusters Score: Raw -989572.402723 + Penalty 2913.858281 = -986658.544442 nChanged 0 Trying to split cluster 23 (6359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5782.525021 sec): 2 clusters Score: Raw -744690.268152 + Penalty 1423.114292 = -743267.153860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5782.548379 sec): 3 clusters Score: Raw -741334.163786 + Penalty 2846.228584 = -738487.935202 nChanged 2697 SP:Iteration 1F (5782.571268 sec): 3 clusters Score: Raw -743055.367506 + Penalty 2846.228584 = -740209.138922 nChanged 512 SP:Iteration 2F (5782.598201 sec): 3 clusters Score: Raw -743474.294487 + Penalty 2846.228584 = -740628.065903 nChanged 444 SP:Iteration 3F (5782.621154 sec): 3 clusters Score: Raw -743892.855947 + Penalty 2846.228584 = -741046.627364 nChanged 406 SP:Iteration 4F (5782.643862 sec): 3 clusters Score: Raw -744234.010218 + Penalty 2846.228584 = -741387.781635 nChanged 378 SP:Iteration 5F (5782.670076 sec): 3 clusters Score: Raw -744511.630505 + Penalty 2846.228584 = -741665.401921 nChanged 299 SP:Iteration 6Q (5782.692708 sec): 3 clusters Score: Raw -744723.573036 + Penalty 2846.228584 = -741877.344453 nChanged 244 SP:Iteration 7Q (5782.715207 sec): 3 clusters Score: Raw -744882.480551 + Penalty 2846.228584 = -742036.251967 nChanged 207 SP:Iteration 8Q (5782.737855 sec): 3 clusters Score: Raw -745009.889320 + Penalty 2846.228584 = -742163.660737 nChanged 172 SP:Iteration 9Q (5782.764231 sec): 3 clusters Score: Raw -745105.829088 + Penalty 2846.228584 = -742259.600504 nChanged 147 SP:Iteration 10Q (5782.786694 sec): 3 clusters Score: Raw -745167.463641 + Penalty 2846.228584 = -742321.235057 nChanged 123 SP:Iteration 11Q (5782.809172 sec): 3 clusters Score: Raw -745221.523688 + Penalty 2846.228584 = -742375.295104 nChanged 119 SP:Iteration 12Q (5782.831537 sec): 3 clusters Score: Raw -745267.772008 + Penalty 2846.228584 = -742421.543424 nChanged 98 SP:Iteration 13Q (5782.853823 sec): 3 clusters Score: Raw -745304.323107 + Penalty 2846.228584 = -742458.094523 nChanged 80 SP:Iteration 14Q (5782.881167 sec): 3 clusters Score: Raw -745336.873096 + Penalty 2846.228584 = -742490.644512 nChanged 81 SP:Iteration 15Q (5782.903547 sec): 3 clusters Score: Raw -745375.769677 + Penalty 2846.228584 = -742529.541093 nChanged 72 SP:Iteration 16Q (5782.926051 sec): 3 clusters Score: Raw -745416.277860 + Penalty 2846.228584 = -742570.049276 nChanged 86 SP:Iteration 17Q (5782.953097 sec): 3 clusters Score: Raw -745458.421442 + Penalty 2846.228584 = -742612.192858 nChanged 94 SP:Iteration 18Q (5782.975433 sec): 3 clusters Score: Raw -745512.046367 + Penalty 2846.228584 = -742665.817783 nChanged 108 SP:Iteration 19Q (5782.997784 sec): 3 clusters Score: Raw -745576.032722 + Penalty 2846.228584 = -742729.804138 nChanged 110 SP:Iteration 20F (5783.020702 sec): 3 clusters Score: Raw -745630.883614 + Penalty 2846.228584 = -742784.655030 nChanged 109 SP:Iteration 21Q (5783.042846 sec): 3 clusters Score: Raw -745672.743401 + Penalty 2846.228584 = -742826.514817 nChanged 78 SP:Iteration 22Q (5783.065319 sec): 3 clusters Score: Raw -745697.113117 + Penalty 2846.228584 = -742850.884533 nChanged 51 SP:Iteration 23Q (5783.087774 sec): 3 clusters Score: Raw -745712.205030 + Penalty 2846.228584 = -742865.976447 nChanged 42 SP:Iteration 24Q (5783.110184 sec): 3 clusters Score: Raw -745724.319854 + Penalty 2846.228584 = -742878.091270 nChanged 31 SP:Iteration 25Q (5783.132759 sec): 3 clusters Score: Raw -745731.199564 + Penalty 2846.228584 = -742884.970980 nChanged 25 SP:Iteration 26Q (5783.176092 sec): 3 clusters Score: Raw -745736.988844 + Penalty 2846.228584 = -742890.760261 nChanged 25 SP:Iteration 27Q (5783.198412 sec): 3 clusters Score: Raw -745742.287482 + Penalty 2846.228584 = -742896.058898 nChanged 18 SP:Iteration 28Q (5783.220736 sec): 3 clusters Score: Raw -745745.260845 + Penalty 2846.228584 = -742899.032262 nChanged 13 SP:Iteration 29Q (5783.243058 sec): 3 clusters Score: Raw -745746.775972 + Penalty 2846.228584 = -742900.547389 nChanged 10 SP:Iteration 30Q (5783.267246 sec): 3 clusters Score: Raw -745748.278679 + Penalty 2846.228584 = -742902.050095 nChanged 8 SP:Iteration 31Q (5783.289529 sec): 3 clusters Score: Raw -745749.200292 + Penalty 2846.228584 = -742902.971709 nChanged 10 SP:Iteration 32Q (5783.312067 sec): 3 clusters Score: Raw -745750.775481 + Penalty 2846.228584 = -742904.546898 nChanged 5 SP:Iteration 33Q (5783.334218 sec): 3 clusters Score: Raw -745751.342134 + Penalty 2846.228584 = -742905.113550 nChanged 4 SP:Iteration 34Q (5783.356664 sec): 3 clusters Score: Raw -745751.752788 + Penalty 2846.228584 = -742905.524205 nChanged 3 SP:Iteration 35Q (5783.379196 sec): 3 clusters Score: Raw -745752.148978 + Penalty 2846.228584 = -742905.920395 nChanged 3 SP:Iteration 36Q (5783.401723 sec): 3 clusters Score: Raw -745752.431968 + Penalty 2846.228584 = -742906.203385 nChanged 1 SP:Iteration 37Q (5783.423898 sec): 3 clusters Score: Raw -745752.521528 + Penalty 2846.228584 = -742906.292945 nChanged 0 SP:Iteration 38F (5783.446925 sec): 3 clusters Score: Raw -745752.521528 + Penalty 2846.228584 = -742906.292945 nChanged 0 Trying to split cluster 24 (37238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5783.503569 sec): 2 clusters Score: Raw -4777604.777029 + Penalty 1710.326316 = -4775894.450713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5783.575898 sec): 3 clusters Score: Raw -4754418.994760 + Penalty 3420.652633 = -4750998.342128 nChanged 17328 SP:Iteration 1F (5783.642350 sec): 3 clusters Score: Raw -4764393.431921 + Penalty 3420.652633 = -4760972.779288 nChanged 1717 SP:Iteration 2Q (5783.712949 sec): 3 clusters Score: Raw -4765029.018140 + Penalty 3420.652633 = -4761608.365507 nChanged 1765 SP:Iteration 3Q (5783.782902 sec): 3 clusters Score: Raw -4765791.241793 + Penalty 3420.652633 = -4762370.589160 nChanged 1892 SP:Iteration 4F (5783.856817 sec): 3 clusters Score: Raw -4766724.795508 + Penalty 3420.652633 = -4763304.142876 nChanged 2084 SP:Iteration 5F (5783.928372 sec): 3 clusters Score: Raw -4767936.220170 + Penalty 3420.652633 = -4764515.567537 nChanged 2300 SP:Iteration 6F (5783.994543 sec): 3 clusters Score: Raw -4769515.692448 + Penalty 3420.652633 = -4766095.039816 nChanged 2302 SP:Iteration 7F (5784.060062 sec): 3 clusters Score: Raw -4771233.986785 + Penalty 3420.652633 = -4767813.334152 nChanged 2110 SP:Iteration 8F (5784.125382 sec): 3 clusters Score: Raw -4772816.286800 + Penalty 3420.652633 = -4769395.634167 nChanged 1713 SP:Iteration 9Q (5784.194587 sec): 3 clusters Score: Raw -4773946.059124 + Penalty 3420.652633 = -4770525.406491 nChanged 1295 SP:Iteration 10Q (5784.259254 sec): 3 clusters Score: Raw -4774708.368238 + Penalty 3420.652633 = -4771287.715605 nChanged 1021 SP:Iteration 11Q (5784.324186 sec): 3 clusters Score: Raw -4775262.613243 + Penalty 3420.652633 = -4771841.960610 nChanged 851 SP:Iteration 12Q (5784.386780 sec): 3 clusters Score: Raw -4775699.811824 + Penalty 3420.652633 = -4772279.159191 nChanged 752 SP:Iteration 13Q (5784.451986 sec): 3 clusters Score: Raw -4776099.684429 + Penalty 3420.652633 = -4772679.031796 nChanged 660 SP:Iteration 14Q (5784.512862 sec): 3 clusters Score: Raw -4776442.857034 + Penalty 3420.652633 = -4773022.204401 nChanged 568 SP:Iteration 15Q (5784.579262 sec): 3 clusters Score: Raw -4776739.164050 + Penalty 3420.652633 = -4773318.511417 nChanged 470 SP:Iteration 16Q (5784.638593 sec): 3 clusters Score: Raw -4776972.899744 + Penalty 3420.652633 = -4773552.247112 nChanged 393 SP:Iteration 17Q (5784.697188 sec): 3 clusters Score: Raw -4777163.675853 + Penalty 3420.652633 = -4773743.023221 nChanged 326 SP:Iteration 18Q (5784.755290 sec): 3 clusters Score: Raw -4777318.675927 + Penalty 3420.652633 = -4773898.023295 nChanged 297 SP:Iteration 19Q (5784.812633 sec): 3 clusters Score: Raw -4777463.826354 + Penalty 3420.652633 = -4774043.173721 nChanged 242 SP:Iteration 20F (5784.877116 sec): 3 clusters Score: Raw -4777570.424002 + Penalty 3420.652633 = -4774149.771369 nChanged 192 SP:Iteration 21Q (5784.964089 sec): 3 clusters Score: Raw -4777663.852763 + Penalty 3420.652633 = -4774243.200130 nChanged 179 SP:Iteration 22Q (5785.021021 sec): 3 clusters Score: Raw -4777752.222861 + Penalty 3420.652633 = -4774331.570228 nChanged 133 SP:Iteration 23Q (5785.076979 sec): 3 clusters Score: Raw -4777823.369556 + Penalty 3420.652633 = -4774402.716923 nChanged 99 SP:Iteration 24Q (5785.132815 sec): 3 clusters Score: Raw -4777875.938222 + Penalty 3420.652633 = -4774455.285589 nChanged 94 SP:Iteration 25Q (5785.220354 sec): 3 clusters Score: Raw -4777922.703433 + Penalty 3420.652633 = -4774502.050800 nChanged 71 SP:Iteration 26Q (5785.276341 sec): 3 clusters Score: Raw -4777958.717748 + Penalty 3420.652633 = -4774538.065116 nChanged 73 SP:Iteration 27Q (5785.331361 sec): 3 clusters Score: Raw -4778001.575843 + Penalty 3420.652633 = -4774580.923210 nChanged 79 SP:Iteration 28Q (5785.386468 sec): 3 clusters Score: Raw -4778049.984425 + Penalty 3420.652633 = -4774629.331792 nChanged 74 SP:Iteration 29Q (5785.440533 sec): 3 clusters Score: Raw -4778084.640339 + Penalty 3420.652633 = -4774663.987706 nChanged 65 SP:Iteration 30Q (5785.495915 sec): 3 clusters Score: Raw -4778113.666016 + Penalty 3420.652633 = -4774693.013383 nChanged 57 SP:Iteration 31Q (5785.549688 sec): 3 clusters Score: Raw -4778135.881347 + Penalty 3420.652633 = -4774715.228715 nChanged 52 SP:Iteration 32Q (5785.604988 sec): 3 clusters Score: Raw -4778152.610788 + Penalty 3420.652633 = -4774731.958155 nChanged 39 SP:Iteration 33Q (5785.659595 sec): 3 clusters Score: Raw -4778166.304705 + Penalty 3420.652633 = -4774745.652073 nChanged 37 SP:Iteration 34Q (5785.719654 sec): 3 clusters Score: Raw -4778178.188289 + Penalty 3420.652633 = -4774757.535656 nChanged 35 SP:Iteration 35Q (5785.798738 sec): 3 clusters Score: Raw -4778188.536564 + Penalty 3420.652633 = -4774767.883931 nChanged 28 SP:Iteration 36Q (5785.853771 sec): 3 clusters Score: Raw -4778197.058392 + Penalty 3420.652633 = -4774776.405759 nChanged 23 SP:Iteration 37Q (5785.907849 sec): 3 clusters Score: Raw -4778202.164139 + Penalty 3420.652633 = -4774781.511506 nChanged 16 SP:Iteration 38Q (5785.962323 sec): 3 clusters Score: Raw -4778206.070508 + Penalty 3420.652633 = -4774785.417875 nChanged 9 SP:Iteration 39Q (5786.016938 sec): 3 clusters Score: Raw -4778207.175452 + Penalty 3420.652633 = -4774786.522819 nChanged 5 SP:Iteration 40F (5786.081440 sec): 3 clusters Score: Raw -4778208.066754 + Penalty 3420.652633 = -4774787.414121 nChanged 2 SP:Iteration 41Q (5786.137670 sec): 3 clusters Score: Raw -4778209.075443 + Penalty 3420.652633 = -4774788.422810 nChanged 4 SP:Iteration 42Q (5786.192262 sec): 3 clusters Score: Raw -4778209.782059 + Penalty 3420.652633 = -4774789.129426 nChanged 3 SP:Iteration 43Q (5786.246778 sec): 3 clusters Score: Raw -4778211.054705 + Penalty 3420.652633 = -4774790.402072 nChanged 2 SP:Iteration 44Q (5786.301510 sec): 3 clusters Score: Raw -4778211.794426 + Penalty 3420.652633 = -4774791.141793 nChanged 5 SP:Iteration 45Q (5786.367222 sec): 3 clusters Score: Raw -4778212.909973 + Penalty 3420.652633 = -4774792.257340 nChanged 4 SP:Iteration 46Q (5786.422116 sec): 3 clusters Score: Raw -4778213.684336 + Penalty 3420.652633 = -4774793.031704 nChanged 2 SP:Iteration 47Q (5786.476819 sec): 3 clusters Score: Raw -4778213.936521 + Penalty 3420.652633 = -4774793.283888 nChanged 3 SP:Iteration 48Q (5786.531434 sec): 3 clusters Score: Raw -4778214.401189 + Penalty 3420.652633 = -4774793.748556 nChanged 3 SP:Iteration 49Q (5786.586050 sec): 3 clusters Score: Raw -4778214.814950 + Penalty 3420.652633 = -4774794.162318 nChanged 4 SP:Iteration 50Q (5786.640517 sec): 3 clusters Score: Raw -4778215.722565 + Penalty 3420.652633 = -4774795.069932 nChanged 4 SP:Iteration 51Q (5786.695839 sec): 3 clusters Score: Raw -4778216.531139 + Penalty 3420.652633 = -4774795.878506 nChanged 3 SP:Iteration 52Q (5786.750153 sec): 3 clusters Score: Raw -4778216.865879 + Penalty 3420.652633 = -4774796.213246 nChanged 2 SP:Iteration 53Q (5786.805017 sec): 3 clusters Score: Raw -4778217.155004 + Penalty 3420.652633 = -4774796.502371 nChanged 1 SP:Iteration 54Q (5786.859515 sec): 3 clusters Score: Raw -4778217.340514 + Penalty 3420.652633 = -4774796.687881 nChanged 1 SP:Iteration 55Q (5786.914103 sec): 3 clusters Score: Raw -4778217.406951 + Penalty 3420.652633 = -4774796.754319 nChanged 0 SP:Iteration 56F (5786.978663 sec): 3 clusters Score: Raw -4778217.406951 + Penalty 3420.652633 = -4774796.754319 nChanged 0 Trying to split cluster 25 (47781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5787.040944 sec): 2 clusters Score: Raw -6071938.603213 + Penalty 1750.837294 = -6070187.765918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5787.129341 sec): 3 clusters Score: Raw -6041608.689684 + Penalty 3501.674589 = -6038107.015095 nChanged 22381 SP:Iteration 1F (5787.210952 sec): 3 clusters Score: Raw -6054334.799809 + Penalty 3501.674589 = -6050833.125220 nChanged 1770 SP:Iteration 2Q (5787.328470 sec): 3 clusters Score: Raw -6054810.386713 + Penalty 3501.674589 = -6051308.712124 nChanged 1778 SP:Iteration 3Q (5787.414665 sec): 3 clusters Score: Raw -6055345.668975 + Penalty 3501.674589 = -6051843.994386 nChanged 1889 SP:Iteration 4Q (5787.500550 sec): 3 clusters Score: Raw -6056031.312004 + Penalty 3501.674589 = -6052529.637415 nChanged 2149 SP:Iteration 5Q (5787.585789 sec): 3 clusters Score: Raw -6056985.171708 + Penalty 3501.674589 = -6053483.497119 nChanged 2490 SP:Iteration 6F (5787.667182 sec): 3 clusters Score: Raw -6058336.494185 + Penalty 3501.674589 = -6054834.819596 nChanged 2712 SP:Iteration 7F (5787.748325 sec): 3 clusters Score: Raw -6060027.615151 + Penalty 3501.674589 = -6056525.940562 nChanged 2869 SP:Iteration 8F (5787.830179 sec): 3 clusters Score: Raw -6062030.339698 + Penalty 3501.674589 = -6058528.665109 nChanged 2742 SP:Iteration 9F (5787.911163 sec): 3 clusters Score: Raw -6063947.302827 + Penalty 3501.674589 = -6060445.628239 nChanged 2356 SP:Iteration 10Q (5787.994770 sec): 3 clusters Score: Raw -6065327.564759 + Penalty 3501.674589 = -6061825.890170 nChanged 1729 SP:Iteration 11Q (5788.077609 sec): 3 clusters Score: Raw -6066112.710897 + Penalty 3501.674589 = -6062611.036308 nChanged 1241 SP:Iteration 12Q (5788.158961 sec): 3 clusters Score: Raw -6066529.159361 + Penalty 3501.674589 = -6063027.484772 nChanged 865 SP:Iteration 13Q (5788.240185 sec): 3 clusters Score: Raw -6066792.812473 + Penalty 3501.674589 = -6063291.137884 nChanged 817 SP:Iteration 14Q (5788.321416 sec): 3 clusters Score: Raw -6067052.678724 + Penalty 3501.674589 = -6063551.004135 nChanged 838 SP:Iteration 15Q (5788.401995 sec): 3 clusters Score: Raw -6067326.540767 + Penalty 3501.674589 = -6063824.866178 nChanged 841 SP:Iteration 16Q (5788.480673 sec): 3 clusters Score: Raw -6067624.704432 + Penalty 3501.674589 = -6064123.029843 nChanged 861 SP:Iteration 17Q (5788.563373 sec): 3 clusters Score: Raw -6067935.412104 + Penalty 3501.674589 = -6064433.737515 nChanged 839 SP:Iteration 18Q (5788.672700 sec): 3 clusters Score: Raw -6068254.563338 + Penalty 3501.674589 = -6064752.888750 nChanged 887 SP:Iteration 19Q (5788.750105 sec): 3 clusters Score: Raw -6068617.886663 + Penalty 3501.674589 = -6065116.212075 nChanged 876 SP:Iteration 20F (5788.831378 sec): 3 clusters Score: Raw -6068995.157465 + Penalty 3501.674589 = -6065493.482876 nChanged 871 SP:Iteration 21Q (5788.907335 sec): 3 clusters Score: Raw -6069390.752360 + Penalty 3501.674589 = -6065889.077771 nChanged 838 SP:Iteration 22Q (5788.982246 sec): 3 clusters Score: Raw -6069795.382779 + Penalty 3501.674589 = -6066293.708190 nChanged 795 SP:Iteration 23Q (5789.056492 sec): 3 clusters Score: Raw -6070197.702855 + Penalty 3501.674589 = -6066696.028266 nChanged 735 SP:Iteration 24Q (5789.130369 sec): 3 clusters Score: Raw -6070564.058736 + Penalty 3501.674589 = -6067062.384147 nChanged 645 SP:Iteration 25Q (5789.203271 sec): 3 clusters Score: Raw -6070878.112334 + Penalty 3501.674589 = -6067376.437746 nChanged 553 SP:Iteration 26Q (5789.284150 sec): 3 clusters Score: Raw -6071143.295387 + Penalty 3501.674589 = -6067641.620798 nChanged 469 SP:Iteration 27Q (5789.362739 sec): 3 clusters Score: Raw -6071379.300486 + Penalty 3501.674589 = -6067877.625897 nChanged 414 SP:Iteration 28Q (5789.436773 sec): 3 clusters Score: Raw -6071592.696106 + Penalty 3501.674589 = -6068091.021518 nChanged 333 SP:Iteration 29Q (5789.517321 sec): 3 clusters Score: Raw -6071756.224670 + Penalty 3501.674589 = -6068254.550081 nChanged 254 SP:Iteration 30Q (5789.585903 sec): 3 clusters Score: Raw -6071876.880243 + Penalty 3501.674589 = -6068375.205655 nChanged 189 SP:Iteration 31Q (5789.658014 sec): 3 clusters Score: Raw -6071970.437028 + Penalty 3501.674589 = -6068468.762440 nChanged 148 SP:Iteration 32Q (5789.726690 sec): 3 clusters Score: Raw -6072039.989765 + Penalty 3501.674589 = -6068538.315176 nChanged 114 SP:Iteration 33Q (5789.794527 sec): 3 clusters Score: Raw -6072097.112671 + Penalty 3501.674589 = -6068595.438082 nChanged 97 SP:Iteration 34Q (5789.862553 sec): 3 clusters Score: Raw -6072149.729631 + Penalty 3501.674589 = -6068648.055042 nChanged 73 SP:Iteration 35Q (5789.965795 sec): 3 clusters Score: Raw -6072187.867469 + Penalty 3501.674589 = -6068686.192881 nChanged 55 SP:Iteration 36Q (5790.050229 sec): 3 clusters Score: Raw -6072217.898076 + Penalty 3501.674589 = -6068716.223487 nChanged 35 SP:Iteration 37Q (5790.153836 sec): 3 clusters Score: Raw -6072235.420566 + Penalty 3501.674589 = -6068733.745977 nChanged 26 SP:Iteration 38Q (5790.225635 sec): 3 clusters Score: Raw -6072246.817542 + Penalty 3501.674589 = -6068745.142954 nChanged 19 SP:Iteration 39Q (5790.293025 sec): 3 clusters Score: Raw -6072255.126143 + Penalty 3501.674589 = -6068753.451555 nChanged 17 SP:Iteration 40F (5790.381736 sec): 3 clusters Score: Raw -6072263.530777 + Penalty 3501.674589 = -6068761.856188 nChanged 13 SP:Iteration 41Q (5790.479929 sec): 3 clusters Score: Raw -6072268.509401 + Penalty 3501.674589 = -6068766.834813 nChanged 8 SP:Iteration 42Q (5790.567534 sec): 3 clusters Score: Raw -6072272.572181 + Penalty 3501.674589 = -6068770.897593 nChanged 2 SP:Iteration 43Q (5790.635966 sec): 3 clusters Score: Raw -6072273.022284 + Penalty 3501.674589 = -6068771.347695 nChanged 1 SP:Iteration 44Q (5790.702884 sec): 3 clusters Score: Raw -6072273.489554 + Penalty 3501.674589 = -6068771.814965 nChanged 2 SP:Iteration 45Q (5790.769357 sec): 3 clusters Score: Raw -6072273.952496 + Penalty 3501.674589 = -6068772.277907 nChanged 1 SP:Iteration 46Q (5790.837229 sec): 3 clusters Score: Raw -6072274.151959 + Penalty 3501.674589 = -6068772.477370 nChanged 0 SP:Iteration 47F (5790.919282 sec): 3 clusters Score: Raw -6072274.151959 + Penalty 3501.674589 = -6068772.477370 nChanged 0 Trying to split cluster 26 (822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5790.925789 sec): 2 clusters Score: Raw -86940.313292 + Penalty 1090.657814 = -85849.655478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5790.934476 sec): 3 clusters Score: Raw -86762.141535 + Penalty 2181.315628 = -84580.825907 nChanged 213 SP:Iteration 1F (5790.939032 sec): 3 clusters Score: Raw -87147.653433 + Penalty 2181.315628 = -84966.337804 nChanged 87 SP:Iteration 2F (5790.943546 sec): 3 clusters Score: Raw -87382.126310 + Penalty 2181.315628 = -85200.810682 nChanged 64 SP:Iteration 3F (5790.948107 sec): 3 clusters Score: Raw -87592.366869 + Penalty 2181.315628 = -85411.051241 nChanged 60 SP:Iteration 4F (5790.952625 sec): 3 clusters Score: Raw -87782.332756 + Penalty 2181.315628 = -85601.017128 nChanged 41 SP:Iteration 5Q (5790.956965 sec): 3 clusters Score: Raw -87895.833176 + Penalty 2181.315628 = -85714.517548 nChanged 31 SP:Iteration 6Q (5790.961261 sec): 3 clusters Score: Raw -87947.893252 + Penalty 2181.315628 = -85766.577624 nChanged 19 SP:Iteration 7Q (5790.965812 sec): 3 clusters Score: Raw -87986.418425 + Penalty 2181.315628 = -85805.102796 nChanged 8 SP:Iteration 8Q (5790.977518 sec): 3 clusters Score: Raw -88000.720740 + Penalty 2181.315628 = -85819.405112 nChanged 3 SP:Iteration 9Q (5790.981800 sec): 3 clusters Score: Raw -88007.356490 + Penalty 2181.315628 = -85826.040862 nChanged 1 SP:Iteration 10Q (5790.986057 sec): 3 clusters Score: Raw -88008.648671 + Penalty 2181.315628 = -85827.333043 nChanged 0 SP:Iteration 11F (5790.990545 sec): 3 clusters Score: Raw -88008.648671 + Penalty 2181.315628 = -85827.333043 nChanged 0 Trying to split cluster 27 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5791.002704 sec): 2 clusters Score: Raw -62099.152584 + Penalty 1022.980725 = -61076.171858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5791.006188 sec): 3 clusters Score: Raw -62045.879390 + Penalty 2045.961450 = -59999.917939 nChanged 135 SP:Iteration 1F (5791.009407 sec): 3 clusters Score: Raw -62259.881454 + Penalty 2045.961450 = -60213.920003 nChanged 47 SP:Iteration 2F (5791.012677 sec): 3 clusters Score: Raw -62376.856342 + Penalty 2045.961450 = -60330.894891 nChanged 23 SP:Iteration 3Q (5791.015825 sec): 3 clusters Score: Raw -62451.057466 + Penalty 2045.961450 = -60405.096016 nChanged 30 SP:Iteration 4F (5791.019008 sec): 3 clusters Score: Raw -62583.433444 + Penalty 2045.961450 = -60537.471994 nChanged 25 SP:Iteration 5Q (5791.022074 sec): 3 clusters Score: Raw -62732.247816 + Penalty 2045.961450 = -60686.286366 nChanged 21 SP:Iteration 6Q (5791.025125 sec): 3 clusters Score: Raw -62843.073521 + Penalty 2045.961450 = -60797.112070 nChanged 20 SP:Iteration 7Q (5791.028179 sec): 3 clusters Score: Raw -62921.734683 + Penalty 2045.961450 = -60875.773233 nChanged 13 SP:Iteration 8Q (5791.031250 sec): 3 clusters Score: Raw -62946.172642 + Penalty 2045.961450 = -60900.211191 nChanged 7 SP:Iteration 9Q (5791.034180 sec): 3 clusters Score: Raw -62968.095880 + Penalty 2045.961450 = -60922.134429 nChanged 7 SP:Iteration 10Q (5791.037187 sec): 3 clusters Score: Raw -63005.914696 + Penalty 2045.961450 = -60959.953245 nChanged 11 SP:Iteration 11Q (5791.040202 sec): 3 clusters Score: Raw -63063.925171 + Penalty 2045.961450 = -61017.963721 nChanged 14 SP:Iteration 12Q (5791.043232 sec): 3 clusters Score: Raw -63101.865006 + Penalty 2045.961450 = -61055.903555 nChanged 6 SP:Iteration 13Q (5791.046256 sec): 3 clusters Score: Raw -63115.266119 + Penalty 2045.961450 = -61069.304669 nChanged 4 SP:Iteration 14Q (5791.049253 sec): 3 clusters Score: Raw -63126.662615 + Penalty 2045.961450 = -61080.701164 nChanged 1 SP:Iteration 15Q (5791.052251 sec): 3 clusters Score: Raw -63130.936740 + Penalty 2045.961450 = -61084.975289 nChanged 1 SP:Iteration 16Q (5791.055247 sec): 3 clusters Score: Raw -63134.713859 + Penalty 2045.961450 = -61088.752408 nChanged 1 SP:Iteration 17Q (5791.058238 sec): 3 clusters Score: Raw -63137.175785 + Penalty 2045.961450 = -61091.214334 nChanged 1 SP:Iteration 18Q (5791.061230 sec): 3 clusters Score: Raw -63140.682363 + Penalty 2045.961450 = -61094.720913 nChanged 1 SP:Iteration 19Q (5791.064220 sec): 3 clusters Score: Raw -63144.878966 + Penalty 2045.961450 = -61098.917515 nChanged 1 SP:Iteration 20F (5791.067427 sec): 3 clusters Score: Raw -63151.703452 + Penalty 2045.961450 = -61105.742002 nChanged 2 SP:Iteration 21Q (5791.070402 sec): 3 clusters Score: Raw -63158.655866 + Penalty 2045.961450 = -61112.694416 nChanged 2 SP:Iteration 22Q (5791.073375 sec): 3 clusters Score: Raw -63161.579317 + Penalty 2045.961450 = -61115.617867 nChanged 0 SP:Iteration 23F (5791.076572 sec): 3 clusters Score: Raw -63161.579317 + Penalty 2045.961450 = -61115.617867 nChanged 0 Score: Raw -84152514.153956 + Penalty 93920.067112 = -84058594.086844 Splitting cluster 27 changes total score from -84059714.863653 to -84058594.086844 So it's not getting split. Trying to split cluster 28 (7227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5809.271327 sec): 2 clusters Score: Raw -910260.018490 + Penalty 1443.906635 = -908816.111855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5809.300337 sec): 3 clusters Score: Raw -906327.273131 + Penalty 2887.813270 = -903439.459861 nChanged 2960 SP:Iteration 1F (5809.331386 sec): 3 clusters Score: Raw -907977.276165 + Penalty 2887.813270 = -905089.462895 nChanged 483 SP:Iteration 2F (5809.389352 sec): 3 clusters Score: Raw -908222.258267 + Penalty 2887.813270 = -905334.444998 nChanged 375 SP:Iteration 3F (5809.412865 sec): 3 clusters Score: Raw -908405.119553 + Penalty 2887.813270 = -905517.306283 nChanged 351 SP:Iteration 4Q (5809.439565 sec): 3 clusters Score: Raw -908582.766304 + Penalty 2887.813270 = -905694.953035 nChanged 303 SP:Iteration 5Q (5809.475349 sec): 3 clusters Score: Raw -908732.070023 + Penalty 2887.813270 = -905844.256753 nChanged 279 SP:Iteration 6Q (5809.536268 sec): 3 clusters Score: Raw -908877.785008 + Penalty 2887.813270 = -905989.971739 nChanged 255 SP:Iteration 7Q (5809.578253 sec): 3 clusters Score: Raw -909019.563069 + Penalty 2887.813270 = -906131.749799 nChanged 250 SP:Iteration 8Q (5809.637645 sec): 3 clusters Score: Raw -909163.759302 + Penalty 2887.813270 = -906275.946032 nChanged 253 SP:Iteration 9Q (5809.665269 sec): 3 clusters Score: Raw -909305.425427 + Penalty 2887.813270 = -906417.612158 nChanged 235 SP:Iteration 10Q (5809.699751 sec): 3 clusters Score: Raw -909432.000191 + Penalty 2887.813270 = -906544.186921 nChanged 216 SP:Iteration 11Q (5809.757747 sec): 3 clusters Score: Raw -909564.508466 + Penalty 2887.813270 = -906676.695197 nChanged 213 SP:Iteration 12Q (5809.808613 sec): 3 clusters Score: Raw -909681.141103 + Penalty 2887.813270 = -906793.327833 nChanged 199 SP:Iteration 13Q (5809.831914 sec): 3 clusters Score: Raw -909808.775725 + Penalty 2887.813270 = -906920.962456 nChanged 184 SP:Iteration 14Q (5809.856080 sec): 3 clusters Score: Raw -909910.479065 + Penalty 2887.813270 = -907022.665795 nChanged 142 SP:Iteration 15Q (5809.915531 sec): 3 clusters Score: Raw -909976.915585 + Penalty 2887.813270 = -907089.102315 nChanged 144 SP:Iteration 16Q (5809.969328 sec): 3 clusters Score: Raw -910051.251296 + Penalty 2887.813270 = -907163.438027 nChanged 134 SP:Iteration 17Q (5810.001547 sec): 3 clusters Score: Raw -910111.003365 + Penalty 2887.813270 = -907223.190095 nChanged 126 SP:Iteration 18Q (5810.025070 sec): 3 clusters Score: Raw -910162.250892 + Penalty 2887.813270 = -907274.437623 nChanged 110 SP:Iteration 19Q (5810.053399 sec): 3 clusters Score: Raw -910210.793031 + Penalty 2887.813270 = -907322.979761 nChanged 90 SP:Iteration 20F (5810.077332 sec): 3 clusters Score: Raw -910248.594742 + Penalty 2887.813270 = -907360.781472 nChanged 83 SP:Iteration 21Q (5810.100166 sec): 3 clusters Score: Raw -910275.411958 + Penalty 2887.813270 = -907387.598689 nChanged 68 SP:Iteration 22Q (5810.130387 sec): 3 clusters Score: Raw -910296.720054 + Penalty 2887.813270 = -907408.906785 nChanged 53 SP:Iteration 23Q (5810.174751 sec): 3 clusters Score: Raw -910309.277393 + Penalty 2887.813270 = -907421.464123 nChanged 34 SP:Iteration 24Q (5810.205384 sec): 3 clusters Score: Raw -910318.517146 + Penalty 2887.813270 = -907430.703877 nChanged 40 SP:Iteration 25Q (5810.228672 sec): 3 clusters Score: Raw -910329.951718 + Penalty 2887.813270 = -907442.138449 nChanged 40 SP:Iteration 26Q (5810.250834 sec): 3 clusters Score: Raw -910339.952685 + Penalty 2887.813270 = -907452.139416 nChanged 30 SP:Iteration 27Q (5810.273700 sec): 3 clusters Score: Raw -910347.502759 + Penalty 2887.813270 = -907459.689489 nChanged 30 SP:Iteration 28Q (5810.296648 sec): 3 clusters Score: Raw -910354.892328 + Penalty 2887.813270 = -907467.079058 nChanged 25 SP:Iteration 29Q (5810.341849 sec): 3 clusters Score: Raw -910360.753398 + Penalty 2887.813270 = -907472.940129 nChanged 28 SP:Iteration 30Q (5810.377092 sec): 3 clusters Score: Raw -910368.178399 + Penalty 2887.813270 = -907480.365130 nChanged 30 SP:Iteration 31Q (5810.399943 sec): 3 clusters Score: Raw -910374.327047 + Penalty 2887.813270 = -907486.513777 nChanged 31 SP:Iteration 32Q (5810.423013 sec): 3 clusters Score: Raw -910382.188996 + Penalty 2887.813270 = -907494.375726 nChanged 25 SP:Iteration 33Q (5810.446137 sec): 3 clusters Score: Raw -910386.408262 + Penalty 2887.813270 = -907498.594993 nChanged 16 SP:Iteration 34Q (5810.478196 sec): 3 clusters Score: Raw -910389.093078 + Penalty 2887.813270 = -907501.279808 nChanged 11 SP:Iteration 35Q (5810.510670 sec): 3 clusters Score: Raw -910390.923203 + Penalty 2887.813270 = -907503.109933 nChanged 8 SP:Iteration 36Q (5810.533463 sec): 3 clusters Score: Raw -910392.229567 + Penalty 2887.813270 = -907504.416298 nChanged 11 SP:Iteration 37Q (5810.559141 sec): 3 clusters Score: Raw -910393.929717 + Penalty 2887.813270 = -907506.116447 nChanged 14 SP:Iteration 38Q (5810.611939 sec): 3 clusters Score: Raw -910396.574508 + Penalty 2887.813270 = -907508.761239 nChanged 14 SP:Iteration 39Q (5810.634903 sec): 3 clusters Score: Raw -910398.850901 + Penalty 2887.813270 = -907511.037632 nChanged 15 SP:Iteration 40F (5810.657702 sec): 3 clusters Score: Raw -910401.480092 + Penalty 2887.813270 = -907513.666822 nChanged 14 SP:Iteration 41Q (5810.680233 sec): 3 clusters Score: Raw -910403.990248 + Penalty 2887.813270 = -907516.176978 nChanged 12 SP:Iteration 42Q (5810.702760 sec): 3 clusters Score: Raw -910406.336580 + Penalty 2887.813270 = -907518.523310 nChanged 7 SP:Iteration 43Q (5810.725609 sec): 3 clusters Score: Raw -910407.574564 + Penalty 2887.813270 = -907519.761294 nChanged 9 SP:Iteration 44Q (5810.748725 sec): 3 clusters Score: Raw -910409.019543 + Penalty 2887.813270 = -907521.206274 nChanged 6 SP:Iteration 45Q (5810.771710 sec): 3 clusters Score: Raw -910410.308248 + Penalty 2887.813270 = -907522.494978 nChanged 11 SP:Iteration 46Q (5810.794372 sec): 3 clusters Score: Raw -910413.913071 + Penalty 2887.813270 = -907526.099802 nChanged 16 SP:Iteration 47Q (5810.826443 sec): 3 clusters Score: Raw -910417.780312 + Penalty 2887.813270 = -907529.967042 nChanged 14 SP:Iteration 48Q (5810.855474 sec): 3 clusters Score: Raw -910420.486709 + Penalty 2887.813270 = -907532.673439 nChanged 12 SP:Iteration 49Q (5810.877911 sec): 3 clusters Score: Raw -910422.529712 + Penalty 2887.813270 = -907534.716442 nChanged 11 SP:Iteration 50Q (5810.900644 sec): 3 clusters Score: Raw -910424.695749 + Penalty 2887.813270 = -907536.882479 nChanged 8 SP:Iteration 51Q (5810.932075 sec): 3 clusters Score: Raw -910425.811844 + Penalty 2887.813270 = -907537.998574 nChanged 4 SP:Iteration 52Q (5810.957928 sec): 3 clusters Score: Raw -910426.671088 + Penalty 2887.813270 = -907538.857818 nChanged 6 SP:Iteration 53Q (5811.014845 sec): 3 clusters Score: Raw -910428.174777 + Penalty 2887.813270 = -907540.361507 nChanged 7 SP:Iteration 54Q (5811.044406 sec): 3 clusters Score: Raw -910430.399111 + Penalty 2887.813270 = -907542.585841 nChanged 9 SP:Iteration 55Q (5811.067472 sec): 3 clusters Score: Raw -910432.997746 + Penalty 2887.813270 = -907545.184476 nChanged 10 SP:Iteration 56Q (5811.094566 sec): 3 clusters Score: Raw -910435.571072 + Penalty 2887.813270 = -907547.757802 nChanged 17 SP:Iteration 57Q (5811.130572 sec): 3 clusters Score: Raw -910440.119191 + Penalty 2887.813270 = -907552.305921 nChanged 18 SP:Iteration 58Q (5811.153366 sec): 3 clusters Score: Raw -910444.016402 + Penalty 2887.813270 = -907556.203132 nChanged 20 SP:Iteration 59Q (5811.199324 sec): 3 clusters Score: Raw -910447.041152 + Penalty 2887.813270 = -907559.227883 nChanged 8 SP:Iteration 60F (5811.232862 sec): 3 clusters Score: Raw -910448.190188 + Penalty 2887.813270 = -907560.376918 nChanged 3 SP:Iteration 61Q (5811.255779 sec): 3 clusters Score: Raw -910448.713462 + Penalty 2887.813270 = -907560.900192 nChanged 3 SP:Iteration 62Q (5811.278633 sec): 3 clusters Score: Raw -910449.513956 + Penalty 2887.813270 = -907561.700686 nChanged 6 SP:Iteration 63Q (5811.301328 sec): 3 clusters Score: Raw -910450.869928 + Penalty 2887.813270 = -907563.056658 nChanged 12 SP:Iteration 64Q (5811.324460 sec): 3 clusters Score: Raw -910453.351573 + Penalty 2887.813270 = -907565.538303 nChanged 11 SP:Iteration 65Q (5811.346940 sec): 3 clusters Score: Raw -910456.356296 + Penalty 2887.813270 = -907568.543026 nChanged 5 SP:Iteration 66Q (5811.379143 sec): 3 clusters Score: Raw -910457.584070 + Penalty 2887.813270 = -907569.770800 nChanged 4 SP:Iteration 67Q (5811.401905 sec): 3 clusters Score: Raw -910458.154599 + Penalty 2887.813270 = -907570.341329 nChanged 0 SP:Iteration 68F (5811.424824 sec): 3 clusters Score: Raw -910458.154599 + Penalty 2887.813270 = -907570.341329 nChanged 0 Trying to split cluster 29 (12179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5811.450912 sec): 2 clusters Score: Raw -1570144.694787 + Penalty 1528.713621 = -1568615.981166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5811.494495 sec): 3 clusters Score: Raw -1563098.255582 + Penalty 3057.427242 = -1560040.828340 nChanged 5307 SP:Iteration 1F (5811.525149 sec): 3 clusters Score: Raw -1565911.483163 + Penalty 3057.427242 = -1562854.055921 nChanged 729 SP:Iteration 2F (5811.561961 sec): 3 clusters Score: Raw -1566236.526978 + Penalty 3057.427242 = -1563179.099737 nChanged 666 SP:Iteration 3F (5811.592208 sec): 3 clusters Score: Raw -1566546.787648 + Penalty 3057.427242 = -1563489.360406 nChanged 624 SP:Iteration 4F (5811.622802 sec): 3 clusters Score: Raw -1566852.758991 + Penalty 3057.427242 = -1563795.331750 nChanged 612 SP:Iteration 5F (5811.653142 sec): 3 clusters Score: Raw -1567166.886334 + Penalty 3057.427242 = -1564109.459092 nChanged 594 SP:Iteration 6Q (5811.707854 sec): 3 clusters Score: Raw -1567474.164530 + Penalty 3057.427242 = -1564416.737289 nChanged 617 SP:Iteration 7F (5811.738209 sec): 3 clusters Score: Raw -1567827.803318 + Penalty 3057.427242 = -1564770.376076 nChanged 674 SP:Iteration 8F (5811.768591 sec): 3 clusters Score: Raw -1568267.654109 + Penalty 3057.427242 = -1565210.226868 nChanged 685 SP:Iteration 9F (5811.809691 sec): 3 clusters Score: Raw -1568725.178703 + Penalty 3057.427242 = -1565667.751461 nChanged 627 SP:Iteration 10F (5811.839948 sec): 3 clusters Score: Raw -1569177.689288 + Penalty 3057.427242 = -1566120.262046 nChanged 598 SP:Iteration 11Q (5811.870471 sec): 3 clusters Score: Raw -1569626.624639 + Penalty 3057.427242 = -1566569.197397 nChanged 486 SP:Iteration 12Q (5811.901545 sec): 3 clusters Score: Raw -1569963.085456 + Penalty 3057.427242 = -1566905.658214 nChanged 320 SP:Iteration 13Q (5811.932387 sec): 3 clusters Score: Raw -1570158.009121 + Penalty 3057.427242 = -1567100.581879 nChanged 247 SP:Iteration 14Q (5811.963276 sec): 3 clusters Score: Raw -1570315.313019 + Penalty 3057.427242 = -1567257.885778 nChanged 186 SP:Iteration 15Q (5811.997969 sec): 3 clusters Score: Raw -1570424.580379 + Penalty 3057.427242 = -1567367.153137 nChanged 133 SP:Iteration 16Q (5812.028110 sec): 3 clusters Score: Raw -1570499.843778 + Penalty 3057.427242 = -1567442.416536 nChanged 83 SP:Iteration 17Q (5812.062141 sec): 3 clusters Score: Raw -1570542.776772 + Penalty 3057.427242 = -1567485.349530 nChanged 55 SP:Iteration 18Q (5812.091897 sec): 3 clusters Score: Raw -1570571.214370 + Penalty 3057.427242 = -1567513.787128 nChanged 28 SP:Iteration 19Q (5812.121496 sec): 3 clusters Score: Raw -1570586.172999 + Penalty 3057.427242 = -1567528.745757 nChanged 29 SP:Iteration 20F (5812.152043 sec): 3 clusters Score: Raw -1570598.905760 + Penalty 3057.427242 = -1567541.478518 nChanged 19 SP:Iteration 21Q (5812.181621 sec): 3 clusters Score: Raw -1570609.343906 + Penalty 3057.427242 = -1567551.916664 nChanged 26 SP:Iteration 22Q (5812.211098 sec): 3 clusters Score: Raw -1570625.786055 + Penalty 3057.427242 = -1567568.358814 nChanged 25 SP:Iteration 23Q (5812.240455 sec): 3 clusters Score: Raw -1570641.081266 + Penalty 3057.427242 = -1567583.654024 nChanged 24 SP:Iteration 24Q (5812.273912 sec): 3 clusters Score: Raw -1570654.664017 + Penalty 3057.427242 = -1567597.236775 nChanged 23 SP:Iteration 25Q (5812.303066 sec): 3 clusters Score: Raw -1570666.470799 + Penalty 3057.427242 = -1567609.043558 nChanged 11 SP:Iteration 26Q (5812.332157 sec): 3 clusters Score: Raw -1570673.036899 + Penalty 3057.427242 = -1567615.609657 nChanged 12 SP:Iteration 27Q (5812.360917 sec): 3 clusters Score: Raw -1570678.920212 + Penalty 3057.427242 = -1567621.492970 nChanged 6 SP:Iteration 28Q (5812.390398 sec): 3 clusters Score: Raw -1570681.632334 + Penalty 3057.427242 = -1567624.205092 nChanged 6 SP:Iteration 29Q (5812.419359 sec): 3 clusters Score: Raw -1570684.690082 + Penalty 3057.427242 = -1567627.262840 nChanged 8 SP:Iteration 30Q (5812.447861 sec): 3 clusters Score: Raw -1570688.267159 + Penalty 3057.427242 = -1567630.839917 nChanged 5 SP:Iteration 31Q (5812.476599 sec): 3 clusters Score: Raw -1570689.645517 + Penalty 3057.427242 = -1567632.218275 nChanged 4 SP:Iteration 32Q (5812.505678 sec): 3 clusters Score: Raw -1570691.346027 + Penalty 3057.427242 = -1567633.918785 nChanged 4 SP:Iteration 33Q (5812.534325 sec): 3 clusters Score: Raw -1570692.704862 + Penalty 3057.427242 = -1567635.277621 nChanged 2 SP:Iteration 34Q (5812.565965 sec): 3 clusters Score: Raw -1570693.799259 + Penalty 3057.427242 = -1567636.372017 nChanged 4 SP:Iteration 35Q (5812.594858 sec): 3 clusters Score: Raw -1570694.861097 + Penalty 3057.427242 = -1567637.433856 nChanged 2 SP:Iteration 36Q (5812.632926 sec): 3 clusters Score: Raw -1570695.437387 + Penalty 3057.427242 = -1567638.010145 nChanged 1 SP:Iteration 37Q (5812.662615 sec): 3 clusters Score: Raw -1570696.250892 + Penalty 3057.427242 = -1567638.823650 nChanged 3 SP:Iteration 38Q (5812.725845 sec): 3 clusters Score: Raw -1570697.675636 + Penalty 3057.427242 = -1567640.248394 nChanged 0 SP:Iteration 39F (5812.775410 sec): 3 clusters Score: Raw -1570697.675636 + Penalty 3057.427242 = -1567640.248394 nChanged 0 Trying to split cluster 30 (5543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5812.804563 sec): 2 clusters Score: Raw -695567.554167 + Penalty 1400.797312 = -694166.756856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5812.856218 sec): 3 clusters Score: Raw -692632.699475 + Penalty 2801.594624 = -689831.104851 nChanged 2230 SP:Iteration 1F (5812.876902 sec): 3 clusters Score: Raw -693880.711112 + Penalty 2801.594624 = -691079.116489 nChanged 369 SP:Iteration 2F (5812.898179 sec): 3 clusters Score: Raw -694081.566904 + Penalty 2801.594624 = -691279.972280 nChanged 300 SP:Iteration 3F (5812.942269 sec): 3 clusters Score: Raw -694223.697251 + Penalty 2801.594624 = -691422.102627 nChanged 268 SP:Iteration 4Q (5812.995914 sec): 3 clusters Score: Raw -694367.213139 + Penalty 2801.594624 = -691565.618515 nChanged 197 SP:Iteration 5Q (5813.017240 sec): 3 clusters Score: Raw -694478.270349 + Penalty 2801.594624 = -691676.675725 nChanged 206 SP:Iteration 6Q (5813.038509 sec): 3 clusters Score: Raw -694593.797898 + Penalty 2801.594624 = -691792.203274 nChanged 227 SP:Iteration 7Q (5813.068647 sec): 3 clusters Score: Raw -694721.760373 + Penalty 2801.594624 = -691920.165749 nChanged 215 SP:Iteration 8Q (5813.090187 sec): 3 clusters Score: Raw -694840.719842 + Penalty 2801.594624 = -692039.125219 nChanged 201 SP:Iteration 9Q (5813.122187 sec): 3 clusters Score: Raw -694958.301505 + Penalty 2801.594624 = -692156.706882 nChanged 201 SP:Iteration 10Q (5813.142526 sec): 3 clusters Score: Raw -695107.522724 + Penalty 2801.594624 = -692305.928101 nChanged 204 SP:Iteration 11Q (5813.162858 sec): 3 clusters Score: Raw -695274.912726 + Penalty 2801.594624 = -692473.318103 nChanged 193 SP:Iteration 12Q (5813.184112 sec): 3 clusters Score: Raw -695440.754796 + Penalty 2801.594624 = -692639.160173 nChanged 185 SP:Iteration 13Q (5813.205276 sec): 3 clusters Score: Raw -695590.036499 + Penalty 2801.594624 = -692788.441875 nChanged 174 SP:Iteration 14Q (5813.226319 sec): 3 clusters Score: Raw -695712.428517 + Penalty 2801.594624 = -692910.833894 nChanged 127 SP:Iteration 15Q (5813.247293 sec): 3 clusters Score: Raw -695798.683842 + Penalty 2801.594624 = -692997.089219 nChanged 127 SP:Iteration 16Q (5813.277636 sec): 3 clusters Score: Raw -695881.152701 + Penalty 2801.594624 = -693079.558078 nChanged 111 SP:Iteration 17Q (5813.325147 sec): 3 clusters Score: Raw -695947.663820 + Penalty 2801.594624 = -693146.069196 nChanged 90 SP:Iteration 18Q (5813.352718 sec): 3 clusters Score: Raw -696000.265125 + Penalty 2801.594624 = -693198.670501 nChanged 62 SP:Iteration 19Q (5813.373418 sec): 3 clusters Score: Raw -696029.783422 + Penalty 2801.594624 = -693228.188798 nChanged 51 SP:Iteration 20F (5813.394572 sec): 3 clusters Score: Raw -696055.178264 + Penalty 2801.594624 = -693253.583641 nChanged 43 SP:Iteration 21Q (5813.414979 sec): 3 clusters Score: Raw -696074.908826 + Penalty 2801.594624 = -693273.314202 nChanged 46 SP:Iteration 22Q (5813.435611 sec): 3 clusters Score: Raw -696095.650994 + Penalty 2801.594624 = -693294.056370 nChanged 45 SP:Iteration 23Q (5813.456167 sec): 3 clusters Score: Raw -696112.187728 + Penalty 2801.594624 = -693310.593104 nChanged 34 SP:Iteration 24Q (5813.476718 sec): 3 clusters Score: Raw -696123.376014 + Penalty 2801.594624 = -693321.781391 nChanged 27 SP:Iteration 25Q (5813.497084 sec): 3 clusters Score: Raw -696133.181023 + Penalty 2801.594624 = -693331.586399 nChanged 30 SP:Iteration 26Q (5813.553549 sec): 3 clusters Score: Raw -696142.873297 + Penalty 2801.594624 = -693341.278673 nChanged 26 SP:Iteration 27Q (5813.607793 sec): 3 clusters Score: Raw -696152.197341 + Penalty 2801.594624 = -693350.602717 nChanged 20 SP:Iteration 28Q (5813.629546 sec): 3 clusters Score: Raw -696156.581755 + Penalty 2801.594624 = -693354.987132 nChanged 11 SP:Iteration 29Q (5813.672101 sec): 3 clusters Score: Raw -696158.960088 + Penalty 2801.594624 = -693357.365465 nChanged 12 SP:Iteration 30Q (5813.717416 sec): 3 clusters Score: Raw -696161.451569 + Penalty 2801.594624 = -693359.856945 nChanged 9 SP:Iteration 31Q (5813.737345 sec): 3 clusters Score: Raw -696163.924756 + Penalty 2801.594624 = -693362.330132 nChanged 8 SP:Iteration 32Q (5813.775850 sec): 3 clusters Score: Raw -696165.042043 + Penalty 2801.594624 = -693363.447420 nChanged 3 SP:Iteration 33Q (5813.796066 sec): 3 clusters Score: Raw -696165.400981 + Penalty 2801.594624 = -693363.806358 nChanged 1 SP:Iteration 34Q (5813.816324 sec): 3 clusters Score: Raw -696165.426911 + Penalty 2801.594624 = -693363.832287 nChanged 0 SP:Iteration 35F (5813.837545 sec): 3 clusters Score: Raw -696165.426911 + Penalty 2801.594624 = -693363.832287 nChanged 0 Trying to split cluster 31 (11437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5813.863068 sec): 2 clusters Score: Raw -1470870.299655 + Penalty 1518.498961 = -1469351.800693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5813.893344 sec): 3 clusters Score: Raw -1464269.656632 + Penalty 3036.997923 = -1461232.658709 nChanged 5063 SP:Iteration 1F (5813.922712 sec): 3 clusters Score: Raw -1467080.445566 + Penalty 3036.997923 = -1464043.447644 nChanged 774 SP:Iteration 2F (5813.951932 sec): 3 clusters Score: Raw -1467445.894704 + Penalty 3036.997923 = -1464408.896782 nChanged 618 SP:Iteration 3F (5813.981538 sec): 3 clusters Score: Raw -1467728.179553 + Penalty 3036.997923 = -1464691.181631 nChanged 605 SP:Iteration 4F (5814.010658 sec): 3 clusters Score: Raw -1468026.877453 + Penalty 3036.997923 = -1464989.879531 nChanged 583 SP:Iteration 5F (5814.045867 sec): 3 clusters Score: Raw -1468333.315339 + Penalty 3036.997923 = -1465296.317417 nChanged 560 SP:Iteration 6Q (5814.074881 sec): 3 clusters Score: Raw -1468676.061237 + Penalty 3036.997923 = -1465639.063314 nChanged 579 SP:Iteration 7F (5814.107605 sec): 3 clusters Score: Raw -1469033.801603 + Penalty 3036.997923 = -1465996.803680 nChanged 568 SP:Iteration 8Q (5814.137165 sec): 3 clusters Score: Raw -1469418.335964 + Penalty 3036.997923 = -1466381.338042 nChanged 554 SP:Iteration 9Q (5814.166717 sec): 3 clusters Score: Raw -1469799.250950 + Penalty 3036.997923 = -1466762.253028 nChanged 468 SP:Iteration 10Q (5814.196065 sec): 3 clusters Score: Raw -1470109.082886 + Penalty 3036.997923 = -1467072.084963 nChanged 392 SP:Iteration 11Q (5814.225373 sec): 3 clusters Score: Raw -1470359.774640 + Penalty 3036.997923 = -1467322.776718 nChanged 324 SP:Iteration 12Q (5814.254425 sec): 3 clusters Score: Raw -1470544.212968 + Penalty 3036.997923 = -1467507.215046 nChanged 261 SP:Iteration 13Q (5814.283557 sec): 3 clusters Score: Raw -1470674.563151 + Penalty 3036.997923 = -1467637.565228 nChanged 182 SP:Iteration 14Q (5814.333928 sec): 3 clusters Score: Raw -1470765.873045 + Penalty 3036.997923 = -1467728.875122 nChanged 164 SP:Iteration 15Q (5814.363756 sec): 3 clusters Score: Raw -1470836.547334 + Penalty 3036.997923 = -1467799.549412 nChanged 129 SP:Iteration 16Q (5814.392048 sec): 3 clusters Score: Raw -1470888.846531 + Penalty 3036.997923 = -1467851.848608 nChanged 110 SP:Iteration 17Q (5814.420138 sec): 3 clusters Score: Raw -1470930.828963 + Penalty 3036.997923 = -1467893.831041 nChanged 97 SP:Iteration 18Q (5814.447994 sec): 3 clusters Score: Raw -1470964.784789 + Penalty 3036.997923 = -1467927.786866 nChanged 91 SP:Iteration 19Q (5814.475973 sec): 3 clusters Score: Raw -1470999.141036 + Penalty 3036.997923 = -1467962.143113 nChanged 87 SP:Iteration 20F (5814.505359 sec): 3 clusters Score: Raw -1471033.327142 + Penalty 3036.997923 = -1467996.329220 nChanged 81 SP:Iteration 21Q (5814.568504 sec): 3 clusters Score: Raw -1471059.142689 + Penalty 3036.997923 = -1468022.144766 nChanged 62 SP:Iteration 22Q (5814.601037 sec): 3 clusters Score: Raw -1471078.317188 + Penalty 3036.997923 = -1468041.319266 nChanged 46 SP:Iteration 23Q (5814.628347 sec): 3 clusters Score: Raw -1471093.096574 + Penalty 3036.997923 = -1468056.098651 nChanged 41 SP:Iteration 24Q (5814.655572 sec): 3 clusters Score: Raw -1471108.516182 + Penalty 3036.997923 = -1468071.518259 nChanged 47 SP:Iteration 25Q (5814.683014 sec): 3 clusters Score: Raw -1471126.181102 + Penalty 3036.997923 = -1468089.183179 nChanged 55 SP:Iteration 26Q (5814.710230 sec): 3 clusters Score: Raw -1471144.889705 + Penalty 3036.997923 = -1468107.891782 nChanged 41 SP:Iteration 27Q (5814.737344 sec): 3 clusters Score: Raw -1471159.610428 + Penalty 3036.997923 = -1468122.612506 nChanged 40 SP:Iteration 28Q (5814.764702 sec): 3 clusters Score: Raw -1471174.256069 + Penalty 3036.997923 = -1468137.258146 nChanged 47 SP:Iteration 29Q (5814.791774 sec): 3 clusters Score: Raw -1471191.264295 + Penalty 3036.997923 = -1468154.266372 nChanged 34 SP:Iteration 30Q (5814.818941 sec): 3 clusters Score: Raw -1471203.053921 + Penalty 3036.997923 = -1468166.055998 nChanged 33 SP:Iteration 31Q (5814.846032 sec): 3 clusters Score: Raw -1471214.494609 + Penalty 3036.997923 = -1468177.496687 nChanged 30 SP:Iteration 32Q (5814.874073 sec): 3 clusters Score: Raw -1471226.523872 + Penalty 3036.997923 = -1468189.525949 nChanged 26 SP:Iteration 33Q (5814.901100 sec): 3 clusters Score: Raw -1471233.380664 + Penalty 3036.997923 = -1468196.382742 nChanged 18 SP:Iteration 34Q (5814.928010 sec): 3 clusters Score: Raw -1471238.946176 + Penalty 3036.997923 = -1468201.948253 nChanged 16 SP:Iteration 35Q (5814.954851 sec): 3 clusters Score: Raw -1471243.052895 + Penalty 3036.997923 = -1468206.054973 nChanged 12 SP:Iteration 36Q (5814.981946 sec): 3 clusters Score: Raw -1471246.738824 + Penalty 3036.997923 = -1468209.740901 nChanged 9 SP:Iteration 37Q (5815.008679 sec): 3 clusters Score: Raw -1471250.548486 + Penalty 3036.997923 = -1468213.550563 nChanged 12 SP:Iteration 38Q (5815.037649 sec): 3 clusters Score: Raw -1471254.355459 + Penalty 3036.997923 = -1468217.357536 nChanged 15 SP:Iteration 39Q (5815.064518 sec): 3 clusters Score: Raw -1471257.911530 + Penalty 3036.997923 = -1468220.913608 nChanged 8 SP:Iteration 40F (5815.093743 sec): 3 clusters Score: Raw -1471260.042438 + Penalty 3036.997923 = -1468223.044515 nChanged 5 SP:Iteration 41Q (5815.120498 sec): 3 clusters Score: Raw -1471260.912716 + Penalty 3036.997923 = -1468223.914794 nChanged 8 SP:Iteration 42Q (5815.147282 sec): 3 clusters Score: Raw -1471261.979449 + Penalty 3036.997923 = -1468224.981526 nChanged 6 SP:Iteration 43Q (5815.173999 sec): 3 clusters Score: Raw -1471263.232788 + Penalty 3036.997923 = -1468226.234866 nChanged 9 SP:Iteration 44Q (5815.200825 sec): 3 clusters Score: Raw -1471265.315915 + Penalty 3036.997923 = -1468228.317993 nChanged 3 SP:Iteration 45Q (5815.227656 sec): 3 clusters Score: Raw -1471265.885733 + Penalty 3036.997923 = -1468228.887810 nChanged 4 SP:Iteration 46Q (5815.260942 sec): 3 clusters Score: Raw -1471266.618298 + Penalty 3036.997923 = -1468229.620375 nChanged 2 SP:Iteration 47Q (5815.287741 sec): 3 clusters Score: Raw -1471266.954227 + Penalty 3036.997923 = -1468229.956304 nChanged 1 SP:Iteration 48Q (5815.314566 sec): 3 clusters Score: Raw -1471267.262437 + Penalty 3036.997923 = -1468230.264514 nChanged 1 SP:Iteration 49Q (5815.341459 sec): 3 clusters Score: Raw -1471267.431764 + Penalty 3036.997923 = -1468230.433842 nChanged 2 SP:Iteration 50Q (5815.368222 sec): 3 clusters Score: Raw -1471267.691260 + Penalty 3036.997923 = -1468230.693338 nChanged 1 SP:Iteration 51Q (5815.394989 sec): 3 clusters Score: Raw -1471267.809639 + Penalty 3036.997923 = -1468230.811717 nChanged 1 SP:Iteration 52Q (5815.421751 sec): 3 clusters Score: Raw -1471267.912415 + Penalty 3036.997923 = -1468230.914493 nChanged 0 SP:Iteration 53F (5815.486757 sec): 3 clusters Score: Raw -1471267.912415 + Penalty 3036.997923 = -1468230.914493 nChanged 0 Trying to split cluster 32 (17357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5815.517657 sec): 2 clusters Score: Raw -2073007.201593 + Penalty 1586.284564 = -2071420.917029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5815.556870 sec): 3 clusters Score: Raw -2062969.324338 + Penalty 3172.569128 = -2059796.755211 nChanged 7677 SP:Iteration 1F (5815.594442 sec): 3 clusters Score: Raw -2067450.617735 + Penalty 3172.569128 = -2064278.048608 nChanged 1137 SP:Iteration 2F (5815.657369 sec): 3 clusters Score: Raw -2068063.393918 + Penalty 3172.569128 = -2064890.824790 nChanged 1089 SP:Iteration 3F (5815.694408 sec): 3 clusters Score: Raw -2068595.911728 + Penalty 3172.569128 = -2065423.342600 nChanged 939 SP:Iteration 4F (5815.764560 sec): 3 clusters Score: Raw -2069056.908620 + Penalty 3172.569128 = -2065884.339493 nChanged 920 SP:Iteration 5F (5815.802036 sec): 3 clusters Score: Raw -2069523.958930 + Penalty 3172.569128 = -2066351.389803 nChanged 864 SP:Iteration 6Q (5815.839998 sec): 3 clusters Score: Raw -2069940.766265 + Penalty 3172.569128 = -2066768.197137 nChanged 746 SP:Iteration 7Q (5815.877862 sec): 3 clusters Score: Raw -2070305.992494 + Penalty 3172.569128 = -2067133.423367 nChanged 664 SP:Iteration 8Q (5815.915864 sec): 3 clusters Score: Raw -2070612.032801 + Penalty 3172.569128 = -2067439.463674 nChanged 574 SP:Iteration 9Q (5815.953597 sec): 3 clusters Score: Raw -2070907.506937 + Penalty 3172.569128 = -2067734.937810 nChanged 541 SP:Iteration 10Q (5815.991607 sec): 3 clusters Score: Raw -2071203.447114 + Penalty 3172.569128 = -2068030.877987 nChanged 518 SP:Iteration 11Q (5816.029270 sec): 3 clusters Score: Raw -2071490.670584 + Penalty 3172.569128 = -2068318.101457 nChanged 451 SP:Iteration 12Q (5816.066940 sec): 3 clusters Score: Raw -2071723.624860 + Penalty 3172.569128 = -2068551.055732 nChanged 404 SP:Iteration 13Q (5816.104124 sec): 3 clusters Score: Raw -2071928.935063 + Penalty 3172.569128 = -2068756.365935 nChanged 370 SP:Iteration 14Q (5816.141260 sec): 3 clusters Score: Raw -2072113.627448 + Penalty 3172.569128 = -2068941.058321 nChanged 368 SP:Iteration 15Q (5816.177789 sec): 3 clusters Score: Raw -2072289.891128 + Penalty 3172.569128 = -2069117.322000 nChanged 324 SP:Iteration 16Q (5816.213996 sec): 3 clusters Score: Raw -2072441.002601 + Penalty 3172.569128 = -2069268.433473 nChanged 297 SP:Iteration 17Q (5816.249826 sec): 3 clusters Score: Raw -2072575.583902 + Penalty 3172.569128 = -2069403.014774 nChanged 287 SP:Iteration 18Q (5816.285553 sec): 3 clusters Score: Raw -2072711.889592 + Penalty 3172.569128 = -2069539.320465 nChanged 274 SP:Iteration 19Q (5816.320786 sec): 3 clusters Score: Raw -2072847.848841 + Penalty 3172.569128 = -2069675.279714 nChanged 240 SP:Iteration 20F (5816.364893 sec): 3 clusters Score: Raw -2072973.352357 + Penalty 3172.569128 = -2069800.783230 nChanged 220 SP:Iteration 21Q (5816.399713 sec): 3 clusters Score: Raw -2073091.355861 + Penalty 3172.569128 = -2069918.786734 nChanged 186 SP:Iteration 22Q (5816.434048 sec): 3 clusters Score: Raw -2073192.317084 + Penalty 3172.569128 = -2070019.747956 nChanged 167 SP:Iteration 23Q (5816.473775 sec): 3 clusters Score: Raw -2073277.501345 + Penalty 3172.569128 = -2070104.932218 nChanged 119 SP:Iteration 24Q (5816.507622 sec): 3 clusters Score: Raw -2073334.562109 + Penalty 3172.569128 = -2070161.992982 nChanged 77 SP:Iteration 25Q (5816.541224 sec): 3 clusters Score: Raw -2073372.367543 + Penalty 3172.569128 = -2070199.798416 nChanged 83 SP:Iteration 26Q (5816.574556 sec): 3 clusters Score: Raw -2073414.761608 + Penalty 3172.569128 = -2070242.192480 nChanged 64 SP:Iteration 27Q (5816.607797 sec): 3 clusters Score: Raw -2073443.933031 + Penalty 3172.569128 = -2070271.363903 nChanged 52 SP:Iteration 28Q (5816.640887 sec): 3 clusters Score: Raw -2073466.721535 + Penalty 3172.569128 = -2070294.152407 nChanged 43 SP:Iteration 29Q (5816.673953 sec): 3 clusters Score: Raw -2073486.871162 + Penalty 3172.569128 = -2070314.302035 nChanged 41 SP:Iteration 30Q (5816.706995 sec): 3 clusters Score: Raw -2073501.736894 + Penalty 3172.569128 = -2070329.167767 nChanged 28 SP:Iteration 31Q (5816.740045 sec): 3 clusters Score: Raw -2073512.439881 + Penalty 3172.569128 = -2070339.870754 nChanged 21 SP:Iteration 32Q (5816.773081 sec): 3 clusters Score: Raw -2073520.163823 + Penalty 3172.569128 = -2070347.594695 nChanged 17 SP:Iteration 33Q (5816.806099 sec): 3 clusters Score: Raw -2073526.049083 + Penalty 3172.569128 = -2070353.479956 nChanged 21 SP:Iteration 34Q (5816.841856 sec): 3 clusters Score: Raw -2073532.236052 + Penalty 3172.569128 = -2070359.666925 nChanged 9 SP:Iteration 35Q (5816.874980 sec): 3 clusters Score: Raw -2073534.231014 + Penalty 3172.569128 = -2070361.661887 nChanged 6 SP:Iteration 36Q (5816.931091 sec): 3 clusters Score: Raw -2073537.251345 + Penalty 3172.569128 = -2070364.682217 nChanged 6 SP:Iteration 37Q (5816.971469 sec): 3 clusters Score: Raw -2073539.831125 + Penalty 3172.569128 = -2070367.261997 nChanged 7 SP:Iteration 38Q (5817.004245 sec): 3 clusters Score: Raw -2073544.355095 + Penalty 3172.569128 = -2070371.785967 nChanged 12 SP:Iteration 39Q (5817.037314 sec): 3 clusters Score: Raw -2073549.358284 + Penalty 3172.569128 = -2070376.789157 nChanged 12 SP:Iteration 40F (5817.075060 sec): 3 clusters Score: Raw -2073553.401055 + Penalty 3172.569128 = -2070380.831927 nChanged 7 SP:Iteration 41Q (5817.108046 sec): 3 clusters Score: Raw -2073554.912188 + Penalty 3172.569128 = -2070382.343060 nChanged 3 SP:Iteration 42Q (5817.156166 sec): 3 clusters Score: Raw -2073556.516913 + Penalty 3172.569128 = -2070383.947786 nChanged 3 SP:Iteration 43Q (5817.189089 sec): 3 clusters Score: Raw -2073557.265913 + Penalty 3172.569128 = -2070384.696785 nChanged 0 SP:Iteration 44F (5817.226762 sec): 3 clusters Score: Raw -2073557.265913 + Penalty 3172.569128 = -2070384.696785 nChanged 0 Trying to split cluster 33 (7138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5817.255383 sec): 2 clusters Score: Raw -892818.339899 + Penalty 1441.893034 = -891376.446864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5817.287872 sec): 3 clusters Score: Raw -888905.980303 + Penalty 2883.786069 = -886022.194234 nChanged 2959 SP:Iteration 1F (5817.311893 sec): 3 clusters Score: Raw -890631.982374 + Penalty 2883.786069 = -887748.196305 nChanged 526 SP:Iteration 2F (5817.338770 sec): 3 clusters Score: Raw -891059.073999 + Penalty 2883.786069 = -888175.287930 nChanged 503 SP:Iteration 3F (5817.362632 sec): 3 clusters Score: Raw -891458.415039 + Penalty 2883.786069 = -888574.628971 nChanged 469 SP:Iteration 4F (5817.386838 sec): 3 clusters Score: Raw -891782.834741 + Penalty 2883.786069 = -888899.048672 nChanged 422 SP:Iteration 5F (5817.410853 sec): 3 clusters Score: Raw -892081.532265 + Penalty 2883.786069 = -889197.746196 nChanged 406 SP:Iteration 6F (5817.434818 sec): 3 clusters Score: Raw -892347.563327 + Penalty 2883.786069 = -889463.777258 nChanged 348 SP:Iteration 7Q (5817.458122 sec): 3 clusters Score: Raw -892581.001752 + Penalty 2883.786069 = -889697.215683 nChanged 325 SP:Iteration 8Q (5817.481996 sec): 3 clusters Score: Raw -892810.731600 + Penalty 2883.786069 = -889926.945531 nChanged 292 SP:Iteration 9Q (5817.507186 sec): 3 clusters Score: Raw -893037.158480 + Penalty 2883.786069 = -890153.372411 nChanged 255 SP:Iteration 10Q (5817.541657 sec): 3 clusters Score: Raw -893239.393561 + Penalty 2883.786069 = -890355.607492 nChanged 191 SP:Iteration 11Q (5817.565122 sec): 3 clusters Score: Raw -893362.057503 + Penalty 2883.786069 = -890478.271435 nChanged 138 SP:Iteration 12Q (5817.588179 sec): 3 clusters Score: Raw -893441.393423 + Penalty 2883.786069 = -890557.607354 nChanged 121 SP:Iteration 13Q (5817.611213 sec): 3 clusters Score: Raw -893513.387736 + Penalty 2883.786069 = -890629.601667 nChanged 95 SP:Iteration 14Q (5817.634346 sec): 3 clusters Score: Raw -893567.649114 + Penalty 2883.786069 = -890683.863045 nChanged 78 SP:Iteration 15Q (5817.657430 sec): 3 clusters Score: Raw -893606.316632 + Penalty 2883.786069 = -890722.530563 nChanged 84 SP:Iteration 16Q (5817.680221 sec): 3 clusters Score: Raw -893655.639540 + Penalty 2883.786069 = -890771.853472 nChanged 72 SP:Iteration 17Q (5817.702905 sec): 3 clusters Score: Raw -893703.561546 + Penalty 2883.786069 = -890819.775477 nChanged 69 SP:Iteration 18Q (5817.725383 sec): 3 clusters Score: Raw -893738.614392 + Penalty 2883.786069 = -890854.828323 nChanged 49 SP:Iteration 19Q (5817.747871 sec): 3 clusters Score: Raw -893763.582536 + Penalty 2883.786069 = -890879.796467 nChanged 44 SP:Iteration 20F (5817.771895 sec): 3 clusters Score: Raw -893786.805420 + Penalty 2883.786069 = -890903.019351 nChanged 42 SP:Iteration 21Q (5817.794124 sec): 3 clusters Score: Raw -893809.166693 + Penalty 2883.786069 = -890925.380624 nChanged 36 SP:Iteration 22Q (5817.816297 sec): 3 clusters Score: Raw -893829.426624 + Penalty 2883.786069 = -890945.640556 nChanged 34 SP:Iteration 23Q (5817.838200 sec): 3 clusters Score: Raw -893844.732761 + Penalty 2883.786069 = -890960.946692 nChanged 22 SP:Iteration 24Q (5817.860041 sec): 3 clusters Score: Raw -893852.933938 + Penalty 2883.786069 = -890969.147869 nChanged 12 SP:Iteration 25Q (5817.882147 sec): 3 clusters Score: Raw -893858.225147 + Penalty 2883.786069 = -890974.439078 nChanged 6 SP:Iteration 26Q (5817.906014 sec): 3 clusters Score: Raw -893860.447796 + Penalty 2883.786069 = -890976.661727 nChanged 4 SP:Iteration 27Q (5817.935578 sec): 3 clusters Score: Raw -893861.952826 + Penalty 2883.786069 = -890978.166758 nChanged 3 SP:Iteration 28Q (5817.980760 sec): 3 clusters Score: Raw -893862.544473 + Penalty 2883.786069 = -890978.758404 nChanged 3 SP:Iteration 29Q (5818.006530 sec): 3 clusters Score: Raw -893863.030613 + Penalty 2883.786069 = -890979.244544 nChanged 2 SP:Iteration 30Q (5818.030292 sec): 3 clusters Score: Raw -893863.398550 + Penalty 2883.786069 = -890979.612481 nChanged 2 SP:Iteration 31Q (5818.055663 sec): 3 clusters Score: Raw -893863.737592 + Penalty 2883.786069 = -890979.951523 nChanged 1 SP:Iteration 32Q (5818.077765 sec): 3 clusters Score: Raw -893863.809023 + Penalty 2883.786069 = -890980.022955 nChanged 0 SP:Iteration 33F (5818.101702 sec): 3 clusters Score: Raw -893863.809023 + Penalty 2883.786069 = -890980.022955 nChanged 0 Trying to split cluster 34 (14806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5818.130451 sec): 2 clusters Score: Raw -1847761.796736 + Penalty 1560.453015 = -1846201.343722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5818.167472 sec): 3 clusters Score: Raw -1839062.793191 + Penalty 3120.906029 = -1835941.887161 nChanged 6578 SP:Iteration 1F (5818.203139 sec): 3 clusters Score: Raw -1842568.891891 + Penalty 3120.906029 = -1839447.985861 nChanged 799 SP:Iteration 2F (5818.257984 sec): 3 clusters Score: Raw -1842905.898293 + Penalty 3120.906029 = -1839784.992263 nChanged 745 SP:Iteration 3F (5818.315612 sec): 3 clusters Score: Raw -1843238.087263 + Penalty 3120.906029 = -1840117.181233 nChanged 773 SP:Iteration 4F (5818.354706 sec): 3 clusters Score: Raw -1843615.313055 + Penalty 3120.906029 = -1840494.407026 nChanged 812 SP:Iteration 5F (5818.390465 sec): 3 clusters Score: Raw -1844089.201918 + Penalty 3120.906029 = -1840968.295888 nChanged 818 SP:Iteration 6F (5818.456376 sec): 3 clusters Score: Raw -1844598.212397 + Penalty 3120.906029 = -1841477.306367 nChanged 817 SP:Iteration 7F (5818.528084 sec): 3 clusters Score: Raw -1845160.363956 + Penalty 3120.906029 = -1842039.457926 nChanged 819 SP:Iteration 8F (5818.581503 sec): 3 clusters Score: Raw -1845718.015357 + Penalty 3120.906029 = -1842597.109327 nChanged 710 SP:Iteration 9Q (5818.617120 sec): 3 clusters Score: Raw -1846243.037291 + Penalty 3120.906029 = -1843122.131261 nChanged 584 SP:Iteration 10Q (5818.652134 sec): 3 clusters Score: Raw -1846713.407163 + Penalty 3120.906029 = -1843592.501133 nChanged 513 SP:Iteration 11Q (5818.709606 sec): 3 clusters Score: Raw -1847112.014998 + Penalty 3120.906029 = -1843991.108969 nChanged 375 SP:Iteration 12Q (5818.775676 sec): 3 clusters Score: Raw -1847403.458786 + Penalty 3120.906029 = -1844282.552757 nChanged 312 SP:Iteration 13Q (5818.814471 sec): 3 clusters Score: Raw -1847614.286727 + Penalty 3120.906029 = -1844493.380698 nChanged 249 SP:Iteration 14Q (5818.847148 sec): 3 clusters Score: Raw -1847807.223086 + Penalty 3120.906029 = -1844686.317056 nChanged 206 SP:Iteration 15Q (5818.880860 sec): 3 clusters Score: Raw -1847946.424874 + Penalty 3120.906029 = -1844825.518845 nChanged 166 SP:Iteration 16Q (5818.920798 sec): 3 clusters Score: Raw -1848052.011880 + Penalty 3120.906029 = -1844931.105851 nChanged 131 SP:Iteration 17Q (5818.960787 sec): 3 clusters Score: Raw -1848127.917708 + Penalty 3120.906029 = -1845007.011678 nChanged 112 SP:Iteration 18Q (5818.991638 sec): 3 clusters Score: Raw -1848187.931375 + Penalty 3120.906029 = -1845067.025346 nChanged 80 SP:Iteration 19Q (5819.056625 sec): 3 clusters Score: Raw -1848217.983090 + Penalty 3120.906029 = -1845097.077061 nChanged 56 SP:Iteration 20F (5819.101051 sec): 3 clusters Score: Raw -1848238.281085 + Penalty 3120.906029 = -1845117.375055 nChanged 40 SP:Iteration 21Q (5819.132350 sec): 3 clusters Score: Raw -1848254.987019 + Penalty 3120.906029 = -1845134.080990 nChanged 38 SP:Iteration 22Q (5819.174542 sec): 3 clusters Score: Raw -1848274.409701 + Penalty 3120.906029 = -1845153.503672 nChanged 34 SP:Iteration 23Q (5819.208767 sec): 3 clusters Score: Raw -1848288.669184 + Penalty 3120.906029 = -1845167.763154 nChanged 34 SP:Iteration 24Q (5819.256046 sec): 3 clusters Score: Raw -1848301.912465 + Penalty 3120.906029 = -1845181.006436 nChanged 35 SP:Iteration 25Q (5819.293396 sec): 3 clusters Score: Raw -1848315.257148 + Penalty 3120.906029 = -1845194.351118 nChanged 25 SP:Iteration 26Q (5819.323814 sec): 3 clusters Score: Raw -1848323.305842 + Penalty 3120.906029 = -1845202.399812 nChanged 25 SP:Iteration 27Q (5819.353861 sec): 3 clusters Score: Raw -1848333.218023 + Penalty 3120.906029 = -1845212.311994 nChanged 22 SP:Iteration 28Q (5819.384169 sec): 3 clusters Score: Raw -1848340.272042 + Penalty 3120.906029 = -1845219.366013 nChanged 23 SP:Iteration 29Q (5819.414206 sec): 3 clusters Score: Raw -1848346.930183 + Penalty 3120.906029 = -1845226.024153 nChanged 22 SP:Iteration 30Q (5819.444207 sec): 3 clusters Score: Raw -1848353.287314 + Penalty 3120.906029 = -1845232.381284 nChanged 19 SP:Iteration 31Q (5819.474238 sec): 3 clusters Score: Raw -1848358.839862 + Penalty 3120.906029 = -1845237.933832 nChanged 22 SP:Iteration 32Q (5819.504374 sec): 3 clusters Score: Raw -1848365.019049 + Penalty 3120.906029 = -1845244.113020 nChanged 22 SP:Iteration 33Q (5819.534913 sec): 3 clusters Score: Raw -1848371.391421 + Penalty 3120.906029 = -1845250.485392 nChanged 20 SP:Iteration 34Q (5819.564905 sec): 3 clusters Score: Raw -1848376.817346 + Penalty 3120.906029 = -1845255.911317 nChanged 18 SP:Iteration 35Q (5819.595034 sec): 3 clusters Score: Raw -1848382.627312 + Penalty 3120.906029 = -1845261.721283 nChanged 18 SP:Iteration 36Q (5819.624754 sec): 3 clusters Score: Raw -1848387.779736 + Penalty 3120.906029 = -1845266.873707 nChanged 14 SP:Iteration 37Q (5819.654868 sec): 3 clusters Score: Raw -1848392.412503 + Penalty 3120.906029 = -1845271.506474 nChanged 13 SP:Iteration 38Q (5819.684941 sec): 3 clusters Score: Raw -1848394.997305 + Penalty 3120.906029 = -1845274.091275 nChanged 6 SP:Iteration 39Q (5819.714956 sec): 3 clusters Score: Raw -1848396.487103 + Penalty 3120.906029 = -1845275.581074 nChanged 6 SP:Iteration 40F (5819.760131 sec): 3 clusters Score: Raw -1848398.188552 + Penalty 3120.906029 = -1845277.282523 nChanged 6 SP:Iteration 41Q (5819.798007 sec): 3 clusters Score: Raw -1848399.484191 + Penalty 3120.906029 = -1845278.578162 nChanged 9 SP:Iteration 42Q (5819.828095 sec): 3 clusters Score: Raw -1848401.327916 + Penalty 3120.906029 = -1845280.421886 nChanged 9 SP:Iteration 43Q (5819.858011 sec): 3 clusters Score: Raw -1848403.078598 + Penalty 3120.906029 = -1845282.172569 nChanged 7 SP:Iteration 44Q (5819.888128 sec): 3 clusters Score: Raw -1848404.497298 + Penalty 3120.906029 = -1845283.591268 nChanged 4 SP:Iteration 45Q (5819.928443 sec): 3 clusters Score: Raw -1848406.197555 + Penalty 3120.906029 = -1845285.291526 nChanged 5 SP:Iteration 46Q (5819.958422 sec): 3 clusters Score: Raw -1848407.657720 + Penalty 3120.906029 = -1845286.751690 nChanged 9 SP:Iteration 47Q (5819.988334 sec): 3 clusters Score: Raw -1848410.001912 + Penalty 3120.906029 = -1845289.095882 nChanged 6 SP:Iteration 48Q (5820.018303 sec): 3 clusters Score: Raw -1848411.217807 + Penalty 3120.906029 = -1845290.311778 nChanged 6 SP:Iteration 49Q (5820.048157 sec): 3 clusters Score: Raw -1848412.094800 + Penalty 3120.906029 = -1845291.188771 nChanged 2 SP:Iteration 50Q (5820.083403 sec): 3 clusters Score: Raw -1848412.441277 + Penalty 3120.906029 = -1845291.535247 nChanged 2 SP:Iteration 51Q (5820.124125 sec): 3 clusters Score: Raw -1848412.857119 + Penalty 3120.906029 = -1845291.951089 nChanged 3 SP:Iteration 52Q (5820.165374 sec): 3 clusters Score: Raw -1848413.428326 + Penalty 3120.906029 = -1845292.522297 nChanged 3 SP:Iteration 53Q (5820.195120 sec): 3 clusters Score: Raw -1848414.072791 + Penalty 3120.906029 = -1845293.166761 nChanged 6 SP:Iteration 54Q (5820.233139 sec): 3 clusters Score: Raw -1848415.406808 + Penalty 3120.906029 = -1845294.500778 nChanged 4 SP:Iteration 55Q (5820.268309 sec): 3 clusters Score: Raw -1848416.291830 + Penalty 3120.906029 = -1845295.385801 nChanged 5 SP:Iteration 56Q (5820.299975 sec): 3 clusters Score: Raw -1848417.228159 + Penalty 3120.906029 = -1845296.322130 nChanged 3 SP:Iteration 57Q (5820.330020 sec): 3 clusters Score: Raw -1848417.834718 + Penalty 3120.906029 = -1845296.928689 nChanged 4 SP:Iteration 58Q (5820.359886 sec): 3 clusters Score: Raw -1848418.988801 + Penalty 3120.906029 = -1845298.082771 nChanged 7 SP:Iteration 59Q (5820.389787 sec): 3 clusters Score: Raw -1848421.069966 + Penalty 3120.906029 = -1845300.163937 nChanged 8 SP:Iteration 60F (5820.456501 sec): 3 clusters Score: Raw -1848422.556564 + Penalty 3120.906029 = -1845301.650535 nChanged 5 SP:Iteration 61Q (5820.495022 sec): 3 clusters Score: Raw -1848423.424639 + Penalty 3120.906029 = -1845302.518609 nChanged 1 SP:Iteration 62Q (5820.525116 sec): 3 clusters Score: Raw -1848423.540581 + Penalty 3120.906029 = -1845302.634552 nChanged 1 SP:Iteration 63Q (5820.562583 sec): 3 clusters Score: Raw -1848423.719517 + Penalty 3120.906029 = -1845302.813487 nChanged 1 SP:Iteration 64Q (5820.618674 sec): 3 clusters Score: Raw -1848423.897376 + Penalty 3120.906029 = -1845302.991347 nChanged 0 SP:Iteration 65F (5820.654125 sec): 3 clusters Score: Raw -1848423.897376 + Penalty 3120.906029 = -1845302.991347 nChanged 0 Trying to split cluster 35 (19859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5820.687689 sec): 2 clusters Score: Raw -2491410.464768 + Penalty 1608.167045 = -2489802.297724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5820.730702 sec): 3 clusters Score: Raw -2479482.819779 + Penalty 3216.334090 = -2476266.485689 nChanged 8983 SP:Iteration 1F (5820.776149 sec): 3 clusters Score: Raw -2484548.302309 + Penalty 3216.334090 = -2481331.968219 nChanged 1113 SP:Iteration 2F (5820.817975 sec): 3 clusters Score: Raw -2485048.684430 + Penalty 3216.334090 = -2481832.350340 nChanged 1161 SP:Iteration 3F (5820.868368 sec): 3 clusters Score: Raw -2485665.675310 + Penalty 3216.334090 = -2482449.341220 nChanged 1298 SP:Iteration 4F (5820.909513 sec): 3 clusters Score: Raw -2486507.737870 + Penalty 3216.334090 = -2483291.403780 nChanged 1428 SP:Iteration 5F (5820.950403 sec): 3 clusters Score: Raw -2487601.955315 + Penalty 3216.334090 = -2484385.621225 nChanged 1442 SP:Iteration 6F (5820.991487 sec): 3 clusters Score: Raw -2488857.826318 + Penalty 3216.334090 = -2485641.492229 nChanged 1197 SP:Iteration 7F (5821.032339 sec): 3 clusters Score: Raw -2489939.795062 + Penalty 3216.334090 = -2486723.460972 nChanged 845 SP:Iteration 8Q (5821.073193 sec): 3 clusters Score: Raw -2490652.010271 + Penalty 3216.334090 = -2487435.676182 nChanged 520 SP:Iteration 9Q (5821.112898 sec): 3 clusters Score: Raw -2491104.691843 + Penalty 3216.334090 = -2487888.357754 nChanged 288 SP:Iteration 10Q (5821.150992 sec): 3 clusters Score: Raw -2491360.305762 + Penalty 3216.334090 = -2488143.971672 nChanged 157 SP:Iteration 11Q (5821.187949 sec): 3 clusters Score: Raw -2491521.862412 + Penalty 3216.334090 = -2488305.528322 nChanged 84 SP:Iteration 12Q (5821.225310 sec): 3 clusters Score: Raw -2491600.215345 + Penalty 3216.334090 = -2488383.881255 nChanged 38 SP:Iteration 13Q (5821.260382 sec): 3 clusters Score: Raw -2491627.574257 + Penalty 3216.334090 = -2488411.240168 nChanged 28 SP:Iteration 14Q (5821.295200 sec): 3 clusters Score: Raw -2491650.674087 + Penalty 3216.334090 = -2488434.339997 nChanged 27 SP:Iteration 15Q (5821.329947 sec): 3 clusters Score: Raw -2491673.292073 + Penalty 3216.334090 = -2488456.957983 nChanged 13 SP:Iteration 16Q (5821.364499 sec): 3 clusters Score: Raw -2491687.244135 + Penalty 3216.334090 = -2488470.910045 nChanged 7 SP:Iteration 17Q (5821.399249 sec): 3 clusters Score: Raw -2491692.750956 + Penalty 3216.334090 = -2488476.416867 nChanged 8 SP:Iteration 18Q (5821.442349 sec): 3 clusters Score: Raw -2491697.092112 + Penalty 3216.334090 = -2488480.758023 nChanged 3 SP:Iteration 19Q (5821.476741 sec): 3 clusters Score: Raw -2491699.814238 + Penalty 3216.334090 = -2488483.480148 nChanged 1 SP:Iteration 20F (5821.517738 sec): 3 clusters Score: Raw -2491700.485790 + Penalty 3216.334090 = -2488484.151700 nChanged 0 Trying to split cluster 36 (1009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5821.531559 sec): 2 clusters Score: Raw -128912.761281 + Penalty 1123.966191 = -127788.795091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5821.537496 sec): 3 clusters Score: Raw -128581.068984 + Penalty 2247.932382 = -126333.136602 nChanged 310 SP:Iteration 1F (5821.543091 sec): 3 clusters Score: Raw -128837.198906 + Penalty 2247.932382 = -126589.266525 nChanged 83 SP:Iteration 2F (5821.548615 sec): 3 clusters Score: Raw -128918.770730 + Penalty 2247.932382 = -126670.838349 nChanged 42 SP:Iteration 3Q (5821.554177 sec): 3 clusters Score: Raw -128951.646326 + Penalty 2247.932382 = -126703.713944 nChanged 10 SP:Iteration 4Q (5821.565244 sec): 3 clusters Score: Raw -128962.732641 + Penalty 2247.932382 = -126714.800260 nChanged 10 SP:Iteration 5Q (5821.570774 sec): 3 clusters Score: Raw -128967.464312 + Penalty 2247.932382 = -126719.531930 nChanged 0 SP:Iteration 6F (5821.577120 sec): 3 clusters Score: Raw -128967.464312 + Penalty 2247.932382 = -126719.531930 nChanged 0 Trying to split cluster 37 (26625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5821.621242 sec): 2 clusters Score: Raw -3382276.060609 + Penalty 1655.810959 = -3380620.249650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5821.675004 sec): 3 clusters Score: Raw -3366009.882796 + Penalty 3311.621918 = -3362698.260878 nChanged 12188 SP:Iteration 1F (5821.743660 sec): 3 clusters Score: Raw -3373082.550047 + Penalty 3311.621918 = -3369770.928129 nChanged 1514 SP:Iteration 2F (5821.794519 sec): 3 clusters Score: Raw -3373875.133130 + Penalty 3311.621918 = -3370563.511211 nChanged 1601 SP:Iteration 3F (5821.845277 sec): 3 clusters Score: Raw -3374866.425330 + Penalty 3311.621918 = -3371554.803412 nChanged 1714 SP:Iteration 4F (5821.897132 sec): 3 clusters Score: Raw -3376162.147496 + Penalty 3311.621918 = -3372850.525578 nChanged 1752 SP:Iteration 5F (5821.964298 sec): 3 clusters Score: Raw -3377494.240476 + Penalty 3311.621918 = -3374182.618557 nChanged 1563 SP:Iteration 6F (5822.015465 sec): 3 clusters Score: Raw -3378619.690916 + Penalty 3311.621918 = -3375308.068998 nChanged 1317 SP:Iteration 7Q (5822.069029 sec): 3 clusters Score: Raw -3379373.755520 + Penalty 3311.621918 = -3376062.133602 nChanged 987 SP:Iteration 8Q (5822.121191 sec): 3 clusters Score: Raw -3379814.627030 + Penalty 3311.621918 = -3376503.005112 nChanged 693 SP:Iteration 9Q (5822.171509 sec): 3 clusters Score: Raw -3380051.462490 + Penalty 3311.621918 = -3376739.840571 nChanged 492 SP:Iteration 10Q (5822.220542 sec): 3 clusters Score: Raw -3380194.862280 + Penalty 3311.621918 = -3376883.240361 nChanged 368 SP:Iteration 11Q (5822.277101 sec): 3 clusters Score: Raw -3380287.051819 + Penalty 3311.621918 = -3376975.429901 nChanged 326 SP:Iteration 12Q (5822.325436 sec): 3 clusters Score: Raw -3380378.594713 + Penalty 3311.621918 = -3377066.972794 nChanged 337 SP:Iteration 13Q (5822.383331 sec): 3 clusters Score: Raw -3380478.996301 + Penalty 3311.621918 = -3377167.374382 nChanged 335 SP:Iteration 14Q (5822.430980 sec): 3 clusters Score: Raw -3380581.885146 + Penalty 3311.621918 = -3377270.263228 nChanged 359 SP:Iteration 15Q (5822.482110 sec): 3 clusters Score: Raw -3380706.713243 + Penalty 3311.621918 = -3377395.091324 nChanged 392 SP:Iteration 16Q (5822.530040 sec): 3 clusters Score: Raw -3380858.114466 + Penalty 3311.621918 = -3377546.492548 nChanged 411 SP:Iteration 17Q (5822.577881 sec): 3 clusters Score: Raw -3381017.599184 + Penalty 3311.621918 = -3377705.977265 nChanged 381 SP:Iteration 18Q (5822.635979 sec): 3 clusters Score: Raw -3381184.983726 + Penalty 3311.621918 = -3377873.361808 nChanged 394 SP:Iteration 19Q (5822.682704 sec): 3 clusters Score: Raw -3381386.451745 + Penalty 3311.621918 = -3378074.829826 nChanged 405 SP:Iteration 20F (5822.732083 sec): 3 clusters Score: Raw -3381599.600288 + Penalty 3311.621918 = -3378287.978370 nChanged 381 SP:Iteration 21Q (5822.779103 sec): 3 clusters Score: Raw -3381815.385154 + Penalty 3311.621918 = -3378503.763236 nChanged 375 SP:Iteration 22Q (5822.840925 sec): 3 clusters Score: Raw -3382041.921641 + Penalty 3311.621918 = -3378730.299723 nChanged 329 SP:Iteration 23Q (5822.893311 sec): 3 clusters Score: Raw -3382233.233494 + Penalty 3311.621918 = -3378921.611575 nChanged 295 SP:Iteration 24Q (5822.938380 sec): 3 clusters Score: Raw -3382403.700386 + Penalty 3311.621918 = -3379092.078468 nChanged 237 SP:Iteration 25Q (5822.983045 sec): 3 clusters Score: Raw -3382522.129699 + Penalty 3311.621918 = -3379210.507781 nChanged 207 SP:Iteration 26Q (5823.027100 sec): 3 clusters Score: Raw -3382606.260125 + Penalty 3311.621918 = -3379294.638206 nChanged 182 SP:Iteration 27Q (5823.071508 sec): 3 clusters Score: Raw -3382668.621713 + Penalty 3311.621918 = -3379356.999795 nChanged 133 SP:Iteration 28Q (5823.115897 sec): 3 clusters Score: Raw -3382709.807894 + Penalty 3311.621918 = -3379398.185975 nChanged 116 SP:Iteration 29Q (5823.160976 sec): 3 clusters Score: Raw -3382743.280064 + Penalty 3311.621918 = -3379431.658146 nChanged 105 SP:Iteration 30Q (5823.204951 sec): 3 clusters Score: Raw -3382768.415867 + Penalty 3311.621918 = -3379456.793948 nChanged 76 SP:Iteration 31Q (5823.280737 sec): 3 clusters Score: Raw -3382785.505675 + Penalty 3311.621918 = -3379473.883756 nChanged 64 SP:Iteration 32Q (5823.335129 sec): 3 clusters Score: Raw -3382799.424582 + Penalty 3311.621918 = -3379487.802663 nChanged 63 SP:Iteration 33Q (5823.385543 sec): 3 clusters Score: Raw -3382812.936521 + Penalty 3311.621918 = -3379501.314602 nChanged 57 SP:Iteration 34Q (5823.440093 sec): 3 clusters Score: Raw -3382824.965795 + Penalty 3311.621918 = -3379513.343876 nChanged 54 SP:Iteration 35Q (5823.493367 sec): 3 clusters Score: Raw -3382836.983904 + Penalty 3311.621918 = -3379525.361985 nChanged 49 SP:Iteration 36Q (5823.536498 sec): 3 clusters Score: Raw -3382847.016380 + Penalty 3311.621918 = -3379535.394462 nChanged 43 SP:Iteration 37Q (5823.580794 sec): 3 clusters Score: Raw -3382853.536535 + Penalty 3311.621918 = -3379541.914617 nChanged 38 SP:Iteration 38Q (5823.624409 sec): 3 clusters Score: Raw -3382858.644439 + Penalty 3311.621918 = -3379547.022521 nChanged 24 SP:Iteration 39Q (5823.674621 sec): 3 clusters Score: Raw -3382862.290486 + Penalty 3311.621918 = -3379550.668568 nChanged 28 SP:Iteration 40F (5823.758263 sec): 3 clusters Score: Raw -3382866.813283 + Penalty 3311.621918 = -3379555.191364 nChanged 15 SP:Iteration 41Q (5823.802878 sec): 3 clusters Score: Raw -3382869.156355 + Penalty 3311.621918 = -3379557.534437 nChanged 15 SP:Iteration 42Q (5823.847282 sec): 3 clusters Score: Raw -3382870.930780 + Penalty 3311.621918 = -3379559.308861 nChanged 17 SP:Iteration 43Q (5823.890554 sec): 3 clusters Score: Raw -3382873.089162 + Penalty 3311.621918 = -3379561.467244 nChanged 15 SP:Iteration 44Q (5823.934865 sec): 3 clusters Score: Raw -3382874.735284 + Penalty 3311.621918 = -3379563.113365 nChanged 14 SP:Iteration 45Q (5823.980282 sec): 3 clusters Score: Raw -3382876.914842 + Penalty 3311.621918 = -3379565.292923 nChanged 18 SP:Iteration 46Q (5824.029070 sec): 3 clusters Score: Raw -3382879.363814 + Penalty 3311.621918 = -3379567.741895 nChanged 17 SP:Iteration 47Q (5824.073822 sec): 3 clusters Score: Raw -3382881.268484 + Penalty 3311.621918 = -3379569.646566 nChanged 11 SP:Iteration 48Q (5824.117303 sec): 3 clusters Score: Raw -3382883.041625 + Penalty 3311.621918 = -3379571.419707 nChanged 9 SP:Iteration 49Q (5824.172871 sec): 3 clusters Score: Raw -3382884.001064 + Penalty 3311.621918 = -3379572.379146 nChanged 13 SP:Iteration 50Q (5824.239455 sec): 3 clusters Score: Raw -3382885.943637 + Penalty 3311.621918 = -3379574.321718 nChanged 17 SP:Iteration 51Q (5824.281971 sec): 3 clusters Score: Raw -3382888.150924 + Penalty 3311.621918 = -3379576.529005 nChanged 16 SP:Iteration 52Q (5824.358062 sec): 3 clusters Score: Raw -3382889.776995 + Penalty 3311.621918 = -3379578.155077 nChanged 16 SP:Iteration 53Q (5824.412214 sec): 3 clusters Score: Raw -3382891.918231 + Penalty 3311.621918 = -3379580.296313 nChanged 14 SP:Iteration 54Q (5824.482289 sec): 3 clusters Score: Raw -3382893.995618 + Penalty 3311.621918 = -3379582.373700 nChanged 17 SP:Iteration 55Q (5824.536085 sec): 3 clusters Score: Raw -3382896.542331 + Penalty 3311.621918 = -3379584.920413 nChanged 14 SP:Iteration 56Q (5824.578804 sec): 3 clusters Score: Raw -3382897.977030 + Penalty 3311.621918 = -3379586.355111 nChanged 12 SP:Iteration 57Q (5824.627783 sec): 3 clusters Score: Raw -3382899.527676 + Penalty 3311.621918 = -3379587.905758 nChanged 12 SP:Iteration 58Q (5824.688530 sec): 3 clusters Score: Raw -3382900.851776 + Penalty 3311.621918 = -3379589.229858 nChanged 16 SP:Iteration 59Q (5824.741833 sec): 3 clusters Score: Raw -3382902.492643 + Penalty 3311.621918 = -3379590.870725 nChanged 12 SP:Iteration 60F (5824.800391 sec): 3 clusters Score: Raw -3382903.622187 + Penalty 3311.621918 = -3379592.000269 nChanged 10 SP:Iteration 61Q (5824.852368 sec): 3 clusters Score: Raw -3382904.448786 + Penalty 3311.621918 = -3379592.826868 nChanged 4 SP:Iteration 62Q (5824.901353 sec): 3 clusters Score: Raw -3382904.812654 + Penalty 3311.621918 = -3379593.190736 nChanged 1 SP:Iteration 63Q (5824.980231 sec): 3 clusters Score: Raw -3382904.848089 + Penalty 3311.621918 = -3379593.226171 nChanged 0 SP:Iteration 64F (5825.058390 sec): 3 clusters Score: Raw -3382904.848089 + Penalty 3311.621918 = -3379593.226171 nChanged 0 Trying to split cluster 38 (7997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5825.080473 sec): 2 clusters Score: Raw -936013.090779 + Penalty 1460.358534 = -934552.732245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5825.138740 sec): 3 clusters Score: Raw -931626.124171 + Penalty 2920.717069 = -928705.407102 nChanged 3407 SP:Iteration 1F (5825.188929 sec): 3 clusters Score: Raw -933829.434299 + Penalty 2920.717069 = -930908.717230 nChanged 703 SP:Iteration 2F (5825.244120 sec): 3 clusters Score: Raw -934379.598347 + Penalty 2920.717069 = -931458.881278 nChanged 612 SP:Iteration 3F (5825.278218 sec): 3 clusters Score: Raw -934971.436907 + Penalty 2920.717069 = -932050.719838 nChanged 596 SP:Iteration 4F (5825.303089 sec): 3 clusters Score: Raw -935530.235014 + Penalty 2920.717069 = -932609.517945 nChanged 565 SP:Iteration 5F (5825.339330 sec): 3 clusters Score: Raw -936058.578762 + Penalty 2920.717069 = -933137.861693 nChanged 461 SP:Iteration 6F (5825.363874 sec): 3 clusters Score: Raw -936465.688621 + Penalty 2920.717069 = -933544.971552 nChanged 393 SP:Iteration 7Q (5825.408746 sec): 3 clusters Score: Raw -936817.692512 + Penalty 2920.717069 = -933896.975443 nChanged 301 SP:Iteration 8Q (5825.434721 sec): 3 clusters Score: Raw -937051.327122 + Penalty 2920.717069 = -934130.610053 nChanged 232 SP:Iteration 9Q (5825.458399 sec): 3 clusters Score: Raw -937183.550095 + Penalty 2920.717069 = -934262.833026 nChanged 183 SP:Iteration 10Q (5825.491890 sec): 3 clusters Score: Raw -937285.003671 + Penalty 2920.717069 = -934364.286602 nChanged 153 SP:Iteration 11Q (5825.515725 sec): 3 clusters Score: Raw -937363.784766 + Penalty 2920.717069 = -934443.067697 nChanged 133 SP:Iteration 12Q (5825.550299 sec): 3 clusters Score: Raw -937427.998910 + Penalty 2920.717069 = -934507.281841 nChanged 103 SP:Iteration 13Q (5825.573996 sec): 3 clusters Score: Raw -937470.018568 + Penalty 2920.717069 = -934549.301499 nChanged 90 SP:Iteration 14Q (5825.597808 sec): 3 clusters Score: Raw -937498.460336 + Penalty 2920.717069 = -934577.743267 nChanged 63 SP:Iteration 15Q (5825.631893 sec): 3 clusters Score: Raw -937516.896940 + Penalty 2920.717069 = -934596.179872 nChanged 49 SP:Iteration 16Q (5825.655682 sec): 3 clusters Score: Raw -937531.716664 + Penalty 2920.717069 = -934610.999596 nChanged 47 SP:Iteration 17Q (5825.679317 sec): 3 clusters Score: Raw -937544.848824 + Penalty 2920.717069 = -934624.131756 nChanged 30 SP:Iteration 18Q (5825.702982 sec): 3 clusters Score: Raw -937551.204134 + Penalty 2920.717069 = -934630.487065 nChanged 25 SP:Iteration 19Q (5825.726691 sec): 3 clusters Score: Raw -937554.834543 + Penalty 2920.717069 = -934634.117475 nChanged 21 SP:Iteration 20F (5825.785350 sec): 3 clusters Score: Raw -937558.251915 + Penalty 2920.717069 = -934637.534846 nChanged 14 SP:Iteration 21Q (5825.808948 sec): 3 clusters Score: Raw -937560.448472 + Penalty 2920.717069 = -934639.731403 nChanged 12 SP:Iteration 22Q (5825.838372 sec): 3 clusters Score: Raw -937562.470167 + Penalty 2920.717069 = -934641.753099 nChanged 18 SP:Iteration 23Q (5825.862137 sec): 3 clusters Score: Raw -937566.559049 + Penalty 2920.717069 = -934645.841980 nChanged 20 SP:Iteration 24Q (5825.897189 sec): 3 clusters Score: Raw -937570.636345 + Penalty 2920.717069 = -934649.919276 nChanged 14 SP:Iteration 25Q (5825.920933 sec): 3 clusters Score: Raw -937573.313565 + Penalty 2920.717069 = -934652.596496 nChanged 10 SP:Iteration 26Q (5825.944644 sec): 3 clusters Score: Raw -937575.350176 + Penalty 2920.717069 = -934654.633107 nChanged 13 SP:Iteration 27Q (5825.971120 sec): 3 clusters Score: Raw -937577.868101 + Penalty 2920.717069 = -934657.151033 nChanged 16 SP:Iteration 28Q (5825.997658 sec): 3 clusters Score: Raw -937580.712981 + Penalty 2920.717069 = -934659.995912 nChanged 16 SP:Iteration 29Q (5826.037619 sec): 3 clusters Score: Raw -937583.651069 + Penalty 2920.717069 = -934662.934000 nChanged 11 SP:Iteration 30Q (5826.068913 sec): 3 clusters Score: Raw -937585.321239 + Penalty 2920.717069 = -934664.604170 nChanged 5 SP:Iteration 31Q (5826.092618 sec): 3 clusters Score: Raw -937586.019766 + Penalty 2920.717069 = -934665.302697 nChanged 6 SP:Iteration 32Q (5826.125307 sec): 3 clusters Score: Raw -937586.995048 + Penalty 2920.717069 = -934666.277979 nChanged 7 SP:Iteration 33Q (5826.184582 sec): 3 clusters Score: Raw -937587.585145 + Penalty 2920.717069 = -934666.868076 nChanged 4 SP:Iteration 34Q (5826.217614 sec): 3 clusters Score: Raw -937587.993965 + Penalty 2920.717069 = -934667.276897 nChanged 5 SP:Iteration 35Q (5826.241099 sec): 3 clusters Score: Raw -937588.601130 + Penalty 2920.717069 = -934667.884061 nChanged 5 SP:Iteration 36Q (5826.268447 sec): 3 clusters Score: Raw -937589.305811 + Penalty 2920.717069 = -934668.588742 nChanged 3 SP:Iteration 37Q (5826.292237 sec): 3 clusters Score: Raw -937589.883275 + Penalty 2920.717069 = -934669.166206 nChanged 5 SP:Iteration 38Q (5826.318365 sec): 3 clusters Score: Raw -937590.584242 + Penalty 2920.717069 = -934669.867173 nChanged 1 SP:Iteration 39Q (5826.342834 sec): 3 clusters Score: Raw -937590.625052 + Penalty 2920.717069 = -934669.907983 nChanged 0 SP:Iteration 40F (5826.367560 sec): 3 clusters Score: Raw -937590.625052 + Penalty 2920.717069 = -934669.907983 nChanged 0 Score: Raw -84153029.261494 + Penalty 93920.067112 = -84059109.194382 Splitting cluster 38 changes total score from -84059714.863653 to -84059109.194382 So it's not getting split. Trying to split cluster 39 (5329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5843.598473 sec): 2 clusters Score: Raw -678857.357063 + Penalty 1394.399318 = -677462.957744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5843.619842 sec): 3 clusters Score: Raw -676112.448983 + Penalty 2788.798637 = -673323.650346 nChanged 2200 SP:Iteration 1F (5843.646010 sec): 3 clusters Score: Raw -677253.079865 + Penalty 2788.798637 = -674464.281229 nChanged 415 SP:Iteration 2F (5843.667023 sec): 3 clusters Score: Raw -677513.468006 + Penalty 2788.798637 = -674724.669369 nChanged 385 SP:Iteration 3F (5843.688169 sec): 3 clusters Score: Raw -677793.449743 + Penalty 2788.798637 = -675004.651106 nChanged 388 SP:Iteration 4F (5843.740784 sec): 3 clusters Score: Raw -678117.233971 + Penalty 2788.798637 = -675328.435334 nChanged 359 SP:Iteration 5F (5843.791527 sec): 3 clusters Score: Raw -678427.934339 + Penalty 2788.798637 = -675639.135702 nChanged 301 SP:Iteration 6F (5843.844149 sec): 3 clusters Score: Raw -678671.538686 + Penalty 2788.798637 = -675882.740049 nChanged 223 SP:Iteration 7Q (5843.896104 sec): 3 clusters Score: Raw -678846.189778 + Penalty 2788.798637 = -676057.391142 nChanged 153 SP:Iteration 8Q (5843.943101 sec): 3 clusters Score: Raw -678953.953266 + Penalty 2788.798637 = -676165.154629 nChanged 120 SP:Iteration 9Q (5843.963586 sec): 3 clusters Score: Raw -679029.567134 + Penalty 2788.798637 = -676240.768497 nChanged 105 SP:Iteration 10Q (5843.984660 sec): 3 clusters Score: Raw -679091.136432 + Penalty 2788.798637 = -676302.337795 nChanged 82 SP:Iteration 11Q (5844.005763 sec): 3 clusters Score: Raw -679135.363783 + Penalty 2788.798637 = -676346.565147 nChanged 65 SP:Iteration 12Q (5844.026611 sec): 3 clusters Score: Raw -679164.935191 + Penalty 2788.798637 = -676376.136554 nChanged 48 SP:Iteration 13Q (5844.046934 sec): 3 clusters Score: Raw -679187.347418 + Penalty 2788.798637 = -676398.548781 nChanged 46 SP:Iteration 14Q (5844.068011 sec): 3 clusters Score: Raw -679205.711204 + Penalty 2788.798637 = -676416.912567 nChanged 39 SP:Iteration 15Q (5844.089011 sec): 3 clusters Score: Raw -679221.286580 + Penalty 2788.798637 = -676432.487943 nChanged 26 SP:Iteration 16Q (5844.110000 sec): 3 clusters Score: Raw -679230.763932 + Penalty 2788.798637 = -676441.965295 nChanged 21 SP:Iteration 17Q (5844.132616 sec): 3 clusters Score: Raw -679239.009834 + Penalty 2788.798637 = -676450.211197 nChanged 19 SP:Iteration 18Q (5844.153526 sec): 3 clusters Score: Raw -679245.253588 + Penalty 2788.798637 = -676456.454952 nChanged 17 SP:Iteration 19Q (5844.174351 sec): 3 clusters Score: Raw -679250.267469 + Penalty 2788.798637 = -676461.468832 nChanged 8 SP:Iteration 20F (5844.200875 sec): 3 clusters Score: Raw -679252.374079 + Penalty 2788.798637 = -676463.575442 nChanged 6 SP:Iteration 21Q (5844.221446 sec): 3 clusters Score: Raw -679255.236806 + Penalty 2788.798637 = -676466.438170 nChanged 10 SP:Iteration 22Q (5844.242192 sec): 3 clusters Score: Raw -679258.718293 + Penalty 2788.798637 = -676469.919656 nChanged 10 SP:Iteration 23Q (5844.263104 sec): 3 clusters Score: Raw -679262.504283 + Penalty 2788.798637 = -676473.705646 nChanged 8 SP:Iteration 24Q (5844.283928 sec): 3 clusters Score: Raw -679265.742846 + Penalty 2788.798637 = -676476.944210 nChanged 7 SP:Iteration 25Q (5844.304301 sec): 3 clusters Score: Raw -679269.355321 + Penalty 2788.798637 = -676480.556684 nChanged 8 SP:Iteration 26Q (5844.324447 sec): 3 clusters Score: Raw -679271.696587 + Penalty 2788.798637 = -676482.897950 nChanged 4 SP:Iteration 27Q (5844.345146 sec): 3 clusters Score: Raw -679272.931715 + Penalty 2788.798637 = -676484.133078 nChanged 1 SP:Iteration 28Q (5844.365794 sec): 3 clusters Score: Raw -679273.143388 + Penalty 2788.798637 = -676484.344752 nChanged 0 SP:Iteration 29F (5844.386932 sec): 3 clusters Score: Raw -679273.143388 + Penalty 2788.798637 = -676484.344752 nChanged 0 Trying to split cluster 40 (9537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5844.410264 sec): 2 clusters Score: Raw -1166996.186916 + Penalty 1488.976816 = -1165507.210101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5844.443330 sec): 3 clusters Score: Raw -1161627.173713 + Penalty 2977.953631 = -1158649.220082 nChanged 4065 SP:Iteration 1F (5844.469938 sec): 3 clusters Score: Raw -1164080.222971 + Penalty 2977.953631 = -1161102.269340 nChanged 742 SP:Iteration 2F (5844.496534 sec): 3 clusters Score: Raw -1164549.451177 + Penalty 2977.953631 = -1161571.497546 nChanged 693 SP:Iteration 3F (5844.523261 sec): 3 clusters Score: Raw -1165011.839250 + Penalty 2977.953631 = -1162033.885619 nChanged 616 SP:Iteration 4F (5844.550183 sec): 3 clusters Score: Raw -1165442.314663 + Penalty 2977.953631 = -1162464.361032 nChanged 509 SP:Iteration 5F (5844.576796 sec): 3 clusters Score: Raw -1165800.076442 + Penalty 2977.953631 = -1162822.122811 nChanged 452 SP:Iteration 6Q (5844.603746 sec): 3 clusters Score: Raw -1166117.100919 + Penalty 2977.953631 = -1163139.147288 nChanged 338 SP:Iteration 7Q (5844.630523 sec): 3 clusters Score: Raw -1166334.847649 + Penalty 2977.953631 = -1163356.894018 nChanged 264 SP:Iteration 8Q (5844.657044 sec): 3 clusters Score: Raw -1166489.659433 + Penalty 2977.953631 = -1163511.705802 nChanged 203 SP:Iteration 9Q (5844.683423 sec): 3 clusters Score: Raw -1166604.580001 + Penalty 2977.953631 = -1163626.626370 nChanged 183 SP:Iteration 10Q (5844.709645 sec): 3 clusters Score: Raw -1166722.118728 + Penalty 2977.953631 = -1163744.165097 nChanged 160 SP:Iteration 11Q (5844.735489 sec): 3 clusters Score: Raw -1166829.620278 + Penalty 2977.953631 = -1163851.666647 nChanged 142 SP:Iteration 12Q (5844.764802 sec): 3 clusters Score: Raw -1166919.222814 + Penalty 2977.953631 = -1163941.269183 nChanged 106 SP:Iteration 13Q (5844.790287 sec): 3 clusters Score: Raw -1166990.371593 + Penalty 2977.953631 = -1164012.417962 nChanged 86 SP:Iteration 14Q (5844.815651 sec): 3 clusters Score: Raw -1167049.128209 + Penalty 2977.953631 = -1164071.174578 nChanged 77 SP:Iteration 15Q (5844.840906 sec): 3 clusters Score: Raw -1167101.931865 + Penalty 2977.953631 = -1164123.978234 nChanged 63 SP:Iteration 16Q (5844.870568 sec): 3 clusters Score: Raw -1167150.154624 + Penalty 2977.953631 = -1164172.200992 nChanged 56 SP:Iteration 17Q (5844.894512 sec): 3 clusters Score: Raw -1167188.117381 + Penalty 2977.953631 = -1164210.163750 nChanged 36 SP:Iteration 18Q (5844.919452 sec): 3 clusters Score: Raw -1167211.364077 + Penalty 2977.953631 = -1164233.410446 nChanged 24 SP:Iteration 19Q (5844.944025 sec): 3 clusters Score: Raw -1167227.306688 + Penalty 2977.953631 = -1164249.353057 nChanged 19 SP:Iteration 20F (5845.005922 sec): 3 clusters Score: Raw -1167240.133502 + Penalty 2977.953631 = -1164262.179871 nChanged 14 SP:Iteration 21Q (5845.029875 sec): 3 clusters Score: Raw -1167249.358953 + Penalty 2977.953631 = -1164271.405322 nChanged 14 SP:Iteration 22Q (5845.062707 sec): 3 clusters Score: Raw -1167257.979188 + Penalty 2977.953631 = -1164280.025556 nChanged 8 SP:Iteration 23Q (5845.087497 sec): 3 clusters Score: Raw -1167262.445788 + Penalty 2977.953631 = -1164284.492157 nChanged 4 SP:Iteration 24Q (5845.111668 sec): 3 clusters Score: Raw -1167265.921871 + Penalty 2977.953631 = -1164287.968240 nChanged 4 SP:Iteration 25Q (5845.135730 sec): 3 clusters Score: Raw -1167268.603591 + Penalty 2977.953631 = -1164290.649960 nChanged 1 SP:Iteration 26Q (5845.159989 sec): 3 clusters Score: Raw -1167269.302546 + Penalty 2977.953631 = -1164291.348914 nChanged 0 SP:Iteration 27F (5845.186580 sec): 3 clusters Score: Raw -1167269.302546 + Penalty 2977.953631 = -1164291.348914 nChanged 0 Trying to split cluster 41 (4701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5845.204876 sec): 2 clusters Score: Raw -564331.425935 + Penalty 1374.023711 = -562957.402224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5845.225648 sec): 3 clusters Score: Raw -561901.936916 + Penalty 2748.047423 = -559153.889493 nChanged 1889 SP:Iteration 1F (5845.245934 sec): 3 clusters Score: Raw -562956.889146 + Penalty 2748.047423 = -560208.841723 nChanged 356 SP:Iteration 2F (5845.266288 sec): 3 clusters Score: Raw -563191.683969 + Penalty 2748.047423 = -560443.636546 nChanged 300 SP:Iteration 3F (5845.286588 sec): 3 clusters Score: Raw -563393.758501 + Penalty 2748.047423 = -560645.711078 nChanged 264 SP:Iteration 4F (5845.306923 sec): 3 clusters Score: Raw -563600.492488 + Penalty 2748.047423 = -560852.445066 nChanged 263 SP:Iteration 5F (5845.327137 sec): 3 clusters Score: Raw -563804.096486 + Penalty 2748.047423 = -561056.049064 nChanged 235 SP:Iteration 6Q (5845.347128 sec): 3 clusters Score: Raw -563990.506176 + Penalty 2748.047423 = -561242.458754 nChanged 222 SP:Iteration 7Q (5845.367327 sec): 3 clusters Score: Raw -564172.036511 + Penalty 2748.047423 = -561423.989088 nChanged 237 SP:Iteration 8F (5845.387623 sec): 3 clusters Score: Raw -564342.139317 + Penalty 2748.047423 = -561594.091895 nChanged 205 SP:Iteration 9Q (5845.407576 sec): 3 clusters Score: Raw -564478.363348 + Penalty 2748.047423 = -561730.315926 nChanged 166 SP:Iteration 10Q (5845.432482 sec): 3 clusters Score: Raw -564578.389966 + Penalty 2748.047423 = -561830.342544 nChanged 128 SP:Iteration 11Q (5845.452112 sec): 3 clusters Score: Raw -564656.549500 + Penalty 2748.047423 = -561908.502078 nChanged 112 SP:Iteration 12Q (5845.471870 sec): 3 clusters Score: Raw -564722.764132 + Penalty 2748.047423 = -561974.716709 nChanged 100 SP:Iteration 13Q (5845.491678 sec): 3 clusters Score: Raw -564769.927193 + Penalty 2748.047423 = -562021.879770 nChanged 64 SP:Iteration 14Q (5845.511118 sec): 3 clusters Score: Raw -564796.143174 + Penalty 2748.047423 = -562048.095751 nChanged 49 SP:Iteration 15Q (5845.553522 sec): 3 clusters Score: Raw -564817.128537 + Penalty 2748.047423 = -562069.081115 nChanged 38 SP:Iteration 16Q (5845.584516 sec): 3 clusters Score: Raw -564829.793455 + Penalty 2748.047423 = -562081.746032 nChanged 20 SP:Iteration 17Q (5845.612042 sec): 3 clusters Score: Raw -564835.491928 + Penalty 2748.047423 = -562087.444505 nChanged 24 SP:Iteration 18Q (5845.633834 sec): 3 clusters Score: Raw -564841.991189 + Penalty 2748.047423 = -562093.943766 nChanged 21 SP:Iteration 19Q (5845.653298 sec): 3 clusters Score: Raw -564848.040765 + Penalty 2748.047423 = -562099.993342 nChanged 12 SP:Iteration 20F (5845.673308 sec): 3 clusters Score: Raw -564850.873991 + Penalty 2748.047423 = -562102.826568 nChanged 8 SP:Iteration 21Q (5845.692917 sec): 3 clusters Score: Raw -564852.897088 + Penalty 2748.047423 = -562104.849665 nChanged 8 SP:Iteration 22Q (5845.712516 sec): 3 clusters Score: Raw -564856.604053 + Penalty 2748.047423 = -562108.556630 nChanged 13 SP:Iteration 23Q (5845.731891 sec): 3 clusters Score: Raw -564860.497216 + Penalty 2748.047423 = -562112.449794 nChanged 6 SP:Iteration 24Q (5845.751038 sec): 3 clusters Score: Raw -564861.636820 + Penalty 2748.047423 = -562113.589398 nChanged 2 SP:Iteration 25Q (5845.770542 sec): 3 clusters Score: Raw -564861.938303 + Penalty 2748.047423 = -562113.890880 nChanged 3 SP:Iteration 26Q (5845.790112 sec): 3 clusters Score: Raw -564862.425861 + Penalty 2748.047423 = -562114.378438 nChanged 0 SP:Iteration 27F (5845.810158 sec): 3 clusters Score: Raw -564862.425861 + Penalty 2748.047423 = -562114.378438 nChanged 0 Trying to split cluster 42 (3228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5845.826985 sec): 2 clusters Score: Raw -374309.519177 + Penalty 1312.937930 = -372996.581247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5845.843749 sec): 3 clusters Score: Raw -372861.715358 + Penalty 2625.875860 = -370235.839499 nChanged 1187 SP:Iteration 1F (5845.859439 sec): 3 clusters Score: Raw -373589.431837 + Penalty 2625.875860 = -370963.555977 nChanged 230 SP:Iteration 2F (5845.875014 sec): 3 clusters Score: Raw -373762.618502 + Penalty 2625.875860 = -371136.742642 nChanged 182 SP:Iteration 3F (5845.890635 sec): 3 clusters Score: Raw -373887.494990 + Penalty 2625.875860 = -371261.619131 nChanged 170 SP:Iteration 4F (5845.906156 sec): 3 clusters Score: Raw -374019.032166 + Penalty 2625.875860 = -371393.156306 nChanged 155 SP:Iteration 5Q (5845.921777 sec): 3 clusters Score: Raw -374155.844971 + Penalty 2625.875860 = -371529.969111 nChanged 156 SP:Iteration 6Q (5845.937342 sec): 3 clusters Score: Raw -374302.860302 + Penalty 2625.875860 = -371676.984443 nChanged 140 SP:Iteration 7Q (5845.952813 sec): 3 clusters Score: Raw -374436.979784 + Penalty 2625.875860 = -371811.103925 nChanged 118 SP:Iteration 8Q (5845.968157 sec): 3 clusters Score: Raw -374534.375761 + Penalty 2625.875860 = -371908.499901 nChanged 87 SP:Iteration 9Q (5845.983452 sec): 3 clusters Score: Raw -374595.031974 + Penalty 2625.875860 = -371969.156115 nChanged 53 SP:Iteration 10Q (5845.998747 sec): 3 clusters Score: Raw -374630.290968 + Penalty 2625.875860 = -372004.415109 nChanged 30 SP:Iteration 11Q (5846.014126 sec): 3 clusters Score: Raw -374652.300278 + Penalty 2625.875860 = -372026.424419 nChanged 33 SP:Iteration 12Q (5846.028590 sec): 3 clusters Score: Raw -374673.380382 + Penalty 2625.875860 = -372047.504523 nChanged 25 SP:Iteration 13Q (5846.043782 sec): 3 clusters Score: Raw -374686.086465 + Penalty 2625.875860 = -372060.210606 nChanged 20 SP:Iteration 14Q (5846.059007 sec): 3 clusters Score: Raw -374697.572681 + Penalty 2625.875860 = -372071.696822 nChanged 23 SP:Iteration 15Q (5846.074326 sec): 3 clusters Score: Raw -374708.190723 + Penalty 2625.875860 = -372082.314863 nChanged 18 SP:Iteration 16Q (5846.089646 sec): 3 clusters Score: Raw -374717.164174 + Penalty 2625.875860 = -372091.288315 nChanged 9 SP:Iteration 17Q (5846.108492 sec): 3 clusters Score: Raw -374721.068547 + Penalty 2625.875860 = -372095.192687 nChanged 9 SP:Iteration 18Q (5846.123429 sec): 3 clusters Score: Raw -374727.555145 + Penalty 2625.875860 = -372101.679285 nChanged 6 SP:Iteration 19Q (5846.137911 sec): 3 clusters Score: Raw -374728.946966 + Penalty 2625.875860 = -372103.071106 nChanged 4 SP:Iteration 20F (5846.153366 sec): 3 clusters Score: Raw -374730.759990 + Penalty 2625.875860 = -372104.884130 nChanged 6 SP:Iteration 21Q (5846.168592 sec): 3 clusters Score: Raw -374732.224235 + Penalty 2625.875860 = -372106.348375 nChanged 3 SP:Iteration 22Q (5846.183911 sec): 3 clusters Score: Raw -374733.719518 + Penalty 2625.875860 = -372107.843658 nChanged 5 SP:Iteration 23Q (5846.199288 sec): 3 clusters Score: Raw -374735.245041 + Penalty 2625.875860 = -372109.369182 nChanged 4 SP:Iteration 24Q (5846.214440 sec): 3 clusters Score: Raw -374740.310933 + Penalty 2625.875860 = -372114.435074 nChanged 7 SP:Iteration 25Q (5846.228363 sec): 3 clusters Score: Raw -374743.740257 + Penalty 2625.875860 = -372117.864397 nChanged 8 SP:Iteration 26Q (5846.243670 sec): 3 clusters Score: Raw -374749.646587 + Penalty 2625.875860 = -372123.770728 nChanged 8 SP:Iteration 27Q (5846.259000 sec): 3 clusters Score: Raw -374754.996589 + Penalty 2625.875860 = -372129.120730 nChanged 8 SP:Iteration 28Q (5846.274166 sec): 3 clusters Score: Raw -374757.768457 + Penalty 2625.875860 = -372131.892598 nChanged 4 SP:Iteration 29Q (5846.293433 sec): 3 clusters Score: Raw -374759.075750 + Penalty 2625.875860 = -372133.199891 nChanged 3 SP:Iteration 30Q (5846.308778 sec): 3 clusters Score: Raw -374760.162717 + Penalty 2625.875860 = -372134.286858 nChanged 3 SP:Iteration 31Q (5846.323950 sec): 3 clusters Score: Raw -374761.742556 + Penalty 2625.875860 = -372135.866697 nChanged 5 SP:Iteration 32Q (5846.338315 sec): 3 clusters Score: Raw -374763.457761 + Penalty 2625.875860 = -372137.581902 nChanged 2 SP:Iteration 33Q (5846.353558 sec): 3 clusters Score: Raw -374763.966693 + Penalty 2625.875860 = -372138.090833 nChanged 0 SP:Iteration 34F (5846.368233 sec): 3 clusters Score: Raw -374763.966693 + Penalty 2625.875860 = -372138.090833 nChanged 0 Iteration 179Q (5853.318369 sec): 43 clusters Score: Raw -84151452.021472 + Penalty 91735.879504 = -84059716.141967 nChanged 62 Iteration 180F (5871.172214 sec): 43 clusters Score: Raw -84151453.395571 + Penalty 91735.879504 = -84059717.516067 nChanged 66 Iteration 181Q (5878.236825 sec): 43 clusters Score: Raw -84151454.730645 + Penalty 91735.879504 = -84059718.851141 nChanged 56 Iteration 182Q (5885.238582 sec): 43 clusters Score: Raw -84151456.076675 + Penalty 91735.879504 = -84059720.197170 nChanged 78 Iteration 183Q (5892.274031 sec): 43 clusters Score: Raw -84151457.996451 + Penalty 91735.879504 = -84059722.116946 nChanged 83 Iteration 184Q (5899.273136 sec): 43 clusters Score: Raw -84151460.284448 + Penalty 91735.879504 = -84059724.404944 nChanged 94 Iteration 185Q (5906.271638 sec): 43 clusters Score: Raw -84151463.098057 + Penalty 91735.879504 = -84059727.218553 nChanged 88 Iteration 186Q (5913.277342 sec): 43 clusters Score: Raw -84151466.082759 + Penalty 91735.879504 = -84059730.203254 nChanged 105 Iteration 187Q (5920.287745 sec): 43 clusters Score: Raw -84151469.231080 + Penalty 91735.879504 = -84059733.351576 nChanged 93 Iteration 188Q (5927.291040 sec): 43 clusters Score: Raw -84151471.883558 + Penalty 91735.879504 = -84059736.004054 nChanged 71 Iteration 189Q (5934.291736 sec): 43 clusters Score: Raw -84151473.893079 + Penalty 91735.879504 = -84059738.013574 nChanged 61 Iteration 190Q (5941.295421 sec): 43 clusters Score: Raw -84151475.441672 + Penalty 91735.879504 = -84059739.562167 nChanged 54 Iteration 191Q (5948.296838 sec): 43 clusters Score: Raw -84151476.971335 + Penalty 91735.879504 = -84059741.091830 nChanged 57 Iteration 192Q (5955.337782 sec): 43 clusters Score: Raw -84151479.142881 + Penalty 91735.879504 = -84059743.263377 nChanged 50 Iteration 193Q (5962.359599 sec): 43 clusters Score: Raw -84151480.754127 + Penalty 91735.879504 = -84059744.874623 nChanged 48 Iteration 194Q (5969.366767 sec): 43 clusters Score: Raw -84151482.153053 + Penalty 91735.879504 = -84059746.273549 nChanged 50 Iteration 195Q (5976.369174 sec): 43 clusters Score: Raw -84151484.315324 + Penalty 91735.879504 = -84059748.435820 nChanged 41 Iteration 196Q (5983.377982 sec): 43 clusters Score: Raw -84151485.705744 + Penalty 91735.879504 = -84059749.826240 nChanged 39 Iteration 197Q (5990.406619 sec): 43 clusters Score: Raw -84151487.066868 + Penalty 91735.879504 = -84059751.187364 nChanged 43 Iteration 198Q (5997.461315 sec): 43 clusters Score: Raw -84151488.413992 + Penalty 91735.879504 = -84059752.534487 nChanged 47 Iteration 199Q (6004.489236 sec): 43 clusters Score: Raw -84151489.785579 + Penalty 91735.879504 = -84059753.906075 nChanged 43 Iteration 200F (6022.384573 sec): 43 clusters Score: Raw -84151491.048353 + Penalty 91735.879504 = -84059755.168849 nChanged 42 Iteration 201Q (6029.443139 sec): 43 clusters Score: Raw -84151492.198185 + Penalty 91735.879504 = -84059756.318681 nChanged 43 Iteration 202Q (6036.527512 sec): 43 clusters Score: Raw -84151493.621498 + Penalty 91735.879504 = -84059757.741993 nChanged 43 Iteration 203Q (6043.587646 sec): 43 clusters Score: Raw -84151494.595325 + Penalty 91735.879504 = -84059758.715820 nChanged 26 Iteration 204Q (6050.597100 sec): 43 clusters Score: Raw -84151495.337350 + Penalty 91735.879504 = -84059759.457846 nChanged 33 Iteration 205Q (6057.631295 sec): 43 clusters Score: Raw -84151496.372650 + Penalty 91735.879504 = -84059760.493146 nChanged 44 Iteration 206Q (6064.658430 sec): 43 clusters Score: Raw -84151497.846624 + Penalty 91735.879504 = -84059761.967119 nChanged 55 Iteration 207Q (6071.646114 sec): 43 clusters Score: Raw -84151499.417174 + Penalty 91735.879504 = -84059763.537670 nChanged 42 Iteration 208Q (6078.639017 sec): 43 clusters Score: Raw -84151500.514886 + Penalty 91735.879504 = -84059764.635382 nChanged 44 Iteration 209Q (6085.652376 sec): 43 clusters Score: Raw -84151502.325447 + Penalty 91735.879504 = -84059766.445942 nChanged 48 Iteration 210Q (6092.678250 sec): 43 clusters Score: Raw -84151504.081460 + Penalty 91735.879504 = -84059768.201955 nChanged 55 Iteration 211Q (6099.672662 sec): 43 clusters Score: Raw -84151506.104707 + Penalty 91735.879504 = -84059770.225203 nChanged 42 Iteration 212Q (6106.707993 sec): 43 clusters Score: Raw -84151508.020727 + Penalty 91735.879504 = -84059772.141222 nChanged 46 Iteration 213Q (6113.734869 sec): 43 clusters Score: Raw -84151511.381617 + Penalty 91735.879504 = -84059775.502113 nChanged 58 Iteration 214Q (6120.774513 sec): 43 clusters Score: Raw -84151514.291456 + Penalty 91735.879504 = -84059778.411951 nChanged 51 Iteration 215Q (6127.758780 sec): 43 clusters Score: Raw -84151516.814682 + Penalty 91735.879504 = -84059780.935178 nChanged 58 Iteration 216Q (6134.806378 sec): 43 clusters Score: Raw -84151519.354929 + Penalty 91735.879504 = -84059783.475425 nChanged 54 Iteration 217Q (6141.822183 sec): 43 clusters Score: Raw -84151521.984488 + Penalty 91735.879504 = -84059786.104984 nChanged 57 Iteration 218Q (6148.821163 sec): 43 clusters Score: Raw -84151524.950966 + Penalty 91735.879504 = -84059789.071462 nChanged 63 Writing temp clu file Because OldScore, -84059786.104984, is greater than current (better) Score,-84059789.071462 Compute initial score before splitting: Score: Raw -84151524.950966 + Penalty 91735.879504 = -84059789.071462 Trying to split cluster 1 (20397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6148.984236 sec): 2 clusters Score: Raw -2577210.128597 + Penalty 1612.510755 = -2575597.617841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6149.030106 sec): 3 clusters Score: Raw -2564990.164670 + Penalty 3225.021511 = -2561765.143159 nChanged 9244 SP:Iteration 1F (6149.071599 sec): 3 clusters Score: Raw -2570421.036847 + Penalty 3225.021511 = -2567196.015336 nChanged 1457 SP:Iteration 2F (6149.114587 sec): 3 clusters Score: Raw -2571458.859944 + Penalty 3225.021511 = -2568233.838434 nChanged 1663 SP:Iteration 3F (6149.156495 sec): 3 clusters Score: Raw -2572671.230332 + Penalty 3225.021511 = -2569446.208821 nChanged 1583 SP:Iteration 4F (6149.198329 sec): 3 clusters Score: Raw -2573794.547783 + Penalty 3225.021511 = -2570569.526272 nChanged 1397 SP:Iteration 5F (6149.260038 sec): 3 clusters Score: Raw -2574788.595838 + Penalty 3225.021511 = -2571563.574327 nChanged 1138 SP:Iteration 6F (6149.301819 sec): 3 clusters Score: Raw -2575547.938437 + Penalty 3225.021511 = -2572322.916926 nChanged 912 SP:Iteration 7Q (6149.347025 sec): 3 clusters Score: Raw -2576164.142229 + Penalty 3225.021511 = -2572939.120718 nChanged 697 SP:Iteration 8Q (6149.393129 sec): 3 clusters Score: Raw -2576624.389712 + Penalty 3225.021511 = -2573399.368202 nChanged 529 SP:Iteration 9Q (6149.435086 sec): 3 clusters Score: Raw -2576947.213093 + Penalty 3225.021511 = -2573722.191582 nChanged 407 SP:Iteration 10Q (6149.476563 sec): 3 clusters Score: Raw -2577182.906741 + Penalty 3225.021511 = -2573957.885230 nChanged 339 SP:Iteration 11Q (6149.534411 sec): 3 clusters Score: Raw -2577364.795860 + Penalty 3225.021511 = -2574139.774349 nChanged 302 SP:Iteration 12Q (6149.601853 sec): 3 clusters Score: Raw -2577498.314053 + Penalty 3225.021511 = -2574273.292542 nChanged 229 SP:Iteration 13Q (6149.661628 sec): 3 clusters Score: Raw -2577599.252012 + Penalty 3225.021511 = -2574374.230502 nChanged 190 SP:Iteration 14Q (6149.701305 sec): 3 clusters Score: Raw -2577674.331908 + Penalty 3225.021511 = -2574449.310398 nChanged 184 SP:Iteration 15Q (6149.740701 sec): 3 clusters Score: Raw -2577752.368309 + Penalty 3225.021511 = -2574527.346798 nChanged 168 SP:Iteration 16Q (6149.779625 sec): 3 clusters Score: Raw -2577819.708207 + Penalty 3225.021511 = -2574594.686696 nChanged 172 SP:Iteration 17Q (6149.818655 sec): 3 clusters Score: Raw -2577892.235639 + Penalty 3225.021511 = -2574667.214128 nChanged 158 SP:Iteration 18Q (6149.857003 sec): 3 clusters Score: Raw -2577957.986344 + Penalty 3225.021511 = -2574732.964833 nChanged 142 SP:Iteration 19Q (6149.895779 sec): 3 clusters Score: Raw -2578013.650922 + Penalty 3225.021511 = -2574788.629411 nChanged 123 SP:Iteration 20F (6149.937486 sec): 3 clusters Score: Raw -2578056.434594 + Penalty 3225.021511 = -2574831.413083 nChanged 99 SP:Iteration 21Q (6149.975643 sec): 3 clusters Score: Raw -2578088.749904 + Penalty 3225.021511 = -2574863.728393 nChanged 99 SP:Iteration 22Q (6150.018896 sec): 3 clusters Score: Raw -2578121.667808 + Penalty 3225.021511 = -2574896.646298 nChanged 98 SP:Iteration 23Q (6150.059443 sec): 3 clusters Score: Raw -2578148.150921 + Penalty 3225.021511 = -2574923.129410 nChanged 68 SP:Iteration 24Q (6150.098834 sec): 3 clusters Score: Raw -2578164.684934 + Penalty 3225.021511 = -2574939.663423 nChanged 73 SP:Iteration 25Q (6150.158803 sec): 3 clusters Score: Raw -2578182.870611 + Penalty 3225.021511 = -2574957.849100 nChanged 51 SP:Iteration 26Q (6150.196028 sec): 3 clusters Score: Raw -2578197.689120 + Penalty 3225.021511 = -2574972.667609 nChanged 56 SP:Iteration 27Q (6150.233716 sec): 3 clusters Score: Raw -2578211.343719 + Penalty 3225.021511 = -2574986.322208 nChanged 48 SP:Iteration 28Q (6150.271220 sec): 3 clusters Score: Raw -2578222.673274 + Penalty 3225.021511 = -2574997.651763 nChanged 54 SP:Iteration 29Q (6150.308625 sec): 3 clusters Score: Raw -2578233.855335 + Penalty 3225.021511 = -2575008.833824 nChanged 45 SP:Iteration 30Q (6150.346028 sec): 3 clusters Score: Raw -2578241.657971 + Penalty 3225.021511 = -2575016.636460 nChanged 31 SP:Iteration 31Q (6150.383172 sec): 3 clusters Score: Raw -2578247.145658 + Penalty 3225.021511 = -2575022.124147 nChanged 28 SP:Iteration 32Q (6150.421639 sec): 3 clusters Score: Raw -2578253.593486 + Penalty 3225.021511 = -2575028.571975 nChanged 29 SP:Iteration 33Q (6150.459169 sec): 3 clusters Score: Raw -2578258.973527 + Penalty 3225.021511 = -2575033.952016 nChanged 27 SP:Iteration 34Q (6150.497314 sec): 3 clusters Score: Raw -2578264.028408 + Penalty 3225.021511 = -2575039.006897 nChanged 22 SP:Iteration 35Q (6150.534307 sec): 3 clusters Score: Raw -2578268.092587 + Penalty 3225.021511 = -2575043.071076 nChanged 25 SP:Iteration 36Q (6150.571505 sec): 3 clusters Score: Raw -2578271.659696 + Penalty 3225.021511 = -2575046.638185 nChanged 14 SP:Iteration 37Q (6150.608719 sec): 3 clusters Score: Raw -2578273.645091 + Penalty 3225.021511 = -2575048.623580 nChanged 9 SP:Iteration 38Q (6150.646384 sec): 3 clusters Score: Raw -2578275.017636 + Penalty 3225.021511 = -2575049.996125 nChanged 13 SP:Iteration 39Q (6150.687044 sec): 3 clusters Score: Raw -2578276.409692 + Penalty 3225.021511 = -2575051.388181 nChanged 8 SP:Iteration 40F (6150.731328 sec): 3 clusters Score: Raw -2578276.908873 + Penalty 3225.021511 = -2575051.887362 nChanged 3 SP:Iteration 41Q (6150.770815 sec): 3 clusters Score: Raw -2578277.220192 + Penalty 3225.021511 = -2575052.198681 nChanged 4 SP:Iteration 42Q (6150.840727 sec): 3 clusters Score: Raw -2578277.823737 + Penalty 3225.021511 = -2575052.802227 nChanged 7 SP:Iteration 43Q (6150.877317 sec): 3 clusters Score: Raw -2578278.820844 + Penalty 3225.021511 = -2575053.799333 nChanged 10 SP:Iteration 44Q (6150.923529 sec): 3 clusters Score: Raw -2578281.108060 + Penalty 3225.021511 = -2575056.086549 nChanged 8 SP:Iteration 45Q (6150.960513 sec): 3 clusters Score: Raw -2578281.980284 + Penalty 3225.021511 = -2575056.958773 nChanged 6 SP:Iteration 46Q (6151.008494 sec): 3 clusters Score: Raw -2578282.363621 + Penalty 3225.021511 = -2575057.342111 nChanged 4 SP:Iteration 47Q (6151.054029 sec): 3 clusters Score: Raw -2578282.939244 + Penalty 3225.021511 = -2575057.917733 nChanged 1 SP:Iteration 48Q (6151.101957 sec): 3 clusters Score: Raw -2578283.375905 + Penalty 3225.021511 = -2575058.354394 nChanged 5 SP:Iteration 49Q (6151.167671 sec): 3 clusters Score: Raw -2578284.363258 + Penalty 3225.021511 = -2575059.341748 nChanged 4 SP:Iteration 50Q (6151.214451 sec): 3 clusters Score: Raw -2578284.728269 + Penalty 3225.021511 = -2575059.706759 nChanged 3 SP:Iteration 51Q (6151.251428 sec): 3 clusters Score: Raw -2578285.170300 + Penalty 3225.021511 = -2575060.148789 nChanged 3 SP:Iteration 52Q (6151.299291 sec): 3 clusters Score: Raw -2578285.633360 + Penalty 3225.021511 = -2575060.611849 nChanged 1 SP:Iteration 53Q (6151.363199 sec): 3 clusters Score: Raw -2578285.717045 + Penalty 3225.021511 = -2575060.695534 nChanged 2 SP:Iteration 54Q (6151.408465 sec): 3 clusters Score: Raw -2578285.903175 + Penalty 3225.021511 = -2575060.881664 nChanged 2 SP:Iteration 55Q (6151.451425 sec): 3 clusters Score: Raw -2578286.086572 + Penalty 3225.021511 = -2575061.065061 nChanged 4 SP:Iteration 56Q (6151.498463 sec): 3 clusters Score: Raw -2578286.427521 + Penalty 3225.021511 = -2575061.406011 nChanged 1 SP:Iteration 57Q (6151.544704 sec): 3 clusters Score: Raw -2578286.467542 + Penalty 3225.021511 = -2575061.446032 nChanged 2 SP:Iteration 58Q (6151.581630 sec): 3 clusters Score: Raw -2578286.635508 + Penalty 3225.021511 = -2575061.613997 nChanged 2 SP:Iteration 59Q (6151.621218 sec): 3 clusters Score: Raw -2578286.792943 + Penalty 3225.021511 = -2575061.771432 nChanged 3 SP:Iteration 60F (6151.687328 sec): 3 clusters Score: Raw -2578287.196790 + Penalty 3225.021511 = -2575062.175279 nChanged 3 SP:Iteration 61Q (6151.739924 sec): 3 clusters Score: Raw -2578287.511713 + Penalty 3225.021511 = -2575062.490202 nChanged 3 SP:Iteration 62Q (6151.786772 sec): 3 clusters Score: Raw -2578287.885180 + Penalty 3225.021511 = -2575062.863669 nChanged 4 SP:Iteration 63Q (6151.833020 sec): 3 clusters Score: Raw -2578288.273710 + Penalty 3225.021511 = -2575063.252199 nChanged 3 SP:Iteration 64Q (6151.905235 sec): 3 clusters Score: Raw -2578288.618826 + Penalty 3225.021511 = -2575063.597316 nChanged 2 SP:Iteration 65Q (6151.945983 sec): 3 clusters Score: Raw -2578288.861496 + Penalty 3225.021511 = -2575063.839985 nChanged 4 SP:Iteration 66Q (6151.993568 sec): 3 clusters Score: Raw -2578289.184686 + Penalty 3225.021511 = -2575064.163176 nChanged 1 SP:Iteration 67Q (6152.036362 sec): 3 clusters Score: Raw -2578289.266871 + Penalty 3225.021511 = -2575064.245360 nChanged 1 SP:Iteration 68Q (6152.082161 sec): 3 clusters Score: Raw -2578289.311066 + Penalty 3225.021511 = -2575064.289555 nChanged 1 SP:Iteration 69Q (6152.125378 sec): 3 clusters Score: Raw -2578289.342973 + Penalty 3225.021511 = -2575064.321462 nChanged 0 SP:Iteration 70F (6152.183834 sec): 3 clusters Score: Raw -2578289.342973 + Penalty 3225.021511 = -2575064.321462 nChanged 0 Trying to split cluster 2 (23249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6152.220117 sec): 2 clusters Score: Raw -2913014.393516 + Penalty 1633.777827 = -2911380.615688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6152.268601 sec): 3 clusters Score: Raw -2898971.950409 + Penalty 3267.555655 = -2895704.394754 nChanged 10548 SP:Iteration 1F (6152.333203 sec): 3 clusters Score: Raw -2904900.573571 + Penalty 3267.555655 = -2901633.017916 nChanged 1276 SP:Iteration 2F (6152.385660 sec): 3 clusters Score: Raw -2905400.038298 + Penalty 3267.555655 = -2902132.482643 nChanged 1170 SP:Iteration 3F (6152.430915 sec): 3 clusters Score: Raw -2905896.588423 + Penalty 3267.555655 = -2902629.032768 nChanged 1187 SP:Iteration 4F (6152.494141 sec): 3 clusters Score: Raw -2906475.725389 + Penalty 3267.555655 = -2903208.169734 nChanged 1211 SP:Iteration 5F (6152.540134 sec): 3 clusters Score: Raw -2907125.520829 + Penalty 3267.555655 = -2903857.965174 nChanged 1212 SP:Iteration 6F (6152.600965 sec): 3 clusters Score: Raw -2907814.570394 + Penalty 3267.555655 = -2904547.014739 nChanged 1207 SP:Iteration 7F (6152.655767 sec): 3 clusters Score: Raw -2908546.632944 + Penalty 3267.555655 = -2905279.077289 nChanged 1191 SP:Iteration 8F (6152.705064 sec): 3 clusters Score: Raw -2909258.098104 + Penalty 3267.555655 = -2905990.542449 nChanged 1020 SP:Iteration 9Q (6152.751734 sec): 3 clusters Score: Raw -2909789.880182 + Penalty 3267.555655 = -2906522.324527 nChanged 819 SP:Iteration 10Q (6152.798133 sec): 3 clusters Score: Raw -2910148.188861 + Penalty 3267.555655 = -2906880.633206 nChanged 645 SP:Iteration 11Q (6152.843548 sec): 3 clusters Score: Raw -2910380.945302 + Penalty 3267.555655 = -2907113.389647 nChanged 529 SP:Iteration 12Q (6152.894813 sec): 3 clusters Score: Raw -2910560.808387 + Penalty 3267.555655 = -2907293.252732 nChanged 432 SP:Iteration 13Q (6152.939341 sec): 3 clusters Score: Raw -2910698.219832 + Penalty 3267.555655 = -2907430.664177 nChanged 374 SP:Iteration 14Q (6152.984220 sec): 3 clusters Score: Raw -2910816.551922 + Penalty 3267.555655 = -2907548.996267 nChanged 360 SP:Iteration 15Q (6153.029382 sec): 3 clusters Score: Raw -2910932.668756 + Penalty 3267.555655 = -2907665.113101 nChanged 357 SP:Iteration 16Q (6153.074710 sec): 3 clusters Score: Raw -2911060.127072 + Penalty 3267.555655 = -2907792.571417 nChanged 388 SP:Iteration 17Q (6153.118977 sec): 3 clusters Score: Raw -2911202.509601 + Penalty 3267.555655 = -2907934.953946 nChanged 377 SP:Iteration 18Q (6153.163252 sec): 3 clusters Score: Raw -2911339.542502 + Penalty 3267.555655 = -2908071.986847 nChanged 386 SP:Iteration 19Q (6153.207755 sec): 3 clusters Score: Raw -2911486.528403 + Penalty 3267.555655 = -2908218.972748 nChanged 364 SP:Iteration 20F (6153.253439 sec): 3 clusters Score: Raw -2911631.333105 + Penalty 3267.555655 = -2908363.777450 nChanged 354 SP:Iteration 21Q (6153.297434 sec): 3 clusters Score: Raw -2911778.737045 + Penalty 3267.555655 = -2908511.181390 nChanged 356 SP:Iteration 22Q (6153.346825 sec): 3 clusters Score: Raw -2911930.255998 + Penalty 3267.555655 = -2908662.700343 nChanged 335 SP:Iteration 23Q (6153.394541 sec): 3 clusters Score: Raw -2912054.380030 + Penalty 3267.555655 = -2908786.824375 nChanged 329 SP:Iteration 24Q (6153.438415 sec): 3 clusters Score: Raw -2912189.414094 + Penalty 3267.555655 = -2908921.858439 nChanged 343 SP:Iteration 25Q (6153.481787 sec): 3 clusters Score: Raw -2912341.011809 + Penalty 3267.555655 = -2909073.456154 nChanged 332 SP:Iteration 26Q (6153.525533 sec): 3 clusters Score: Raw -2912483.559180 + Penalty 3267.555655 = -2909216.003525 nChanged 314 SP:Iteration 27Q (6153.579776 sec): 3 clusters Score: Raw -2912612.760535 + Penalty 3267.555655 = -2909345.204880 nChanged 294 SP:Iteration 28Q (6153.621523 sec): 3 clusters Score: Raw -2912717.864805 + Penalty 3267.555655 = -2909450.309151 nChanged 273 SP:Iteration 29Q (6153.664296 sec): 3 clusters Score: Raw -2912811.122762 + Penalty 3267.555655 = -2909543.567107 nChanged 207 SP:Iteration 30Q (6153.740192 sec): 3 clusters Score: Raw -2912880.270671 + Penalty 3267.555655 = -2909612.715016 nChanged 202 SP:Iteration 31Q (6153.781871 sec): 3 clusters Score: Raw -2912937.104419 + Penalty 3267.555655 = -2909669.548764 nChanged 158 SP:Iteration 32Q (6153.850699 sec): 3 clusters Score: Raw -2912978.379982 + Penalty 3267.555655 = -2909710.824327 nChanged 156 SP:Iteration 33Q (6153.892549 sec): 3 clusters Score: Raw -2913019.660442 + Penalty 3267.555655 = -2909752.104787 nChanged 169 SP:Iteration 34Q (6153.934738 sec): 3 clusters Score: Raw -2913065.780212 + Penalty 3267.555655 = -2909798.224558 nChanged 170 SP:Iteration 35Q (6153.976559 sec): 3 clusters Score: Raw -2913110.540131 + Penalty 3267.555655 = -2909842.984476 nChanged 162 SP:Iteration 36Q (6154.018637 sec): 3 clusters Score: Raw -2913150.106493 + Penalty 3267.555655 = -2909882.550838 nChanged 146 SP:Iteration 37Q (6154.060407 sec): 3 clusters Score: Raw -2913182.873586 + Penalty 3267.555655 = -2909915.317931 nChanged 144 SP:Iteration 38Q (6154.104947 sec): 3 clusters Score: Raw -2913206.315011 + Penalty 3267.555655 = -2909938.759356 nChanged 100 SP:Iteration 39Q (6154.146504 sec): 3 clusters Score: Raw -2913224.495983 + Penalty 3267.555655 = -2909956.940328 nChanged 96 SP:Iteration 40F (6154.192217 sec): 3 clusters Score: Raw -2913242.289927 + Penalty 3267.555655 = -2909974.734273 nChanged 91 SP:Iteration 41Q (6154.234266 sec): 3 clusters Score: Raw -2913259.549153 + Penalty 3267.555655 = -2909991.993498 nChanged 87 SP:Iteration 42Q (6154.276407 sec): 3 clusters Score: Raw -2913272.737588 + Penalty 3267.555655 = -2910005.181933 nChanged 75 SP:Iteration 43Q (6154.318199 sec): 3 clusters Score: Raw -2913281.751401 + Penalty 3267.555655 = -2910014.195746 nChanged 55 SP:Iteration 44Q (6154.360383 sec): 3 clusters Score: Raw -2913288.064937 + Penalty 3267.555655 = -2910020.509282 nChanged 50 SP:Iteration 45Q (6154.402285 sec): 3 clusters Score: Raw -2913292.667712 + Penalty 3267.555655 = -2910025.112057 nChanged 31 SP:Iteration 46Q (6154.444229 sec): 3 clusters Score: Raw -2913295.200755 + Penalty 3267.555655 = -2910027.645101 nChanged 34 SP:Iteration 47Q (6154.485940 sec): 3 clusters Score: Raw -2913298.372229 + Penalty 3267.555655 = -2910030.816574 nChanged 29 SP:Iteration 48Q (6154.528008 sec): 3 clusters Score: Raw -2913300.505102 + Penalty 3267.555655 = -2910032.949447 nChanged 23 SP:Iteration 49Q (6154.569925 sec): 3 clusters Score: Raw -2913302.408777 + Penalty 3267.555655 = -2910034.853122 nChanged 19 SP:Iteration 50Q (6154.611909 sec): 3 clusters Score: Raw -2913303.584968 + Penalty 3267.555655 = -2910036.029313 nChanged 8 SP:Iteration 51Q (6154.653677 sec): 3 clusters Score: Raw -2913304.044116 + Penalty 3267.555655 = -2910036.488462 nChanged 6 SP:Iteration 52Q (6154.695860 sec): 3 clusters Score: Raw -2913304.313469 + Penalty 3267.555655 = -2910036.757814 nChanged 5 SP:Iteration 53Q (6154.762986 sec): 3 clusters Score: Raw -2913304.642706 + Penalty 3267.555655 = -2910037.087051 nChanged 5 SP:Iteration 54Q (6154.806123 sec): 3 clusters Score: Raw -2913304.892444 + Penalty 3267.555655 = -2910037.336790 nChanged 5 SP:Iteration 55Q (6154.847758 sec): 3 clusters Score: Raw -2913305.162933 + Penalty 3267.555655 = -2910037.607278 nChanged 7 SP:Iteration 56Q (6154.889578 sec): 3 clusters Score: Raw -2913305.584881 + Penalty 3267.555655 = -2910038.029226 nChanged 4 SP:Iteration 57Q (6154.931438 sec): 3 clusters Score: Raw -2913305.812519 + Penalty 3267.555655 = -2910038.256864 nChanged 6 SP:Iteration 58Q (6154.973673 sec): 3 clusters Score: Raw -2913306.034491 + Penalty 3267.555655 = -2910038.478836 nChanged 5 SP:Iteration 59Q (6155.015284 sec): 3 clusters Score: Raw -2913306.250056 + Penalty 3267.555655 = -2910038.694401 nChanged 5 SP:Iteration 60F (6155.061015 sec): 3 clusters Score: Raw -2913306.495519 + Penalty 3267.555655 = -2910038.939865 nChanged 3 SP:Iteration 61Q (6155.103144 sec): 3 clusters Score: Raw -2913306.637956 + Penalty 3267.555655 = -2910039.082301 nChanged 5 SP:Iteration 62Q (6155.144767 sec): 3 clusters Score: Raw -2913306.983516 + Penalty 3267.555655 = -2910039.427861 nChanged 4 SP:Iteration 63Q (6155.186868 sec): 3 clusters Score: Raw -2913307.135608 + Penalty 3267.555655 = -2910039.579953 nChanged 3 SP:Iteration 64Q (6155.228976 sec): 3 clusters Score: Raw -2913307.362650 + Penalty 3267.555655 = -2910039.806995 nChanged 5 SP:Iteration 65Q (6155.270613 sec): 3 clusters Score: Raw -2913307.798513 + Penalty 3267.555655 = -2910040.242858 nChanged 6 SP:Iteration 66Q (6155.313296 sec): 3 clusters Score: Raw -2913308.017512 + Penalty 3267.555655 = -2910040.461857 nChanged 2 SP:Iteration 67Q (6155.361017 sec): 3 clusters Score: Raw -2913308.113045 + Penalty 3267.555655 = -2910040.557390 nChanged 1 SP:Iteration 68Q (6155.402981 sec): 3 clusters Score: Raw -2913308.182842 + Penalty 3267.555655 = -2910040.627187 nChanged 1 SP:Iteration 69Q (6155.445509 sec): 3 clusters Score: Raw -2913308.215586 + Penalty 3267.555655 = -2910040.659932 nChanged 3 SP:Iteration 70Q (6155.487272 sec): 3 clusters Score: Raw -2913308.476223 + Penalty 3267.555655 = -2910040.920569 nChanged 3 SP:Iteration 71Q (6155.529544 sec): 3 clusters Score: Raw -2913308.640964 + Penalty 3267.555655 = -2910041.085309 nChanged 0 SP:Iteration 72F (6155.575058 sec): 3 clusters Score: Raw -2913308.640964 + Penalty 3267.555655 = -2910041.085309 nChanged 0 Trying to split cluster 3 (4249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6155.591968 sec): 2 clusters Score: Raw -526657.158306 + Penalty 1357.596328 = -525299.561978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6155.611758 sec): 3 clusters Score: Raw -524484.694126 + Penalty 2715.192656 = -521769.501471 nChanged 1705 SP:Iteration 1F (6155.631389 sec): 3 clusters Score: Raw -525600.064944 + Penalty 2715.192656 = -522884.872288 nChanged 356 SP:Iteration 2F (6155.651009 sec): 3 clusters Score: Raw -525841.544744 + Penalty 2715.192656 = -523126.352089 nChanged 249 SP:Iteration 3F (6155.670387 sec): 3 clusters Score: Raw -525996.144093 + Penalty 2715.192656 = -523280.951437 nChanged 183 SP:Iteration 4Q (6155.690132 sec): 3 clusters Score: Raw -526116.702336 + Penalty 2715.192656 = -523401.509680 nChanged 164 SP:Iteration 5Q (6155.709780 sec): 3 clusters Score: Raw -526230.553980 + Penalty 2715.192656 = -523515.361324 nChanged 169 SP:Iteration 6Q (6155.729505 sec): 3 clusters Score: Raw -526333.525855 + Penalty 2715.192656 = -523618.333200 nChanged 141 SP:Iteration 7Q (6155.748483 sec): 3 clusters Score: Raw -526434.889492 + Penalty 2715.192656 = -523719.696836 nChanged 143 SP:Iteration 8Q (6155.768250 sec): 3 clusters Score: Raw -526547.485960 + Penalty 2715.192656 = -523832.293305 nChanged 141 SP:Iteration 9Q (6155.787484 sec): 3 clusters Score: Raw -526662.732581 + Penalty 2715.192656 = -523947.539926 nChanged 138 SP:Iteration 10Q (6155.812017 sec): 3 clusters Score: Raw -526771.625265 + Penalty 2715.192656 = -524056.432610 nChanged 110 SP:Iteration 11Q (6155.831598 sec): 3 clusters Score: Raw -526855.613579 + Penalty 2715.192656 = -524140.420923 nChanged 108 SP:Iteration 12Q (6155.855611 sec): 3 clusters Score: Raw -526940.866017 + Penalty 2715.192656 = -524225.673361 nChanged 105 SP:Iteration 13Q (6155.874887 sec): 3 clusters Score: Raw -527012.597151 + Penalty 2715.192656 = -524297.404496 nChanged 68 SP:Iteration 14Q (6155.894164 sec): 3 clusters Score: Raw -527055.695161 + Penalty 2715.192656 = -524340.502505 nChanged 66 SP:Iteration 15Q (6155.913250 sec): 3 clusters Score: Raw -527090.352797 + Penalty 2715.192656 = -524375.160142 nChanged 64 SP:Iteration 16Q (6155.931721 sec): 3 clusters Score: Raw -527127.000342 + Penalty 2715.192656 = -524411.807687 nChanged 65 SP:Iteration 17Q (6155.951118 sec): 3 clusters Score: Raw -527169.612884 + Penalty 2715.192656 = -524454.420229 nChanged 58 SP:Iteration 18Q (6155.970183 sec): 3 clusters Score: Raw -527203.984267 + Penalty 2715.192656 = -524488.791612 nChanged 51 SP:Iteration 19Q (6155.989291 sec): 3 clusters Score: Raw -527238.854273 + Penalty 2715.192656 = -524523.661618 nChanged 50 SP:Iteration 20F (6156.034342 sec): 3 clusters Score: Raw -527262.696567 + Penalty 2715.192656 = -524547.503911 nChanged 46 SP:Iteration 21Q (6156.053325 sec): 3 clusters Score: Raw -527289.199578 + Penalty 2715.192656 = -524574.006923 nChanged 49 SP:Iteration 22Q (6156.072059 sec): 3 clusters Score: Raw -527311.259308 + Penalty 2715.192656 = -524596.066652 nChanged 32 SP:Iteration 23Q (6156.091061 sec): 3 clusters Score: Raw -527323.626573 + Penalty 2715.192656 = -524608.433918 nChanged 37 SP:Iteration 24Q (6156.109766 sec): 3 clusters Score: Raw -527338.987185 + Penalty 2715.192656 = -524623.794529 nChanged 27 SP:Iteration 25Q (6156.128780 sec): 3 clusters Score: Raw -527347.836591 + Penalty 2715.192656 = -524632.643935 nChanged 17 SP:Iteration 26Q (6156.147540 sec): 3 clusters Score: Raw -527353.082890 + Penalty 2715.192656 = -524637.890234 nChanged 9 SP:Iteration 27Q (6156.166583 sec): 3 clusters Score: Raw -527357.665371 + Penalty 2715.192656 = -524642.472716 nChanged 11 SP:Iteration 28Q (6156.185008 sec): 3 clusters Score: Raw -527361.472441 + Penalty 2715.192656 = -524646.279785 nChanged 7 SP:Iteration 29Q (6156.203361 sec): 3 clusters Score: Raw -527365.247673 + Penalty 2715.192656 = -524650.055018 nChanged 2 SP:Iteration 30Q (6156.222254 sec): 3 clusters Score: Raw -527365.629496 + Penalty 2715.192656 = -524650.436841 nChanged 0 SP:Iteration 31F (6156.241764 sec): 3 clusters Score: Raw -527365.629496 + Penalty 2715.192656 = -524650.436841 nChanged 0 Trying to split cluster 4 (20297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6156.280350 sec): 2 clusters Score: Raw -2573405.913951 + Penalty 1611.712110 = -2571794.201841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6156.326052 sec): 3 clusters Score: Raw -2561254.340441 + Penalty 3223.424221 = -2558030.916220 nChanged 9101 SP:Iteration 1F (6156.369927 sec): 3 clusters Score: Raw -2566255.588762 + Penalty 3223.424221 = -2563032.164541 nChanged 1101 SP:Iteration 2F (6156.416428 sec): 3 clusters Score: Raw -2566796.259480 + Penalty 3223.424221 = -2563572.835259 nChanged 1214 SP:Iteration 3F (6156.482639 sec): 3 clusters Score: Raw -2567430.367800 + Penalty 3223.424221 = -2564206.943579 nChanged 1267 SP:Iteration 4F (6156.531211 sec): 3 clusters Score: Raw -2568127.270245 + Penalty 3223.424221 = -2564903.846024 nChanged 1267 SP:Iteration 5F (6156.574797 sec): 3 clusters Score: Raw -2568851.479427 + Penalty 3223.424221 = -2565628.055207 nChanged 1232 SP:Iteration 6F (6156.618700 sec): 3 clusters Score: Raw -2569544.530819 + Penalty 3223.424221 = -2566321.106599 nChanged 1098 SP:Iteration 7F (6156.662608 sec): 3 clusters Score: Raw -2570133.990226 + Penalty 3223.424221 = -2566910.566005 nChanged 974 SP:Iteration 8Q (6156.707202 sec): 3 clusters Score: Raw -2570619.915990 + Penalty 3223.424221 = -2567396.491769 nChanged 813 SP:Iteration 9Q (6156.751681 sec): 3 clusters Score: Raw -2571009.137211 + Penalty 3223.424221 = -2567785.712990 nChanged 673 SP:Iteration 10Q (6156.796414 sec): 3 clusters Score: Raw -2571323.961846 + Penalty 3223.424221 = -2568100.537625 nChanged 560 SP:Iteration 11Q (6156.840998 sec): 3 clusters Score: Raw -2571591.295096 + Penalty 3223.424221 = -2568367.870875 nChanged 508 SP:Iteration 12Q (6156.885615 sec): 3 clusters Score: Raw -2571858.010440 + Penalty 3223.424221 = -2568634.586219 nChanged 469 SP:Iteration 13Q (6156.930202 sec): 3 clusters Score: Raw -2572105.438333 + Penalty 3223.424221 = -2568882.014112 nChanged 383 SP:Iteration 14Q (6156.974193 sec): 3 clusters Score: Raw -2572330.421414 + Penalty 3223.424221 = -2569106.997193 nChanged 330 SP:Iteration 15Q (6157.018075 sec): 3 clusters Score: Raw -2572546.616323 + Penalty 3223.424221 = -2569323.192103 nChanged 299 SP:Iteration 16Q (6157.061765 sec): 3 clusters Score: Raw -2572777.822146 + Penalty 3223.424221 = -2569554.397925 nChanged 272 SP:Iteration 17Q (6157.104417 sec): 3 clusters Score: Raw -2573061.142147 + Penalty 3223.424221 = -2569837.717926 nChanged 240 SP:Iteration 18Q (6157.145255 sec): 3 clusters Score: Raw -2573308.796516 + Penalty 3223.424221 = -2570085.372296 nChanged 192 SP:Iteration 19Q (6157.184411 sec): 3 clusters Score: Raw -2573462.863634 + Penalty 3223.424221 = -2570239.439413 nChanged 143 SP:Iteration 20F (6157.228267 sec): 3 clusters Score: Raw -2573572.168289 + Penalty 3223.424221 = -2570348.744068 nChanged 112 SP:Iteration 21Q (6157.270450 sec): 3 clusters Score: Raw -2573646.757420 + Penalty 3223.424221 = -2570423.333199 nChanged 92 SP:Iteration 22Q (6157.307030 sec): 3 clusters Score: Raw -2573702.918044 + Penalty 3223.424221 = -2570479.493823 nChanged 79 SP:Iteration 23Q (6157.343617 sec): 3 clusters Score: Raw -2573742.495653 + Penalty 3223.424221 = -2570519.071432 nChanged 50 SP:Iteration 24Q (6157.384010 sec): 3 clusters Score: Raw -2573761.290518 + Penalty 3223.424221 = -2570537.866297 nChanged 36 SP:Iteration 25Q (6157.419975 sec): 3 clusters Score: Raw -2573776.113259 + Penalty 3223.424221 = -2570552.689038 nChanged 43 SP:Iteration 26Q (6157.456181 sec): 3 clusters Score: Raw -2573796.900393 + Penalty 3223.424221 = -2570573.476173 nChanged 45 SP:Iteration 27Q (6157.491871 sec): 3 clusters Score: Raw -2573815.479798 + Penalty 3223.424221 = -2570592.055578 nChanged 35 SP:Iteration 28Q (6157.527534 sec): 3 clusters Score: Raw -2573830.271519 + Penalty 3223.424221 = -2570606.847299 nChanged 34 SP:Iteration 29Q (6157.563291 sec): 3 clusters Score: Raw -2573847.168685 + Penalty 3223.424221 = -2570623.744464 nChanged 36 SP:Iteration 30Q (6157.598944 sec): 3 clusters Score: Raw -2573863.054892 + Penalty 3223.424221 = -2570639.630672 nChanged 33 SP:Iteration 31Q (6157.634857 sec): 3 clusters Score: Raw -2573874.584720 + Penalty 3223.424221 = -2570651.160499 nChanged 27 SP:Iteration 32Q (6157.670508 sec): 3 clusters Score: Raw -2573883.023570 + Penalty 3223.424221 = -2570659.599349 nChanged 16 SP:Iteration 33Q (6157.706017 sec): 3 clusters Score: Raw -2573890.015014 + Penalty 3223.424221 = -2570666.590794 nChanged 23 SP:Iteration 34Q (6157.776336 sec): 3 clusters Score: Raw -2573898.612533 + Penalty 3223.424221 = -2570675.188313 nChanged 14 SP:Iteration 35Q (6157.820682 sec): 3 clusters Score: Raw -2573903.140115 + Penalty 3223.424221 = -2570679.715895 nChanged 18 SP:Iteration 36Q (6157.856017 sec): 3 clusters Score: Raw -2573908.708675 + Penalty 3223.424221 = -2570685.284454 nChanged 14 SP:Iteration 37Q (6157.891311 sec): 3 clusters Score: Raw -2573912.431943 + Penalty 3223.424221 = -2570689.007723 nChanged 13 SP:Iteration 38Q (6157.926822 sec): 3 clusters Score: Raw -2573916.043867 + Penalty 3223.424221 = -2570692.619647 nChanged 9 SP:Iteration 39Q (6157.969633 sec): 3 clusters Score: Raw -2573918.261376 + Penalty 3223.424221 = -2570694.837156 nChanged 10 SP:Iteration 40F (6158.013484 sec): 3 clusters Score: Raw -2573921.504957 + Penalty 3223.424221 = -2570698.080737 nChanged 9 SP:Iteration 41Q (6158.065837 sec): 3 clusters Score: Raw -2573924.423693 + Penalty 3223.424221 = -2570700.999473 nChanged 10 SP:Iteration 42Q (6158.101301 sec): 3 clusters Score: Raw -2573927.256609 + Penalty 3223.424221 = -2570703.832388 nChanged 10 SP:Iteration 43Q (6158.136626 sec): 3 clusters Score: Raw -2573930.043996 + Penalty 3223.424221 = -2570706.619775 nChanged 6 SP:Iteration 44Q (6158.172395 sec): 3 clusters Score: Raw -2573933.364439 + Penalty 3223.424221 = -2570709.940218 nChanged 14 SP:Iteration 45Q (6158.207499 sec): 3 clusters Score: Raw -2573936.302508 + Penalty 3223.424221 = -2570712.878287 nChanged 7 SP:Iteration 46Q (6158.242812 sec): 3 clusters Score: Raw -2573937.770204 + Penalty 3223.424221 = -2570714.345984 nChanged 2 SP:Iteration 47Q (6158.278078 sec): 3 clusters Score: Raw -2573938.257831 + Penalty 3223.424221 = -2570714.833610 nChanged 2 SP:Iteration 48Q (6158.313191 sec): 3 clusters Score: Raw -2573938.755643 + Penalty 3223.424221 = -2570715.331423 nChanged 1 SP:Iteration 49Q (6158.348359 sec): 3 clusters Score: Raw -2573938.811689 + Penalty 3223.424221 = -2570715.387468 nChanged 0 SP:Iteration 50F (6158.392176 sec): 3 clusters Score: Raw -2573938.811689 + Penalty 3223.424221 = -2570715.387468 nChanged 0 Trying to split cluster 5 (10874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6158.416344 sec): 2 clusters Score: Raw -1310683.906143 + Penalty 1510.296108 = -1309173.610035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6158.445864 sec): 3 clusters Score: Raw -1304388.159833 + Penalty 3020.592217 = -1301367.567617 nChanged 4813 SP:Iteration 1F (6158.474334 sec): 3 clusters Score: Raw -1307092.589830 + Penalty 3020.592217 = -1304071.997614 nChanged 780 SP:Iteration 2F (6158.502929 sec): 3 clusters Score: Raw -1307562.776813 + Penalty 3020.592217 = -1304542.184596 nChanged 723 SP:Iteration 3F (6158.531397 sec): 3 clusters Score: Raw -1307975.827239 + Penalty 3020.592217 = -1304955.235022 nChanged 593 SP:Iteration 4F (6158.559932 sec): 3 clusters Score: Raw -1308301.246672 + Penalty 3020.592217 = -1305280.654455 nChanged 556 SP:Iteration 5F (6158.588380 sec): 3 clusters Score: Raw -1308588.545027 + Penalty 3020.592217 = -1305567.952811 nChanged 517 SP:Iteration 6Q (6158.617214 sec): 3 clusters Score: Raw -1308867.437736 + Penalty 3020.592217 = -1305846.845519 nChanged 497 SP:Iteration 7Q (6158.645821 sec): 3 clusters Score: Raw -1309112.988259 + Penalty 3020.592217 = -1306092.396043 nChanged 450 SP:Iteration 8Q (6158.675929 sec): 3 clusters Score: Raw -1309342.642858 + Penalty 3020.592217 = -1306322.050641 nChanged 411 SP:Iteration 9Q (6158.708385 sec): 3 clusters Score: Raw -1309565.093116 + Penalty 3020.592217 = -1306544.500900 nChanged 404 SP:Iteration 10Q (6158.736979 sec): 3 clusters Score: Raw -1309761.358190 + Penalty 3020.592217 = -1306740.765973 nChanged 344 SP:Iteration 11Q (6158.765536 sec): 3 clusters Score: Raw -1309924.295428 + Penalty 3020.592217 = -1306903.703211 nChanged 331 SP:Iteration 12Q (6158.794048 sec): 3 clusters Score: Raw -1310071.388757 + Penalty 3020.592217 = -1307050.796540 nChanged 290 SP:Iteration 13Q (6158.822362 sec): 3 clusters Score: Raw -1310190.268458 + Penalty 3020.592217 = -1307169.676242 nChanged 260 SP:Iteration 14Q (6158.850990 sec): 3 clusters Score: Raw -1310283.864292 + Penalty 3020.592217 = -1307263.272076 nChanged 203 SP:Iteration 15Q (6158.879340 sec): 3 clusters Score: Raw -1310358.742201 + Penalty 3020.592217 = -1307338.149984 nChanged 162 SP:Iteration 16Q (6158.907452 sec): 3 clusters Score: Raw -1310414.833204 + Penalty 3020.592217 = -1307394.240987 nChanged 156 SP:Iteration 17Q (6158.935252 sec): 3 clusters Score: Raw -1310469.107452 + Penalty 3020.592217 = -1307448.515235 nChanged 146 SP:Iteration 18Q (6158.963085 sec): 3 clusters Score: Raw -1310522.452706 + Penalty 3020.592217 = -1307501.860489 nChanged 150 SP:Iteration 19Q (6158.991032 sec): 3 clusters Score: Raw -1310582.955929 + Penalty 3020.592217 = -1307562.363712 nChanged 176 SP:Iteration 20F (6159.019607 sec): 3 clusters Score: Raw -1310656.183702 + Penalty 3020.592217 = -1307635.591485 nChanged 179 SP:Iteration 21Q (6159.047363 sec): 3 clusters Score: Raw -1310739.311629 + Penalty 3020.592217 = -1307718.719412 nChanged 195 SP:Iteration 22Q (6159.076468 sec): 3 clusters Score: Raw -1310828.259605 + Penalty 3020.592217 = -1307807.667388 nChanged 203 SP:Iteration 23Q (6159.104236 sec): 3 clusters Score: Raw -1310926.386568 + Penalty 3020.592217 = -1307905.794352 nChanged 220 SP:Iteration 24Q (6159.131517 sec): 3 clusters Score: Raw -1311041.255748 + Penalty 3020.592217 = -1308020.663531 nChanged 235 SP:Iteration 25Q (6159.159495 sec): 3 clusters Score: Raw -1311159.644133 + Penalty 3020.592217 = -1308139.051917 nChanged 211 SP:Iteration 26Q (6159.186755 sec): 3 clusters Score: Raw -1311254.287985 + Penalty 3020.592217 = -1308233.695769 nChanged 154 SP:Iteration 27Q (6159.216134 sec): 3 clusters Score: Raw -1311325.849430 + Penalty 3020.592217 = -1308305.257213 nChanged 133 SP:Iteration 28Q (6159.243268 sec): 3 clusters Score: Raw -1311386.709753 + Penalty 3020.592217 = -1308366.117537 nChanged 124 SP:Iteration 29Q (6159.270385 sec): 3 clusters Score: Raw -1311440.264020 + Penalty 3020.592217 = -1308419.671803 nChanged 119 SP:Iteration 30Q (6159.297214 sec): 3 clusters Score: Raw -1311492.747459 + Penalty 3020.592217 = -1308472.155243 nChanged 104 SP:Iteration 31Q (6159.324219 sec): 3 clusters Score: Raw -1311529.058391 + Penalty 3020.592217 = -1308508.466174 nChanged 93 SP:Iteration 32Q (6159.351067 sec): 3 clusters Score: Raw -1311562.172384 + Penalty 3020.592217 = -1308541.580167 nChanged 82 SP:Iteration 33Q (6159.377722 sec): 3 clusters Score: Raw -1311589.687955 + Penalty 3020.592217 = -1308569.095738 nChanged 55 SP:Iteration 34Q (6159.408026 sec): 3 clusters Score: Raw -1311609.021157 + Penalty 3020.592217 = -1308588.428940 nChanged 54 SP:Iteration 35Q (6159.434952 sec): 3 clusters Score: Raw -1311628.408337 + Penalty 3020.592217 = -1308607.816121 nChanged 48 SP:Iteration 36Q (6159.461458 sec): 3 clusters Score: Raw -1311642.081261 + Penalty 3020.592217 = -1308621.489045 nChanged 44 SP:Iteration 37Q (6159.492854 sec): 3 clusters Score: Raw -1311658.620558 + Penalty 3020.592217 = -1308638.028341 nChanged 48 SP:Iteration 38Q (6159.519509 sec): 3 clusters Score: Raw -1311674.199603 + Penalty 3020.592217 = -1308653.607386 nChanged 54 SP:Iteration 39Q (6159.546283 sec): 3 clusters Score: Raw -1311688.837298 + Penalty 3020.592217 = -1308668.245082 nChanged 41 SP:Iteration 40F (6159.580923 sec): 3 clusters Score: Raw -1311701.647789 + Penalty 3020.592217 = -1308681.055572 nChanged 35 SP:Iteration 41Q (6159.607603 sec): 3 clusters Score: Raw -1311712.248052 + Penalty 3020.592217 = -1308691.655836 nChanged 31 SP:Iteration 42Q (6159.634052 sec): 3 clusters Score: Raw -1311722.526125 + Penalty 3020.592217 = -1308701.933908 nChanged 30 SP:Iteration 43Q (6159.660645 sec): 3 clusters Score: Raw -1311732.063600 + Penalty 3020.592217 = -1308711.471383 nChanged 26 SP:Iteration 44Q (6159.686959 sec): 3 clusters Score: Raw -1311739.004177 + Penalty 3020.592217 = -1308718.411960 nChanged 13 SP:Iteration 45Q (6159.713300 sec): 3 clusters Score: Raw -1311741.853405 + Penalty 3020.592217 = -1308721.261188 nChanged 13 SP:Iteration 46Q (6159.739859 sec): 3 clusters Score: Raw -1311745.113745 + Penalty 3020.592217 = -1308724.521528 nChanged 10 SP:Iteration 47Q (6159.769606 sec): 3 clusters Score: Raw -1311746.782097 + Penalty 3020.592217 = -1308726.189880 nChanged 10 SP:Iteration 48Q (6159.801117 sec): 3 clusters Score: Raw -1311748.484523 + Penalty 3020.592217 = -1308727.892307 nChanged 5 SP:Iteration 49Q (6159.827679 sec): 3 clusters Score: Raw -1311749.415585 + Penalty 3020.592217 = -1308728.823368 nChanged 6 SP:Iteration 50Q (6159.890481 sec): 3 clusters Score: Raw -1311750.742443 + Penalty 3020.592217 = -1308730.150226 nChanged 5 SP:Iteration 51Q (6159.923976 sec): 3 clusters Score: Raw -1311751.563225 + Penalty 3020.592217 = -1308730.971008 nChanged 6 SP:Iteration 52Q (6159.951286 sec): 3 clusters Score: Raw -1311752.954918 + Penalty 3020.592217 = -1308732.362701 nChanged 10 SP:Iteration 53Q (6159.982621 sec): 3 clusters Score: Raw -1311754.444556 + Penalty 3020.592217 = -1308733.852339 nChanged 10 SP:Iteration 54Q (6160.031869 sec): 3 clusters Score: Raw -1311755.664462 + Penalty 3020.592217 = -1308735.072246 nChanged 3 SP:Iteration 55Q (6160.062401 sec): 3 clusters Score: Raw -1311756.105109 + Penalty 3020.592217 = -1308735.512892 nChanged 2 SP:Iteration 56Q (6160.119675 sec): 3 clusters Score: Raw -1311756.385469 + Penalty 3020.592217 = -1308735.793252 nChanged 0 SP:Iteration 57F (6160.152663 sec): 3 clusters Score: Raw -1311756.385469 + Penalty 3020.592217 = -1308735.793252 nChanged 0 Trying to split cluster 6 (23697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6160.191472 sec): 2 clusters Score: Raw -3066321.031760 + Penalty 1636.879357 = -3064684.152403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6160.240529 sec): 3 clusters Score: Raw -3051894.289146 + Penalty 3273.758714 = -3048620.530431 nChanged 10835 SP:Iteration 1F (6160.287442 sec): 3 clusters Score: Raw -3058188.020573 + Penalty 3273.758714 = -3054914.261858 nChanged 1340 SP:Iteration 2F (6160.334278 sec): 3 clusters Score: Raw -3058793.257477 + Penalty 3273.758714 = -3055519.498762 nChanged 1354 SP:Iteration 3F (6160.386452 sec): 3 clusters Score: Raw -3059451.475649 + Penalty 3273.758714 = -3056177.716934 nChanged 1376 SP:Iteration 4F (6160.437189 sec): 3 clusters Score: Raw -3060209.461186 + Penalty 3273.758714 = -3056935.702471 nChanged 1444 SP:Iteration 5F (6160.483224 sec): 3 clusters Score: Raw -3061026.677340 + Penalty 3273.758714 = -3057752.918626 nChanged 1400 SP:Iteration 6F (6160.532671 sec): 3 clusters Score: Raw -3061839.172489 + Penalty 3273.758714 = -3058565.413774 nChanged 1319 SP:Iteration 7F (6160.579329 sec): 3 clusters Score: Raw -3062591.225527 + Penalty 3273.758714 = -3059317.466813 nChanged 1132 SP:Iteration 8Q (6160.627299 sec): 3 clusters Score: Raw -3063243.877491 + Penalty 3273.758714 = -3059970.118776 nChanged 1033 SP:Iteration 9Q (6160.678021 sec): 3 clusters Score: Raw -3063881.253079 + Penalty 3273.758714 = -3060607.494365 nChanged 966 SP:Iteration 10Q (6160.725014 sec): 3 clusters Score: Raw -3064530.962238 + Penalty 3273.758714 = -3061257.203524 nChanged 893 SP:Iteration 11Q (6160.775782 sec): 3 clusters Score: Raw -3065152.345912 + Penalty 3273.758714 = -3061878.587198 nChanged 717 SP:Iteration 12Q (6160.822468 sec): 3 clusters Score: Raw -3065648.116287 + Penalty 3273.758714 = -3062374.357572 nChanged 523 SP:Iteration 13Q (6160.886687 sec): 3 clusters Score: Raw -3066021.155843 + Penalty 3273.758714 = -3062747.397128 nChanged 412 SP:Iteration 14Q (6160.932735 sec): 3 clusters Score: Raw -3066299.709034 + Penalty 3273.758714 = -3063025.950320 nChanged 273 SP:Iteration 15Q (6160.979337 sec): 3 clusters Score: Raw -3066477.195924 + Penalty 3273.758714 = -3063203.437209 nChanged 177 SP:Iteration 16Q (6161.023273 sec): 3 clusters Score: Raw -3066585.896142 + Penalty 3273.758714 = -3063312.137428 nChanged 105 SP:Iteration 17Q (6161.067586 sec): 3 clusters Score: Raw -3066649.925643 + Penalty 3273.758714 = -3063376.166928 nChanged 59 SP:Iteration 18Q (6161.110110 sec): 3 clusters Score: Raw -3066689.936255 + Penalty 3273.758714 = -3063416.177541 nChanged 50 SP:Iteration 19Q (6161.157934 sec): 3 clusters Score: Raw -3066729.870025 + Penalty 3273.758714 = -3063456.111311 nChanged 54 SP:Iteration 20F (6161.215318 sec): 3 clusters Score: Raw -3066763.365294 + Penalty 3273.758714 = -3063489.606579 nChanged 24 SP:Iteration 21Q (6161.255817 sec): 3 clusters Score: Raw -3066775.201612 + Penalty 3273.758714 = -3063501.442898 nChanged 22 SP:Iteration 22Q (6161.301269 sec): 3 clusters Score: Raw -3066785.776276 + Penalty 3273.758714 = -3063512.017561 nChanged 13 SP:Iteration 23Q (6161.341960 sec): 3 clusters Score: Raw -3066791.061498 + Penalty 3273.758714 = -3063517.302784 nChanged 7 SP:Iteration 24Q (6161.382184 sec): 3 clusters Score: Raw -3066794.715507 + Penalty 3273.758714 = -3063520.956792 nChanged 11 SP:Iteration 25Q (6161.422600 sec): 3 clusters Score: Raw -3066800.873922 + Penalty 3273.758714 = -3063527.115208 nChanged 9 SP:Iteration 26Q (6161.467622 sec): 3 clusters Score: Raw -3066804.659085 + Penalty 3273.758714 = -3063530.900371 nChanged 4 SP:Iteration 27Q (6161.507407 sec): 3 clusters Score: Raw -3066807.019399 + Penalty 3273.758714 = -3063533.260685 nChanged 3 SP:Iteration 28Q (6161.547360 sec): 3 clusters Score: Raw -3066809.038200 + Penalty 3273.758714 = -3063535.279486 nChanged 2 SP:Iteration 29Q (6161.587269 sec): 3 clusters Score: Raw -3066810.333000 + Penalty 3273.758714 = -3063536.574286 nChanged 1 SP:Iteration 30Q (6161.659068 sec): 3 clusters Score: Raw -3066810.683616 + Penalty 3273.758714 = -3063536.924902 nChanged 1 SP:Iteration 31Q (6161.699082 sec): 3 clusters Score: Raw -3066811.207282 + Penalty 3273.758714 = -3063537.448567 nChanged 2 SP:Iteration 32Q (6161.739454 sec): 3 clusters Score: Raw -3066811.723228 + Penalty 3273.758714 = -3063537.964514 nChanged 0 SP:Iteration 33F (6161.789136 sec): 3 clusters Score: Raw -3066811.723228 + Penalty 3273.758714 = -3063537.964514 nChanged 0 Trying to split cluster 7 (13169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6161.815250 sec): 2 clusters Score: Raw -1549431.079481 + Penalty 1541.413390 = -1547889.666091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6161.848736 sec): 3 clusters Score: Raw -1541730.973763 + Penalty 3082.826780 = -1538648.146983 nChanged 5855 SP:Iteration 1F (6161.881289 sec): 3 clusters Score: Raw -1545172.471504 + Penalty 3082.826780 = -1542089.644724 nChanged 945 SP:Iteration 2F (6161.913583 sec): 3 clusters Score: Raw -1545745.782627 + Penalty 3082.826780 = -1542662.955847 nChanged 866 SP:Iteration 3F (6161.947380 sec): 3 clusters Score: Raw -1546298.634147 + Penalty 3082.826780 = -1543215.807367 nChanged 865 SP:Iteration 4F (6161.979920 sec): 3 clusters Score: Raw -1546896.881583 + Penalty 3082.826780 = -1543814.054803 nChanged 813 SP:Iteration 5F (6162.012330 sec): 3 clusters Score: Raw -1547451.494900 + Penalty 3082.826780 = -1544368.668120 nChanged 741 SP:Iteration 6F (6162.079293 sec): 3 clusters Score: Raw -1547969.042973 + Penalty 3082.826780 = -1544886.216193 nChanged 659 SP:Iteration 7F (6162.111189 sec): 3 clusters Score: Raw -1548368.012046 + Penalty 3082.826780 = -1545285.185266 nChanged 558 SP:Iteration 8Q (6162.143482 sec): 3 clusters Score: Raw -1548655.616264 + Penalty 3082.826780 = -1545572.789484 nChanged 415 SP:Iteration 9Q (6162.207360 sec): 3 clusters Score: Raw -1548851.960641 + Penalty 3082.826780 = -1545769.133861 nChanged 334 SP:Iteration 10Q (6162.283120 sec): 3 clusters Score: Raw -1548975.468770 + Penalty 3082.826780 = -1545892.641990 nChanged 229 SP:Iteration 11Q (6162.316681 sec): 3 clusters Score: Raw -1549047.067243 + Penalty 3082.826780 = -1545964.240463 nChanged 182 SP:Iteration 12Q (6162.348813 sec): 3 clusters Score: Raw -1549093.470243 + Penalty 3082.826780 = -1546010.643462 nChanged 132 SP:Iteration 13Q (6162.384147 sec): 3 clusters Score: Raw -1549125.390612 + Penalty 3082.826780 = -1546042.563832 nChanged 122 SP:Iteration 14Q (6162.415725 sec): 3 clusters Score: Raw -1549158.229337 + Penalty 3082.826780 = -1546075.402557 nChanged 118 SP:Iteration 15Q (6162.447632 sec): 3 clusters Score: Raw -1549190.383973 + Penalty 3082.826780 = -1546107.557193 nChanged 125 SP:Iteration 16Q (6162.502620 sec): 3 clusters Score: Raw -1549220.062358 + Penalty 3082.826780 = -1546137.235578 nChanged 111 SP:Iteration 17Q (6162.545287 sec): 3 clusters Score: Raw -1549241.872650 + Penalty 3082.826780 = -1546159.045870 nChanged 97 SP:Iteration 18Q (6162.576754 sec): 3 clusters Score: Raw -1549261.459058 + Penalty 3082.826780 = -1546178.632278 nChanged 80 SP:Iteration 19Q (6162.608297 sec): 3 clusters Score: Raw -1549279.364092 + Penalty 3082.826780 = -1546196.537312 nChanged 91 SP:Iteration 20F (6162.640818 sec): 3 clusters Score: Raw -1549300.118448 + Penalty 3082.826780 = -1546217.291668 nChanged 107 SP:Iteration 21Q (6162.672173 sec): 3 clusters Score: Raw -1549336.852362 + Penalty 3082.826780 = -1546254.025581 nChanged 128 SP:Iteration 22Q (6162.706160 sec): 3 clusters Score: Raw -1549385.376486 + Penalty 3082.826780 = -1546302.549706 nChanged 148 SP:Iteration 23Q (6162.737599 sec): 3 clusters Score: Raw -1549437.238723 + Penalty 3082.826780 = -1546354.411943 nChanged 159 SP:Iteration 24Q (6162.769150 sec): 3 clusters Score: Raw -1549491.856096 + Penalty 3082.826780 = -1546409.029316 nChanged 163 SP:Iteration 25Q (6162.800325 sec): 3 clusters Score: Raw -1549555.925644 + Penalty 3082.826780 = -1546473.098864 nChanged 164 SP:Iteration 26Q (6162.831907 sec): 3 clusters Score: Raw -1549615.224550 + Penalty 3082.826780 = -1546532.397770 nChanged 140 SP:Iteration 27Q (6162.868070 sec): 3 clusters Score: Raw -1549663.143682 + Penalty 3082.826780 = -1546580.316902 nChanged 121 SP:Iteration 28Q (6162.899333 sec): 3 clusters Score: Raw -1549708.293391 + Penalty 3082.826780 = -1546625.466611 nChanged 126 SP:Iteration 29Q (6162.930370 sec): 3 clusters Score: Raw -1549748.638724 + Penalty 3082.826780 = -1546665.811943 nChanged 121 SP:Iteration 30Q (6162.966752 sec): 3 clusters Score: Raw -1549781.539315 + Penalty 3082.826780 = -1546698.712535 nChanged 98 SP:Iteration 31Q (6162.997348 sec): 3 clusters Score: Raw -1549813.379778 + Penalty 3082.826780 = -1546730.552998 nChanged 97 SP:Iteration 32Q (6163.028037 sec): 3 clusters Score: Raw -1549845.071192 + Penalty 3082.826780 = -1546762.244412 nChanged 105 SP:Iteration 33Q (6163.058453 sec): 3 clusters Score: Raw -1549880.397977 + Penalty 3082.826780 = -1546797.571197 nChanged 105 SP:Iteration 34Q (6163.089114 sec): 3 clusters Score: Raw -1549916.173596 + Penalty 3082.826780 = -1546833.346816 nChanged 95 SP:Iteration 35Q (6163.120125 sec): 3 clusters Score: Raw -1549949.161103 + Penalty 3082.826780 = -1546866.334323 nChanged 85 SP:Iteration 36Q (6163.150824 sec): 3 clusters Score: Raw -1549975.632296 + Penalty 3082.826780 = -1546892.805516 nChanged 69 SP:Iteration 37Q (6163.181779 sec): 3 clusters Score: Raw -1549996.737608 + Penalty 3082.826780 = -1546913.910828 nChanged 63 SP:Iteration 38Q (6163.212026 sec): 3 clusters Score: Raw -1550018.232847 + Penalty 3082.826780 = -1546935.406067 nChanged 66 SP:Iteration 39Q (6163.242383 sec): 3 clusters Score: Raw -1550044.739594 + Penalty 3082.826780 = -1546961.912814 nChanged 77 SP:Iteration 40F (6163.274830 sec): 3 clusters Score: Raw -1550078.319082 + Penalty 3082.826780 = -1546995.492302 nChanged 79 SP:Iteration 41Q (6163.307343 sec): 3 clusters Score: Raw -1550111.723926 + Penalty 3082.826780 = -1547028.897146 nChanged 70 SP:Iteration 42Q (6163.337309 sec): 3 clusters Score: Raw -1550145.401118 + Penalty 3082.826780 = -1547062.574338 nChanged 77 SP:Iteration 43Q (6163.367305 sec): 3 clusters Score: Raw -1550181.945916 + Penalty 3082.826780 = -1547099.119136 nChanged 78 SP:Iteration 44Q (6163.397108 sec): 3 clusters Score: Raw -1550217.459356 + Penalty 3082.826780 = -1547134.632576 nChanged 73 SP:Iteration 45Q (6163.426735 sec): 3 clusters Score: Raw -1550243.210272 + Penalty 3082.826780 = -1547160.383492 nChanged 59 SP:Iteration 46Q (6163.456427 sec): 3 clusters Score: Raw -1550260.430753 + Penalty 3082.826780 = -1547177.603973 nChanged 46 SP:Iteration 47Q (6163.491399 sec): 3 clusters Score: Raw -1550269.899007 + Penalty 3082.826780 = -1547187.072227 nChanged 31 SP:Iteration 48Q (6163.520843 sec): 3 clusters Score: Raw -1550276.107171 + Penalty 3082.826780 = -1547193.280391 nChanged 32 SP:Iteration 49Q (6163.550911 sec): 3 clusters Score: Raw -1550281.843462 + Penalty 3082.826780 = -1547199.016682 nChanged 25 SP:Iteration 50Q (6163.580183 sec): 3 clusters Score: Raw -1550286.671398 + Penalty 3082.826780 = -1547203.844618 nChanged 26 SP:Iteration 51Q (6163.610003 sec): 3 clusters Score: Raw -1550292.074315 + Penalty 3082.826780 = -1547209.247535 nChanged 21 SP:Iteration 52Q (6163.639513 sec): 3 clusters Score: Raw -1550296.085446 + Penalty 3082.826780 = -1547213.258666 nChanged 22 SP:Iteration 53Q (6163.668976 sec): 3 clusters Score: Raw -1550300.647547 + Penalty 3082.826780 = -1547217.820767 nChanged 23 SP:Iteration 54Q (6163.698533 sec): 3 clusters Score: Raw -1550304.488263 + Penalty 3082.826780 = -1547221.661483 nChanged 13 SP:Iteration 55Q (6163.728467 sec): 3 clusters Score: Raw -1550306.470967 + Penalty 3082.826780 = -1547223.644187 nChanged 12 SP:Iteration 56Q (6163.757772 sec): 3 clusters Score: Raw -1550307.803147 + Penalty 3082.826780 = -1547224.976367 nChanged 6 SP:Iteration 57Q (6163.786959 sec): 3 clusters Score: Raw -1550308.509462 + Penalty 3082.826780 = -1547225.682682 nChanged 5 SP:Iteration 58Q (6163.821028 sec): 3 clusters Score: Raw -1550309.421284 + Penalty 3082.826780 = -1547226.594504 nChanged 8 SP:Iteration 59Q (6163.851307 sec): 3 clusters Score: Raw -1550310.821122 + Penalty 3082.826780 = -1547227.994342 nChanged 5 SP:Iteration 60F (6163.886826 sec): 3 clusters Score: Raw -1550311.447491 + Penalty 3082.826780 = -1547228.620711 nChanged 8 SP:Iteration 61Q (6163.916152 sec): 3 clusters Score: Raw -1550312.634920 + Penalty 3082.826780 = -1547229.808140 nChanged 4 SP:Iteration 62Q (6163.946401 sec): 3 clusters Score: Raw -1550313.008484 + Penalty 3082.826780 = -1547230.181704 nChanged 2 SP:Iteration 63Q (6163.975960 sec): 3 clusters Score: Raw -1550313.330613 + Penalty 3082.826780 = -1547230.503833 nChanged 0 SP:Iteration 64F (6164.008206 sec): 3 clusters Score: Raw -1550313.330613 + Penalty 3082.826780 = -1547230.503833 nChanged 0 Trying to split cluster 8 (31273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6164.058389 sec): 2 clusters Score: Raw -3947704.373521 + Penalty 1681.957937 = -3946022.415584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6164.123079 sec): 3 clusters Score: Raw -3928388.865751 + Penalty 3363.915875 = -3925024.949876 nChanged 14439 SP:Iteration 1F (6164.196251 sec): 3 clusters Score: Raw -3936717.144740 + Penalty 3363.915875 = -3933353.228865 nChanged 1741 SP:Iteration 2F (6164.257909 sec): 3 clusters Score: Raw -3937623.168782 + Penalty 3363.915875 = -3934259.252907 nChanged 1898 SP:Iteration 3F (6164.321137 sec): 3 clusters Score: Raw -3938856.180409 + Penalty 3363.915875 = -3935492.264534 nChanged 2181 SP:Iteration 4F (6164.373427 sec): 3 clusters Score: Raw -3940481.776749 + Penalty 3363.915875 = -3937117.860874 nChanged 2318 SP:Iteration 5F (6164.432126 sec): 3 clusters Score: Raw -3942333.737878 + Penalty 3363.915875 = -3938969.822003 nChanged 2183 SP:Iteration 6F (6164.489703 sec): 3 clusters Score: Raw -3943927.189968 + Penalty 3363.915875 = -3940563.274093 nChanged 1728 SP:Iteration 7F (6164.548138 sec): 3 clusters Score: Raw -3944912.413246 + Penalty 3363.915875 = -3941548.497371 nChanged 1142 SP:Iteration 8Q (6164.606604 sec): 3 clusters Score: Raw -3945379.531773 + Penalty 3363.915875 = -3942015.615898 nChanged 725 SP:Iteration 9Q (6164.664365 sec): 3 clusters Score: Raw -3945646.174027 + Penalty 3363.915875 = -3942282.258152 nChanged 564 SP:Iteration 10Q (6164.746717 sec): 3 clusters Score: Raw -3945820.698806 + Penalty 3363.915875 = -3942456.782931 nChanged 472 SP:Iteration 11Q (6164.803862 sec): 3 clusters Score: Raw -3945966.769132 + Penalty 3363.915875 = -3942602.853257 nChanged 441 SP:Iteration 12Q (6164.861508 sec): 3 clusters Score: Raw -3946109.030469 + Penalty 3363.915875 = -3942745.114595 nChanged 465 SP:Iteration 13Q (6164.918742 sec): 3 clusters Score: Raw -3946281.872625 + Penalty 3363.915875 = -3942917.956750 nChanged 490 SP:Iteration 14Q (6164.974995 sec): 3 clusters Score: Raw -3946466.180943 + Penalty 3363.915875 = -3943102.265068 nChanged 481 SP:Iteration 15Q (6165.032232 sec): 3 clusters Score: Raw -3946650.691344 + Penalty 3363.915875 = -3943286.775469 nChanged 463 SP:Iteration 16Q (6165.095749 sec): 3 clusters Score: Raw -3946849.395359 + Penalty 3363.915875 = -3943485.479484 nChanged 472 SP:Iteration 17Q (6165.151051 sec): 3 clusters Score: Raw -3947074.310556 + Penalty 3363.915875 = -3943710.394681 nChanged 437 SP:Iteration 18Q (6165.207921 sec): 3 clusters Score: Raw -3947295.280682 + Penalty 3363.915875 = -3943931.364807 nChanged 424 SP:Iteration 19Q (6165.263681 sec): 3 clusters Score: Raw -3947495.689716 + Penalty 3363.915875 = -3944131.773841 nChanged 373 SP:Iteration 20F (6165.322833 sec): 3 clusters Score: Raw -3947659.481213 + Penalty 3363.915875 = -3944295.565338 nChanged 320 SP:Iteration 21Q (6165.378115 sec): 3 clusters Score: Raw -3947797.750117 + Penalty 3363.915875 = -3944433.834242 nChanged 303 SP:Iteration 22Q (6165.436934 sec): 3 clusters Score: Raw -3947916.188273 + Penalty 3363.915875 = -3944552.272398 nChanged 263 SP:Iteration 23Q (6165.491280 sec): 3 clusters Score: Raw -3948005.758906 + Penalty 3363.915875 = -3944641.843031 nChanged 245 SP:Iteration 24Q (6165.545576 sec): 3 clusters Score: Raw -3948081.963081 + Penalty 3363.915875 = -3944718.047206 nChanged 204 SP:Iteration 25Q (6165.598413 sec): 3 clusters Score: Raw -3948143.156630 + Penalty 3363.915875 = -3944779.240755 nChanged 202 SP:Iteration 26Q (6165.658210 sec): 3 clusters Score: Raw -3948197.089625 + Penalty 3363.915875 = -3944833.173750 nChanged 177 SP:Iteration 27Q (6165.710729 sec): 3 clusters Score: Raw -3948244.406997 + Penalty 3363.915875 = -3944880.491122 nChanged 169 SP:Iteration 28Q (6165.763174 sec): 3 clusters Score: Raw -3948282.771944 + Penalty 3363.915875 = -3944918.856069 nChanged 135 SP:Iteration 29Q (6165.816510 sec): 3 clusters Score: Raw -3948307.571844 + Penalty 3363.915875 = -3944943.655969 nChanged 113 SP:Iteration 30Q (6165.873712 sec): 3 clusters Score: Raw -3948325.975789 + Penalty 3363.915875 = -3944962.059914 nChanged 93 SP:Iteration 31Q (6165.953518 sec): 3 clusters Score: Raw -3948338.953181 + Penalty 3363.915875 = -3944975.037306 nChanged 91 SP:Iteration 32Q (6166.030625 sec): 3 clusters Score: Raw -3948352.460389 + Penalty 3363.915875 = -3944988.544515 nChanged 92 SP:Iteration 33Q (6166.082429 sec): 3 clusters Score: Raw -3948366.281811 + Penalty 3363.915875 = -3945002.365936 nChanged 89 SP:Iteration 34Q (6166.145422 sec): 3 clusters Score: Raw -3948380.839044 + Penalty 3363.915875 = -3945016.923169 nChanged 103 SP:Iteration 35Q (6166.248160 sec): 3 clusters Score: Raw -3948398.438702 + Penalty 3363.915875 = -3945034.522827 nChanged 87 SP:Iteration 36Q (6166.315536 sec): 3 clusters Score: Raw -3948412.280429 + Penalty 3363.915875 = -3945048.364554 nChanged 81 SP:Iteration 37Q (6166.368071 sec): 3 clusters Score: Raw -3948423.622219 + Penalty 3363.915875 = -3945059.706345 nChanged 79 SP:Iteration 38Q (6166.453859 sec): 3 clusters Score: Raw -3948434.875007 + Penalty 3363.915875 = -3945070.959132 nChanged 68 SP:Iteration 39Q (6166.505872 sec): 3 clusters Score: Raw -3948443.616614 + Penalty 3363.915875 = -3945079.700739 nChanged 55 SP:Iteration 40F (6166.568344 sec): 3 clusters Score: Raw -3948450.412538 + Penalty 3363.915875 = -3945086.496663 nChanged 54 SP:Iteration 41Q (6166.636563 sec): 3 clusters Score: Raw -3948457.391559 + Penalty 3363.915875 = -3945093.475684 nChanged 64 SP:Iteration 42Q (6166.694007 sec): 3 clusters Score: Raw -3948465.100325 + Penalty 3363.915875 = -3945101.184450 nChanged 47 SP:Iteration 43Q (6166.751277 sec): 3 clusters Score: Raw -3948470.834659 + Penalty 3363.915875 = -3945106.918784 nChanged 45 SP:Iteration 44Q (6166.808201 sec): 3 clusters Score: Raw -3948475.831617 + Penalty 3363.915875 = -3945111.915742 nChanged 44 SP:Iteration 45Q (6166.873006 sec): 3 clusters Score: Raw -3948480.935242 + Penalty 3363.915875 = -3945117.019367 nChanged 44 SP:Iteration 46Q (6166.938949 sec): 3 clusters Score: Raw -3948486.106494 + Penalty 3363.915875 = -3945122.190619 nChanged 39 SP:Iteration 47Q (6166.990179 sec): 3 clusters Score: Raw -3948489.805320 + Penalty 3363.915875 = -3945125.889445 nChanged 29 SP:Iteration 48Q (6167.042025 sec): 3 clusters Score: Raw -3948492.491298 + Penalty 3363.915875 = -3945128.575423 nChanged 25 SP:Iteration 49Q (6167.105342 sec): 3 clusters Score: Raw -3948494.714450 + Penalty 3363.915875 = -3945130.798575 nChanged 24 SP:Iteration 50Q (6167.157439 sec): 3 clusters Score: Raw -3948497.158462 + Penalty 3363.915875 = -3945133.242587 nChanged 27 SP:Iteration 51Q (6167.241828 sec): 3 clusters Score: Raw -3948500.271923 + Penalty 3363.915875 = -3945136.356048 nChanged 32 SP:Iteration 52Q (6167.317084 sec): 3 clusters Score: Raw -3948503.890722 + Penalty 3363.915875 = -3945139.974847 nChanged 27 SP:Iteration 53Q (6167.393182 sec): 3 clusters Score: Raw -3948506.752901 + Penalty 3363.915875 = -3945142.837026 nChanged 24 SP:Iteration 54Q (6167.447428 sec): 3 clusters Score: Raw -3948509.142376 + Penalty 3363.915875 = -3945145.226501 nChanged 31 SP:Iteration 55Q (6167.513368 sec): 3 clusters Score: Raw -3948512.231396 + Penalty 3363.915875 = -3945148.315521 nChanged 26 SP:Iteration 56Q (6167.564067 sec): 3 clusters Score: Raw -3948514.310780 + Penalty 3363.915875 = -3945150.394905 nChanged 15 SP:Iteration 57Q (6167.637173 sec): 3 clusters Score: Raw -3948515.579942 + Penalty 3363.915875 = -3945151.664067 nChanged 15 SP:Iteration 58Q (6167.689331 sec): 3 clusters Score: Raw -3948516.849542 + Penalty 3363.915875 = -3945152.933667 nChanged 17 SP:Iteration 59Q (6167.759887 sec): 3 clusters Score: Raw -3948518.176793 + Penalty 3363.915875 = -3945154.260918 nChanged 11 SP:Iteration 60F (6167.816922 sec): 3 clusters Score: Raw -3948518.971525 + Penalty 3363.915875 = -3945155.055650 nChanged 12 SP:Iteration 61Q (6167.869106 sec): 3 clusters Score: Raw -3948519.540046 + Penalty 3363.915875 = -3945155.624171 nChanged 3 SP:Iteration 62Q (6167.920643 sec): 3 clusters Score: Raw -3948519.648280 + Penalty 3363.915875 = -3945155.732406 nChanged 2 SP:Iteration 63Q (6167.972070 sec): 3 clusters Score: Raw -3948519.751782 + Penalty 3363.915875 = -3945155.835907 nChanged 3 SP:Iteration 64Q (6168.023227 sec): 3 clusters Score: Raw -3948520.056125 + Penalty 3363.915875 = -3945156.140250 nChanged 5 SP:Iteration 65Q (6168.074465 sec): 3 clusters Score: Raw -3948520.403041 + Penalty 3363.915875 = -3945156.487166 nChanged 7 SP:Iteration 66Q (6168.125580 sec): 3 clusters Score: Raw -3948520.917712 + Penalty 3363.915875 = -3945157.001837 nChanged 7 SP:Iteration 67Q (6168.176597 sec): 3 clusters Score: Raw -3948521.395794 + Penalty 3363.915875 = -3945157.479919 nChanged 3 SP:Iteration 68Q (6168.228366 sec): 3 clusters Score: Raw -3948521.540602 + Penalty 3363.915875 = -3945157.624727 nChanged 5 SP:Iteration 69Q (6168.284010 sec): 3 clusters Score: Raw -3948521.930991 + Penalty 3363.915875 = -3945158.015116 nChanged 5 SP:Iteration 70Q (6168.335200 sec): 3 clusters Score: Raw -3948522.187162 + Penalty 3363.915875 = -3945158.271287 nChanged 2 SP:Iteration 71Q (6168.387551 sec): 3 clusters Score: Raw -3948522.255992 + Penalty 3363.915875 = -3945158.340117 nChanged 2 SP:Iteration 72Q (6168.437937 sec): 3 clusters Score: Raw -3948522.341992 + Penalty 3363.915875 = -3945158.426117 nChanged 3 SP:Iteration 73Q (6168.493391 sec): 3 clusters Score: Raw -3948522.480274 + Penalty 3363.915875 = -3945158.564399 nChanged 2 SP:Iteration 74Q (6168.544152 sec): 3 clusters Score: Raw -3948522.539854 + Penalty 3363.915875 = -3945158.623979 nChanged 0 SP:Iteration 75F (6168.602755 sec): 3 clusters Score: Raw -3948522.539854 + Penalty 3363.915875 = -3945158.623979 nChanged 0 Trying to split cluster 9 (109227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6168.736358 sec): 2 clusters Score: Raw -13873472.833334 + Penalty 1885.192329 = -13871587.641005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6168.909998 sec): 3 clusters Score: Raw -13802162.745147 + Penalty 3770.384658 = -13798392.360489 nChanged 52377 SP:Iteration 1F (6169.081190 sec): 3 clusters Score: Raw -13833747.554356 + Penalty 3770.384658 = -13829977.169698 nChanged 4500 SP:Iteration 2Q (6169.267358 sec): 3 clusters Score: Raw -13835286.304353 + Penalty 3770.384658 = -13831515.919694 nChanged 5076 SP:Iteration 3Q (6169.457070 sec): 3 clusters Score: Raw -13837348.354450 + Penalty 3770.384658 = -13833577.969792 nChanged 5783 SP:Iteration 4F (6169.629715 sec): 3 clusters Score: Raw -13840226.990827 + Penalty 3770.384658 = -13836456.606169 nChanged 6554 SP:Iteration 5F (6169.800694 sec): 3 clusters Score: Raw -13844214.245678 + Penalty 3770.384658 = -13840443.861020 nChanged 7039 SP:Iteration 6F (6169.970593 sec): 3 clusters Score: Raw -13849227.069463 + Penalty 3770.384658 = -13845456.684805 nChanged 6720 SP:Iteration 7F (6170.140641 sec): 3 clusters Score: Raw -13854363.885980 + Penalty 3770.384658 = -13850593.501322 nChanged 5822 SP:Iteration 8F (6170.310893 sec): 3 clusters Score: Raw -13858668.287519 + Penalty 3770.384658 = -13854897.902861 nChanged 4527 SP:Iteration 9Q (6170.497501 sec): 3 clusters Score: Raw -13861616.844593 + Penalty 3770.384658 = -13857846.459935 nChanged 3534 SP:Iteration 10Q (6170.668120 sec): 3 clusters Score: Raw -13863607.933752 + Penalty 3770.384658 = -13859837.549093 nChanged 2851 SP:Iteration 11Q (6170.833823 sec): 3 clusters Score: Raw -13865086.647046 + Penalty 3770.384658 = -13861316.262388 nChanged 2461 SP:Iteration 12Q (6170.995619 sec): 3 clusters Score: Raw -13866331.441609 + Penalty 3770.384658 = -13862561.056950 nChanged 2201 SP:Iteration 13Q (6171.155124 sec): 3 clusters Score: Raw -13867435.385182 + Penalty 3770.384658 = -13863665.000524 nChanged 2080 SP:Iteration 14Q (6171.311673 sec): 3 clusters Score: Raw -13868484.035028 + Penalty 3770.384658 = -13864713.650369 nChanged 1943 SP:Iteration 15Q (6171.465756 sec): 3 clusters Score: Raw -13869416.765335 + Penalty 3770.384658 = -13865646.380677 nChanged 1681 SP:Iteration 16Q (6171.618733 sec): 3 clusters Score: Raw -13870219.882463 + Penalty 3770.384658 = -13866449.497805 nChanged 1559 SP:Iteration 17Q (6171.769018 sec): 3 clusters Score: Raw -13870991.296635 + Penalty 3770.384658 = -13867220.911977 nChanged 1418 SP:Iteration 18Q (6171.933327 sec): 3 clusters Score: Raw -13871690.148139 + Penalty 3770.384658 = -13867919.763480 nChanged 1182 SP:Iteration 19Q (6172.086436 sec): 3 clusters Score: Raw -13872262.398939 + Penalty 3770.384658 = -13868492.014281 nChanged 946 SP:Iteration 20F (6172.255715 sec): 3 clusters Score: Raw -13872700.078902 + Penalty 3770.384658 = -13868929.694244 nChanged 726 SP:Iteration 21Q (6172.399668 sec): 3 clusters Score: Raw -13873013.741310 + Penalty 3770.384658 = -13869243.356652 nChanged 497 SP:Iteration 22Q (6172.545136 sec): 3 clusters Score: Raw -13873225.145822 + Penalty 3770.384658 = -13869454.761163 nChanged 400 SP:Iteration 23Q (6172.686731 sec): 3 clusters Score: Raw -13873404.807000 + Penalty 3770.384658 = -13869634.422341 nChanged 318 SP:Iteration 24Q (6172.828124 sec): 3 clusters Score: Raw -13873544.070885 + Penalty 3770.384658 = -13869773.686226 nChanged 238 SP:Iteration 25Q (6172.969116 sec): 3 clusters Score: Raw -13873649.231438 + Penalty 3770.384658 = -13869878.846780 nChanged 170 SP:Iteration 26Q (6173.108338 sec): 3 clusters Score: Raw -13873726.127910 + Penalty 3770.384658 = -13869955.743251 nChanged 114 SP:Iteration 27Q (6173.247476 sec): 3 clusters Score: Raw -13873778.335703 + Penalty 3770.384658 = -13870007.951045 nChanged 96 SP:Iteration 28Q (6173.385665 sec): 3 clusters Score: Raw -13873820.025935 + Penalty 3770.384658 = -13870049.641277 nChanged 72 SP:Iteration 29Q (6173.531655 sec): 3 clusters Score: Raw -13873855.151364 + Penalty 3770.384658 = -13870084.766706 nChanged 66 SP:Iteration 30Q (6173.679408 sec): 3 clusters Score: Raw -13873887.278240 + Penalty 3770.384658 = -13870116.893581 nChanged 54 SP:Iteration 31Q (6173.822842 sec): 3 clusters Score: Raw -13873913.147241 + Penalty 3770.384658 = -13870142.762582 nChanged 41 SP:Iteration 32Q (6173.963700 sec): 3 clusters Score: Raw -13873930.772678 + Penalty 3770.384658 = -13870160.388019 nChanged 34 SP:Iteration 33Q (6174.102419 sec): 3 clusters Score: Raw -13873942.846694 + Penalty 3770.384658 = -13870172.462036 nChanged 24 SP:Iteration 34Q (6174.256733 sec): 3 clusters Score: Raw -13873951.710365 + Penalty 3770.384658 = -13870181.325706 nChanged 19 SP:Iteration 35Q (6174.398140 sec): 3 clusters Score: Raw -13873957.936163 + Penalty 3770.384658 = -13870187.551505 nChanged 15 SP:Iteration 36Q (6174.536324 sec): 3 clusters Score: Raw -13873963.982940 + Penalty 3770.384658 = -13870193.598281 nChanged 14 SP:Iteration 37Q (6174.682281 sec): 3 clusters Score: Raw -13873969.002747 + Penalty 3770.384658 = -13870198.618089 nChanged 12 SP:Iteration 38Q (6174.819563 sec): 3 clusters Score: Raw -13873973.197635 + Penalty 3770.384658 = -13870202.812977 nChanged 8 SP:Iteration 39Q (6174.956931 sec): 3 clusters Score: Raw -13873975.514752 + Penalty 3770.384658 = -13870205.130093 nChanged 7 SP:Iteration 40F (6175.126213 sec): 3 clusters Score: Raw -13873977.896297 + Penalty 3770.384658 = -13870207.511638 nChanged 6 SP:Iteration 41Q (6175.271340 sec): 3 clusters Score: Raw -13873979.891559 + Penalty 3770.384658 = -13870209.506901 nChanged 7 SP:Iteration 42Q (6175.409012 sec): 3 clusters Score: Raw -13873981.992166 + Penalty 3770.384658 = -13870211.607508 nChanged 8 SP:Iteration 43Q (6175.546415 sec): 3 clusters Score: Raw -13873984.392299 + Penalty 3770.384658 = -13870214.007641 nChanged 5 SP:Iteration 44Q (6175.697972 sec): 3 clusters Score: Raw -13873986.144771 + Penalty 3770.384658 = -13870215.760112 nChanged 8 SP:Iteration 45Q (6175.860350 sec): 3 clusters Score: Raw -13873988.214234 + Penalty 3770.384658 = -13870217.829576 nChanged 3 SP:Iteration 46Q (6175.996783 sec): 3 clusters Score: Raw -13873988.881418 + Penalty 3770.384658 = -13870218.496759 nChanged 4 SP:Iteration 47Q (6176.133363 sec): 3 clusters Score: Raw -13873989.599430 + Penalty 3770.384658 = -13870219.214772 nChanged 2 SP:Iteration 48Q (6176.270362 sec): 3 clusters Score: Raw -13873989.979240 + Penalty 3770.384658 = -13870219.594581 nChanged 1 SP:Iteration 49Q (6176.410098 sec): 3 clusters Score: Raw -13873990.172454 + Penalty 3770.384658 = -13870219.787795 nChanged 2 SP:Iteration 50Q (6176.547885 sec): 3 clusters Score: Raw -13873990.667442 + Penalty 3770.384658 = -13870220.282783 nChanged 0 SP:Iteration 51F (6176.720365 sec): 3 clusters Score: Raw -13873990.667442 + Penalty 3770.384658 = -13870220.282783 nChanged 0 Trying to split cluster 10 (1912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6176.730915 sec): 2 clusters Score: Raw -221249.643511 + Penalty 1227.834578 = -220021.808933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6176.741171 sec): 3 clusters Score: Raw -220438.145420 + Penalty 2455.669155 = -217982.476265 nChanged 715 SP:Iteration 1F (6176.750019 sec): 3 clusters Score: Raw -220975.875761 + Penalty 2455.669155 = -218520.206606 nChanged 169 SP:Iteration 2F (6176.759626 sec): 3 clusters Score: Raw -221149.562347 + Penalty 2455.669155 = -218693.893191 nChanged 115 SP:Iteration 3F (6176.768390 sec): 3 clusters Score: Raw -221257.091319 + Penalty 2455.669155 = -218801.422164 nChanged 85 SP:Iteration 4Q (6176.777948 sec): 3 clusters Score: Raw -221345.440634 + Penalty 2455.669155 = -218889.771479 nChanged 72 SP:Iteration 5Q (6176.786628 sec): 3 clusters Score: Raw -221420.353923 + Penalty 2455.669155 = -218964.684768 nChanged 61 SP:Iteration 6Q (6176.796146 sec): 3 clusters Score: Raw -221483.648688 + Penalty 2455.669155 = -219027.979533 nChanged 64 SP:Iteration 7Q (6176.805639 sec): 3 clusters Score: Raw -221549.937967 + Penalty 2455.669155 = -219094.268812 nChanged 47 SP:Iteration 8Q (6176.815140 sec): 3 clusters Score: Raw -221595.141746 + Penalty 2455.669155 = -219139.472590 nChanged 56 SP:Iteration 9Q (6176.826259 sec): 3 clusters Score: Raw -221641.397600 + Penalty 2455.669155 = -219185.728445 nChanged 41 SP:Iteration 10Q (6176.835727 sec): 3 clusters Score: Raw -221669.268011 + Penalty 2455.669155 = -219213.598855 nChanged 32 SP:Iteration 11Q (6176.845225 sec): 3 clusters Score: Raw -221689.016711 + Penalty 2455.669155 = -219233.347555 nChanged 26 SP:Iteration 12Q (6176.854612 sec): 3 clusters Score: Raw -221706.549595 + Penalty 2455.669155 = -219250.880440 nChanged 17 SP:Iteration 13Q (6176.864056 sec): 3 clusters Score: Raw -221713.580681 + Penalty 2455.669155 = -219257.911525 nChanged 12 SP:Iteration 14Q (6176.873438 sec): 3 clusters Score: Raw -221718.355338 + Penalty 2455.669155 = -219262.686182 nChanged 5 SP:Iteration 15Q (6176.882877 sec): 3 clusters Score: Raw -221721.105947 + Penalty 2455.669155 = -219265.436791 nChanged 4 SP:Iteration 16Q (6176.892237 sec): 3 clusters Score: Raw -221722.359599 + Penalty 2455.669155 = -219266.690444 nChanged 6 SP:Iteration 17Q (6176.901678 sec): 3 clusters Score: Raw -221725.025914 + Penalty 2455.669155 = -219269.356759 nChanged 7 SP:Iteration 18Q (6176.911159 sec): 3 clusters Score: Raw -221727.791048 + Penalty 2455.669155 = -219272.121892 nChanged 7 SP:Iteration 19Q (6176.920535 sec): 3 clusters Score: Raw -221732.217075 + Penalty 2455.669155 = -219276.547920 nChanged 13 SP:Iteration 20F (6176.930163 sec): 3 clusters Score: Raw -221740.502612 + Penalty 2455.669155 = -219284.833457 nChanged 10 SP:Iteration 21Q (6176.939575 sec): 3 clusters Score: Raw -221746.116800 + Penalty 2455.669155 = -219290.447644 nChanged 9 SP:Iteration 22Q (6176.948406 sec): 3 clusters Score: Raw -221751.042028 + Penalty 2455.669155 = -219295.372872 nChanged 9 SP:Iteration 23Q (6176.957789 sec): 3 clusters Score: Raw -221760.171425 + Penalty 2455.669155 = -219304.502270 nChanged 11 SP:Iteration 24Q (6176.966998 sec): 3 clusters Score: Raw -221767.429000 + Penalty 2455.669155 = -219311.759844 nChanged 12 SP:Iteration 25Q (6176.976374 sec): 3 clusters Score: Raw -221775.901755 + Penalty 2455.669155 = -219320.232600 nChanged 8 SP:Iteration 26Q (6176.985642 sec): 3 clusters Score: Raw -221779.053174 + Penalty 2455.669155 = -219323.384018 nChanged 5 SP:Iteration 27Q (6176.995097 sec): 3 clusters Score: Raw -221780.207148 + Penalty 2455.669155 = -219324.537992 nChanged 0 SP:Iteration 28F (6177.004919 sec): 3 clusters Score: Raw -221780.207148 + Penalty 2455.669155 = -219324.537992 nChanged 0 Trying to split cluster 11 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6177.015530 sec): 2 clusters Score: Raw -21474.071624 + Penalty 869.676947 = -20604.394678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6177.023347 sec): 3 clusters Score: Raw -21670.983234 + Penalty 1739.353893 = -19931.629340 nChanged 49 SP:Iteration 1F (6177.025009 sec): 3 clusters Score: Raw -21806.582761 + Penalty 1739.353893 = -20067.228868 nChanged 13 SP:Iteration 2F (6177.026673 sec): 3 clusters Score: Raw -21876.337617 + Penalty 1739.353893 = -20136.983724 nChanged 8 SP:Iteration 3Q (6177.028300 sec): 3 clusters Score: Raw -21903.947953 + Penalty 1739.353893 = -20164.594060 nChanged 0 SP:Iteration 4F (6177.029948 sec): 3 clusters Score: Raw -21903.947953 + Penalty 1739.353893 = -20164.594060 nChanged 0 Trying to split cluster 12 (36539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6177.090276 sec): 2 clusters Score: Raw -4559857.810773 + Penalty 1707.247013 = -4558150.563760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6177.165155 sec): 3 clusters Score: Raw -4537158.645089 + Penalty 3414.494025 = -4533744.151064 nChanged 16977 SP:Iteration 1F (6177.239967 sec): 3 clusters Score: Raw -4546414.785321 + Penalty 3414.494025 = -4543000.291296 nChanged 1639 SP:Iteration 2Q (6177.311269 sec): 3 clusters Score: Raw -4547084.752986 + Penalty 3414.494025 = -4543670.258960 nChanged 1776 SP:Iteration 3Q (6177.383070 sec): 3 clusters Score: Raw -4547984.269601 + Penalty 3414.494025 = -4544569.775576 nChanged 2011 SP:Iteration 4F (6177.456771 sec): 3 clusters Score: Raw -4549276.292680 + Penalty 3414.494025 = -4545861.798654 nChanged 2341 SP:Iteration 5F (6177.525084 sec): 3 clusters Score: Raw -4550979.094418 + Penalty 3414.494025 = -4547564.600393 nChanged 2464 SP:Iteration 6F (6177.598100 sec): 3 clusters Score: Raw -4552817.273590 + Penalty 3414.494025 = -4549402.779565 nChanged 2389 SP:Iteration 7F (6177.695913 sec): 3 clusters Score: Raw -4554658.725412 + Penalty 3414.494025 = -4551244.231387 nChanged 2205 SP:Iteration 8F (6177.765082 sec): 3 clusters Score: Raw -4556224.314777 + Penalty 3414.494025 = -4552809.820751 nChanged 1797 SP:Iteration 9Q (6177.838290 sec): 3 clusters Score: Raw -4557387.957219 + Penalty 3414.494025 = -4553973.463194 nChanged 1412 SP:Iteration 10Q (6177.905435 sec): 3 clusters Score: Raw -4558158.867046 + Penalty 3414.494025 = -4554744.373021 nChanged 1056 SP:Iteration 11Q (6177.978169 sec): 3 clusters Score: Raw -4558672.046302 + Penalty 3414.494025 = -4555257.552277 nChanged 858 SP:Iteration 12Q (6178.043711 sec): 3 clusters Score: Raw -4559068.650958 + Penalty 3414.494025 = -4555654.156933 nChanged 710 SP:Iteration 13Q (6178.129070 sec): 3 clusters Score: Raw -4559386.446256 + Penalty 3414.494025 = -4555971.952231 nChanged 627 SP:Iteration 14Q (6178.199457 sec): 3 clusters Score: Raw -4559672.629239 + Penalty 3414.494025 = -4556258.135213 nChanged 619 SP:Iteration 15Q (6178.263045 sec): 3 clusters Score: Raw -4559965.298940 + Penalty 3414.494025 = -4556550.804915 nChanged 575 SP:Iteration 16Q (6178.333049 sec): 3 clusters Score: Raw -4560244.551875 + Penalty 3414.494025 = -4556830.057850 nChanged 526 SP:Iteration 17Q (6178.394903 sec): 3 clusters Score: Raw -4560488.908793 + Penalty 3414.494025 = -4557074.414767 nChanged 458 SP:Iteration 18Q (6178.480180 sec): 3 clusters Score: Raw -4560696.278767 + Penalty 3414.494025 = -4557281.784741 nChanged 418 SP:Iteration 19Q (6178.576463 sec): 3 clusters Score: Raw -4560882.628029 + Penalty 3414.494025 = -4557468.134003 nChanged 388 SP:Iteration 20F (6178.677949 sec): 3 clusters Score: Raw -4561056.452002 + Penalty 3414.494025 = -4557641.957977 nChanged 375 SP:Iteration 21Q (6178.737721 sec): 3 clusters Score: Raw -4561201.220889 + Penalty 3414.494025 = -4557786.726863 nChanged 309 SP:Iteration 22Q (6178.797822 sec): 3 clusters Score: Raw -4561313.306510 + Penalty 3414.494025 = -4557898.812484 nChanged 293 SP:Iteration 23Q (6178.858097 sec): 3 clusters Score: Raw -4561417.380275 + Penalty 3414.494025 = -4558002.886250 nChanged 268 SP:Iteration 24Q (6178.917081 sec): 3 clusters Score: Raw -4561504.254632 + Penalty 3414.494025 = -4558089.760607 nChanged 227 SP:Iteration 25Q (6178.984405 sec): 3 clusters Score: Raw -4561582.489755 + Penalty 3414.494025 = -4558167.995730 nChanged 208 SP:Iteration 26Q (6179.061899 sec): 3 clusters Score: Raw -4561648.672075 + Penalty 3414.494025 = -4558234.178050 nChanged 173 SP:Iteration 27Q (6179.129935 sec): 3 clusters Score: Raw -4561704.519238 + Penalty 3414.494025 = -4558290.025213 nChanged 171 SP:Iteration 28Q (6179.187911 sec): 3 clusters Score: Raw -4561757.843546 + Penalty 3414.494025 = -4558343.349521 nChanged 163 SP:Iteration 29Q (6179.245748 sec): 3 clusters Score: Raw -4561809.040456 + Penalty 3414.494025 = -4558394.546431 nChanged 152 SP:Iteration 30Q (6179.303614 sec): 3 clusters Score: Raw -4561859.282760 + Penalty 3414.494025 = -4558444.788734 nChanged 128 SP:Iteration 31Q (6179.377164 sec): 3 clusters Score: Raw -4561898.920357 + Penalty 3414.494025 = -4558484.426332 nChanged 123 SP:Iteration 32Q (6179.438231 sec): 3 clusters Score: Raw -4561933.210170 + Penalty 3414.494025 = -4558518.716145 nChanged 105 SP:Iteration 33Q (6179.505519 sec): 3 clusters Score: Raw -4561959.440962 + Penalty 3414.494025 = -4558544.946937 nChanged 94 SP:Iteration 34Q (6179.561505 sec): 3 clusters Score: Raw -4561980.041171 + Penalty 3414.494025 = -4558565.547145 nChanged 83 SP:Iteration 35Q (6179.618150 sec): 3 clusters Score: Raw -4562000.542365 + Penalty 3414.494025 = -4558586.048340 nChanged 88 SP:Iteration 36Q (6179.679124 sec): 3 clusters Score: Raw -4562023.525789 + Penalty 3414.494025 = -4558609.031764 nChanged 72 SP:Iteration 37Q (6179.734429 sec): 3 clusters Score: Raw -4562038.940273 + Penalty 3414.494025 = -4558624.446248 nChanged 56 SP:Iteration 38Q (6179.790507 sec): 3 clusters Score: Raw -4562050.087421 + Penalty 3414.494025 = -4558635.593396 nChanged 53 SP:Iteration 39Q (6179.868507 sec): 3 clusters Score: Raw -4562061.700597 + Penalty 3414.494025 = -4558647.206572 nChanged 48 SP:Iteration 40F (6179.942375 sec): 3 clusters Score: Raw -4562070.371041 + Penalty 3414.494025 = -4558655.877016 nChanged 41 SP:Iteration 41Q (6179.996949 sec): 3 clusters Score: Raw -4562077.120981 + Penalty 3414.494025 = -4558662.626956 nChanged 41 SP:Iteration 42Q (6180.053233 sec): 3 clusters Score: Raw -4562083.512687 + Penalty 3414.494025 = -4558669.018662 nChanged 40 SP:Iteration 43Q (6180.113380 sec): 3 clusters Score: Raw -4562089.579256 + Penalty 3414.494025 = -4558675.085231 nChanged 26 SP:Iteration 44Q (6180.172891 sec): 3 clusters Score: Raw -4562094.332527 + Penalty 3414.494025 = -4558679.838502 nChanged 28 SP:Iteration 45Q (6180.244579 sec): 3 clusters Score: Raw -4562099.684201 + Penalty 3414.494025 = -4558685.190176 nChanged 25 SP:Iteration 46Q (6180.301364 sec): 3 clusters Score: Raw -4562103.758607 + Penalty 3414.494025 = -4558689.264582 nChanged 20 SP:Iteration 47Q (6180.357285 sec): 3 clusters Score: Raw -4562105.969072 + Penalty 3414.494025 = -4558691.475047 nChanged 17 SP:Iteration 48Q (6180.414183 sec): 3 clusters Score: Raw -4562107.656072 + Penalty 3414.494025 = -4558693.162047 nChanged 13 SP:Iteration 49Q (6180.499130 sec): 3 clusters Score: Raw -4562109.027307 + Penalty 3414.494025 = -4558694.533282 nChanged 11 SP:Iteration 50Q (6180.560514 sec): 3 clusters Score: Raw -4562110.167894 + Penalty 3414.494025 = -4558695.673869 nChanged 7 SP:Iteration 51Q (6180.642170 sec): 3 clusters Score: Raw -4562110.797179 + Penalty 3414.494025 = -4558696.303154 nChanged 4 SP:Iteration 52Q (6180.696835 sec): 3 clusters Score: Raw -4562111.117415 + Penalty 3414.494025 = -4558696.623390 nChanged 5 SP:Iteration 53Q (6180.755858 sec): 3 clusters Score: Raw -4562111.635903 + Penalty 3414.494025 = -4558697.141878 nChanged 3 SP:Iteration 54Q (6180.812374 sec): 3 clusters Score: Raw -4562111.962201 + Penalty 3414.494025 = -4558697.468176 nChanged 4 SP:Iteration 55Q (6180.890612 sec): 3 clusters Score: Raw -4562112.334716 + Penalty 3414.494025 = -4558697.840691 nChanged 6 SP:Iteration 56Q (6180.948571 sec): 3 clusters Score: Raw -4562113.036233 + Penalty 3414.494025 = -4558698.542207 nChanged 5 SP:Iteration 57Q (6181.004916 sec): 3 clusters Score: Raw -4562113.476921 + Penalty 3414.494025 = -4558698.982895 nChanged 2 SP:Iteration 58Q (6181.092533 sec): 3 clusters Score: Raw -4562113.661414 + Penalty 3414.494025 = -4558699.167389 nChanged 0 SP:Iteration 59F (6181.183720 sec): 3 clusters Score: Raw -4562113.661414 + Penalty 3414.494025 = -4558699.167389 nChanged 0 Score: Raw -84153783.113296 + Penalty 93920.067112 = -84059863.046185 Splitting cluster 12 changes total score from -84059789.071462 to -84059863.046185 So it's getting split into cluster 43. Trying to split cluster 13 (7173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6199.889265 sec): 2 clusters Score: Raw -905561.391769 + Penalty 1442.687879 = -904118.703890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6199.913922 sec): 3 clusters Score: Raw -901614.689671 + Penalty 2885.375758 = -898729.313913 nChanged 2990 SP:Iteration 1F (6199.937598 sec): 3 clusters Score: Raw -903296.282509 + Penalty 2885.375758 = -900410.906751 nChanged 521 SP:Iteration 2F (6199.961437 sec): 3 clusters Score: Raw -903612.004334 + Penalty 2885.375758 = -900726.628576 nChanged 453 SP:Iteration 3F (6199.985518 sec): 3 clusters Score: Raw -903882.833373 + Penalty 2885.375758 = -900997.457615 nChanged 408 SP:Iteration 4F (6200.009258 sec): 3 clusters Score: Raw -904115.796280 + Penalty 2885.375758 = -901230.420522 nChanged 382 SP:Iteration 5F (6200.032780 sec): 3 clusters Score: Raw -904378.730633 + Penalty 2885.375758 = -901493.354875 nChanged 373 SP:Iteration 6F (6200.056800 sec): 3 clusters Score: Raw -904649.083567 + Penalty 2885.375758 = -901763.707809 nChanged 350 SP:Iteration 7Q (6200.080536 sec): 3 clusters Score: Raw -904915.710063 + Penalty 2885.375758 = -902030.334305 nChanged 306 SP:Iteration 8Q (6200.106394 sec): 3 clusters Score: Raw -905145.310628 + Penalty 2885.375758 = -902259.934870 nChanged 238 SP:Iteration 9Q (6200.129749 sec): 3 clusters Score: Raw -905312.546351 + Penalty 2885.375758 = -902427.170593 nChanged 159 SP:Iteration 10Q (6200.153091 sec): 3 clusters Score: Raw -905423.854238 + Penalty 2885.375758 = -902538.478479 nChanged 120 SP:Iteration 11Q (6200.176285 sec): 3 clusters Score: Raw -905504.445714 + Penalty 2885.375758 = -902619.069955 nChanged 87 SP:Iteration 12Q (6200.199258 sec): 3 clusters Score: Raw -905560.413380 + Penalty 2885.375758 = -902675.037622 nChanged 73 SP:Iteration 13Q (6200.222090 sec): 3 clusters Score: Raw -905605.798089 + Penalty 2885.375758 = -902720.422330 nChanged 47 SP:Iteration 14Q (6200.247187 sec): 3 clusters Score: Raw -905635.270477 + Penalty 2885.375758 = -902749.894719 nChanged 33 SP:Iteration 15Q (6200.269607 sec): 3 clusters Score: Raw -905658.057690 + Penalty 2885.375758 = -902772.681932 nChanged 28 SP:Iteration 16Q (6200.292050 sec): 3 clusters Score: Raw -905674.538906 + Penalty 2885.375758 = -902789.163148 nChanged 17 SP:Iteration 17Q (6200.329998 sec): 3 clusters Score: Raw -905687.714545 + Penalty 2885.375758 = -902802.338787 nChanged 17 SP:Iteration 18Q (6200.352206 sec): 3 clusters Score: Raw -905699.281896 + Penalty 2885.375758 = -902813.906138 nChanged 12 SP:Iteration 19Q (6200.400601 sec): 3 clusters Score: Raw -905706.464036 + Penalty 2885.375758 = -902821.088278 nChanged 12 SP:Iteration 20F (6200.433489 sec): 3 clusters Score: Raw -905716.753674 + Penalty 2885.375758 = -902831.377915 nChanged 15 SP:Iteration 21Q (6200.461077 sec): 3 clusters Score: Raw -905727.969062 + Penalty 2885.375758 = -902842.593304 nChanged 14 SP:Iteration 22Q (6200.502567 sec): 3 clusters Score: Raw -905740.574138 + Penalty 2885.375758 = -902855.198380 nChanged 15 SP:Iteration 23Q (6200.542787 sec): 3 clusters Score: Raw -905757.346049 + Penalty 2885.375758 = -902871.970291 nChanged 16 SP:Iteration 24Q (6200.569850 sec): 3 clusters Score: Raw -905773.765562 + Penalty 2885.375758 = -902888.389804 nChanged 10 SP:Iteration 25Q (6200.613162 sec): 3 clusters Score: Raw -905785.145785 + Penalty 2885.375758 = -902899.770027 nChanged 7 SP:Iteration 26Q (6200.635124 sec): 3 clusters Score: Raw -905793.141184 + Penalty 2885.375758 = -902907.765426 nChanged 8 SP:Iteration 27Q (6200.658339 sec): 3 clusters Score: Raw -905799.416627 + Penalty 2885.375758 = -902914.040869 nChanged 3 SP:Iteration 28Q (6200.685494 sec): 3 clusters Score: Raw -905802.822356 + Penalty 2885.375758 = -902917.446598 nChanged 2 SP:Iteration 29Q (6200.707229 sec): 3 clusters Score: Raw -905803.663759 + Penalty 2885.375758 = -902918.288001 nChanged 0 SP:Iteration 30F (6200.730985 sec): 3 clusters Score: Raw -905803.663759 + Penalty 2885.375758 = -902918.288001 nChanged 0 Trying to split cluster 14 (6220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6200.751051 sec): 2 clusters Score: Raw -759763.975968 + Penalty 1419.522843 = -758344.453125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6200.777888 sec): 3 clusters Score: Raw -756478.993050 + Penalty 2839.045685 = -753639.947365 nChanged 2602 SP:Iteration 1F (6200.800744 sec): 3 clusters Score: Raw -758562.616547 + Penalty 2839.045685 = -755723.570862 nChanged 748 SP:Iteration 2F (6200.823234 sec): 3 clusters Score: Raw -759523.263797 + Penalty 2839.045685 = -756684.218112 nChanged 699 SP:Iteration 3F (6200.846000 sec): 3 clusters Score: Raw -760273.525319 + Penalty 2839.045685 = -757434.479633 nChanged 454 SP:Iteration 4F (6200.871068 sec): 3 clusters Score: Raw -760664.560574 + Penalty 2839.045685 = -757825.514889 nChanged 285 SP:Iteration 5Q (6200.907087 sec): 3 clusters Score: Raw -760848.595424 + Penalty 2839.045685 = -758009.549739 nChanged 158 SP:Iteration 6Q (6200.929592 sec): 3 clusters Score: Raw -760931.110718 + Penalty 2839.045685 = -758092.065032 nChanged 96 SP:Iteration 7Q (6200.952425 sec): 3 clusters Score: Raw -760976.749225 + Penalty 2839.045685 = -758137.703540 nChanged 65 SP:Iteration 8Q (6200.975262 sec): 3 clusters Score: Raw -760999.921947 + Penalty 2839.045685 = -758160.876262 nChanged 31 SP:Iteration 9Q (6200.997941 sec): 3 clusters Score: Raw -761010.226036 + Penalty 2839.045685 = -758171.180350 nChanged 21 SP:Iteration 10Q (6201.023664 sec): 3 clusters Score: Raw -761017.333517 + Penalty 2839.045685 = -758178.287832 nChanged 11 SP:Iteration 11Q (6201.046173 sec): 3 clusters Score: Raw -761020.817681 + Penalty 2839.045685 = -758181.771996 nChanged 10 SP:Iteration 12Q (6201.071538 sec): 3 clusters Score: Raw -761024.071307 + Penalty 2839.045685 = -758185.025621 nChanged 14 SP:Iteration 13Q (6201.094052 sec): 3 clusters Score: Raw -761029.239909 + Penalty 2839.045685 = -758190.194224 nChanged 14 SP:Iteration 14Q (6201.119889 sec): 3 clusters Score: Raw -761040.595140 + Penalty 2839.045685 = -758201.549455 nChanged 20 SP:Iteration 15Q (6201.142385 sec): 3 clusters Score: Raw -761051.174124 + Penalty 2839.045685 = -758212.128439 nChanged 24 SP:Iteration 16Q (6201.167198 sec): 3 clusters Score: Raw -761061.757737 + Penalty 2839.045685 = -758222.712051 nChanged 18 SP:Iteration 17Q (6201.189543 sec): 3 clusters Score: Raw -761067.686180 + Penalty 2839.045685 = -758228.640495 nChanged 17 SP:Iteration 18Q (6201.220827 sec): 3 clusters Score: Raw -761072.135597 + Penalty 2839.045685 = -758233.089912 nChanged 12 SP:Iteration 19Q (6201.263333 sec): 3 clusters Score: Raw -761075.868834 + Penalty 2839.045685 = -758236.823149 nChanged 13 SP:Iteration 20F (6201.286014 sec): 3 clusters Score: Raw -761079.409221 + Penalty 2839.045685 = -758240.363535 nChanged 8 SP:Iteration 21Q (6201.308426 sec): 3 clusters Score: Raw -761080.943373 + Penalty 2839.045685 = -758241.897687 nChanged 5 SP:Iteration 22Q (6201.330790 sec): 3 clusters Score: Raw -761082.516321 + Penalty 2839.045685 = -758243.470636 nChanged 7 SP:Iteration 23Q (6201.353430 sec): 3 clusters Score: Raw -761085.073193 + Penalty 2839.045685 = -758246.027508 nChanged 6 SP:Iteration 24Q (6201.412621 sec): 3 clusters Score: Raw -761086.607399 + Penalty 2839.045685 = -758247.561713 nChanged 9 SP:Iteration 25Q (6201.441171 sec): 3 clusters Score: Raw -761089.317876 + Penalty 2839.045685 = -758250.272191 nChanged 11 SP:Iteration 26Q (6201.463705 sec): 3 clusters Score: Raw -761092.858131 + Penalty 2839.045685 = -758253.812446 nChanged 6 SP:Iteration 27Q (6201.491696 sec): 3 clusters Score: Raw -761094.683421 + Penalty 2839.045685 = -758255.637736 nChanged 5 SP:Iteration 28Q (6201.514035 sec): 3 clusters Score: Raw -761095.896320 + Penalty 2839.045685 = -758256.850634 nChanged 8 SP:Iteration 29Q (6201.536556 sec): 3 clusters Score: Raw -761097.369190 + Penalty 2839.045685 = -758258.323505 nChanged 9 SP:Iteration 30Q (6201.561295 sec): 3 clusters Score: Raw -761098.827303 + Penalty 2839.045685 = -758259.781618 nChanged 5 SP:Iteration 31Q (6201.609931 sec): 3 clusters Score: Raw -761099.891246 + Penalty 2839.045685 = -758260.845561 nChanged 4 SP:Iteration 32Q (6201.632620 sec): 3 clusters Score: Raw -761100.422513 + Penalty 2839.045685 = -758261.376828 nChanged 5 SP:Iteration 33Q (6201.659956 sec): 3 clusters Score: Raw -761101.937427 + Penalty 2839.045685 = -758262.891742 nChanged 5 SP:Iteration 34Q (6201.682263 sec): 3 clusters Score: Raw -761102.784107 + Penalty 2839.045685 = -758263.738422 nChanged 2 SP:Iteration 35Q (6201.704739 sec): 3 clusters Score: Raw -761103.727917 + Penalty 2839.045685 = -758264.682232 nChanged 7 SP:Iteration 36Q (6201.734647 sec): 3 clusters Score: Raw -761105.962626 + Penalty 2839.045685 = -758266.916940 nChanged 7 SP:Iteration 37Q (6201.785310 sec): 3 clusters Score: Raw -761107.416113 + Penalty 2839.045685 = -758268.370427 nChanged 2 SP:Iteration 38Q (6201.810093 sec): 3 clusters Score: Raw -761107.622361 + Penalty 2839.045685 = -758268.576675 nChanged 0 SP:Iteration 39F (6201.832738 sec): 3 clusters Score: Raw -761107.622361 + Penalty 2839.045685 = -758268.576675 nChanged 0 Trying to split cluster 15 (5785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6201.852463 sec): 2 clusters Score: Raw -728313.500227 + Penalty 1407.741341 = -726905.758886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6201.877575 sec): 3 clusters Score: Raw -725302.134381 + Penalty 2815.482683 = -722486.651698 nChanged 2329 SP:Iteration 1F (6201.899696 sec): 3 clusters Score: Raw -726554.849375 + Penalty 2815.482683 = -723739.366692 nChanged 429 SP:Iteration 2F (6201.921526 sec): 3 clusters Score: Raw -726810.508058 + Penalty 2815.482683 = -723995.025375 nChanged 342 SP:Iteration 3F (6201.943574 sec): 3 clusters Score: Raw -726989.244796 + Penalty 2815.482683 = -724173.762113 nChanged 277 SP:Iteration 4Q (6201.965356 sec): 3 clusters Score: Raw -727123.069594 + Penalty 2815.482683 = -724307.586911 nChanged 225 SP:Iteration 5Q (6201.987360 sec): 3 clusters Score: Raw -727241.620528 + Penalty 2815.482683 = -724426.137845 nChanged 229 SP:Iteration 6Q (6202.009481 sec): 3 clusters Score: Raw -727369.965509 + Penalty 2815.482683 = -724554.482826 nChanged 228 SP:Iteration 7Q (6202.036585 sec): 3 clusters Score: Raw -727506.170294 + Penalty 2815.482683 = -724690.687611 nChanged 226 SP:Iteration 8Q (6202.058462 sec): 3 clusters Score: Raw -727637.762280 + Penalty 2815.482683 = -724822.279597 nChanged 222 SP:Iteration 9Q (6202.080513 sec): 3 clusters Score: Raw -727777.145792 + Penalty 2815.482683 = -724961.663109 nChanged 192 SP:Iteration 10Q (6202.107179 sec): 3 clusters Score: Raw -727888.327405 + Penalty 2815.482683 = -725072.844722 nChanged 135 SP:Iteration 11Q (6202.129046 sec): 3 clusters Score: Raw -727952.094344 + Penalty 2815.482683 = -725136.611661 nChanged 107 SP:Iteration 12Q (6202.154553 sec): 3 clusters Score: Raw -728000.788505 + Penalty 2815.482683 = -725185.305822 nChanged 98 SP:Iteration 13Q (6202.176722 sec): 3 clusters Score: Raw -728047.449983 + Penalty 2815.482683 = -725231.967300 nChanged 86 SP:Iteration 14Q (6202.203964 sec): 3 clusters Score: Raw -728087.224415 + Penalty 2815.482683 = -725271.741732 nChanged 85 SP:Iteration 15Q (6202.225464 sec): 3 clusters Score: Raw -728121.560710 + Penalty 2815.482683 = -725306.078028 nChanged 85 SP:Iteration 16Q (6202.246948 sec): 3 clusters Score: Raw -728152.978934 + Penalty 2815.482683 = -725337.496251 nChanged 61 SP:Iteration 17Q (6202.268612 sec): 3 clusters Score: Raw -728177.606642 + Penalty 2815.482683 = -725362.123960 nChanged 65 SP:Iteration 18Q (6202.290429 sec): 3 clusters Score: Raw -728198.692835 + Penalty 2815.482683 = -725383.210152 nChanged 57 SP:Iteration 19Q (6202.315528 sec): 3 clusters Score: Raw -728211.562941 + Penalty 2815.482683 = -725396.080258 nChanged 44 SP:Iteration 20F (6202.338125 sec): 3 clusters Score: Raw -728225.097591 + Penalty 2815.482683 = -725409.614908 nChanged 48 SP:Iteration 21Q (6202.363845 sec): 3 clusters Score: Raw -728237.715398 + Penalty 2815.482683 = -725422.232715 nChanged 37 SP:Iteration 22Q (6202.385585 sec): 3 clusters Score: Raw -728247.422081 + Penalty 2815.482683 = -725431.939398 nChanged 42 SP:Iteration 23Q (6202.407127 sec): 3 clusters Score: Raw -728258.449798 + Penalty 2815.482683 = -725442.967115 nChanged 40 SP:Iteration 24Q (6202.428811 sec): 3 clusters Score: Raw -728269.577108 + Penalty 2815.482683 = -725454.094426 nChanged 41 SP:Iteration 25Q (6202.483579 sec): 3 clusters Score: Raw -728281.117863 + Penalty 2815.482683 = -725465.635180 nChanged 35 SP:Iteration 26Q (6202.508024 sec): 3 clusters Score: Raw -728288.430971 + Penalty 2815.482683 = -725472.948288 nChanged 29 SP:Iteration 27Q (6202.529789 sec): 3 clusters Score: Raw -728295.834231 + Penalty 2815.482683 = -725480.351548 nChanged 35 SP:Iteration 28Q (6202.586767 sec): 3 clusters Score: Raw -728302.968886 + Penalty 2815.482683 = -725487.486203 nChanged 29 SP:Iteration 29Q (6202.617422 sec): 3 clusters Score: Raw -728310.071961 + Penalty 2815.482683 = -725494.589278 nChanged 36 SP:Iteration 30Q (6202.639108 sec): 3 clusters Score: Raw -728320.673366 + Penalty 2815.482683 = -725505.190683 nChanged 39 SP:Iteration 31Q (6202.660775 sec): 3 clusters Score: Raw -728331.718213 + Penalty 2815.482683 = -725516.235530 nChanged 27 SP:Iteration 32Q (6202.682509 sec): 3 clusters Score: Raw -728338.163061 + Penalty 2815.482683 = -725522.680378 nChanged 30 SP:Iteration 33Q (6202.704096 sec): 3 clusters Score: Raw -728346.289127 + Penalty 2815.482683 = -725530.806444 nChanged 30 SP:Iteration 34Q (6202.725816 sec): 3 clusters Score: Raw -728357.215116 + Penalty 2815.482683 = -725541.732434 nChanged 50 SP:Iteration 35Q (6202.751230 sec): 3 clusters Score: Raw -728369.297290 + Penalty 2815.482683 = -725553.814607 nChanged 35 SP:Iteration 36Q (6202.772742 sec): 3 clusters Score: Raw -728378.351936 + Penalty 2815.482683 = -725562.869253 nChanged 33 SP:Iteration 37Q (6202.797106 sec): 3 clusters Score: Raw -728386.194736 + Penalty 2815.482683 = -725570.712053 nChanged 31 SP:Iteration 38Q (6202.818664 sec): 3 clusters Score: Raw -728394.249969 + Penalty 2815.482683 = -725578.767286 nChanged 33 SP:Iteration 39Q (6202.843281 sec): 3 clusters Score: Raw -728402.645432 + Penalty 2815.482683 = -725587.162749 nChanged 34 SP:Iteration 40F (6202.865170 sec): 3 clusters Score: Raw -728413.804051 + Penalty 2815.482683 = -725598.321368 nChanged 37 SP:Iteration 41Q (6202.886787 sec): 3 clusters Score: Raw -728426.750840 + Penalty 2815.482683 = -725611.268157 nChanged 43 SP:Iteration 42Q (6202.908235 sec): 3 clusters Score: Raw -728437.367500 + Penalty 2815.482683 = -725621.884817 nChanged 30 SP:Iteration 43Q (6202.933174 sec): 3 clusters Score: Raw -728445.924171 + Penalty 2815.482683 = -725630.441488 nChanged 34 SP:Iteration 44Q (6202.954673 sec): 3 clusters Score: Raw -728457.594873 + Penalty 2815.482683 = -725642.112190 nChanged 44 SP:Iteration 45Q (6202.988392 sec): 3 clusters Score: Raw -728470.215445 + Penalty 2815.482683 = -725654.732762 nChanged 34 SP:Iteration 46Q (6203.019158 sec): 3 clusters Score: Raw -728479.223019 + Penalty 2815.482683 = -725663.740336 nChanged 34 SP:Iteration 47Q (6203.040567 sec): 3 clusters Score: Raw -728488.110728 + Penalty 2815.482683 = -725672.628045 nChanged 31 SP:Iteration 48Q (6203.062284 sec): 3 clusters Score: Raw -728498.679445 + Penalty 2815.482683 = -725683.196762 nChanged 27 SP:Iteration 49Q (6203.086117 sec): 3 clusters Score: Raw -728509.861580 + Penalty 2815.482683 = -725694.378897 nChanged 29 SP:Iteration 50Q (6203.107239 sec): 3 clusters Score: Raw -728519.125291 + Penalty 2815.482683 = -725703.642608 nChanged 31 SP:Iteration 51Q (6203.131880 sec): 3 clusters Score: Raw -728525.444702 + Penalty 2815.482683 = -725709.962019 nChanged 29 SP:Iteration 52Q (6203.153447 sec): 3 clusters Score: Raw -728532.259614 + Penalty 2815.482683 = -725716.776931 nChanged 25 SP:Iteration 53Q (6203.179595 sec): 3 clusters Score: Raw -728537.349089 + Penalty 2815.482683 = -725721.866406 nChanged 26 SP:Iteration 54Q (6203.201081 sec): 3 clusters Score: Raw -728543.688688 + Penalty 2815.482683 = -725728.206005 nChanged 27 SP:Iteration 55Q (6203.222331 sec): 3 clusters Score: Raw -728550.018201 + Penalty 2815.482683 = -725734.535518 nChanged 29 SP:Iteration 56Q (6203.267195 sec): 3 clusters Score: Raw -728557.265851 + Penalty 2815.482683 = -725741.783168 nChanged 27 SP:Iteration 57Q (6203.288562 sec): 3 clusters Score: Raw -728565.028791 + Penalty 2815.482683 = -725749.546108 nChanged 19 SP:Iteration 58Q (6203.309361 sec): 3 clusters Score: Raw -728569.174640 + Penalty 2815.482683 = -725753.691957 nChanged 20 SP:Iteration 59Q (6203.330760 sec): 3 clusters Score: Raw -728575.314602 + Penalty 2815.482683 = -725759.831919 nChanged 17 SP:Iteration 60F (6203.353003 sec): 3 clusters Score: Raw -728580.285773 + Penalty 2815.482683 = -725764.803091 nChanged 28 SP:Iteration 61Q (6203.374409 sec): 3 clusters Score: Raw -728586.922499 + Penalty 2815.482683 = -725771.439816 nChanged 27 SP:Iteration 62Q (6203.395934 sec): 3 clusters Score: Raw -728594.522534 + Penalty 2815.482683 = -725779.039851 nChanged 24 SP:Iteration 63Q (6203.421132 sec): 3 clusters Score: Raw -728602.725964 + Penalty 2815.482683 = -725787.243281 nChanged 28 SP:Iteration 64Q (6203.441908 sec): 3 clusters Score: Raw -728611.168712 + Penalty 2815.482683 = -725795.686029 nChanged 24 SP:Iteration 65Q (6203.463351 sec): 3 clusters Score: Raw -728615.667113 + Penalty 2815.482683 = -725800.184430 nChanged 12 SP:Iteration 66Q (6203.491901 sec): 3 clusters Score: Raw -728617.845627 + Penalty 2815.482683 = -725802.362944 nChanged 11 SP:Iteration 67Q (6203.512460 sec): 3 clusters Score: Raw -728619.929560 + Penalty 2815.482683 = -725804.446877 nChanged 12 SP:Iteration 68Q (6203.534015 sec): 3 clusters Score: Raw -728623.493417 + Penalty 2815.482683 = -725808.010734 nChanged 12 SP:Iteration 69Q (6203.569083 sec): 3 clusters Score: Raw -728626.657200 + Penalty 2815.482683 = -725811.174517 nChanged 12 SP:Iteration 70Q (6203.612689 sec): 3 clusters Score: Raw -728628.835865 + Penalty 2815.482683 = -725813.353182 nChanged 11 SP:Iteration 71Q (6203.633104 sec): 3 clusters Score: Raw -728631.326184 + Penalty 2815.482683 = -725815.843501 nChanged 14 SP:Iteration 72Q (6203.653694 sec): 3 clusters Score: Raw -728633.736093 + Penalty 2815.482683 = -725818.253410 nChanged 10 SP:Iteration 73Q (6203.683869 sec): 3 clusters Score: Raw -728635.398432 + Penalty 2815.482683 = -725819.915749 nChanged 12 SP:Iteration 74Q (6203.714450 sec): 3 clusters Score: Raw -728638.066426 + Penalty 2815.482683 = -725822.583743 nChanged 8 SP:Iteration 75Q (6203.737775 sec): 3 clusters Score: Raw -728639.693343 + Penalty 2815.482683 = -725824.210660 nChanged 9 SP:Iteration 76Q (6203.780887 sec): 3 clusters Score: Raw -728642.376533 + Penalty 2815.482683 = -725826.893850 nChanged 15 SP:Iteration 77Q (6203.801715 sec): 3 clusters Score: Raw -728647.466127 + Penalty 2815.482683 = -725831.983444 nChanged 22 SP:Iteration 78Q (6203.826796 sec): 3 clusters Score: Raw -728653.943851 + Penalty 2815.482683 = -725838.461169 nChanged 26 SP:Iteration 79Q (6203.850151 sec): 3 clusters Score: Raw -728659.662962 + Penalty 2815.482683 = -725844.180279 nChanged 12 SP:Iteration 80F (6203.871665 sec): 3 clusters Score: Raw -728661.329986 + Penalty 2815.482683 = -725845.847303 nChanged 5 SP:Iteration 81Q (6203.892157 sec): 3 clusters Score: Raw -728662.257469 + Penalty 2815.482683 = -725846.774786 nChanged 5 SP:Iteration 82Q (6203.922936 sec): 3 clusters Score: Raw -728663.528387 + Penalty 2815.482683 = -725848.045704 nChanged 2 SP:Iteration 83Q (6203.952650 sec): 3 clusters Score: Raw -728664.170479 + Penalty 2815.482683 = -725848.687796 nChanged 6 SP:Iteration 84Q (6203.973464 sec): 3 clusters Score: Raw -728665.128886 + Penalty 2815.482683 = -725849.646203 nChanged 10 SP:Iteration 85Q (6203.994056 sec): 3 clusters Score: Raw -728668.615799 + Penalty 2815.482683 = -725853.133117 nChanged 8 SP:Iteration 86Q (6204.015554 sec): 3 clusters Score: Raw -728670.097379 + Penalty 2815.482683 = -725854.614696 nChanged 3 SP:Iteration 87Q (6204.040455 sec): 3 clusters Score: Raw -728670.469067 + Penalty 2815.482683 = -725854.986384 nChanged 1 SP:Iteration 88Q (6204.061826 sec): 3 clusters Score: Raw -728670.563155 + Penalty 2815.482683 = -725855.080472 nChanged 1 SP:Iteration 89Q (6204.084397 sec): 3 clusters Score: Raw -728670.714732 + Penalty 2815.482683 = -725855.232050 nChanged 1 SP:Iteration 90Q (6204.108368 sec): 3 clusters Score: Raw -728671.014780 + Penalty 2815.482683 = -725855.532097 nChanged 1 SP:Iteration 91Q (6204.129463 sec): 3 clusters Score: Raw -728671.288239 + Penalty 2815.482683 = -725855.805556 nChanged 2 SP:Iteration 92Q (6204.192890 sec): 3 clusters Score: Raw -728671.541238 + Penalty 2815.482683 = -725856.058555 nChanged 0 SP:Iteration 93F (6204.235333 sec): 3 clusters Score: Raw -728671.541238 + Penalty 2815.482683 = -725856.058555 nChanged 0 Trying to split cluster 16 (5024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6204.262648 sec): 2 clusters Score: Raw -626140.105702 + Penalty 1384.822028 = -624755.283675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6204.308924 sec): 3 clusters Score: Raw -623514.040050 + Penalty 2769.644055 = -620744.395995 nChanged 2039 SP:Iteration 1F (6204.328939 sec): 3 clusters Score: Raw -624583.599918 + Penalty 2769.644055 = -621813.955863 nChanged 352 SP:Iteration 2F (6204.370033 sec): 3 clusters Score: Raw -624799.361263 + Penalty 2769.644055 = -622029.717208 nChanged 273 SP:Iteration 3F (6204.390963 sec): 3 clusters Score: Raw -624945.411293 + Penalty 2769.644055 = -622175.767238 nChanged 244 SP:Iteration 4Q (6204.411922 sec): 3 clusters Score: Raw -625095.969684 + Penalty 2769.644055 = -622326.325629 nChanged 241 SP:Iteration 5Q (6204.433146 sec): 3 clusters Score: Raw -625265.266707 + Penalty 2769.644055 = -622495.622652 nChanged 237 SP:Iteration 6Q (6204.480461 sec): 3 clusters Score: Raw -625468.313947 + Penalty 2769.644055 = -622698.669892 nChanged 236 SP:Iteration 7Q (6204.498220 sec): 3 clusters Score: Raw -625662.185069 + Penalty 2769.644055 = -622892.541014 nChanged 214 SP:Iteration 8Q (6204.519052 sec): 3 clusters Score: Raw -625821.817937 + Penalty 2769.644055 = -623052.173882 nChanged 195 SP:Iteration 9Q (6204.554594 sec): 3 clusters Score: Raw -625947.699240 + Penalty 2769.644055 = -623178.055185 nChanged 166 SP:Iteration 10Q (6204.578382 sec): 3 clusters Score: Raw -626043.334260 + Penalty 2769.644055 = -623273.690205 nChanged 141 SP:Iteration 11Q (6204.617523 sec): 3 clusters Score: Raw -626119.226626 + Penalty 2769.644055 = -623349.582571 nChanged 112 SP:Iteration 12Q (6204.637597 sec): 3 clusters Score: Raw -626175.034777 + Penalty 2769.644055 = -623405.390722 nChanged 109 SP:Iteration 13Q (6204.668467 sec): 3 clusters Score: Raw -626221.707539 + Penalty 2769.644055 = -623452.063484 nChanged 84 SP:Iteration 14Q (6204.682861 sec): 3 clusters Score: Raw -626253.922602 + Penalty 2769.644055 = -623484.278547 nChanged 67 SP:Iteration 15Q (6204.702822 sec): 3 clusters Score: Raw -626278.820786 + Penalty 2769.644055 = -623509.176731 nChanged 47 SP:Iteration 16Q (6204.723027 sec): 3 clusters Score: Raw -626297.852417 + Penalty 2769.644055 = -623528.208362 nChanged 43 SP:Iteration 17Q (6204.742192 sec): 3 clusters Score: Raw -626316.944667 + Penalty 2769.644055 = -623547.300612 nChanged 41 SP:Iteration 18Q (6204.789794 sec): 3 clusters Score: Raw -626333.149050 + Penalty 2769.644055 = -623563.504995 nChanged 42 SP:Iteration 19Q (6204.809699 sec): 3 clusters Score: Raw -626351.215173 + Penalty 2769.644055 = -623581.571118 nChanged 42 SP:Iteration 20F (6204.834074 sec): 3 clusters Score: Raw -626369.651342 + Penalty 2769.644055 = -623600.007287 nChanged 52 SP:Iteration 21Q (6204.854326 sec): 3 clusters Score: Raw -626388.573486 + Penalty 2769.644055 = -623618.929431 nChanged 55 SP:Iteration 22Q (6204.907072 sec): 3 clusters Score: Raw -626407.899739 + Penalty 2769.644055 = -623638.255684 nChanged 34 SP:Iteration 23Q (6204.957095 sec): 3 clusters Score: Raw -626416.204151 + Penalty 2769.644055 = -623646.560096 nChanged 31 SP:Iteration 24Q (6205.001670 sec): 3 clusters Score: Raw -626423.599948 + Penalty 2769.644055 = -623653.955893 nChanged 20 SP:Iteration 25Q (6205.039035 sec): 3 clusters Score: Raw -626428.344894 + Penalty 2769.644055 = -623658.700839 nChanged 18 SP:Iteration 26Q (6205.058557 sec): 3 clusters Score: Raw -626433.586467 + Penalty 2769.644055 = -623663.942412 nChanged 17 SP:Iteration 27Q (6205.122261 sec): 3 clusters Score: Raw -626437.965987 + Penalty 2769.644055 = -623668.321931 nChanged 12 SP:Iteration 28Q (6205.172187 sec): 3 clusters Score: Raw -626440.618010 + Penalty 2769.644055 = -623670.973955 nChanged 12 SP:Iteration 29Q (6205.190909 sec): 3 clusters Score: Raw -626444.235067 + Penalty 2769.644055 = -623674.591012 nChanged 20 SP:Iteration 30Q (6205.242560 sec): 3 clusters Score: Raw -626449.524469 + Penalty 2769.644055 = -623679.880414 nChanged 20 SP:Iteration 31Q (6205.289505 sec): 3 clusters Score: Raw -626454.320711 + Penalty 2769.644055 = -623684.676655 nChanged 14 SP:Iteration 32Q (6205.344528 sec): 3 clusters Score: Raw -626457.993650 + Penalty 2769.644055 = -623688.349594 nChanged 17 SP:Iteration 33Q (6205.398410 sec): 3 clusters Score: Raw -626462.637294 + Penalty 2769.644055 = -623692.993238 nChanged 12 SP:Iteration 34Q (6205.424787 sec): 3 clusters Score: Raw -626466.583332 + Penalty 2769.644055 = -623696.939277 nChanged 10 SP:Iteration 35Q (6205.444187 sec): 3 clusters Score: Raw -626468.502169 + Penalty 2769.644055 = -623698.858114 nChanged 9 SP:Iteration 36Q (6205.463783 sec): 3 clusters Score: Raw -626470.142354 + Penalty 2769.644055 = -623700.498298 nChanged 8 SP:Iteration 37Q (6205.482962 sec): 3 clusters Score: Raw -626471.594620 + Penalty 2769.644055 = -623701.950565 nChanged 6 SP:Iteration 38Q (6205.502351 sec): 3 clusters Score: Raw -626472.527500 + Penalty 2769.644055 = -623702.883444 nChanged 4 SP:Iteration 39Q (6205.521578 sec): 3 clusters Score: Raw -626473.303041 + Penalty 2769.644055 = -623703.658986 nChanged 2 SP:Iteration 40F (6205.541390 sec): 3 clusters Score: Raw -626473.851365 + Penalty 2769.644055 = -623704.207310 nChanged 4 SP:Iteration 41Q (6205.560575 sec): 3 clusters Score: Raw -626474.767686 + Penalty 2769.644055 = -623705.123631 nChanged 5 SP:Iteration 42Q (6205.580071 sec): 3 clusters Score: Raw -626476.340363 + Penalty 2769.644055 = -623706.696307 nChanged 6 SP:Iteration 43Q (6205.599497 sec): 3 clusters Score: Raw -626478.058709 + Penalty 2769.644055 = -623708.414654 nChanged 12 SP:Iteration 44Q (6205.629024 sec): 3 clusters Score: Raw -626480.971091 + Penalty 2769.644055 = -623711.327036 nChanged 8 SP:Iteration 45Q (6205.651607 sec): 3 clusters Score: Raw -626482.437852 + Penalty 2769.644055 = -623712.793797 nChanged 5 SP:Iteration 46Q (6205.670924 sec): 3 clusters Score: Raw -626483.583582 + Penalty 2769.644055 = -623713.939527 nChanged 9 SP:Iteration 47Q (6205.691400 sec): 3 clusters Score: Raw -626485.630074 + Penalty 2769.644055 = -623715.986019 nChanged 10 SP:Iteration 48Q (6205.711827 sec): 3 clusters Score: Raw -626488.047899 + Penalty 2769.644055 = -623718.403844 nChanged 11 SP:Iteration 49Q (6205.732318 sec): 3 clusters Score: Raw -626490.589195 + Penalty 2769.644055 = -623720.945140 nChanged 7 SP:Iteration 50Q (6205.762522 sec): 3 clusters Score: Raw -626492.274458 + Penalty 2769.644055 = -623722.630403 nChanged 11 SP:Iteration 51Q (6205.782044 sec): 3 clusters Score: Raw -626495.204553 + Penalty 2769.644055 = -623725.560498 nChanged 13 SP:Iteration 52Q (6205.805437 sec): 3 clusters Score: Raw -626497.607073 + Penalty 2769.644055 = -623727.963018 nChanged 5 SP:Iteration 53Q (6205.832651 sec): 3 clusters Score: Raw -626498.545848 + Penalty 2769.644055 = -623728.901793 nChanged 5 SP:Iteration 54Q (6205.852163 sec): 3 clusters Score: Raw -626499.716800 + Penalty 2769.644055 = -623730.072745 nChanged 4 SP:Iteration 55Q (6205.871525 sec): 3 clusters Score: Raw -626500.123482 + Penalty 2769.644055 = -623730.479427 nChanged 2 SP:Iteration 56Q (6205.915744 sec): 3 clusters Score: Raw -626500.316239 + Penalty 2769.644055 = -623730.672184 nChanged 2 SP:Iteration 57Q (6205.935164 sec): 3 clusters Score: Raw -626500.941290 + Penalty 2769.644055 = -623731.297235 nChanged 1 SP:Iteration 58Q (6205.954791 sec): 3 clusters Score: Raw -626501.266180 + Penalty 2769.644055 = -623731.622125 nChanged 3 SP:Iteration 59Q (6206.004064 sec): 3 clusters Score: Raw -626502.119423 + Penalty 2769.644055 = -623732.475368 nChanged 7 SP:Iteration 60F (6206.056555 sec): 3 clusters Score: Raw -626503.298640 + Penalty 2769.644055 = -623733.654585 nChanged 4 SP:Iteration 61Q (6206.075975 sec): 3 clusters Score: Raw -626504.036424 + Penalty 2769.644055 = -623734.392369 nChanged 1 SP:Iteration 62Q (6206.096537 sec): 3 clusters Score: Raw -626504.104841 + Penalty 2769.644055 = -623734.460786 nChanged 0 SP:Iteration 63F (6206.116342 sec): 3 clusters Score: Raw -626504.104841 + Penalty 2769.644055 = -623734.460786 nChanged 0 Trying to split cluster 17 (15902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6206.158014 sec): 2 clusters Score: Raw -1973862.167373 + Penalty 1572.057527 = -1972290.109846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6206.202000 sec): 3 clusters Score: Raw -1964501.280178 + Penalty 3144.115054 = -1961357.165124 nChanged 7139 SP:Iteration 1F (6206.239231 sec): 3 clusters Score: Raw -1968639.188946 + Penalty 3144.115054 = -1965495.073892 nChanged 1131 SP:Iteration 2F (6206.276294 sec): 3 clusters Score: Raw -1969298.824855 + Penalty 3144.115054 = -1966154.709801 nChanged 1080 SP:Iteration 3F (6206.316263 sec): 3 clusters Score: Raw -1969927.526493 + Penalty 3144.115054 = -1966783.411439 nChanged 1021 SP:Iteration 4F (6206.355087 sec): 3 clusters Score: Raw -1970558.510621 + Penalty 3144.115054 = -1967414.395567 nChanged 943 SP:Iteration 5F (6206.392481 sec): 3 clusters Score: Raw -1971176.202279 + Penalty 3144.115054 = -1968032.087225 nChanged 862 SP:Iteration 6F (6206.435567 sec): 3 clusters Score: Raw -1971765.670750 + Penalty 3144.115054 = -1968621.555696 nChanged 762 SP:Iteration 7Q (6206.475013 sec): 3 clusters Score: Raw -1972306.173865 + Penalty 3144.115054 = -1969162.058811 nChanged 658 SP:Iteration 8Q (6206.517543 sec): 3 clusters Score: Raw -1972781.173941 + Penalty 3144.115054 = -1969637.058887 nChanged 550 SP:Iteration 9Q (6206.553806 sec): 3 clusters Score: Raw -1973173.566700 + Penalty 3144.115054 = -1970029.451646 nChanged 431 SP:Iteration 10Q (6206.592674 sec): 3 clusters Score: Raw -1973481.750702 + Penalty 3144.115054 = -1970337.635648 nChanged 306 SP:Iteration 11Q (6206.628348 sec): 3 clusters Score: Raw -1973684.209586 + Penalty 3144.115054 = -1970540.094532 nChanged 237 SP:Iteration 12Q (6206.663377 sec): 3 clusters Score: Raw -1973832.973755 + Penalty 3144.115054 = -1970688.858701 nChanged 191 SP:Iteration 13Q (6206.697543 sec): 3 clusters Score: Raw -1973940.822072 + Penalty 3144.115054 = -1970796.707018 nChanged 134 SP:Iteration 14Q (6206.733627 sec): 3 clusters Score: Raw -1974010.105256 + Penalty 3144.115054 = -1970865.990202 nChanged 92 SP:Iteration 15Q (6206.767036 sec): 3 clusters Score: Raw -1974060.196441 + Penalty 3144.115054 = -1970916.081387 nChanged 79 SP:Iteration 16Q (6206.800702 sec): 3 clusters Score: Raw -1974097.797004 + Penalty 3144.115054 = -1970953.681950 nChanged 50 SP:Iteration 17Q (6206.839794 sec): 3 clusters Score: Raw -1974118.737518 + Penalty 3144.115054 = -1970974.622464 nChanged 32 SP:Iteration 18Q (6206.874936 sec): 3 clusters Score: Raw -1974130.067281 + Penalty 3144.115054 = -1970985.952227 nChanged 23 SP:Iteration 19Q (6206.912151 sec): 3 clusters Score: Raw -1974140.322584 + Penalty 3144.115054 = -1970996.207530 nChanged 19 SP:Iteration 20F (6206.949371 sec): 3 clusters Score: Raw -1974148.920520 + Penalty 3144.115054 = -1971004.805466 nChanged 19 SP:Iteration 21Q (6206.982517 sec): 3 clusters Score: Raw -1974159.093133 + Penalty 3144.115054 = -1971014.978079 nChanged 18 SP:Iteration 22Q (6207.016189 sec): 3 clusters Score: Raw -1974166.797249 + Penalty 3144.115054 = -1971022.682195 nChanged 9 SP:Iteration 23Q (6207.049869 sec): 3 clusters Score: Raw -1974170.777835 + Penalty 3144.115054 = -1971026.662781 nChanged 5 SP:Iteration 24Q (6207.085614 sec): 3 clusters Score: Raw -1974172.982046 + Penalty 3144.115054 = -1971028.866992 nChanged 5 SP:Iteration 25Q (6207.118954 sec): 3 clusters Score: Raw -1974175.142298 + Penalty 3144.115054 = -1971031.027244 nChanged 4 SP:Iteration 26Q (6207.152032 sec): 3 clusters Score: Raw -1974176.858111 + Penalty 3144.115054 = -1971032.743057 nChanged 5 SP:Iteration 27Q (6207.184628 sec): 3 clusters Score: Raw -1974180.021316 + Penalty 3144.115054 = -1971035.906262 nChanged 5 SP:Iteration 28Q (6207.217603 sec): 3 clusters Score: Raw -1974183.580290 + Penalty 3144.115054 = -1971039.465236 nChanged 8 SP:Iteration 29Q (6207.250613 sec): 3 clusters Score: Raw -1974186.261395 + Penalty 3144.115054 = -1971042.146341 nChanged 6 SP:Iteration 30Q (6207.286253 sec): 3 clusters Score: Raw -1974190.216700 + Penalty 3144.115054 = -1971046.101646 nChanged 8 SP:Iteration 31Q (6207.328824 sec): 3 clusters Score: Raw -1974194.333031 + Penalty 3144.115054 = -1971050.217977 nChanged 9 SP:Iteration 32Q (6207.361929 sec): 3 clusters Score: Raw -1974197.437124 + Penalty 3144.115054 = -1971053.322070 nChanged 3 SP:Iteration 33Q (6207.394881 sec): 3 clusters Score: Raw -1974198.508830 + Penalty 3144.115054 = -1971054.393776 nChanged 3 SP:Iteration 34Q (6207.427785 sec): 3 clusters Score: Raw -1974199.910808 + Penalty 3144.115054 = -1971055.795754 nChanged 3 SP:Iteration 35Q (6207.460739 sec): 3 clusters Score: Raw -1974201.455321 + Penalty 3144.115054 = -1971057.340267 nChanged 2 SP:Iteration 36Q (6207.493789 sec): 3 clusters Score: Raw -1974202.198295 + Penalty 3144.115054 = -1971058.083241 nChanged 2 SP:Iteration 37Q (6207.526819 sec): 3 clusters Score: Raw -1974202.705057 + Penalty 3144.115054 = -1971058.590003 nChanged 1 SP:Iteration 38Q (6207.562919 sec): 3 clusters Score: Raw -1974203.166170 + Penalty 3144.115054 = -1971059.051115 nChanged 2 SP:Iteration 39Q (6207.595335 sec): 3 clusters Score: Raw -1974203.830128 + Penalty 3144.115054 = -1971059.715074 nChanged 1 SP:Iteration 40F (6207.632377 sec): 3 clusters Score: Raw -1974204.003796 + Penalty 3144.115054 = -1971059.888742 nChanged 0 Trying to split cluster 18 (6194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6207.651889 sec): 2 clusters Score: Raw -783074.709983 + Penalty 1418.842159 = -781655.867825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6207.718218 sec): 3 clusters Score: Raw -779774.785670 + Penalty 2837.684317 = -776937.101353 nChanged 2551 SP:Iteration 1F (6207.727978 sec): 3 clusters Score: Raw -781128.724184 + Penalty 2837.684317 = -778291.039867 nChanged 377 SP:Iteration 2F (6207.753747 sec): 3 clusters Score: Raw -781282.611407 + Penalty 2837.684317 = -778444.927090 nChanged 257 SP:Iteration 3Q (6207.775823 sec): 3 clusters Score: Raw -781385.913045 + Penalty 2837.684317 = -778548.228727 nChanged 225 SP:Iteration 4Q (6207.811925 sec): 3 clusters Score: Raw -781481.850892 + Penalty 2837.684317 = -778644.166574 nChanged 220 SP:Iteration 5Q (6207.834207 sec): 3 clusters Score: Raw -781595.728157 + Penalty 2837.684317 = -778758.043840 nChanged 207 SP:Iteration 6Q (6207.858449 sec): 3 clusters Score: Raw -781703.860090 + Penalty 2837.684317 = -778866.175772 nChanged 203 SP:Iteration 7Q (6207.880752 sec): 3 clusters Score: Raw -781810.739706 + Penalty 2837.684317 = -778973.055389 nChanged 198 SP:Iteration 8Q (6207.906582 sec): 3 clusters Score: Raw -781922.601479 + Penalty 2837.684317 = -779084.917162 nChanged 198 SP:Iteration 9Q (6207.928898 sec): 3 clusters Score: Raw -782032.083683 + Penalty 2837.684317 = -779194.399366 nChanged 187 SP:Iteration 10Q (6207.953191 sec): 3 clusters Score: Raw -782135.398190 + Penalty 2837.684317 = -779297.713873 nChanged 190 SP:Iteration 11Q (6207.975265 sec): 3 clusters Score: Raw -782242.522113 + Penalty 2837.684317 = -779404.837795 nChanged 188 SP:Iteration 12Q (6207.997244 sec): 3 clusters Score: Raw -782344.702579 + Penalty 2837.684317 = -779507.018262 nChanged 183 SP:Iteration 13Q (6208.055168 sec): 3 clusters Score: Raw -782471.563829 + Penalty 2837.684317 = -779633.879512 nChanged 180 SP:Iteration 14Q (6208.082022 sec): 3 clusters Score: Raw -782595.025105 + Penalty 2837.684317 = -779757.340788 nChanged 166 SP:Iteration 15Q (6208.103719 sec): 3 clusters Score: Raw -782701.780850 + Penalty 2837.684317 = -779864.096533 nChanged 122 SP:Iteration 16Q (6208.129754 sec): 3 clusters Score: Raw -782784.968141 + Penalty 2837.684317 = -779947.283824 nChanged 114 SP:Iteration 17Q (6208.151336 sec): 3 clusters Score: Raw -782862.897499 + Penalty 2837.684317 = -780025.213182 nChanged 106 SP:Iteration 18Q (6208.178422 sec): 3 clusters Score: Raw -782943.819962 + Penalty 2837.684317 = -780106.135644 nChanged 111 SP:Iteration 19Q (6208.220062 sec): 3 clusters Score: Raw -783036.353170 + Penalty 2837.684317 = -780198.668853 nChanged 100 SP:Iteration 20F (6208.242280 sec): 3 clusters Score: Raw -783112.970203 + Penalty 2837.684317 = -780275.285886 nChanged 78 SP:Iteration 21Q (6208.268312 sec): 3 clusters Score: Raw -783168.033669 + Penalty 2837.684317 = -780330.349352 nChanged 49 SP:Iteration 22Q (6208.289160 sec): 3 clusters Score: Raw -783200.125795 + Penalty 2837.684317 = -780362.441478 nChanged 44 SP:Iteration 23Q (6208.309899 sec): 3 clusters Score: Raw -783228.510446 + Penalty 2837.684317 = -780390.826129 nChanged 39 SP:Iteration 24Q (6208.330531 sec): 3 clusters Score: Raw -783257.656170 + Penalty 2837.684317 = -780419.971853 nChanged 47 SP:Iteration 25Q (6208.351308 sec): 3 clusters Score: Raw -783297.336173 + Penalty 2837.684317 = -780459.651856 nChanged 38 SP:Iteration 26Q (6208.372058 sec): 3 clusters Score: Raw -783329.432021 + Penalty 2837.684317 = -780491.747704 nChanged 25 SP:Iteration 27Q (6208.395827 sec): 3 clusters Score: Raw -783348.666379 + Penalty 2837.684317 = -780510.982061 nChanged 21 SP:Iteration 28Q (6208.416439 sec): 3 clusters Score: Raw -783366.703001 + Penalty 2837.684317 = -780529.018683 nChanged 23 SP:Iteration 29Q (6208.436973 sec): 3 clusters Score: Raw -783380.754878 + Penalty 2837.684317 = -780543.070561 nChanged 13 SP:Iteration 30Q (6208.460208 sec): 3 clusters Score: Raw -783389.872371 + Penalty 2837.684317 = -780552.188053 nChanged 8 SP:Iteration 31Q (6208.480749 sec): 3 clusters Score: Raw -783395.877369 + Penalty 2837.684317 = -780558.193051 nChanged 7 SP:Iteration 32Q (6208.501126 sec): 3 clusters Score: Raw -783399.610389 + Penalty 2837.684317 = -780561.926072 nChanged 2 SP:Iteration 33Q (6208.525042 sec): 3 clusters Score: Raw -783400.924268 + Penalty 2837.684317 = -780563.239951 nChanged 4 SP:Iteration 34Q (6208.545346 sec): 3 clusters Score: Raw -783402.776572 + Penalty 2837.684317 = -780565.092255 nChanged 5 SP:Iteration 35Q (6208.565829 sec): 3 clusters Score: Raw -783405.949057 + Penalty 2837.684317 = -780568.264740 nChanged 1 SP:Iteration 36Q (6208.588958 sec): 3 clusters Score: Raw -783406.167362 + Penalty 2837.684317 = -780568.483044 nChanged 1 SP:Iteration 37Q (6208.609423 sec): 3 clusters Score: Raw -783406.925471 + Penalty 2837.684317 = -780569.241153 nChanged 0 SP:Iteration 38F (6208.633945 sec): 3 clusters Score: Raw -783406.925471 + Penalty 2837.684317 = -780569.241153 nChanged 0 Trying to split cluster 19 (50724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6208.707746 sec): 2 clusters Score: Raw -6435034.263337 + Penalty 1760.550098 = -6433273.713239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6208.808009 sec): 3 clusters Score: Raw -6402755.387002 + Penalty 3521.100196 = -6399234.286806 nChanged 23712 SP:Iteration 1F (6208.893876 sec): 3 clusters Score: Raw -6416216.187576 + Penalty 3521.100196 = -6412695.087380 nChanged 2130 SP:Iteration 2Q (6208.989407 sec): 3 clusters Score: Raw -6416960.168363 + Penalty 3521.100196 = -6413439.068166 nChanged 2497 SP:Iteration 3Q (6209.080741 sec): 3 clusters Score: Raw -6418177.642740 + Penalty 3521.100196 = -6414656.542543 nChanged 3140 SP:Iteration 4F (6209.167637 sec): 3 clusters Score: Raw -6420226.165530 + Penalty 3521.100196 = -6416705.065333 nChanged 3866 SP:Iteration 5F (6209.271957 sec): 3 clusters Score: Raw -6423255.449962 + Penalty 3521.100196 = -6419734.349766 nChanged 4010 SP:Iteration 6F (6209.358923 sec): 3 clusters Score: Raw -6426819.986499 + Penalty 3521.100196 = -6423298.886303 nChanged 3534 SP:Iteration 7F (6209.445803 sec): 3 clusters Score: Raw -6430046.469547 + Penalty 3521.100196 = -6426525.369351 nChanged 2574 SP:Iteration 8F (6209.531316 sec): 3 clusters Score: Raw -6432386.689057 + Penalty 3521.100196 = -6428865.588860 nChanged 1611 SP:Iteration 9Q (6209.617113 sec): 3 clusters Score: Raw -6433788.922449 + Penalty 3521.100196 = -6430267.822252 nChanged 874 SP:Iteration 10Q (6209.699103 sec): 3 clusters Score: Raw -6434442.035717 + Penalty 3521.100196 = -6430920.935521 nChanged 488 SP:Iteration 11Q (6209.776594 sec): 3 clusters Score: Raw -6434785.316909 + Penalty 3521.100196 = -6431264.216713 nChanged 273 SP:Iteration 12Q (6209.852147 sec): 3 clusters Score: Raw -6434955.659316 + Penalty 3521.100196 = -6431434.559120 nChanged 162 SP:Iteration 13Q (6209.927137 sec): 3 clusters Score: Raw -6435049.394884 + Penalty 3521.100196 = -6431528.294688 nChanged 108 SP:Iteration 14Q (6210.000410 sec): 3 clusters Score: Raw -6435108.350861 + Penalty 3521.100196 = -6431587.250665 nChanged 88 SP:Iteration 15Q (6210.080366 sec): 3 clusters Score: Raw -6435156.379159 + Penalty 3521.100196 = -6431635.278962 nChanged 67 SP:Iteration 16Q (6210.153819 sec): 3 clusters Score: Raw -6435197.858650 + Penalty 3521.100196 = -6431676.758453 nChanged 54 SP:Iteration 17Q (6210.226118 sec): 3 clusters Score: Raw -6435228.893809 + Penalty 3521.100196 = -6431707.793612 nChanged 39 SP:Iteration 18Q (6210.303330 sec): 3 clusters Score: Raw -6435250.396000 + Penalty 3521.100196 = -6431729.295804 nChanged 33 SP:Iteration 19Q (6210.375266 sec): 3 clusters Score: Raw -6435265.799511 + Penalty 3521.100196 = -6431744.699314 nChanged 22 SP:Iteration 20F (6210.462471 sec): 3 clusters Score: Raw -6435277.563322 + Penalty 3521.100196 = -6431756.463125 nChanged 19 SP:Iteration 21Q (6210.540971 sec): 3 clusters Score: Raw -6435286.770392 + Penalty 3521.100196 = -6431765.670196 nChanged 21 SP:Iteration 22Q (6210.613522 sec): 3 clusters Score: Raw -6435295.954929 + Penalty 3521.100196 = -6431774.854732 nChanged 11 SP:Iteration 23Q (6210.692164 sec): 3 clusters Score: Raw -6435299.385288 + Penalty 3521.100196 = -6431778.285091 nChanged 11 SP:Iteration 24Q (6210.763497 sec): 3 clusters Score: Raw -6435306.139960 + Penalty 3521.100196 = -6431785.039764 nChanged 10 SP:Iteration 25Q (6210.842208 sec): 3 clusters Score: Raw -6435310.545432 + Penalty 3521.100196 = -6431789.445236 nChanged 9 SP:Iteration 26Q (6210.931469 sec): 3 clusters Score: Raw -6435315.553123 + Penalty 3521.100196 = -6431794.452927 nChanged 9 SP:Iteration 27Q (6211.002784 sec): 3 clusters Score: Raw -6435319.521028 + Penalty 3521.100196 = -6431798.420832 nChanged 8 SP:Iteration 28Q (6211.100978 sec): 3 clusters Score: Raw -6435322.092079 + Penalty 3521.100196 = -6431800.991883 nChanged 6 SP:Iteration 29Q (6211.184406 sec): 3 clusters Score: Raw -6435324.348407 + Penalty 3521.100196 = -6431803.248210 nChanged 4 SP:Iteration 30Q (6211.255507 sec): 3 clusters Score: Raw -6435325.477112 + Penalty 3521.100196 = -6431804.376916 nChanged 2 SP:Iteration 31Q (6211.334617 sec): 3 clusters Score: Raw -6435326.950690 + Penalty 3521.100196 = -6431805.850493 nChanged 3 SP:Iteration 32Q (6211.427779 sec): 3 clusters Score: Raw -6435328.467285 + Penalty 3521.100196 = -6431807.367089 nChanged 5 SP:Iteration 33Q (6211.501724 sec): 3 clusters Score: Raw -6435331.368045 + Penalty 3521.100196 = -6431810.267849 nChanged 6 SP:Iteration 34Q (6211.587723 sec): 3 clusters Score: Raw -6435334.855137 + Penalty 3521.100196 = -6431813.754940 nChanged 4 SP:Iteration 35Q (6211.673008 sec): 3 clusters Score: Raw -6435336.679338 + Penalty 3521.100196 = -6431815.579142 nChanged 4 SP:Iteration 36Q (6211.745186 sec): 3 clusters Score: Raw -6435338.733400 + Penalty 3521.100196 = -6431817.633203 nChanged 2 SP:Iteration 37Q (6211.821799 sec): 3 clusters Score: Raw -6435339.616028 + Penalty 3521.100196 = -6431818.515832 nChanged 5 SP:Iteration 38Q (6211.901690 sec): 3 clusters Score: Raw -6435341.372946 + Penalty 3521.100196 = -6431820.272750 nChanged 4 SP:Iteration 39Q (6211.978897 sec): 3 clusters Score: Raw -6435343.123227 + Penalty 3521.100196 = -6431822.023030 nChanged 3 SP:Iteration 40F (6212.086502 sec): 3 clusters Score: Raw -6435343.938038 + Penalty 3521.100196 = -6431822.837842 nChanged 2 SP:Iteration 41Q (6212.168920 sec): 3 clusters Score: Raw -6435345.045188 + Penalty 3521.100196 = -6431823.944992 nChanged 4 SP:Iteration 42Q (6212.242599 sec): 3 clusters Score: Raw -6435345.812957 + Penalty 3521.100196 = -6431824.712760 nChanged 2 SP:Iteration 43Q (6212.315446 sec): 3 clusters Score: Raw -6435346.730110 + Penalty 3521.100196 = -6431825.629914 nChanged 3 SP:Iteration 44Q (6212.391830 sec): 3 clusters Score: Raw -6435347.969947 + Penalty 3521.100196 = -6431826.869751 nChanged 0 SP:Iteration 45F (6212.478561 sec): 3 clusters Score: Raw -6435347.969947 + Penalty 3521.100196 = -6431826.869751 nChanged 0 Trying to split cluster 20 (37227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6212.523824 sec): 2 clusters Score: Raw -4655058.481655 + Penalty 1710.278307 = -4653348.203348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6212.597296 sec): 3 clusters Score: Raw -4631972.758914 + Penalty 3420.556615 = -4628552.202299 nChanged 17150 SP:Iteration 1F (6212.668758 sec): 3 clusters Score: Raw -4641603.711463 + Penalty 3420.556615 = -4638183.154848 nChanged 1921 SP:Iteration 2F (6212.748687 sec): 3 clusters Score: Raw -4642508.045509 + Penalty 3420.556615 = -4639087.488895 nChanged 2089 SP:Iteration 3F (6212.815159 sec): 3 clusters Score: Raw -4643600.950026 + Penalty 3420.556615 = -4640180.393411 nChanged 2198 SP:Iteration 4F (6212.885835 sec): 3 clusters Score: Raw -4644859.445472 + Penalty 3420.556615 = -4641438.888858 nChanged 2331 SP:Iteration 5F (6212.952004 sec): 3 clusters Score: Raw -4646261.982342 + Penalty 3420.556615 = -4642841.425727 nChanged 2343 SP:Iteration 6F (6213.018888 sec): 3 clusters Score: Raw -4647708.207894 + Penalty 3420.556615 = -4644287.651279 nChanged 2283 SP:Iteration 7F (6213.095061 sec): 3 clusters Score: Raw -4649098.903486 + Penalty 3420.556615 = -4645678.346871 nChanged 2036 SP:Iteration 8F (6213.161650 sec): 3 clusters Score: Raw -4650326.262598 + Penalty 3420.556615 = -4646905.705983 nChanged 1706 SP:Iteration 9Q (6213.230058 sec): 3 clusters Score: Raw -4651213.807454 + Penalty 3420.556615 = -4647793.250840 nChanged 1352 SP:Iteration 10Q (6213.296665 sec): 3 clusters Score: Raw -4651760.835036 + Penalty 3420.556615 = -4648340.278421 nChanged 981 SP:Iteration 11Q (6213.363615 sec): 3 clusters Score: Raw -4652076.459184 + Penalty 3420.556615 = -4648655.902569 nChanged 749 SP:Iteration 12Q (6213.435705 sec): 3 clusters Score: Raw -4652303.882442 + Penalty 3420.556615 = -4648883.325827 nChanged 647 SP:Iteration 13Q (6213.502236 sec): 3 clusters Score: Raw -4652506.856391 + Penalty 3420.556615 = -4649086.299776 nChanged 618 SP:Iteration 14Q (6213.574788 sec): 3 clusters Score: Raw -4652709.621748 + Penalty 3420.556615 = -4649289.065134 nChanged 606 SP:Iteration 15Q (6213.641535 sec): 3 clusters Score: Raw -4652908.999164 + Penalty 3420.556615 = -4649488.442549 nChanged 616 SP:Iteration 16Q (6213.706896 sec): 3 clusters Score: Raw -4653119.602271 + Penalty 3420.556615 = -4649699.045656 nChanged 621 SP:Iteration 17Q (6213.775108 sec): 3 clusters Score: Raw -4653333.441749 + Penalty 3420.556615 = -4649912.885134 nChanged 567 SP:Iteration 18Q (6213.840983 sec): 3 clusters Score: Raw -4653554.487049 + Penalty 3420.556615 = -4650133.930435 nChanged 645 SP:Iteration 19Q (6213.906868 sec): 3 clusters Score: Raw -4653820.440536 + Penalty 3420.556615 = -4650399.883922 nChanged 634 SP:Iteration 20F (6213.972628 sec): 3 clusters Score: Raw -4654092.220261 + Penalty 3420.556615 = -4650671.663646 nChanged 619 SP:Iteration 21Q (6214.038524 sec): 3 clusters Score: Raw -4654362.484081 + Penalty 3420.556615 = -4650941.927466 nChanged 618 SP:Iteration 22Q (6214.104314 sec): 3 clusters Score: Raw -4654633.934730 + Penalty 3420.556615 = -4651213.378115 nChanged 574 SP:Iteration 23Q (6214.176402 sec): 3 clusters Score: Raw -4654885.961690 + Penalty 3420.556615 = -4651465.405075 nChanged 497 SP:Iteration 24Q (6214.267104 sec): 3 clusters Score: Raw -4655099.277936 + Penalty 3420.556615 = -4651678.721321 nChanged 468 SP:Iteration 25Q (6214.336342 sec): 3 clusters Score: Raw -4655273.044288 + Penalty 3420.556615 = -4651852.487674 nChanged 398 SP:Iteration 26Q (6214.400924 sec): 3 clusters Score: Raw -4655389.856940 + Penalty 3420.556615 = -4651969.300325 nChanged 310 SP:Iteration 27Q (6214.464969 sec): 3 clusters Score: Raw -4655468.220922 + Penalty 3420.556615 = -4652047.664308 nChanged 264 SP:Iteration 28Q (6214.544780 sec): 3 clusters Score: Raw -4655524.036972 + Penalty 3420.556615 = -4652103.480357 nChanged 215 SP:Iteration 29Q (6214.613042 sec): 3 clusters Score: Raw -4655562.690589 + Penalty 3420.556615 = -4652142.133974 nChanged 185 SP:Iteration 30Q (6214.681506 sec): 3 clusters Score: Raw -4655592.941631 + Penalty 3420.556615 = -4652172.385016 nChanged 173 SP:Iteration 31Q (6214.750467 sec): 3 clusters Score: Raw -4655620.080202 + Penalty 3420.556615 = -4652199.523587 nChanged 146 SP:Iteration 32Q (6214.814269 sec): 3 clusters Score: Raw -4655640.883918 + Penalty 3420.556615 = -4652220.327304 nChanged 121 SP:Iteration 33Q (6214.887082 sec): 3 clusters Score: Raw -4655657.385444 + Penalty 3420.556615 = -4652236.828830 nChanged 121 SP:Iteration 34Q (6214.950692 sec): 3 clusters Score: Raw -4655672.883222 + Penalty 3420.556615 = -4652252.326607 nChanged 104 SP:Iteration 35Q (6215.016671 sec): 3 clusters Score: Raw -4655684.896933 + Penalty 3420.556615 = -4652264.340319 nChanged 98 SP:Iteration 36Q (6215.080027 sec): 3 clusters Score: Raw -4655693.329211 + Penalty 3420.556615 = -4652272.772597 nChanged 55 SP:Iteration 37Q (6215.142027 sec): 3 clusters Score: Raw -4655697.370173 + Penalty 3420.556615 = -4652276.813558 nChanged 52 SP:Iteration 38Q (6215.205828 sec): 3 clusters Score: Raw -4655701.216126 + Penalty 3420.556615 = -4652280.659512 nChanged 41 SP:Iteration 39Q (6215.292316 sec): 3 clusters Score: Raw -4655703.915070 + Penalty 3420.556615 = -4652283.358456 nChanged 36 SP:Iteration 40F (6215.357206 sec): 3 clusters Score: Raw -4655706.267295 + Penalty 3420.556615 = -4652285.710680 nChanged 32 SP:Iteration 41Q (6215.424795 sec): 3 clusters Score: Raw -4655708.156228 + Penalty 3420.556615 = -4652287.599613 nChanged 29 SP:Iteration 42Q (6215.487479 sec): 3 clusters Score: Raw -4655709.873188 + Penalty 3420.556615 = -4652289.316574 nChanged 20 SP:Iteration 43Q (6215.549681 sec): 3 clusters Score: Raw -4655710.725164 + Penalty 3420.556615 = -4652290.168550 nChanged 20 SP:Iteration 44Q (6215.612646 sec): 3 clusters Score: Raw -4655711.433932 + Penalty 3420.556615 = -4652290.877318 nChanged 13 SP:Iteration 45Q (6215.675567 sec): 3 clusters Score: Raw -4655711.938674 + Penalty 3420.556615 = -4652291.382059 nChanged 10 SP:Iteration 46Q (6215.752203 sec): 3 clusters Score: Raw -4655712.322555 + Penalty 3420.556615 = -4652291.765941 nChanged 15 SP:Iteration 47Q (6215.815176 sec): 3 clusters Score: Raw -4655713.190139 + Penalty 3420.556615 = -4652292.633525 nChanged 21 SP:Iteration 48Q (6215.879118 sec): 3 clusters Score: Raw -4655714.465634 + Penalty 3420.556615 = -4652293.909020 nChanged 19 SP:Iteration 49Q (6215.941243 sec): 3 clusters Score: Raw -4655715.412707 + Penalty 3420.556615 = -4652294.856092 nChanged 25 SP:Iteration 50Q (6216.006532 sec): 3 clusters Score: Raw -4655716.555220 + Penalty 3420.556615 = -4652295.998605 nChanged 25 SP:Iteration 51Q (6216.069064 sec): 3 clusters Score: Raw -4655717.825038 + Penalty 3420.556615 = -4652297.268423 nChanged 22 SP:Iteration 52Q (6216.135646 sec): 3 clusters Score: Raw -4655719.021603 + Penalty 3420.556615 = -4652298.464989 nChanged 20 SP:Iteration 53Q (6216.198565 sec): 3 clusters Score: Raw -4655720.057445 + Penalty 3420.556615 = -4652299.500831 nChanged 18 SP:Iteration 54Q (6216.261830 sec): 3 clusters Score: Raw -4655721.014000 + Penalty 3420.556615 = -4652300.457385 nChanged 24 SP:Iteration 55Q (6216.324678 sec): 3 clusters Score: Raw -4655722.019151 + Penalty 3420.556615 = -4652301.462536 nChanged 19 SP:Iteration 56Q (6216.387530 sec): 3 clusters Score: Raw -4655722.782445 + Penalty 3420.556615 = -4652302.225830 nChanged 16 SP:Iteration 57Q (6216.450423 sec): 3 clusters Score: Raw -4655723.392043 + Penalty 3420.556615 = -4652302.835429 nChanged 11 SP:Iteration 58Q (6216.512302 sec): 3 clusters Score: Raw -4655723.878160 + Penalty 3420.556615 = -4652303.321545 nChanged 16 SP:Iteration 59Q (6216.574803 sec): 3 clusters Score: Raw -4655724.470590 + Penalty 3420.556615 = -4652303.913976 nChanged 17 SP:Iteration 60F (6216.657912 sec): 3 clusters Score: Raw -4655725.480457 + Penalty 3420.556615 = -4652304.923842 nChanged 21 SP:Iteration 61Q (6216.724088 sec): 3 clusters Score: Raw -4655726.513072 + Penalty 3420.556615 = -4652305.956457 nChanged 21 SP:Iteration 62Q (6216.791937 sec): 3 clusters Score: Raw -4655727.399844 + Penalty 3420.556615 = -4652306.843230 nChanged 26 SP:Iteration 63Q (6216.860320 sec): 3 clusters Score: Raw -4655728.604758 + Penalty 3420.556615 = -4652308.048144 nChanged 19 SP:Iteration 64Q (6216.922044 sec): 3 clusters Score: Raw -4655729.353816 + Penalty 3420.556615 = -4652308.797202 nChanged 15 SP:Iteration 65Q (6216.984747 sec): 3 clusters Score: Raw -4655729.953038 + Penalty 3420.556615 = -4652309.396424 nChanged 11 SP:Iteration 66Q (6217.055652 sec): 3 clusters Score: Raw -4655730.477235 + Penalty 3420.556615 = -4652309.920620 nChanged 9 SP:Iteration 67Q (6217.119185 sec): 3 clusters Score: Raw -4655730.910564 + Penalty 3420.556615 = -4652310.353949 nChanged 15 SP:Iteration 68Q (6217.183126 sec): 3 clusters Score: Raw -4655731.645726 + Penalty 3420.556615 = -4652311.089111 nChanged 17 SP:Iteration 69Q (6217.248379 sec): 3 clusters Score: Raw -4655732.364214 + Penalty 3420.556615 = -4652311.807600 nChanged 15 SP:Iteration 70Q (6217.311134 sec): 3 clusters Score: Raw -4655732.924946 + Penalty 3420.556615 = -4652312.368331 nChanged 13 SP:Iteration 71Q (6217.401249 sec): 3 clusters Score: Raw -4655733.378455 + Penalty 3420.556615 = -4652312.821840 nChanged 11 SP:Iteration 72Q (6217.464959 sec): 3 clusters Score: Raw -4655733.851517 + Penalty 3420.556615 = -4652313.294902 nChanged 11 SP:Iteration 73Q (6217.528039 sec): 3 clusters Score: Raw -4655734.316967 + Penalty 3420.556615 = -4652313.760353 nChanged 10 SP:Iteration 74Q (6217.590474 sec): 3 clusters Score: Raw -4655734.631691 + Penalty 3420.556615 = -4652314.075076 nChanged 9 SP:Iteration 75Q (6217.652341 sec): 3 clusters Score: Raw -4655734.949529 + Penalty 3420.556615 = -4652314.392914 nChanged 12 SP:Iteration 76Q (6217.714075 sec): 3 clusters Score: Raw -4655735.282400 + Penalty 3420.556615 = -4652314.725786 nChanged 12 SP:Iteration 77Q (6217.776872 sec): 3 clusters Score: Raw -4655735.743297 + Penalty 3420.556615 = -4652315.186683 nChanged 14 SP:Iteration 78Q (6217.839384 sec): 3 clusters Score: Raw -4655736.286644 + Penalty 3420.556615 = -4652315.730030 nChanged 21 SP:Iteration 79Q (6217.901608 sec): 3 clusters Score: Raw -4655737.614964 + Penalty 3420.556615 = -4652317.058350 nChanged 25 SP:Iteration 80F (6217.970881 sec): 3 clusters Score: Raw -4655739.050747 + Penalty 3420.556615 = -4652318.494132 nChanged 27 SP:Iteration 81Q (6218.038252 sec): 3 clusters Score: Raw -4655740.284457 + Penalty 3420.556615 = -4652319.727843 nChanged 19 SP:Iteration 82Q (6218.101903 sec): 3 clusters Score: Raw -4655740.989833 + Penalty 3420.556615 = -4652320.433218 nChanged 19 SP:Iteration 83Q (6218.163691 sec): 3 clusters Score: Raw -4655741.849920 + Penalty 3420.556615 = -4652321.293305 nChanged 18 SP:Iteration 84Q (6218.226307 sec): 3 clusters Score: Raw -4655742.680832 + Penalty 3420.556615 = -4652322.124217 nChanged 19 SP:Iteration 85Q (6218.310648 sec): 3 clusters Score: Raw -4655743.384626 + Penalty 3420.556615 = -4652322.828011 nChanged 13 SP:Iteration 86Q (6218.373744 sec): 3 clusters Score: Raw -4655743.856802 + Penalty 3420.556615 = -4652323.300187 nChanged 15 SP:Iteration 87Q (6218.435949 sec): 3 clusters Score: Raw -4655744.398234 + Penalty 3420.556615 = -4652323.841620 nChanged 10 SP:Iteration 88Q (6218.497899 sec): 3 clusters Score: Raw -4655744.720432 + Penalty 3420.556615 = -4652324.163818 nChanged 11 SP:Iteration 89Q (6218.559160 sec): 3 clusters Score: Raw -4655745.179451 + Penalty 3420.556615 = -4652324.622836 nChanged 7 SP:Iteration 90Q (6218.622027 sec): 3 clusters Score: Raw -4655745.354265 + Penalty 3420.556615 = -4652324.797651 nChanged 12 SP:Iteration 91Q (6218.684436 sec): 3 clusters Score: Raw -4655745.681251 + Penalty 3420.556615 = -4652325.124636 nChanged 7 SP:Iteration 92Q (6218.780264 sec): 3 clusters Score: Raw -4655746.050562 + Penalty 3420.556615 = -4652325.493947 nChanged 8 SP:Iteration 93Q (6218.843017 sec): 3 clusters Score: Raw -4655746.386915 + Penalty 3420.556615 = -4652325.830300 nChanged 7 SP:Iteration 94Q (6218.905162 sec): 3 clusters Score: Raw -4655746.612542 + Penalty 3420.556615 = -4652326.055927 nChanged 5 SP:Iteration 95Q (6218.967677 sec): 3 clusters Score: Raw -4655746.779621 + Penalty 3420.556615 = -4652326.223006 nChanged 6 SP:Iteration 96Q (6219.028818 sec): 3 clusters Score: Raw -4655746.979995 + Penalty 3420.556615 = -4652326.423381 nChanged 6 SP:Iteration 97Q (6219.090663 sec): 3 clusters Score: Raw -4655747.197459 + Penalty 3420.556615 = -4652326.640844 nChanged 5 SP:Iteration 98Q (6219.152358 sec): 3 clusters Score: Raw -4655747.388545 + Penalty 3420.556615 = -4652326.831931 nChanged 6 SP:Iteration 99Q (6219.213247 sec): 3 clusters Score: Raw -4655747.535662 + Penalty 3420.556615 = -4652326.979047 nChanged 7 SP:Iteration 100F (6219.284903 sec): 3 clusters Score: Raw -4655747.715605 + Penalty 3420.556615 = -4652327.158990 nChanged 6 SP:Iteration 101Q (6219.348033 sec): 3 clusters Score: Raw -4655748.037590 + Penalty 3420.556615 = -4652327.480975 nChanged 7 SP:Iteration 102Q (6219.410199 sec): 3 clusters Score: Raw -4655748.359806 + Penalty 3420.556615 = -4652327.803191 nChanged 6 SP:Iteration 103Q (6219.472971 sec): 3 clusters Score: Raw -4655748.533493 + Penalty 3420.556615 = -4652327.976878 nChanged 4 SP:Iteration 104Q (6219.535292 sec): 3 clusters Score: Raw -4655748.701937 + Penalty 3420.556615 = -4652328.145322 nChanged 2 SP:Iteration 105Q (6219.598287 sec): 3 clusters Score: Raw -4655748.747468 + Penalty 3420.556615 = -4652328.190853 nChanged 1 SP:Iteration 106Q (6219.660655 sec): 3 clusters Score: Raw -4655748.771610 + Penalty 3420.556615 = -4652328.214995 nChanged 0 SP:Iteration 107F (6219.729937 sec): 3 clusters Score: Raw -4655748.771610 + Penalty 3420.556615 = -4652328.214995 nChanged 0 Trying to split cluster 21 (3210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6219.747591 sec): 2 clusters Score: Raw -381273.990235 + Penalty 1312.029260 = -379961.960975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6219.764231 sec): 3 clusters Score: Raw -379768.915964 + Penalty 2624.058520 = -377144.857444 nChanged 1185 SP:Iteration 1F (6219.779849 sec): 3 clusters Score: Raw -380567.407028 + Penalty 2624.058520 = -377943.348508 nChanged 278 SP:Iteration 2F (6219.795533 sec): 3 clusters Score: Raw -380779.852263 + Penalty 2624.058520 = -378155.793742 nChanged 211 SP:Iteration 3F (6219.813901 sec): 3 clusters Score: Raw -380926.778741 + Penalty 2624.058520 = -378302.720221 nChanged 148 SP:Iteration 4Q (6219.833823 sec): 3 clusters Score: Raw -381028.016064 + Penalty 2624.058520 = -378403.957544 nChanged 134 SP:Iteration 5Q (6219.852961 sec): 3 clusters Score: Raw -381120.897216 + Penalty 2624.058520 = -378496.838695 nChanged 106 SP:Iteration 6Q (6219.873433 sec): 3 clusters Score: Raw -381191.063105 + Penalty 2624.058520 = -378567.004585 nChanged 103 SP:Iteration 7Q (6219.893086 sec): 3 clusters Score: Raw -381257.963732 + Penalty 2624.058520 = -378633.905211 nChanged 81 SP:Iteration 8Q (6219.911109 sec): 3 clusters Score: Raw -381310.257514 + Penalty 2624.058520 = -378686.198994 nChanged 67 SP:Iteration 9Q (6219.929255 sec): 3 clusters Score: Raw -381349.772853 + Penalty 2624.058520 = -378725.714332 nChanged 62 SP:Iteration 10Q (6219.948659 sec): 3 clusters Score: Raw -381377.832384 + Penalty 2624.058520 = -378753.773863 nChanged 46 SP:Iteration 11Q (6219.969263 sec): 3 clusters Score: Raw -381405.965926 + Penalty 2624.058520 = -378781.907406 nChanged 56 SP:Iteration 12Q (6219.987542 sec): 3 clusters Score: Raw -381438.214230 + Penalty 2624.058520 = -378814.155709 nChanged 43 SP:Iteration 13Q (6220.006934 sec): 3 clusters Score: Raw -381465.011537 + Penalty 2624.058520 = -378840.953017 nChanged 43 SP:Iteration 14Q (6220.029169 sec): 3 clusters Score: Raw -381493.661576 + Penalty 2624.058520 = -378869.603056 nChanged 45 SP:Iteration 15Q (6220.050023 sec): 3 clusters Score: Raw -381518.284887 + Penalty 2624.058520 = -378894.226366 nChanged 50 SP:Iteration 16Q (6220.068856 sec): 3 clusters Score: Raw -381547.157883 + Penalty 2624.058520 = -378923.099363 nChanged 48 SP:Iteration 17Q (6220.087266 sec): 3 clusters Score: Raw -381576.492459 + Penalty 2624.058520 = -378952.433939 nChanged 43 SP:Iteration 18Q (6220.108916 sec): 3 clusters Score: Raw -381599.741596 + Penalty 2624.058520 = -378975.683076 nChanged 42 SP:Iteration 19Q (6220.127183 sec): 3 clusters Score: Raw -381626.711488 + Penalty 2624.058520 = -379002.652968 nChanged 41 SP:Iteration 20F (6220.146566 sec): 3 clusters Score: Raw -381654.837393 + Penalty 2624.058520 = -379030.778872 nChanged 46 SP:Iteration 21Q (6220.167847 sec): 3 clusters Score: Raw -381678.197843 + Penalty 2624.058520 = -379054.139323 nChanged 32 SP:Iteration 22Q (6220.187961 sec): 3 clusters Score: Raw -381695.112287 + Penalty 2624.058520 = -379071.053767 nChanged 35 SP:Iteration 23Q (6220.206666 sec): 3 clusters Score: Raw -381712.845288 + Penalty 2624.058520 = -379088.786768 nChanged 29 SP:Iteration 24Q (6220.226508 sec): 3 clusters Score: Raw -381724.992841 + Penalty 2624.058520 = -379100.934321 nChanged 22 SP:Iteration 25Q (6220.243753 sec): 3 clusters Score: Raw -381733.033750 + Penalty 2624.058520 = -379108.975230 nChanged 13 SP:Iteration 26Q (6220.263064 sec): 3 clusters Score: Raw -381738.248832 + Penalty 2624.058520 = -379114.190312 nChanged 7 SP:Iteration 27Q (6220.284235 sec): 3 clusters Score: Raw -381742.685776 + Penalty 2624.058520 = -379118.627256 nChanged 13 SP:Iteration 28Q (6220.304751 sec): 3 clusters Score: Raw -381748.264413 + Penalty 2624.058520 = -379124.205892 nChanged 14 SP:Iteration 29Q (6220.323163 sec): 3 clusters Score: Raw -381755.641375 + Penalty 2624.058520 = -379131.582855 nChanged 13 SP:Iteration 30Q (6220.343058 sec): 3 clusters Score: Raw -381760.260605 + Penalty 2624.058520 = -379136.202085 nChanged 7 SP:Iteration 31Q (6220.362810 sec): 3 clusters Score: Raw -381762.044357 + Penalty 2624.058520 = -379137.985837 nChanged 7 SP:Iteration 32Q (6220.381321 sec): 3 clusters Score: Raw -381765.911725 + Penalty 2624.058520 = -379141.853205 nChanged 7 SP:Iteration 33Q (6220.400506 sec): 3 clusters Score: Raw -381768.448044 + Penalty 2624.058520 = -379144.389524 nChanged 5 SP:Iteration 34Q (6220.421688 sec): 3 clusters Score: Raw -381770.159362 + Penalty 2624.058520 = -379146.100841 nChanged 7 SP:Iteration 35Q (6220.440990 sec): 3 clusters Score: Raw -381773.491903 + Penalty 2624.058520 = -379149.433383 nChanged 7 SP:Iteration 36Q (6220.460841 sec): 3 clusters Score: Raw -381776.369065 + Penalty 2624.058520 = -379152.310545 nChanged 12 SP:Iteration 37Q (6220.478891 sec): 3 clusters Score: Raw -381781.303101 + Penalty 2624.058520 = -379157.244581 nChanged 12 SP:Iteration 38Q (6220.498481 sec): 3 clusters Score: Raw -381785.339764 + Penalty 2624.058520 = -379161.281244 nChanged 7 SP:Iteration 39Q (6220.518587 sec): 3 clusters Score: Raw -381787.947143 + Penalty 2624.058520 = -379163.888623 nChanged 6 SP:Iteration 40F (6220.537300 sec): 3 clusters Score: Raw -381789.590397 + Penalty 2624.058520 = -379165.531877 nChanged 4 SP:Iteration 41Q (6220.552456 sec): 3 clusters Score: Raw -381791.123072 + Penalty 2624.058520 = -379167.064552 nChanged 4 SP:Iteration 42Q (6220.567478 sec): 3 clusters Score: Raw -381792.533422 + Penalty 2624.058520 = -379168.474902 nChanged 3 SP:Iteration 43Q (6220.582480 sec): 3 clusters Score: Raw -381793.563413 + Penalty 2624.058520 = -379169.504893 nChanged 3 SP:Iteration 44Q (6220.597586 sec): 3 clusters Score: Raw -381794.749577 + Penalty 2624.058520 = -379170.691056 nChanged 4 SP:Iteration 45Q (6220.612072 sec): 3 clusters Score: Raw -381796.194836 + Penalty 2624.058520 = -379172.136316 nChanged 6 SP:Iteration 46Q (6220.626420 sec): 3 clusters Score: Raw -381797.949364 + Penalty 2624.058520 = -379173.890844 nChanged 0 SP:Iteration 47F (6220.642653 sec): 3 clusters Score: Raw -381797.949364 + Penalty 2624.058520 = -379173.890844 nChanged 0 Trying to split cluster 22 (7833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6220.664873 sec): 2 clusters Score: Raw -989361.467337 + Penalty 1456.991389 = -987904.475948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6220.690051 sec): 3 clusters Score: Raw -985037.021758 + Penalty 2913.982779 = -982123.038979 nChanged 3335 SP:Iteration 1F (6220.718860 sec): 3 clusters Score: Raw -986870.621250 + Penalty 2913.982779 = -983956.638471 nChanged 571 SP:Iteration 2F (6220.745422 sec): 3 clusters Score: Raw -987203.906024 + Penalty 2913.982779 = -984289.923245 nChanged 489 SP:Iteration 3F (6220.803614 sec): 3 clusters Score: Raw -987488.701884 + Penalty 2913.982779 = -984574.719105 nChanged 473 SP:Iteration 4F (6220.872501 sec): 3 clusters Score: Raw -987757.539049 + Penalty 2913.982779 = -984843.556270 nChanged 402 SP:Iteration 5F (6220.905634 sec): 3 clusters Score: Raw -987977.545864 + Penalty 2913.982779 = -985063.563085 nChanged 359 SP:Iteration 6Q (6220.933261 sec): 3 clusters Score: Raw -988166.955501 + Penalty 2913.982779 = -985252.972723 nChanged 303 SP:Iteration 7Q (6220.962176 sec): 3 clusters Score: Raw -988321.297257 + Penalty 2913.982779 = -985407.314478 nChanged 253 SP:Iteration 8Q (6220.991828 sec): 3 clusters Score: Raw -988445.510516 + Penalty 2913.982779 = -985531.527738 nChanged 247 SP:Iteration 9Q (6221.016434 sec): 3 clusters Score: Raw -988544.421735 + Penalty 2913.982779 = -985630.438956 nChanged 218 SP:Iteration 10Q (6221.065389 sec): 3 clusters Score: Raw -988627.792275 + Penalty 2913.982779 = -985713.809496 nChanged 188 SP:Iteration 11Q (6221.093642 sec): 3 clusters Score: Raw -988703.464451 + Penalty 2913.982779 = -985789.481672 nChanged 160 SP:Iteration 12Q (6221.118299 sec): 3 clusters Score: Raw -988765.358708 + Penalty 2913.982779 = -985851.375929 nChanged 156 SP:Iteration 13Q (6221.142943 sec): 3 clusters Score: Raw -988823.737552 + Penalty 2913.982779 = -985909.754773 nChanged 146 SP:Iteration 14Q (6221.167316 sec): 3 clusters Score: Raw -988883.048091 + Penalty 2913.982779 = -985969.065312 nChanged 135 SP:Iteration 15Q (6221.201800 sec): 3 clusters Score: Raw -988933.200436 + Penalty 2913.982779 = -986019.217657 nChanged 132 SP:Iteration 16Q (6221.230468 sec): 3 clusters Score: Raw -988981.363491 + Penalty 2913.982779 = -986067.380712 nChanged 112 SP:Iteration 17Q (6221.258785 sec): 3 clusters Score: Raw -989016.528351 + Penalty 2913.982779 = -986102.545572 nChanged 91 SP:Iteration 18Q (6221.287739 sec): 3 clusters Score: Raw -989042.495711 + Penalty 2913.982779 = -986128.512932 nChanged 83 SP:Iteration 19Q (6221.315746 sec): 3 clusters Score: Raw -989063.093499 + Penalty 2913.982779 = -986149.110720 nChanged 82 SP:Iteration 20F (6221.340721 sec): 3 clusters Score: Raw -989084.047364 + Penalty 2913.982779 = -986170.064586 nChanged 57 SP:Iteration 21Q (6221.365913 sec): 3 clusters Score: Raw -989099.771835 + Penalty 2913.982779 = -986185.789056 nChanged 62 SP:Iteration 22Q (6221.392054 sec): 3 clusters Score: Raw -989117.903023 + Penalty 2913.982779 = -986203.920245 nChanged 69 SP:Iteration 23Q (6221.421446 sec): 3 clusters Score: Raw -989136.057372 + Penalty 2913.982779 = -986222.074594 nChanged 55 SP:Iteration 24Q (6221.451163 sec): 3 clusters Score: Raw -989149.481134 + Penalty 2913.982779 = -986235.498355 nChanged 47 SP:Iteration 25Q (6221.475684 sec): 3 clusters Score: Raw -989160.878103 + Penalty 2913.982779 = -986246.895324 nChanged 48 SP:Iteration 26Q (6221.510112 sec): 3 clusters Score: Raw -989172.850545 + Penalty 2913.982779 = -986258.867766 nChanged 50 SP:Iteration 27Q (6221.534253 sec): 3 clusters Score: Raw -989187.976401 + Penalty 2913.982779 = -986273.993622 nChanged 41 SP:Iteration 28Q (6221.571183 sec): 3 clusters Score: Raw -989197.956569 + Penalty 2913.982779 = -986283.973790 nChanged 40 SP:Iteration 29Q (6221.595312 sec): 3 clusters Score: Raw -989208.907150 + Penalty 2913.982779 = -986294.924371 nChanged 50 SP:Iteration 30Q (6221.619482 sec): 3 clusters Score: Raw -989223.327289 + Penalty 2913.982779 = -986309.344510 nChanged 54 SP:Iteration 31Q (6221.648723 sec): 3 clusters Score: Raw -989240.439149 + Penalty 2913.982779 = -986326.456370 nChanged 57 SP:Iteration 32Q (6221.674489 sec): 3 clusters Score: Raw -989258.762649 + Penalty 2913.982779 = -986344.779870 nChanged 52 SP:Iteration 33Q (6221.702796 sec): 3 clusters Score: Raw -989273.767235 + Penalty 2913.982779 = -986359.784457 nChanged 68 SP:Iteration 34Q (6221.727050 sec): 3 clusters Score: Raw -989291.136934 + Penalty 2913.982779 = -986377.154156 nChanged 58 SP:Iteration 35Q (6221.751094 sec): 3 clusters Score: Raw -989307.398171 + Penalty 2913.982779 = -986393.415392 nChanged 53 SP:Iteration 36Q (6221.778492 sec): 3 clusters Score: Raw -989319.624274 + Penalty 2913.982779 = -986405.641495 nChanged 49 SP:Iteration 37Q (6221.802371 sec): 3 clusters Score: Raw -989331.781662 + Penalty 2913.982779 = -986417.798883 nChanged 44 SP:Iteration 38Q (6221.826431 sec): 3 clusters Score: Raw -989345.908406 + Penalty 2913.982779 = -986431.925627 nChanged 53 SP:Iteration 39Q (6221.852609 sec): 3 clusters Score: Raw -989360.776901 + Penalty 2913.982779 = -986446.794122 nChanged 53 SP:Iteration 40F (6221.879641 sec): 3 clusters Score: Raw -989376.677617 + Penalty 2913.982779 = -986462.694838 nChanged 61 SP:Iteration 41Q (6221.903708 sec): 3 clusters Score: Raw -989398.148720 + Penalty 2913.982779 = -986484.165942 nChanged 60 SP:Iteration 42Q (6221.927530 sec): 3 clusters Score: Raw -989422.230797 + Penalty 2913.982779 = -986508.248018 nChanged 64 SP:Iteration 43Q (6221.954139 sec): 3 clusters Score: Raw -989449.601608 + Penalty 2913.982779 = -986535.618830 nChanged 85 SP:Iteration 44Q (6221.977835 sec): 3 clusters Score: Raw -989482.220240 + Penalty 2913.982779 = -986568.237461 nChanged 68 SP:Iteration 45Q (6222.035457 sec): 3 clusters Score: Raw -989509.844991 + Penalty 2913.982779 = -986595.862212 nChanged 78 SP:Iteration 46Q (6222.061772 sec): 3 clusters Score: Raw -989539.023743 + Penalty 2913.982779 = -986625.040965 nChanged 67 SP:Iteration 47Q (6222.085544 sec): 3 clusters Score: Raw -989557.356840 + Penalty 2913.982779 = -986643.374061 nChanged 60 SP:Iteration 48Q (6222.109268 sec): 3 clusters Score: Raw -989571.029000 + Penalty 2913.982779 = -986657.046221 nChanged 46 SP:Iteration 49Q (6222.133228 sec): 3 clusters Score: Raw -989584.085863 + Penalty 2913.982779 = -986670.103084 nChanged 48 SP:Iteration 50Q (6222.166868 sec): 3 clusters Score: Raw -989597.880234 + Penalty 2913.982779 = -986683.897456 nChanged 46 SP:Iteration 51Q (6222.207454 sec): 3 clusters Score: Raw -989610.871407 + Penalty 2913.982779 = -986696.888628 nChanged 44 SP:Iteration 52Q (6222.240333 sec): 3 clusters Score: Raw -989622.356191 + Penalty 2913.982779 = -986708.373412 nChanged 42 SP:Iteration 53Q (6222.279731 sec): 3 clusters Score: Raw -989632.935073 + Penalty 2913.982779 = -986718.952295 nChanged 47 SP:Iteration 54Q (6222.310244 sec): 3 clusters Score: Raw -989643.402991 + Penalty 2913.982779 = -986729.420213 nChanged 48 SP:Iteration 55Q (6222.342774 sec): 3 clusters Score: Raw -989655.365743 + Penalty 2913.982779 = -986741.382965 nChanged 45 SP:Iteration 56Q (6222.366262 sec): 3 clusters Score: Raw -989667.241367 + Penalty 2913.982779 = -986753.258589 nChanged 51 SP:Iteration 57Q (6222.394380 sec): 3 clusters Score: Raw -989680.102314 + Penalty 2913.982779 = -986766.119535 nChanged 43 SP:Iteration 58Q (6222.439285 sec): 3 clusters Score: Raw -989692.021580 + Penalty 2913.982779 = -986778.038801 nChanged 42 SP:Iteration 59Q (6222.462733 sec): 3 clusters Score: Raw -989703.233267 + Penalty 2913.982779 = -986789.250489 nChanged 38 SP:Iteration 60F (6222.486827 sec): 3 clusters Score: Raw -989711.859493 + Penalty 2913.982779 = -986797.876715 nChanged 33 SP:Iteration 61Q (6222.535803 sec): 3 clusters Score: Raw -989719.602350 + Penalty 2913.982779 = -986805.619572 nChanged 32 SP:Iteration 62Q (6222.561112 sec): 3 clusters Score: Raw -989726.271258 + Penalty 2913.982779 = -986812.288480 nChanged 31 SP:Iteration 63Q (6222.594561 sec): 3 clusters Score: Raw -989734.032573 + Penalty 2913.982779 = -986820.049794 nChanged 49 SP:Iteration 64Q (6222.650881 sec): 3 clusters Score: Raw -989744.798913 + Penalty 2913.982779 = -986830.816134 nChanged 37 SP:Iteration 65Q (6222.678643 sec): 3 clusters Score: Raw -989753.013850 + Penalty 2913.982779 = -986839.031071 nChanged 35 SP:Iteration 66Q (6222.710829 sec): 3 clusters Score: Raw -989759.366092 + Penalty 2913.982779 = -986845.383313 nChanged 29 SP:Iteration 67Q (6222.738811 sec): 3 clusters Score: Raw -989767.022370 + Penalty 2913.982779 = -986853.039591 nChanged 32 SP:Iteration 68Q (6222.784179 sec): 3 clusters Score: Raw -989778.578382 + Penalty 2913.982779 = -986864.595603 nChanged 42 SP:Iteration 69Q (6222.817227 sec): 3 clusters Score: Raw -989791.822260 + Penalty 2913.982779 = -986877.839482 nChanged 55 SP:Iteration 70Q (6222.850858 sec): 3 clusters Score: Raw -989810.847209 + Penalty 2913.982779 = -986896.864430 nChanged 56 SP:Iteration 71Q (6222.882740 sec): 3 clusters Score: Raw -989829.075797 + Penalty 2913.982779 = -986915.093019 nChanged 61 SP:Iteration 72Q (6222.906133 sec): 3 clusters Score: Raw -989852.824939 + Penalty 2913.982779 = -986938.842160 nChanged 63 SP:Iteration 73Q (6222.939275 sec): 3 clusters Score: Raw -989875.078583 + Penalty 2913.982779 = -986961.095805 nChanged 67 SP:Iteration 74Q (6222.971747 sec): 3 clusters Score: Raw -989900.140346 + Penalty 2913.982779 = -986986.157567 nChanged 61 SP:Iteration 75Q (6222.994967 sec): 3 clusters Score: Raw -989923.741256 + Penalty 2913.982779 = -987009.758477 nChanged 71 SP:Iteration 76Q (6223.022404 sec): 3 clusters Score: Raw -989954.901118 + Penalty 2913.982779 = -987040.918339 nChanged 82 SP:Iteration 77Q (6223.074771 sec): 3 clusters Score: Raw -989990.134215 + Penalty 2913.982779 = -987076.151436 nChanged 76 SP:Iteration 78Q (6223.097945 sec): 3 clusters Score: Raw -990017.539028 + Penalty 2913.982779 = -987103.556249 nChanged 59 SP:Iteration 79Q (6223.125608 sec): 3 clusters Score: Raw -990036.314135 + Penalty 2913.982779 = -987122.331356 nChanged 41 SP:Iteration 80F (6223.155332 sec): 3 clusters Score: Raw -990050.214067 + Penalty 2913.982779 = -987136.231288 nChanged 39 SP:Iteration 81Q (6223.188633 sec): 3 clusters Score: Raw -990061.173130 + Penalty 2913.982779 = -987147.190352 nChanged 50 SP:Iteration 82Q (6223.211984 sec): 3 clusters Score: Raw -990074.354399 + Penalty 2913.982779 = -987160.371621 nChanged 35 SP:Iteration 83Q (6223.235233 sec): 3 clusters Score: Raw -990082.906253 + Penalty 2913.982779 = -987168.923474 nChanged 27 SP:Iteration 84Q (6223.258439 sec): 3 clusters Score: Raw -990089.492450 + Penalty 2913.982779 = -987175.509672 nChanged 29 SP:Iteration 85Q (6223.281657 sec): 3 clusters Score: Raw -990097.365058 + Penalty 2913.982779 = -987183.382280 nChanged 29 SP:Iteration 86Q (6223.304935 sec): 3 clusters Score: Raw -990103.695508 + Penalty 2913.982779 = -987189.712729 nChanged 21 SP:Iteration 87Q (6223.328217 sec): 3 clusters Score: Raw -990108.968142 + Penalty 2913.982779 = -987194.985364 nChanged 24 SP:Iteration 88Q (6223.351505 sec): 3 clusters Score: Raw -990116.125801 + Penalty 2913.982779 = -987202.143023 nChanged 26 SP:Iteration 89Q (6223.407125 sec): 3 clusters Score: Raw -990122.765553 + Penalty 2913.982779 = -987208.782774 nChanged 18 SP:Iteration 90Q (6223.429656 sec): 3 clusters Score: Raw -990126.515329 + Penalty 2913.982779 = -987212.532550 nChanged 16 SP:Iteration 91Q (6223.461498 sec): 3 clusters Score: Raw -990130.243800 + Penalty 2913.982779 = -987216.261021 nChanged 11 SP:Iteration 92Q (6223.484744 sec): 3 clusters Score: Raw -990132.672829 + Penalty 2913.982779 = -987218.690051 nChanged 12 SP:Iteration 93Q (6223.507493 sec): 3 clusters Score: Raw -990134.619412 + Penalty 2913.982779 = -987220.636633 nChanged 17 SP:Iteration 94Q (6223.538341 sec): 3 clusters Score: Raw -990137.631992 + Penalty 2913.982779 = -987223.649214 nChanged 13 SP:Iteration 95Q (6223.595478 sec): 3 clusters Score: Raw -990139.985999 + Penalty 2913.982779 = -987226.003220 nChanged 7 SP:Iteration 96Q (6223.649906 sec): 3 clusters Score: Raw -990140.889365 + Penalty 2913.982779 = -987226.906587 nChanged 1 SP:Iteration 97Q (6223.682373 sec): 3 clusters Score: Raw -990141.242693 + Penalty 2913.982779 = -987227.259914 nChanged 4 SP:Iteration 98Q (6223.705673 sec): 3 clusters Score: Raw -990141.743018 + Penalty 2913.982779 = -987227.760240 nChanged 2 SP:Iteration 99Q (6223.738606 sec): 3 clusters Score: Raw -990141.942592 + Penalty 2913.982779 = -987227.959813 nChanged 1 SP:Iteration 100F (6223.768765 sec): 3 clusters Score: Raw -990141.996207 + Penalty 2913.982779 = -987228.013429 nChanged 1 SP:Iteration 101Q (6223.801815 sec): 3 clusters Score: Raw -990142.047425 + Penalty 2913.982779 = -987228.064646 nChanged 1 SP:Iteration 102Q (6223.824955 sec): 3 clusters Score: Raw -990142.159583 + Penalty 2913.982779 = -987228.176804 nChanged 2 SP:Iteration 103Q (6223.858236 sec): 3 clusters Score: Raw -990142.290136 + Penalty 2913.982779 = -987228.307358 nChanged 1 SP:Iteration 104Q (6223.881809 sec): 3 clusters Score: Raw -990142.346296 + Penalty 2913.982779 = -987228.363518 nChanged 0 SP:Iteration 105F (6223.915284 sec): 3 clusters Score: Raw -990142.346296 + Penalty 2913.982779 = -987228.363518 nChanged 0 Trying to split cluster 23 (6358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6223.942829 sec): 2 clusters Score: Raw -744580.809000 + Penalty 1423.088735 = -743157.720264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6223.969704 sec): 3 clusters Score: Raw -741146.321073 + Penalty 2846.177471 = -738300.143602 nChanged 2724 SP:Iteration 1F (6223.992466 sec): 3 clusters Score: Raw -742888.578943 + Penalty 2846.177471 = -740042.401472 nChanged 554 SP:Iteration 2F (6224.050394 sec): 3 clusters Score: Raw -743336.265136 + Penalty 2846.177471 = -740490.087665 nChanged 508 SP:Iteration 3F (6224.108881 sec): 3 clusters Score: Raw -743820.279274 + Penalty 2846.177471 = -740974.101804 nChanged 457 SP:Iteration 4F (6224.155028 sec): 3 clusters Score: Raw -744254.243814 + Penalty 2846.177471 = -741408.066343 nChanged 385 SP:Iteration 5F (6224.182187 sec): 3 clusters Score: Raw -744630.501544 + Penalty 2846.177471 = -741784.324073 nChanged 331 SP:Iteration 6F (6224.205416 sec): 3 clusters Score: Raw -744959.849046 + Penalty 2846.177471 = -742113.671575 nChanged 299 SP:Iteration 7Q (6224.227742 sec): 3 clusters Score: Raw -745209.252653 + Penalty 2846.177471 = -742363.075182 nChanged 196 SP:Iteration 8Q (6224.250267 sec): 3 clusters Score: Raw -745322.197375 + Penalty 2846.177471 = -742476.019904 nChanged 147 SP:Iteration 9Q (6224.282035 sec): 3 clusters Score: Raw -745402.513693 + Penalty 2846.177471 = -742556.336222 nChanged 120 SP:Iteration 10Q (6224.305473 sec): 3 clusters Score: Raw -745466.711092 + Penalty 2846.177471 = -742620.533621 nChanged 114 SP:Iteration 11Q (6224.328033 sec): 3 clusters Score: Raw -745525.896411 + Penalty 2846.177471 = -742679.718940 nChanged 90 SP:Iteration 12Q (6224.349701 sec): 3 clusters Score: Raw -745565.987488 + Penalty 2846.177471 = -742719.810017 nChanged 73 SP:Iteration 13Q (6224.379523 sec): 3 clusters Score: Raw -745589.183261 + Penalty 2846.177471 = -742743.005790 nChanged 57 SP:Iteration 14Q (6224.412359 sec): 3 clusters Score: Raw -745605.006552 + Penalty 2846.177471 = -742758.829081 nChanged 46 SP:Iteration 15Q (6224.434103 sec): 3 clusters Score: Raw -745618.222665 + Penalty 2846.177471 = -742772.045194 nChanged 37 SP:Iteration 16Q (6224.456262 sec): 3 clusters Score: Raw -745626.527926 + Penalty 2846.177471 = -742780.350455 nChanged 24 SP:Iteration 17Q (6224.477768 sec): 3 clusters Score: Raw -745633.038926 + Penalty 2846.177471 = -742786.861455 nChanged 27 SP:Iteration 18Q (6224.499853 sec): 3 clusters Score: Raw -745638.610031 + Penalty 2846.177471 = -742792.432560 nChanged 22 SP:Iteration 19Q (6224.521189 sec): 3 clusters Score: Raw -745643.923805 + Penalty 2846.177471 = -742797.746334 nChanged 22 SP:Iteration 20F (6224.556140 sec): 3 clusters Score: Raw -745648.061788 + Penalty 2846.177471 = -742801.884317 nChanged 12 SP:Iteration 21Q (6224.578440 sec): 3 clusters Score: Raw -745650.454916 + Penalty 2846.177471 = -742804.277445 nChanged 13 SP:Iteration 22Q (6224.601533 sec): 3 clusters Score: Raw -745653.924845 + Penalty 2846.177471 = -742807.747374 nChanged 17 SP:Iteration 23Q (6224.624453 sec): 3 clusters Score: Raw -745656.506393 + Penalty 2846.177471 = -742810.328922 nChanged 7 SP:Iteration 24Q (6224.674970 sec): 3 clusters Score: Raw -745657.667333 + Penalty 2846.177471 = -742811.489862 nChanged 4 SP:Iteration 25Q (6224.707689 sec): 3 clusters Score: Raw -745658.309300 + Penalty 2846.177471 = -742812.131829 nChanged 2 SP:Iteration 26Q (6224.737304 sec): 3 clusters Score: Raw -745658.625391 + Penalty 2846.177471 = -742812.447920 nChanged 3 SP:Iteration 27Q (6224.758998 sec): 3 clusters Score: Raw -745659.365878 + Penalty 2846.177471 = -742813.188407 nChanged 5 SP:Iteration 28Q (6224.819545 sec): 3 clusters Score: Raw -745660.360775 + Penalty 2846.177471 = -742814.183304 nChanged 6 SP:Iteration 29Q (6224.836591 sec): 3 clusters Score: Raw -745661.058804 + Penalty 2846.177471 = -742814.881333 nChanged 6 SP:Iteration 30Q (6224.859446 sec): 3 clusters Score: Raw -745661.997688 + Penalty 2846.177471 = -742815.820217 nChanged 7 SP:Iteration 31Q (6224.882984 sec): 3 clusters Score: Raw -745662.925938 + Penalty 2846.177471 = -742816.748467 nChanged 8 SP:Iteration 32Q (6224.906343 sec): 3 clusters Score: Raw -745664.169455 + Penalty 2846.177471 = -742817.991984 nChanged 8 SP:Iteration 33Q (6224.928480 sec): 3 clusters Score: Raw -745665.707403 + Penalty 2846.177471 = -742819.529932 nChanged 7 SP:Iteration 34Q (6224.950217 sec): 3 clusters Score: Raw -745666.866037 + Penalty 2846.177471 = -742820.688566 nChanged 7 SP:Iteration 35Q (6224.972028 sec): 3 clusters Score: Raw -745668.104850 + Penalty 2846.177471 = -742821.927379 nChanged 10 SP:Iteration 36Q (6224.993382 sec): 3 clusters Score: Raw -745669.763466 + Penalty 2846.177471 = -742823.585995 nChanged 7 SP:Iteration 37Q (6225.015670 sec): 3 clusters Score: Raw -745671.253580 + Penalty 2846.177471 = -742825.076109 nChanged 5 SP:Iteration 38Q (6225.037452 sec): 3 clusters Score: Raw -745672.322030 + Penalty 2846.177471 = -742826.144559 nChanged 6 SP:Iteration 39Q (6225.068332 sec): 3 clusters Score: Raw -745673.352866 + Penalty 2846.177471 = -742827.175395 nChanged 4 SP:Iteration 40F (6225.091394 sec): 3 clusters Score: Raw -745673.736895 + Penalty 2846.177471 = -742827.559424 nChanged 2 SP:Iteration 41Q (6225.114720 sec): 3 clusters Score: Raw -745673.847657 + Penalty 2846.177471 = -742827.670186 nChanged 1 SP:Iteration 42Q (6225.136401 sec): 3 clusters Score: Raw -745673.894058 + Penalty 2846.177471 = -742827.716587 nChanged 1 SP:Iteration 43Q (6225.158023 sec): 3 clusters Score: Raw -745673.927802 + Penalty 2846.177471 = -742827.750331 nChanged 0 SP:Iteration 44F (6225.188735 sec): 3 clusters Score: Raw -745673.927802 + Penalty 2846.177471 = -742827.750331 nChanged 0 Trying to split cluster 24 (37238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6225.248132 sec): 2 clusters Score: Raw -4777604.777029 + Penalty 1710.326316 = -4775894.450713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6225.324010 sec): 3 clusters Score: Raw -4754236.342850 + Penalty 3420.652633 = -4750815.690217 nChanged 17373 SP:Iteration 1F (6225.393124 sec): 3 clusters Score: Raw -4764444.200093 + Penalty 3420.652633 = -4761023.547460 nChanged 2009 SP:Iteration 2F (6225.471271 sec): 3 clusters Score: Raw -4765314.396281 + Penalty 3420.652633 = -4761893.743648 nChanged 2248 SP:Iteration 3F (6225.537605 sec): 3 clusters Score: Raw -4766516.540096 + Penalty 3420.652633 = -4763095.887463 nChanged 2484 SP:Iteration 4F (6225.614516 sec): 3 clusters Score: Raw -4768014.036235 + Penalty 3420.652633 = -4764593.383602 nChanged 2520 SP:Iteration 5F (6225.681436 sec): 3 clusters Score: Raw -4769588.260348 + Penalty 3420.652633 = -4766167.607716 nChanged 2304 SP:Iteration 6F (6225.768546 sec): 3 clusters Score: Raw -4771081.295085 + Penalty 3420.652633 = -4767660.642452 nChanged 2035 SP:Iteration 7F (6225.834841 sec): 3 clusters Score: Raw -4772452.581761 + Penalty 3420.652633 = -4769031.929128 nChanged 1610 SP:Iteration 8Q (6225.904345 sec): 3 clusters Score: Raw -4773465.853884 + Penalty 3420.652633 = -4770045.201251 nChanged 1265 SP:Iteration 9Q (6225.972226 sec): 3 clusters Score: Raw -4774207.916618 + Penalty 3420.652633 = -4770787.263985 nChanged 977 SP:Iteration 10Q (6226.038304 sec): 3 clusters Score: Raw -4774703.461798 + Penalty 3420.652633 = -4771282.809165 nChanged 766 SP:Iteration 11Q (6226.114088 sec): 3 clusters Score: Raw -4775046.998245 + Penalty 3420.652633 = -4771626.345613 nChanged 581 SP:Iteration 12Q (6226.192417 sec): 3 clusters Score: Raw -4775270.492217 + Penalty 3420.652633 = -4771849.839584 nChanged 501 SP:Iteration 13Q (6226.259393 sec): 3 clusters Score: Raw -4775445.022963 + Penalty 3420.652633 = -4772024.370330 nChanged 443 SP:Iteration 14Q (6226.342338 sec): 3 clusters Score: Raw -4775599.099039 + Penalty 3420.652633 = -4772178.446406 nChanged 447 SP:Iteration 15Q (6226.403789 sec): 3 clusters Score: Raw -4775744.620187 + Penalty 3420.652633 = -4772323.967555 nChanged 419 SP:Iteration 16Q (6226.465207 sec): 3 clusters Score: Raw -4775877.437328 + Penalty 3420.652633 = -4772456.784695 nChanged 383 SP:Iteration 17Q (6226.525639 sec): 3 clusters Score: Raw -4776005.932143 + Penalty 3420.652633 = -4772585.279510 nChanged 398 SP:Iteration 18Q (6226.585963 sec): 3 clusters Score: Raw -4776157.603492 + Penalty 3420.652633 = -4772736.950859 nChanged 379 SP:Iteration 19Q (6226.645912 sec): 3 clusters Score: Raw -4776308.997524 + Penalty 3420.652633 = -4772888.344891 nChanged 377 SP:Iteration 20F (6226.712561 sec): 3 clusters Score: Raw -4776477.188320 + Penalty 3420.652633 = -4773056.535688 nChanged 382 SP:Iteration 21Q (6226.771415 sec): 3 clusters Score: Raw -4776639.985356 + Penalty 3420.652633 = -4773219.332723 nChanged 340 SP:Iteration 22Q (6226.829817 sec): 3 clusters Score: Raw -4776780.835352 + Penalty 3420.652633 = -4773360.182719 nChanged 336 SP:Iteration 23Q (6226.888380 sec): 3 clusters Score: Raw -4776928.704951 + Penalty 3420.652633 = -4773508.052319 nChanged 295 SP:Iteration 24Q (6226.954065 sec): 3 clusters Score: Raw -4777057.937111 + Penalty 3420.652633 = -4773637.284478 nChanged 246 SP:Iteration 25Q (6227.010768 sec): 3 clusters Score: Raw -4777162.923480 + Penalty 3420.652633 = -4773742.270848 nChanged 226 SP:Iteration 26Q (6227.069539 sec): 3 clusters Score: Raw -4777272.203469 + Penalty 3420.652633 = -4773851.550836 nChanged 227 SP:Iteration 27Q (6227.125387 sec): 3 clusters Score: Raw -4777389.223425 + Penalty 3420.652633 = -4773968.570792 nChanged 206 SP:Iteration 28Q (6227.182123 sec): 3 clusters Score: Raw -4777490.835520 + Penalty 3420.652633 = -4774070.182887 nChanged 160 SP:Iteration 29Q (6227.242458 sec): 3 clusters Score: Raw -4777565.857161 + Penalty 3420.652633 = -4774145.204528 nChanged 136 SP:Iteration 30Q (6227.306817 sec): 3 clusters Score: Raw -4777627.536440 + Penalty 3420.652633 = -4774206.883808 nChanged 116 SP:Iteration 31Q (6227.361959 sec): 3 clusters Score: Raw -4777682.295573 + Penalty 3420.652633 = -4774261.642940 nChanged 97 SP:Iteration 32Q (6227.418331 sec): 3 clusters Score: Raw -4777726.907583 + Penalty 3420.652633 = -4774306.254950 nChanged 74 SP:Iteration 33Q (6227.475635 sec): 3 clusters Score: Raw -4777762.710204 + Penalty 3420.652633 = -4774342.057572 nChanged 73 SP:Iteration 34Q (6227.534311 sec): 3 clusters Score: Raw -4777792.283019 + Penalty 3420.652633 = -4774371.630387 nChanged 58 SP:Iteration 35Q (6227.588431 sec): 3 clusters Score: Raw -4777821.990414 + Penalty 3420.652633 = -4774401.337781 nChanged 53 SP:Iteration 36Q (6227.643561 sec): 3 clusters Score: Raw -4777846.739564 + Penalty 3420.652633 = -4774426.086932 nChanged 46 SP:Iteration 37Q (6227.698143 sec): 3 clusters Score: Raw -4777870.527682 + Penalty 3420.652633 = -4774449.875049 nChanged 41 SP:Iteration 38Q (6227.752553 sec): 3 clusters Score: Raw -4777889.359638 + Penalty 3420.652633 = -4774468.707005 nChanged 34 SP:Iteration 39Q (6227.807047 sec): 3 clusters Score: Raw -4777904.852082 + Penalty 3420.652633 = -4774484.199449 nChanged 30 SP:Iteration 40F (6227.873717 sec): 3 clusters Score: Raw -4777921.025818 + Penalty 3420.652633 = -4774500.373185 nChanged 28 SP:Iteration 41Q (6227.943981 sec): 3 clusters Score: Raw -4777934.998591 + Penalty 3420.652633 = -4774514.345958 nChanged 14 SP:Iteration 42Q (6227.998141 sec): 3 clusters Score: Raw -4777942.103377 + Penalty 3420.652633 = -4774521.450745 nChanged 10 SP:Iteration 43Q (6228.061787 sec): 3 clusters Score: Raw -4777946.241189 + Penalty 3420.652633 = -4774525.588556 nChanged 7 SP:Iteration 44Q (6228.118773 sec): 3 clusters Score: Raw -4777950.649811 + Penalty 3420.652633 = -4774529.997178 nChanged 10 SP:Iteration 45Q (6228.173331 sec): 3 clusters Score: Raw -4777956.007131 + Penalty 3420.652633 = -4774535.354498 nChanged 8 SP:Iteration 46Q (6228.227258 sec): 3 clusters Score: Raw -4777960.421354 + Penalty 3420.652633 = -4774539.768721 nChanged 5 SP:Iteration 47Q (6228.289917 sec): 3 clusters Score: Raw -4777962.220738 + Penalty 3420.652633 = -4774541.568105 nChanged 4 SP:Iteration 48Q (6228.347492 sec): 3 clusters Score: Raw -4777963.578966 + Penalty 3420.652633 = -4774542.926333 nChanged 2 SP:Iteration 49Q (6228.407382 sec): 3 clusters Score: Raw -4777964.055609 + Penalty 3420.652633 = -4774543.402976 nChanged 0 SP:Iteration 50F (6228.473535 sec): 3 clusters Score: Raw -4777964.055609 + Penalty 3420.652633 = -4774543.402976 nChanged 0 Trying to split cluster 25 (47686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6228.535666 sec): 2 clusters Score: Raw -6059955.491388 + Penalty 1750.513884 = -6058204.977504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6228.630823 sec): 3 clusters Score: Raw -6029746.189817 + Penalty 3501.027768 = -6026245.162049 nChanged 22403 SP:Iteration 1F (6228.712704 sec): 3 clusters Score: Raw -6042665.446643 + Penalty 3501.027768 = -6039164.418874 nChanged 1919 SP:Iteration 2Q (6228.798503 sec): 3 clusters Score: Raw -6043245.159753 + Penalty 3501.027768 = -6039744.131985 nChanged 1905 SP:Iteration 3Q (6228.884361 sec): 3 clusters Score: Raw -6043864.198181 + Penalty 3501.027768 = -6040363.170413 nChanged 1982 SP:Iteration 4Q (6228.971246 sec): 3 clusters Score: Raw -6044635.325212 + Penalty 3501.027768 = -6041134.297444 nChanged 2261 SP:Iteration 5Q (6229.059239 sec): 3 clusters Score: Raw -6045761.690672 + Penalty 3501.027768 = -6042260.662904 nChanged 2879 SP:Iteration 6F (6229.140539 sec): 3 clusters Score: Raw -6047609.763430 + Penalty 3501.027768 = -6044108.735662 nChanged 3604 SP:Iteration 7F (6229.225112 sec): 3 clusters Score: Raw -6050489.450794 + Penalty 3501.027768 = -6046988.423026 nChanged 3952 SP:Iteration 8F (6229.305773 sec): 3 clusters Score: Raw -6054140.951383 + Penalty 3501.027768 = -6050639.923615 nChanged 3175 SP:Iteration 9F (6229.389363 sec): 3 clusters Score: Raw -6057182.079593 + Penalty 3501.027768 = -6053681.051825 nChanged 1885 SP:Iteration 10Q (6229.469115 sec): 3 clusters Score: Raw -6058970.546338 + Penalty 3501.027768 = -6055469.518570 nChanged 803 SP:Iteration 11Q (6229.541594 sec): 3 clusters Score: Raw -6059704.724127 + Penalty 3501.027768 = -6056203.696358 nChanged 305 SP:Iteration 12Q (6229.611021 sec): 3 clusters Score: Raw -6059976.065389 + Penalty 3501.027768 = -6056475.037621 nChanged 131 SP:Iteration 13Q (6229.686370 sec): 3 clusters Score: Raw -6060087.046117 + Penalty 3501.027768 = -6056586.018349 nChanged 50 SP:Iteration 14Q (6229.753688 sec): 3 clusters Score: Raw -6060131.137852 + Penalty 3501.027768 = -6056630.110084 nChanged 32 SP:Iteration 15Q (6229.823968 sec): 3 clusters Score: Raw -6060169.151243 + Penalty 3501.027768 = -6056668.123475 nChanged 18 SP:Iteration 16Q (6229.895664 sec): 3 clusters Score: Raw -6060189.493228 + Penalty 3501.027768 = -6056688.465460 nChanged 6 SP:Iteration 17Q (6229.961733 sec): 3 clusters Score: Raw -6060194.223830 + Penalty 3501.027768 = -6056693.196062 nChanged 5 SP:Iteration 18Q (6230.028634 sec): 3 clusters Score: Raw -6060198.074780 + Penalty 3501.027768 = -6056697.047012 nChanged 4 SP:Iteration 19Q (6230.099090 sec): 3 clusters Score: Raw -6060201.716341 + Penalty 3501.027768 = -6056700.688572 nChanged 2 SP:Iteration 20F (6230.181868 sec): 3 clusters Score: Raw -6060203.980523 + Penalty 3501.027768 = -6056702.952755 nChanged 0 Trying to split cluster 26 (834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6230.188751 sec): 2 clusters Score: Raw -88242.279341 + Penalty 1093.012928 = -87149.266413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6230.197942 sec): 3 clusters Score: Raw -88082.771858 + Penalty 2186.025856 = -85896.746003 nChanged 237 SP:Iteration 1F (6230.202501 sec): 3 clusters Score: Raw -88555.284577 + Penalty 2186.025856 = -86369.258721 nChanged 81 SP:Iteration 2F (6230.207056 sec): 3 clusters Score: Raw -88767.798280 + Penalty 2186.025856 = -86581.772424 nChanged 65 SP:Iteration 3F (6230.217158 sec): 3 clusters Score: Raw -88908.301281 + Penalty 2186.025856 = -86722.275425 nChanged 44 SP:Iteration 4F (6230.221712 sec): 3 clusters Score: Raw -88984.322503 + Penalty 2186.025856 = -86798.296647 nChanged 17 SP:Iteration 5Q (6230.226125 sec): 3 clusters Score: Raw -89002.417435 + Penalty 2186.025856 = -86816.391579 nChanged 6 SP:Iteration 6Q (6230.230650 sec): 3 clusters Score: Raw -89009.924435 + Penalty 2186.025856 = -86823.898579 nChanged 3 SP:Iteration 7Q (6230.239584 sec): 3 clusters Score: Raw -89017.888505 + Penalty 2186.025856 = -86831.862649 nChanged 5 SP:Iteration 8Q (6230.243997 sec): 3 clusters Score: Raw -89029.345506 + Penalty 2186.025856 = -86843.319650 nChanged 6 SP:Iteration 9Q (6230.250450 sec): 3 clusters Score: Raw -89041.809674 + Penalty 2186.025856 = -86855.783818 nChanged 6 SP:Iteration 10Q (6230.254793 sec): 3 clusters Score: Raw -89060.628153 + Penalty 2186.025856 = -86874.602297 nChanged 4 SP:Iteration 11Q (6230.265844 sec): 3 clusters Score: Raw -89071.322618 + Penalty 2186.025856 = -86885.296762 nChanged 4 SP:Iteration 12Q (6230.270228 sec): 3 clusters Score: Raw -89084.719912 + Penalty 2186.025856 = -86898.694056 nChanged 5 SP:Iteration 13Q (6230.277657 sec): 3 clusters Score: Raw -89095.719521 + Penalty 2186.025856 = -86909.693665 nChanged 6 SP:Iteration 14Q (6230.282011 sec): 3 clusters Score: Raw -89100.609548 + Penalty 2186.025856 = -86914.583692 nChanged 2 SP:Iteration 15Q (6230.286349 sec): 3 clusters Score: Raw -89102.055771 + Penalty 2186.025856 = -86916.029915 nChanged 0 SP:Iteration 16F (6230.290866 sec): 3 clusters Score: Raw -89102.055771 + Penalty 2186.025856 = -86916.029915 nChanged 0 Trying to split cluster 27 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6230.306585 sec): 2 clusters Score: Raw -61980.615588 + Penalty 1022.680633 = -60957.934955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6230.310045 sec): 3 clusters Score: Raw -61951.742692 + Penalty 2045.361266 = -59906.381426 nChanged 140 SP:Iteration 1F (6230.318395 sec): 3 clusters Score: Raw -62196.668919 + Penalty 2045.361266 = -60151.307654 nChanged 42 SP:Iteration 2F (6230.321614 sec): 3 clusters Score: Raw -62282.495399 + Penalty 2045.361266 = -60237.134133 nChanged 28 SP:Iteration 3F (6230.324788 sec): 3 clusters Score: Raw -62354.129905 + Penalty 2045.361266 = -60308.768640 nChanged 22 SP:Iteration 4Q (6230.327878 sec): 3 clusters Score: Raw -62448.060371 + Penalty 2045.361266 = -60402.699105 nChanged 17 SP:Iteration 5Q (6230.330941 sec): 3 clusters Score: Raw -62492.797956 + Penalty 2045.361266 = -60447.436690 nChanged 12 SP:Iteration 6Q (6230.333992 sec): 3 clusters Score: Raw -62529.341897 + Penalty 2045.361266 = -60483.980632 nChanged 8 SP:Iteration 7Q (6230.347412 sec): 3 clusters Score: Raw -62560.342022 + Penalty 2045.361266 = -60514.980756 nChanged 10 SP:Iteration 8Q (6230.350455 sec): 3 clusters Score: Raw -62644.687277 + Penalty 2045.361266 = -60599.326011 nChanged 16 SP:Iteration 9Q (6230.353498 sec): 3 clusters Score: Raw -62751.487993 + Penalty 2045.361266 = -60706.126727 nChanged 18 SP:Iteration 10Q (6230.356504 sec): 3 clusters Score: Raw -62809.977767 + Penalty 2045.361266 = -60764.616502 nChanged 7 SP:Iteration 11Q (6230.359525 sec): 3 clusters Score: Raw -62829.685689 + Penalty 2045.361266 = -60784.324424 nChanged 6 SP:Iteration 12Q (6230.362559 sec): 3 clusters Score: Raw -62840.824475 + Penalty 2045.361266 = -60795.463210 nChanged 4 SP:Iteration 13Q (6230.365577 sec): 3 clusters Score: Raw -62847.777046 + Penalty 2045.361266 = -60802.415780 nChanged 4 SP:Iteration 14Q (6230.368589 sec): 3 clusters Score: Raw -62854.813028 + Penalty 2045.361266 = -60809.451762 nChanged 3 SP:Iteration 15Q (6230.371584 sec): 3 clusters Score: Raw -62857.890593 + Penalty 2045.361266 = -60812.529327 nChanged 2 SP:Iteration 16Q (6230.374592 sec): 3 clusters Score: Raw -62862.883261 + Penalty 2045.361266 = -60817.521996 nChanged 2 SP:Iteration 17Q (6230.377572 sec): 3 clusters Score: Raw -62865.038855 + Penalty 2045.361266 = -60819.677590 nChanged 1 SP:Iteration 18Q (6230.380568 sec): 3 clusters Score: Raw -62867.371285 + Penalty 2045.361266 = -60822.010019 nChanged 1 SP:Iteration 19Q (6230.383540 sec): 3 clusters Score: Raw -62872.471477 + Penalty 2045.361266 = -60827.110211 nChanged 1 SP:Iteration 20F (6230.386708 sec): 3 clusters Score: Raw -62875.272952 + Penalty 2045.361266 = -60829.911686 nChanged 0 Trying to split cluster 28 (7219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6230.408816 sec): 2 clusters Score: Raw -909266.494157 + Penalty 1443.726654 = -907822.767503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6230.431830 sec): 3 clusters Score: Raw -905367.351912 + Penalty 2887.453308 = -902479.898604 nChanged 2974 SP:Iteration 1F (6230.457940 sec): 3 clusters Score: Raw -907104.566641 + Penalty 2887.453308 = -904217.113332 nChanged 560 SP:Iteration 2F (6230.482127 sec): 3 clusters Score: Raw -907466.253152 + Penalty 2887.453308 = -904578.799844 nChanged 472 SP:Iteration 3F (6230.506273 sec): 3 clusters Score: Raw -907791.605516 + Penalty 2887.453308 = -904904.152207 nChanged 479 SP:Iteration 4F (6230.530404 sec): 3 clusters Score: Raw -908127.259094 + Penalty 2887.453308 = -905239.805785 nChanged 408 SP:Iteration 5F (6230.558301 sec): 3 clusters Score: Raw -908427.113892 + Penalty 2887.453308 = -905539.660584 nChanged 366 SP:Iteration 6F (6230.582422 sec): 3 clusters Score: Raw -908742.123026 + Penalty 2887.453308 = -905854.669718 nChanged 288 SP:Iteration 7Q (6230.606318 sec): 3 clusters Score: Raw -909002.678177 + Penalty 2887.453308 = -906115.224868 nChanged 222 SP:Iteration 8Q (6230.630387 sec): 3 clusters Score: Raw -909183.706376 + Penalty 2887.453308 = -906296.253068 nChanged 135 SP:Iteration 9Q (6230.653765 sec): 3 clusters Score: Raw -909287.436373 + Penalty 2887.453308 = -906399.983065 nChanged 101 SP:Iteration 10Q (6230.680510 sec): 3 clusters Score: Raw -909365.382088 + Penalty 2887.453308 = -906477.928780 nChanged 77 SP:Iteration 11Q (6230.709736 sec): 3 clusters Score: Raw -909424.415324 + Penalty 2887.453308 = -906536.962016 nChanged 62 SP:Iteration 12Q (6230.732487 sec): 3 clusters Score: Raw -909467.406845 + Penalty 2887.453308 = -906579.953537 nChanged 48 SP:Iteration 13Q (6230.755196 sec): 3 clusters Score: Raw -909501.671872 + Penalty 2887.453308 = -906614.218564 nChanged 41 SP:Iteration 14Q (6230.777899 sec): 3 clusters Score: Raw -909527.763612 + Penalty 2887.453308 = -906640.310304 nChanged 20 SP:Iteration 15Q (6230.805841 sec): 3 clusters Score: Raw -909538.919853 + Penalty 2887.453308 = -906651.466544 nChanged 13 SP:Iteration 16Q (6230.828241 sec): 3 clusters Score: Raw -909545.537236 + Penalty 2887.453308 = -906658.083927 nChanged 14 SP:Iteration 17Q (6230.850442 sec): 3 clusters Score: Raw -909554.485255 + Penalty 2887.453308 = -906667.031947 nChanged 20 SP:Iteration 18Q (6230.872635 sec): 3 clusters Score: Raw -909568.332072 + Penalty 2887.453308 = -906680.878763 nChanged 17 SP:Iteration 19Q (6230.922107 sec): 3 clusters Score: Raw -909580.761943 + Penalty 2887.453308 = -906693.308635 nChanged 18 SP:Iteration 20F (6230.967166 sec): 3 clusters Score: Raw -909591.434364 + Penalty 2887.453308 = -906703.981056 nChanged 12 SP:Iteration 21Q (6231.028068 sec): 3 clusters Score: Raw -909597.689455 + Penalty 2887.453308 = -906710.236146 nChanged 10 SP:Iteration 22Q (6231.060231 sec): 3 clusters Score: Raw -909603.511418 + Penalty 2887.453308 = -906716.058109 nChanged 8 SP:Iteration 23Q (6231.109801 sec): 3 clusters Score: Raw -909606.860692 + Penalty 2887.453308 = -906719.407383 nChanged 4 SP:Iteration 24Q (6231.132560 sec): 3 clusters Score: Raw -909608.853496 + Penalty 2887.453308 = -906721.400188 nChanged 1 SP:Iteration 25Q (6231.154366 sec): 3 clusters Score: Raw -909609.091265 + Penalty 2887.453308 = -906721.637957 nChanged 1 SP:Iteration 26Q (6231.181255 sec): 3 clusters Score: Raw -909609.168714 + Penalty 2887.453308 = -906721.715406 nChanged 0 SP:Iteration 27F (6231.218144 sec): 3 clusters Score: Raw -909609.168714 + Penalty 2887.453308 = -906721.715406 nChanged 0 Trying to split cluster 29 (12180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6231.245232 sec): 2 clusters Score: Raw -1570259.926639 + Penalty 1528.726963 = -1568731.199677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6231.280196 sec): 3 clusters Score: Raw -1563223.753178 + Penalty 3057.453926 = -1560166.299252 nChanged 5349 SP:Iteration 1F (6231.310408 sec): 3 clusters Score: Raw -1566050.018380 + Penalty 3057.453926 = -1562992.564455 nChanged 704 SP:Iteration 2F (6231.346237 sec): 3 clusters Score: Raw -1566350.844591 + Penalty 3057.453926 = -1563293.390665 nChanged 577 SP:Iteration 3Q (6231.381074 sec): 3 clusters Score: Raw -1566614.199784 + Penalty 3057.453926 = -1563556.745858 nChanged 560 SP:Iteration 4Q (6231.412396 sec): 3 clusters Score: Raw -1566876.964719 + Penalty 3057.453926 = -1563819.510793 nChanged 488 SP:Iteration 5Q (6231.447010 sec): 3 clusters Score: Raw -1567091.793435 + Penalty 3057.453926 = -1564034.339509 nChanged 477 SP:Iteration 6Q (6231.479342 sec): 3 clusters Score: Raw -1567302.030097 + Penalty 3057.453926 = -1564244.576171 nChanged 495 SP:Iteration 7Q (6231.515008 sec): 3 clusters Score: Raw -1567519.752465 + Penalty 3057.453926 = -1564462.298539 nChanged 518 SP:Iteration 8Q (6231.570003 sec): 3 clusters Score: Raw -1567772.148954 + Penalty 3057.453926 = -1564714.695029 nChanged 526 SP:Iteration 9Q (6231.604026 sec): 3 clusters Score: Raw -1568047.426392 + Penalty 3057.453926 = -1564989.972466 nChanged 557 SP:Iteration 10Q (6231.634586 sec): 3 clusters Score: Raw -1568377.522542 + Penalty 3057.453926 = -1565320.068616 nChanged 619 SP:Iteration 11F (6231.668657 sec): 3 clusters Score: Raw -1568812.324869 + Penalty 3057.453926 = -1565754.870943 nChanged 645 SP:Iteration 12F (6231.724187 sec): 3 clusters Score: Raw -1569333.044932 + Penalty 3057.453926 = -1566275.591006 nChanged 580 SP:Iteration 13Q (6231.754470 sec): 3 clusters Score: Raw -1569799.097562 + Penalty 3057.453926 = -1566741.643636 nChanged 426 SP:Iteration 14Q (6231.786140 sec): 3 clusters Score: Raw -1570130.570849 + Penalty 3057.453926 = -1567073.116923 nChanged 320 SP:Iteration 15Q (6231.843334 sec): 3 clusters Score: Raw -1570351.691071 + Penalty 3057.453926 = -1567294.237146 nChanged 205 SP:Iteration 16Q (6231.882856 sec): 3 clusters Score: Raw -1570470.743880 + Penalty 3057.453926 = -1567413.289954 nChanged 127 SP:Iteration 17Q (6231.912228 sec): 3 clusters Score: Raw -1570536.305415 + Penalty 3057.453926 = -1567478.851489 nChanged 100 SP:Iteration 18Q (6231.941913 sec): 3 clusters Score: Raw -1570583.489855 + Penalty 3057.453926 = -1567526.035929 nChanged 66 SP:Iteration 19Q (6231.970866 sec): 3 clusters Score: Raw -1570612.619214 + Penalty 3057.453926 = -1567555.165288 nChanged 55 SP:Iteration 20F (6232.006543 sec): 3 clusters Score: Raw -1570634.216727 + Penalty 3057.453926 = -1567576.762801 nChanged 43 SP:Iteration 21Q (6232.035430 sec): 3 clusters Score: Raw -1570649.900847 + Penalty 3057.453926 = -1567592.446921 nChanged 33 SP:Iteration 22Q (6232.065857 sec): 3 clusters Score: Raw -1570661.806208 + Penalty 3057.453926 = -1567604.352282 nChanged 26 SP:Iteration 23Q (6232.094682 sec): 3 clusters Score: Raw -1570671.540978 + Penalty 3057.453926 = -1567614.087052 nChanged 20 SP:Iteration 24Q (6232.123176 sec): 3 clusters Score: Raw -1570678.367389 + Penalty 3057.453926 = -1567620.913463 nChanged 24 SP:Iteration 25Q (6232.155457 sec): 3 clusters Score: Raw -1570685.581305 + Penalty 3057.453926 = -1567628.127379 nChanged 15 SP:Iteration 26Q (6232.184025 sec): 3 clusters Score: Raw -1570691.155719 + Penalty 3057.453926 = -1567633.701793 nChanged 11 SP:Iteration 27Q (6232.213278 sec): 3 clusters Score: Raw -1570695.718282 + Penalty 3057.453926 = -1567638.264356 nChanged 8 SP:Iteration 28Q (6232.241762 sec): 3 clusters Score: Raw -1570697.922210 + Penalty 3057.453926 = -1567640.468284 nChanged 6 SP:Iteration 29Q (6232.270456 sec): 3 clusters Score: Raw -1570699.792044 + Penalty 3057.453926 = -1567642.338118 nChanged 2 SP:Iteration 30Q (6232.303831 sec): 3 clusters Score: Raw -1570700.085553 + Penalty 3057.453926 = -1567642.631627 nChanged 4 SP:Iteration 31Q (6232.332314 sec): 3 clusters Score: Raw -1570700.971819 + Penalty 3057.453926 = -1567643.517893 nChanged 5 SP:Iteration 32Q (6232.360648 sec): 3 clusters Score: Raw -1570702.820266 + Penalty 3057.453926 = -1567645.366340 nChanged 6 SP:Iteration 33Q (6232.392219 sec): 3 clusters Score: Raw -1570704.786400 + Penalty 3057.453926 = -1567647.332474 nChanged 6 SP:Iteration 34Q (6232.420802 sec): 3 clusters Score: Raw -1570705.897075 + Penalty 3057.453926 = -1567648.443149 nChanged 1 SP:Iteration 35Q (6232.449185 sec): 3 clusters Score: Raw -1570706.134737 + Penalty 3057.453926 = -1567648.680811 nChanged 1 SP:Iteration 36Q (6232.477539 sec): 3 clusters Score: Raw -1570706.538969 + Penalty 3057.453926 = -1567649.085043 nChanged 3 SP:Iteration 37Q (6232.505915 sec): 3 clusters Score: Raw -1570707.581252 + Penalty 3057.453926 = -1567650.127327 nChanged 2 SP:Iteration 38Q (6232.534323 sec): 3 clusters Score: Raw -1570708.118590 + Penalty 3057.453926 = -1567650.664665 nChanged 2 SP:Iteration 39Q (6232.562482 sec): 3 clusters Score: Raw -1570708.687488 + Penalty 3057.453926 = -1567651.233562 nChanged 1 SP:Iteration 40F (6232.593067 sec): 3 clusters Score: Raw -1570708.878990 + Penalty 3057.453926 = -1567651.425064 nChanged 1 SP:Iteration 41Q (6232.621644 sec): 3 clusters Score: Raw -1570709.407901 + Penalty 3057.453926 = -1567651.953975 nChanged 0 SP:Iteration 42F (6232.651999 sec): 3 clusters Score: Raw -1570709.407901 + Penalty 3057.453926 = -1567651.953975 nChanged 0 Trying to split cluster 30 (5543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6232.670910 sec): 2 clusters Score: Raw -695567.554167 + Penalty 1400.797312 = -694166.756856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6232.696500 sec): 3 clusters Score: Raw -692667.533827 + Penalty 2801.594624 = -689865.939203 nChanged 2217 SP:Iteration 1F (6232.717384 sec): 3 clusters Score: Raw -693906.129752 + Penalty 2801.594624 = -691104.535128 nChanged 405 SP:Iteration 2F (6232.737774 sec): 3 clusters Score: Raw -694111.839115 + Penalty 2801.594624 = -691310.244491 nChanged 303 SP:Iteration 3F (6232.759197 sec): 3 clusters Score: Raw -694274.045641 + Penalty 2801.594624 = -691472.451018 nChanged 263 SP:Iteration 4Q (6232.794950 sec): 3 clusters Score: Raw -694424.157009 + Penalty 2801.594624 = -691622.562386 nChanged 252 SP:Iteration 5Q (6232.816361 sec): 3 clusters Score: Raw -694580.409892 + Penalty 2801.594624 = -691778.815268 nChanged 240 SP:Iteration 6Q (6232.837631 sec): 3 clusters Score: Raw -694722.116792 + Penalty 2801.594624 = -691920.522169 nChanged 229 SP:Iteration 7Q (6232.859308 sec): 3 clusters Score: Raw -694856.123463 + Penalty 2801.594624 = -692054.528839 nChanged 211 SP:Iteration 8Q (6232.880860 sec): 3 clusters Score: Raw -695013.046038 + Penalty 2801.594624 = -692211.451414 nChanged 212 SP:Iteration 9Q (6232.902022 sec): 3 clusters Score: Raw -695176.849673 + Penalty 2801.594624 = -692375.255050 nChanged 192 SP:Iteration 10Q (6232.923309 sec): 3 clusters Score: Raw -695331.201038 + Penalty 2801.594624 = -692529.606414 nChanged 190 SP:Iteration 11Q (6232.944721 sec): 3 clusters Score: Raw -695490.478546 + Penalty 2801.594624 = -692688.883922 nChanged 174 SP:Iteration 12Q (6232.966109 sec): 3 clusters Score: Raw -695650.517954 + Penalty 2801.594624 = -692848.923330 nChanged 152 SP:Iteration 13Q (6232.987248 sec): 3 clusters Score: Raw -695794.863577 + Penalty 2801.594624 = -692993.268953 nChanged 142 SP:Iteration 14Q (6233.008106 sec): 3 clusters Score: Raw -695917.851398 + Penalty 2801.594624 = -693116.256774 nChanged 114 SP:Iteration 15Q (6233.032113 sec): 3 clusters Score: Raw -695995.486385 + Penalty 2801.594624 = -693193.891762 nChanged 98 SP:Iteration 16Q (6233.052721 sec): 3 clusters Score: Raw -696049.599084 + Penalty 2801.594624 = -693248.004461 nChanged 65 SP:Iteration 17Q (6233.072795 sec): 3 clusters Score: Raw -696077.935584 + Penalty 2801.594624 = -693276.340960 nChanged 45 SP:Iteration 18Q (6233.093051 sec): 3 clusters Score: Raw -696097.160783 + Penalty 2801.594624 = -693295.566160 nChanged 43 SP:Iteration 19Q (6233.113700 sec): 3 clusters Score: Raw -696113.377933 + Penalty 2801.594624 = -693311.783309 nChanged 37 SP:Iteration 20F (6233.135275 sec): 3 clusters Score: Raw -696125.052406 + Penalty 2801.594624 = -693323.457782 nChanged 25 SP:Iteration 21Q (6233.158940 sec): 3 clusters Score: Raw -696132.730659 + Penalty 2801.594624 = -693331.136035 nChanged 20 SP:Iteration 22Q (6233.184097 sec): 3 clusters Score: Raw -696138.985225 + Penalty 2801.594624 = -693337.390602 nChanged 16 SP:Iteration 23Q (6233.204312 sec): 3 clusters Score: Raw -696143.030232 + Penalty 2801.594624 = -693341.435609 nChanged 17 SP:Iteration 24Q (6233.224481 sec): 3 clusters Score: Raw -696146.998182 + Penalty 2801.594624 = -693345.403558 nChanged 15 SP:Iteration 25Q (6233.244538 sec): 3 clusters Score: Raw -696151.873148 + Penalty 2801.594624 = -693350.278525 nChanged 13 SP:Iteration 26Q (6233.264432 sec): 3 clusters Score: Raw -696155.085560 + Penalty 2801.594624 = -693353.490936 nChanged 11 SP:Iteration 27Q (6233.284929 sec): 3 clusters Score: Raw -696157.521935 + Penalty 2801.594624 = -693355.927311 nChanged 12 SP:Iteration 28Q (6233.305415 sec): 3 clusters Score: Raw -696159.765652 + Penalty 2801.594624 = -693358.171028 nChanged 13 SP:Iteration 29Q (6233.330639 sec): 3 clusters Score: Raw -696162.881422 + Penalty 2801.594624 = -693361.286798 nChanged 15 SP:Iteration 30Q (6233.354330 sec): 3 clusters Score: Raw -696166.861078 + Penalty 2801.594624 = -693365.266454 nChanged 14 SP:Iteration 31Q (6233.374814 sec): 3 clusters Score: Raw -696170.093242 + Penalty 2801.594624 = -693368.498619 nChanged 8 SP:Iteration 32Q (6233.395186 sec): 3 clusters Score: Raw -696171.800356 + Penalty 2801.594624 = -693370.205732 nChanged 12 SP:Iteration 33Q (6233.415044 sec): 3 clusters Score: Raw -696174.598669 + Penalty 2801.594624 = -693373.004046 nChanged 5 SP:Iteration 34Q (6233.435250 sec): 3 clusters Score: Raw -696175.688909 + Penalty 2801.594624 = -693374.094286 nChanged 3 SP:Iteration 35Q (6233.455551 sec): 3 clusters Score: Raw -696176.016338 + Penalty 2801.594624 = -693374.421714 nChanged 1 SP:Iteration 36Q (6233.476186 sec): 3 clusters Score: Raw -696176.242301 + Penalty 2801.594624 = -693374.647678 nChanged 0 SP:Iteration 37F (6233.496866 sec): 3 clusters Score: Raw -696176.242301 + Penalty 2801.594624 = -693374.647678 nChanged 0 Trying to split cluster 31 (11440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6233.524339 sec): 2 clusters Score: Raw -1471251.136141 + Penalty 1518.541581 = -1469732.594560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6233.554815 sec): 3 clusters Score: Raw -1464668.189273 + Penalty 3037.083161 = -1461631.106112 nChanged 4947 SP:Iteration 1F (6233.584150 sec): 3 clusters Score: Raw -1467473.664278 + Penalty 3037.083161 = -1464436.581117 nChanged 804 SP:Iteration 2F (6233.614740 sec): 3 clusters Score: Raw -1467947.938281 + Penalty 3037.083161 = -1464910.855120 nChanged 795 SP:Iteration 3F (6233.644146 sec): 3 clusters Score: Raw -1468499.101765 + Penalty 3037.083161 = -1465462.018604 nChanged 862 SP:Iteration 4F (6233.677729 sec): 3 clusters Score: Raw -1469122.755629 + Penalty 3037.083161 = -1466085.672468 nChanged 809 SP:Iteration 5F (6233.707017 sec): 3 clusters Score: Raw -1469715.010681 + Penalty 3037.083161 = -1466677.927520 nChanged 685 SP:Iteration 6F (6233.736494 sec): 3 clusters Score: Raw -1470208.229315 + Penalty 3037.083161 = -1467171.146154 nChanged 520 SP:Iteration 7Q (6233.766151 sec): 3 clusters Score: Raw -1470499.547732 + Penalty 3037.083161 = -1467462.464571 nChanged 383 SP:Iteration 8Q (6233.804461 sec): 3 clusters Score: Raw -1470708.411156 + Penalty 3037.083161 = -1467671.327995 nChanged 272 SP:Iteration 9Q (6233.837689 sec): 3 clusters Score: Raw -1470824.254582 + Penalty 3037.083161 = -1467787.171421 nChanged 188 SP:Iteration 10Q (6233.867277 sec): 3 clusters Score: Raw -1470902.548440 + Penalty 3037.083161 = -1467865.465279 nChanged 146 SP:Iteration 11Q (6233.899743 sec): 3 clusters Score: Raw -1470950.893394 + Penalty 3037.083161 = -1467913.810233 nChanged 114 SP:Iteration 12Q (6233.931612 sec): 3 clusters Score: Raw -1470988.952032 + Penalty 3037.083161 = -1467951.868871 nChanged 98 SP:Iteration 13Q (6233.963839 sec): 3 clusters Score: Raw -1471021.753128 + Penalty 3037.083161 = -1467984.669967 nChanged 83 SP:Iteration 14Q (6233.998872 sec): 3 clusters Score: Raw -1471045.291265 + Penalty 3037.083161 = -1468008.208104 nChanged 61 SP:Iteration 15Q (6234.031801 sec): 3 clusters Score: Raw -1471062.668524 + Penalty 3037.083161 = -1468025.585363 nChanged 47 SP:Iteration 16Q (6234.062417 sec): 3 clusters Score: Raw -1471075.246664 + Penalty 3037.083161 = -1468038.163503 nChanged 41 SP:Iteration 17Q (6234.091620 sec): 3 clusters Score: Raw -1471084.996830 + Penalty 3037.083161 = -1468047.913669 nChanged 26 SP:Iteration 18Q (6234.127020 sec): 3 clusters Score: Raw -1471090.452710 + Penalty 3037.083161 = -1468053.369549 nChanged 17 SP:Iteration 19Q (6234.156499 sec): 3 clusters Score: Raw -1471093.982652 + Penalty 3037.083161 = -1468056.899491 nChanged 20 SP:Iteration 20F (6234.185811 sec): 3 clusters Score: Raw -1471098.029387 + Penalty 3037.083161 = -1468060.946226 nChanged 13 SP:Iteration 21Q (6234.217310 sec): 3 clusters Score: Raw -1471100.487937 + Penalty 3037.083161 = -1468063.404776 nChanged 8 SP:Iteration 22Q (6234.248211 sec): 3 clusters Score: Raw -1471102.306300 + Penalty 3037.083161 = -1468065.223139 nChanged 11 SP:Iteration 23Q (6234.277280 sec): 3 clusters Score: Raw -1471104.634682 + Penalty 3037.083161 = -1468067.551520 nChanged 12 SP:Iteration 24Q (6234.310242 sec): 3 clusters Score: Raw -1471107.191092 + Penalty 3037.083161 = -1468070.107931 nChanged 11 SP:Iteration 25Q (6234.339364 sec): 3 clusters Score: Raw -1471108.947822 + Penalty 3037.083161 = -1468071.864661 nChanged 10 SP:Iteration 26Q (6234.378312 sec): 3 clusters Score: Raw -1471110.536297 + Penalty 3037.083161 = -1468073.453136 nChanged 9 SP:Iteration 27Q (6234.407557 sec): 3 clusters Score: Raw -1471111.959033 + Penalty 3037.083161 = -1468074.875872 nChanged 11 SP:Iteration 28Q (6234.436819 sec): 3 clusters Score: Raw -1471113.391074 + Penalty 3037.083161 = -1468076.307913 nChanged 4 SP:Iteration 29Q (6234.465839 sec): 3 clusters Score: Raw -1471113.877458 + Penalty 3037.083161 = -1468076.794297 nChanged 3 SP:Iteration 30Q (6234.495090 sec): 3 clusters Score: Raw -1471114.309760 + Penalty 3037.083161 = -1468077.226599 nChanged 2 SP:Iteration 31Q (6234.524219 sec): 3 clusters Score: Raw -1471114.603771 + Penalty 3037.083161 = -1468077.520610 nChanged 4 SP:Iteration 32Q (6234.553146 sec): 3 clusters Score: Raw -1471115.300880 + Penalty 3037.083161 = -1468078.217719 nChanged 3 SP:Iteration 33Q (6234.582169 sec): 3 clusters Score: Raw -1471115.703008 + Penalty 3037.083161 = -1468078.619847 nChanged 3 SP:Iteration 34Q (6234.611297 sec): 3 clusters Score: Raw -1471116.225240 + Penalty 3037.083161 = -1468079.142079 nChanged 4 SP:Iteration 35Q (6234.640423 sec): 3 clusters Score: Raw -1471116.696534 + Penalty 3037.083161 = -1468079.613373 nChanged 6 SP:Iteration 36Q (6234.669662 sec): 3 clusters Score: Raw -1471117.438883 + Penalty 3037.083161 = -1468080.355722 nChanged 7 SP:Iteration 37Q (6234.698765 sec): 3 clusters Score: Raw -1471118.377924 + Penalty 3037.083161 = -1468081.294763 nChanged 7 SP:Iteration 38Q (6234.727774 sec): 3 clusters Score: Raw -1471119.420611 + Penalty 3037.083161 = -1468082.337450 nChanged 4 SP:Iteration 39Q (6234.757361 sec): 3 clusters Score: Raw -1471120.091626 + Penalty 3037.083161 = -1468083.008465 nChanged 7 SP:Iteration 40F (6234.789733 sec): 3 clusters Score: Raw -1471120.761856 + Penalty 3037.083161 = -1468083.678695 nChanged 4 SP:Iteration 41Q (6234.819089 sec): 3 clusters Score: Raw -1471121.525042 + Penalty 3037.083161 = -1468084.441881 nChanged 6 SP:Iteration 42Q (6234.848359 sec): 3 clusters Score: Raw -1471122.931914 + Penalty 3037.083161 = -1468085.848753 nChanged 5 SP:Iteration 43Q (6234.878272 sec): 3 clusters Score: Raw -1471124.081792 + Penalty 3037.083161 = -1468086.998631 nChanged 3 SP:Iteration 44Q (6234.907278 sec): 3 clusters Score: Raw -1471124.459494 + Penalty 3037.083161 = -1468087.376333 nChanged 6 SP:Iteration 45Q (6234.940789 sec): 3 clusters Score: Raw -1471125.071780 + Penalty 3037.083161 = -1468087.988619 nChanged 7 SP:Iteration 46Q (6234.971302 sec): 3 clusters Score: Raw -1471126.052938 + Penalty 3037.083161 = -1468088.969777 nChanged 5 SP:Iteration 47Q (6235.003288 sec): 3 clusters Score: Raw -1471127.350880 + Penalty 3037.083161 = -1468090.267719 nChanged 7 SP:Iteration 48Q (6235.032435 sec): 3 clusters Score: Raw -1471128.536065 + Penalty 3037.083161 = -1468091.452904 nChanged 7 SP:Iteration 49Q (6235.071560 sec): 3 clusters Score: Raw -1471129.562914 + Penalty 3037.083161 = -1468092.479753 nChanged 6 SP:Iteration 50Q (6235.100574 sec): 3 clusters Score: Raw -1471130.465660 + Penalty 3037.083161 = -1468093.382499 nChanged 2 SP:Iteration 51Q (6235.130024 sec): 3 clusters Score: Raw -1471130.797133 + Penalty 3037.083161 = -1468093.713972 nChanged 4 SP:Iteration 52Q (6235.158980 sec): 3 clusters Score: Raw -1471131.548686 + Penalty 3037.083161 = -1468094.465525 nChanged 4 SP:Iteration 53Q (6235.189531 sec): 3 clusters Score: Raw -1471132.494774 + Penalty 3037.083161 = -1468095.411613 nChanged 5 SP:Iteration 54Q (6235.218472 sec): 3 clusters Score: Raw -1471133.707812 + Penalty 3037.083161 = -1468096.624651 nChanged 10 SP:Iteration 55Q (6235.248210 sec): 3 clusters Score: Raw -1471135.562506 + Penalty 3037.083161 = -1468098.479345 nChanged 9 SP:Iteration 56Q (6235.277399 sec): 3 clusters Score: Raw -1471136.581982 + Penalty 3037.083161 = -1468099.498820 nChanged 7 SP:Iteration 57Q (6235.310638 sec): 3 clusters Score: Raw -1471137.531966 + Penalty 3037.083161 = -1468100.448805 nChanged 11 SP:Iteration 58Q (6235.339426 sec): 3 clusters Score: Raw -1471139.283791 + Penalty 3037.083161 = -1468102.200630 nChanged 11 SP:Iteration 59Q (6235.373786 sec): 3 clusters Score: Raw -1471140.984683 + Penalty 3037.083161 = -1468103.901522 nChanged 22 SP:Iteration 60F (6235.407013 sec): 3 clusters Score: Raw -1471145.084265 + Penalty 3037.083161 = -1468108.001104 nChanged 19 SP:Iteration 61Q (6235.436211 sec): 3 clusters Score: Raw -1471148.965784 + Penalty 3037.083161 = -1468111.882623 nChanged 21 SP:Iteration 62Q (6235.468787 sec): 3 clusters Score: Raw -1471154.349398 + Penalty 3037.083161 = -1468117.266237 nChanged 29 SP:Iteration 63Q (6235.497800 sec): 3 clusters Score: Raw -1471161.123866 + Penalty 3037.083161 = -1468124.040705 nChanged 31 SP:Iteration 64Q (6235.526434 sec): 3 clusters Score: Raw -1471169.501105 + Penalty 3037.083161 = -1468132.417943 nChanged 27 SP:Iteration 65Q (6235.557929 sec): 3 clusters Score: Raw -1471176.167464 + Penalty 3037.083161 = -1468139.084303 nChanged 22 SP:Iteration 66Q (6235.586577 sec): 3 clusters Score: Raw -1471182.063437 + Penalty 3037.083161 = -1468144.980275 nChanged 23 SP:Iteration 67Q (6235.645169 sec): 3 clusters Score: Raw -1471189.407526 + Penalty 3037.083161 = -1468152.324364 nChanged 31 SP:Iteration 68Q (6235.673792 sec): 3 clusters Score: Raw -1471200.699680 + Penalty 3037.083161 = -1468163.616518 nChanged 38 SP:Iteration 69Q (6235.702436 sec): 3 clusters Score: Raw -1471214.950760 + Penalty 3037.083161 = -1468177.867599 nChanged 34 SP:Iteration 70Q (6235.731039 sec): 3 clusters Score: Raw -1471224.590134 + Penalty 3037.083161 = -1468187.506972 nChanged 25 SP:Iteration 71Q (6235.759374 sec): 3 clusters Score: Raw -1471232.583153 + Penalty 3037.083161 = -1468195.499992 nChanged 32 SP:Iteration 72Q (6235.789046 sec): 3 clusters Score: Raw -1471249.378611 + Penalty 3037.083161 = -1468212.295450 nChanged 50 SP:Iteration 73Q (6235.819300 sec): 3 clusters Score: Raw -1471282.249803 + Penalty 3037.083161 = -1468245.166642 nChanged 50 SP:Iteration 74Q (6235.847329 sec): 3 clusters Score: Raw -1471326.057887 + Penalty 3037.083161 = -1468288.974726 nChanged 58 SP:Iteration 75Q (6235.875981 sec): 3 clusters Score: Raw -1471404.535372 + Penalty 3037.083161 = -1468367.452211 nChanged 52 SP:Iteration 76Q (6235.906782 sec): 3 clusters Score: Raw -1471476.036792 + Penalty 3037.083161 = -1468438.953631 nChanged 57 SP:Iteration 77Q (6235.934848 sec): 3 clusters Score: Raw -1471521.642284 + Penalty 3037.083161 = -1468484.559123 nChanged 58 SP:Iteration 78Q (6235.974220 sec): 3 clusters Score: Raw -1471555.223264 + Penalty 3037.083161 = -1468518.140103 nChanged 41 SP:Iteration 79Q (6236.001275 sec): 3 clusters Score: Raw -1471572.644023 + Penalty 3037.083161 = -1468535.560862 nChanged 27 SP:Iteration 80F (6236.030456 sec): 3 clusters Score: Raw -1471583.357828 + Penalty 3037.083161 = -1468546.274667 nChanged 20 SP:Iteration 81Q (6236.061391 sec): 3 clusters Score: Raw -1471593.130919 + Penalty 3037.083161 = -1468556.047758 nChanged 25 SP:Iteration 82Q (6236.110880 sec): 3 clusters Score: Raw -1471605.237154 + Penalty 3037.083161 = -1468568.153993 nChanged 28 SP:Iteration 83Q (6236.137593 sec): 3 clusters Score: Raw -1471618.783998 + Penalty 3037.083161 = -1468581.700837 nChanged 25 SP:Iteration 84Q (6236.166544 sec): 3 clusters Score: Raw -1471628.292854 + Penalty 3037.083161 = -1468591.209693 nChanged 24 SP:Iteration 85Q (6236.193267 sec): 3 clusters Score: Raw -1471637.250675 + Penalty 3037.083161 = -1468600.167514 nChanged 11 SP:Iteration 86Q (6236.219877 sec): 3 clusters Score: Raw -1471640.350869 + Penalty 3037.083161 = -1468603.267708 nChanged 5 SP:Iteration 87Q (6236.246318 sec): 3 clusters Score: Raw -1471641.477211 + Penalty 3037.083161 = -1468604.394050 nChanged 4 SP:Iteration 88Q (6236.275721 sec): 3 clusters Score: Raw -1471642.540129 + Penalty 3037.083161 = -1468605.456968 nChanged 2 SP:Iteration 89Q (6236.302405 sec): 3 clusters Score: Raw -1471643.330832 + Penalty 3037.083161 = -1468606.247671 nChanged 2 SP:Iteration 90Q (6236.333371 sec): 3 clusters Score: Raw -1471644.062018 + Penalty 3037.083161 = -1468606.978856 nChanged 2 SP:Iteration 91Q (6236.359805 sec): 3 clusters Score: Raw -1471644.674601 + Penalty 3037.083161 = -1468607.591440 nChanged 1 SP:Iteration 92Q (6236.386375 sec): 3 clusters Score: Raw -1471644.783140 + Penalty 3037.083161 = -1468607.699979 nChanged 0 SP:Iteration 93F (6236.420414 sec): 3 clusters Score: Raw -1471644.783140 + Penalty 3037.083161 = -1468607.699979 nChanged 0 Trying to split cluster 32 (17583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6236.451938 sec): 2 clusters Score: Raw -2102383.818649 + Penalty 1588.386768 = -2100795.431880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6236.493406 sec): 3 clusters Score: Raw -2092033.431314 + Penalty 3176.773537 = -2088856.657777 nChanged 7771 SP:Iteration 1F (6236.531125 sec): 3 clusters Score: Raw -2096421.682649 + Penalty 3176.773537 = -2093244.909112 nChanged 999 SP:Iteration 2F (6236.569712 sec): 3 clusters Score: Raw -2096855.783909 + Penalty 3176.773537 = -2093679.010373 nChanged 857 SP:Iteration 3Q (6236.610698 sec): 3 clusters Score: Raw -2097229.263072 + Penalty 3176.773537 = -2094052.489536 nChanged 822 SP:Iteration 4Q (6236.649276 sec): 3 clusters Score: Raw -2097576.962047 + Penalty 3176.773537 = -2094400.188511 nChanged 775 SP:Iteration 5Q (6236.687361 sec): 3 clusters Score: Raw -2097865.745817 + Penalty 3176.773537 = -2094688.972281 nChanged 691 SP:Iteration 6Q (6236.726767 sec): 3 clusters Score: Raw -2098118.500223 + Penalty 3176.773537 = -2094941.726687 nChanged 634 SP:Iteration 7Q (6236.765186 sec): 3 clusters Score: Raw -2098338.989817 + Penalty 3176.773537 = -2095162.216281 nChanged 573 SP:Iteration 8Q (6236.818600 sec): 3 clusters Score: Raw -2098534.765597 + Penalty 3176.773537 = -2095357.992061 nChanged 533 SP:Iteration 9Q (6236.859470 sec): 3 clusters Score: Raw -2098716.123137 + Penalty 3176.773537 = -2095539.349601 nChanged 521 SP:Iteration 10Q (6236.898223 sec): 3 clusters Score: Raw -2098892.431714 + Penalty 3176.773537 = -2095715.658178 nChanged 514 SP:Iteration 11Q (6236.937980 sec): 3 clusters Score: Raw -2099067.654754 + Penalty 3176.773537 = -2095890.881218 nChanged 475 SP:Iteration 12Q (6236.976960 sec): 3 clusters Score: Raw -2099209.191519 + Penalty 3176.773537 = -2096032.417982 nChanged 381 SP:Iteration 13Q (6237.019517 sec): 3 clusters Score: Raw -2099310.645503 + Penalty 3176.773537 = -2096133.871966 nChanged 309 SP:Iteration 14Q (6237.057427 sec): 3 clusters Score: Raw -2099382.091091 + Penalty 3176.773537 = -2096205.317554 nChanged 270 SP:Iteration 15Q (6237.095459 sec): 3 clusters Score: Raw -2099451.329081 + Penalty 3176.773537 = -2096274.555545 nChanged 257 SP:Iteration 16Q (6237.134577 sec): 3 clusters Score: Raw -2099514.016382 + Penalty 3176.773537 = -2096337.242845 nChanged 244 SP:Iteration 17Q (6237.172654 sec): 3 clusters Score: Raw -2099573.062784 + Penalty 3176.773537 = -2096396.289248 nChanged 253 SP:Iteration 18Q (6237.210809 sec): 3 clusters Score: Raw -2099647.831881 + Penalty 3176.773537 = -2096471.058345 nChanged 254 SP:Iteration 19Q (6237.248531 sec): 3 clusters Score: Raw -2099724.833790 + Penalty 3176.773537 = -2096548.060254 nChanged 245 SP:Iteration 20F (6237.286904 sec): 3 clusters Score: Raw -2099802.613237 + Penalty 3176.773537 = -2096625.839700 nChanged 246 SP:Iteration 21Q (6237.343771 sec): 3 clusters Score: Raw -2099891.837784 + Penalty 3176.773537 = -2096715.064248 nChanged 253 SP:Iteration 22Q (6237.381620 sec): 3 clusters Score: Raw -2099974.074809 + Penalty 3176.773537 = -2096797.301272 nChanged 248 SP:Iteration 23Q (6237.419660 sec): 3 clusters Score: Raw -2100058.039677 + Penalty 3176.773537 = -2096881.266141 nChanged 237 SP:Iteration 24Q (6237.457404 sec): 3 clusters Score: Raw -2100133.948454 + Penalty 3176.773537 = -2096957.174918 nChanged 228 SP:Iteration 25Q (6237.495045 sec): 3 clusters Score: Raw -2100203.791244 + Penalty 3176.773537 = -2097027.017707 nChanged 236 SP:Iteration 26Q (6237.532492 sec): 3 clusters Score: Raw -2100277.339865 + Penalty 3176.773537 = -2097100.566328 nChanged 243 SP:Iteration 27Q (6237.581039 sec): 3 clusters Score: Raw -2100357.523712 + Penalty 3176.773537 = -2097180.750176 nChanged 255 SP:Iteration 28Q (6237.618347 sec): 3 clusters Score: Raw -2100448.436927 + Penalty 3176.773537 = -2097271.663390 nChanged 273 SP:Iteration 29Q (6237.655491 sec): 3 clusters Score: Raw -2100549.309570 + Penalty 3176.773537 = -2097372.536033 nChanged 279 SP:Iteration 30Q (6237.695234 sec): 3 clusters Score: Raw -2100659.415070 + Penalty 3176.773537 = -2097482.641533 nChanged 292 SP:Iteration 31Q (6237.734023 sec): 3 clusters Score: Raw -2100777.202552 + Penalty 3176.773537 = -2097600.429015 nChanged 287 SP:Iteration 32Q (6237.775091 sec): 3 clusters Score: Raw -2100887.657110 + Penalty 3176.773537 = -2097710.883573 nChanged 278 SP:Iteration 33Q (6237.815827 sec): 3 clusters Score: Raw -2100987.554455 + Penalty 3176.773537 = -2097810.780918 nChanged 257 SP:Iteration 34Q (6237.858702 sec): 3 clusters Score: Raw -2101073.202206 + Penalty 3176.773537 = -2097896.428669 nChanged 231 SP:Iteration 35Q (6237.900191 sec): 3 clusters Score: Raw -2101150.130316 + Penalty 3176.773537 = -2097973.356779 nChanged 222 SP:Iteration 36Q (6237.938434 sec): 3 clusters Score: Raw -2101226.070717 + Penalty 3176.773537 = -2098049.297181 nChanged 221 SP:Iteration 37Q (6237.979624 sec): 3 clusters Score: Raw -2101302.593530 + Penalty 3176.773537 = -2098125.819993 nChanged 212 SP:Iteration 38Q (6238.021682 sec): 3 clusters Score: Raw -2101378.395959 + Penalty 3176.773537 = -2098201.622422 nChanged 208 SP:Iteration 39Q (6238.062593 sec): 3 clusters Score: Raw -2101449.051412 + Penalty 3176.773537 = -2098272.277875 nChanged 203 SP:Iteration 40F (6238.100425 sec): 3 clusters Score: Raw -2101522.591080 + Penalty 3176.773537 = -2098345.817543 nChanged 210 SP:Iteration 41Q (6238.166927 sec): 3 clusters Score: Raw -2101591.740824 + Penalty 3176.773537 = -2098414.967287 nChanged 192 SP:Iteration 42Q (6238.212957 sec): 3 clusters Score: Raw -2101652.144860 + Penalty 3176.773537 = -2098475.371324 nChanged 186 SP:Iteration 43Q (6238.249390 sec): 3 clusters Score: Raw -2101708.874738 + Penalty 3176.773537 = -2098532.101201 nChanged 182 SP:Iteration 44Q (6238.290200 sec): 3 clusters Score: Raw -2101764.407867 + Penalty 3176.773537 = -2098587.634330 nChanged 162 SP:Iteration 45Q (6238.325925 sec): 3 clusters Score: Raw -2101807.225028 + Penalty 3176.773537 = -2098630.451491 nChanged 136 SP:Iteration 46Q (6238.361231 sec): 3 clusters Score: Raw -2101845.380417 + Penalty 3176.773537 = -2098668.606880 nChanged 154 SP:Iteration 47Q (6238.396235 sec): 3 clusters Score: Raw -2101892.066040 + Penalty 3176.773537 = -2098715.292503 nChanged 160 SP:Iteration 48Q (6238.431370 sec): 3 clusters Score: Raw -2101942.509434 + Penalty 3176.773537 = -2098765.735897 nChanged 155 SP:Iteration 49Q (6238.470876 sec): 3 clusters Score: Raw -2101989.527785 + Penalty 3176.773537 = -2098812.754248 nChanged 152 SP:Iteration 50Q (6238.528787 sec): 3 clusters Score: Raw -2102038.540442 + Penalty 3176.773537 = -2098861.766906 nChanged 161 SP:Iteration 51Q (6238.563244 sec): 3 clusters Score: Raw -2102097.347476 + Penalty 3176.773537 = -2098920.573940 nChanged 151 SP:Iteration 52Q (6238.602662 sec): 3 clusters Score: Raw -2102148.061450 + Penalty 3176.773537 = -2098971.287913 nChanged 132 SP:Iteration 53Q (6238.636912 sec): 3 clusters Score: Raw -2102188.853563 + Penalty 3176.773537 = -2099012.080026 nChanged 126 SP:Iteration 54Q (6238.671296 sec): 3 clusters Score: Raw -2102235.519504 + Penalty 3176.773537 = -2099058.745967 nChanged 147 SP:Iteration 55Q (6238.705385 sec): 3 clusters Score: Raw -2102285.366258 + Penalty 3176.773537 = -2099108.592721 nChanged 131 SP:Iteration 56Q (6238.739442 sec): 3 clusters Score: Raw -2102329.912639 + Penalty 3176.773537 = -2099153.139102 nChanged 121 SP:Iteration 57Q (6238.773506 sec): 3 clusters Score: Raw -2102369.935371 + Penalty 3176.773537 = -2099193.161834 nChanged 115 SP:Iteration 58Q (6238.807511 sec): 3 clusters Score: Raw -2102409.240769 + Penalty 3176.773537 = -2099232.467233 nChanged 107 SP:Iteration 59Q (6238.841174 sec): 3 clusters Score: Raw -2102444.990214 + Penalty 3176.773537 = -2099268.216677 nChanged 110 SP:Iteration 60F (6238.878932 sec): 3 clusters Score: Raw -2102478.303962 + Penalty 3176.773537 = -2099301.530426 nChanged 108 SP:Iteration 61Q (6238.913513 sec): 3 clusters Score: Raw -2102510.570562 + Penalty 3176.773537 = -2099333.797025 nChanged 103 SP:Iteration 62Q (6238.947036 sec): 3 clusters Score: Raw -2102542.520317 + Penalty 3176.773537 = -2099365.746780 nChanged 89 SP:Iteration 63Q (6238.986830 sec): 3 clusters Score: Raw -2102572.171440 + Penalty 3176.773537 = -2099395.397903 nChanged 91 SP:Iteration 64Q (6239.021092 sec): 3 clusters Score: Raw -2102601.045591 + Penalty 3176.773537 = -2099424.272055 nChanged 99 SP:Iteration 65Q (6239.054574 sec): 3 clusters Score: Raw -2102633.785988 + Penalty 3176.773537 = -2099457.012451 nChanged 72 SP:Iteration 66Q (6239.088248 sec): 3 clusters Score: Raw -2102659.307214 + Penalty 3176.773537 = -2099482.533678 nChanged 75 SP:Iteration 67Q (6239.122633 sec): 3 clusters Score: Raw -2102688.050744 + Penalty 3176.773537 = -2099511.277207 nChanged 80 SP:Iteration 68Q (6239.155656 sec): 3 clusters Score: Raw -2102717.593633 + Penalty 3176.773537 = -2099540.820096 nChanged 60 SP:Iteration 69Q (6239.188879 sec): 3 clusters Score: Raw -2102737.294934 + Penalty 3176.773537 = -2099560.521398 nChanged 54 SP:Iteration 70Q (6239.222016 sec): 3 clusters Score: Raw -2102753.683343 + Penalty 3176.773537 = -2099576.909806 nChanged 42 SP:Iteration 71Q (6239.255670 sec): 3 clusters Score: Raw -2102767.161614 + Penalty 3176.773537 = -2099590.388077 nChanged 42 SP:Iteration 72Q (6239.288813 sec): 3 clusters Score: Raw -2102778.873297 + Penalty 3176.773537 = -2099602.099760 nChanged 31 SP:Iteration 73Q (6239.328151 sec): 3 clusters Score: Raw -2102787.850755 + Penalty 3176.773537 = -2099611.077218 nChanged 26 SP:Iteration 74Q (6239.364933 sec): 3 clusters Score: Raw -2102795.192036 + Penalty 3176.773537 = -2099618.418500 nChanged 21 SP:Iteration 75Q (6239.398192 sec): 3 clusters Score: Raw -2102801.674076 + Penalty 3176.773537 = -2099624.900539 nChanged 14 SP:Iteration 76Q (6239.431256 sec): 3 clusters Score: Raw -2102806.477769 + Penalty 3176.773537 = -2099629.704232 nChanged 16 SP:Iteration 77Q (6239.464481 sec): 3 clusters Score: Raw -2102811.342687 + Penalty 3176.773537 = -2099634.569150 nChanged 11 SP:Iteration 78Q (6239.497510 sec): 3 clusters Score: Raw -2102815.314075 + Penalty 3176.773537 = -2099638.540538 nChanged 12 SP:Iteration 79Q (6239.530423 sec): 3 clusters Score: Raw -2102818.927818 + Penalty 3176.773537 = -2099642.154282 nChanged 13 SP:Iteration 80F (6239.568234 sec): 3 clusters Score: Raw -2102823.679703 + Penalty 3176.773537 = -2099646.906166 nChanged 10 SP:Iteration 81Q (6239.601464 sec): 3 clusters Score: Raw -2102827.925547 + Penalty 3176.773537 = -2099651.152010 nChanged 12 SP:Iteration 82Q (6239.639262 sec): 3 clusters Score: Raw -2102832.852221 + Penalty 3176.773537 = -2099656.078685 nChanged 14 SP:Iteration 83Q (6239.678635 sec): 3 clusters Score: Raw -2102836.237799 + Penalty 3176.773537 = -2099659.464263 nChanged 6 SP:Iteration 84Q (6239.715514 sec): 3 clusters Score: Raw -2102836.956345 + Penalty 3176.773537 = -2099660.182809 nChanged 1 SP:Iteration 85Q (6239.748999 sec): 3 clusters Score: Raw -2102837.042060 + Penalty 3176.773537 = -2099660.268524 nChanged 0 SP:Iteration 86F (6239.810507 sec): 3 clusters Score: Raw -2102837.042060 + Penalty 3176.773537 = -2099660.268524 nChanged 0 Trying to split cluster 33 (7138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6239.830567 sec): 2 clusters Score: Raw -892818.339899 + Penalty 1441.893034 = -891376.446864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6239.855138 sec): 3 clusters Score: Raw -888925.950597 + Penalty 2883.786069 = -886042.164528 nChanged 2994 SP:Iteration 1F (6239.879313 sec): 3 clusters Score: Raw -890990.836983 + Penalty 2883.786069 = -888107.050914 nChanged 633 SP:Iteration 2F (6239.903398 sec): 3 clusters Score: Raw -891485.621084 + Penalty 2883.786069 = -888601.835016 nChanged 546 SP:Iteration 3F (6239.927526 sec): 3 clusters Score: Raw -891889.991274 + Penalty 2883.786069 = -889006.205206 nChanged 484 SP:Iteration 4F (6239.953113 sec): 3 clusters Score: Raw -892266.960787 + Penalty 2883.786069 = -889383.174718 nChanged 406 SP:Iteration 5F (6239.979621 sec): 3 clusters Score: Raw -892583.715775 + Penalty 2883.786069 = -889699.929707 nChanged 361 SP:Iteration 6F (6240.008984 sec): 3 clusters Score: Raw -892847.985732 + Penalty 2883.786069 = -889964.199663 nChanged 277 SP:Iteration 7Q (6240.033023 sec): 3 clusters Score: Raw -893069.466869 + Penalty 2883.786069 = -890185.680801 nChanged 216 SP:Iteration 8Q (6240.071916 sec): 3 clusters Score: Raw -893211.304343 + Penalty 2883.786069 = -890327.518275 nChanged 172 SP:Iteration 9Q (6240.095719 sec): 3 clusters Score: Raw -893310.879478 + Penalty 2883.786069 = -890427.093409 nChanged 134 SP:Iteration 10Q (6240.122696 sec): 3 clusters Score: Raw -893379.749147 + Penalty 2883.786069 = -890495.963078 nChanged 105 SP:Iteration 11Q (6240.150667 sec): 3 clusters Score: Raw -893431.654936 + Penalty 2883.786069 = -890547.868868 nChanged 80 SP:Iteration 12Q (6240.174260 sec): 3 clusters Score: Raw -893473.532849 + Penalty 2883.786069 = -890589.746780 nChanged 77 SP:Iteration 13Q (6240.200742 sec): 3 clusters Score: Raw -893509.769152 + Penalty 2883.786069 = -890625.983083 nChanged 75 SP:Iteration 14Q (6240.229053 sec): 3 clusters Score: Raw -893542.610567 + Penalty 2883.786069 = -890658.824498 nChanged 57 SP:Iteration 15Q (6240.252275 sec): 3 clusters Score: Raw -893564.563165 + Penalty 2883.786069 = -890680.777096 nChanged 40 SP:Iteration 16Q (6240.275375 sec): 3 clusters Score: Raw -893581.379246 + Penalty 2883.786069 = -890697.593177 nChanged 51 SP:Iteration 17Q (6240.298622 sec): 3 clusters Score: Raw -893601.173189 + Penalty 2883.786069 = -890717.387121 nChanged 39 SP:Iteration 18Q (6240.321706 sec): 3 clusters Score: Raw -893618.569308 + Penalty 2883.786069 = -890734.783239 nChanged 28 SP:Iteration 19Q (6240.344903 sec): 3 clusters Score: Raw -893631.448962 + Penalty 2883.786069 = -890747.662893 nChanged 24 SP:Iteration 20F (6240.368920 sec): 3 clusters Score: Raw -893641.915889 + Penalty 2883.786069 = -890758.129820 nChanged 26 SP:Iteration 21Q (6240.391946 sec): 3 clusters Score: Raw -893653.297278 + Penalty 2883.786069 = -890769.511210 nChanged 27 SP:Iteration 22Q (6240.418641 sec): 3 clusters Score: Raw -893662.632358 + Penalty 2883.786069 = -890778.846289 nChanged 22 SP:Iteration 23Q (6240.441652 sec): 3 clusters Score: Raw -893669.873965 + Penalty 2883.786069 = -890786.087897 nChanged 17 SP:Iteration 24Q (6240.499442 sec): 3 clusters Score: Raw -893673.950183 + Penalty 2883.786069 = -890790.164114 nChanged 10 SP:Iteration 25Q (6240.527205 sec): 3 clusters Score: Raw -893677.038196 + Penalty 2883.786069 = -890793.252127 nChanged 11 SP:Iteration 26Q (6240.550464 sec): 3 clusters Score: Raw -893679.567096 + Penalty 2883.786069 = -890795.781027 nChanged 6 SP:Iteration 27Q (6240.577253 sec): 3 clusters Score: Raw -893681.182030 + Penalty 2883.786069 = -890797.395962 nChanged 5 SP:Iteration 28Q (6240.600020 sec): 3 clusters Score: Raw -893684.017907 + Penalty 2883.786069 = -890800.231838 nChanged 13 SP:Iteration 29Q (6240.624979 sec): 3 clusters Score: Raw -893688.052280 + Penalty 2883.786069 = -890804.266211 nChanged 8 SP:Iteration 30Q (6240.651886 sec): 3 clusters Score: Raw -893690.468733 + Penalty 2883.786069 = -890806.682664 nChanged 5 SP:Iteration 31Q (6240.674772 sec): 3 clusters Score: Raw -893691.888240 + Penalty 2883.786069 = -890808.102171 nChanged 3 SP:Iteration 32Q (6240.699640 sec): 3 clusters Score: Raw -893693.080847 + Penalty 2883.786069 = -890809.294778 nChanged 5 SP:Iteration 33Q (6240.726695 sec): 3 clusters Score: Raw -893694.525409 + Penalty 2883.786069 = -890810.739341 nChanged 6 SP:Iteration 34Q (6240.754376 sec): 3 clusters Score: Raw -893695.580350 + Penalty 2883.786069 = -890811.794282 nChanged 2 SP:Iteration 35Q (6240.777213 sec): 3 clusters Score: Raw -893696.003482 + Penalty 2883.786069 = -890812.217413 nChanged 7 SP:Iteration 36Q (6240.820007 sec): 3 clusters Score: Raw -893697.334285 + Penalty 2883.786069 = -890813.548216 nChanged 5 SP:Iteration 37Q (6240.848125 sec): 3 clusters Score: Raw -893698.423060 + Penalty 2883.786069 = -890814.636991 nChanged 4 SP:Iteration 38Q (6240.875084 sec): 3 clusters Score: Raw -893699.258784 + Penalty 2883.786069 = -890815.472715 nChanged 2 SP:Iteration 39Q (6240.898525 sec): 3 clusters Score: Raw -893700.179498 + Penalty 2883.786069 = -890816.393429 nChanged 1 SP:Iteration 40F (6240.924315 sec): 3 clusters Score: Raw -893700.678854 + Penalty 2883.786069 = -890816.892786 nChanged 2 SP:Iteration 41Q (6240.951195 sec): 3 clusters Score: Raw -893701.064688 + Penalty 2883.786069 = -890817.278620 nChanged 1 SP:Iteration 42Q (6240.974251 sec): 3 clusters Score: Raw -893701.382856 + Penalty 2883.786069 = -890817.596787 nChanged 1 SP:Iteration 43Q (6241.033187 sec): 3 clusters Score: Raw -893701.672247 + Penalty 2883.786069 = -890817.886178 nChanged 2 SP:Iteration 44Q (6241.090567 sec): 3 clusters Score: Raw -893701.864039 + Penalty 2883.786069 = -890818.077970 nChanged 0 SP:Iteration 45F (6241.116002 sec): 3 clusters Score: Raw -893701.864039 + Penalty 2883.786069 = -890818.077970 nChanged 0 Trying to split cluster 34 (14807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6241.144896 sec): 2 clusters Score: Raw -1847889.139169 + Penalty 1560.463990 = -1846328.675179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6241.181809 sec): 3 clusters Score: Raw -1839209.184198 + Penalty 3120.927979 = -1836088.256218 nChanged 6603 SP:Iteration 1F (6241.242047 sec): 3 clusters Score: Raw -1842976.776543 + Penalty 3120.927979 = -1839855.848564 nChanged 982 SP:Iteration 2F (6241.283776 sec): 3 clusters Score: Raw -1843551.118062 + Penalty 3120.927979 = -1840430.190082 nChanged 1004 SP:Iteration 3F (6241.323109 sec): 3 clusters Score: Raw -1844229.819452 + Penalty 3120.927979 = -1841108.891473 nChanged 977 SP:Iteration 4F (6241.366086 sec): 3 clusters Score: Raw -1844933.439445 + Penalty 3120.927979 = -1841812.511466 nChanged 902 SP:Iteration 5F (6241.403319 sec): 3 clusters Score: Raw -1845626.463656 + Penalty 3120.927979 = -1842505.535677 nChanged 818 SP:Iteration 6F (6241.440323 sec): 3 clusters Score: Raw -1846213.737930 + Penalty 3120.927979 = -1843092.809950 nChanged 646 SP:Iteration 7Q (6241.481876 sec): 3 clusters Score: Raw -1846653.713433 + Penalty 3120.927979 = -1843532.785454 nChanged 479 SP:Iteration 8Q (6241.520293 sec): 3 clusters Score: Raw -1846960.222967 + Penalty 3120.927979 = -1843839.294988 nChanged 412 SP:Iteration 9Q (6241.555392 sec): 3 clusters Score: Raw -1847237.017217 + Penalty 3120.927979 = -1844116.089238 nChanged 372 SP:Iteration 10Q (6241.591784 sec): 3 clusters Score: Raw -1847487.182491 + Penalty 3120.927979 = -1844366.254512 nChanged 296 SP:Iteration 11Q (6241.625588 sec): 3 clusters Score: Raw -1847679.525195 + Penalty 3120.927979 = -1844558.597216 nChanged 257 SP:Iteration 12Q (6241.659018 sec): 3 clusters Score: Raw -1847850.105638 + Penalty 3120.927979 = -1844729.177659 nChanged 212 SP:Iteration 13Q (6241.694838 sec): 3 clusters Score: Raw -1847991.299888 + Penalty 3120.927979 = -1844870.371909 nChanged 181 SP:Iteration 14Q (6241.731521 sec): 3 clusters Score: Raw -1848109.423746 + Penalty 3120.927979 = -1844988.495767 nChanged 165 SP:Iteration 15Q (6241.767026 sec): 3 clusters Score: Raw -1848211.747659 + Penalty 3120.927979 = -1845090.819680 nChanged 123 SP:Iteration 16Q (6241.799296 sec): 3 clusters Score: Raw -1848280.377180 + Penalty 3120.927979 = -1845159.449201 nChanged 98 SP:Iteration 17Q (6241.831488 sec): 3 clusters Score: Raw -1848334.635287 + Penalty 3120.927979 = -1845213.707308 nChanged 83 SP:Iteration 18Q (6241.863708 sec): 3 clusters Score: Raw -1848383.058162 + Penalty 3120.927979 = -1845262.130182 nChanged 75 SP:Iteration 19Q (6241.929154 sec): 3 clusters Score: Raw -1848432.285120 + Penalty 3120.927979 = -1845311.357141 nChanged 69 SP:Iteration 20F (6241.964497 sec): 3 clusters Score: Raw -1848488.831069 + Penalty 3120.927979 = -1845367.903090 nChanged 57 SP:Iteration 21Q (6241.996165 sec): 3 clusters Score: Raw -1848533.984081 + Penalty 3120.927979 = -1845413.056102 nChanged 53 SP:Iteration 22Q (6242.028758 sec): 3 clusters Score: Raw -1848572.651344 + Penalty 3120.927979 = -1845451.723365 nChanged 48 SP:Iteration 23Q (6242.062133 sec): 3 clusters Score: Raw -1848610.687983 + Penalty 3120.927979 = -1845489.760004 nChanged 46 SP:Iteration 24Q (6242.093646 sec): 3 clusters Score: Raw -1848643.142452 + Penalty 3120.927979 = -1845522.214473 nChanged 36 SP:Iteration 25Q (6242.125130 sec): 3 clusters Score: Raw -1848664.995504 + Penalty 3120.927979 = -1845544.067524 nChanged 28 SP:Iteration 26Q (6242.156407 sec): 3 clusters Score: Raw -1848681.678389 + Penalty 3120.927979 = -1845560.750410 nChanged 22 SP:Iteration 27Q (6242.187424 sec): 3 clusters Score: Raw -1848691.043863 + Penalty 3120.927979 = -1845570.115884 nChanged 16 SP:Iteration 28Q (6242.222014 sec): 3 clusters Score: Raw -1848698.733183 + Penalty 3120.927979 = -1845577.805204 nChanged 15 SP:Iteration 29Q (6242.262603 sec): 3 clusters Score: Raw -1848705.426873 + Penalty 3120.927979 = -1845584.498894 nChanged 9 SP:Iteration 30Q (6242.294040 sec): 3 clusters Score: Raw -1848708.762741 + Penalty 3120.927979 = -1845587.834762 nChanged 3 SP:Iteration 31Q (6242.325140 sec): 3 clusters Score: Raw -1848710.206792 + Penalty 3120.927979 = -1845589.278812 nChanged 4 SP:Iteration 32Q (6242.356185 sec): 3 clusters Score: Raw -1848711.848267 + Penalty 3120.927979 = -1845590.920288 nChanged 2 SP:Iteration 33Q (6242.387350 sec): 3 clusters Score: Raw -1848713.052978 + Penalty 3120.927979 = -1845592.124999 nChanged 2 SP:Iteration 34Q (6242.418376 sec): 3 clusters Score: Raw -1848714.306876 + Penalty 3120.927979 = -1845593.378897 nChanged 2 SP:Iteration 35Q (6242.449389 sec): 3 clusters Score: Raw -1848715.434725 + Penalty 3120.927979 = -1845594.506746 nChanged 5 SP:Iteration 36Q (6242.484504 sec): 3 clusters Score: Raw -1848717.154647 + Penalty 3120.927979 = -1845596.226667 nChanged 1 SP:Iteration 37Q (6242.515688 sec): 3 clusters Score: Raw -1848717.362320 + Penalty 3120.927979 = -1845596.434341 nChanged 0 SP:Iteration 38F (6242.554667 sec): 3 clusters Score: Raw -1848717.362320 + Penalty 3120.927979 = -1845596.434341 nChanged 0 Trying to split cluster 35 (19856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6242.588893 sec): 2 clusters Score: Raw -2491002.647761 + Penalty 1608.142495 = -2489394.505266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6242.631834 sec): 3 clusters Score: Raw -2478979.897428 + Penalty 3216.284990 = -2475763.612438 nChanged 9038 SP:Iteration 1F (6242.701910 sec): 3 clusters Score: Raw -2484037.030137 + Penalty 3216.284990 = -2480820.745147 nChanged 1115 SP:Iteration 2F (6242.751283 sec): 3 clusters Score: Raw -2484513.831540 + Penalty 3216.284990 = -2481297.546550 nChanged 1050 SP:Iteration 3F (6242.792464 sec): 3 clusters Score: Raw -2484978.044359 + Penalty 3216.284990 = -2481761.759369 nChanged 994 SP:Iteration 4F (6242.833634 sec): 3 clusters Score: Raw -2485462.622161 + Penalty 3216.284990 = -2482246.337171 nChanged 1064 SP:Iteration 5F (6242.877163 sec): 3 clusters Score: Raw -2486044.465639 + Penalty 3216.284990 = -2482828.180649 nChanged 1050 SP:Iteration 6F (6242.920094 sec): 3 clusters Score: Raw -2486662.877829 + Penalty 3216.284990 = -2483446.592839 nChanged 1031 SP:Iteration 7F (6242.963420 sec): 3 clusters Score: Raw -2487271.116616 + Penalty 3216.284990 = -2484054.831627 nChanged 976 SP:Iteration 8Q (6243.005442 sec): 3 clusters Score: Raw -2487780.265682 + Penalty 3216.284990 = -2484563.980693 nChanged 810 SP:Iteration 9Q (6243.046880 sec): 3 clusters Score: Raw -2488201.012462 + Penalty 3216.284990 = -2484984.727472 nChanged 698 SP:Iteration 10Q (6243.088406 sec): 3 clusters Score: Raw -2488529.376348 + Penalty 3216.284990 = -2485313.091358 nChanged 551 SP:Iteration 11Q (6243.129393 sec): 3 clusters Score: Raw -2488739.614490 + Penalty 3216.284990 = -2485523.329500 nChanged 419 SP:Iteration 12Q (6243.170463 sec): 3 clusters Score: Raw -2488873.032902 + Penalty 3216.284990 = -2485656.747912 nChanged 352 SP:Iteration 13Q (6243.214614 sec): 3 clusters Score: Raw -2488966.628392 + Penalty 3216.284990 = -2485750.343402 nChanged 253 SP:Iteration 14Q (6243.260772 sec): 3 clusters Score: Raw -2489024.094644 + Penalty 3216.284990 = -2485807.809654 nChanged 186 SP:Iteration 15Q (6243.306430 sec): 3 clusters Score: Raw -2489062.730737 + Penalty 3216.284990 = -2485846.445747 nChanged 150 SP:Iteration 16Q (6243.346578 sec): 3 clusters Score: Raw -2489084.730784 + Penalty 3216.284990 = -2485868.445795 nChanged 124 SP:Iteration 17Q (6243.386820 sec): 3 clusters Score: Raw -2489102.662693 + Penalty 3216.284990 = -2485886.377703 nChanged 108 SP:Iteration 18Q (6243.427944 sec): 3 clusters Score: Raw -2489118.943835 + Penalty 3216.284990 = -2485902.658845 nChanged 103 SP:Iteration 19Q (6243.468395 sec): 3 clusters Score: Raw -2489132.089094 + Penalty 3216.284990 = -2485915.804104 nChanged 81 SP:Iteration 20F (6243.515445 sec): 3 clusters Score: Raw -2489142.291170 + Penalty 3216.284990 = -2485926.006180 nChanged 79 SP:Iteration 21Q (6243.567506 sec): 3 clusters Score: Raw -2489151.355319 + Penalty 3216.284990 = -2485935.070329 nChanged 69 SP:Iteration 22Q (6243.617354 sec): 3 clusters Score: Raw -2489159.297198 + Penalty 3216.284990 = -2485943.012208 nChanged 75 SP:Iteration 23Q (6243.657755 sec): 3 clusters Score: Raw -2489168.782908 + Penalty 3216.284990 = -2485952.497918 nChanged 78 SP:Iteration 24Q (6243.698267 sec): 3 clusters Score: Raw -2489179.417703 + Penalty 3216.284990 = -2485963.132714 nChanged 80 SP:Iteration 25Q (6243.738766 sec): 3 clusters Score: Raw -2489190.097856 + Penalty 3216.284990 = -2485973.812866 nChanged 81 SP:Iteration 26Q (6243.779052 sec): 3 clusters Score: Raw -2489201.004577 + Penalty 3216.284990 = -2485984.719587 nChanged 83 SP:Iteration 27Q (6243.819879 sec): 3 clusters Score: Raw -2489211.168054 + Penalty 3216.284990 = -2485994.883064 nChanged 93 SP:Iteration 28Q (6243.860242 sec): 3 clusters Score: Raw -2489222.198068 + Penalty 3216.284990 = -2486005.913078 nChanged 87 SP:Iteration 29Q (6243.908594 sec): 3 clusters Score: Raw -2489234.304811 + Penalty 3216.284990 = -2486018.019821 nChanged 103 SP:Iteration 30Q (6243.950989 sec): 3 clusters Score: Raw -2489250.636774 + Penalty 3216.284990 = -2486034.351784 nChanged 106 SP:Iteration 31Q (6243.991175 sec): 3 clusters Score: Raw -2489267.926065 + Penalty 3216.284990 = -2486051.641075 nChanged 102 SP:Iteration 32Q (6244.031484 sec): 3 clusters Score: Raw -2489282.417778 + Penalty 3216.284990 = -2486066.132788 nChanged 93 SP:Iteration 33Q (6244.071620 sec): 3 clusters Score: Raw -2489294.317851 + Penalty 3216.284990 = -2486078.032861 nChanged 72 SP:Iteration 34Q (6244.117123 sec): 3 clusters Score: Raw -2489303.950281 + Penalty 3216.284990 = -2486087.665291 nChanged 79 SP:Iteration 35Q (6244.157306 sec): 3 clusters Score: Raw -2489314.770676 + Penalty 3216.284990 = -2486098.485686 nChanged 74 SP:Iteration 36Q (6244.197311 sec): 3 clusters Score: Raw -2489323.135793 + Penalty 3216.284990 = -2486106.850803 nChanged 71 SP:Iteration 37Q (6244.238946 sec): 3 clusters Score: Raw -2489330.443005 + Penalty 3216.284990 = -2486114.158015 nChanged 67 SP:Iteration 38Q (6244.280641 sec): 3 clusters Score: Raw -2489337.730464 + Penalty 3216.284990 = -2486121.445474 nChanged 63 SP:Iteration 39Q (6244.320677 sec): 3 clusters Score: Raw -2489343.812907 + Penalty 3216.284990 = -2486127.527917 nChanged 65 SP:Iteration 40F (6244.361687 sec): 3 clusters Score: Raw -2489350.260441 + Penalty 3216.284990 = -2486133.975451 nChanged 51 SP:Iteration 41Q (6244.402045 sec): 3 clusters Score: Raw -2489354.888000 + Penalty 3216.284990 = -2486138.603010 nChanged 49 SP:Iteration 42Q (6244.442922 sec): 3 clusters Score: Raw -2489360.047882 + Penalty 3216.284990 = -2486143.762892 nChanged 41 SP:Iteration 43Q (6244.482632 sec): 3 clusters Score: Raw -2489363.600329 + Penalty 3216.284990 = -2486147.315339 nChanged 41 SP:Iteration 44Q (6244.522902 sec): 3 clusters Score: Raw -2489368.234504 + Penalty 3216.284990 = -2486151.949515 nChanged 48 SP:Iteration 45Q (6244.563104 sec): 3 clusters Score: Raw -2489374.023999 + Penalty 3216.284990 = -2486157.739009 nChanged 58 SP:Iteration 46Q (6244.603249 sec): 3 clusters Score: Raw -2489380.433458 + Penalty 3216.284990 = -2486164.148468 nChanged 52 SP:Iteration 47Q (6244.648916 sec): 3 clusters Score: Raw -2489384.714003 + Penalty 3216.284990 = -2486168.429014 nChanged 27 SP:Iteration 48Q (6244.688855 sec): 3 clusters Score: Raw -2489387.138443 + Penalty 3216.284990 = -2486170.853453 nChanged 27 SP:Iteration 49Q (6244.734911 sec): 3 clusters Score: Raw -2489389.200811 + Penalty 3216.284990 = -2486172.915821 nChanged 29 SP:Iteration 50Q (6244.774789 sec): 3 clusters Score: Raw -2489392.187445 + Penalty 3216.284990 = -2486175.902455 nChanged 42 SP:Iteration 51Q (6244.820113 sec): 3 clusters Score: Raw -2489397.607956 + Penalty 3216.284990 = -2486181.322966 nChanged 47 SP:Iteration 52Q (6244.860064 sec): 3 clusters Score: Raw -2489402.818605 + Penalty 3216.284990 = -2486186.533615 nChanged 43 SP:Iteration 53Q (6244.900135 sec): 3 clusters Score: Raw -2489406.513345 + Penalty 3216.284990 = -2486190.228355 nChanged 40 SP:Iteration 54Q (6244.940248 sec): 3 clusters Score: Raw -2489410.276395 + Penalty 3216.284990 = -2486193.991405 nChanged 26 SP:Iteration 55Q (6244.980537 sec): 3 clusters Score: Raw -2489411.874081 + Penalty 3216.284990 = -2486195.589091 nChanged 21 SP:Iteration 56Q (6245.020365 sec): 3 clusters Score: Raw -2489413.435237 + Penalty 3216.284990 = -2486197.150248 nChanged 25 SP:Iteration 57Q (6245.060532 sec): 3 clusters Score: Raw -2489415.498752 + Penalty 3216.284990 = -2486199.213762 nChanged 30 SP:Iteration 58Q (6245.100342 sec): 3 clusters Score: Raw -2489417.936354 + Penalty 3216.284990 = -2486201.651364 nChanged 25 SP:Iteration 59Q (6245.140298 sec): 3 clusters Score: Raw -2489419.986724 + Penalty 3216.284990 = -2486203.701734 nChanged 32 SP:Iteration 60F (6245.181308 sec): 3 clusters Score: Raw -2489422.722606 + Penalty 3216.284990 = -2486206.437616 nChanged 35 SP:Iteration 61Q (6245.221340 sec): 3 clusters Score: Raw -2489425.681764 + Penalty 3216.284990 = -2486209.396774 nChanged 31 SP:Iteration 62Q (6245.261341 sec): 3 clusters Score: Raw -2489428.906337 + Penalty 3216.284990 = -2486212.621347 nChanged 33 SP:Iteration 63Q (6245.306068 sec): 3 clusters Score: Raw -2489432.212183 + Penalty 3216.284990 = -2486215.927193 nChanged 44 SP:Iteration 64Q (6245.346032 sec): 3 clusters Score: Raw -2489437.038376 + Penalty 3216.284990 = -2486220.753386 nChanged 54 SP:Iteration 65Q (6245.391128 sec): 3 clusters Score: Raw -2489443.341625 + Penalty 3216.284990 = -2486227.056635 nChanged 54 SP:Iteration 66Q (6245.431204 sec): 3 clusters Score: Raw -2489449.868152 + Penalty 3216.284990 = -2486233.583162 nChanged 52 SP:Iteration 67Q (6245.490757 sec): 3 clusters Score: Raw -2489456.190964 + Penalty 3216.284990 = -2486239.905974 nChanged 55 SP:Iteration 68Q (6245.530669 sec): 3 clusters Score: Raw -2489462.308731 + Penalty 3216.284990 = -2486246.023741 nChanged 46 SP:Iteration 69Q (6245.570311 sec): 3 clusters Score: Raw -2489466.894755 + Penalty 3216.284990 = -2486250.609765 nChanged 43 SP:Iteration 70Q (6245.610347 sec): 3 clusters Score: Raw -2489470.047164 + Penalty 3216.284990 = -2486253.762174 nChanged 25 SP:Iteration 71Q (6245.654348 sec): 3 clusters Score: Raw -2489471.810336 + Penalty 3216.284990 = -2486255.525346 nChanged 27 SP:Iteration 72Q (6245.694196 sec): 3 clusters Score: Raw -2489474.078016 + Penalty 3216.284990 = -2486257.793026 nChanged 26 SP:Iteration 73Q (6245.734433 sec): 3 clusters Score: Raw -2489476.325221 + Penalty 3216.284990 = -2486260.040231 nChanged 29 SP:Iteration 74Q (6245.774924 sec): 3 clusters Score: Raw -2489478.608089 + Penalty 3216.284990 = -2486262.323099 nChanged 28 SP:Iteration 75Q (6245.814943 sec): 3 clusters Score: Raw -2489480.568810 + Penalty 3216.284990 = -2486264.283820 nChanged 28 SP:Iteration 76Q (6245.858851 sec): 3 clusters Score: Raw -2489482.400345 + Penalty 3216.284990 = -2486266.115355 nChanged 22 SP:Iteration 77Q (6245.900607 sec): 3 clusters Score: Raw -2489484.059526 + Penalty 3216.284990 = -2486267.774536 nChanged 23 SP:Iteration 78Q (6245.940052 sec): 3 clusters Score: Raw -2489485.711869 + Penalty 3216.284990 = -2486269.426879 nChanged 25 SP:Iteration 79Q (6245.979724 sec): 3 clusters Score: Raw -2489487.876525 + Penalty 3216.284990 = -2486271.591535 nChanged 24 SP:Iteration 80F (6246.020759 sec): 3 clusters Score: Raw -2489489.419570 + Penalty 3216.284990 = -2486273.134580 nChanged 24 SP:Iteration 81Q (6246.060589 sec): 3 clusters Score: Raw -2489490.898274 + Penalty 3216.284990 = -2486274.613284 nChanged 19 SP:Iteration 82Q (6246.121946 sec): 3 clusters Score: Raw -2489492.339360 + Penalty 3216.284990 = -2486276.054370 nChanged 19 SP:Iteration 83Q (6246.165366 sec): 3 clusters Score: Raw -2489493.575574 + Penalty 3216.284990 = -2486277.290584 nChanged 22 SP:Iteration 84Q (6246.208821 sec): 3 clusters Score: Raw -2489495.218985 + Penalty 3216.284990 = -2486278.933995 nChanged 23 SP:Iteration 85Q (6246.253387 sec): 3 clusters Score: Raw -2489496.928851 + Penalty 3216.284990 = -2486280.643861 nChanged 28 SP:Iteration 86Q (6246.293339 sec): 3 clusters Score: Raw -2489499.382423 + Penalty 3216.284990 = -2486283.097433 nChanged 36 SP:Iteration 87Q (6246.332701 sec): 3 clusters Score: Raw -2489503.442005 + Penalty 3216.284990 = -2486287.157015 nChanged 52 SP:Iteration 88Q (6246.377231 sec): 3 clusters Score: Raw -2489508.865204 + Penalty 3216.284990 = -2486292.580214 nChanged 56 SP:Iteration 89Q (6246.416941 sec): 3 clusters Score: Raw -2489515.063646 + Penalty 3216.284990 = -2486298.778656 nChanged 47 SP:Iteration 90Q (6246.456609 sec): 3 clusters Score: Raw -2489520.212908 + Penalty 3216.284990 = -2486303.927918 nChanged 45 SP:Iteration 91Q (6246.496247 sec): 3 clusters Score: Raw -2489525.479810 + Penalty 3216.284990 = -2486309.194820 nChanged 57 SP:Iteration 92Q (6246.556064 sec): 3 clusters Score: Raw -2489532.792913 + Penalty 3216.284990 = -2486316.507923 nChanged 69 SP:Iteration 93Q (6246.596626 sec): 3 clusters Score: Raw -2489542.880872 + Penalty 3216.284990 = -2486326.595882 nChanged 88 SP:Iteration 94Q (6246.635746 sec): 3 clusters Score: Raw -2489554.266591 + Penalty 3216.284990 = -2486337.981601 nChanged 79 SP:Iteration 95Q (6246.677439 sec): 3 clusters Score: Raw -2489564.733699 + Penalty 3216.284990 = -2486348.448709 nChanged 82 SP:Iteration 96Q (6246.720323 sec): 3 clusters Score: Raw -2489576.834990 + Penalty 3216.284990 = -2486360.550000 nChanged 84 SP:Iteration 97Q (6246.759621 sec): 3 clusters Score: Raw -2489587.578553 + Penalty 3216.284990 = -2486371.293563 nChanged 76 SP:Iteration 98Q (6246.798632 sec): 3 clusters Score: Raw -2489598.147398 + Penalty 3216.284990 = -2486381.862408 nChanged 84 SP:Iteration 99Q (6246.838101 sec): 3 clusters Score: Raw -2489609.554820 + Penalty 3216.284990 = -2486393.269830 nChanged 83 SP:Iteration 100F (6246.879099 sec): 3 clusters Score: Raw -2489622.333424 + Penalty 3216.284990 = -2486406.048434 nChanged 105 SP:Iteration 101Q (6246.918656 sec): 3 clusters Score: Raw -2489638.865409 + Penalty 3216.284990 = -2486422.580419 nChanged 102 SP:Iteration 102Q (6246.958875 sec): 3 clusters Score: Raw -2489653.470353 + Penalty 3216.284990 = -2486437.185363 nChanged 99 SP:Iteration 103Q (6247.000393 sec): 3 clusters Score: Raw -2489668.692529 + Penalty 3216.284990 = -2486452.407540 nChanged 110 SP:Iteration 104Q (6247.061539 sec): 3 clusters Score: Raw -2489684.571167 + Penalty 3216.284990 = -2486468.286177 nChanged 101 SP:Iteration 105Q (6247.100878 sec): 3 clusters Score: Raw -2489698.834833 + Penalty 3216.284990 = -2486482.549843 nChanged 84 SP:Iteration 106Q (6247.153554 sec): 3 clusters Score: Raw -2489710.255022 + Penalty 3216.284990 = -2486493.970032 nChanged 90 SP:Iteration 107Q (6247.195397 sec): 3 clusters Score: Raw -2489725.515742 + Penalty 3216.284990 = -2486509.230752 nChanged 101 SP:Iteration 108Q (6247.234714 sec): 3 clusters Score: Raw -2489744.241863 + Penalty 3216.284990 = -2486527.956873 nChanged 107 SP:Iteration 109Q (6247.273094 sec): 3 clusters Score: Raw -2489765.465468 + Penalty 3216.284990 = -2486549.180479 nChanged 128 SP:Iteration 110Q (6247.316120 sec): 3 clusters Score: Raw -2489790.705281 + Penalty 3216.284990 = -2486574.420292 nChanged 121 SP:Iteration 111Q (6247.355148 sec): 3 clusters Score: Raw -2489814.289652 + Penalty 3216.284990 = -2486598.004662 nChanged 149 SP:Iteration 112Q (6247.393584 sec): 3 clusters Score: Raw -2489846.138933 + Penalty 3216.284990 = -2486629.853943 nChanged 147 SP:Iteration 113Q (6247.436419 sec): 3 clusters Score: Raw -2489877.212833 + Penalty 3216.284990 = -2486660.927843 nChanged 140 SP:Iteration 114Q (6247.474742 sec): 3 clusters Score: Raw -2489909.812455 + Penalty 3216.284990 = -2486693.527465 nChanged 152 SP:Iteration 115Q (6247.516003 sec): 3 clusters Score: Raw -2489953.135618 + Penalty 3216.284990 = -2486736.850628 nChanged 153 SP:Iteration 116Q (6247.553861 sec): 3 clusters Score: Raw -2489998.703233 + Penalty 3216.284990 = -2486782.418244 nChanged 167 SP:Iteration 117Q (6247.591673 sec): 3 clusters Score: Raw -2490051.396228 + Penalty 3216.284990 = -2486835.111238 nChanged 165 SP:Iteration 118Q (6247.632812 sec): 3 clusters Score: Raw -2490101.026335 + Penalty 3216.284990 = -2486884.741345 nChanged 169 SP:Iteration 119Q (6247.670859 sec): 3 clusters Score: Raw -2490150.898882 + Penalty 3216.284990 = -2486934.613892 nChanged 187 SP:Iteration 120F (6247.711643 sec): 3 clusters Score: Raw -2490206.550568 + Penalty 3216.284990 = -2486990.265578 nChanged 189 SP:Iteration 121Q (6247.748893 sec): 3 clusters Score: Raw -2490263.407714 + Penalty 3216.284990 = -2487047.122724 nChanged 161 SP:Iteration 122Q (6247.791599 sec): 3 clusters Score: Raw -2490310.261622 + Penalty 3216.284990 = -2487093.976632 nChanged 157 SP:Iteration 123Q (6247.831240 sec): 3 clusters Score: Raw -2490353.978090 + Penalty 3216.284990 = -2487137.693100 nChanged 155 SP:Iteration 124Q (6247.868404 sec): 3 clusters Score: Raw -2490401.243082 + Penalty 3216.284990 = -2487184.958092 nChanged 156 SP:Iteration 125Q (6247.932131 sec): 3 clusters Score: Raw -2490449.011441 + Penalty 3216.284990 = -2487232.726451 nChanged 142 SP:Iteration 126Q (6247.968676 sec): 3 clusters Score: Raw -2490491.742998 + Penalty 3216.284990 = -2487275.458008 nChanged 124 SP:Iteration 127Q (6248.006136 sec): 3 clusters Score: Raw -2490529.721493 + Penalty 3216.284990 = -2487313.436503 nChanged 118 SP:Iteration 128Q (6248.047175 sec): 3 clusters Score: Raw -2490562.607321 + Penalty 3216.284990 = -2487346.322331 nChanged 111 SP:Iteration 129Q (6248.086143 sec): 3 clusters Score: Raw -2490596.651660 + Penalty 3216.284990 = -2487380.366670 nChanged 106 SP:Iteration 130Q (6248.122187 sec): 3 clusters Score: Raw -2490628.429559 + Penalty 3216.284990 = -2487412.144569 nChanged 100 SP:Iteration 131Q (6248.169215 sec): 3 clusters Score: Raw -2490656.614276 + Penalty 3216.284990 = -2487440.329286 nChanged 97 SP:Iteration 132Q (6248.205174 sec): 3 clusters Score: Raw -2490688.031124 + Penalty 3216.284990 = -2487471.746135 nChanged 108 SP:Iteration 133Q (6248.241897 sec): 3 clusters Score: Raw -2490725.034425 + Penalty 3216.284990 = -2487508.749435 nChanged 107 SP:Iteration 134Q (6248.277945 sec): 3 clusters Score: Raw -2490769.909192 + Penalty 3216.284990 = -2487553.624202 nChanged 95 SP:Iteration 135Q (6248.315621 sec): 3 clusters Score: Raw -2490811.262405 + Penalty 3216.284990 = -2487594.977415 nChanged 84 SP:Iteration 136Q (6248.351851 sec): 3 clusters Score: Raw -2490844.073247 + Penalty 3216.284990 = -2487627.788257 nChanged 74 SP:Iteration 137Q (6248.387321 sec): 3 clusters Score: Raw -2490869.612224 + Penalty 3216.284990 = -2487653.327234 nChanged 66 SP:Iteration 138Q (6248.422628 sec): 3 clusters Score: Raw -2490892.838998 + Penalty 3216.284990 = -2487676.554008 nChanged 65 SP:Iteration 139Q (6248.462371 sec): 3 clusters Score: Raw -2490911.310078 + Penalty 3216.284990 = -2487695.025088 nChanged 57 SP:Iteration 140F (6248.508661 sec): 3 clusters Score: Raw -2490929.699263 + Penalty 3216.284990 = -2487713.414273 nChanged 57 SP:Iteration 141Q (6248.549575 sec): 3 clusters Score: Raw -2490947.990764 + Penalty 3216.284990 = -2487731.705774 nChanged 53 SP:Iteration 142Q (6248.585490 sec): 3 clusters Score: Raw -2490962.917881 + Penalty 3216.284990 = -2487746.632891 nChanged 43 SP:Iteration 143Q (6248.622559 sec): 3 clusters Score: Raw -2490977.218673 + Penalty 3216.284990 = -2487760.933683 nChanged 44 SP:Iteration 144Q (6248.658543 sec): 3 clusters Score: Raw -2490994.376899 + Penalty 3216.284990 = -2487778.091909 nChanged 40 SP:Iteration 145Q (6248.700019 sec): 3 clusters Score: Raw -2491008.004839 + Penalty 3216.284990 = -2487791.719849 nChanged 40 SP:Iteration 146Q (6248.735524 sec): 3 clusters Score: Raw -2491020.318839 + Penalty 3216.284990 = -2487804.033849 nChanged 37 SP:Iteration 147Q (6248.772762 sec): 3 clusters Score: Raw -2491031.736560 + Penalty 3216.284990 = -2487815.451570 nChanged 30 SP:Iteration 148Q (6248.808304 sec): 3 clusters Score: Raw -2491044.226160 + Penalty 3216.284990 = -2487827.941170 nChanged 21 SP:Iteration 149Q (6248.845074 sec): 3 clusters Score: Raw -2491052.100224 + Penalty 3216.284990 = -2487835.815235 nChanged 20 SP:Iteration 150Q (6248.879867 sec): 3 clusters Score: Raw -2491058.445889 + Penalty 3216.284990 = -2487842.160899 nChanged 13 SP:Iteration 151Q (6248.915547 sec): 3 clusters Score: Raw -2491062.519263 + Penalty 3216.284990 = -2487846.234273 nChanged 10 SP:Iteration 152Q (6248.952055 sec): 3 clusters Score: Raw -2491065.090512 + Penalty 3216.284990 = -2487848.805522 nChanged 8 SP:Iteration 153Q (6248.990912 sec): 3 clusters Score: Raw -2491068.012829 + Penalty 3216.284990 = -2487851.727839 nChanged 13 SP:Iteration 154Q (6249.026467 sec): 3 clusters Score: Raw -2491072.325532 + Penalty 3216.284990 = -2487856.040542 nChanged 12 SP:Iteration 155Q (6249.063083 sec): 3 clusters Score: Raw -2491077.002560 + Penalty 3216.284990 = -2487860.717570 nChanged 13 SP:Iteration 156Q (6249.099956 sec): 3 clusters Score: Raw -2491082.331421 + Penalty 3216.284990 = -2487866.046431 nChanged 17 SP:Iteration 157Q (6249.135479 sec): 3 clusters Score: Raw -2491088.508001 + Penalty 3216.284990 = -2487872.223011 nChanged 15 SP:Iteration 158Q (6249.172063 sec): 3 clusters Score: Raw -2491093.590182 + Penalty 3216.284990 = -2487877.305192 nChanged 19 SP:Iteration 159Q (6249.207741 sec): 3 clusters Score: Raw -2491101.956096 + Penalty 3216.284990 = -2487885.671106 nChanged 17 SP:Iteration 160F (6249.251873 sec): 3 clusters Score: Raw -2491108.173467 + Penalty 3216.284990 = -2487891.888477 nChanged 15 SP:Iteration 161Q (6249.290090 sec): 3 clusters Score: Raw -2491113.471860 + Penalty 3216.284990 = -2487897.186870 nChanged 17 SP:Iteration 162Q (6249.325016 sec): 3 clusters Score: Raw -2491118.993081 + Penalty 3216.284990 = -2487902.708091 nChanged 12 SP:Iteration 163Q (6249.365984 sec): 3 clusters Score: Raw -2491122.567562 + Penalty 3216.284990 = -2487906.282572 nChanged 4 SP:Iteration 164Q (6249.401660 sec): 3 clusters Score: Raw -2491124.470830 + Penalty 3216.284990 = -2487908.185840 nChanged 5 SP:Iteration 165Q (6249.441723 sec): 3 clusters Score: Raw -2491127.104013 + Penalty 3216.284990 = -2487910.819024 nChanged 6 SP:Iteration 166Q (6249.477002 sec): 3 clusters Score: Raw -2491129.100492 + Penalty 3216.284990 = -2487912.815502 nChanged 5 SP:Iteration 167Q (6249.517225 sec): 3 clusters Score: Raw -2491130.506536 + Penalty 3216.284990 = -2487914.221546 nChanged 6 SP:Iteration 168Q (6249.554030 sec): 3 clusters Score: Raw -2491132.255779 + Penalty 3216.284990 = -2487915.970789 nChanged 5 SP:Iteration 169Q (6249.590722 sec): 3 clusters Score: Raw -2491134.559967 + Penalty 3216.284990 = -2487918.274978 nChanged 5 SP:Iteration 170Q (6249.626791 sec): 3 clusters Score: Raw -2491136.491470 + Penalty 3216.284990 = -2487920.206481 nChanged 7 SP:Iteration 171Q (6249.661086 sec): 3 clusters Score: Raw -2491138.356887 + Penalty 3216.284990 = -2487922.071897 nChanged 2 SP:Iteration 172Q (6249.695874 sec): 3 clusters Score: Raw -2491138.777284 + Penalty 3216.284990 = -2487922.492294 nChanged 0 SP:Iteration 173F (6249.739860 sec): 3 clusters Score: Raw -2491138.777284 + Penalty 3216.284990 = -2487922.492294 nChanged 0 Trying to split cluster 36 (1009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6249.753750 sec): 2 clusters Score: Raw -128912.761281 + Penalty 1123.966191 = -127788.795091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6249.759676 sec): 3 clusters Score: Raw -128542.454731 + Penalty 2247.932382 = -126294.522350 nChanged 316 SP:Iteration 1F (6249.770097 sec): 3 clusters Score: Raw -128793.513873 + Penalty 2247.932382 = -126545.581491 nChanged 76 SP:Iteration 2F (6249.775582 sec): 3 clusters Score: Raw -128869.298671 + Penalty 2247.932382 = -126621.366289 nChanged 43 SP:Iteration 3Q (6249.781122 sec): 3 clusters Score: Raw -128922.213162 + Penalty 2247.932382 = -126674.280780 nChanged 35 SP:Iteration 4Q (6249.788825 sec): 3 clusters Score: Raw -128956.878704 + Penalty 2247.932382 = -126708.946322 nChanged 22 SP:Iteration 5Q (6249.794320 sec): 3 clusters Score: Raw -128979.771152 + Penalty 2247.932382 = -126731.838771 nChanged 16 SP:Iteration 6Q (6249.799836 sec): 3 clusters Score: Raw -128994.465849 + Penalty 2247.932382 = -126746.533467 nChanged 14 SP:Iteration 7Q (6249.808301 sec): 3 clusters Score: Raw -129006.161986 + Penalty 2247.932382 = -126758.229604 nChanged 9 SP:Iteration 8Q (6249.813777 sec): 3 clusters Score: Raw -129012.316880 + Penalty 2247.932382 = -126764.384499 nChanged 6 SP:Iteration 9Q (6249.819206 sec): 3 clusters Score: Raw -129017.642678 + Penalty 2247.932382 = -126769.710296 nChanged 3 SP:Iteration 10Q (6249.827118 sec): 3 clusters Score: Raw -129019.493295 + Penalty 2247.932382 = -126771.560913 nChanged 0 SP:Iteration 11F (6249.832718 sec): 3 clusters Score: Raw -129019.493295 + Penalty 2247.932382 = -126771.560913 nChanged 0 Trying to split cluster 37 (26637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6249.877187 sec): 2 clusters Score: Raw -3383806.848527 + Penalty 1655.884182 = -3382150.964345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6249.930442 sec): 3 clusters Score: Raw -3367433.556756 + Penalty 3311.768364 = -3364121.788392 nChanged 12121 SP:Iteration 1F (6249.982064 sec): 3 clusters Score: Raw -3374311.149138 + Penalty 3311.768364 = -3370999.380774 nChanged 1340 SP:Iteration 2F (6250.033293 sec): 3 clusters Score: Raw -3374851.584121 + Penalty 3311.768364 = -3371539.815757 nChanged 1312 SP:Iteration 3Q (6250.090810 sec): 3 clusters Score: Raw -3375487.367280 + Penalty 3311.768364 = -3372175.598916 nChanged 1438 SP:Iteration 4F (6250.139893 sec): 3 clusters Score: Raw -3376328.698621 + Penalty 3311.768364 = -3373016.930257 nChanged 1602 SP:Iteration 5F (6250.191822 sec): 3 clusters Score: Raw -3377384.010837 + Penalty 3311.768364 = -3374072.242473 nChanged 1662 SP:Iteration 6F (6250.242885 sec): 3 clusters Score: Raw -3378634.772745 + Penalty 3311.768364 = -3375323.004380 nChanged 1704 SP:Iteration 7F (6250.293724 sec): 3 clusters Score: Raw -3379986.395214 + Penalty 3311.768364 = -3376674.626850 nChanged 1533 SP:Iteration 8F (6250.346421 sec): 3 clusters Score: Raw -3381040.315090 + Penalty 3311.768364 = -3377728.546726 nChanged 1192 SP:Iteration 9Q (6250.397922 sec): 3 clusters Score: Raw -3381679.780014 + Penalty 3311.768364 = -3378368.011650 nChanged 864 SP:Iteration 10Q (6250.447795 sec): 3 clusters Score: Raw -3382052.333891 + Penalty 3311.768364 = -3378740.565527 nChanged 621 SP:Iteration 11Q (6250.497523 sec): 3 clusters Score: Raw -3382283.187116 + Penalty 3311.768364 = -3378971.418752 nChanged 526 SP:Iteration 12Q (6250.547959 sec): 3 clusters Score: Raw -3382465.995729 + Penalty 3311.768364 = -3379154.227365 nChanged 459 SP:Iteration 13Q (6250.608718 sec): 3 clusters Score: Raw -3382618.189453 + Penalty 3311.768364 = -3379306.421088 nChanged 388 SP:Iteration 14Q (6250.663163 sec): 3 clusters Score: Raw -3382743.441067 + Penalty 3311.768364 = -3379431.672703 nChanged 342 SP:Iteration 15Q (6250.718931 sec): 3 clusters Score: Raw -3382844.065737 + Penalty 3311.768364 = -3379532.297372 nChanged 313 SP:Iteration 16Q (6250.768307 sec): 3 clusters Score: Raw -3382934.184353 + Penalty 3311.768364 = -3379622.415988 nChanged 302 SP:Iteration 17Q (6250.836007 sec): 3 clusters Score: Raw -3383020.251118 + Penalty 3311.768364 = -3379708.482754 nChanged 268 SP:Iteration 18Q (6250.885300 sec): 3 clusters Score: Raw -3383088.346319 + Penalty 3311.768364 = -3379776.577954 nChanged 248 SP:Iteration 19Q (6250.934602 sec): 3 clusters Score: Raw -3383147.705674 + Penalty 3311.768364 = -3379835.937309 nChanged 229 SP:Iteration 20F (6250.984379 sec): 3 clusters Score: Raw -3383200.417841 + Penalty 3311.768364 = -3379888.649476 nChanged 235 SP:Iteration 21Q (6251.033956 sec): 3 clusters Score: Raw -3383252.957087 + Penalty 3311.768364 = -3379941.188723 nChanged 210 SP:Iteration 22Q (6251.083223 sec): 3 clusters Score: Raw -3383290.059612 + Penalty 3311.768364 = -3379978.291247 nChanged 163 SP:Iteration 23Q (6251.133816 sec): 3 clusters Score: Raw -3383314.455638 + Penalty 3311.768364 = -3380002.687273 nChanged 158 SP:Iteration 24Q (6251.181737 sec): 3 clusters Score: Raw -3383337.316549 + Penalty 3311.768364 = -3380025.548184 nChanged 150 SP:Iteration 25Q (6251.239785 sec): 3 clusters Score: Raw -3383361.326473 + Penalty 3311.768364 = -3380049.558109 nChanged 147 SP:Iteration 26Q (6251.289857 sec): 3 clusters Score: Raw -3383384.719070 + Penalty 3311.768364 = -3380072.950705 nChanged 162 SP:Iteration 27Q (6251.341281 sec): 3 clusters Score: Raw -3383409.543733 + Penalty 3311.768364 = -3380097.775368 nChanged 157 SP:Iteration 28Q (6251.389729 sec): 3 clusters Score: Raw -3383433.374748 + Penalty 3311.768364 = -3380121.606384 nChanged 132 SP:Iteration 29Q (6251.438040 sec): 3 clusters Score: Raw -3383453.332480 + Penalty 3311.768364 = -3380141.564116 nChanged 136 SP:Iteration 30Q (6251.485891 sec): 3 clusters Score: Raw -3383476.071162 + Penalty 3311.768364 = -3380164.302797 nChanged 145 SP:Iteration 31Q (6251.534004 sec): 3 clusters Score: Raw -3383500.988661 + Penalty 3311.768364 = -3380189.220297 nChanged 138 SP:Iteration 32Q (6251.582331 sec): 3 clusters Score: Raw -3383521.924231 + Penalty 3311.768364 = -3380210.155867 nChanged 115 SP:Iteration 33Q (6251.642647 sec): 3 clusters Score: Raw -3383540.165658 + Penalty 3311.768364 = -3380228.397293 nChanged 127 SP:Iteration 34Q (6251.690207 sec): 3 clusters Score: Raw -3383560.283661 + Penalty 3311.768364 = -3380248.515296 nChanged 125 SP:Iteration 35Q (6251.742685 sec): 3 clusters Score: Raw -3383581.533195 + Penalty 3311.768364 = -3380269.764830 nChanged 133 SP:Iteration 36Q (6251.795005 sec): 3 clusters Score: Raw -3383604.455677 + Penalty 3311.768364 = -3380292.687313 nChanged 159 SP:Iteration 37Q (6251.841892 sec): 3 clusters Score: Raw -3383636.681730 + Penalty 3311.768364 = -3380324.913366 nChanged 153 SP:Iteration 38Q (6251.897405 sec): 3 clusters Score: Raw -3383668.767590 + Penalty 3311.768364 = -3380356.999226 nChanged 160 SP:Iteration 39Q (6251.945318 sec): 3 clusters Score: Raw -3383700.687962 + Penalty 3311.768364 = -3380388.919597 nChanged 160 SP:Iteration 40F (6251.994925 sec): 3 clusters Score: Raw -3383732.244095 + Penalty 3311.768364 = -3380420.475731 nChanged 164 SP:Iteration 41Q (6252.056298 sec): 3 clusters Score: Raw -3383768.504274 + Penalty 3311.768364 = -3380456.735909 nChanged 169 SP:Iteration 42Q (6252.103594 sec): 3 clusters Score: Raw -3383807.950995 + Penalty 3311.768364 = -3380496.182631 nChanged 179 SP:Iteration 43Q (6252.152746 sec): 3 clusters Score: Raw -3383847.032918 + Penalty 3311.768364 = -3380535.264554 nChanged 183 SP:Iteration 44Q (6252.202216 sec): 3 clusters Score: Raw -3383884.238479 + Penalty 3311.768364 = -3380572.470115 nChanged 167 SP:Iteration 45Q (6252.249240 sec): 3 clusters Score: Raw -3383919.852508 + Penalty 3311.768364 = -3380608.084144 nChanged 155 SP:Iteration 46Q (6252.295305 sec): 3 clusters Score: Raw -3383949.939682 + Penalty 3311.768364 = -3380638.171318 nChanged 154 SP:Iteration 47Q (6252.344791 sec): 3 clusters Score: Raw -3383978.413544 + Penalty 3311.768364 = -3380666.645180 nChanged 138 SP:Iteration 48Q (6252.392135 sec): 3 clusters Score: Raw -3384001.658431 + Penalty 3311.768364 = -3380689.890066 nChanged 131 SP:Iteration 49Q (6252.439888 sec): 3 clusters Score: Raw -3384023.265176 + Penalty 3311.768364 = -3380711.496811 nChanged 115 SP:Iteration 50Q (6252.488752 sec): 3 clusters Score: Raw -3384042.129875 + Penalty 3311.768364 = -3380730.361511 nChanged 119 SP:Iteration 51Q (6252.535795 sec): 3 clusters Score: Raw -3384062.199239 + Penalty 3311.768364 = -3380750.430875 nChanged 120 SP:Iteration 52Q (6252.582267 sec): 3 clusters Score: Raw -3384082.499698 + Penalty 3311.768364 = -3380770.731333 nChanged 108 SP:Iteration 53Q (6252.628461 sec): 3 clusters Score: Raw -3384097.397051 + Penalty 3311.768364 = -3380785.628687 nChanged 101 SP:Iteration 54Q (6252.674228 sec): 3 clusters Score: Raw -3384113.090198 + Penalty 3311.768364 = -3380801.321834 nChanged 108 SP:Iteration 55Q (6252.720081 sec): 3 clusters Score: Raw -3384128.948873 + Penalty 3311.768364 = -3380817.180509 nChanged 89 SP:Iteration 56Q (6252.766465 sec): 3 clusters Score: Raw -3384142.076663 + Penalty 3311.768364 = -3380830.308298 nChanged 78 SP:Iteration 57Q (6252.821179 sec): 3 clusters Score: Raw -3384153.254001 + Penalty 3311.768364 = -3380841.485637 nChanged 80 SP:Iteration 58Q (6252.867247 sec): 3 clusters Score: Raw -3384164.523944 + Penalty 3311.768364 = -3380852.755580 nChanged 74 SP:Iteration 59Q (6252.942196 sec): 3 clusters Score: Raw -3384173.933487 + Penalty 3311.768364 = -3380862.165123 nChanged 69 SP:Iteration 60F (6252.994409 sec): 3 clusters Score: Raw -3384183.886002 + Penalty 3311.768364 = -3380872.117638 nChanged 69 SP:Iteration 61Q (6253.049415 sec): 3 clusters Score: Raw -3384193.968786 + Penalty 3311.768364 = -3380882.200421 nChanged 72 SP:Iteration 62Q (6253.097846 sec): 3 clusters Score: Raw -3384206.233963 + Penalty 3311.768364 = -3380894.465598 nChanged 75 SP:Iteration 63Q (6253.148430 sec): 3 clusters Score: Raw -3384219.005020 + Penalty 3311.768364 = -3380907.236656 nChanged 73 SP:Iteration 64Q (6253.195496 sec): 3 clusters Score: Raw -3384231.078899 + Penalty 3311.768364 = -3380919.310534 nChanged 73 SP:Iteration 65Q (6253.262122 sec): 3 clusters Score: Raw -3384243.407813 + Penalty 3311.768364 = -3380931.639449 nChanged 67 SP:Iteration 66Q (6253.331395 sec): 3 clusters Score: Raw -3384253.836241 + Penalty 3311.768364 = -3380942.067876 nChanged 72 SP:Iteration 67Q (6253.390487 sec): 3 clusters Score: Raw -3384265.655316 + Penalty 3311.768364 = -3380953.886951 nChanged 73 SP:Iteration 68Q (6253.459564 sec): 3 clusters Score: Raw -3384278.954240 + Penalty 3311.768364 = -3380967.185876 nChanged 81 SP:Iteration 69Q (6253.510290 sec): 3 clusters Score: Raw -3384293.552081 + Penalty 3311.768364 = -3380981.783717 nChanged 74 SP:Iteration 70Q (6253.556206 sec): 3 clusters Score: Raw -3384306.362195 + Penalty 3311.768364 = -3380994.593831 nChanged 73 SP:Iteration 71Q (6253.601227 sec): 3 clusters Score: Raw -3384318.954929 + Penalty 3311.768364 = -3381007.186565 nChanged 69 SP:Iteration 72Q (6253.649007 sec): 3 clusters Score: Raw -3384331.602266 + Penalty 3311.768364 = -3381019.833901 nChanged 68 SP:Iteration 73Q (6253.693654 sec): 3 clusters Score: Raw -3384343.320448 + Penalty 3311.768364 = -3381031.552083 nChanged 65 SP:Iteration 74Q (6253.738351 sec): 3 clusters Score: Raw -3384353.171102 + Penalty 3311.768364 = -3381041.402737 nChanged 50 SP:Iteration 75Q (6253.793326 sec): 3 clusters Score: Raw -3384360.343980 + Penalty 3311.768364 = -3381048.575616 nChanged 55 SP:Iteration 76Q (6253.837740 sec): 3 clusters Score: Raw -3384367.031486 + Penalty 3311.768364 = -3381055.263122 nChanged 38 SP:Iteration 77Q (6253.882763 sec): 3 clusters Score: Raw -3384371.697102 + Penalty 3311.768364 = -3381059.928737 nChanged 51 SP:Iteration 78Q (6253.928076 sec): 3 clusters Score: Raw -3384378.626718 + Penalty 3311.768364 = -3381066.858353 nChanged 47 SP:Iteration 79Q (6253.972259 sec): 3 clusters Score: Raw -3384385.013470 + Penalty 3311.768364 = -3381073.245106 nChanged 45 SP:Iteration 80F (6254.022341 sec): 3 clusters Score: Raw -3384391.454476 + Penalty 3311.768364 = -3381079.686111 nChanged 43 SP:Iteration 81Q (6254.077526 sec): 3 clusters Score: Raw -3384397.695547 + Penalty 3311.768364 = -3381085.927182 nChanged 49 SP:Iteration 82Q (6254.126838 sec): 3 clusters Score: Raw -3384404.131428 + Penalty 3311.768364 = -3381092.363063 nChanged 43 SP:Iteration 83Q (6254.173274 sec): 3 clusters Score: Raw -3384411.708977 + Penalty 3311.768364 = -3381099.940613 nChanged 38 SP:Iteration 84Q (6254.223487 sec): 3 clusters Score: Raw -3384417.737069 + Penalty 3311.768364 = -3381105.968704 nChanged 37 SP:Iteration 85Q (6254.273377 sec): 3 clusters Score: Raw -3384422.656187 + Penalty 3311.768364 = -3381110.887823 nChanged 32 SP:Iteration 86Q (6254.318368 sec): 3 clusters Score: Raw -3384427.684626 + Penalty 3311.768364 = -3381115.916262 nChanged 30 SP:Iteration 87Q (6254.368074 sec): 3 clusters Score: Raw -3384431.565128 + Penalty 3311.768364 = -3381119.796763 nChanged 33 SP:Iteration 88Q (6254.413037 sec): 3 clusters Score: Raw -3384436.524159 + Penalty 3311.768364 = -3381124.755795 nChanged 36 SP:Iteration 89Q (6254.458472 sec): 3 clusters Score: Raw -3384442.391095 + Penalty 3311.768364 = -3381130.622731 nChanged 35 SP:Iteration 90Q (6254.502451 sec): 3 clusters Score: Raw -3384447.397471 + Penalty 3311.768364 = -3381135.629106 nChanged 38 SP:Iteration 91Q (6254.547221 sec): 3 clusters Score: Raw -3384454.073277 + Penalty 3311.768364 = -3381142.304913 nChanged 45 SP:Iteration 92Q (6254.591209 sec): 3 clusters Score: Raw -3384461.214289 + Penalty 3311.768364 = -3381149.445925 nChanged 50 SP:Iteration 93Q (6254.635982 sec): 3 clusters Score: Raw -3384469.803433 + Penalty 3311.768364 = -3381158.035068 nChanged 46 SP:Iteration 94Q (6254.683861 sec): 3 clusters Score: Raw -3384476.704576 + Penalty 3311.768364 = -3381164.936212 nChanged 52 SP:Iteration 95Q (6254.727495 sec): 3 clusters Score: Raw -3384484.628681 + Penalty 3311.768364 = -3381172.860317 nChanged 40 SP:Iteration 96Q (6254.778900 sec): 3 clusters Score: Raw -3384491.615698 + Penalty 3311.768364 = -3381179.847334 nChanged 40 SP:Iteration 97Q (6254.847800 sec): 3 clusters Score: Raw -3384499.431094 + Penalty 3311.768364 = -3381187.662730 nChanged 45 SP:Iteration 98Q (6254.906002 sec): 3 clusters Score: Raw -3384508.372940 + Penalty 3311.768364 = -3381196.604575 nChanged 57 SP:Iteration 99Q (6254.950497 sec): 3 clusters Score: Raw -3384519.757170 + Penalty 3311.768364 = -3381207.988806 nChanged 51 SP:Iteration 100F (6255.018953 sec): 3 clusters Score: Raw -3384528.894744 + Penalty 3311.768364 = -3381217.126379 nChanged 45 SP:Iteration 101Q (6255.063247 sec): 3 clusters Score: Raw -3384537.053608 + Penalty 3311.768364 = -3381225.285244 nChanged 36 SP:Iteration 102Q (6255.111267 sec): 3 clusters Score: Raw -3384543.977106 + Penalty 3311.768364 = -3381232.208741 nChanged 34 SP:Iteration 103Q (6255.162350 sec): 3 clusters Score: Raw -3384549.047981 + Penalty 3311.768364 = -3381237.279616 nChanged 24 SP:Iteration 104Q (6255.221078 sec): 3 clusters Score: Raw -3384553.868144 + Penalty 3311.768364 = -3381242.099780 nChanged 28 SP:Iteration 105Q (6255.272324 sec): 3 clusters Score: Raw -3384558.692509 + Penalty 3311.768364 = -3381246.924145 nChanged 31 SP:Iteration 106Q (6255.317125 sec): 3 clusters Score: Raw -3384564.069331 + Penalty 3311.768364 = -3381252.300967 nChanged 34 SP:Iteration 107Q (6255.379771 sec): 3 clusters Score: Raw -3384571.881365 + Penalty 3311.768364 = -3381260.113001 nChanged 31 SP:Iteration 108Q (6255.447043 sec): 3 clusters Score: Raw -3384579.052410 + Penalty 3311.768364 = -3381267.284045 nChanged 29 SP:Iteration 109Q (6255.504983 sec): 3 clusters Score: Raw -3384584.074891 + Penalty 3311.768364 = -3381272.306527 nChanged 22 SP:Iteration 110Q (6255.549154 sec): 3 clusters Score: Raw -3384587.853487 + Penalty 3311.768364 = -3381276.085123 nChanged 19 SP:Iteration 111Q (6255.599753 sec): 3 clusters Score: Raw -3384590.811581 + Penalty 3311.768364 = -3381279.043216 nChanged 16 SP:Iteration 112Q (6255.651996 sec): 3 clusters Score: Raw -3384594.461977 + Penalty 3311.768364 = -3381282.693612 nChanged 27 SP:Iteration 113Q (6255.698972 sec): 3 clusters Score: Raw -3384599.115072 + Penalty 3311.768364 = -3381287.346707 nChanged 26 SP:Iteration 114Q (6255.748766 sec): 3 clusters Score: Raw -3384603.275043 + Penalty 3311.768364 = -3381291.506679 nChanged 24 SP:Iteration 115Q (6255.800071 sec): 3 clusters Score: Raw -3384607.299841 + Penalty 3311.768364 = -3381295.531476 nChanged 19 SP:Iteration 116Q (6255.843676 sec): 3 clusters Score: Raw -3384611.027529 + Penalty 3311.768364 = -3381299.259165 nChanged 16 SP:Iteration 117Q (6255.888072 sec): 3 clusters Score: Raw -3384613.153517 + Penalty 3311.768364 = -3381301.385153 nChanged 16 SP:Iteration 118Q (6255.931455 sec): 3 clusters Score: Raw -3384615.575056 + Penalty 3311.768364 = -3381303.806692 nChanged 19 SP:Iteration 119Q (6255.985205 sec): 3 clusters Score: Raw -3384617.730954 + Penalty 3311.768364 = -3381305.962589 nChanged 18 SP:Iteration 120F (6256.044634 sec): 3 clusters Score: Raw -3384621.067431 + Penalty 3311.768364 = -3381309.299067 nChanged 15 SP:Iteration 121Q (6256.095511 sec): 3 clusters Score: Raw -3384623.228367 + Penalty 3311.768364 = -3381311.460003 nChanged 15 SP:Iteration 122Q (6256.138659 sec): 3 clusters Score: Raw -3384625.105841 + Penalty 3311.768364 = -3381313.337477 nChanged 16 SP:Iteration 123Q (6256.182310 sec): 3 clusters Score: Raw -3384627.632609 + Penalty 3311.768364 = -3381315.864245 nChanged 19 SP:Iteration 124Q (6256.225938 sec): 3 clusters Score: Raw -3384630.083877 + Penalty 3311.768364 = -3381318.315513 nChanged 11 SP:Iteration 125Q (6256.270401 sec): 3 clusters Score: Raw -3384632.550291 + Penalty 3311.768364 = -3381320.781926 nChanged 13 SP:Iteration 126Q (6256.314213 sec): 3 clusters Score: Raw -3384634.859720 + Penalty 3311.768364 = -3381323.091356 nChanged 11 SP:Iteration 127Q (6256.357894 sec): 3 clusters Score: Raw -3384636.199649 + Penalty 3311.768364 = -3381324.431285 nChanged 5 SP:Iteration 128Q (6256.402011 sec): 3 clusters Score: Raw -3384636.611587 + Penalty 3311.768364 = -3381324.843223 nChanged 2 SP:Iteration 129Q (6256.446197 sec): 3 clusters Score: Raw -3384636.879027 + Penalty 3311.768364 = -3381325.110663 nChanged 2 SP:Iteration 130Q (6256.490556 sec): 3 clusters Score: Raw -3384637.155552 + Penalty 3311.768364 = -3381325.387188 nChanged 1 SP:Iteration 131Q (6256.533971 sec): 3 clusters Score: Raw -3384637.194501 + Penalty 3311.768364 = -3381325.426137 nChanged 0 SP:Iteration 132F (6256.588609 sec): 3 clusters Score: Raw -3384637.194501 + Penalty 3311.768364 = -3381325.426137 nChanged 0 Trying to split cluster 38 (7998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6256.617983 sec): 2 clusters Score: Raw -936113.133486 + Penalty 1460.378853 = -934652.754633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6256.647557 sec): 3 clusters Score: Raw -931721.670760 + Penalty 2920.757707 = -928800.913053 nChanged 3376 SP:Iteration 1F (6256.687030 sec): 3 clusters Score: Raw -933993.431912 + Penalty 2920.757707 = -931072.674205 nChanged 736 SP:Iteration 2F (6256.715910 sec): 3 clusters Score: Raw -934587.241374 + Penalty 2920.757707 = -931666.483667 nChanged 627 SP:Iteration 3F (6256.740847 sec): 3 clusters Score: Raw -935145.474700 + Penalty 2920.757707 = -932224.716994 nChanged 512 SP:Iteration 4F (6256.770747 sec): 3 clusters Score: Raw -935577.234313 + Penalty 2920.757707 = -932656.476606 nChanged 381 SP:Iteration 5Q (6256.799573 sec): 3 clusters Score: Raw -935863.072616 + Penalty 2920.757707 = -932942.314909 nChanged 293 SP:Iteration 6Q (6256.827935 sec): 3 clusters Score: Raw -936075.537869 + Penalty 2920.757707 = -933154.780163 nChanged 215 SP:Iteration 7Q (6256.856730 sec): 3 clusters Score: Raw -936202.473106 + Penalty 2920.757707 = -933281.715400 nChanged 187 SP:Iteration 8Q (6256.880805 sec): 3 clusters Score: Raw -936303.495501 + Penalty 2920.757707 = -933382.737794 nChanged 134 SP:Iteration 9Q (6256.907170 sec): 3 clusters Score: Raw -936363.580682 + Penalty 2920.757707 = -933442.822975 nChanged 133 SP:Iteration 10Q (6256.932972 sec): 3 clusters Score: Raw -936423.745027 + Penalty 2920.757707 = -933502.987321 nChanged 107 SP:Iteration 11Q (6256.962031 sec): 3 clusters Score: Raw -936475.973537 + Penalty 2920.757707 = -933555.215830 nChanged 99 SP:Iteration 12Q (6256.989967 sec): 3 clusters Score: Raw -936523.171764 + Penalty 2920.757707 = -933602.414058 nChanged 84 SP:Iteration 13Q (6257.013411 sec): 3 clusters Score: Raw -936556.000715 + Penalty 2920.757707 = -933635.243008 nChanged 68 SP:Iteration 14Q (6257.036920 sec): 3 clusters Score: Raw -936574.988803 + Penalty 2920.757707 = -933654.231097 nChanged 66 SP:Iteration 15Q (6257.065920 sec): 3 clusters Score: Raw -936595.009578 + Penalty 2920.757707 = -933674.251871 nChanged 54 SP:Iteration 16Q (6257.092462 sec): 3 clusters Score: Raw -936611.363947 + Penalty 2920.757707 = -933690.606240 nChanged 52 SP:Iteration 17Q (6257.116050 sec): 3 clusters Score: Raw -936629.479145 + Penalty 2920.757707 = -933708.721439 nChanged 61 SP:Iteration 18Q (6257.152289 sec): 3 clusters Score: Raw -936655.989114 + Penalty 2920.757707 = -933735.231407 nChanged 67 SP:Iteration 19Q (6257.175864 sec): 3 clusters Score: Raw -936692.229626 + Penalty 2920.757707 = -933771.471919 nChanged 70 SP:Iteration 20F (6257.200533 sec): 3 clusters Score: Raw -936731.558620 + Penalty 2920.757707 = -933810.800913 nChanged 67 SP:Iteration 21Q (6257.224035 sec): 3 clusters Score: Raw -936767.066785 + Penalty 2920.757707 = -933846.309079 nChanged 64 SP:Iteration 22Q (6257.247261 sec): 3 clusters Score: Raw -936795.693077 + Penalty 2920.757707 = -933874.935371 nChanged 57 SP:Iteration 23Q (6257.276573 sec): 3 clusters Score: Raw -936819.690636 + Penalty 2920.757707 = -933898.932930 nChanged 63 SP:Iteration 24Q (6257.303729 sec): 3 clusters Score: Raw -936850.952635 + Penalty 2920.757707 = -933930.194928 nChanged 58 SP:Iteration 25Q (6257.327052 sec): 3 clusters Score: Raw -936869.790633 + Penalty 2920.757707 = -933949.032926 nChanged 41 SP:Iteration 26Q (6257.354665 sec): 3 clusters Score: Raw -936883.724692 + Penalty 2920.757707 = -933962.966985 nChanged 39 SP:Iteration 27Q (6257.380239 sec): 3 clusters Score: Raw -936892.060189 + Penalty 2920.757707 = -933971.302482 nChanged 24 SP:Iteration 28Q (6257.406437 sec): 3 clusters Score: Raw -936897.586518 + Penalty 2920.757707 = -933976.828812 nChanged 20 SP:Iteration 29Q (6257.429802 sec): 3 clusters Score: Raw -936903.601586 + Penalty 2920.757707 = -933982.843879 nChanged 23 SP:Iteration 30Q (6257.455671 sec): 3 clusters Score: Raw -936909.297340 + Penalty 2920.757707 = -933988.539633 nChanged 24 SP:Iteration 31Q (6257.479165 sec): 3 clusters Score: Raw -936913.882570 + Penalty 2920.757707 = -933993.124864 nChanged 14 SP:Iteration 32Q (6257.503763 sec): 3 clusters Score: Raw -936916.662291 + Penalty 2920.757707 = -933995.904585 nChanged 12 SP:Iteration 33Q (6257.528564 sec): 3 clusters Score: Raw -936918.980739 + Penalty 2920.757707 = -933998.223033 nChanged 13 SP:Iteration 34Q (6257.551964 sec): 3 clusters Score: Raw -936922.335485 + Penalty 2920.757707 = -934001.577778 nChanged 12 SP:Iteration 35Q (6257.585280 sec): 3 clusters Score: Raw -936925.035266 + Penalty 2920.757707 = -934004.277559 nChanged 10 SP:Iteration 36Q (6257.608324 sec): 3 clusters Score: Raw -936926.698431 + Penalty 2920.757707 = -934005.940724 nChanged 11 SP:Iteration 37Q (6257.631544 sec): 3 clusters Score: Raw -936929.997261 + Penalty 2920.757707 = -934009.239555 nChanged 12 SP:Iteration 38Q (6257.654566 sec): 3 clusters Score: Raw -936933.364398 + Penalty 2920.757707 = -934012.606692 nChanged 17 SP:Iteration 39Q (6257.703752 sec): 3 clusters Score: Raw -936937.181396 + Penalty 2920.757707 = -934016.423689 nChanged 20 SP:Iteration 40F (6257.731613 sec): 3 clusters Score: Raw -936941.132466 + Penalty 2920.757707 = -934020.374760 nChanged 21 SP:Iteration 41Q (6257.763415 sec): 3 clusters Score: Raw -936945.765834 + Penalty 2920.757707 = -934025.008127 nChanged 20 SP:Iteration 42Q (6257.791550 sec): 3 clusters Score: Raw -936950.752281 + Penalty 2920.757707 = -934029.994575 nChanged 17 SP:Iteration 43Q (6257.814791 sec): 3 clusters Score: Raw -936955.710411 + Penalty 2920.757707 = -934034.952704 nChanged 21 SP:Iteration 44Q (6257.842064 sec): 3 clusters Score: Raw -936960.747826 + Penalty 2920.757707 = -934039.990120 nChanged 14 SP:Iteration 45Q (6257.867584 sec): 3 clusters Score: Raw -936962.728487 + Penalty 2920.757707 = -934041.970780 nChanged 12 SP:Iteration 46Q (6257.890825 sec): 3 clusters Score: Raw -936964.375121 + Penalty 2920.757707 = -934043.617414 nChanged 12 SP:Iteration 47Q (6257.933524 sec): 3 clusters Score: Raw -936967.143654 + Penalty 2920.757707 = -934046.385947 nChanged 9 SP:Iteration 48Q (6257.959644 sec): 3 clusters Score: Raw -936968.955105 + Penalty 2920.757707 = -934048.197399 nChanged 8 SP:Iteration 49Q (6257.982988 sec): 3 clusters Score: Raw -936971.522344 + Penalty 2920.757707 = -934050.764638 nChanged 10 SP:Iteration 50Q (6258.021574 sec): 3 clusters Score: Raw -936974.222690 + Penalty 2920.757707 = -934053.464984 nChanged 17 SP:Iteration 51Q (6258.045167 sec): 3 clusters Score: Raw -936979.217938 + Penalty 2920.757707 = -934058.460232 nChanged 15 SP:Iteration 52Q (6258.082748 sec): 3 clusters Score: Raw -936982.831436 + Penalty 2920.757707 = -934062.073730 nChanged 9 SP:Iteration 53Q (6258.105887 sec): 3 clusters Score: Raw -936984.315821 + Penalty 2920.757707 = -934063.558114 nChanged 6 SP:Iteration 54Q (6258.129167 sec): 3 clusters Score: Raw -936986.365886 + Penalty 2920.757707 = -934065.608179 nChanged 8 SP:Iteration 55Q (6258.173707 sec): 3 clusters Score: Raw -936988.351521 + Penalty 2920.757707 = -934067.593815 nChanged 7 SP:Iteration 56Q (6258.196850 sec): 3 clusters Score: Raw -936989.504921 + Penalty 2920.757707 = -934068.747215 nChanged 6 SP:Iteration 57Q (6258.220173 sec): 3 clusters Score: Raw -936990.383483 + Penalty 2920.757707 = -934069.625776 nChanged 4 SP:Iteration 58Q (6258.246729 sec): 3 clusters Score: Raw -936991.341829 + Penalty 2920.757707 = -934070.584122 nChanged 5 SP:Iteration 59Q (6258.270031 sec): 3 clusters Score: Raw -936992.510555 + Penalty 2920.757707 = -934071.752848 nChanged 7 SP:Iteration 60F (6258.322062 sec): 3 clusters Score: Raw -936994.115596 + Penalty 2920.757707 = -934073.357889 nChanged 3 SP:Iteration 61Q (6258.345271 sec): 3 clusters Score: Raw -936994.445171 + Penalty 2920.757707 = -934073.687465 nChanged 3 SP:Iteration 62Q (6258.369996 sec): 3 clusters Score: Raw -936994.909587 + Penalty 2920.757707 = -934074.151880 nChanged 2 SP:Iteration 63Q (6258.396322 sec): 3 clusters Score: Raw -936995.031271 + Penalty 2920.757707 = -934074.273565 nChanged 1 SP:Iteration 64Q (6258.424769 sec): 3 clusters Score: Raw -936995.301728 + Penalty 2920.757707 = -934074.544022 nChanged 3 SP:Iteration 65Q (6258.448206 sec): 3 clusters Score: Raw -936995.702602 + Penalty 2920.757707 = -934074.944895 nChanged 1 SP:Iteration 66Q (6258.495098 sec): 3 clusters Score: Raw -936995.975999 + Penalty 2920.757707 = -934075.218293 nChanged 0 SP:Iteration 67F (6258.546839 sec): 3 clusters Score: Raw -936995.975999 + Penalty 2920.757707 = -934075.218293 nChanged 0 Trying to split cluster 39 (5329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6258.565589 sec): 2 clusters Score: Raw -678857.357063 + Penalty 1394.399318 = -677462.957744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6258.590672 sec): 3 clusters Score: Raw -676033.263199 + Penalty 2788.798637 = -673244.464562 nChanged 2157 SP:Iteration 1F (6258.611806 sec): 3 clusters Score: Raw -677291.885536 + Penalty 2788.798637 = -674503.086899 nChanged 424 SP:Iteration 2F (6258.633383 sec): 3 clusters Score: Raw -677541.820043 + Penalty 2788.798637 = -674753.021406 nChanged 314 SP:Iteration 3F (6258.654757 sec): 3 clusters Score: Raw -677723.237507 + Penalty 2788.798637 = -674934.438870 nChanged 279 SP:Iteration 4F (6258.675934 sec): 3 clusters Score: Raw -677923.651146 + Penalty 2788.798637 = -675134.852509 nChanged 285 SP:Iteration 5F (6258.697054 sec): 3 clusters Score: Raw -678122.948075 + Penalty 2788.798637 = -675334.149438 nChanged 286 SP:Iteration 6F (6258.721671 sec): 3 clusters Score: Raw -678361.661238 + Penalty 2788.798637 = -675572.862601 nChanged 302 SP:Iteration 7F (6258.742996 sec): 3 clusters Score: Raw -678636.928991 + Penalty 2788.798637 = -675848.130354 nChanged 278 SP:Iteration 8F (6258.763978 sec): 3 clusters Score: Raw -678863.820132 + Penalty 2788.798637 = -676075.021496 nChanged 215 SP:Iteration 9Q (6258.788998 sec): 3 clusters Score: Raw -679012.136176 + Penalty 2788.798637 = -676223.337540 nChanged 163 SP:Iteration 10Q (6258.809942 sec): 3 clusters Score: Raw -679098.751982 + Penalty 2788.798637 = -676309.953346 nChanged 103 SP:Iteration 11Q (6258.834755 sec): 3 clusters Score: Raw -679155.029817 + Penalty 2788.798637 = -676366.231180 nChanged 75 SP:Iteration 12Q (6258.855821 sec): 3 clusters Score: Raw -679186.403288 + Penalty 2788.798637 = -676397.604652 nChanged 56 SP:Iteration 13Q (6258.876754 sec): 3 clusters Score: Raw -679207.729444 + Penalty 2788.798637 = -676418.930807 nChanged 40 SP:Iteration 14Q (6258.901678 sec): 3 clusters Score: Raw -679223.343743 + Penalty 2788.798637 = -676434.545106 nChanged 35 SP:Iteration 15Q (6258.922842 sec): 3 clusters Score: Raw -679232.439976 + Penalty 2788.798637 = -676443.641339 nChanged 24 SP:Iteration 16Q (6258.943724 sec): 3 clusters Score: Raw -679239.331420 + Penalty 2788.798637 = -676450.532783 nChanged 19 SP:Iteration 17Q (6258.964396 sec): 3 clusters Score: Raw -679243.610812 + Penalty 2788.798637 = -676454.812175 nChanged 15 SP:Iteration 18Q (6258.985600 sec): 3 clusters Score: Raw -679247.484310 + Penalty 2788.798637 = -676458.685674 nChanged 15 SP:Iteration 19Q (6259.006642 sec): 3 clusters Score: Raw -679251.968524 + Penalty 2788.798637 = -676463.169887 nChanged 11 SP:Iteration 20F (6259.028289 sec): 3 clusters Score: Raw -679255.048080 + Penalty 2788.798637 = -676466.249443 nChanged 8 SP:Iteration 21Q (6259.054024 sec): 3 clusters Score: Raw -679257.198800 + Penalty 2788.798637 = -676468.400164 nChanged 7 SP:Iteration 22Q (6259.074816 sec): 3 clusters Score: Raw -679258.638089 + Penalty 2788.798637 = -676469.839452 nChanged 4 SP:Iteration 23Q (6259.099925 sec): 3 clusters Score: Raw -679259.342311 + Penalty 2788.798637 = -676470.543674 nChanged 4 SP:Iteration 24Q (6259.121059 sec): 3 clusters Score: Raw -679260.095339 + Penalty 2788.798637 = -676471.296703 nChanged 1 SP:Iteration 25Q (6259.142138 sec): 3 clusters Score: Raw -679260.477738 + Penalty 2788.798637 = -676471.679101 nChanged 4 SP:Iteration 26Q (6259.162826 sec): 3 clusters Score: Raw -679261.202081 + Penalty 2788.798637 = -676472.403445 nChanged 3 SP:Iteration 27Q (6259.187891 sec): 3 clusters Score: Raw -679261.620148 + Penalty 2788.798637 = -676472.821511 nChanged 3 SP:Iteration 28Q (6259.208592 sec): 3 clusters Score: Raw -679262.016353 + Penalty 2788.798637 = -676473.217717 nChanged 1 SP:Iteration 29Q (6259.233552 sec): 3 clusters Score: Raw -679262.107543 + Penalty 2788.798637 = -676473.308906 nChanged 0 SP:Iteration 30F (6259.254696 sec): 3 clusters Score: Raw -679262.107543 + Penalty 2788.798637 = -676473.308906 nChanged 0 Trying to split cluster 40 (9734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6259.289437 sec): 2 clusters Score: Raw -1191424.897257 + Penalty 1492.299281 = -1189932.597976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6259.318704 sec): 3 clusters Score: Raw -1185874.930507 + Penalty 2984.598562 = -1182890.331945 nChanged 4229 SP:Iteration 1F (6259.349154 sec): 3 clusters Score: Raw -1188261.842424 + Penalty 2984.598562 = -1185277.243863 nChanged 693 SP:Iteration 2F (6259.380942 sec): 3 clusters Score: Raw -1188650.199840 + Penalty 2984.598562 = -1185665.601278 nChanged 592 SP:Iteration 3F (6259.411260 sec): 3 clusters Score: Raw -1188969.772673 + Penalty 2984.598562 = -1185985.174111 nChanged 509 SP:Iteration 4F (6259.439324 sec): 3 clusters Score: Raw -1189235.026056 + Penalty 2984.598562 = -1186250.427494 nChanged 457 SP:Iteration 5Q (6259.467487 sec): 3 clusters Score: Raw -1189457.199497 + Penalty 2984.598562 = -1186472.600935 nChanged 405 SP:Iteration 6Q (6259.495712 sec): 3 clusters Score: Raw -1189678.740399 + Penalty 2984.598562 = -1186694.141837 nChanged 372 SP:Iteration 7Q (6259.526264 sec): 3 clusters Score: Raw -1189867.726425 + Penalty 2984.598562 = -1186883.127863 nChanged 326 SP:Iteration 8Q (6259.554296 sec): 3 clusters Score: Raw -1190011.319345 + Penalty 2984.598562 = -1187026.720783 nChanged 272 SP:Iteration 9Q (6259.585798 sec): 3 clusters Score: Raw -1190125.051162 + Penalty 2984.598562 = -1187140.452600 nChanged 239 SP:Iteration 10Q (6259.619251 sec): 3 clusters Score: Raw -1190208.878384 + Penalty 2984.598562 = -1187224.279822 nChanged 213 SP:Iteration 11Q (6259.646914 sec): 3 clusters Score: Raw -1190286.511852 + Penalty 2984.598562 = -1187301.913290 nChanged 202 SP:Iteration 12Q (6259.674623 sec): 3 clusters Score: Raw -1190349.665963 + Penalty 2984.598562 = -1187365.067401 nChanged 187 SP:Iteration 13Q (6259.702280 sec): 3 clusters Score: Raw -1190411.528861 + Penalty 2984.598562 = -1187426.930299 nChanged 175 SP:Iteration 14Q (6259.729919 sec): 3 clusters Score: Raw -1190461.871683 + Penalty 2984.598562 = -1187477.273121 nChanged 153 SP:Iteration 15Q (6259.757612 sec): 3 clusters Score: Raw -1190507.849606 + Penalty 2984.598562 = -1187523.251044 nChanged 146 SP:Iteration 16Q (6259.787200 sec): 3 clusters Score: Raw -1190547.829213 + Penalty 2984.598562 = -1187563.230651 nChanged 137 SP:Iteration 17Q (6259.818098 sec): 3 clusters Score: Raw -1190579.776401 + Penalty 2984.598562 = -1187595.177839 nChanged 96 SP:Iteration 18Q (6259.847857 sec): 3 clusters Score: Raw -1190605.801708 + Penalty 2984.598562 = -1187621.203146 nChanged 122 SP:Iteration 19Q (6259.880414 sec): 3 clusters Score: Raw -1190645.741400 + Penalty 2984.598562 = -1187661.142838 nChanged 109 SP:Iteration 20F (6259.908451 sec): 3 clusters Score: Raw -1190686.030151 + Penalty 2984.598562 = -1187701.431589 nChanged 120 SP:Iteration 21Q (6259.936159 sec): 3 clusters Score: Raw -1190726.041309 + Penalty 2984.598562 = -1187741.442747 nChanged 116 SP:Iteration 22Q (6259.973670 sec): 3 clusters Score: Raw -1190771.462066 + Penalty 2984.598562 = -1187786.863504 nChanged 128 SP:Iteration 23Q (6260.006722 sec): 3 clusters Score: Raw -1190823.728598 + Penalty 2984.598562 = -1187839.130036 nChanged 147 SP:Iteration 24Q (6260.036909 sec): 3 clusters Score: Raw -1190878.743965 + Penalty 2984.598562 = -1187894.145403 nChanged 152 SP:Iteration 25Q (6260.064395 sec): 3 clusters Score: Raw -1190939.431924 + Penalty 2984.598562 = -1187954.833362 nChanged 158 SP:Iteration 26Q (6260.103776 sec): 3 clusters Score: Raw -1190999.661273 + Penalty 2984.598562 = -1188015.062711 nChanged 141 SP:Iteration 27Q (6260.131621 sec): 3 clusters Score: Raw -1191048.943544 + Penalty 2984.598562 = -1188064.344982 nChanged 132 SP:Iteration 28Q (6260.159195 sec): 3 clusters Score: Raw -1191095.786759 + Penalty 2984.598562 = -1188111.188197 nChanged 120 SP:Iteration 29Q (6260.190493 sec): 3 clusters Score: Raw -1191133.328386 + Penalty 2984.598562 = -1188148.729824 nChanged 114 SP:Iteration 30Q (6260.218200 sec): 3 clusters Score: Raw -1191171.210166 + Penalty 2984.598562 = -1188186.611604 nChanged 123 SP:Iteration 31Q (6260.245841 sec): 3 clusters Score: Raw -1191206.461543 + Penalty 2984.598562 = -1188221.862981 nChanged 106 SP:Iteration 32Q (6260.273769 sec): 3 clusters Score: Raw -1191236.718703 + Penalty 2984.598562 = -1188252.120141 nChanged 95 SP:Iteration 33Q (6260.301382 sec): 3 clusters Score: Raw -1191264.506476 + Penalty 2984.598562 = -1188279.907914 nChanged 92 SP:Iteration 34Q (6260.328853 sec): 3 clusters Score: Raw -1191288.197053 + Penalty 2984.598562 = -1188303.598491 nChanged 81 SP:Iteration 35Q (6260.357913 sec): 3 clusters Score: Raw -1191305.842989 + Penalty 2984.598562 = -1188321.244427 nChanged 69 SP:Iteration 36Q (6260.390257 sec): 3 clusters Score: Raw -1191320.155997 + Penalty 2984.598562 = -1188335.557435 nChanged 63 SP:Iteration 37Q (6260.419264 sec): 3 clusters Score: Raw -1191331.952485 + Penalty 2984.598562 = -1188347.353924 nChanged 55 SP:Iteration 38Q (6260.452112 sec): 3 clusters Score: Raw -1191342.244739 + Penalty 2984.598562 = -1188357.646177 nChanged 44 SP:Iteration 39Q (6260.484308 sec): 3 clusters Score: Raw -1191352.185555 + Penalty 2984.598562 = -1188367.586993 nChanged 44 SP:Iteration 40F (6260.512658 sec): 3 clusters Score: Raw -1191360.551624 + Penalty 2984.598562 = -1188375.953063 nChanged 39 SP:Iteration 41Q (6260.540158 sec): 3 clusters Score: Raw -1191366.129296 + Penalty 2984.598562 = -1188381.530735 nChanged 29 SP:Iteration 42Q (6260.567763 sec): 3 clusters Score: Raw -1191370.100690 + Penalty 2984.598562 = -1188385.502128 nChanged 20 SP:Iteration 43Q (6260.596894 sec): 3 clusters Score: Raw -1191372.628942 + Penalty 2984.598562 = -1188388.030380 nChanged 12 SP:Iteration 44Q (6260.626340 sec): 3 clusters Score: Raw -1191373.842397 + Penalty 2984.598562 = -1188389.243835 nChanged 6 SP:Iteration 45Q (6260.666611 sec): 3 clusters Score: Raw -1191374.580719 + Penalty 2984.598562 = -1188389.982157 nChanged 5 SP:Iteration 46Q (6260.694247 sec): 3 clusters Score: Raw -1191375.458926 + Penalty 2984.598562 = -1188390.860364 nChanged 6 SP:Iteration 47Q (6260.721810 sec): 3 clusters Score: Raw -1191376.056783 + Penalty 2984.598562 = -1188391.458221 nChanged 3 SP:Iteration 48Q (6260.749536 sec): 3 clusters Score: Raw -1191376.467428 + Penalty 2984.598562 = -1188391.868866 nChanged 2 SP:Iteration 49Q (6260.776949 sec): 3 clusters Score: Raw -1191376.669610 + Penalty 2984.598562 = -1188392.071048 nChanged 3 SP:Iteration 50Q (6260.808847 sec): 3 clusters Score: Raw -1191377.133940 + Penalty 2984.598562 = -1188392.535378 nChanged 5 SP:Iteration 51Q (6260.837102 sec): 3 clusters Score: Raw -1191377.589473 + Penalty 2984.598562 = -1188392.990911 nChanged 4 SP:Iteration 52Q (6260.870351 sec): 3 clusters Score: Raw -1191378.015735 + Penalty 2984.598562 = -1188393.417173 nChanged 2 SP:Iteration 53Q (6260.897837 sec): 3 clusters Score: Raw -1191378.222613 + Penalty 2984.598562 = -1188393.624051 nChanged 3 SP:Iteration 54Q (6260.925284 sec): 3 clusters Score: Raw -1191378.630893 + Penalty 2984.598562 = -1188394.032331 nChanged 4 SP:Iteration 55Q (6260.952993 sec): 3 clusters Score: Raw -1191379.048485 + Penalty 2984.598562 = -1188394.449923 nChanged 3 SP:Iteration 56Q (6260.980687 sec): 3 clusters Score: Raw -1191379.275508 + Penalty 2984.598562 = -1188394.676946 nChanged 2 SP:Iteration 57Q (6261.008122 sec): 3 clusters Score: Raw -1191379.390393 + Penalty 2984.598562 = -1188394.791831 nChanged 0 SP:Iteration 58F (6261.036405 sec): 3 clusters Score: Raw -1191379.390393 + Penalty 2984.598562 = -1188394.791831 nChanged 0 Trying to split cluster 41 (4707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6261.054191 sec): 2 clusters Score: Raw -565048.154340 + Penalty 1374.230982 = -563673.923358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6261.074703 sec): 3 clusters Score: Raw -562579.219938 + Penalty 2748.461963 = -559830.757975 nChanged 1919 SP:Iteration 1F (6261.094998 sec): 3 clusters Score: Raw -563817.062266 + Penalty 2748.461963 = -561068.600303 nChanged 401 SP:Iteration 2F (6261.114875 sec): 3 clusters Score: Raw -564069.689666 + Penalty 2748.461963 = -561321.227703 nChanged 272 SP:Iteration 3F (6261.147559 sec): 3 clusters Score: Raw -564239.999174 + Penalty 2748.461963 = -561491.537211 nChanged 221 SP:Iteration 4Q (6261.167390 sec): 3 clusters Score: Raw -564371.831384 + Penalty 2748.461963 = -561623.369420 nChanged 198 SP:Iteration 5Q (6261.186972 sec): 3 clusters Score: Raw -564496.882003 + Penalty 2748.461963 = -561748.420039 nChanged 181 SP:Iteration 6Q (6261.206566 sec): 3 clusters Score: Raw -564618.653483 + Penalty 2748.461963 = -561870.191520 nChanged 181 SP:Iteration 7Q (6261.226108 sec): 3 clusters Score: Raw -564739.148268 + Penalty 2748.461963 = -561990.686304 nChanged 164 SP:Iteration 8Q (6261.246325 sec): 3 clusters Score: Raw -564835.696456 + Penalty 2748.461963 = -562087.234493 nChanged 153 SP:Iteration 9Q (6261.266469 sec): 3 clusters Score: Raw -564942.732421 + Penalty 2748.461963 = -562194.270458 nChanged 149 SP:Iteration 10Q (6261.286326 sec): 3 clusters Score: Raw -565037.004444 + Penalty 2748.461963 = -562288.542481 nChanged 127 SP:Iteration 11Q (6261.305800 sec): 3 clusters Score: Raw -565127.666724 + Penalty 2748.461963 = -562379.204761 nChanged 155 SP:Iteration 12Q (6261.325743 sec): 3 clusters Score: Raw -565238.368162 + Penalty 2748.461963 = -562489.906199 nChanged 125 SP:Iteration 13Q (6261.345459 sec): 3 clusters Score: Raw -565320.116696 + Penalty 2748.461963 = -562571.654733 nChanged 116 SP:Iteration 14Q (6261.364608 sec): 3 clusters Score: Raw -565393.139643 + Penalty 2748.461963 = -562644.677680 nChanged 83 SP:Iteration 15Q (6261.388781 sec): 3 clusters Score: Raw -565442.223864 + Penalty 2748.461963 = -562693.761900 nChanged 57 SP:Iteration 16Q (6261.408157 sec): 3 clusters Score: Raw -565472.124086 + Penalty 2748.461963 = -562723.662122 nChanged 48 SP:Iteration 17Q (6261.427395 sec): 3 clusters Score: Raw -565493.000178 + Penalty 2748.461963 = -562744.538215 nChanged 39 SP:Iteration 18Q (6261.446428 sec): 3 clusters Score: Raw -565509.663812 + Penalty 2748.461963 = -562761.201849 nChanged 25 SP:Iteration 19Q (6261.491863 sec): 3 clusters Score: Raw -565518.706342 + Penalty 2748.461963 = -562770.244378 nChanged 26 SP:Iteration 20F (6261.517723 sec): 3 clusters Score: Raw -565528.634470 + Penalty 2748.461963 = -562780.172507 nChanged 25 SP:Iteration 21Q (6261.537117 sec): 3 clusters Score: Raw -565537.938895 + Penalty 2748.461963 = -562789.476932 nChanged 20 SP:Iteration 22Q (6261.556186 sec): 3 clusters Score: Raw -565545.621768 + Penalty 2748.461963 = -562797.159805 nChanged 17 SP:Iteration 23Q (6261.575572 sec): 3 clusters Score: Raw -565551.033458 + Penalty 2748.461963 = -562802.571495 nChanged 7 SP:Iteration 24Q (6261.594695 sec): 3 clusters Score: Raw -565555.330452 + Penalty 2748.461963 = -562806.868489 nChanged 7 SP:Iteration 25Q (6261.614269 sec): 3 clusters Score: Raw -565557.138259 + Penalty 2748.461963 = -562808.676295 nChanged 5 SP:Iteration 26Q (6261.638441 sec): 3 clusters Score: Raw -565558.388102 + Penalty 2748.461963 = -562809.926138 nChanged 3 SP:Iteration 27Q (6261.657863 sec): 3 clusters Score: Raw -565558.989354 + Penalty 2748.461963 = -562810.527391 nChanged 6 SP:Iteration 28Q (6261.677480 sec): 3 clusters Score: Raw -565560.609318 + Penalty 2748.461963 = -562812.147355 nChanged 4 SP:Iteration 29Q (6261.723682 sec): 3 clusters Score: Raw -565561.511564 + Penalty 2748.461963 = -562813.049601 nChanged 1 SP:Iteration 30Q (6261.767793 sec): 3 clusters Score: Raw -565561.661426 + Penalty 2748.461963 = -562813.199463 nChanged 2 SP:Iteration 31Q (6261.787260 sec): 3 clusters Score: Raw -565562.407384 + Penalty 2748.461963 = -562813.945421 nChanged 2 SP:Iteration 32Q (6261.811426 sec): 3 clusters Score: Raw -565563.221976 + Penalty 2748.461963 = -562814.760012 nChanged 1 SP:Iteration 33Q (6261.831231 sec): 3 clusters Score: Raw -565563.660164 + Penalty 2748.461963 = -562815.198201 nChanged 3 SP:Iteration 34Q (6261.850637 sec): 3 clusters Score: Raw -565564.705847 + Penalty 2748.461963 = -562816.243884 nChanged 1 SP:Iteration 35Q (6261.869807 sec): 3 clusters Score: Raw -565564.806955 + Penalty 2748.461963 = -562816.344992 nChanged 2 SP:Iteration 36Q (6261.894386 sec): 3 clusters Score: Raw -565565.197546 + Penalty 2748.461963 = -562816.735582 nChanged 2 SP:Iteration 37Q (6261.917787 sec): 3 clusters Score: Raw -565565.943504 + Penalty 2748.461963 = -562817.481541 nChanged 1 SP:Iteration 38Q (6261.937471 sec): 3 clusters Score: Raw -565566.245781 + Penalty 2748.461963 = -562817.783818 nChanged 2 SP:Iteration 39Q (6261.956552 sec): 3 clusters Score: Raw -565567.154008 + Penalty 2748.461963 = -562818.692044 nChanged 3 SP:Iteration 40F (6261.976233 sec): 3 clusters Score: Raw -565567.998220 + Penalty 2748.461963 = -562819.536257 nChanged 2 SP:Iteration 41Q (6261.996397 sec): 3 clusters Score: Raw -565568.395566 + Penalty 2748.461963 = -562819.933603 nChanged 2 SP:Iteration 42Q (6262.021108 sec): 3 clusters Score: Raw -565568.615943 + Penalty 2748.461963 = -562820.153980 nChanged 0 SP:Iteration 43F (6262.040758 sec): 3 clusters Score: Raw -565568.615943 + Penalty 2748.461963 = -562820.153980 nChanged 0 Trying to split cluster 42 (3489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6262.057851 sec): 2 clusters Score: Raw -404817.833848 + Penalty 1325.572697 = -403492.261151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6262.076343 sec): 3 clusters Score: Raw -403092.516343 + Penalty 2651.145393 = -400441.370949 nChanged 1348 SP:Iteration 1F (6262.093282 sec): 3 clusters Score: Raw -404012.249296 + Penalty 2651.145393 = -401361.103902 nChanged 359 SP:Iteration 2F (6262.113923 sec): 3 clusters Score: Raw -404352.118349 + Penalty 2651.145393 = -401700.972955 nChanged 274 SP:Iteration 3F (6262.131069 sec): 3 clusters Score: Raw -404604.565754 + Penalty 2651.145393 = -401953.420361 nChanged 224 SP:Iteration 4F (6262.148063 sec): 3 clusters Score: Raw -404814.588055 + Penalty 2651.145393 = -402163.442662 nChanged 187 SP:Iteration 5F (6262.164826 sec): 3 clusters Score: Raw -404975.577414 + Penalty 2651.145393 = -402324.432020 nChanged 138 SP:Iteration 6Q (6262.181799 sec): 3 clusters Score: Raw -405085.042621 + Penalty 2651.145393 = -402433.897227 nChanged 102 SP:Iteration 7Q (6262.198554 sec): 3 clusters Score: Raw -405160.173712 + Penalty 2651.145393 = -402509.028319 nChanged 60 SP:Iteration 8Q (6262.220365 sec): 3 clusters Score: Raw -405200.468458 + Penalty 2651.145393 = -402549.323065 nChanged 43 SP:Iteration 9Q (6262.241316 sec): 3 clusters Score: Raw -405232.534930 + Penalty 2651.145393 = -402581.389536 nChanged 38 SP:Iteration 10Q (6262.258241 sec): 3 clusters Score: Raw -405255.097049 + Penalty 2651.145393 = -402603.951656 nChanged 17 SP:Iteration 11Q (6262.275109 sec): 3 clusters Score: Raw -405264.865187 + Penalty 2651.145393 = -402613.719794 nChanged 17 SP:Iteration 12Q (6262.293144 sec): 3 clusters Score: Raw -405274.139709 + Penalty 2651.145393 = -402622.994316 nChanged 15 SP:Iteration 13Q (6262.311861 sec): 3 clusters Score: Raw -405282.492306 + Penalty 2651.145393 = -402631.346913 nChanged 12 SP:Iteration 14Q (6262.328544 sec): 3 clusters Score: Raw -405289.151317 + Penalty 2651.145393 = -402638.005924 nChanged 11 SP:Iteration 15Q (6262.345349 sec): 3 clusters Score: Raw -405294.979027 + Penalty 2651.145393 = -402643.833634 nChanged 7 SP:Iteration 16Q (6262.362170 sec): 3 clusters Score: Raw -405299.462585 + Penalty 2651.145393 = -402648.317191 nChanged 7 SP:Iteration 17Q (6262.380692 sec): 3 clusters Score: Raw -405302.369467 + Penalty 2651.145393 = -402651.224073 nChanged 5 SP:Iteration 18Q (6262.401774 sec): 3 clusters Score: Raw -405304.206165 + Penalty 2651.145393 = -402653.060771 nChanged 2 SP:Iteration 19Q (6262.418614 sec): 3 clusters Score: Raw -405305.371055 + Penalty 2651.145393 = -402654.225662 nChanged 3 SP:Iteration 20F (6262.435388 sec): 3 clusters Score: Raw -405306.893133 + Penalty 2651.145393 = -402655.747740 nChanged 0 Iteration 219Q (6269.579555 sec): 44 clusters Score: Raw -84154016.116773 + Penalty 93920.067112 = -84060096.049661 nChanged 1084 Iteration 220F (6286.675960 sec): 44 clusters Score: Raw -84155024.835300 + Penalty 93920.067112 = -84061104.768188 nChanged 1189 Iteration 221Q (6294.377228 sec): 44 clusters Score: Raw -84155785.966593 + Penalty 93920.067112 = -84061865.899481 nChanged 777 Iteration 222Q (6302.092795 sec): 44 clusters Score: Raw -84156236.653549 + Penalty 93920.067112 = -84062316.586437 nChanged 708 Iteration 223Q (6309.805403 sec): 44 clusters Score: Raw -84156530.665135 + Penalty 93920.067112 = -84062610.598023 nChanged 631 Iteration 224Q (6317.509436 sec): 44 clusters Score: Raw -84156688.320750 + Penalty 93920.067112 = -84062768.253639 nChanged 487 Iteration 225Q (6325.202984 sec): 44 clusters Score: Raw -84156779.281240 + Penalty 93920.067112 = -84062859.214129 nChanged 400 Iteration 226Q (6332.903353 sec): 44 clusters Score: Raw -84156851.980112 + Penalty 93920.067112 = -84062931.913000 nChanged 385 Iteration 227Q (6340.566843 sec): 44 clusters Score: Raw -84156903.912210 + Penalty 93920.067112 = -84062983.845099 nChanged 313 Iteration 228Q (6348.280012 sec): 44 clusters Score: Raw -84156943.610517 + Penalty 93920.067112 = -84063023.543405 nChanged 256 Iteration 229Q (6355.993763 sec): 44 clusters Score: Raw -84156970.171956 + Penalty 93920.067112 = -84063050.104844 nChanged 206 Iteration 230Q (6363.725235 sec): 44 clusters Score: Raw -84156987.755567 + Penalty 93920.067112 = -84063067.688455 nChanged 183 Iteration 231Q (6371.461873 sec): 44 clusters Score: Raw -84157000.958799 + Penalty 93920.067112 = -84063080.891687 nChanged 159 Iteration 232Q (6379.212878 sec): 44 clusters Score: Raw -84157013.357162 + Penalty 93920.067112 = -84063093.290050 nChanged 148 Iteration 233Q (6386.964662 sec): 44 clusters Score: Raw -84157027.053430 + Penalty 93920.067112 = -84063106.986318 nChanged 127 Iteration 234Q (6394.648035 sec): 44 clusters Score: Raw -84157033.834114 + Penalty 93920.067112 = -84063113.767002 nChanged 105 Iteration 235Q (6402.385353 sec): 44 clusters Score: Raw -84157038.715813 + Penalty 93920.067112 = -84063118.648701 nChanged 111 Iteration 236Q (6410.092969 sec): 44 clusters Score: Raw -84157043.177763 + Penalty 93920.067112 = -84063123.110651 nChanged 97 Iteration 237Q (6417.744058 sec): 44 clusters Score: Raw -84157051.797150 + Penalty 93920.067112 = -84063131.730038 nChanged 83 Iteration 238Q (6425.440245 sec): 44 clusters Score: Raw -84157055.666992 + Penalty 93920.067112 = -84063135.599881 nChanged 68 Iteration 239Q (6433.120416 sec): 44 clusters Score: Raw -84157057.976106 + Penalty 93920.067112 = -84063137.908995 nChanged 68 Iteration 240F (6450.262219 sec): 44 clusters Score: Raw -84157169.870577 + Penalty 93920.067112 = -84063249.803465 nChanged 188 Iteration 241Q (6457.947340 sec): 44 clusters Score: Raw -84157239.719859 + Penalty 93920.067112 = -84063319.652748 nChanged 229 Iteration 242Q (6465.702962 sec): 44 clusters Score: Raw -84157284.275756 + Penalty 93920.067112 = -84063364.208645 nChanged 244 Iteration 243Q (6473.431614 sec): 44 clusters Score: Raw -84157319.568366 + Penalty 93920.067112 = -84063399.501254 nChanged 208 Iteration 244Q (6481.205820 sec): 44 clusters Score: Raw -84157340.784656 + Penalty 93920.067112 = -84063420.717544 nChanged 185 Iteration 245Q (6488.894116 sec): 44 clusters Score: Raw -84157357.448582 + Penalty 93920.067112 = -84063437.381470 nChanged 162 Iteration 246Q (6496.577272 sec): 44 clusters Score: Raw -84157373.170851 + Penalty 93920.067112 = -84063453.103739 nChanged 155 Iteration 247Q (6504.254417 sec): 44 clusters Score: Raw -84157387.325851 + Penalty 93920.067112 = -84063467.258739 nChanged 144 Iteration 248Q (6511.974602 sec): 44 clusters Score: Raw -84157400.841597 + Penalty 93920.067112 = -84063480.774485 nChanged 136 Iteration 249Q (6519.645372 sec): 44 clusters Score: Raw -84157411.263560 + Penalty 93920.067112 = -84063491.196448 nChanged 130 Iteration 250Q (6527.320925 sec): 44 clusters Score: Raw -84157419.783217 + Penalty 93920.067112 = -84063499.716105 nChanged 112 Iteration 251Q (6535.007558 sec): 44 clusters Score: Raw -84157427.557150 + Penalty 93920.067112 = -84063507.490039 nChanged 104 Iteration 252Q (6542.711647 sec): 44 clusters Score: Raw -84157434.143872 + Penalty 93920.067112 = -84063514.076760 nChanged 96 Iteration 253Q (6550.399477 sec): 44 clusters Score: Raw -84157439.700628 + Penalty 93920.067112 = -84063519.633516 nChanged 94 Iteration 254Q (6558.172412 sec): 44 clusters Score: Raw -84157443.765885 + Penalty 93920.067112 = -84063523.698773 nChanged 91 Iteration 255Q (6565.842815 sec): 44 clusters Score: Raw -84157447.674706 + Penalty 93920.067112 = -84063527.607594 nChanged 96 Iteration 256Q (6573.566820 sec): 44 clusters Score: Raw -84157451.975689 + Penalty 93920.067112 = -84063531.908577 nChanged 77 Iteration 257Q (6581.252033 sec): 44 clusters Score: Raw -84157454.546835 + Penalty 93920.067112 = -84063534.479723 nChanged 80 Iteration 258Q (6588.953044 sec): 44 clusters Score: Raw -84157457.187450 + Penalty 93920.067112 = -84063537.120338 nChanged 95 Writing temp clu file Because OldScore, -84063534.479723, is greater than current (better) Score,-84063537.120338 Compute initial score before splitting: Score: Raw -84157457.187450 + Penalty 93920.067112 = -84063537.120338 Trying to split cluster 1 (20410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6589.121162 sec): 2 clusters Score: Raw -2578895.554297 + Penalty 1612.614292 = -2577282.940006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6589.168717 sec): 3 clusters Score: Raw -2566632.735320 + Penalty 3225.228583 = -2563407.506736 nChanged 9313 SP:Iteration 1F (6589.210733 sec): 3 clusters Score: Raw -2572287.372251 + Penalty 3225.228583 = -2569062.143668 nChanged 1520 SP:Iteration 2F (6589.256994 sec): 3 clusters Score: Raw -2573253.467821 + Penalty 3225.228583 = -2570028.239237 nChanged 1542 SP:Iteration 3F (6589.298853 sec): 3 clusters Score: Raw -2574208.709800 + Penalty 3225.228583 = -2570983.481217 nChanged 1371 SP:Iteration 4F (6589.341038 sec): 3 clusters Score: Raw -2574953.855903 + Penalty 3225.228583 = -2571728.627320 nChanged 1072 SP:Iteration 5F (6589.382788 sec): 3 clusters Score: Raw -2575433.064262 + Penalty 3225.228583 = -2572207.835678 nChanged 850 SP:Iteration 6Q (6589.435310 sec): 3 clusters Score: Raw -2575771.926381 + Penalty 3225.228583 = -2572546.697798 nChanged 680 SP:Iteration 7Q (6589.477306 sec): 3 clusters Score: Raw -2576027.680316 + Penalty 3225.228583 = -2572802.451733 nChanged 586 SP:Iteration 8Q (6589.519999 sec): 3 clusters Score: Raw -2576247.447283 + Penalty 3225.228583 = -2573022.218700 nChanged 512 SP:Iteration 9Q (6589.562202 sec): 3 clusters Score: Raw -2576442.629997 + Penalty 3225.228583 = -2573217.401414 nChanged 529 SP:Iteration 10Q (6589.604685 sec): 3 clusters Score: Raw -2576655.402776 + Penalty 3225.228583 = -2573430.174193 nChanged 492 SP:Iteration 11Q (6589.648038 sec): 3 clusters Score: Raw -2576876.763622 + Penalty 3225.228583 = -2573651.535039 nChanged 519 SP:Iteration 12Q (6589.690686 sec): 3 clusters Score: Raw -2577144.437637 + Penalty 3225.228583 = -2573919.209054 nChanged 542 SP:Iteration 13Q (6589.733668 sec): 3 clusters Score: Raw -2577448.554094 + Penalty 3225.228583 = -2574223.325511 nChanged 516 SP:Iteration 14Q (6589.775607 sec): 3 clusters Score: Raw -2577740.177443 + Penalty 3225.228583 = -2574514.948860 nChanged 446 SP:Iteration 15Q (6589.818127 sec): 3 clusters Score: Raw -2578006.148333 + Penalty 3225.228583 = -2574780.919750 nChanged 383 SP:Iteration 16Q (6589.859258 sec): 3 clusters Score: Raw -2578248.175496 + Penalty 3225.228583 = -2575022.946913 nChanged 320 SP:Iteration 17Q (6589.904437 sec): 3 clusters Score: Raw -2578432.753493 + Penalty 3225.228583 = -2575207.524910 nChanged 260 SP:Iteration 18Q (6589.944115 sec): 3 clusters Score: Raw -2578564.091732 + Penalty 3225.228583 = -2575338.863149 nChanged 196 SP:Iteration 19Q (6589.989967 sec): 3 clusters Score: Raw -2578666.692399 + Penalty 3225.228583 = -2575441.463816 nChanged 179 SP:Iteration 20F (6590.036179 sec): 3 clusters Score: Raw -2578758.948704 + Penalty 3225.228583 = -2575533.720121 nChanged 148 SP:Iteration 21Q (6590.073877 sec): 3 clusters Score: Raw -2578827.051381 + Penalty 3225.228583 = -2575601.822798 nChanged 114 SP:Iteration 22Q (6590.111559 sec): 3 clusters Score: Raw -2578878.383901 + Penalty 3225.228583 = -2575653.155318 nChanged 116 SP:Iteration 23Q (6590.148778 sec): 3 clusters Score: Raw -2578929.693825 + Penalty 3225.228583 = -2575704.465242 nChanged 110 SP:Iteration 24Q (6590.207399 sec): 3 clusters Score: Raw -2578978.633663 + Penalty 3225.228583 = -2575753.405080 nChanged 90 SP:Iteration 25Q (6590.263554 sec): 3 clusters Score: Raw -2579016.054191 + Penalty 3225.228583 = -2575790.825608 nChanged 68 SP:Iteration 26Q (6590.300001 sec): 3 clusters Score: Raw -2579043.072904 + Penalty 3225.228583 = -2575817.844321 nChanged 63 SP:Iteration 27Q (6590.343405 sec): 3 clusters Score: Raw -2579072.786752 + Penalty 3225.228583 = -2575847.558169 nChanged 57 SP:Iteration 28Q (6590.379498 sec): 3 clusters Score: Raw -2579097.165383 + Penalty 3225.228583 = -2575871.936799 nChanged 55 SP:Iteration 29Q (6590.419037 sec): 3 clusters Score: Raw -2579117.869030 + Penalty 3225.228583 = -2575892.640447 nChanged 38 SP:Iteration 30Q (6590.457668 sec): 3 clusters Score: Raw -2579129.938896 + Penalty 3225.228583 = -2575904.710313 nChanged 39 SP:Iteration 31Q (6590.493981 sec): 3 clusters Score: Raw -2579144.641433 + Penalty 3225.228583 = -2575919.412849 nChanged 29 SP:Iteration 32Q (6590.530105 sec): 3 clusters Score: Raw -2579155.680506 + Penalty 3225.228583 = -2575930.451922 nChanged 25 SP:Iteration 33Q (6590.595978 sec): 3 clusters Score: Raw -2579165.884700 + Penalty 3225.228583 = -2575940.656117 nChanged 16 SP:Iteration 34Q (6590.643404 sec): 3 clusters Score: Raw -2579171.434561 + Penalty 3225.228583 = -2575946.205978 nChanged 16 SP:Iteration 35Q (6590.687919 sec): 3 clusters Score: Raw -2579177.629807 + Penalty 3225.228583 = -2575952.401224 nChanged 21 SP:Iteration 36Q (6590.723745 sec): 3 clusters Score: Raw -2579185.145366 + Penalty 3225.228583 = -2575959.916783 nChanged 19 SP:Iteration 37Q (6590.759500 sec): 3 clusters Score: Raw -2579193.754304 + Penalty 3225.228583 = -2575968.525721 nChanged 13 SP:Iteration 38Q (6590.795628 sec): 3 clusters Score: Raw -2579198.091259 + Penalty 3225.228583 = -2575972.862676 nChanged 16 SP:Iteration 39Q (6590.836383 sec): 3 clusters Score: Raw -2579202.914310 + Penalty 3225.228583 = -2575977.685727 nChanged 13 SP:Iteration 40F (6590.912573 sec): 3 clusters Score: Raw -2579206.726636 + Penalty 3225.228583 = -2575981.498053 nChanged 7 SP:Iteration 41Q (6590.959521 sec): 3 clusters Score: Raw -2579209.318297 + Penalty 3225.228583 = -2575984.089714 nChanged 7 SP:Iteration 42Q (6591.003676 sec): 3 clusters Score: Raw -2579211.054299 + Penalty 3225.228583 = -2575985.825716 nChanged 7 SP:Iteration 43Q (6591.043151 sec): 3 clusters Score: Raw -2579212.999738 + Penalty 3225.228583 = -2575987.771155 nChanged 3 SP:Iteration 44Q (6591.084262 sec): 3 clusters Score: Raw -2579214.007448 + Penalty 3225.228583 = -2575988.778865 nChanged 1 SP:Iteration 45Q (6591.120564 sec): 3 clusters Score: Raw -2579214.229419 + Penalty 3225.228583 = -2575989.000836 nChanged 3 SP:Iteration 46Q (6591.160514 sec): 3 clusters Score: Raw -2579214.842564 + Penalty 3225.228583 = -2575989.613981 nChanged 2 SP:Iteration 47Q (6591.197625 sec): 3 clusters Score: Raw -2579215.070285 + Penalty 3225.228583 = -2575989.841701 nChanged 1 SP:Iteration 48Q (6591.242861 sec): 3 clusters Score: Raw -2579215.212039 + Penalty 3225.228583 = -2575989.983456 nChanged 1 SP:Iteration 49Q (6591.284502 sec): 3 clusters Score: Raw -2579215.620041 + Penalty 3225.228583 = -2575990.391458 nChanged 0 SP:Iteration 50F (6591.326635 sec): 3 clusters Score: Raw -2579215.620041 + Penalty 3225.228583 = -2575990.391458 nChanged 0 Trying to split cluster 2 (21049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6591.362942 sec): 2 clusters Score: Raw -2642001.895081 + Penalty 1617.623854 = -2640384.271227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6591.407588 sec): 3 clusters Score: Raw -2629377.763867 + Penalty 3235.247708 = -2626142.516159 nChanged 9487 SP:Iteration 1F (6591.450292 sec): 3 clusters Score: Raw -2634826.517190 + Penalty 3235.247708 = -2631591.269482 nChanged 1250 SP:Iteration 2F (6591.498731 sec): 3 clusters Score: Raw -2635334.971180 + Penalty 3235.247708 = -2632099.723472 nChanged 1071 SP:Iteration 3F (6591.541842 sec): 3 clusters Score: Raw -2635786.041099 + Penalty 3235.247708 = -2632550.793391 nChanged 1005 SP:Iteration 4Q (6591.585990 sec): 3 clusters Score: Raw -2636227.108637 + Penalty 3235.247708 = -2632991.860929 nChanged 995 SP:Iteration 5Q (6591.629428 sec): 3 clusters Score: Raw -2636706.842484 + Penalty 3235.247708 = -2633471.594776 nChanged 1006 SP:Iteration 6Q (6591.672972 sec): 3 clusters Score: Raw -2637253.126557 + Penalty 3235.247708 = -2634017.878850 nChanged 1013 SP:Iteration 7Q (6591.725642 sec): 3 clusters Score: Raw -2637811.532543 + Penalty 3235.247708 = -2634576.284835 nChanged 946 SP:Iteration 8Q (6591.768452 sec): 3 clusters Score: Raw -2638307.126101 + Penalty 3235.247708 = -2635071.878393 nChanged 905 SP:Iteration 9Q (6591.811745 sec): 3 clusters Score: Raw -2638755.809857 + Penalty 3235.247708 = -2635520.562150 nChanged 836 SP:Iteration 10Q (6591.859144 sec): 3 clusters Score: Raw -2639130.415352 + Penalty 3235.247708 = -2635895.167644 nChanged 718 SP:Iteration 11Q (6591.924974 sec): 3 clusters Score: Raw -2639417.442124 + Penalty 3235.247708 = -2636182.194416 nChanged 668 SP:Iteration 12Q (6591.968045 sec): 3 clusters Score: Raw -2639675.812405 + Penalty 3235.247708 = -2636440.564697 nChanged 649 SP:Iteration 13Q (6592.010417 sec): 3 clusters Score: Raw -2639920.199362 + Penalty 3235.247708 = -2636684.951654 nChanged 561 SP:Iteration 14Q (6592.053290 sec): 3 clusters Score: Raw -2640118.213021 + Penalty 3235.247708 = -2636882.965313 nChanged 534 SP:Iteration 15Q (6592.104049 sec): 3 clusters Score: Raw -2640319.056460 + Penalty 3235.247708 = -2637083.808752 nChanged 519 SP:Iteration 16Q (6592.145807 sec): 3 clusters Score: Raw -2640496.468235 + Penalty 3235.247708 = -2637261.220527 nChanged 464 SP:Iteration 17Q (6592.187816 sec): 3 clusters Score: Raw -2640660.153238 + Penalty 3235.247708 = -2637424.905530 nChanged 463 SP:Iteration 18Q (6592.229560 sec): 3 clusters Score: Raw -2640818.556947 + Penalty 3235.247708 = -2637583.309239 nChanged 434 SP:Iteration 19Q (6592.271044 sec): 3 clusters Score: Raw -2640960.368778 + Penalty 3235.247708 = -2637725.121070 nChanged 378 SP:Iteration 20F (6592.313574 sec): 3 clusters Score: Raw -2641072.738942 + Penalty 3235.247708 = -2637837.491234 nChanged 336 SP:Iteration 21Q (6592.360642 sec): 3 clusters Score: Raw -2641167.227675 + Penalty 3235.247708 = -2637931.979967 nChanged 314 SP:Iteration 22Q (6592.401706 sec): 3 clusters Score: Raw -2641260.478234 + Penalty 3235.247708 = -2638025.230526 nChanged 312 SP:Iteration 23Q (6592.442128 sec): 3 clusters Score: Raw -2641352.150513 + Penalty 3235.247708 = -2638116.902805 nChanged 282 SP:Iteration 24Q (6592.487008 sec): 3 clusters Score: Raw -2641435.386678 + Penalty 3235.247708 = -2638200.138970 nChanged 290 SP:Iteration 25Q (6592.526761 sec): 3 clusters Score: Raw -2641526.407721 + Penalty 3235.247708 = -2638291.160013 nChanged 278 SP:Iteration 26Q (6592.566892 sec): 3 clusters Score: Raw -2641611.137022 + Penalty 3235.247708 = -2638375.889314 nChanged 274 SP:Iteration 27Q (6592.606805 sec): 3 clusters Score: Raw -2641691.940528 + Penalty 3235.247708 = -2638456.692820 nChanged 237 SP:Iteration 28Q (6592.652126 sec): 3 clusters Score: Raw -2641755.700375 + Penalty 3235.247708 = -2638520.452667 nChanged 213 SP:Iteration 29Q (6592.691543 sec): 3 clusters Score: Raw -2641806.877551 + Penalty 3235.247708 = -2638571.629843 nChanged 165 SP:Iteration 30Q (6592.730896 sec): 3 clusters Score: Raw -2641846.383408 + Penalty 3235.247708 = -2638611.135700 nChanged 160 SP:Iteration 31Q (6592.776293 sec): 3 clusters Score: Raw -2641888.182449 + Penalty 3235.247708 = -2638652.934741 nChanged 162 SP:Iteration 32Q (6592.814380 sec): 3 clusters Score: Raw -2641927.321936 + Penalty 3235.247708 = -2638692.074228 nChanged 138 SP:Iteration 33Q (6592.854350 sec): 3 clusters Score: Raw -2641958.359114 + Penalty 3235.247708 = -2638723.111406 nChanged 109 SP:Iteration 34Q (6592.892738 sec): 3 clusters Score: Raw -2641986.194943 + Penalty 3235.247708 = -2638750.947235 nChanged 122 SP:Iteration 35Q (6592.931072 sec): 3 clusters Score: Raw -2642017.655330 + Penalty 3235.247708 = -2638782.407622 nChanged 117 SP:Iteration 36Q (6592.970858 sec): 3 clusters Score: Raw -2642045.072460 + Penalty 3235.247708 = -2638809.824753 nChanged 106 SP:Iteration 37Q (6593.017635 sec): 3 clusters Score: Raw -2642068.025738 + Penalty 3235.247708 = -2638832.778030 nChanged 78 SP:Iteration 38Q (6593.069409 sec): 3 clusters Score: Raw -2642087.647645 + Penalty 3235.247708 = -2638852.399937 nChanged 88 SP:Iteration 39Q (6593.117990 sec): 3 clusters Score: Raw -2642109.295648 + Penalty 3235.247708 = -2638874.047940 nChanged 75 SP:Iteration 40F (6593.160283 sec): 3 clusters Score: Raw -2642124.869166 + Penalty 3235.247708 = -2638889.621458 nChanged 70 SP:Iteration 41Q (6593.198513 sec): 3 clusters Score: Raw -2642142.923125 + Penalty 3235.247708 = -2638907.675417 nChanged 73 SP:Iteration 42Q (6593.237126 sec): 3 clusters Score: Raw -2642159.602944 + Penalty 3235.247708 = -2638924.355236 nChanged 74 SP:Iteration 43Q (6593.275889 sec): 3 clusters Score: Raw -2642176.702692 + Penalty 3235.247708 = -2638941.454984 nChanged 69 SP:Iteration 44Q (6593.314065 sec): 3 clusters Score: Raw -2642195.847278 + Penalty 3235.247708 = -2638960.599570 nChanged 63 SP:Iteration 45Q (6593.383622 sec): 3 clusters Score: Raw -2642212.315386 + Penalty 3235.247708 = -2638977.067678 nChanged 72 SP:Iteration 46Q (6593.433745 sec): 3 clusters Score: Raw -2642228.267529 + Penalty 3235.247708 = -2638993.019821 nChanged 65 SP:Iteration 47Q (6593.471684 sec): 3 clusters Score: Raw -2642243.848775 + Penalty 3235.247708 = -2639008.601068 nChanged 59 SP:Iteration 48Q (6593.509522 sec): 3 clusters Score: Raw -2642258.425207 + Penalty 3235.247708 = -2639023.177499 nChanged 66 SP:Iteration 49Q (6593.547073 sec): 3 clusters Score: Raw -2642274.706236 + Penalty 3235.247708 = -2639039.458528 nChanged 64 SP:Iteration 50Q (6593.584848 sec): 3 clusters Score: Raw -2642289.593980 + Penalty 3235.247708 = -2639054.346272 nChanged 53 SP:Iteration 51Q (6593.621900 sec): 3 clusters Score: Raw -2642301.508530 + Penalty 3235.247708 = -2639066.260822 nChanged 47 SP:Iteration 52Q (6593.659991 sec): 3 clusters Score: Raw -2642312.843494 + Penalty 3235.247708 = -2639077.595786 nChanged 51 SP:Iteration 53Q (6593.697639 sec): 3 clusters Score: Raw -2642323.235223 + Penalty 3235.247708 = -2639087.987515 nChanged 42 SP:Iteration 54Q (6593.762229 sec): 3 clusters Score: Raw -2642330.937343 + Penalty 3235.247708 = -2639095.689635 nChanged 26 SP:Iteration 55Q (6593.835199 sec): 3 clusters Score: Raw -2642335.152944 + Penalty 3235.247708 = -2639099.905236 nChanged 12 SP:Iteration 56Q (6593.870130 sec): 3 clusters Score: Raw -2642338.128960 + Penalty 3235.247708 = -2639102.881252 nChanged 21 SP:Iteration 57Q (6593.906661 sec): 3 clusters Score: Raw -2642341.484847 + Penalty 3235.247708 = -2639106.237139 nChanged 12 SP:Iteration 58Q (6593.946372 sec): 3 clusters Score: Raw -2642343.665835 + Penalty 3235.247708 = -2639108.418127 nChanged 16 SP:Iteration 59Q (6593.983610 sec): 3 clusters Score: Raw -2642347.352382 + Penalty 3235.247708 = -2639112.104674 nChanged 18 SP:Iteration 60F (6594.050311 sec): 3 clusters Score: Raw -2642350.569233 + Penalty 3235.247708 = -2639115.321525 nChanged 7 SP:Iteration 61Q (6594.096038 sec): 3 clusters Score: Raw -2642352.260640 + Penalty 3235.247708 = -2639117.012932 nChanged 14 SP:Iteration 62Q (6594.138370 sec): 3 clusters Score: Raw -2642354.905743 + Penalty 3235.247708 = -2639119.658035 nChanged 10 SP:Iteration 63Q (6594.187570 sec): 3 clusters Score: Raw -2642356.485021 + Penalty 3235.247708 = -2639121.237313 nChanged 6 SP:Iteration 64Q (6594.223743 sec): 3 clusters Score: Raw -2642357.588172 + Penalty 3235.247708 = -2639122.340464 nChanged 5 SP:Iteration 65Q (6594.260823 sec): 3 clusters Score: Raw -2642358.180891 + Penalty 3235.247708 = -2639122.933183 nChanged 1 SP:Iteration 66Q (6594.299130 sec): 3 clusters Score: Raw -2642358.422279 + Penalty 3235.247708 = -2639123.174571 nChanged 4 SP:Iteration 67Q (6594.335863 sec): 3 clusters Score: Raw -2642359.291935 + Penalty 3235.247708 = -2639124.044227 nChanged 5 SP:Iteration 68Q (6594.372815 sec): 3 clusters Score: Raw -2642360.184631 + Penalty 3235.247708 = -2639124.936923 nChanged 6 SP:Iteration 69Q (6594.410189 sec): 3 clusters Score: Raw -2642361.356210 + Penalty 3235.247708 = -2639126.108502 nChanged 8 SP:Iteration 70Q (6594.446864 sec): 3 clusters Score: Raw -2642362.844430 + Penalty 3235.247708 = -2639127.596722 nChanged 5 SP:Iteration 71Q (6594.483920 sec): 3 clusters Score: Raw -2642363.499511 + Penalty 3235.247708 = -2639128.251804 nChanged 3 SP:Iteration 72Q (6594.520889 sec): 3 clusters Score: Raw -2642363.966065 + Penalty 3235.247708 = -2639128.718357 nChanged 3 SP:Iteration 73Q (6594.557775 sec): 3 clusters Score: Raw -2642364.650539 + Penalty 3235.247708 = -2639129.402831 nChanged 3 SP:Iteration 74Q (6594.595166 sec): 3 clusters Score: Raw -2642364.890507 + Penalty 3235.247708 = -2639129.642799 nChanged 0 SP:Iteration 75F (6594.637534 sec): 3 clusters Score: Raw -2642364.890507 + Penalty 3235.247708 = -2639129.642799 nChanged 0 Trying to split cluster 3 (4249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6594.654846 sec): 2 clusters Score: Raw -526657.158306 + Penalty 1357.596328 = -525299.561978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6594.674976 sec): 3 clusters Score: Raw -524473.059025 + Penalty 2715.192656 = -521757.866370 nChanged 1694 SP:Iteration 1F (6594.694475 sec): 3 clusters Score: Raw -525490.631705 + Penalty 2715.192656 = -522775.439049 nChanged 358 SP:Iteration 2F (6594.714090 sec): 3 clusters Score: Raw -525764.199106 + Penalty 2715.192656 = -523049.006450 nChanged 271 SP:Iteration 3F (6594.733590 sec): 3 clusters Score: Raw -525998.596560 + Penalty 2715.192656 = -523283.403905 nChanged 245 SP:Iteration 4F (6594.753270 sec): 3 clusters Score: Raw -526231.245818 + Penalty 2715.192656 = -523516.053162 nChanged 251 SP:Iteration 5F (6594.772759 sec): 3 clusters Score: Raw -526476.117768 + Penalty 2715.192656 = -523760.925112 nChanged 246 SP:Iteration 6F (6594.792348 sec): 3 clusters Score: Raw -526708.489513 + Penalty 2715.192656 = -523993.296858 nChanged 211 SP:Iteration 7Q (6594.811602 sec): 3 clusters Score: Raw -526889.730292 + Penalty 2715.192656 = -524174.537636 nChanged 177 SP:Iteration 8Q (6594.830696 sec): 3 clusters Score: Raw -527042.024264 + Penalty 2715.192656 = -524326.831608 nChanged 158 SP:Iteration 9Q (6594.849765 sec): 3 clusters Score: Raw -527169.605162 + Penalty 2715.192656 = -524454.412507 nChanged 127 SP:Iteration 10Q (6594.868874 sec): 3 clusters Score: Raw -527261.689618 + Penalty 2715.192656 = -524546.496962 nChanged 103 SP:Iteration 11Q (6594.887856 sec): 3 clusters Score: Raw -527320.614572 + Penalty 2715.192656 = -524605.421916 nChanged 59 SP:Iteration 12Q (6594.906724 sec): 3 clusters Score: Raw -527347.547977 + Penalty 2715.192656 = -524632.355321 nChanged 37 SP:Iteration 13Q (6594.925815 sec): 3 clusters Score: Raw -527365.739363 + Penalty 2715.192656 = -524650.546707 nChanged 30 SP:Iteration 14Q (6594.944649 sec): 3 clusters Score: Raw -527381.091193 + Penalty 2715.192656 = -524665.898537 nChanged 24 SP:Iteration 15Q (6594.963524 sec): 3 clusters Score: Raw -527391.492534 + Penalty 2715.192656 = -524676.299879 nChanged 24 SP:Iteration 16Q (6594.986304 sec): 3 clusters Score: Raw -527405.110466 + Penalty 2715.192656 = -524689.917810 nChanged 30 SP:Iteration 17Q (6595.005350 sec): 3 clusters Score: Raw -527417.820992 + Penalty 2715.192656 = -524702.628337 nChanged 20 SP:Iteration 18Q (6595.023726 sec): 3 clusters Score: Raw -527429.114962 + Penalty 2715.192656 = -524713.922306 nChanged 23 SP:Iteration 19Q (6595.041900 sec): 3 clusters Score: Raw -527436.133464 + Penalty 2715.192656 = -524720.940809 nChanged 16 SP:Iteration 20F (6595.060762 sec): 3 clusters Score: Raw -527440.690904 + Penalty 2715.192656 = -524725.498248 nChanged 12 SP:Iteration 21Q (6595.110720 sec): 3 clusters Score: Raw -527443.293891 + Penalty 2715.192656 = -524728.101236 nChanged 8 SP:Iteration 22Q (6595.129326 sec): 3 clusters Score: Raw -527445.193182 + Penalty 2715.192656 = -524730.000526 nChanged 2 SP:Iteration 23Q (6595.148375 sec): 3 clusters Score: Raw -527445.364592 + Penalty 2715.192656 = -524730.171936 nChanged 0 SP:Iteration 24F (6595.167689 sec): 3 clusters Score: Raw -527445.364592 + Penalty 2715.192656 = -524730.171936 nChanged 0 Trying to split cluster 4 (20291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6595.206500 sec): 2 clusters Score: Raw -2572634.735201 + Penalty 1611.664067 = -2571023.071134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6595.250266 sec): 3 clusters Score: Raw -2560456.105769 + Penalty 3223.328133 = -2557232.777636 nChanged 9233 SP:Iteration 1F (6595.295100 sec): 3 clusters Score: Raw -2565614.170375 + Penalty 3223.328133 = -2562390.842242 nChanged 1200 SP:Iteration 2F (6595.345367 sec): 3 clusters Score: Raw -2566121.298635 + Penalty 3223.328133 = -2562897.970502 nChanged 1138 SP:Iteration 3F (6595.401666 sec): 3 clusters Score: Raw -2566625.572190 + Penalty 3223.328133 = -2563402.244057 nChanged 1078 SP:Iteration 4F (6595.443375 sec): 3 clusters Score: Raw -2567111.677211 + Penalty 3223.328133 = -2563888.349078 nChanged 1084 SP:Iteration 5F (6595.507295 sec): 3 clusters Score: Raw -2567651.876286 + Penalty 3223.328133 = -2564428.548153 nChanged 1095 SP:Iteration 6F (6595.548213 sec): 3 clusters Score: Raw -2568250.805637 + Penalty 3223.328133 = -2565027.477504 nChanged 1025 SP:Iteration 7F (6595.589661 sec): 3 clusters Score: Raw -2568884.492469 + Penalty 3223.328133 = -2565661.164336 nChanged 964 SP:Iteration 8Q (6595.632361 sec): 3 clusters Score: Raw -2569562.882525 + Penalty 3223.328133 = -2566339.554392 nChanged 832 SP:Iteration 9Q (6595.697885 sec): 3 clusters Score: Raw -2570144.804620 + Penalty 3223.328133 = -2566921.476487 nChanged 668 SP:Iteration 10Q (6595.782615 sec): 3 clusters Score: Raw -2570687.507206 + Penalty 3223.328133 = -2567464.179073 nChanged 586 SP:Iteration 11Q (6595.821546 sec): 3 clusters Score: Raw -2571101.217601 + Penalty 3223.328133 = -2567877.889468 nChanged 483 SP:Iteration 12Q (6595.861442 sec): 3 clusters Score: Raw -2571415.067191 + Penalty 3223.328133 = -2568191.739058 nChanged 390 SP:Iteration 13Q (6595.900852 sec): 3 clusters Score: Raw -2571691.694813 + Penalty 3223.328133 = -2568468.366680 nChanged 340 SP:Iteration 14Q (6595.964154 sec): 3 clusters Score: Raw -2571966.820081 + Penalty 3223.328133 = -2568743.491948 nChanged 283 SP:Iteration 15Q (6596.001985 sec): 3 clusters Score: Raw -2572256.593431 + Penalty 3223.328133 = -2569033.265298 nChanged 271 SP:Iteration 16Q (6596.075115 sec): 3 clusters Score: Raw -2572522.344026 + Penalty 3223.328133 = -2569299.015893 nChanged 246 SP:Iteration 17Q (6596.115917 sec): 3 clusters Score: Raw -2572708.998725 + Penalty 3223.328133 = -2569485.670592 nChanged 206 SP:Iteration 18Q (6596.160646 sec): 3 clusters Score: Raw -2572846.557448 + Penalty 3223.328133 = -2569623.229315 nChanged 180 SP:Iteration 19Q (6596.204166 sec): 3 clusters Score: Raw -2572955.581412 + Penalty 3223.328133 = -2569732.253279 nChanged 151 SP:Iteration 20F (6596.245736 sec): 3 clusters Score: Raw -2573020.033317 + Penalty 3223.328133 = -2569796.705184 nChanged 140 SP:Iteration 21Q (6596.283081 sec): 3 clusters Score: Raw -2573073.346926 + Penalty 3223.328133 = -2569850.018793 nChanged 101 SP:Iteration 22Q (6596.326703 sec): 3 clusters Score: Raw -2573110.733809 + Penalty 3223.328133 = -2569887.405676 nChanged 86 SP:Iteration 23Q (6596.363631 sec): 3 clusters Score: Raw -2573138.479318 + Penalty 3223.328133 = -2569915.151185 nChanged 89 SP:Iteration 24Q (6596.410009 sec): 3 clusters Score: Raw -2573168.008621 + Penalty 3223.328133 = -2569944.680488 nChanged 85 SP:Iteration 25Q (6596.451418 sec): 3 clusters Score: Raw -2573198.098602 + Penalty 3223.328133 = -2569974.770469 nChanged 93 SP:Iteration 26Q (6596.488237 sec): 3 clusters Score: Raw -2573227.633633 + Penalty 3223.328133 = -2570004.305500 nChanged 79 SP:Iteration 27Q (6596.534578 sec): 3 clusters Score: Raw -2573249.606220 + Penalty 3223.328133 = -2570026.278087 nChanged 67 SP:Iteration 28Q (6596.587012 sec): 3 clusters Score: Raw -2573264.000749 + Penalty 3223.328133 = -2570040.672616 nChanged 50 SP:Iteration 29Q (6596.623982 sec): 3 clusters Score: Raw -2573277.432213 + Penalty 3223.328133 = -2570054.104080 nChanged 49 SP:Iteration 30Q (6596.660702 sec): 3 clusters Score: Raw -2573289.606520 + Penalty 3223.328133 = -2570066.278387 nChanged 48 SP:Iteration 31Q (6596.697647 sec): 3 clusters Score: Raw -2573300.757061 + Penalty 3223.328133 = -2570077.428928 nChanged 38 SP:Iteration 32Q (6596.734670 sec): 3 clusters Score: Raw -2573308.157874 + Penalty 3223.328133 = -2570084.829741 nChanged 32 SP:Iteration 33Q (6596.779803 sec): 3 clusters Score: Raw -2573314.660244 + Penalty 3223.328133 = -2570091.332111 nChanged 26 SP:Iteration 34Q (6596.816426 sec): 3 clusters Score: Raw -2573319.035582 + Penalty 3223.328133 = -2570095.707449 nChanged 21 SP:Iteration 35Q (6596.877540 sec): 3 clusters Score: Raw -2573323.398838 + Penalty 3223.328133 = -2570100.070705 nChanged 22 SP:Iteration 36Q (6596.913509 sec): 3 clusters Score: Raw -2573327.795672 + Penalty 3223.328133 = -2570104.467539 nChanged 18 SP:Iteration 37Q (6596.950227 sec): 3 clusters Score: Raw -2573330.937586 + Penalty 3223.328133 = -2570107.609453 nChanged 16 SP:Iteration 38Q (6596.998713 sec): 3 clusters Score: Raw -2573333.634409 + Penalty 3223.328133 = -2570110.306276 nChanged 21 SP:Iteration 39Q (6597.035197 sec): 3 clusters Score: Raw -2573337.268878 + Penalty 3223.328133 = -2570113.940745 nChanged 30 SP:Iteration 40F (6597.081406 sec): 3 clusters Score: Raw -2573342.687952 + Penalty 3223.328133 = -2570119.359819 nChanged 25 SP:Iteration 41Q (6597.123223 sec): 3 clusters Score: Raw -2573347.113341 + Penalty 3223.328133 = -2570123.785208 nChanged 22 SP:Iteration 42Q (6597.160266 sec): 3 clusters Score: Raw -2573351.513230 + Penalty 3223.328133 = -2570128.185097 nChanged 17 SP:Iteration 43Q (6597.200211 sec): 3 clusters Score: Raw -2573354.081929 + Penalty 3223.328133 = -2570130.753796 nChanged 20 SP:Iteration 44Q (6597.242550 sec): 3 clusters Score: Raw -2573357.073266 + Penalty 3223.328133 = -2570133.745133 nChanged 21 SP:Iteration 45Q (6597.288203 sec): 3 clusters Score: Raw -2573360.009542 + Penalty 3223.328133 = -2570136.681409 nChanged 18 SP:Iteration 46Q (6597.324941 sec): 3 clusters Score: Raw -2573362.562386 + Penalty 3223.328133 = -2570139.234253 nChanged 15 SP:Iteration 47Q (6597.367310 sec): 3 clusters Score: Raw -2573365.526840 + Penalty 3223.328133 = -2570142.198707 nChanged 22 SP:Iteration 48Q (6597.404163 sec): 3 clusters Score: Raw -2573369.663095 + Penalty 3223.328133 = -2570146.334962 nChanged 25 SP:Iteration 49Q (6597.441098 sec): 3 clusters Score: Raw -2573374.291175 + Penalty 3223.328133 = -2570150.963042 nChanged 32 SP:Iteration 50Q (6597.477846 sec): 3 clusters Score: Raw -2573379.686608 + Penalty 3223.328133 = -2570156.358475 nChanged 21 SP:Iteration 51Q (6597.549287 sec): 3 clusters Score: Raw -2573382.430737 + Penalty 3223.328133 = -2570159.102604 nChanged 12 SP:Iteration 52Q (6597.589239 sec): 3 clusters Score: Raw -2573384.182235 + Penalty 3223.328133 = -2570160.854102 nChanged 8 SP:Iteration 53Q (6597.626303 sec): 3 clusters Score: Raw -2573385.335369 + Penalty 3223.328133 = -2570162.007236 nChanged 10 SP:Iteration 54Q (6597.663110 sec): 3 clusters Score: Raw -2573386.830033 + Penalty 3223.328133 = -2570163.501900 nChanged 6 SP:Iteration 55Q (6597.700353 sec): 3 clusters Score: Raw -2573387.833948 + Penalty 3223.328133 = -2570164.505815 nChanged 5 SP:Iteration 56Q (6597.741464 sec): 3 clusters Score: Raw -2573389.015772 + Penalty 3223.328133 = -2570165.687639 nChanged 10 SP:Iteration 57Q (6597.778027 sec): 3 clusters Score: Raw -2573390.761274 + Penalty 3223.328133 = -2570167.433141 nChanged 9 SP:Iteration 58Q (6597.815099 sec): 3 clusters Score: Raw -2573392.476223 + Penalty 3223.328133 = -2570169.148090 nChanged 6 SP:Iteration 59Q (6597.883031 sec): 3 clusters Score: Raw -2573393.596793 + Penalty 3223.328133 = -2570170.268660 nChanged 3 SP:Iteration 60F (6597.932872 sec): 3 clusters Score: Raw -2573393.803223 + Penalty 3223.328133 = -2570170.475090 nChanged 1 SP:Iteration 61Q (6597.980347 sec): 3 clusters Score: Raw -2573394.063244 + Penalty 3223.328133 = -2570170.735111 nChanged 0 SP:Iteration 62F (6598.030923 sec): 3 clusters Score: Raw -2573394.063244 + Penalty 3223.328133 = -2570170.735111 nChanged 0 Trying to split cluster 5 (10856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6598.054991 sec): 2 clusters Score: Raw -1308485.866100 + Penalty 1510.026895 = -1306975.839205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6598.085961 sec): 3 clusters Score: Raw -1302306.426142 + Penalty 3020.053790 = -1299286.372352 nChanged 4782 SP:Iteration 1F (6598.114670 sec): 3 clusters Score: Raw -1305279.723790 + Penalty 3020.053790 = -1302259.669999 nChanged 938 SP:Iteration 2F (6598.143191 sec): 3 clusters Score: Raw -1305993.891276 + Penalty 3020.053790 = -1302973.837485 nChanged 856 SP:Iteration 3F (6598.171549 sec): 3 clusters Score: Raw -1306654.803500 + Penalty 3020.053790 = -1303634.749709 nChanged 800 SP:Iteration 4F (6598.199959 sec): 3 clusters Score: Raw -1307292.224493 + Penalty 3020.053790 = -1304272.170703 nChanged 703 SP:Iteration 5F (6598.228406 sec): 3 clusters Score: Raw -1307841.256185 + Penalty 3020.053790 = -1304821.202394 nChanged 565 SP:Iteration 6F (6598.289881 sec): 3 clusters Score: Raw -1308290.521577 + Penalty 3020.053790 = -1305270.467787 nChanged 443 SP:Iteration 7Q (6598.318636 sec): 3 clusters Score: Raw -1308603.930613 + Penalty 3020.053790 = -1305583.876823 nChanged 351 SP:Iteration 8Q (6598.348562 sec): 3 clusters Score: Raw -1308877.077696 + Penalty 3020.053790 = -1305857.023905 nChanged 272 SP:Iteration 9Q (6598.377260 sec): 3 clusters Score: Raw -1309045.274976 + Penalty 3020.053790 = -1306025.221186 nChanged 192 SP:Iteration 10Q (6598.410014 sec): 3 clusters Score: Raw -1309135.857991 + Penalty 3020.053790 = -1306115.804201 nChanged 138 SP:Iteration 11Q (6598.437388 sec): 3 clusters Score: Raw -1309183.240537 + Penalty 3020.053790 = -1306163.186746 nChanged 80 SP:Iteration 12Q (6598.466262 sec): 3 clusters Score: Raw -1309215.502375 + Penalty 3020.053790 = -1306195.448585 nChanged 68 SP:Iteration 13Q (6598.493351 sec): 3 clusters Score: Raw -1309241.218073 + Penalty 3020.053790 = -1306221.164283 nChanged 62 SP:Iteration 14Q (6598.521091 sec): 3 clusters Score: Raw -1309265.092643 + Penalty 3020.053790 = -1306245.038853 nChanged 67 SP:Iteration 15Q (6598.552888 sec): 3 clusters Score: Raw -1309293.526788 + Penalty 3020.053790 = -1306273.472997 nChanged 70 SP:Iteration 16Q (6598.579822 sec): 3 clusters Score: Raw -1309318.484908 + Penalty 3020.053790 = -1306298.431117 nChanged 53 SP:Iteration 17Q (6598.606429 sec): 3 clusters Score: Raw -1309333.918609 + Penalty 3020.053790 = -1306313.864818 nChanged 45 SP:Iteration 18Q (6598.637568 sec): 3 clusters Score: Raw -1309348.755572 + Penalty 3020.053790 = -1306328.701781 nChanged 55 SP:Iteration 19Q (6598.664086 sec): 3 clusters Score: Raw -1309369.370203 + Penalty 3020.053790 = -1306349.316413 nChanged 58 SP:Iteration 20F (6598.692283 sec): 3 clusters Score: Raw -1309388.125457 + Penalty 3020.053790 = -1306368.071666 nChanged 47 SP:Iteration 21Q (6598.720062 sec): 3 clusters Score: Raw -1309401.413369 + Penalty 3020.053790 = -1306381.359578 nChanged 50 SP:Iteration 22Q (6598.746689 sec): 3 clusters Score: Raw -1309416.734804 + Penalty 3020.053790 = -1306396.681014 nChanged 36 SP:Iteration 23Q (6598.773217 sec): 3 clusters Score: Raw -1309424.658550 + Penalty 3020.053790 = -1306404.604760 nChanged 29 SP:Iteration 24Q (6598.801745 sec): 3 clusters Score: Raw -1309431.194784 + Penalty 3020.053790 = -1306411.140993 nChanged 27 SP:Iteration 25Q (6598.828186 sec): 3 clusters Score: Raw -1309437.968246 + Penalty 3020.053790 = -1306417.914456 nChanged 25 SP:Iteration 26Q (6598.854531 sec): 3 clusters Score: Raw -1309444.288060 + Penalty 3020.053790 = -1306424.234270 nChanged 33 SP:Iteration 27Q (6598.881030 sec): 3 clusters Score: Raw -1309452.730563 + Penalty 3020.053790 = -1306432.676773 nChanged 30 SP:Iteration 28Q (6598.910346 sec): 3 clusters Score: Raw -1309460.352147 + Penalty 3020.053790 = -1306440.298357 nChanged 19 SP:Iteration 29Q (6598.939640 sec): 3 clusters Score: Raw -1309464.970167 + Penalty 3020.053790 = -1306444.916376 nChanged 14 SP:Iteration 30Q (6598.965934 sec): 3 clusters Score: Raw -1309467.922737 + Penalty 3020.053790 = -1306447.868947 nChanged 16 SP:Iteration 31Q (6598.993298 sec): 3 clusters Score: Raw -1309471.049290 + Penalty 3020.053790 = -1306450.995499 nChanged 15 SP:Iteration 32Q (6599.022494 sec): 3 clusters Score: Raw -1309473.851402 + Penalty 3020.053790 = -1306453.797612 nChanged 10 SP:Iteration 33Q (6599.048947 sec): 3 clusters Score: Raw -1309475.751868 + Penalty 3020.053790 = -1306455.698077 nChanged 15 SP:Iteration 34Q (6599.075100 sec): 3 clusters Score: Raw -1309479.818039 + Penalty 3020.053790 = -1306459.764248 nChanged 18 SP:Iteration 35Q (6599.101584 sec): 3 clusters Score: Raw -1309484.978422 + Penalty 3020.053790 = -1306464.924631 nChanged 24 SP:Iteration 36Q (6599.130500 sec): 3 clusters Score: Raw -1309490.482081 + Penalty 3020.053790 = -1306470.428290 nChanged 25 SP:Iteration 37Q (6599.156785 sec): 3 clusters Score: Raw -1309496.511825 + Penalty 3020.053790 = -1306476.458035 nChanged 26 SP:Iteration 38Q (6599.183063 sec): 3 clusters Score: Raw -1309502.063587 + Penalty 3020.053790 = -1306482.009797 nChanged 20 SP:Iteration 39Q (6599.211383 sec): 3 clusters Score: Raw -1309507.182885 + Penalty 3020.053790 = -1306487.129094 nChanged 19 SP:Iteration 40F (6599.241597 sec): 3 clusters Score: Raw -1309511.630735 + Penalty 3020.053790 = -1306491.576945 nChanged 12 SP:Iteration 41Q (6599.268207 sec): 3 clusters Score: Raw -1309514.089697 + Penalty 3020.053790 = -1306494.035906 nChanged 4 SP:Iteration 42Q (6599.317795 sec): 3 clusters Score: Raw -1309514.901574 + Penalty 3020.053790 = -1306494.847784 nChanged 6 SP:Iteration 43Q (6599.375772 sec): 3 clusters Score: Raw -1309516.298802 + Penalty 3020.053790 = -1306496.245011 nChanged 9 SP:Iteration 44Q (6599.401759 sec): 3 clusters Score: Raw -1309518.480235 + Penalty 3020.053790 = -1306498.426445 nChanged 8 SP:Iteration 45Q (6599.427882 sec): 3 clusters Score: Raw -1309520.562387 + Penalty 3020.053790 = -1306500.508597 nChanged 10 SP:Iteration 46Q (6599.455141 sec): 3 clusters Score: Raw -1309522.149185 + Penalty 3020.053790 = -1306502.095395 nChanged 6 SP:Iteration 47Q (6599.481280 sec): 3 clusters Score: Raw -1309522.924822 + Penalty 3020.053790 = -1306502.871032 nChanged 5 SP:Iteration 48Q (6599.510028 sec): 3 clusters Score: Raw -1309523.665385 + Penalty 3020.053790 = -1306503.611594 nChanged 2 SP:Iteration 49Q (6599.536278 sec): 3 clusters Score: Raw -1309524.207781 + Penalty 3020.053790 = -1306504.153991 nChanged 5 SP:Iteration 50Q (6599.568730 sec): 3 clusters Score: Raw -1309525.308647 + Penalty 3020.053790 = -1306505.254856 nChanged 6 SP:Iteration 51Q (6599.595048 sec): 3 clusters Score: Raw -1309526.036860 + Penalty 3020.053790 = -1306505.983070 nChanged 2 SP:Iteration 52Q (6599.652919 sec): 3 clusters Score: Raw -1309526.373078 + Penalty 3020.053790 = -1306506.319288 nChanged 2 SP:Iteration 53Q (6599.678781 sec): 3 clusters Score: Raw -1309526.701149 + Penalty 3020.053790 = -1306506.647359 nChanged 3 SP:Iteration 54Q (6599.714586 sec): 3 clusters Score: Raw -1309527.051313 + Penalty 3020.053790 = -1306506.997523 nChanged 1 SP:Iteration 55Q (6599.740606 sec): 3 clusters Score: Raw -1309527.176908 + Penalty 3020.053790 = -1306507.123118 nChanged 0 SP:Iteration 56F (6599.769452 sec): 3 clusters Score: Raw -1309527.176908 + Penalty 3020.053790 = -1306507.123118 nChanged 0 Trying to split cluster 6 (23697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6599.807784 sec): 2 clusters Score: Raw -3066321.031760 + Penalty 1636.879357 = -3064684.152403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6599.857385 sec): 3 clusters Score: Raw -3051938.437602 + Penalty 3273.758714 = -3048664.678888 nChanged 10724 SP:Iteration 1F (6599.903604 sec): 3 clusters Score: Raw -3057891.475131 + Penalty 3273.758714 = -3054617.716417 nChanged 1269 SP:Iteration 2F (6599.949868 sec): 3 clusters Score: Raw -3058426.040542 + Penalty 3273.758714 = -3055152.281828 nChanged 1336 SP:Iteration 3F (6599.996650 sec): 3 clusters Score: Raw -3059078.283578 + Penalty 3273.758714 = -3055804.524863 nChanged 1456 SP:Iteration 4F (6600.043756 sec): 3 clusters Score: Raw -3059925.355431 + Penalty 3273.758714 = -3056651.596716 nChanged 1598 SP:Iteration 5F (6600.090194 sec): 3 clusters Score: Raw -3060880.368367 + Penalty 3273.758714 = -3057606.609653 nChanged 1565 SP:Iteration 6F (6600.136666 sec): 3 clusters Score: Raw -3061804.446918 + Penalty 3273.758714 = -3058530.688204 nChanged 1384 SP:Iteration 7F (6600.183217 sec): 3 clusters Score: Raw -3062578.431953 + Penalty 3273.758714 = -3059304.673239 nChanged 1092 SP:Iteration 8Q (6600.231235 sec): 3 clusters Score: Raw -3063168.188983 + Penalty 3273.758714 = -3059894.430268 nChanged 917 SP:Iteration 9Q (6600.279007 sec): 3 clusters Score: Raw -3063636.601395 + Penalty 3273.758714 = -3060362.842680 nChanged 822 SP:Iteration 10Q (6600.331795 sec): 3 clusters Score: Raw -3064090.608579 + Penalty 3273.758714 = -3060816.849864 nChanged 756 SP:Iteration 11Q (6600.382909 sec): 3 clusters Score: Raw -3064532.452398 + Penalty 3273.758714 = -3061258.693684 nChanged 709 SP:Iteration 12Q (6600.429825 sec): 3 clusters Score: Raw -3064951.289116 + Penalty 3273.758714 = -3061677.530402 nChanged 632 SP:Iteration 13Q (6600.479430 sec): 3 clusters Score: Raw -3065332.398770 + Penalty 3273.758714 = -3062058.640056 nChanged 511 SP:Iteration 14Q (6600.526347 sec): 3 clusters Score: Raw -3065654.734889 + Penalty 3273.758714 = -3062380.976175 nChanged 450 SP:Iteration 15Q (6600.605352 sec): 3 clusters Score: Raw -3065963.186649 + Penalty 3273.758714 = -3062689.427935 nChanged 380 SP:Iteration 16Q (6600.652226 sec): 3 clusters Score: Raw -3066237.035894 + Penalty 3273.758714 = -3062963.277180 nChanged 288 SP:Iteration 17Q (6600.698228 sec): 3 clusters Score: Raw -3066429.731530 + Penalty 3273.758714 = -3063155.972815 nChanged 192 SP:Iteration 18Q (6600.743279 sec): 3 clusters Score: Raw -3066538.505851 + Penalty 3273.758714 = -3063264.747136 nChanged 105 SP:Iteration 19Q (6600.787444 sec): 3 clusters Score: Raw -3066591.228580 + Penalty 3273.758714 = -3063317.469866 nChanged 70 SP:Iteration 20F (6600.833800 sec): 3 clusters Score: Raw -3066637.821076 + Penalty 3273.758714 = -3063364.062361 nChanged 47 SP:Iteration 21Q (6600.877057 sec): 3 clusters Score: Raw -3066668.423208 + Penalty 3273.758714 = -3063394.664494 nChanged 39 SP:Iteration 22Q (6600.951799 sec): 3 clusters Score: Raw -3066689.064663 + Penalty 3273.758714 = -3063415.305949 nChanged 30 SP:Iteration 23Q (6600.993605 sec): 3 clusters Score: Raw -3066703.505714 + Penalty 3273.758714 = -3063429.746999 nChanged 25 SP:Iteration 24Q (6601.035885 sec): 3 clusters Score: Raw -3066716.295847 + Penalty 3273.758714 = -3063442.537132 nChanged 23 SP:Iteration 25Q (6601.082601 sec): 3 clusters Score: Raw -3066732.359634 + Penalty 3273.758714 = -3063458.600920 nChanged 23 SP:Iteration 26Q (6601.124382 sec): 3 clusters Score: Raw -3066746.936128 + Penalty 3273.758714 = -3063473.177413 nChanged 17 SP:Iteration 27Q (6601.183240 sec): 3 clusters Score: Raw -3066755.832049 + Penalty 3273.758714 = -3063482.073335 nChanged 14 SP:Iteration 28Q (6601.227488 sec): 3 clusters Score: Raw -3066768.335463 + Penalty 3273.758714 = -3063494.576749 nChanged 15 SP:Iteration 29Q (6601.290601 sec): 3 clusters Score: Raw -3066779.374107 + Penalty 3273.758714 = -3063505.615392 nChanged 13 SP:Iteration 30Q (6601.331030 sec): 3 clusters Score: Raw -3066790.265923 + Penalty 3273.758714 = -3063516.507208 nChanged 17 SP:Iteration 31Q (6601.371972 sec): 3 clusters Score: Raw -3066799.038160 + Penalty 3273.758714 = -3063525.279445 nChanged 8 SP:Iteration 32Q (6601.412166 sec): 3 clusters Score: Raw -3066804.108633 + Penalty 3273.758714 = -3063530.349918 nChanged 5 SP:Iteration 33Q (6601.452698 sec): 3 clusters Score: Raw -3066805.967766 + Penalty 3273.758714 = -3063532.209051 nChanged 6 SP:Iteration 34Q (6601.492732 sec): 3 clusters Score: Raw -3066808.542459 + Penalty 3273.758714 = -3063534.783745 nChanged 1 SP:Iteration 35Q (6601.568743 sec): 3 clusters Score: Raw -3066809.325309 + Penalty 3273.758714 = -3063535.566595 nChanged 1 SP:Iteration 36Q (6601.608946 sec): 3 clusters Score: Raw -3066809.851571 + Penalty 3273.758714 = -3063536.092856 nChanged 2 SP:Iteration 37Q (6601.649374 sec): 3 clusters Score: Raw -3066810.424128 + Penalty 3273.758714 = -3063536.665413 nChanged 1 SP:Iteration 38Q (6601.689667 sec): 3 clusters Score: Raw -3066810.621160 + Penalty 3273.758714 = -3063536.862446 nChanged 1 SP:Iteration 39Q (6601.749842 sec): 3 clusters Score: Raw -3066810.902788 + Penalty 3273.758714 = -3063537.144073 nChanged 1 SP:Iteration 40F (6601.795114 sec): 3 clusters Score: Raw -3066811.404286 + Penalty 3273.758714 = -3063537.645572 nChanged 4 SP:Iteration 41Q (6601.835556 sec): 3 clusters Score: Raw -3066813.263837 + Penalty 3273.758714 = -3063539.505123 nChanged 5 SP:Iteration 42Q (6601.875748 sec): 3 clusters Score: Raw -3066815.240806 + Penalty 3273.758714 = -3063541.482092 nChanged 5 SP:Iteration 43Q (6601.915936 sec): 3 clusters Score: Raw -3066818.279644 + Penalty 3273.758714 = -3063544.520929 nChanged 4 SP:Iteration 44Q (6601.959011 sec): 3 clusters Score: Raw -3066819.763313 + Penalty 3273.758714 = -3063546.004598 nChanged 4 SP:Iteration 45Q (6601.999365 sec): 3 clusters Score: Raw -3066820.906588 + Penalty 3273.758714 = -3063547.147874 nChanged 1 SP:Iteration 46Q (6602.039146 sec): 3 clusters Score: Raw -3066821.245624 + Penalty 3273.758714 = -3063547.486909 nChanged 1 SP:Iteration 47Q (6602.087308 sec): 3 clusters Score: Raw -3066821.460036 + Penalty 3273.758714 = -3063547.701321 nChanged 0 SP:Iteration 48F (6602.133651 sec): 3 clusters Score: Raw -3066821.460036 + Penalty 3273.758714 = -3063547.701321 nChanged 0 Trying to split cluster 7 (13158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6602.159769 sec): 2 clusters Score: Raw -1548178.934913 + Penalty 1541.277598 = -1546637.657315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6602.194952 sec): 3 clusters Score: Raw -1540503.579405 + Penalty 3082.555196 = -1537421.024209 nChanged 5897 SP:Iteration 1F (6602.226964 sec): 3 clusters Score: Raw -1544052.916496 + Penalty 3082.555196 = -1540970.361300 nChanged 944 SP:Iteration 2F (6602.263649 sec): 3 clusters Score: Raw -1544672.650960 + Penalty 3082.555196 = -1541590.095764 nChanged 889 SP:Iteration 3F (6602.297361 sec): 3 clusters Score: Raw -1545197.203641 + Penalty 3082.555196 = -1542114.648445 nChanged 754 SP:Iteration 4F (6602.338940 sec): 3 clusters Score: Raw -1545656.597293 + Penalty 3082.555196 = -1542574.042097 nChanged 723 SP:Iteration 5F (6602.371029 sec): 3 clusters Score: Raw -1546088.946098 + Penalty 3082.555196 = -1543006.390902 nChanged 675 SP:Iteration 6F (6602.402947 sec): 3 clusters Score: Raw -1546473.745279 + Penalty 3082.555196 = -1543391.190084 nChanged 572 SP:Iteration 7Q (6602.435117 sec): 3 clusters Score: Raw -1546780.508769 + Penalty 3082.555196 = -1543697.953574 nChanged 480 SP:Iteration 8Q (6602.467095 sec): 3 clusters Score: Raw -1547024.154315 + Penalty 3082.555196 = -1543941.599119 nChanged 425 SP:Iteration 9Q (6602.507202 sec): 3 clusters Score: Raw -1547233.095941 + Penalty 3082.555196 = -1544150.540745 nChanged 366 SP:Iteration 10Q (6602.538926 sec): 3 clusters Score: Raw -1547386.559305 + Penalty 3082.555196 = -1544304.004110 nChanged 304 SP:Iteration 11Q (6602.570521 sec): 3 clusters Score: Raw -1547493.724928 + Penalty 3082.555196 = -1544411.169732 nChanged 235 SP:Iteration 12Q (6602.602318 sec): 3 clusters Score: Raw -1547568.135974 + Penalty 3082.555196 = -1544485.580779 nChanged 194 SP:Iteration 13Q (6602.643200 sec): 3 clusters Score: Raw -1547619.392638 + Penalty 3082.555196 = -1544536.837442 nChanged 156 SP:Iteration 14Q (6602.674583 sec): 3 clusters Score: Raw -1547663.332533 + Penalty 3082.555196 = -1544580.777338 nChanged 146 SP:Iteration 15Q (6602.705986 sec): 3 clusters Score: Raw -1547709.302441 + Penalty 3082.555196 = -1544626.747245 nChanged 157 SP:Iteration 16Q (6602.737372 sec): 3 clusters Score: Raw -1547765.597040 + Penalty 3082.555196 = -1544683.041844 nChanged 147 SP:Iteration 17Q (6602.778019 sec): 3 clusters Score: Raw -1547818.987324 + Penalty 3082.555196 = -1544736.432128 nChanged 154 SP:Iteration 18Q (6602.809150 sec): 3 clusters Score: Raw -1547872.927209 + Penalty 3082.555196 = -1544790.372013 nChanged 170 SP:Iteration 19Q (6602.845631 sec): 3 clusters Score: Raw -1547930.386487 + Penalty 3082.555196 = -1544847.831291 nChanged 176 SP:Iteration 20F (6602.877505 sec): 3 clusters Score: Raw -1547985.252324 + Penalty 3082.555196 = -1544902.697129 nChanged 147 SP:Iteration 21Q (6602.908617 sec): 3 clusters Score: Raw -1548023.816075 + Penalty 3082.555196 = -1544941.260879 nChanged 124 SP:Iteration 22Q (6602.939849 sec): 3 clusters Score: Raw -1548051.364142 + Penalty 3082.555196 = -1544968.808947 nChanged 104 SP:Iteration 23Q (6602.996836 sec): 3 clusters Score: Raw -1548073.331849 + Penalty 3082.555196 = -1544990.776654 nChanged 94 SP:Iteration 24Q (6603.027907 sec): 3 clusters Score: Raw -1548093.691842 + Penalty 3082.555196 = -1545011.136646 nChanged 93 SP:Iteration 25Q (6603.068795 sec): 3 clusters Score: Raw -1548112.034160 + Penalty 3082.555196 = -1545029.478964 nChanged 87 SP:Iteration 26Q (6603.125818 sec): 3 clusters Score: Raw -1548128.430692 + Penalty 3082.555196 = -1545045.875497 nChanged 68 SP:Iteration 27Q (6603.177264 sec): 3 clusters Score: Raw -1548140.171164 + Penalty 3082.555196 = -1545057.615968 nChanged 64 SP:Iteration 28Q (6603.214588 sec): 3 clusters Score: Raw -1548151.456791 + Penalty 3082.555196 = -1545068.901595 nChanged 59 SP:Iteration 29Q (6603.245485 sec): 3 clusters Score: Raw -1548161.082872 + Penalty 3082.555196 = -1545078.527676 nChanged 48 SP:Iteration 30Q (6603.281698 sec): 3 clusters Score: Raw -1548168.841078 + Penalty 3082.555196 = -1545086.285882 nChanged 48 SP:Iteration 31Q (6603.312631 sec): 3 clusters Score: Raw -1548176.168198 + Penalty 3082.555196 = -1545093.613002 nChanged 56 SP:Iteration 32Q (6603.353410 sec): 3 clusters Score: Raw -1548186.194990 + Penalty 3082.555196 = -1545103.639794 nChanged 61 SP:Iteration 33Q (6603.384202 sec): 3 clusters Score: Raw -1548195.313809 + Penalty 3082.555196 = -1545112.758613 nChanged 65 SP:Iteration 34Q (6603.414860 sec): 3 clusters Score: Raw -1548204.475371 + Penalty 3082.555196 = -1545121.920175 nChanged 49 SP:Iteration 35Q (6603.445636 sec): 3 clusters Score: Raw -1548211.971671 + Penalty 3082.555196 = -1545129.416475 nChanged 56 SP:Iteration 36Q (6603.476412 sec): 3 clusters Score: Raw -1548223.314655 + Penalty 3082.555196 = -1545140.759459 nChanged 70 SP:Iteration 37Q (6603.513075 sec): 3 clusters Score: Raw -1548236.687174 + Penalty 3082.555196 = -1545154.131978 nChanged 68 SP:Iteration 38Q (6603.564250 sec): 3 clusters Score: Raw -1548247.807523 + Penalty 3082.555196 = -1545165.252328 nChanged 50 SP:Iteration 39Q (6603.596864 sec): 3 clusters Score: Raw -1548256.414187 + Penalty 3082.555196 = -1545173.858991 nChanged 51 SP:Iteration 40F (6603.628703 sec): 3 clusters Score: Raw -1548265.005535 + Penalty 3082.555196 = -1545182.450339 nChanged 49 SP:Iteration 41Q (6603.660135 sec): 3 clusters Score: Raw -1548273.827653 + Penalty 3082.555196 = -1545191.272458 nChanged 55 SP:Iteration 42Q (6603.690891 sec): 3 clusters Score: Raw -1548284.084222 + Penalty 3082.555196 = -1545201.529026 nChanged 56 SP:Iteration 43Q (6603.725430 sec): 3 clusters Score: Raw -1548293.799247 + Penalty 3082.555196 = -1545211.244051 nChanged 62 SP:Iteration 44Q (6603.756282 sec): 3 clusters Score: Raw -1548306.457380 + Penalty 3082.555196 = -1545223.902184 nChanged 69 SP:Iteration 45Q (6603.791007 sec): 3 clusters Score: Raw -1548321.849669 + Penalty 3082.555196 = -1545239.294474 nChanged 73 SP:Iteration 46Q (6603.821874 sec): 3 clusters Score: Raw -1548339.402973 + Penalty 3082.555196 = -1545256.847777 nChanged 75 SP:Iteration 47Q (6603.852486 sec): 3 clusters Score: Raw -1548356.236287 + Penalty 3082.555196 = -1545273.681091 nChanged 67 SP:Iteration 48Q (6603.886011 sec): 3 clusters Score: Raw -1548371.413037 + Penalty 3082.555196 = -1545288.857842 nChanged 72 SP:Iteration 49Q (6603.916680 sec): 3 clusters Score: Raw -1548387.775023 + Penalty 3082.555196 = -1545305.219827 nChanged 72 SP:Iteration 50Q (6603.947395 sec): 3 clusters Score: Raw -1548405.393100 + Penalty 3082.555196 = -1545322.837905 nChanged 68 SP:Iteration 51Q (6603.977950 sec): 3 clusters Score: Raw -1548419.678358 + Penalty 3082.555196 = -1545337.123162 nChanged 73 SP:Iteration 52Q (6604.029898 sec): 3 clusters Score: Raw -1548432.272242 + Penalty 3082.555196 = -1545349.717047 nChanged 62 SP:Iteration 53Q (6604.061047 sec): 3 clusters Score: Raw -1548441.795114 + Penalty 3082.555196 = -1545359.239918 nChanged 49 SP:Iteration 54Q (6604.091812 sec): 3 clusters Score: Raw -1548450.221814 + Penalty 3082.555196 = -1545367.666618 nChanged 45 SP:Iteration 55Q (6604.122332 sec): 3 clusters Score: Raw -1548457.673409 + Penalty 3082.555196 = -1545375.118214 nChanged 55 SP:Iteration 56Q (6604.153117 sec): 3 clusters Score: Raw -1548465.660520 + Penalty 3082.555196 = -1545383.105324 nChanged 39 SP:Iteration 57Q (6604.194217 sec): 3 clusters Score: Raw -1548471.056384 + Penalty 3082.555196 = -1545388.501188 nChanged 33 SP:Iteration 58Q (6604.224712 sec): 3 clusters Score: Raw -1548475.804844 + Penalty 3082.555196 = -1545393.249648 nChanged 35 SP:Iteration 59Q (6604.266518 sec): 3 clusters Score: Raw -1548480.549653 + Penalty 3082.555196 = -1545397.994458 nChanged 31 SP:Iteration 60F (6604.298625 sec): 3 clusters Score: Raw -1548485.280704 + Penalty 3082.555196 = -1545402.725508 nChanged 34 SP:Iteration 61Q (6604.333139 sec): 3 clusters Score: Raw -1548489.559968 + Penalty 3082.555196 = -1545407.004772 nChanged 25 SP:Iteration 62Q (6604.363978 sec): 3 clusters Score: Raw -1548492.947600 + Penalty 3082.555196 = -1545410.392405 nChanged 37 SP:Iteration 63Q (6604.394349 sec): 3 clusters Score: Raw -1548497.730957 + Penalty 3082.555196 = -1545415.175761 nChanged 27 SP:Iteration 64Q (6604.435336 sec): 3 clusters Score: Raw -1548500.491713 + Penalty 3082.555196 = -1545417.936517 nChanged 21 SP:Iteration 65Q (6604.470938 sec): 3 clusters Score: Raw -1548503.031264 + Penalty 3082.555196 = -1545420.476068 nChanged 15 SP:Iteration 66Q (6604.501583 sec): 3 clusters Score: Raw -1548504.255852 + Penalty 3082.555196 = -1545421.700656 nChanged 11 SP:Iteration 67Q (6604.532085 sec): 3 clusters Score: Raw -1548505.366024 + Penalty 3082.555196 = -1545422.810828 nChanged 15 SP:Iteration 68Q (6604.570740 sec): 3 clusters Score: Raw -1548506.749343 + Penalty 3082.555196 = -1545424.194147 nChanged 11 SP:Iteration 69Q (6604.605730 sec): 3 clusters Score: Raw -1548507.574756 + Penalty 3082.555196 = -1545425.019560 nChanged 10 SP:Iteration 70Q (6604.636368 sec): 3 clusters Score: Raw -1548508.177977 + Penalty 3082.555196 = -1545425.622782 nChanged 6 SP:Iteration 71Q (6604.676240 sec): 3 clusters Score: Raw -1548508.502836 + Penalty 3082.555196 = -1545425.947640 nChanged 3 SP:Iteration 72Q (6604.709841 sec): 3 clusters Score: Raw -1548508.884216 + Penalty 3082.555196 = -1545426.329020 nChanged 5 SP:Iteration 73Q (6604.762317 sec): 3 clusters Score: Raw -1548509.277383 + Penalty 3082.555196 = -1545426.722188 nChanged 4 SP:Iteration 74Q (6604.796826 sec): 3 clusters Score: Raw -1548509.574354 + Penalty 3082.555196 = -1545427.019158 nChanged 5 SP:Iteration 75Q (6604.827711 sec): 3 clusters Score: Raw -1548510.070817 + Penalty 3082.555196 = -1545427.515621 nChanged 7 SP:Iteration 76Q (6604.858464 sec): 3 clusters Score: Raw -1548510.805993 + Penalty 3082.555196 = -1545428.250797 nChanged 9 SP:Iteration 77Q (6604.894943 sec): 3 clusters Score: Raw -1548511.961991 + Penalty 3082.555196 = -1545429.406795 nChanged 15 SP:Iteration 78Q (6604.934403 sec): 3 clusters Score: Raw -1548513.375797 + Penalty 3082.555196 = -1545430.820601 nChanged 7 SP:Iteration 79Q (6604.965107 sec): 3 clusters Score: Raw -1548513.928651 + Penalty 3082.555196 = -1545431.373455 nChanged 5 SP:Iteration 80F (6604.996740 sec): 3 clusters Score: Raw -1548514.489230 + Penalty 3082.555196 = -1545431.934034 nChanged 8 SP:Iteration 81Q (6605.027376 sec): 3 clusters Score: Raw -1548515.387773 + Penalty 3082.555196 = -1545432.832578 nChanged 8 SP:Iteration 82Q (6605.058020 sec): 3 clusters Score: Raw -1548516.220368 + Penalty 3082.555196 = -1545433.665172 nChanged 6 SP:Iteration 83Q (6605.088526 sec): 3 clusters Score: Raw -1548516.585729 + Penalty 3082.555196 = -1545434.030533 nChanged 1 SP:Iteration 84Q (6605.126563 sec): 3 clusters Score: Raw -1548516.682468 + Penalty 3082.555196 = -1545434.127272 nChanged 4 SP:Iteration 85Q (6605.167368 sec): 3 clusters Score: Raw -1548516.841696 + Penalty 3082.555196 = -1545434.286500 nChanged 3 SP:Iteration 86Q (6605.199650 sec): 3 clusters Score: Raw -1548516.981233 + Penalty 3082.555196 = -1545434.426038 nChanged 0 SP:Iteration 87F (6605.231710 sec): 3 clusters Score: Raw -1548516.981233 + Penalty 3082.555196 = -1545434.426038 nChanged 0 Trying to split cluster 8 (31273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6605.279760 sec): 2 clusters Score: Raw -3947704.373521 + Penalty 1681.957937 = -3946022.415584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6605.342448 sec): 3 clusters Score: Raw -3928349.090826 + Penalty 3363.915875 = -3924985.174951 nChanged 14474 SP:Iteration 1F (6605.400464 sec): 3 clusters Score: Raw -3936888.892408 + Penalty 3363.915875 = -3933524.976533 nChanged 1757 SP:Iteration 2F (6605.458487 sec): 3 clusters Score: Raw -3937722.137418 + Penalty 3363.915875 = -3934358.221543 nChanged 1870 SP:Iteration 3F (6605.533419 sec): 3 clusters Score: Raw -3938771.721108 + Penalty 3363.915875 = -3935407.805234 nChanged 2036 SP:Iteration 4F (6605.590658 sec): 3 clusters Score: Raw -3939984.565511 + Penalty 3363.915875 = -3936620.649636 nChanged 2063 SP:Iteration 5F (6605.648249 sec): 3 clusters Score: Raw -3941352.404614 + Penalty 3363.915875 = -3937988.488739 nChanged 2048 SP:Iteration 6F (6605.713983 sec): 3 clusters Score: Raw -3942828.209035 + Penalty 3363.915875 = -3939464.293160 nChanged 1822 SP:Iteration 7F (6605.793115 sec): 3 clusters Score: Raw -3944165.042464 + Penalty 3363.915875 = -3940801.126589 nChanged 1435 SP:Iteration 8Q (6605.852779 sec): 3 clusters Score: Raw -3945265.590877 + Penalty 3363.915875 = -3941901.675002 nChanged 1008 SP:Iteration 9Q (6605.910160 sec): 3 clusters Score: Raw -3946072.957571 + Penalty 3363.915875 = -3942709.041696 nChanged 716 SP:Iteration 10Q (6605.972892 sec): 3 clusters Score: Raw -3946604.775988 + Penalty 3363.915875 = -3943240.860114 nChanged 547 SP:Iteration 11Q (6606.027062 sec): 3 clusters Score: Raw -3946982.645802 + Penalty 3363.915875 = -3943618.729927 nChanged 356 SP:Iteration 12Q (6606.081041 sec): 3 clusters Score: Raw -3947208.939596 + Penalty 3363.915875 = -3943845.023721 nChanged 279 SP:Iteration 13Q (6606.136990 sec): 3 clusters Score: Raw -3947362.325383 + Penalty 3363.915875 = -3943998.409508 nChanged 236 SP:Iteration 14Q (6606.188379 sec): 3 clusters Score: Raw -3947491.748422 + Penalty 3363.915875 = -3944127.832547 nChanged 193 SP:Iteration 15Q (6606.238874 sec): 3 clusters Score: Raw -3947611.071305 + Penalty 3363.915875 = -3944247.155430 nChanged 201 SP:Iteration 16Q (6606.292517 sec): 3 clusters Score: Raw -3947740.927722 + Penalty 3363.915875 = -3944377.011847 nChanged 165 SP:Iteration 17Q (6606.342631 sec): 3 clusters Score: Raw -3947850.954229 + Penalty 3363.915875 = -3944487.038354 nChanged 141 SP:Iteration 18Q (6606.391866 sec): 3 clusters Score: Raw -3947949.825002 + Penalty 3363.915875 = -3944585.909127 nChanged 125 SP:Iteration 19Q (6606.446244 sec): 3 clusters Score: Raw -3948033.638983 + Penalty 3363.915875 = -3944669.723108 nChanged 122 SP:Iteration 20F (6606.503145 sec): 3 clusters Score: Raw -3948095.263670 + Penalty 3363.915875 = -3944731.347795 nChanged 97 SP:Iteration 21Q (6606.553245 sec): 3 clusters Score: Raw -3948138.149094 + Penalty 3363.915875 = -3944774.233219 nChanged 87 SP:Iteration 22Q (6606.602982 sec): 3 clusters Score: Raw -3948176.919349 + Penalty 3363.915875 = -3944813.003474 nChanged 86 SP:Iteration 23Q (6606.651632 sec): 3 clusters Score: Raw -3948210.525302 + Penalty 3363.915875 = -3944846.609427 nChanged 62 SP:Iteration 24Q (6606.699931 sec): 3 clusters Score: Raw -3948233.483818 + Penalty 3363.915875 = -3944869.567943 nChanged 47 SP:Iteration 25Q (6606.748456 sec): 3 clusters Score: Raw -3948250.113274 + Penalty 3363.915875 = -3944886.197399 nChanged 56 SP:Iteration 26Q (6606.799517 sec): 3 clusters Score: Raw -3948272.658559 + Penalty 3363.915875 = -3944908.742684 nChanged 52 SP:Iteration 27Q (6606.848418 sec): 3 clusters Score: Raw -3948287.949412 + Penalty 3363.915875 = -3944924.033537 nChanged 46 SP:Iteration 28Q (6606.899319 sec): 3 clusters Score: Raw -3948301.776497 + Penalty 3363.915875 = -3944937.860622 nChanged 46 SP:Iteration 29Q (6606.947426 sec): 3 clusters Score: Raw -3948315.761731 + Penalty 3363.915875 = -3944951.845857 nChanged 52 SP:Iteration 30Q (6606.999378 sec): 3 clusters Score: Raw -3948331.434909 + Penalty 3363.915875 = -3944967.519034 nChanged 53 SP:Iteration 31Q (6607.048622 sec): 3 clusters Score: Raw -3948346.511267 + Penalty 3363.915875 = -3944982.595393 nChanged 43 SP:Iteration 32Q (6607.098297 sec): 3 clusters Score: Raw -3948360.492412 + Penalty 3363.915875 = -3944996.576537 nChanged 44 SP:Iteration 33Q (6607.147129 sec): 3 clusters Score: Raw -3948371.389486 + Penalty 3363.915875 = -3945007.473611 nChanged 27 SP:Iteration 34Q (6607.201220 sec): 3 clusters Score: Raw -3948377.393142 + Penalty 3363.915875 = -3945013.477267 nChanged 26 SP:Iteration 35Q (6607.248877 sec): 3 clusters Score: Raw -3948383.281175 + Penalty 3363.915875 = -3945019.365300 nChanged 27 SP:Iteration 36Q (6607.299605 sec): 3 clusters Score: Raw -3948389.513721 + Penalty 3363.915875 = -3945025.597846 nChanged 15 SP:Iteration 37Q (6607.349811 sec): 3 clusters Score: Raw -3948393.056072 + Penalty 3363.915875 = -3945029.140197 nChanged 19 SP:Iteration 38Q (6607.397599 sec): 3 clusters Score: Raw -3948396.874030 + Penalty 3363.915875 = -3945032.958155 nChanged 20 SP:Iteration 39Q (6607.451464 sec): 3 clusters Score: Raw -3948401.539074 + Penalty 3363.915875 = -3945037.623199 nChanged 19 SP:Iteration 40F (6607.507964 sec): 3 clusters Score: Raw -3948406.991748 + Penalty 3363.915875 = -3945043.075873 nChanged 19 SP:Iteration 41Q (6607.566464 sec): 3 clusters Score: Raw -3948411.031359 + Penalty 3363.915875 = -3945047.115484 nChanged 14 SP:Iteration 42Q (6607.630591 sec): 3 clusters Score: Raw -3948414.443571 + Penalty 3363.915875 = -3945050.527696 nChanged 17 SP:Iteration 43Q (6607.684558 sec): 3 clusters Score: Raw -3948418.282030 + Penalty 3363.915875 = -3945054.366155 nChanged 14 SP:Iteration 44Q (6607.732469 sec): 3 clusters Score: Raw -3948420.746619 + Penalty 3363.915875 = -3945056.830744 nChanged 12 SP:Iteration 45Q (6607.782259 sec): 3 clusters Score: Raw -3948422.989073 + Penalty 3363.915875 = -3945059.073198 nChanged 12 SP:Iteration 46Q (6607.836095 sec): 3 clusters Score: Raw -3948424.524986 + Penalty 3363.915875 = -3945060.609111 nChanged 8 SP:Iteration 47Q (6607.879598 sec): 3 clusters Score: Raw -3948426.174189 + Penalty 3363.915875 = -3945062.258314 nChanged 10 SP:Iteration 48Q (6607.935637 sec): 3 clusters Score: Raw -3948427.580258 + Penalty 3363.915875 = -3945063.664383 nChanged 12 SP:Iteration 49Q (6607.982884 sec): 3 clusters Score: Raw -3948429.680606 + Penalty 3363.915875 = -3945065.764731 nChanged 8 SP:Iteration 50Q (6608.032304 sec): 3 clusters Score: Raw -3948430.850966 + Penalty 3363.915875 = -3945066.935091 nChanged 6 SP:Iteration 51Q (6608.086040 sec): 3 clusters Score: Raw -3948431.799299 + Penalty 3363.915875 = -3945067.883424 nChanged 5 SP:Iteration 52Q (6608.134532 sec): 3 clusters Score: Raw -3948432.668135 + Penalty 3363.915875 = -3945068.752260 nChanged 6 SP:Iteration 53Q (6608.184979 sec): 3 clusters Score: Raw -3948433.888070 + Penalty 3363.915875 = -3945069.972195 nChanged 4 SP:Iteration 54Q (6608.234082 sec): 3 clusters Score: Raw -3948434.361644 + Penalty 3363.915875 = -3945070.445769 nChanged 5 SP:Iteration 55Q (6608.294007 sec): 3 clusters Score: Raw -3948435.085612 + Penalty 3363.915875 = -3945071.169737 nChanged 9 SP:Iteration 56Q (6608.366551 sec): 3 clusters Score: Raw -3948436.677101 + Penalty 3363.915875 = -3945072.761226 nChanged 14 SP:Iteration 57Q (6608.441112 sec): 3 clusters Score: Raw -3948439.165453 + Penalty 3363.915875 = -3945075.249578 nChanged 15 SP:Iteration 58Q (6608.488706 sec): 3 clusters Score: Raw -3948441.167467 + Penalty 3363.915875 = -3945077.251592 nChanged 9 SP:Iteration 59Q (6608.542361 sec): 3 clusters Score: Raw -3948442.202123 + Penalty 3363.915875 = -3945078.286248 nChanged 12 SP:Iteration 60F (6608.605807 sec): 3 clusters Score: Raw -3948445.034873 + Penalty 3363.915875 = -3945081.118998 nChanged 15 SP:Iteration 61Q (6608.657462 sec): 3 clusters Score: Raw -3948447.465609 + Penalty 3363.915875 = -3945083.549734 nChanged 9 SP:Iteration 62Q (6608.717876 sec): 3 clusters Score: Raw -3948448.929064 + Penalty 3363.915875 = -3945085.013189 nChanged 9 SP:Iteration 63Q (6608.766717 sec): 3 clusters Score: Raw -3948450.700357 + Penalty 3363.915875 = -3945086.784483 nChanged 9 SP:Iteration 64Q (6608.816092 sec): 3 clusters Score: Raw -3948452.350461 + Penalty 3363.915875 = -3945088.434586 nChanged 7 SP:Iteration 65Q (6608.869350 sec): 3 clusters Score: Raw -3948453.304637 + Penalty 3363.915875 = -3945089.388762 nChanged 9 SP:Iteration 66Q (6608.917428 sec): 3 clusters Score: Raw -3948454.406702 + Penalty 3363.915875 = -3945090.490827 nChanged 11 SP:Iteration 67Q (6608.965837 sec): 3 clusters Score: Raw -3948456.234917 + Penalty 3363.915875 = -3945092.319042 nChanged 7 SP:Iteration 68Q (6609.014144 sec): 3 clusters Score: Raw -3948457.332106 + Penalty 3363.915875 = -3945093.416231 nChanged 5 SP:Iteration 69Q (6609.067726 sec): 3 clusters Score: Raw -3948458.140471 + Penalty 3363.915875 = -3945094.224596 nChanged 7 SP:Iteration 70Q (6609.116268 sec): 3 clusters Score: Raw -3948459.425357 + Penalty 3363.915875 = -3945095.509482 nChanged 12 SP:Iteration 71Q (6609.164817 sec): 3 clusters Score: Raw -3948461.317758 + Penalty 3363.915875 = -3945097.401883 nChanged 14 SP:Iteration 72Q (6609.213367 sec): 3 clusters Score: Raw -3948463.156083 + Penalty 3363.915875 = -3945099.240208 nChanged 11 SP:Iteration 73Q (6609.262238 sec): 3 clusters Score: Raw -3948464.652085 + Penalty 3363.915875 = -3945100.736210 nChanged 7 SP:Iteration 74Q (6609.311094 sec): 3 clusters Score: Raw -3948465.657078 + Penalty 3363.915875 = -3945101.741203 nChanged 4 SP:Iteration 75Q (6609.359233 sec): 3 clusters Score: Raw -3948465.979149 + Penalty 3363.915875 = -3945102.063274 nChanged 2 SP:Iteration 76Q (6609.408558 sec): 3 clusters Score: Raw -3948466.167752 + Penalty 3363.915875 = -3945102.251877 nChanged 2 SP:Iteration 77Q (6609.457539 sec): 3 clusters Score: Raw -3948466.309326 + Penalty 3363.915875 = -3945102.393451 nChanged 3 SP:Iteration 78Q (6609.505625 sec): 3 clusters Score: Raw -3948466.669529 + Penalty 3363.915875 = -3945102.753654 nChanged 3 SP:Iteration 79Q (6609.553906 sec): 3 clusters Score: Raw -3948467.095932 + Penalty 3363.915875 = -3945103.180057 nChanged 1 SP:Iteration 80F (6609.610519 sec): 3 clusters Score: Raw -3948467.220497 + Penalty 3363.915875 = -3945103.304622 nChanged 0 Trying to split cluster 9 (108750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6609.761508 sec): 2 clusters Score: Raw -13813972.617585 + Penalty 1884.481129 = -13812088.136456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6609.947388 sec): 3 clusters Score: Raw -13743088.681420 + Penalty 3768.962258 = -13739319.719162 nChanged 52016 SP:Iteration 1F (6610.128837 sec): 3 clusters Score: Raw -13774114.996807 + Penalty 3768.962258 = -13770346.034549 nChanged 5493 SP:Iteration 2F (6610.313508 sec): 3 clusters Score: Raw -13776392.847689 + Penalty 3768.962258 = -13772623.885431 nChanged 6888 SP:Iteration 3F (6610.495205 sec): 3 clusters Score: Raw -13780177.725451 + Penalty 3768.962258 = -13776408.763193 nChanged 8395 SP:Iteration 4F (6610.677047 sec): 3 clusters Score: Raw -13786155.802790 + Penalty 3768.962258 = -13782386.840532 nChanged 9383 SP:Iteration 5F (6610.859446 sec): 3 clusters Score: Raw -13794306.130207 + Penalty 3768.962258 = -13790537.167949 nChanged 8830 SP:Iteration 6F (6611.041482 sec): 3 clusters Score: Raw -13802853.129934 + Penalty 3768.962258 = -13799084.167676 nChanged 6325 SP:Iteration 7F (6611.223845 sec): 3 clusters Score: Raw -13809047.655232 + Penalty 3768.962258 = -13805278.692974 nChanged 3474 SP:Iteration 8Q (6611.426509 sec): 3 clusters Score: Raw -13812301.279212 + Penalty 3768.962258 = -13808532.316953 nChanged 1439 SP:Iteration 9Q (6611.598825 sec): 3 clusters Score: Raw -13813545.628251 + Penalty 3768.962258 = -13809776.665992 nChanged 526 SP:Iteration 10Q (6611.752927 sec): 3 clusters Score: Raw -13813983.448715 + Penalty 3768.962258 = -13810214.486457 nChanged 195 SP:Iteration 11Q (6611.905249 sec): 3 clusters Score: Raw -13814150.595876 + Penalty 3768.962258 = -13810381.633618 nChanged 106 SP:Iteration 12Q (6612.048130 sec): 3 clusters Score: Raw -13814254.690738 + Penalty 3768.962258 = -13810485.728479 nChanged 63 SP:Iteration 13Q (6612.189248 sec): 3 clusters Score: Raw -13814311.438359 + Penalty 3768.962258 = -13810542.476100 nChanged 47 SP:Iteration 14Q (6612.325889 sec): 3 clusters Score: Raw -13814359.694743 + Penalty 3768.962258 = -13810590.732485 nChanged 40 SP:Iteration 15Q (6612.461754 sec): 3 clusters Score: Raw -13814393.583125 + Penalty 3768.962258 = -13810624.620866 nChanged 31 SP:Iteration 16Q (6612.596959 sec): 3 clusters Score: Raw -13814414.021700 + Penalty 3768.962258 = -13810645.059441 nChanged 18 SP:Iteration 17Q (6612.735871 sec): 3 clusters Score: Raw -13814437.273535 + Penalty 3768.962258 = -13810668.311276 nChanged 31 SP:Iteration 18Q (6612.876018 sec): 3 clusters Score: Raw -13814464.482652 + Penalty 3768.962258 = -13810695.520394 nChanged 22 SP:Iteration 19Q (6613.023998 sec): 3 clusters Score: Raw -13814482.721772 + Penalty 3768.962258 = -13810713.759514 nChanged 19 SP:Iteration 20F (6613.214206 sec): 3 clusters Score: Raw -13814492.889828 + Penalty 3768.962258 = -13810723.927570 nChanged 15 SP:Iteration 21Q (6613.349443 sec): 3 clusters Score: Raw -13814502.081318 + Penalty 3768.962258 = -13810733.119060 nChanged 7 SP:Iteration 22Q (6613.484126 sec): 3 clusters Score: Raw -13814506.860227 + Penalty 3768.962258 = -13810737.897969 nChanged 9 SP:Iteration 23Q (6613.619148 sec): 3 clusters Score: Raw -13814510.131049 + Penalty 3768.962258 = -13810741.168790 nChanged 6 SP:Iteration 24Q (6613.754359 sec): 3 clusters Score: Raw -13814512.882006 + Penalty 3768.962258 = -13810743.919748 nChanged 5 SP:Iteration 25Q (6613.889371 sec): 3 clusters Score: Raw -13814514.692750 + Penalty 3768.962258 = -13810745.730492 nChanged 2 SP:Iteration 26Q (6614.029162 sec): 3 clusters Score: Raw -13814515.190549 + Penalty 3768.962258 = -13810746.228290 nChanged 2 SP:Iteration 27Q (6614.173638 sec): 3 clusters Score: Raw -13814516.108009 + Penalty 3768.962258 = -13810747.145751 nChanged 0 SP:Iteration 28F (6614.366608 sec): 3 clusters Score: Raw -13814516.108009 + Penalty 3768.962258 = -13810747.145751 nChanged 0 Trying to split cluster 10 (1912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6614.380078 sec): 2 clusters Score: Raw -221249.643511 + Penalty 1227.834578 = -220021.808933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6614.390303 sec): 3 clusters Score: Raw -220465.661678 + Penalty 2455.669155 = -218009.992523 nChanged 667 SP:Iteration 1F (6614.399845 sec): 3 clusters Score: Raw -221030.833992 + Penalty 2455.669155 = -218575.164837 nChanged 187 SP:Iteration 2F (6614.409397 sec): 3 clusters Score: Raw -221225.516491 + Penalty 2455.669155 = -218769.847336 nChanged 120 SP:Iteration 3F (6614.418950 sec): 3 clusters Score: Raw -221340.987197 + Penalty 2455.669155 = -218885.318041 nChanged 78 SP:Iteration 4Q (6614.428454 sec): 3 clusters Score: Raw -221416.212433 + Penalty 2455.669155 = -218960.543277 nChanged 73 SP:Iteration 5Q (6614.437922 sec): 3 clusters Score: Raw -221487.277774 + Penalty 2455.669155 = -219031.608619 nChanged 62 SP:Iteration 6Q (6614.447373 sec): 3 clusters Score: Raw -221564.363573 + Penalty 2455.669155 = -219108.694418 nChanged 50 SP:Iteration 7Q (6614.456813 sec): 3 clusters Score: Raw -221627.820487 + Penalty 2455.669155 = -219172.151331 nChanged 39 SP:Iteration 8Q (6614.466166 sec): 3 clusters Score: Raw -221667.448650 + Penalty 2455.669155 = -219211.779495 nChanged 41 SP:Iteration 9Q (6614.475556 sec): 3 clusters Score: Raw -221708.013040 + Penalty 2455.669155 = -219252.343885 nChanged 38 SP:Iteration 10Q (6614.492835 sec): 3 clusters Score: Raw -221741.477003 + Penalty 2455.669155 = -219285.807848 nChanged 37 SP:Iteration 11Q (6614.512779 sec): 3 clusters Score: Raw -221766.648614 + Penalty 2455.669155 = -219310.979459 nChanged 22 SP:Iteration 12Q (6614.522052 sec): 3 clusters Score: Raw -221777.161143 + Penalty 2455.669155 = -219321.491988 nChanged 14 SP:Iteration 13Q (6614.534578 sec): 3 clusters Score: Raw -221785.283254 + Penalty 2455.669155 = -219329.614098 nChanged 12 SP:Iteration 14Q (6614.543823 sec): 3 clusters Score: Raw -221796.071840 + Penalty 2455.669155 = -219340.402685 nChanged 11 SP:Iteration 15Q (6614.556977 sec): 3 clusters Score: Raw -221810.076517 + Penalty 2455.669155 = -219354.407362 nChanged 8 SP:Iteration 16Q (6614.566280 sec): 3 clusters Score: Raw -221820.141023 + Penalty 2455.669155 = -219364.471868 nChanged 22 SP:Iteration 17Q (6614.575512 sec): 3 clusters Score: Raw -221842.502929 + Penalty 2455.669155 = -219386.833773 nChanged 19 SP:Iteration 18Q (6614.596076 sec): 3 clusters Score: Raw -221857.764856 + Penalty 2455.669155 = -219402.095700 nChanged 20 SP:Iteration 19Q (6614.604641 sec): 3 clusters Score: Raw -221872.900042 + Penalty 2455.669155 = -219417.230887 nChanged 11 SP:Iteration 20F (6614.614141 sec): 3 clusters Score: Raw -221880.651560 + Penalty 2455.669155 = -219424.982404 nChanged 9 SP:Iteration 21Q (6614.631809 sec): 3 clusters Score: Raw -221886.043093 + Penalty 2455.669155 = -219430.373938 nChanged 6 SP:Iteration 22Q (6614.641048 sec): 3 clusters Score: Raw -221889.916732 + Penalty 2455.669155 = -219434.247576 nChanged 2 SP:Iteration 23Q (6614.653239 sec): 3 clusters Score: Raw -221891.389191 + Penalty 2455.669155 = -219435.720035 nChanged 4 SP:Iteration 24Q (6614.662557 sec): 3 clusters Score: Raw -221893.355598 + Penalty 2455.669155 = -219437.686443 nChanged 1 SP:Iteration 25Q (6614.675754 sec): 3 clusters Score: Raw -221893.529246 + Penalty 2455.669155 = -219437.860091 nChanged 1 SP:Iteration 26Q (6614.685265 sec): 3 clusters Score: Raw -221894.461180 + Penalty 2455.669155 = -219438.792024 nChanged 1 SP:Iteration 27Q (6614.702943 sec): 3 clusters Score: Raw -221894.614618 + Penalty 2455.669155 = -219438.945463 nChanged 0 SP:Iteration 28F (6614.716607 sec): 3 clusters Score: Raw -221894.614618 + Penalty 2455.669155 = -219438.945463 nChanged 0 Trying to split cluster 11 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6614.727253 sec): 2 clusters Score: Raw -21474.071624 + Penalty 869.676947 = -20604.394678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6614.729095 sec): 3 clusters Score: Raw -21652.053086 + Penalty 1739.353893 = -19912.699193 nChanged 38 SP:Iteration 1F (6614.730838 sec): 3 clusters Score: Raw -21776.640747 + Penalty 1739.353893 = -20037.286854 nChanged 9 SP:Iteration 2Q (6614.732462 sec): 3 clusters Score: Raw -21793.350055 + Penalty 1739.353893 = -20053.996162 nChanged 5 SP:Iteration 3Q (6614.734074 sec): 3 clusters Score: Raw -21809.047059 + Penalty 1739.353893 = -20069.693166 nChanged 4 SP:Iteration 4Q (6614.735673 sec): 3 clusters Score: Raw -21822.857768 + Penalty 1739.353893 = -20083.503875 nChanged 6 SP:Iteration 5Q (6614.737272 sec): 3 clusters Score: Raw -21835.616284 + Penalty 1739.353893 = -20096.262391 nChanged 4 SP:Iteration 6Q (6614.749473 sec): 3 clusters Score: Raw -21850.206070 + Penalty 1739.353893 = -20110.852177 nChanged 4 SP:Iteration 7Q (6614.751065 sec): 3 clusters Score: Raw -21869.729472 + Penalty 1739.353893 = -20130.375579 nChanged 4 SP:Iteration 8Q (6614.752634 sec): 3 clusters Score: Raw -21888.719298 + Penalty 1739.353893 = -20149.365404 nChanged 2 SP:Iteration 9Q (6614.754200 sec): 3 clusters Score: Raw -21892.513258 + Penalty 1739.353893 = -20153.159365 nChanged 0 SP:Iteration 10F (6614.755890 sec): 3 clusters Score: Raw -21892.513258 + Penalty 1739.353893 = -20153.159365 nChanged 0 Trying to split cluster 12 (32745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6614.806954 sec): 2 clusters Score: Raw -4091984.506690 + Penalty 1689.432153 = -4090295.074536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6614.872645 sec): 3 clusters Score: Raw -4071824.608513 + Penalty 3378.864306 = -4068445.744207 nChanged 15048 SP:Iteration 1F (6614.936752 sec): 3 clusters Score: Raw -4080735.544470 + Penalty 3378.864306 = -4077356.680164 nChanged 1920 SP:Iteration 2F (6615.005461 sec): 3 clusters Score: Raw -4081635.808340 + Penalty 3378.864306 = -4078256.944034 nChanged 1814 SP:Iteration 3F (6615.098130 sec): 3 clusters Score: Raw -4082524.107977 + Penalty 3378.864306 = -4079145.243670 nChanged 1727 SP:Iteration 4F (6615.180000 sec): 3 clusters Score: Raw -4083430.913710 + Penalty 3378.864306 = -4080052.049404 nChanged 1686 SP:Iteration 5F (6615.264863 sec): 3 clusters Score: Raw -4084360.305069 + Penalty 3378.864306 = -4080981.440763 nChanged 1632 SP:Iteration 6Q (6615.328323 sec): 3 clusters Score: Raw -4085311.620166 + Penalty 3378.864306 = -4081932.755860 nChanged 1553 SP:Iteration 7Q (6615.394435 sec): 3 clusters Score: Raw -4086242.999226 + Penalty 3378.864306 = -4082864.134920 nChanged 1537 SP:Iteration 8Q (6615.455798 sec): 3 clusters Score: Raw -4087219.755008 + Penalty 3378.864306 = -4083840.890702 nChanged 1529 SP:Iteration 9Q (6615.516356 sec): 3 clusters Score: Raw -4088221.761234 + Penalty 3378.864306 = -4084842.896928 nChanged 1430 SP:Iteration 10Q (6615.576549 sec): 3 clusters Score: Raw -4089142.858899 + Penalty 3378.864306 = -4085763.994593 nChanged 1265 SP:Iteration 11Q (6615.658510 sec): 3 clusters Score: Raw -4089903.693332 + Penalty 3378.864306 = -4086524.829026 nChanged 1028 SP:Iteration 12Q (6615.715551 sec): 3 clusters Score: Raw -4090499.424092 + Penalty 3378.864306 = -4087120.559786 nChanged 832 SP:Iteration 13Q (6615.771095 sec): 3 clusters Score: Raw -4090958.321309 + Penalty 3378.864306 = -4087579.457003 nChanged 676 SP:Iteration 14Q (6615.825766 sec): 3 clusters Score: Raw -4091311.556193 + Penalty 3378.864306 = -4087932.691887 nChanged 533 SP:Iteration 15Q (6615.879768 sec): 3 clusters Score: Raw -4091585.599082 + Penalty 3378.864306 = -4088206.734776 nChanged 418 SP:Iteration 16Q (6615.932679 sec): 3 clusters Score: Raw -4091784.952990 + Penalty 3378.864306 = -4088406.088684 nChanged 329 SP:Iteration 17Q (6615.986631 sec): 3 clusters Score: Raw -4091930.176801 + Penalty 3378.864306 = -4088551.312495 nChanged 252 SP:Iteration 18Q (6616.038518 sec): 3 clusters Score: Raw -4092041.577092 + Penalty 3378.864306 = -4088662.712786 nChanged 212 SP:Iteration 19Q (6616.089691 sec): 3 clusters Score: Raw -4092133.178291 + Penalty 3378.864306 = -4088754.313984 nChanged 178 SP:Iteration 20F (6616.148936 sec): 3 clusters Score: Raw -4092205.734170 + Penalty 3378.864306 = -4088826.869863 nChanged 142 SP:Iteration 21Q (6616.200673 sec): 3 clusters Score: Raw -4092262.194984 + Penalty 3378.864306 = -4088883.330678 nChanged 113 SP:Iteration 22Q (6616.251115 sec): 3 clusters Score: Raw -4092300.073677 + Penalty 3378.864306 = -4088921.209371 nChanged 78 SP:Iteration 23Q (6616.305850 sec): 3 clusters Score: Raw -4092326.664005 + Penalty 3378.864306 = -4088947.799699 nChanged 72 SP:Iteration 24Q (6616.355508 sec): 3 clusters Score: Raw -4092353.142780 + Penalty 3378.864306 = -4088974.278474 nChanged 58 SP:Iteration 25Q (6616.404968 sec): 3 clusters Score: Raw -4092371.591626 + Penalty 3378.864306 = -4088992.727320 nChanged 42 SP:Iteration 26Q (6616.455198 sec): 3 clusters Score: Raw -4092382.198925 + Penalty 3378.864306 = -4089003.334619 nChanged 35 SP:Iteration 27Q (6616.522169 sec): 3 clusters Score: Raw -4092393.471894 + Penalty 3378.864306 = -4089014.607587 nChanged 37 SP:Iteration 28Q (6616.572852 sec): 3 clusters Score: Raw -4092406.016058 + Penalty 3378.864306 = -4089027.151752 nChanged 36 SP:Iteration 29Q (6616.622579 sec): 3 clusters Score: Raw -4092417.495419 + Penalty 3378.864306 = -4089038.631113 nChanged 27 SP:Iteration 30Q (6616.672223 sec): 3 clusters Score: Raw -4092425.296930 + Penalty 3378.864306 = -4089046.432624 nChanged 20 SP:Iteration 31Q (6616.721535 sec): 3 clusters Score: Raw -4092431.582226 + Penalty 3378.864306 = -4089052.717919 nChanged 18 SP:Iteration 32Q (6616.771287 sec): 3 clusters Score: Raw -4092436.775894 + Penalty 3378.864306 = -4089057.911587 nChanged 20 SP:Iteration 33Q (6616.826518 sec): 3 clusters Score: Raw -4092443.693267 + Penalty 3378.864306 = -4089064.828961 nChanged 27 SP:Iteration 34Q (6616.898680 sec): 3 clusters Score: Raw -4092452.573646 + Penalty 3378.864306 = -4089073.709340 nChanged 26 SP:Iteration 35Q (6616.952313 sec): 3 clusters Score: Raw -4092462.401274 + Penalty 3378.864306 = -4089083.536968 nChanged 19 SP:Iteration 36Q (6617.001513 sec): 3 clusters Score: Raw -4092467.427336 + Penalty 3378.864306 = -4089088.563029 nChanged 18 SP:Iteration 37Q (6617.051419 sec): 3 clusters Score: Raw -4092472.078175 + Penalty 3378.864306 = -4089093.213869 nChanged 15 SP:Iteration 38Q (6617.100631 sec): 3 clusters Score: Raw -4092476.208804 + Penalty 3378.864306 = -4089097.344498 nChanged 19 SP:Iteration 39Q (6617.149982 sec): 3 clusters Score: Raw -4092483.155828 + Penalty 3378.864306 = -4089104.291522 nChanged 21 SP:Iteration 40F (6617.227115 sec): 3 clusters Score: Raw -4092490.105374 + Penalty 3378.864306 = -4089111.241068 nChanged 26 SP:Iteration 41Q (6617.299391 sec): 3 clusters Score: Raw -4092497.653507 + Penalty 3378.864306 = -4089118.789201 nChanged 13 SP:Iteration 42Q (6617.348183 sec): 3 clusters Score: Raw -4092500.867071 + Penalty 3378.864306 = -4089122.002765 nChanged 10 SP:Iteration 43Q (6617.397150 sec): 3 clusters Score: Raw -4092504.017124 + Penalty 3378.864306 = -4089125.152818 nChanged 10 SP:Iteration 44Q (6617.480017 sec): 3 clusters Score: Raw -4092506.666485 + Penalty 3378.864306 = -4089127.802179 nChanged 6 SP:Iteration 45Q (6617.545729 sec): 3 clusters Score: Raw -4092508.502385 + Penalty 3378.864306 = -4089129.638079 nChanged 3 SP:Iteration 46Q (6617.594556 sec): 3 clusters Score: Raw -4092509.185895 + Penalty 3378.864306 = -4089130.321589 nChanged 4 SP:Iteration 47Q (6617.643865 sec): 3 clusters Score: Raw -4092510.222504 + Penalty 3378.864306 = -4089131.358198 nChanged 2 SP:Iteration 48Q (6617.693146 sec): 3 clusters Score: Raw -4092510.654885 + Penalty 3378.864306 = -4089131.790579 nChanged 1 SP:Iteration 49Q (6617.742367 sec): 3 clusters Score: Raw -4092510.941304 + Penalty 3378.864306 = -4089132.076997 nChanged 2 SP:Iteration 50Q (6617.790865 sec): 3 clusters Score: Raw -4092511.428147 + Penalty 3378.864306 = -4089132.563841 nChanged 0 SP:Iteration 51F (6617.849807 sec): 3 clusters Score: Raw -4092511.428147 + Penalty 3378.864306 = -4089132.563841 nChanged 0 Trying to split cluster 13 (7183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6617.867585 sec): 2 clusters Score: Raw -906893.568954 + Penalty 1442.914265 = -905450.654689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6617.892213 sec): 3 clusters Score: Raw -903021.657085 + Penalty 2885.828531 = -900135.828555 nChanged 3009 SP:Iteration 1F (6617.916207 sec): 3 clusters Score: Raw -904753.178962 + Penalty 2885.828531 = -901867.350431 nChanged 522 SP:Iteration 2F (6617.940312 sec): 3 clusters Score: Raw -905073.407751 + Penalty 2885.828531 = -902187.579221 nChanged 455 SP:Iteration 3F (6617.967410 sec): 3 clusters Score: Raw -905368.299592 + Penalty 2885.828531 = -902482.471061 nChanged 436 SP:Iteration 4F (6617.991373 sec): 3 clusters Score: Raw -905658.274178 + Penalty 2885.828531 = -902772.445647 nChanged 443 SP:Iteration 5F (6618.015417 sec): 3 clusters Score: Raw -906002.356281 + Penalty 2885.828531 = -903116.527751 nChanged 438 SP:Iteration 6F (6618.039604 sec): 3 clusters Score: Raw -906336.891078 + Penalty 2885.828531 = -903451.062547 nChanged 371 SP:Iteration 7F (6618.063747 sec): 3 clusters Score: Raw -906669.978288 + Penalty 2885.828531 = -903784.149757 nChanged 348 SP:Iteration 8Q (6618.100682 sec): 3 clusters Score: Raw -906968.207084 + Penalty 2885.828531 = -904082.378553 nChanged 254 SP:Iteration 9Q (6618.124511 sec): 3 clusters Score: Raw -907153.778681 + Penalty 2885.828531 = -904267.950151 nChanged 209 SP:Iteration 10Q (6618.148096 sec): 3 clusters Score: Raw -907275.895514 + Penalty 2885.828531 = -904390.066984 nChanged 160 SP:Iteration 11Q (6618.171689 sec): 3 clusters Score: Raw -907375.541530 + Penalty 2885.828531 = -904489.713000 nChanged 123 SP:Iteration 12Q (6618.195027 sec): 3 clusters Score: Raw -907443.622835 + Penalty 2885.828531 = -904557.794304 nChanged 111 SP:Iteration 13Q (6618.218112 sec): 3 clusters Score: Raw -907499.181393 + Penalty 2885.828531 = -904613.352862 nChanged 79 SP:Iteration 14Q (6618.241478 sec): 3 clusters Score: Raw -907528.654800 + Penalty 2885.828531 = -904642.826269 nChanged 57 SP:Iteration 15Q (6618.263665 sec): 3 clusters Score: Raw -907548.044558 + Penalty 2885.828531 = -904662.216028 nChanged 49 SP:Iteration 16Q (6618.286676 sec): 3 clusters Score: Raw -907560.155310 + Penalty 2885.828531 = -904674.326779 nChanged 32 SP:Iteration 17Q (6618.312598 sec): 3 clusters Score: Raw -907568.241648 + Penalty 2885.828531 = -904682.413118 nChanged 14 SP:Iteration 18Q (6618.335250 sec): 3 clusters Score: Raw -907571.828297 + Penalty 2885.828531 = -904685.999767 nChanged 13 SP:Iteration 19Q (6618.358211 sec): 3 clusters Score: Raw -907574.034434 + Penalty 2885.828531 = -904688.205903 nChanged 9 SP:Iteration 20F (6618.382236 sec): 3 clusters Score: Raw -907575.776848 + Penalty 2885.828531 = -904689.948317 nChanged 13 SP:Iteration 21Q (6618.404950 sec): 3 clusters Score: Raw -907577.895694 + Penalty 2885.828531 = -904692.067163 nChanged 11 SP:Iteration 22Q (6618.427808 sec): 3 clusters Score: Raw -907579.537352 + Penalty 2885.828531 = -904693.708821 nChanged 12 SP:Iteration 23Q (6618.450750 sec): 3 clusters Score: Raw -907582.038428 + Penalty 2885.828531 = -904696.209898 nChanged 14 SP:Iteration 24Q (6618.473498 sec): 3 clusters Score: Raw -907585.593883 + Penalty 2885.828531 = -904699.765353 nChanged 10 SP:Iteration 25Q (6618.496376 sec): 3 clusters Score: Raw -907587.809440 + Penalty 2885.828531 = -904701.980909 nChanged 9 SP:Iteration 26Q (6618.522064 sec): 3 clusters Score: Raw -907588.911132 + Penalty 2885.828531 = -904703.082601 nChanged 6 SP:Iteration 27Q (6618.544855 sec): 3 clusters Score: Raw -907590.051076 + Penalty 2885.828531 = -904704.222546 nChanged 7 SP:Iteration 28Q (6618.567513 sec): 3 clusters Score: Raw -907591.446458 + Penalty 2885.828531 = -904705.617928 nChanged 8 SP:Iteration 29Q (6618.590397 sec): 3 clusters Score: Raw -907593.188705 + Penalty 2885.828531 = -904707.360174 nChanged 10 SP:Iteration 30Q (6618.612846 sec): 3 clusters Score: Raw -907595.403316 + Penalty 2885.828531 = -904709.574785 nChanged 8 SP:Iteration 31Q (6618.639419 sec): 3 clusters Score: Raw -907596.357597 + Penalty 2885.828531 = -904710.529067 nChanged 6 SP:Iteration 32Q (6618.680216 sec): 3 clusters Score: Raw -907597.131688 + Penalty 2885.828531 = -904711.303157 nChanged 3 SP:Iteration 33Q (6618.726536 sec): 3 clusters Score: Raw -907597.487062 + Penalty 2885.828531 = -904711.658531 nChanged 0 SP:Iteration 34F (6618.777282 sec): 3 clusters Score: Raw -907597.487062 + Penalty 2885.828531 = -904711.658531 nChanged 0 Trying to split cluster 14 (6220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6618.797304 sec): 2 clusters Score: Raw -759763.975968 + Penalty 1419.522843 = -758344.453125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6618.820580 sec): 3 clusters Score: Raw -756376.943770 + Penalty 2839.045685 = -753537.898085 nChanged 2593 SP:Iteration 1F (6618.842351 sec): 3 clusters Score: Raw -757902.658229 + Penalty 2839.045685 = -755063.612543 nChanged 477 SP:Iteration 2F (6618.865181 sec): 3 clusters Score: Raw -758238.753860 + Penalty 2839.045685 = -755399.708175 nChanged 442 SP:Iteration 3F (6618.887863 sec): 3 clusters Score: Raw -758596.575111 + Penalty 2839.045685 = -755757.529425 nChanged 397 SP:Iteration 4F (6618.910589 sec): 3 clusters Score: Raw -758965.307079 + Penalty 2839.045685 = -756126.261394 nChanged 319 SP:Iteration 5F (6618.933077 sec): 3 clusters Score: Raw -759187.719992 + Penalty 2839.045685 = -756348.674306 nChanged 259 SP:Iteration 6Q (6618.955583 sec): 3 clusters Score: Raw -759346.634630 + Penalty 2839.045685 = -756507.588945 nChanged 234 SP:Iteration 7Q (6618.978204 sec): 3 clusters Score: Raw -759496.429235 + Penalty 2839.045685 = -756657.383549 nChanged 216 SP:Iteration 8Q (6619.000597 sec): 3 clusters Score: Raw -759628.838706 + Penalty 2839.045685 = -756789.793020 nChanged 214 SP:Iteration 9Q (6619.031363 sec): 3 clusters Score: Raw -759744.619281 + Penalty 2839.045685 = -756905.573596 nChanged 180 SP:Iteration 10Q (6619.052733 sec): 3 clusters Score: Raw -759848.673424 + Penalty 2839.045685 = -757009.627739 nChanged 164 SP:Iteration 11Q (6619.077114 sec): 3 clusters Score: Raw -759938.111038 + Penalty 2839.045685 = -757099.065352 nChanged 154 SP:Iteration 12Q (6619.099274 sec): 3 clusters Score: Raw -760015.115454 + Penalty 2839.045685 = -757176.069769 nChanged 140 SP:Iteration 13Q (6619.121451 sec): 3 clusters Score: Raw -760079.301252 + Penalty 2839.045685 = -757240.255567 nChanged 126 SP:Iteration 14Q (6619.143813 sec): 3 clusters Score: Raw -760132.236249 + Penalty 2839.045685 = -757293.190563 nChanged 123 SP:Iteration 15Q (6619.166192 sec): 3 clusters Score: Raw -760182.034616 + Penalty 2839.045685 = -757342.988930 nChanged 130 SP:Iteration 16Q (6619.188472 sec): 3 clusters Score: Raw -760231.478000 + Penalty 2839.045685 = -757392.432315 nChanged 107 SP:Iteration 17Q (6619.210494 sec): 3 clusters Score: Raw -760265.821982 + Penalty 2839.045685 = -757426.776296 nChanged 97 SP:Iteration 18Q (6619.231898 sec): 3 clusters Score: Raw -760304.184457 + Penalty 2839.045685 = -757465.138772 nChanged 98 SP:Iteration 19Q (6619.254142 sec): 3 clusters Score: Raw -760339.489289 + Penalty 2839.045685 = -757500.443604 nChanged 83 SP:Iteration 20F (6619.276784 sec): 3 clusters Score: Raw -760369.034874 + Penalty 2839.045685 = -757529.989189 nChanged 86 SP:Iteration 21Q (6619.300453 sec): 3 clusters Score: Raw -760397.682716 + Penalty 2839.045685 = -757558.637031 nChanged 79 SP:Iteration 22Q (6619.322515 sec): 3 clusters Score: Raw -760420.405727 + Penalty 2839.045685 = -757581.360042 nChanged 82 SP:Iteration 23Q (6619.344713 sec): 3 clusters Score: Raw -760447.351925 + Penalty 2839.045685 = -757608.306240 nChanged 86 SP:Iteration 24Q (6619.367056 sec): 3 clusters Score: Raw -760475.704546 + Penalty 2839.045685 = -757636.658861 nChanged 93 SP:Iteration 25Q (6619.389863 sec): 3 clusters Score: Raw -760510.258261 + Penalty 2839.045685 = -757671.212576 nChanged 97 SP:Iteration 26Q (6619.411960 sec): 3 clusters Score: Raw -760544.048322 + Penalty 2839.045685 = -757705.002636 nChanged 102 SP:Iteration 27Q (6619.458320 sec): 3 clusters Score: Raw -760584.314825 + Penalty 2839.045685 = -757745.269139 nChanged 107 SP:Iteration 28Q (6619.489075 sec): 3 clusters Score: Raw -760623.765401 + Penalty 2839.045685 = -757784.719716 nChanged 122 SP:Iteration 29Q (6619.512813 sec): 3 clusters Score: Raw -760678.374104 + Penalty 2839.045685 = -757839.328419 nChanged 119 SP:Iteration 30Q (6619.535156 sec): 3 clusters Score: Raw -760727.996640 + Penalty 2839.045685 = -757888.950954 nChanged 112 SP:Iteration 31Q (6619.557365 sec): 3 clusters Score: Raw -760770.484278 + Penalty 2839.045685 = -757931.438593 nChanged 101 SP:Iteration 32Q (6619.579801 sec): 3 clusters Score: Raw -760808.050663 + Penalty 2839.045685 = -757969.004978 nChanged 96 SP:Iteration 33Q (6619.602259 sec): 3 clusters Score: Raw -760844.846174 + Penalty 2839.045685 = -758005.800488 nChanged 96 SP:Iteration 34Q (6619.624295 sec): 3 clusters Score: Raw -760878.061671 + Penalty 2839.045685 = -758039.015986 nChanged 81 SP:Iteration 35Q (6619.667748 sec): 3 clusters Score: Raw -760903.049217 + Penalty 2839.045685 = -758064.003532 nChanged 70 SP:Iteration 36Q (6619.690289 sec): 3 clusters Score: Raw -760924.614691 + Penalty 2839.045685 = -758085.569005 nChanged 71 SP:Iteration 37Q (6619.712676 sec): 3 clusters Score: Raw -760945.397594 + Penalty 2839.045685 = -758106.351909 nChanged 69 SP:Iteration 38Q (6619.735064 sec): 3 clusters Score: Raw -760965.461433 + Penalty 2839.045685 = -758126.415748 nChanged 53 SP:Iteration 39Q (6619.757549 sec): 3 clusters Score: Raw -760979.792724 + Penalty 2839.045685 = -758140.747039 nChanged 49 SP:Iteration 40F (6619.780236 sec): 3 clusters Score: Raw -760995.600384 + Penalty 2839.045685 = -758156.554698 nChanged 38 SP:Iteration 41Q (6619.802863 sec): 3 clusters Score: Raw -761005.961287 + Penalty 2839.045685 = -758166.915602 nChanged 32 SP:Iteration 42Q (6619.825358 sec): 3 clusters Score: Raw -761014.421421 + Penalty 2839.045685 = -758175.375736 nChanged 38 SP:Iteration 43Q (6619.847944 sec): 3 clusters Score: Raw -761023.871667 + Penalty 2839.045685 = -758184.825982 nChanged 38 SP:Iteration 44Q (6619.870518 sec): 3 clusters Score: Raw -761032.775104 + Penalty 2839.045685 = -758193.729419 nChanged 30 SP:Iteration 45Q (6619.893067 sec): 3 clusters Score: Raw -761040.658180 + Penalty 2839.045685 = -758201.612494 nChanged 27 SP:Iteration 46Q (6619.919280 sec): 3 clusters Score: Raw -761046.262659 + Penalty 2839.045685 = -758207.216974 nChanged 21 SP:Iteration 47Q (6619.941835 sec): 3 clusters Score: Raw -761050.404327 + Penalty 2839.045685 = -758211.358642 nChanged 13 SP:Iteration 48Q (6619.964342 sec): 3 clusters Score: Raw -761053.807805 + Penalty 2839.045685 = -758214.762119 nChanged 19 SP:Iteration 49Q (6619.986988 sec): 3 clusters Score: Raw -761058.297219 + Penalty 2839.045685 = -758219.251534 nChanged 19 SP:Iteration 50Q (6620.009630 sec): 3 clusters Score: Raw -761062.002163 + Penalty 2839.045685 = -758222.956477 nChanged 13 SP:Iteration 51Q (6620.032449 sec): 3 clusters Score: Raw -761064.063794 + Penalty 2839.045685 = -758225.018109 nChanged 15 SP:Iteration 52Q (6620.054791 sec): 3 clusters Score: Raw -761067.086289 + Penalty 2839.045685 = -758228.040604 nChanged 6 SP:Iteration 53Q (6620.077317 sec): 3 clusters Score: Raw -761067.703281 + Penalty 2839.045685 = -758228.657595 nChanged 3 SP:Iteration 54Q (6620.099676 sec): 3 clusters Score: Raw -761068.046524 + Penalty 2839.045685 = -758229.000838 nChanged 1 SP:Iteration 55Q (6620.122166 sec): 3 clusters Score: Raw -761068.134125 + Penalty 2839.045685 = -758229.088440 nChanged 1 SP:Iteration 56Q (6620.143870 sec): 3 clusters Score: Raw -761068.241819 + Penalty 2839.045685 = -758229.196134 nChanged 5 SP:Iteration 57Q (6620.166534 sec): 3 clusters Score: Raw -761068.824702 + Penalty 2839.045685 = -758229.779016 nChanged 6 SP:Iteration 58Q (6620.188943 sec): 3 clusters Score: Raw -761070.109762 + Penalty 2839.045685 = -758231.064076 nChanged 5 SP:Iteration 59Q (6620.211463 sec): 3 clusters Score: Raw -761070.780360 + Penalty 2839.045685 = -758231.734675 nChanged 4 SP:Iteration 60F (6620.234119 sec): 3 clusters Score: Raw -761071.834096 + Penalty 2839.045685 = -758232.788410 nChanged 4 SP:Iteration 61Q (6620.256496 sec): 3 clusters Score: Raw -761072.763837 + Penalty 2839.045685 = -758233.718152 nChanged 4 SP:Iteration 62Q (6620.306040 sec): 3 clusters Score: Raw -761073.315482 + Penalty 2839.045685 = -758234.269797 nChanged 3 SP:Iteration 63Q (6620.345426 sec): 3 clusters Score: Raw -761073.584222 + Penalty 2839.045685 = -758234.538536 nChanged 2 SP:Iteration 64Q (6620.367885 sec): 3 clusters Score: Raw -761073.770418 + Penalty 2839.045685 = -758234.724732 nChanged 2 SP:Iteration 65Q (6620.390360 sec): 3 clusters Score: Raw -761073.950260 + Penalty 2839.045685 = -758234.904575 nChanged 2 SP:Iteration 66Q (6620.412867 sec): 3 clusters Score: Raw -761074.145053 + Penalty 2839.045685 = -758235.099368 nChanged 3 SP:Iteration 67Q (6620.435369 sec): 3 clusters Score: Raw -761074.624599 + Penalty 2839.045685 = -758235.578914 nChanged 1 SP:Iteration 68Q (6620.496137 sec): 3 clusters Score: Raw -761074.737844 + Penalty 2839.045685 = -758235.692159 nChanged 1 SP:Iteration 69Q (6620.511481 sec): 3 clusters Score: Raw -761074.839936 + Penalty 2839.045685 = -758235.794250 nChanged 0 SP:Iteration 70F (6620.534638 sec): 3 clusters Score: Raw -761074.839936 + Penalty 2839.045685 = -758235.794250 nChanged 0 Trying to split cluster 15 (5850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6620.555866 sec): 2 clusters Score: Raw -736330.921672 + Penalty 1409.557003 = -734921.364669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6620.578409 sec): 3 clusters Score: Raw -733262.233254 + Penalty 2819.114006 = -730443.119249 nChanged 2395 SP:Iteration 1F (6620.600131 sec): 3 clusters Score: Raw -734676.001363 + Penalty 2819.114006 = -731856.887357 nChanged 447 SP:Iteration 2F (6620.622278 sec): 3 clusters Score: Raw -734953.886182 + Penalty 2819.114006 = -732134.772177 nChanged 375 SP:Iteration 3F (6620.644504 sec): 3 clusters Score: Raw -735213.932650 + Penalty 2819.114006 = -732394.818645 nChanged 347 SP:Iteration 4F (6620.668697 sec): 3 clusters Score: Raw -735433.752262 + Penalty 2819.114006 = -732614.638256 nChanged 278 SP:Iteration 5Q (6620.690601 sec): 3 clusters Score: Raw -735610.008446 + Penalty 2819.114006 = -732790.894441 nChanged 229 SP:Iteration 6Q (6620.712508 sec): 3 clusters Score: Raw -735748.331984 + Penalty 2819.114006 = -732929.217978 nChanged 187 SP:Iteration 7Q (6620.734408 sec): 3 clusters Score: Raw -735862.301427 + Penalty 2819.114006 = -733043.187421 nChanged 187 SP:Iteration 8Q (6620.756564 sec): 3 clusters Score: Raw -735988.172806 + Penalty 2819.114006 = -733169.058801 nChanged 191 SP:Iteration 9Q (6620.778807 sec): 3 clusters Score: Raw -736111.253144 + Penalty 2819.114006 = -733292.139139 nChanged 183 SP:Iteration 10Q (6620.800610 sec): 3 clusters Score: Raw -736230.995406 + Penalty 2819.114006 = -733411.881401 nChanged 171 SP:Iteration 11Q (6620.824161 sec): 3 clusters Score: Raw -736342.673580 + Penalty 2819.114006 = -733523.559574 nChanged 137 SP:Iteration 12Q (6620.849744 sec): 3 clusters Score: Raw -736419.916247 + Penalty 2819.114006 = -733600.802242 nChanged 114 SP:Iteration 13Q (6620.871148 sec): 3 clusters Score: Raw -736485.506877 + Penalty 2819.114006 = -733666.392872 nChanged 109 SP:Iteration 14Q (6620.892817 sec): 3 clusters Score: Raw -736549.535895 + Penalty 2819.114006 = -733730.421889 nChanged 97 SP:Iteration 15Q (6620.914110 sec): 3 clusters Score: Raw -736602.126658 + Penalty 2819.114006 = -733783.012652 nChanged 78 SP:Iteration 16Q (6620.935466 sec): 3 clusters Score: Raw -736639.211463 + Penalty 2819.114006 = -733820.097457 nChanged 66 SP:Iteration 17Q (6620.956635 sec): 3 clusters Score: Raw -736667.536018 + Penalty 2819.114006 = -733848.422013 nChanged 51 SP:Iteration 18Q (6620.978086 sec): 3 clusters Score: Raw -736695.425698 + Penalty 2819.114006 = -733876.311692 nChanged 49 SP:Iteration 19Q (6620.999555 sec): 3 clusters Score: Raw -736719.003637 + Penalty 2819.114006 = -733899.889632 nChanged 51 SP:Iteration 20F (6621.021237 sec): 3 clusters Score: Raw -736744.866176 + Penalty 2819.114006 = -733925.752171 nChanged 44 SP:Iteration 21Q (6621.042580 sec): 3 clusters Score: Raw -736761.592172 + Penalty 2819.114006 = -733942.478166 nChanged 32 SP:Iteration 22Q (6621.063528 sec): 3 clusters Score: Raw -736771.840033 + Penalty 2819.114006 = -733952.726027 nChanged 39 SP:Iteration 23Q (6621.084736 sec): 3 clusters Score: Raw -736783.429512 + Penalty 2819.114006 = -733964.315506 nChanged 24 SP:Iteration 24Q (6621.105647 sec): 3 clusters Score: Raw -736794.868051 + Penalty 2819.114006 = -733975.754046 nChanged 26 SP:Iteration 25Q (6621.126513 sec): 3 clusters Score: Raw -736805.235026 + Penalty 2819.114006 = -733986.121020 nChanged 27 SP:Iteration 26Q (6621.147421 sec): 3 clusters Score: Raw -736814.319639 + Penalty 2819.114006 = -733995.205633 nChanged 20 SP:Iteration 27Q (6621.168426 sec): 3 clusters Score: Raw -736819.984394 + Penalty 2819.114006 = -734000.870389 nChanged 12 SP:Iteration 28Q (6621.189261 sec): 3 clusters Score: Raw -736823.797092 + Penalty 2819.114006 = -734004.683086 nChanged 10 SP:Iteration 29Q (6621.210279 sec): 3 clusters Score: Raw -736827.133418 + Penalty 2819.114006 = -734008.019412 nChanged 12 SP:Iteration 30Q (6621.231410 sec): 3 clusters Score: Raw -736829.898477 + Penalty 2819.114006 = -734010.784471 nChanged 12 SP:Iteration 31Q (6621.257118 sec): 3 clusters Score: Raw -736832.769225 + Penalty 2819.114006 = -734013.655219 nChanged 5 SP:Iteration 32Q (6621.278058 sec): 3 clusters Score: Raw -736833.835348 + Penalty 2819.114006 = -734014.721343 nChanged 3 SP:Iteration 33Q (6621.299047 sec): 3 clusters Score: Raw -736834.320885 + Penalty 2819.114006 = -734015.206880 nChanged 2 SP:Iteration 34Q (6621.319923 sec): 3 clusters Score: Raw -736834.797168 + Penalty 2819.114006 = -734015.683162 nChanged 2 SP:Iteration 35Q (6621.343594 sec): 3 clusters Score: Raw -736834.966586 + Penalty 2819.114006 = -734015.852580 nChanged 1 SP:Iteration 36Q (6621.374805 sec): 3 clusters Score: Raw -736835.161830 + Penalty 2819.114006 = -734016.047825 nChanged 0 SP:Iteration 37F (6621.396632 sec): 3 clusters Score: Raw -736835.161830 + Penalty 2819.114006 = -734016.047825 nChanged 0 Trying to split cluster 16 (5024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6621.426556 sec): 2 clusters Score: Raw -626140.105702 + Penalty 1384.822028 = -624755.283675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6621.465127 sec): 3 clusters Score: Raw -623515.136269 + Penalty 2769.644055 = -620745.492213 nChanged 2060 SP:Iteration 1F (6621.486748 sec): 3 clusters Score: Raw -624638.492367 + Penalty 2769.644055 = -621868.848312 nChanged 377 SP:Iteration 2F (6621.507764 sec): 3 clusters Score: Raw -624850.002135 + Penalty 2769.644055 = -622080.358079 nChanged 307 SP:Iteration 3F (6621.528805 sec): 3 clusters Score: Raw -625019.714094 + Penalty 2769.644055 = -622250.070039 nChanged 233 SP:Iteration 4Q (6621.549802 sec): 3 clusters Score: Raw -625138.834275 + Penalty 2769.644055 = -622369.190220 nChanged 184 SP:Iteration 5Q (6621.570871 sec): 3 clusters Score: Raw -625237.928899 + Penalty 2769.644055 = -622468.284844 nChanged 158 SP:Iteration 6Q (6621.591846 sec): 3 clusters Score: Raw -625316.729776 + Penalty 2769.644055 = -622547.085720 nChanged 127 SP:Iteration 7Q (6621.613027 sec): 3 clusters Score: Raw -625379.394861 + Penalty 2769.644055 = -622609.750806 nChanged 130 SP:Iteration 8Q (6621.634086 sec): 3 clusters Score: Raw -625447.309246 + Penalty 2769.644055 = -622677.665191 nChanged 129 SP:Iteration 9Q (6621.654878 sec): 3 clusters Score: Raw -625520.384339 + Penalty 2769.644055 = -622750.740284 nChanged 126 SP:Iteration 10Q (6621.675760 sec): 3 clusters Score: Raw -625588.647083 + Penalty 2769.644055 = -622819.003028 nChanged 133 SP:Iteration 11Q (6621.696136 sec): 3 clusters Score: Raw -625682.371652 + Penalty 2769.644055 = -622912.727597 nChanged 128 SP:Iteration 12Q (6621.716282 sec): 3 clusters Score: Raw -625771.140787 + Penalty 2769.644055 = -623001.496732 nChanged 114 SP:Iteration 13Q (6621.736959 sec): 3 clusters Score: Raw -625848.604187 + Penalty 2769.644055 = -623078.960132 nChanged 99 SP:Iteration 14Q (6621.757761 sec): 3 clusters Score: Raw -625931.724375 + Penalty 2769.644055 = -623162.080320 nChanged 106 SP:Iteration 15Q (6621.777771 sec): 3 clusters Score: Raw -626016.557222 + Penalty 2769.644055 = -623246.913167 nChanged 90 SP:Iteration 16Q (6621.798079 sec): 3 clusters Score: Raw -626088.523632 + Penalty 2769.644055 = -623318.879577 nChanged 69 SP:Iteration 17Q (6621.817491 sec): 3 clusters Score: Raw -626141.547690 + Penalty 2769.644055 = -623371.903635 nChanged 60 SP:Iteration 18Q (6621.837440 sec): 3 clusters Score: Raw -626179.910122 + Penalty 2769.644055 = -623410.266067 nChanged 51 SP:Iteration 19Q (6621.857856 sec): 3 clusters Score: Raw -626220.716504 + Penalty 2769.644055 = -623451.072448 nChanged 43 SP:Iteration 20F (6621.878919 sec): 3 clusters Score: Raw -626251.621782 + Penalty 2769.644055 = -623481.977727 nChanged 31 SP:Iteration 21Q (6621.898746 sec): 3 clusters Score: Raw -626269.988111 + Penalty 2769.644055 = -623500.344056 nChanged 20 SP:Iteration 22Q (6621.918467 sec): 3 clusters Score: Raw -626281.461466 + Penalty 2769.644055 = -623511.817411 nChanged 16 SP:Iteration 23Q (6621.937871 sec): 3 clusters Score: Raw -626290.891574 + Penalty 2769.644055 = -623521.247519 nChanged 22 SP:Iteration 24Q (6621.957209 sec): 3 clusters Score: Raw -626304.071825 + Penalty 2769.644055 = -623534.427770 nChanged 20 SP:Iteration 25Q (6621.977044 sec): 3 clusters Score: Raw -626315.251998 + Penalty 2769.644055 = -623545.607943 nChanged 10 SP:Iteration 26Q (6621.996457 sec): 3 clusters Score: Raw -626324.507615 + Penalty 2769.644055 = -623554.863560 nChanged 13 SP:Iteration 27Q (6622.015896 sec): 3 clusters Score: Raw -626338.228541 + Penalty 2769.644055 = -623568.584486 nChanged 14 SP:Iteration 28Q (6622.034990 sec): 3 clusters Score: Raw -626349.994057 + Penalty 2769.644055 = -623580.350002 nChanged 20 SP:Iteration 29Q (6622.053671 sec): 3 clusters Score: Raw -626359.803936 + Penalty 2769.644055 = -623590.159881 nChanged 9 SP:Iteration 30Q (6622.073374 sec): 3 clusters Score: Raw -626363.649332 + Penalty 2769.644055 = -623594.005276 nChanged 9 SP:Iteration 31Q (6622.093125 sec): 3 clusters Score: Raw -626370.959420 + Penalty 2769.644055 = -623601.315365 nChanged 10 SP:Iteration 32Q (6622.112528 sec): 3 clusters Score: Raw -626379.860166 + Penalty 2769.644055 = -623610.216111 nChanged 12 SP:Iteration 33Q (6622.131952 sec): 3 clusters Score: Raw -626388.616029 + Penalty 2769.644055 = -623618.971974 nChanged 16 SP:Iteration 34Q (6622.150919 sec): 3 clusters Score: Raw -626400.659751 + Penalty 2769.644055 = -623631.015696 nChanged 14 SP:Iteration 35Q (6622.170601 sec): 3 clusters Score: Raw -626410.748148 + Penalty 2769.644055 = -623641.104093 nChanged 14 SP:Iteration 36Q (6622.190243 sec): 3 clusters Score: Raw -626421.224413 + Penalty 2769.644055 = -623651.580358 nChanged 11 SP:Iteration 37Q (6622.209903 sec): 3 clusters Score: Raw -626429.405914 + Penalty 2769.644055 = -623659.761858 nChanged 8 SP:Iteration 38Q (6622.229349 sec): 3 clusters Score: Raw -626433.730325 + Penalty 2769.644055 = -623664.086270 nChanged 4 SP:Iteration 39Q (6622.248910 sec): 3 clusters Score: Raw -626435.290293 + Penalty 2769.644055 = -623665.646237 nChanged 2 SP:Iteration 40F (6622.269718 sec): 3 clusters Score: Raw -626435.843723 + Penalty 2769.644055 = -623666.199668 nChanged 1 SP:Iteration 41Q (6622.292078 sec): 3 clusters Score: Raw -626436.280510 + Penalty 2769.644055 = -623666.636455 nChanged 0 SP:Iteration 42F (6622.323905 sec): 3 clusters Score: Raw -626436.280510 + Penalty 2769.644055 = -623666.636455 nChanged 0 Trying to split cluster 17 (15823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6622.356168 sec): 2 clusters Score: Raw -1964143.881169 + Penalty 1571.248227 = -1962572.632942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6622.395011 sec): 3 clusters Score: Raw -1954781.756943 + Penalty 3142.496453 = -1951639.260489 nChanged 7098 SP:Iteration 1F (6622.446823 sec): 3 clusters Score: Raw -1958697.219017 + Penalty 3142.496453 = -1955554.722564 nChanged 990 SP:Iteration 2F (6622.483639 sec): 3 clusters Score: Raw -1959167.563504 + Penalty 3142.496453 = -1956025.067050 nChanged 890 SP:Iteration 3F (6622.520653 sec): 3 clusters Score: Raw -1959632.955700 + Penalty 3142.496453 = -1956490.459247 nChanged 955 SP:Iteration 4F (6622.558064 sec): 3 clusters Score: Raw -1960254.952648 + Penalty 3142.496453 = -1957112.456194 nChanged 976 SP:Iteration 5F (6622.595159 sec): 3 clusters Score: Raw -1960946.901191 + Penalty 3142.496453 = -1957804.404738 nChanged 971 SP:Iteration 6F (6622.632269 sec): 3 clusters Score: Raw -1961691.834724 + Penalty 3142.496453 = -1958549.338270 nChanged 846 SP:Iteration 7F (6622.669609 sec): 3 clusters Score: Raw -1962320.313711 + Penalty 3142.496453 = -1959177.817257 nChanged 730 SP:Iteration 8Q (6622.711925 sec): 3 clusters Score: Raw -1962882.920428 + Penalty 3142.496453 = -1959740.423974 nChanged 575 SP:Iteration 9Q (6622.747378 sec): 3 clusters Score: Raw -1963354.553086 + Penalty 3142.496453 = -1960212.056632 nChanged 408 SP:Iteration 10Q (6622.781708 sec): 3 clusters Score: Raw -1963675.654505 + Penalty 3142.496453 = -1960533.158052 nChanged 277 SP:Iteration 11Q (6622.815290 sec): 3 clusters Score: Raw -1963904.107400 + Penalty 3142.496453 = -1960761.610946 nChanged 191 SP:Iteration 12Q (6622.847366 sec): 3 clusters Score: Raw -1964057.693791 + Penalty 3142.496453 = -1960915.197338 nChanged 125 SP:Iteration 13Q (6622.886964 sec): 3 clusters Score: Raw -1964151.968837 + Penalty 3142.496453 = -1961009.472383 nChanged 92 SP:Iteration 14Q (6622.918527 sec): 3 clusters Score: Raw -1964217.914373 + Penalty 3142.496453 = -1961075.417919 nChanged 60 SP:Iteration 15Q (6622.967766 sec): 3 clusters Score: Raw -1964257.811889 + Penalty 3142.496453 = -1961115.315435 nChanged 40 SP:Iteration 16Q (6623.024105 sec): 3 clusters Score: Raw -1964283.373787 + Penalty 3142.496453 = -1961140.877334 nChanged 38 SP:Iteration 17Q (6623.086394 sec): 3 clusters Score: Raw -1964311.693665 + Penalty 3142.496453 = -1961169.197212 nChanged 29 SP:Iteration 18Q (6623.119261 sec): 3 clusters Score: Raw -1964325.269898 + Penalty 3142.496453 = -1961182.773445 nChanged 23 SP:Iteration 19Q (6623.149792 sec): 3 clusters Score: Raw -1964338.351870 + Penalty 3142.496453 = -1961195.855417 nChanged 16 SP:Iteration 20F (6623.207078 sec): 3 clusters Score: Raw -1964346.809770 + Penalty 3142.496453 = -1961204.313316 nChanged 9 SP:Iteration 21Q (6623.246706 sec): 3 clusters Score: Raw -1964351.226697 + Penalty 3142.496453 = -1961208.730244 nChanged 7 SP:Iteration 22Q (6623.277064 sec): 3 clusters Score: Raw -1964354.267096 + Penalty 3142.496453 = -1961211.770642 nChanged 7 SP:Iteration 23Q (6623.307265 sec): 3 clusters Score: Raw -1964356.398154 + Penalty 3142.496453 = -1961213.901700 nChanged 4 SP:Iteration 24Q (6623.337410 sec): 3 clusters Score: Raw -1964357.304670 + Penalty 3142.496453 = -1961214.808217 nChanged 1 SP:Iteration 25Q (6623.367270 sec): 3 clusters Score: Raw -1964357.515110 + Penalty 3142.496453 = -1961215.018657 nChanged 2 SP:Iteration 26Q (6623.397106 sec): 3 clusters Score: Raw -1964358.353626 + Penalty 3142.496453 = -1961215.857173 nChanged 2 SP:Iteration 27Q (6623.427078 sec): 3 clusters Score: Raw -1964358.603067 + Penalty 3142.496453 = -1961216.106613 nChanged 2 SP:Iteration 28Q (6623.457141 sec): 3 clusters Score: Raw -1964359.713158 + Penalty 3142.496453 = -1961217.216704 nChanged 3 SP:Iteration 29Q (6623.487016 sec): 3 clusters Score: Raw -1964361.881337 + Penalty 3142.496453 = -1961219.384883 nChanged 2 SP:Iteration 30Q (6623.516757 sec): 3 clusters Score: Raw -1964363.127086 + Penalty 3142.496453 = -1961220.630632 nChanged 2 SP:Iteration 31Q (6623.546789 sec): 3 clusters Score: Raw -1964363.780501 + Penalty 3142.496453 = -1961221.284048 nChanged 0 SP:Iteration 32F (6623.587779 sec): 3 clusters Score: Raw -1964363.780501 + Penalty 3142.496453 = -1961221.284048 nChanged 0 Trying to split cluster 18 (6194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6623.607021 sec): 2 clusters Score: Raw -783074.709983 + Penalty 1418.842159 = -781655.867825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6623.629722 sec): 3 clusters Score: Raw -779677.570509 + Penalty 2837.684317 = -776839.886192 nChanged 2584 SP:Iteration 1F (6623.651789 sec): 3 clusters Score: Raw -781146.424222 + Penalty 2837.684317 = -778308.739905 nChanged 437 SP:Iteration 2F (6623.673654 sec): 3 clusters Score: Raw -781402.625875 + Penalty 2837.684317 = -778564.941558 nChanged 372 SP:Iteration 3F (6623.695230 sec): 3 clusters Score: Raw -781638.329976 + Penalty 2837.684317 = -778800.645659 nChanged 373 SP:Iteration 4F (6623.717636 sec): 3 clusters Score: Raw -781883.333073 + Penalty 2837.684317 = -779045.648755 nChanged 371 SP:Iteration 5F (6623.742866 sec): 3 clusters Score: Raw -782154.555170 + Penalty 2837.684317 = -779316.870853 nChanged 350 SP:Iteration 6F (6623.764769 sec): 3 clusters Score: Raw -782445.133185 + Penalty 2837.684317 = -779607.448868 nChanged 303 SP:Iteration 7Q (6623.786772 sec): 3 clusters Score: Raw -782711.686251 + Penalty 2837.684317 = -779874.001934 nChanged 259 SP:Iteration 8Q (6623.808668 sec): 3 clusters Score: Raw -782950.904264 + Penalty 2837.684317 = -780113.219947 nChanged 187 SP:Iteration 9Q (6623.830548 sec): 3 clusters Score: Raw -783109.113843 + Penalty 2837.684317 = -780271.429526 nChanged 121 SP:Iteration 10Q (6623.852364 sec): 3 clusters Score: Raw -783213.468389 + Penalty 2837.684317 = -780375.784072 nChanged 90 SP:Iteration 11Q (6623.873142 sec): 3 clusters Score: Raw -783287.725390 + Penalty 2837.684317 = -780450.041073 nChanged 67 SP:Iteration 12Q (6623.894577 sec): 3 clusters Score: Raw -783354.613886 + Penalty 2837.684317 = -780516.929569 nChanged 67 SP:Iteration 13Q (6623.915766 sec): 3 clusters Score: Raw -783426.734431 + Penalty 2837.684317 = -780589.050114 nChanged 62 SP:Iteration 14Q (6623.937051 sec): 3 clusters Score: Raw -783496.941367 + Penalty 2837.684317 = -780659.257050 nChanged 52 SP:Iteration 15Q (6623.957928 sec): 3 clusters Score: Raw -783547.193146 + Penalty 2837.684317 = -780709.508829 nChanged 50 SP:Iteration 16Q (6623.978748 sec): 3 clusters Score: Raw -783583.549240 + Penalty 2837.684317 = -780745.864923 nChanged 36 SP:Iteration 17Q (6624.034057 sec): 3 clusters Score: Raw -783605.524609 + Penalty 2837.684317 = -780767.840292 nChanged 26 SP:Iteration 18Q (6624.083554 sec): 3 clusters Score: Raw -783622.125185 + Penalty 2837.684317 = -780784.440867 nChanged 24 SP:Iteration 19Q (6624.121667 sec): 3 clusters Score: Raw -783638.377930 + Penalty 2837.684317 = -780800.693613 nChanged 25 SP:Iteration 20F (6624.145240 sec): 3 clusters Score: Raw -783654.280645 + Penalty 2837.684317 = -780816.596328 nChanged 20 SP:Iteration 21Q (6624.166295 sec): 3 clusters Score: Raw -783664.063560 + Penalty 2837.684317 = -780826.379242 nChanged 9 SP:Iteration 22Q (6624.186961 sec): 3 clusters Score: Raw -783668.167379 + Penalty 2837.684317 = -780830.483062 nChanged 5 SP:Iteration 23Q (6624.207951 sec): 3 clusters Score: Raw -783669.612685 + Penalty 2837.684317 = -780831.928368 nChanged 3 SP:Iteration 24Q (6624.235720 sec): 3 clusters Score: Raw -783671.172125 + Penalty 2837.684317 = -780833.487808 nChanged 2 SP:Iteration 25Q (6624.256837 sec): 3 clusters Score: Raw -783672.154329 + Penalty 2837.684317 = -780834.470012 nChanged 2 SP:Iteration 26Q (6624.277271 sec): 3 clusters Score: Raw -783672.689527 + Penalty 2837.684317 = -780835.005210 nChanged 2 SP:Iteration 27Q (6624.297908 sec): 3 clusters Score: Raw -783673.312711 + Penalty 2837.684317 = -780835.628394 nChanged 1 SP:Iteration 28Q (6624.320969 sec): 3 clusters Score: Raw -783673.404243 + Penalty 2837.684317 = -780835.719926 nChanged 0 SP:Iteration 29F (6624.342301 sec): 3 clusters Score: Raw -783673.404243 + Penalty 2837.684317 = -780835.719926 nChanged 0 Trying to split cluster 19 (50724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6624.416270 sec): 2 clusters Score: Raw -6435062.037655 + Penalty 1760.550098 = -6433301.487557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6624.520814 sec): 3 clusters Score: Raw -6402907.834101 + Penalty 3521.100196 = -6399386.733904 nChanged 23877 SP:Iteration 1F (6624.616415 sec): 3 clusters Score: Raw -6416640.457222 + Penalty 3521.100196 = -6413119.357026 nChanged 2537 SP:Iteration 2F (6624.711430 sec): 3 clusters Score: Raw -6417866.747488 + Penalty 3521.100196 = -6414345.647291 nChanged 2930 SP:Iteration 3F (6624.799674 sec): 3 clusters Score: Raw -6419597.068571 + Penalty 3521.100196 = -6416075.968374 nChanged 3373 SP:Iteration 4F (6624.886661 sec): 3 clusters Score: Raw -6421693.428176 + Penalty 3521.100196 = -6418172.327980 nChanged 3409 SP:Iteration 5F (6624.993856 sec): 3 clusters Score: Raw -6423893.619550 + Penalty 3521.100196 = -6420372.519354 nChanged 3418 SP:Iteration 6F (6625.102220 sec): 3 clusters Score: Raw -6426064.649145 + Penalty 3521.100196 = -6422543.548948 nChanged 3157 SP:Iteration 7F (6625.188089 sec): 3 clusters Score: Raw -6427873.797175 + Penalty 3521.100196 = -6424352.696978 nChanged 2571 SP:Iteration 8F (6625.274024 sec): 3 clusters Score: Raw -6429211.353309 + Penalty 3521.100196 = -6425690.253113 nChanged 2163 SP:Iteration 9Q (6625.362804 sec): 3 clusters Score: Raw -6430250.020503 + Penalty 3521.100196 = -6426728.920306 nChanged 1796 SP:Iteration 10Q (6625.452154 sec): 3 clusters Score: Raw -6430996.368664 + Penalty 3521.100196 = -6427475.268467 nChanged 1432 SP:Iteration 11Q (6625.543166 sec): 3 clusters Score: Raw -6431487.929877 + Penalty 3521.100196 = -6427966.829681 nChanged 1091 SP:Iteration 12Q (6625.630122 sec): 3 clusters Score: Raw -6431816.451498 + Penalty 3521.100196 = -6428295.351302 nChanged 879 SP:Iteration 13Q (6625.716841 sec): 3 clusters Score: Raw -6432051.449319 + Penalty 3521.100196 = -6428530.349122 nChanged 701 SP:Iteration 14Q (6625.802187 sec): 3 clusters Score: Raw -6432213.858661 + Penalty 3521.100196 = -6428692.758465 nChanged 609 SP:Iteration 15Q (6625.909495 sec): 3 clusters Score: Raw -6432342.427708 + Penalty 3521.100196 = -6428821.327512 nChanged 514 SP:Iteration 16Q (6625.996550 sec): 3 clusters Score: Raw -6432451.470040 + Penalty 3521.100196 = -6428930.369843 nChanged 525 SP:Iteration 17Q (6626.082916 sec): 3 clusters Score: Raw -6432557.544041 + Penalty 3521.100196 = -6429036.443845 nChanged 490 SP:Iteration 18Q (6626.168418 sec): 3 clusters Score: Raw -6432653.910898 + Penalty 3521.100196 = -6429132.810702 nChanged 482 SP:Iteration 19Q (6626.254839 sec): 3 clusters Score: Raw -6432749.839983 + Penalty 3521.100196 = -6429228.739787 nChanged 460 SP:Iteration 20F (6626.340702 sec): 3 clusters Score: Raw -6432833.673669 + Penalty 3521.100196 = -6429312.573473 nChanged 438 SP:Iteration 21Q (6626.427829 sec): 3 clusters Score: Raw -6432911.156073 + Penalty 3521.100196 = -6429390.055877 nChanged 423 SP:Iteration 22Q (6626.514548 sec): 3 clusters Score: Raw -6432989.277966 + Penalty 3521.100196 = -6429468.177770 nChanged 428 SP:Iteration 23Q (6626.600824 sec): 3 clusters Score: Raw -6433067.334273 + Penalty 3521.100196 = -6429546.234077 nChanged 450 SP:Iteration 24Q (6626.686704 sec): 3 clusters Score: Raw -6433150.384278 + Penalty 3521.100196 = -6429629.284082 nChanged 445 SP:Iteration 25Q (6626.773328 sec): 3 clusters Score: Raw -6433227.402035 + Penalty 3521.100196 = -6429706.301838 nChanged 440 SP:Iteration 26Q (6626.875014 sec): 3 clusters Score: Raw -6433300.502857 + Penalty 3521.100196 = -6429779.402661 nChanged 435 SP:Iteration 27Q (6626.961585 sec): 3 clusters Score: Raw -6433373.379639 + Penalty 3521.100196 = -6429852.279443 nChanged 450 SP:Iteration 28Q (6627.047786 sec): 3 clusters Score: Raw -6433449.735047 + Penalty 3521.100196 = -6429928.634850 nChanged 474 SP:Iteration 29Q (6627.133060 sec): 3 clusters Score: Raw -6433528.920433 + Penalty 3521.100196 = -6430007.820236 nChanged 456 SP:Iteration 30Q (6627.223197 sec): 3 clusters Score: Raw -6433603.720804 + Penalty 3521.100196 = -6430082.620608 nChanged 444 SP:Iteration 31Q (6627.307333 sec): 3 clusters Score: Raw -6433678.863139 + Penalty 3521.100196 = -6430157.762943 nChanged 445 SP:Iteration 32Q (6627.393163 sec): 3 clusters Score: Raw -6433758.952353 + Penalty 3521.100196 = -6430237.852156 nChanged 454 SP:Iteration 33Q (6627.482418 sec): 3 clusters Score: Raw -6433842.507675 + Penalty 3521.100196 = -6430321.407479 nChanged 469 SP:Iteration 34Q (6627.573065 sec): 3 clusters Score: Raw -6433931.726147 + Penalty 3521.100196 = -6430410.625950 nChanged 518 SP:Iteration 35Q (6627.657545 sec): 3 clusters Score: Raw -6434036.160630 + Penalty 3521.100196 = -6430515.060433 nChanged 503 SP:Iteration 36Q (6627.750581 sec): 3 clusters Score: Raw -6434139.310244 + Penalty 3521.100196 = -6430618.210048 nChanged 512 SP:Iteration 37Q (6627.856363 sec): 3 clusters Score: Raw -6434255.982205 + Penalty 3521.100196 = -6430734.882009 nChanged 553 SP:Iteration 38Q (6627.955365 sec): 3 clusters Score: Raw -6434387.342365 + Penalty 3521.100196 = -6430866.242168 nChanged 561 SP:Iteration 39Q (6628.048564 sec): 3 clusters Score: Raw -6434519.145884 + Penalty 3521.100196 = -6430998.045688 nChanged 533 SP:Iteration 40F (6628.136615 sec): 3 clusters Score: Raw -6434656.432673 + Penalty 3521.100196 = -6431135.332477 nChanged 535 SP:Iteration 41Q (6628.220344 sec): 3 clusters Score: Raw -6434792.858584 + Penalty 3521.100196 = -6431271.758387 nChanged 520 SP:Iteration 42Q (6628.303957 sec): 3 clusters Score: Raw -6434925.430494 + Penalty 3521.100196 = -6431404.330297 nChanged 544 SP:Iteration 43Q (6628.400371 sec): 3 clusters Score: Raw -6435068.285652 + Penalty 3521.100196 = -6431547.185455 nChanged 558 SP:Iteration 44Q (6628.519720 sec): 3 clusters Score: Raw -6435223.521738 + Penalty 3521.100196 = -6431702.421542 nChanged 539 SP:Iteration 45Q (6628.601594 sec): 3 clusters Score: Raw -6435379.848724 + Penalty 3521.100196 = -6431858.748527 nChanged 558 SP:Iteration 46Q (6628.692957 sec): 3 clusters Score: Raw -6435547.940359 + Penalty 3521.100196 = -6432026.840163 nChanged 519 SP:Iteration 47Q (6628.776931 sec): 3 clusters Score: Raw -6435700.197595 + Penalty 3521.100196 = -6432179.097399 nChanged 470 SP:Iteration 48Q (6628.860606 sec): 3 clusters Score: Raw -6435843.243907 + Penalty 3521.100196 = -6432322.143710 nChanged 462 SP:Iteration 49Q (6628.941070 sec): 3 clusters Score: Raw -6435985.824022 + Penalty 3521.100196 = -6432464.723826 nChanged 437 SP:Iteration 50Q (6629.021867 sec): 3 clusters Score: Raw -6436120.673909 + Penalty 3521.100196 = -6432599.573713 nChanged 413 SP:Iteration 51Q (6629.101746 sec): 3 clusters Score: Raw -6436245.166937 + Penalty 3521.100196 = -6432724.066741 nChanged 375 SP:Iteration 52Q (6629.179778 sec): 3 clusters Score: Raw -6436361.590948 + Penalty 3521.100196 = -6432840.490752 nChanged 332 SP:Iteration 53Q (6629.269531 sec): 3 clusters Score: Raw -6436456.639980 + Penalty 3521.100196 = -6432935.539784 nChanged 288 SP:Iteration 54Q (6629.348195 sec): 3 clusters Score: Raw -6436544.031164 + Penalty 3521.100196 = -6433022.930967 nChanged 282 SP:Iteration 55Q (6629.426079 sec): 3 clusters Score: Raw -6436628.817419 + Penalty 3521.100196 = -6433107.717223 nChanged 244 SP:Iteration 56Q (6629.505895 sec): 3 clusters Score: Raw -6436697.928241 + Penalty 3521.100196 = -6433176.828044 nChanged 224 SP:Iteration 57Q (6629.584202 sec): 3 clusters Score: Raw -6436756.594726 + Penalty 3521.100196 = -6433235.494530 nChanged 191 SP:Iteration 58Q (6629.661285 sec): 3 clusters Score: Raw -6436802.417086 + Penalty 3521.100196 = -6433281.316890 nChanged 170 SP:Iteration 59Q (6629.743294 sec): 3 clusters Score: Raw -6436842.715012 + Penalty 3521.100196 = -6433321.614815 nChanged 156 SP:Iteration 60F (6629.840688 sec): 3 clusters Score: Raw -6436875.424733 + Penalty 3521.100196 = -6433354.324537 nChanged 136 SP:Iteration 61Q (6629.917262 sec): 3 clusters Score: Raw -6436897.899948 + Penalty 3521.100196 = -6433376.799751 nChanged 109 SP:Iteration 62Q (6630.025337 sec): 3 clusters Score: Raw -6436914.395105 + Penalty 3521.100196 = -6433393.294909 nChanged 100 SP:Iteration 63Q (6630.102867 sec): 3 clusters Score: Raw -6436932.483090 + Penalty 3521.100196 = -6433411.382893 nChanged 87 SP:Iteration 64Q (6630.179114 sec): 3 clusters Score: Raw -6436945.502993 + Penalty 3521.100196 = -6433424.402797 nChanged 73 SP:Iteration 65Q (6630.255716 sec): 3 clusters Score: Raw -6436955.995359 + Penalty 3521.100196 = -6433434.895163 nChanged 58 SP:Iteration 66Q (6630.332513 sec): 3 clusters Score: Raw -6436961.771039 + Penalty 3521.100196 = -6433440.670842 nChanged 44 SP:Iteration 67Q (6630.413664 sec): 3 clusters Score: Raw -6436965.654311 + Penalty 3521.100196 = -6433444.554115 nChanged 36 SP:Iteration 68Q (6630.489906 sec): 3 clusters Score: Raw -6436968.805050 + Penalty 3521.100196 = -6433447.704853 nChanged 37 SP:Iteration 69Q (6630.565962 sec): 3 clusters Score: Raw -6436972.259249 + Penalty 3521.100196 = -6433451.159052 nChanged 41 SP:Iteration 70Q (6630.653765 sec): 3 clusters Score: Raw -6436976.436143 + Penalty 3521.100196 = -6433455.335947 nChanged 39 SP:Iteration 71Q (6630.734099 sec): 3 clusters Score: Raw -6436980.105333 + Penalty 3521.100196 = -6433459.005137 nChanged 29 SP:Iteration 72Q (6630.816827 sec): 3 clusters Score: Raw -6436982.027797 + Penalty 3521.100196 = -6433460.927600 nChanged 18 SP:Iteration 73Q (6630.897573 sec): 3 clusters Score: Raw -6436983.790487 + Penalty 3521.100196 = -6433462.690291 nChanged 26 SP:Iteration 74Q (6630.972872 sec): 3 clusters Score: Raw -6436986.766198 + Penalty 3521.100196 = -6433465.666001 nChanged 27 SP:Iteration 75Q (6631.047996 sec): 3 clusters Score: Raw -6436990.154638 + Penalty 3521.100196 = -6433469.054442 nChanged 36 SP:Iteration 76Q (6631.125937 sec): 3 clusters Score: Raw -6436994.191255 + Penalty 3521.100196 = -6433473.091058 nChanged 34 SP:Iteration 77Q (6631.202565 sec): 3 clusters Score: Raw -6436997.367010 + Penalty 3521.100196 = -6433476.266814 nChanged 35 SP:Iteration 78Q (6631.277962 sec): 3 clusters Score: Raw -6437000.037448 + Penalty 3521.100196 = -6433478.937251 nChanged 22 SP:Iteration 79Q (6631.355313 sec): 3 clusters Score: Raw -6437001.734590 + Penalty 3521.100196 = -6433480.634394 nChanged 15 SP:Iteration 80F (6631.441251 sec): 3 clusters Score: Raw -6437002.819026 + Penalty 3521.100196 = -6433481.718829 nChanged 22 SP:Iteration 81Q (6631.517094 sec): 3 clusters Score: Raw -6437004.651202 + Penalty 3521.100196 = -6433483.551005 nChanged 25 SP:Iteration 82Q (6631.593458 sec): 3 clusters Score: Raw -6437006.795285 + Penalty 3521.100196 = -6433485.695089 nChanged 17 SP:Iteration 83Q (6631.671305 sec): 3 clusters Score: Raw -6437008.139323 + Penalty 3521.100196 = -6433487.039126 nChanged 13 SP:Iteration 84Q (6631.748921 sec): 3 clusters Score: Raw -6437009.296041 + Penalty 3521.100196 = -6433488.195844 nChanged 15 SP:Iteration 85Q (6631.826265 sec): 3 clusters Score: Raw -6437010.738381 + Penalty 3521.100196 = -6433489.638185 nChanged 16 SP:Iteration 86Q (6631.937605 sec): 3 clusters Score: Raw -6437012.037490 + Penalty 3521.100196 = -6433490.937293 nChanged 18 SP:Iteration 87Q (6632.013421 sec): 3 clusters Score: Raw -6437013.766772 + Penalty 3521.100196 = -6433492.666576 nChanged 11 SP:Iteration 88Q (6632.109455 sec): 3 clusters Score: Raw -6437015.008202 + Penalty 3521.100196 = -6433493.908006 nChanged 13 SP:Iteration 89Q (6632.197065 sec): 3 clusters Score: Raw -6437016.007348 + Penalty 3521.100196 = -6433494.907152 nChanged 10 SP:Iteration 90Q (6632.278105 sec): 3 clusters Score: Raw -6437016.985859 + Penalty 3521.100196 = -6433495.885663 nChanged 13 SP:Iteration 91Q (6632.353838 sec): 3 clusters Score: Raw -6437018.183227 + Penalty 3521.100196 = -6433497.083031 nChanged 10 SP:Iteration 92Q (6632.463931 sec): 3 clusters Score: Raw -6437018.818156 + Penalty 3521.100196 = -6433497.717960 nChanged 7 SP:Iteration 93Q (6632.548272 sec): 3 clusters Score: Raw -6437019.308481 + Penalty 3521.100196 = -6433498.208285 nChanged 11 SP:Iteration 94Q (6632.625509 sec): 3 clusters Score: Raw -6437020.453171 + Penalty 3521.100196 = -6433499.352975 nChanged 16 SP:Iteration 95Q (6632.702595 sec): 3 clusters Score: Raw -6437021.697745 + Penalty 3521.100196 = -6433500.597549 nChanged 13 SP:Iteration 96Q (6632.793101 sec): 3 clusters Score: Raw -6437022.682800 + Penalty 3521.100196 = -6433501.582604 nChanged 14 SP:Iteration 97Q (6632.886943 sec): 3 clusters Score: Raw -6437023.975092 + Penalty 3521.100196 = -6433502.874896 nChanged 16 SP:Iteration 98Q (6632.987321 sec): 3 clusters Score: Raw -6437025.531618 + Penalty 3521.100196 = -6433504.431421 nChanged 9 SP:Iteration 99Q (6633.064088 sec): 3 clusters Score: Raw -6437026.466855 + Penalty 3521.100196 = -6433505.366659 nChanged 6 SP:Iteration 100F (6633.158247 sec): 3 clusters Score: Raw -6437027.103968 + Penalty 3521.100196 = -6433506.003772 nChanged 9 SP:Iteration 101Q (6633.234048 sec): 3 clusters Score: Raw -6437027.976120 + Penalty 3521.100196 = -6433506.875924 nChanged 8 SP:Iteration 102Q (6633.307574 sec): 3 clusters Score: Raw -6437028.962043 + Penalty 3521.100196 = -6433507.861847 nChanged 7 SP:Iteration 103Q (6633.397286 sec): 3 clusters Score: Raw -6437029.574167 + Penalty 3521.100196 = -6433508.473970 nChanged 5 SP:Iteration 104Q (6633.473263 sec): 3 clusters Score: Raw -6437029.932987 + Penalty 3521.100196 = -6433508.832791 nChanged 3 SP:Iteration 105Q (6633.552213 sec): 3 clusters Score: Raw -6437030.281634 + Penalty 3521.100196 = -6433509.181437 nChanged 4 SP:Iteration 106Q (6633.639032 sec): 3 clusters Score: Raw -6437030.661973 + Penalty 3521.100196 = -6433509.561777 nChanged 5 SP:Iteration 107Q (6633.713506 sec): 3 clusters Score: Raw -6437030.996288 + Penalty 3521.100196 = -6433509.896092 nChanged 4 SP:Iteration 108Q (6633.804654 sec): 3 clusters Score: Raw -6437031.177152 + Penalty 3521.100196 = -6433510.076955 nChanged 3 SP:Iteration 109Q (6633.879704 sec): 3 clusters Score: Raw -6437031.362890 + Penalty 3521.100196 = -6433510.262694 nChanged 3 SP:Iteration 110Q (6633.956289 sec): 3 clusters Score: Raw -6437031.491862 + Penalty 3521.100196 = -6433510.391665 nChanged 4 SP:Iteration 111Q (6634.031342 sec): 3 clusters Score: Raw -6437031.663416 + Penalty 3521.100196 = -6433510.563220 nChanged 3 SP:Iteration 112Q (6634.122293 sec): 3 clusters Score: Raw -6437031.790167 + Penalty 3521.100196 = -6433510.689971 nChanged 5 SP:Iteration 113Q (6634.198122 sec): 3 clusters Score: Raw -6437032.306764 + Penalty 3521.100196 = -6433511.206568 nChanged 6 SP:Iteration 114Q (6634.272998 sec): 3 clusters Score: Raw -6437032.811800 + Penalty 3521.100196 = -6433511.711604 nChanged 4 SP:Iteration 115Q (6634.348835 sec): 3 clusters Score: Raw -6437033.187606 + Penalty 3521.100196 = -6433512.087409 nChanged 3 SP:Iteration 116Q (6634.425998 sec): 3 clusters Score: Raw -6437033.397590 + Penalty 3521.100196 = -6433512.297394 nChanged 2 SP:Iteration 117Q (6634.504299 sec): 3 clusters Score: Raw -6437033.590798 + Penalty 3521.100196 = -6433512.490601 nChanged 2 SP:Iteration 118Q (6634.584673 sec): 3 clusters Score: Raw -6437033.884355 + Penalty 3521.100196 = -6433512.784159 nChanged 3 SP:Iteration 119Q (6634.657679 sec): 3 clusters Score: Raw -6437034.170834 + Penalty 3521.100196 = -6433513.070637 nChanged 5 SP:Iteration 120F (6634.745197 sec): 3 clusters Score: Raw -6437034.636863 + Penalty 3521.100196 = -6433513.536667 nChanged 6 SP:Iteration 121Q (6634.819672 sec): 3 clusters Score: Raw -6437035.344652 + Penalty 3521.100196 = -6433514.244456 nChanged 4 SP:Iteration 122Q (6634.892921 sec): 3 clusters Score: Raw -6437035.683794 + Penalty 3521.100196 = -6433514.583597 nChanged 4 SP:Iteration 123Q (6634.980478 sec): 3 clusters Score: Raw -6437036.056321 + Penalty 3521.100196 = -6433514.956124 nChanged 7 SP:Iteration 124Q (6635.056392 sec): 3 clusters Score: Raw -6437036.540012 + Penalty 3521.100196 = -6433515.439815 nChanged 7 SP:Iteration 125Q (6635.134070 sec): 3 clusters Score: Raw -6437037.100740 + Penalty 3521.100196 = -6433516.000543 nChanged 5 SP:Iteration 126Q (6635.210831 sec): 3 clusters Score: Raw -6437037.402452 + Penalty 3521.100196 = -6433516.302256 nChanged 3 SP:Iteration 127Q (6635.288562 sec): 3 clusters Score: Raw -6437037.502708 + Penalty 3521.100196 = -6433516.402512 nChanged 1 SP:Iteration 128Q (6635.364692 sec): 3 clusters Score: Raw -6437037.516080 + Penalty 3521.100196 = -6433516.415884 nChanged 0 SP:Iteration 129F (6635.453959 sec): 3 clusters Score: Raw -6437037.516080 + Penalty 3521.100196 = -6433516.415884 nChanged 0 Score: Raw -84159435.152396 + Penalty 96104.254719 = -84063330.897678 Splitting cluster 19 changes total score from -84063537.120338 to -84063330.897678 So it's not getting split. Trying to split cluster 20 (37403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6653.053380 sec): 2 clusters Score: Raw -4678062.558419 + Penalty 1711.044757 = -4676351.513663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6653.126103 sec): 3 clusters Score: Raw -4654537.897917 + Penalty 3422.089513 = -4651115.808404 nChanged 17505 SP:Iteration 1F (6653.195877 sec): 3 clusters Score: Raw -4664500.060645 + Penalty 3422.089513 = -4661077.971132 nChanged 1975 SP:Iteration 2F (6653.277812 sec): 3 clusters Score: Raw -4665333.648158 + Penalty 3422.089513 = -4661911.558645 nChanged 2188 SP:Iteration 3F (6653.346200 sec): 3 clusters Score: Raw -4666463.722202 + Penalty 3422.089513 = -4663041.632689 nChanged 2422 SP:Iteration 4F (6653.413659 sec): 3 clusters Score: Raw -4667985.851894 + Penalty 3422.089513 = -4664563.762381 nChanged 2613 SP:Iteration 5F (6653.484296 sec): 3 clusters Score: Raw -4669909.635434 + Penalty 3422.089513 = -4666487.545921 nChanged 2670 SP:Iteration 6F (6653.550155 sec): 3 clusters Score: Raw -4672152.550593 + Penalty 3422.089513 = -4668730.461080 nChanged 2387 SP:Iteration 7F (6653.617383 sec): 3 clusters Score: Raw -4674277.628154 + Penalty 3422.089513 = -4670855.538641 nChanged 1834 SP:Iteration 8Q (6653.686788 sec): 3 clusters Score: Raw -4675971.088486 + Penalty 3422.089513 = -4672548.998973 nChanged 1231 SP:Iteration 9Q (6653.751295 sec): 3 clusters Score: Raw -4677104.465510 + Penalty 3422.089513 = -4673682.375997 nChanged 730 SP:Iteration 10Q (6653.813667 sec): 3 clusters Score: Raw -4677741.722308 + Penalty 3422.089513 = -4674319.632795 nChanged 419 SP:Iteration 11Q (6653.873772 sec): 3 clusters Score: Raw -4678087.231285 + Penalty 3422.089513 = -4674665.141772 nChanged 238 SP:Iteration 12Q (6653.930542 sec): 3 clusters Score: Raw -4678253.964793 + Penalty 3422.089513 = -4674831.875280 nChanged 143 SP:Iteration 13Q (6653.987050 sec): 3 clusters Score: Raw -4678350.463701 + Penalty 3422.089513 = -4674928.374188 nChanged 104 SP:Iteration 14Q (6654.041586 sec): 3 clusters Score: Raw -4678413.330901 + Penalty 3422.089513 = -4674991.241388 nChanged 77 SP:Iteration 15Q (6654.096543 sec): 3 clusters Score: Raw -4678458.793909 + Penalty 3422.089513 = -4675036.704396 nChanged 41 SP:Iteration 16Q (6654.162793 sec): 3 clusters Score: Raw -4678486.544388 + Penalty 3422.089513 = -4675064.454875 nChanged 40 SP:Iteration 17Q (6654.217620 sec): 3 clusters Score: Raw -4678505.467885 + Penalty 3422.089513 = -4675083.378372 nChanged 26 SP:Iteration 18Q (6654.272010 sec): 3 clusters Score: Raw -4678515.182350 + Penalty 3422.089513 = -4675093.092837 nChanged 21 SP:Iteration 19Q (6654.328104 sec): 3 clusters Score: Raw -4678529.129106 + Penalty 3422.089513 = -4675107.039593 nChanged 28 SP:Iteration 20F (6654.395795 sec): 3 clusters Score: Raw -4678545.231363 + Penalty 3422.089513 = -4675123.141850 nChanged 21 SP:Iteration 21Q (6654.451304 sec): 3 clusters Score: Raw -4678552.564235 + Penalty 3422.089513 = -4675130.474722 nChanged 17 SP:Iteration 22Q (6654.508735 sec): 3 clusters Score: Raw -4678560.699513 + Penalty 3422.089513 = -4675138.610000 nChanged 15 SP:Iteration 23Q (6654.563346 sec): 3 clusters Score: Raw -4678570.342841 + Penalty 3422.089513 = -4675148.253328 nChanged 19 SP:Iteration 24Q (6654.617521 sec): 3 clusters Score: Raw -4678582.581014 + Penalty 3422.089513 = -4675160.491500 nChanged 29 SP:Iteration 25Q (6654.673314 sec): 3 clusters Score: Raw -4678598.036141 + Penalty 3422.089513 = -4675175.946628 nChanged 34 SP:Iteration 26Q (6654.727940 sec): 3 clusters Score: Raw -4678618.589459 + Penalty 3422.089513 = -4675196.499946 nChanged 32 SP:Iteration 27Q (6654.782670 sec): 3 clusters Score: Raw -4678638.922442 + Penalty 3422.089513 = -4675216.832929 nChanged 38 SP:Iteration 28Q (6654.837269 sec): 3 clusters Score: Raw -4678658.930647 + Penalty 3422.089513 = -4675236.841134 nChanged 28 SP:Iteration 29Q (6654.895819 sec): 3 clusters Score: Raw -4678677.882936 + Penalty 3422.089513 = -4675255.793423 nChanged 38 SP:Iteration 30Q (6654.949974 sec): 3 clusters Score: Raw -4678696.530304 + Penalty 3422.089513 = -4675274.440791 nChanged 26 SP:Iteration 31Q (6655.004278 sec): 3 clusters Score: Raw -4678707.956150 + Penalty 3422.089513 = -4675285.866637 nChanged 20 SP:Iteration 32Q (6655.067157 sec): 3 clusters Score: Raw -4678717.553351 + Penalty 3422.089513 = -4675295.463838 nChanged 20 SP:Iteration 33Q (6655.122655 sec): 3 clusters Score: Raw -4678724.806974 + Penalty 3422.089513 = -4675302.717461 nChanged 9 SP:Iteration 34Q (6655.175822 sec): 3 clusters Score: Raw -4678727.621607 + Penalty 3422.089513 = -4675305.532094 nChanged 7 SP:Iteration 35Q (6655.238213 sec): 3 clusters Score: Raw -4678730.126847 + Penalty 3422.089513 = -4675308.037334 nChanged 7 SP:Iteration 36Q (6655.313328 sec): 3 clusters Score: Raw -4678732.569559 + Penalty 3422.089513 = -4675310.480046 nChanged 2 SP:Iteration 37Q (6655.387029 sec): 3 clusters Score: Raw -4678733.125964 + Penalty 3422.089513 = -4675311.036451 nChanged 3 SP:Iteration 38Q (6655.441258 sec): 3 clusters Score: Raw -4678733.992657 + Penalty 3422.089513 = -4675311.903144 nChanged 1 SP:Iteration 39Q (6655.497196 sec): 3 clusters Score: Raw -4678734.462378 + Penalty 3422.089513 = -4675312.372865 nChanged 2 SP:Iteration 40F (6655.563229 sec): 3 clusters Score: Raw -4678740.179964 + Penalty 3422.089513 = -4675318.090451 nChanged 3 SP:Iteration 41Q (6655.620056 sec): 3 clusters Score: Raw -4678741.239696 + Penalty 3422.089513 = -4675319.150183 nChanged 3 SP:Iteration 42Q (6655.674453 sec): 3 clusters Score: Raw -4678741.872032 + Penalty 3422.089513 = -4675319.782519 nChanged 0 SP:Iteration 43F (6655.742510 sec): 3 clusters Score: Raw -4678741.872032 + Penalty 3422.089513 = -4675319.782519 nChanged 0 Trying to split cluster 21 (3210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6655.754698 sec): 2 clusters Score: Raw -381273.990235 + Penalty 1312.029260 = -379961.960975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6655.771398 sec): 3 clusters Score: Raw -379745.680097 + Penalty 2624.058520 = -377121.621577 nChanged 1201 SP:Iteration 1F (6655.786915 sec): 3 clusters Score: Raw -380509.535737 + Penalty 2624.058520 = -377885.477217 nChanged 295 SP:Iteration 2F (6655.802821 sec): 3 clusters Score: Raw -380800.115774 + Penalty 2624.058520 = -378176.057253 nChanged 231 SP:Iteration 3F (6655.820631 sec): 3 clusters Score: Raw -381093.021611 + Penalty 2624.058520 = -378468.963091 nChanged 233 SP:Iteration 4F (6655.836284 sec): 3 clusters Score: Raw -381404.173126 + Penalty 2624.058520 = -378780.114606 nChanged 209 SP:Iteration 5F (6655.851731 sec): 3 clusters Score: Raw -381649.234607 + Penalty 2624.058520 = -379025.176087 nChanged 163 SP:Iteration 6F (6655.866591 sec): 3 clusters Score: Raw -381817.348161 + Penalty 2624.058520 = -379193.289641 nChanged 125 SP:Iteration 7Q (6655.891090 sec): 3 clusters Score: Raw -381917.242772 + Penalty 2624.058520 = -379293.184252 nChanged 84 SP:Iteration 8Q (6655.909546 sec): 3 clusters Score: Raw -381978.332934 + Penalty 2624.058520 = -379354.274413 nChanged 74 SP:Iteration 9Q (6655.924172 sec): 3 clusters Score: Raw -382031.575987 + Penalty 2624.058520 = -379407.517466 nChanged 52 SP:Iteration 10Q (6655.939256 sec): 3 clusters Score: Raw -382069.784587 + Penalty 2624.058520 = -379445.726067 nChanged 51 SP:Iteration 11Q (6655.953703 sec): 3 clusters Score: Raw -382101.996069 + Penalty 2624.058520 = -379477.937549 nChanged 39 SP:Iteration 12Q (6655.968948 sec): 3 clusters Score: Raw -382133.815884 + Penalty 2624.058520 = -379509.757364 nChanged 43 SP:Iteration 13Q (6655.984018 sec): 3 clusters Score: Raw -382179.728947 + Penalty 2624.058520 = -379555.670427 nChanged 42 SP:Iteration 14Q (6655.999131 sec): 3 clusters Score: Raw -382220.049922 + Penalty 2624.058520 = -379595.991402 nChanged 45 SP:Iteration 15Q (6656.014742 sec): 3 clusters Score: Raw -382261.592099 + Penalty 2624.058520 = -379637.533579 nChanged 25 SP:Iteration 16Q (6656.028892 sec): 3 clusters Score: Raw -382274.629603 + Penalty 2624.058520 = -379650.571083 nChanged 20 SP:Iteration 17Q (6656.043934 sec): 3 clusters Score: Raw -382287.258938 + Penalty 2624.058520 = -379663.200418 nChanged 21 SP:Iteration 18Q (6656.058958 sec): 3 clusters Score: Raw -382300.906295 + Penalty 2624.058520 = -379676.847775 nChanged 19 SP:Iteration 19Q (6656.073690 sec): 3 clusters Score: Raw -382312.517647 + Penalty 2624.058520 = -379688.459126 nChanged 13 SP:Iteration 20F (6656.089310 sec): 3 clusters Score: Raw -382319.598379 + Penalty 2624.058520 = -379695.539859 nChanged 9 SP:Iteration 21Q (6656.109099 sec): 3 clusters Score: Raw -382323.477005 + Penalty 2624.058520 = -379699.418485 nChanged 4 SP:Iteration 22Q (6656.124006 sec): 3 clusters Score: Raw -382324.746323 + Penalty 2624.058520 = -379700.687803 nChanged 5 SP:Iteration 23Q (6656.139012 sec): 3 clusters Score: Raw -382326.408656 + Penalty 2624.058520 = -379702.350136 nChanged 3 SP:Iteration 24Q (6656.153884 sec): 3 clusters Score: Raw -382327.459199 + Penalty 2624.058520 = -379703.400679 nChanged 3 SP:Iteration 25Q (6656.168864 sec): 3 clusters Score: Raw -382328.913628 + Penalty 2624.058520 = -379704.855107 nChanged 1 SP:Iteration 26Q (6656.183727 sec): 3 clusters Score: Raw -382329.373059 + Penalty 2624.058520 = -379705.314539 nChanged 1 SP:Iteration 27Q (6656.202182 sec): 3 clusters Score: Raw -382329.735451 + Penalty 2624.058520 = -379705.676930 nChanged 3 SP:Iteration 28Q (6656.216843 sec): 3 clusters Score: Raw -382330.773706 + Penalty 2624.058520 = -379706.715186 nChanged 2 SP:Iteration 29Q (6656.231717 sec): 3 clusters Score: Raw -382331.625852 + Penalty 2624.058520 = -379707.567332 nChanged 3 SP:Iteration 30Q (6656.246621 sec): 3 clusters Score: Raw -382332.474432 + Penalty 2624.058520 = -379708.415912 nChanged 0 SP:Iteration 31F (6656.262063 sec): 3 clusters Score: Raw -382332.474432 + Penalty 2624.058520 = -379708.415912 nChanged 0 Trying to split cluster 22 (7837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6656.284707 sec): 2 clusters Score: Raw -989859.178235 + Penalty 1457.074350 = -988402.103884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6656.309788 sec): 3 clusters Score: Raw -985583.995903 + Penalty 2914.148701 = -982669.847202 nChanged 3369 SP:Iteration 1F (6656.334107 sec): 3 clusters Score: Raw -987409.569011 + Penalty 2914.148701 = -984495.420311 nChanged 527 SP:Iteration 2F (6656.358828 sec): 3 clusters Score: Raw -987659.392264 + Penalty 2914.148701 = -984745.243564 nChanged 413 SP:Iteration 3F (6656.384896 sec): 3 clusters Score: Raw -987859.879721 + Penalty 2914.148701 = -984945.731020 nChanged 364 SP:Iteration 4Q (6656.409479 sec): 3 clusters Score: Raw -988049.123593 + Penalty 2914.148701 = -985134.974893 nChanged 386 SP:Iteration 5Q (6656.433888 sec): 3 clusters Score: Raw -988277.503208 + Penalty 2914.148701 = -985363.354508 nChanged 394 SP:Iteration 6F (6656.458219 sec): 3 clusters Score: Raw -988536.005607 + Penalty 2914.148701 = -985621.856906 nChanged 440 SP:Iteration 7F (6656.493294 sec): 3 clusters Score: Raw -988858.214231 + Penalty 2914.148701 = -985944.065530 nChanged 459 SP:Iteration 8F (6656.517864 sec): 3 clusters Score: Raw -989219.750655 + Penalty 2914.148701 = -986305.601954 nChanged 433 SP:Iteration 9F (6656.542140 sec): 3 clusters Score: Raw -989570.322533 + Penalty 2914.148701 = -986656.173832 nChanged 377 SP:Iteration 10Q (6656.570854 sec): 3 clusters Score: Raw -989859.973469 + Penalty 2914.148701 = -986945.824768 nChanged 294 SP:Iteration 11Q (6656.595220 sec): 3 clusters Score: Raw -990101.222894 + Penalty 2914.148701 = -987187.074193 nChanged 216 SP:Iteration 12Q (6656.619509 sec): 3 clusters Score: Raw -990264.934299 + Penalty 2914.148701 = -987350.785598 nChanged 132 SP:Iteration 13Q (6656.643360 sec): 3 clusters Score: Raw -990341.314777 + Penalty 2914.148701 = -987427.166076 nChanged 93 SP:Iteration 14Q (6656.667208 sec): 3 clusters Score: Raw -990407.898166 + Penalty 2914.148701 = -987493.749465 nChanged 85 SP:Iteration 15Q (6656.690835 sec): 3 clusters Score: Raw -990469.898050 + Penalty 2914.148701 = -987555.749349 nChanged 58 SP:Iteration 16Q (6656.714405 sec): 3 clusters Score: Raw -990508.041836 + Penalty 2914.148701 = -987593.893136 nChanged 45 SP:Iteration 17Q (6656.737670 sec): 3 clusters Score: Raw -990538.801354 + Penalty 2914.148701 = -987624.652654 nChanged 36 SP:Iteration 18Q (6656.760568 sec): 3 clusters Score: Raw -990558.004796 + Penalty 2914.148701 = -987643.856095 nChanged 29 SP:Iteration 19Q (6656.783443 sec): 3 clusters Score: Raw -990569.255276 + Penalty 2914.148701 = -987655.106575 nChanged 18 SP:Iteration 20F (6656.818005 sec): 3 clusters Score: Raw -990576.430973 + Penalty 2914.148701 = -987662.282272 nChanged 8 SP:Iteration 21Q (6656.840920 sec): 3 clusters Score: Raw -990579.640343 + Penalty 2914.148701 = -987665.491642 nChanged 7 SP:Iteration 22Q (6656.863687 sec): 3 clusters Score: Raw -990582.053073 + Penalty 2914.148701 = -987667.904372 nChanged 5 SP:Iteration 23Q (6656.886574 sec): 3 clusters Score: Raw -990583.949979 + Penalty 2914.148701 = -987669.801278 nChanged 5 SP:Iteration 24Q (6656.909422 sec): 3 clusters Score: Raw -990586.008852 + Penalty 2914.148701 = -987671.860151 nChanged 3 SP:Iteration 25Q (6656.931980 sec): 3 clusters Score: Raw -990587.928034 + Penalty 2914.148701 = -987673.779333 nChanged 5 SP:Iteration 26Q (6656.962440 sec): 3 clusters Score: Raw -990589.974526 + Penalty 2914.148701 = -987675.825825 nChanged 7 SP:Iteration 27Q (6656.995472 sec): 3 clusters Score: Raw -990591.511820 + Penalty 2914.148701 = -987677.363119 nChanged 3 SP:Iteration 28Q (6657.021842 sec): 3 clusters Score: Raw -990592.934486 + Penalty 2914.148701 = -987678.785785 nChanged 4 SP:Iteration 29Q (6657.044283 sec): 3 clusters Score: Raw -990594.986048 + Penalty 2914.148701 = -987680.837347 nChanged 9 SP:Iteration 30Q (6657.067237 sec): 3 clusters Score: Raw -990598.641976 + Penalty 2914.148701 = -987684.493275 nChanged 2 SP:Iteration 31Q (6657.090082 sec): 3 clusters Score: Raw -990599.350507 + Penalty 2914.148701 = -987685.201806 nChanged 2 SP:Iteration 32Q (6657.118514 sec): 3 clusters Score: Raw -990600.358669 + Penalty 2914.148701 = -987686.209968 nChanged 1 SP:Iteration 33Q (6657.141214 sec): 3 clusters Score: Raw -990600.695183 + Penalty 2914.148701 = -987686.546482 nChanged 1 SP:Iteration 34Q (6657.163906 sec): 3 clusters Score: Raw -990601.034335 + Penalty 2914.148701 = -987686.885635 nChanged 1 SP:Iteration 35Q (6657.186506 sec): 3 clusters Score: Raw -990601.367816 + Penalty 2914.148701 = -987687.219115 nChanged 1 SP:Iteration 36Q (6657.219702 sec): 3 clusters Score: Raw -990601.686090 + Penalty 2914.148701 = -987687.537389 nChanged 1 SP:Iteration 37Q (6657.242210 sec): 3 clusters Score: Raw -990602.042706 + Penalty 2914.148701 = -987687.894005 nChanged 1 SP:Iteration 38Q (6657.264775 sec): 3 clusters Score: Raw -990602.877160 + Penalty 2914.148701 = -987688.728459 nChanged 3 SP:Iteration 39Q (6657.287374 sec): 3 clusters Score: Raw -990604.013825 + Penalty 2914.148701 = -987689.865125 nChanged 2 SP:Iteration 40F (6657.311894 sec): 3 clusters Score: Raw -990604.181720 + Penalty 2914.148701 = -987690.033019 nChanged 1 SP:Iteration 41Q (6657.356846 sec): 3 clusters Score: Raw -990604.388538 + Penalty 2914.148701 = -987690.239838 nChanged 0 SP:Iteration 42F (6657.381258 sec): 3 clusters Score: Raw -990604.388538 + Penalty 2914.148701 = -987690.239838 nChanged 0 Trying to split cluster 23 (6446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6657.401631 sec): 2 clusters Score: Raw -754910.214702 + Penalty 1425.322448 = -753484.892254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6657.456318 sec): 3 clusters Score: Raw -751480.737521 + Penalty 2850.644895 = -748630.092626 nChanged 2663 SP:Iteration 1F (6657.479249 sec): 3 clusters Score: Raw -753209.070196 + Penalty 2850.644895 = -750358.425301 nChanged 615 SP:Iteration 2F (6657.502254 sec): 3 clusters Score: Raw -753759.335904 + Penalty 2850.644895 = -750908.691008 nChanged 546 SP:Iteration 3F (6657.546282 sec): 3 clusters Score: Raw -754239.605107 + Penalty 2850.644895 = -751388.960211 nChanged 464 SP:Iteration 4F (6657.588827 sec): 3 clusters Score: Raw -754610.233199 + Penalty 2850.644895 = -751759.588304 nChanged 358 SP:Iteration 5F (6657.611703 sec): 3 clusters Score: Raw -754884.247438 + Penalty 2850.644895 = -752033.602542 nChanged 329 SP:Iteration 6F (6657.634632 sec): 3 clusters Score: Raw -755113.397035 + Penalty 2850.644895 = -752262.752139 nChanged 239 SP:Iteration 7Q (6657.657338 sec): 3 clusters Score: Raw -755247.636404 + Penalty 2850.644895 = -752396.991508 nChanged 182 SP:Iteration 8Q (6657.717915 sec): 3 clusters Score: Raw -755358.223944 + Penalty 2850.644895 = -752507.579048 nChanged 176 SP:Iteration 9Q (6657.736465 sec): 3 clusters Score: Raw -755462.731023 + Penalty 2850.644895 = -752612.086128 nChanged 130 SP:Iteration 10Q (6657.762217 sec): 3 clusters Score: Raw -755547.408515 + Penalty 2850.644895 = -752696.763620 nChanged 121 SP:Iteration 11Q (6657.787391 sec): 3 clusters Score: Raw -755614.752076 + Penalty 2850.644895 = -752764.107180 nChanged 95 SP:Iteration 12Q (6657.809653 sec): 3 clusters Score: Raw -755663.769279 + Penalty 2850.644895 = -752813.124384 nChanged 84 SP:Iteration 13Q (6657.832183 sec): 3 clusters Score: Raw -755703.325988 + Penalty 2850.644895 = -752852.681093 nChanged 62 SP:Iteration 14Q (6657.854548 sec): 3 clusters Score: Raw -755731.073165 + Penalty 2850.644895 = -752880.428270 nChanged 52 SP:Iteration 15Q (6657.879281 sec): 3 clusters Score: Raw -755749.967469 + Penalty 2850.644895 = -752899.322574 nChanged 44 SP:Iteration 16Q (6657.900916 sec): 3 clusters Score: Raw -755764.525939 + Penalty 2850.644895 = -752913.881044 nChanged 39 SP:Iteration 17Q (6657.923170 sec): 3 clusters Score: Raw -755774.724183 + Penalty 2850.644895 = -752924.079287 nChanged 32 SP:Iteration 18Q (6657.947409 sec): 3 clusters Score: Raw -755782.708867 + Penalty 2850.644895 = -752932.063972 nChanged 33 SP:Iteration 19Q (6657.969616 sec): 3 clusters Score: Raw -755791.656521 + Penalty 2850.644895 = -752941.011625 nChanged 29 SP:Iteration 20F (6657.992017 sec): 3 clusters Score: Raw -755799.746201 + Penalty 2850.644895 = -752949.101305 nChanged 19 SP:Iteration 21Q (6658.014152 sec): 3 clusters Score: Raw -755804.905437 + Penalty 2850.644895 = -752954.260541 nChanged 20 SP:Iteration 22Q (6658.036065 sec): 3 clusters Score: Raw -755809.820319 + Penalty 2850.644895 = -752959.175424 nChanged 18 SP:Iteration 23Q (6658.057475 sec): 3 clusters Score: Raw -755812.930632 + Penalty 2850.644895 = -752962.285737 nChanged 14 SP:Iteration 24Q (6658.088242 sec): 3 clusters Score: Raw -755815.089478 + Penalty 2850.644895 = -752964.444582 nChanged 11 SP:Iteration 25Q (6658.119497 sec): 3 clusters Score: Raw -755817.875268 + Penalty 2850.644895 = -752967.230372 nChanged 14 SP:Iteration 26Q (6658.146997 sec): 3 clusters Score: Raw -755820.970237 + Penalty 2850.644895 = -752970.325342 nChanged 10 SP:Iteration 27Q (6658.168931 sec): 3 clusters Score: Raw -755822.824090 + Penalty 2850.644895 = -752972.179195 nChanged 4 SP:Iteration 28Q (6658.191225 sec): 3 clusters Score: Raw -755823.649939 + Penalty 2850.644895 = -752973.005044 nChanged 6 SP:Iteration 29Q (6658.213484 sec): 3 clusters Score: Raw -755824.430222 + Penalty 2850.644895 = -752973.785327 nChanged 2 SP:Iteration 30Q (6658.234894 sec): 3 clusters Score: Raw -755824.598278 + Penalty 2850.644895 = -752973.953383 nChanged 2 SP:Iteration 31Q (6658.256673 sec): 3 clusters Score: Raw -755824.755890 + Penalty 2850.644895 = -752974.110995 nChanged 1 SP:Iteration 32Q (6658.286308 sec): 3 clusters Score: Raw -755824.833830 + Penalty 2850.644895 = -752974.188935 nChanged 0 SP:Iteration 33F (6658.308628 sec): 3 clusters Score: Raw -755824.833830 + Penalty 2850.644895 = -752974.188935 nChanged 0 Trying to split cluster 24 (37238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6658.371262 sec): 2 clusters Score: Raw -4777604.777029 + Penalty 1710.326316 = -4775894.450713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6658.446200 sec): 3 clusters Score: Raw -4754261.851207 + Penalty 3420.652633 = -4750841.198574 nChanged 17317 SP:Iteration 1F (6658.513161 sec): 3 clusters Score: Raw -4764129.934025 + Penalty 3420.652633 = -4760709.281392 nChanged 1711 SP:Iteration 2Q (6658.583143 sec): 3 clusters Score: Raw -4764792.727308 + Penalty 3420.652633 = -4761372.074675 nChanged 1845 SP:Iteration 3Q (6658.652475 sec): 3 clusters Score: Raw -4765558.880157 + Penalty 3420.652633 = -4762138.227524 nChanged 1917 SP:Iteration 4F (6658.724302 sec): 3 clusters Score: Raw -4766495.518385 + Penalty 3420.652633 = -4763074.865752 nChanged 1978 SP:Iteration 5F (6658.789696 sec): 3 clusters Score: Raw -4767599.384326 + Penalty 3420.652633 = -4764178.731693 nChanged 2001 SP:Iteration 6F (6658.856234 sec): 3 clusters Score: Raw -4768772.089278 + Penalty 3420.652633 = -4765351.436645 nChanged 1953 SP:Iteration 7F (6658.952259 sec): 3 clusters Score: Raw -4769960.465325 + Penalty 3420.652633 = -4766539.812692 nChanged 1866 SP:Iteration 8F (6659.022809 sec): 3 clusters Score: Raw -4771055.065022 + Penalty 3420.652633 = -4767634.412389 nChanged 1604 SP:Iteration 9Q (6659.091921 sec): 3 clusters Score: Raw -4771817.459937 + Penalty 3420.652633 = -4768396.807304 nChanged 1175 SP:Iteration 10Q (6659.159301 sec): 3 clusters Score: Raw -4772183.501952 + Penalty 3420.652633 = -4768762.849319 nChanged 745 SP:Iteration 11Q (6659.232010 sec): 3 clusters Score: Raw -4772345.875543 + Penalty 3420.652633 = -4768925.222910 nChanged 500 SP:Iteration 12Q (6659.299019 sec): 3 clusters Score: Raw -4772441.081044 + Penalty 3420.652633 = -4769020.428411 nChanged 417 SP:Iteration 13Q (6659.379091 sec): 3 clusters Score: Raw -4772520.215540 + Penalty 3420.652633 = -4769099.562907 nChanged 395 SP:Iteration 14Q (6659.444556 sec): 3 clusters Score: Raw -4772601.643939 + Penalty 3420.652633 = -4769180.991306 nChanged 384 SP:Iteration 15Q (6659.516568 sec): 3 clusters Score: Raw -4772678.486387 + Penalty 3420.652633 = -4769257.833754 nChanged 414 SP:Iteration 16Q (6659.583141 sec): 3 clusters Score: Raw -4772768.260220 + Penalty 3420.652633 = -4769347.607587 nChanged 421 SP:Iteration 17Q (6659.672948 sec): 3 clusters Score: Raw -4772856.848869 + Penalty 3420.652633 = -4769436.196236 nChanged 413 SP:Iteration 18Q (6659.753068 sec): 3 clusters Score: Raw -4772951.180572 + Penalty 3420.652633 = -4769530.527939 nChanged 433 SP:Iteration 19Q (6659.819021 sec): 3 clusters Score: Raw -4773043.094214 + Penalty 3420.652633 = -4769622.441582 nChanged 389 SP:Iteration 20F (6659.883997 sec): 3 clusters Score: Raw -4773126.182921 + Penalty 3420.652633 = -4769705.530288 nChanged 377 SP:Iteration 21Q (6659.951701 sec): 3 clusters Score: Raw -4773200.744321 + Penalty 3420.652633 = -4769780.091688 nChanged 361 SP:Iteration 22Q (6660.017658 sec): 3 clusters Score: Raw -4773268.479926 + Penalty 3420.652633 = -4769847.827293 nChanged 336 SP:Iteration 23Q (6660.088000 sec): 3 clusters Score: Raw -4773330.865830 + Penalty 3420.652633 = -4769910.213197 nChanged 325 SP:Iteration 24Q (6660.151010 sec): 3 clusters Score: Raw -4773389.054807 + Penalty 3420.652633 = -4769968.402175 nChanged 293 SP:Iteration 25Q (6660.248677 sec): 3 clusters Score: Raw -4773441.608169 + Penalty 3420.652633 = -4770020.955536 nChanged 309 SP:Iteration 26Q (6660.314625 sec): 3 clusters Score: Raw -4773496.821538 + Penalty 3420.652633 = -4770076.168905 nChanged 304 SP:Iteration 27Q (6660.380752 sec): 3 clusters Score: Raw -4773545.453413 + Penalty 3420.652633 = -4770124.800780 nChanged 284 SP:Iteration 28Q (6660.479657 sec): 3 clusters Score: Raw -4773593.278149 + Penalty 3420.652633 = -4770172.625516 nChanged 270 SP:Iteration 29Q (6660.546554 sec): 3 clusters Score: Raw -4773640.933329 + Penalty 3420.652633 = -4770220.280696 nChanged 295 SP:Iteration 30Q (6660.613118 sec): 3 clusters Score: Raw -4773688.182494 + Penalty 3420.652633 = -4770267.529861 nChanged 279 SP:Iteration 31Q (6660.682222 sec): 3 clusters Score: Raw -4773729.873452 + Penalty 3420.652633 = -4770309.220819 nChanged 252 SP:Iteration 32Q (6660.749831 sec): 3 clusters Score: Raw -4773768.269562 + Penalty 3420.652633 = -4770347.616929 nChanged 253 SP:Iteration 33Q (6660.820909 sec): 3 clusters Score: Raw -4773807.887136 + Penalty 3420.652633 = -4770387.234503 nChanged 245 SP:Iteration 34Q (6660.887144 sec): 3 clusters Score: Raw -4773846.786142 + Penalty 3420.652633 = -4770426.133509 nChanged 228 SP:Iteration 35Q (6660.952349 sec): 3 clusters Score: Raw -4773875.944863 + Penalty 3420.652633 = -4770455.292230 nChanged 218 SP:Iteration 36Q (6661.017907 sec): 3 clusters Score: Raw -4773905.627413 + Penalty 3420.652633 = -4770484.974781 nChanged 215 SP:Iteration 37Q (6661.086079 sec): 3 clusters Score: Raw -4773935.785403 + Penalty 3420.652633 = -4770515.132771 nChanged 217 SP:Iteration 38Q (6661.152059 sec): 3 clusters Score: Raw -4773965.762281 + Penalty 3420.652633 = -4770545.109648 nChanged 220 SP:Iteration 39Q (6661.224254 sec): 3 clusters Score: Raw -4773996.640405 + Penalty 3420.652633 = -4770575.987773 nChanged 251 SP:Iteration 40F (6661.294072 sec): 3 clusters Score: Raw -4774034.466887 + Penalty 3420.652633 = -4770613.814254 nChanged 255 SP:Iteration 41Q (6661.360381 sec): 3 clusters Score: Raw -4774075.238687 + Penalty 3420.652633 = -4770654.586054 nChanged 269 SP:Iteration 42Q (6661.456695 sec): 3 clusters Score: Raw -4774115.897166 + Penalty 3420.652633 = -4770695.244533 nChanged 267 SP:Iteration 43Q (6661.559186 sec): 3 clusters Score: Raw -4774156.339888 + Penalty 3420.652633 = -4770735.687255 nChanged 264 SP:Iteration 44Q (6661.624163 sec): 3 clusters Score: Raw -4774197.733624 + Penalty 3420.652633 = -4770777.080991 nChanged 285 SP:Iteration 45Q (6661.689418 sec): 3 clusters Score: Raw -4774245.871307 + Penalty 3420.652633 = -4770825.218674 nChanged 307 SP:Iteration 46Q (6661.765085 sec): 3 clusters Score: Raw -4774300.291261 + Penalty 3420.652633 = -4770879.638628 nChanged 307 SP:Iteration 47Q (6661.842568 sec): 3 clusters Score: Raw -4774354.036535 + Penalty 3420.652633 = -4770933.383902 nChanged 325 SP:Iteration 48Q (6661.932368 sec): 3 clusters Score: Raw -4774413.413789 + Penalty 3420.652633 = -4770992.761156 nChanged 338 SP:Iteration 49Q (6662.004743 sec): 3 clusters Score: Raw -4774477.254167 + Penalty 3420.652633 = -4771056.601534 nChanged 347 SP:Iteration 50Q (6662.069255 sec): 3 clusters Score: Raw -4774547.466412 + Penalty 3420.652633 = -4771126.813779 nChanged 353 SP:Iteration 51Q (6662.156359 sec): 3 clusters Score: Raw -4774622.745090 + Penalty 3420.652633 = -4771202.092457 nChanged 356 SP:Iteration 52Q (6662.222628 sec): 3 clusters Score: Raw -4774693.820775 + Penalty 3420.652633 = -4771273.168142 nChanged 358 SP:Iteration 53Q (6662.286653 sec): 3 clusters Score: Raw -4774769.469224 + Penalty 3420.652633 = -4771348.816591 nChanged 380 SP:Iteration 54Q (6662.350605 sec): 3 clusters Score: Raw -4774853.549729 + Penalty 3420.652633 = -4771432.897096 nChanged 397 SP:Iteration 55Q (6662.417177 sec): 3 clusters Score: Raw -4774939.988653 + Penalty 3420.652633 = -4771519.336020 nChanged 392 SP:Iteration 56Q (6662.479903 sec): 3 clusters Score: Raw -4775033.714440 + Penalty 3420.652633 = -4771613.061807 nChanged 432 SP:Iteration 57Q (6662.542966 sec): 3 clusters Score: Raw -4775139.312422 + Penalty 3420.652633 = -4771718.659789 nChanged 427 SP:Iteration 58Q (6662.606334 sec): 3 clusters Score: Raw -4775245.533970 + Penalty 3420.652633 = -4771824.881337 nChanged 421 SP:Iteration 59Q (6662.668652 sec): 3 clusters Score: Raw -4775353.053596 + Penalty 3420.652633 = -4771932.400963 nChanged 403 SP:Iteration 60F (6662.734042 sec): 3 clusters Score: Raw -4775461.005892 + Penalty 3420.652633 = -4772040.353260 nChanged 412 SP:Iteration 61Q (6662.796691 sec): 3 clusters Score: Raw -4775578.513289 + Penalty 3420.652633 = -4772157.860656 nChanged 402 SP:Iteration 62Q (6662.858189 sec): 3 clusters Score: Raw -4775689.134241 + Penalty 3420.652633 = -4772268.481608 nChanged 400 SP:Iteration 63Q (6662.921309 sec): 3 clusters Score: Raw -4775806.019359 + Penalty 3420.652633 = -4772385.366726 nChanged 408 SP:Iteration 64Q (6662.982373 sec): 3 clusters Score: Raw -4775933.696856 + Penalty 3420.652633 = -4772513.044224 nChanged 450 SP:Iteration 65Q (6663.043176 sec): 3 clusters Score: Raw -4776098.569172 + Penalty 3420.652633 = -4772677.916539 nChanged 454 SP:Iteration 66Q (6663.103560 sec): 3 clusters Score: Raw -4776263.720155 + Penalty 3420.652633 = -4772843.067522 nChanged 462 SP:Iteration 67Q (6663.163078 sec): 3 clusters Score: Raw -4776434.376838 + Penalty 3420.652633 = -4773013.724205 nChanged 443 SP:Iteration 68Q (6663.247527 sec): 3 clusters Score: Raw -4776603.738009 + Penalty 3420.652633 = -4773183.085376 nChanged 384 SP:Iteration 69Q (6663.310694 sec): 3 clusters Score: Raw -4776749.173370 + Penalty 3420.652633 = -4773328.520737 nChanged 385 SP:Iteration 70Q (6663.372734 sec): 3 clusters Score: Raw -4776909.379314 + Penalty 3420.652633 = -4773488.726681 nChanged 352 SP:Iteration 71Q (6663.443142 sec): 3 clusters Score: Raw -4777052.455548 + Penalty 3420.652633 = -4773631.802915 nChanged 311 SP:Iteration 72Q (6663.500949 sec): 3 clusters Score: Raw -4777173.075081 + Penalty 3420.652633 = -4773752.422448 nChanged 276 SP:Iteration 73Q (6663.558718 sec): 3 clusters Score: Raw -4777277.369371 + Penalty 3420.652633 = -4773856.716738 nChanged 256 SP:Iteration 74Q (6663.616235 sec): 3 clusters Score: Raw -4777381.377785 + Penalty 3420.652633 = -4773960.725152 nChanged 264 SP:Iteration 75Q (6663.673150 sec): 3 clusters Score: Raw -4777493.180732 + Penalty 3420.652633 = -4774072.528099 nChanged 221 SP:Iteration 76Q (6663.729539 sec): 3 clusters Score: Raw -4777586.461297 + Penalty 3420.652633 = -4774165.808664 nChanged 176 SP:Iteration 77Q (6663.787833 sec): 3 clusters Score: Raw -4777657.644318 + Penalty 3420.652633 = -4774236.991685 nChanged 157 SP:Iteration 78Q (6663.842843 sec): 3 clusters Score: Raw -4777725.626354 + Penalty 3420.652633 = -4774304.973721 nChanged 159 SP:Iteration 79Q (6663.899490 sec): 3 clusters Score: Raw -4777801.806675 + Penalty 3420.652633 = -4774381.154042 nChanged 132 SP:Iteration 80F (6663.964894 sec): 3 clusters Score: Raw -4777857.415166 + Penalty 3420.652633 = -4774436.762533 nChanged 106 SP:Iteration 81Q (6664.022132 sec): 3 clusters Score: Raw -4777896.619828 + Penalty 3420.652633 = -4774475.967195 nChanged 90 SP:Iteration 82Q (6664.088615 sec): 3 clusters Score: Raw -4777933.503471 + Penalty 3420.652633 = -4774512.850838 nChanged 69 SP:Iteration 83Q (6664.151208 sec): 3 clusters Score: Raw -4777963.196950 + Penalty 3420.652633 = -4774542.544317 nChanged 65 SP:Iteration 84Q (6664.221701 sec): 3 clusters Score: Raw -4777986.699971 + Penalty 3420.652633 = -4774566.047338 nChanged 44 SP:Iteration 85Q (6664.279961 sec): 3 clusters Score: Raw -4777998.952675 + Penalty 3420.652633 = -4774578.300042 nChanged 28 SP:Iteration 86Q (6664.345618 sec): 3 clusters Score: Raw -4778007.741393 + Penalty 3420.652633 = -4774587.088760 nChanged 19 SP:Iteration 87Q (6664.416285 sec): 3 clusters Score: Raw -4778014.506181 + Penalty 3420.652633 = -4774593.853548 nChanged 18 SP:Iteration 88Q (6664.498432 sec): 3 clusters Score: Raw -4778019.944203 + Penalty 3420.652633 = -4774599.291570 nChanged 14 SP:Iteration 89Q (6664.569809 sec): 3 clusters Score: Raw -4778024.276804 + Penalty 3420.652633 = -4774603.624171 nChanged 20 SP:Iteration 90Q (6664.628332 sec): 3 clusters Score: Raw -4778030.997711 + Penalty 3420.652633 = -4774610.345078 nChanged 14 SP:Iteration 91Q (6664.720819 sec): 3 clusters Score: Raw -4778034.689509 + Penalty 3420.652633 = -4774614.036876 nChanged 9 SP:Iteration 92Q (6664.790572 sec): 3 clusters Score: Raw -4778039.621603 + Penalty 3420.652633 = -4774618.968970 nChanged 7 SP:Iteration 93Q (6664.862193 sec): 3 clusters Score: Raw -4778043.028117 + Penalty 3420.652633 = -4774622.375484 nChanged 8 SP:Iteration 94Q (6664.918475 sec): 3 clusters Score: Raw -4778046.503036 + Penalty 3420.652633 = -4774625.850403 nChanged 9 SP:Iteration 95Q (6664.996265 sec): 3 clusters Score: Raw -4778051.145013 + Penalty 3420.652633 = -4774630.492380 nChanged 15 SP:Iteration 96Q (6665.057092 sec): 3 clusters Score: Raw -4778056.257926 + Penalty 3420.652633 = -4774635.605293 nChanged 6 SP:Iteration 97Q (6665.123849 sec): 3 clusters Score: Raw -4778057.822765 + Penalty 3420.652633 = -4774637.170132 nChanged 5 SP:Iteration 98Q (6665.186425 sec): 3 clusters Score: Raw -4778058.627894 + Penalty 3420.652633 = -4774637.975262 nChanged 2 SP:Iteration 99Q (6665.241112 sec): 3 clusters Score: Raw -4778059.258579 + Penalty 3420.652633 = -4774638.605946 nChanged 4 SP:Iteration 100F (6665.313793 sec): 3 clusters Score: Raw -4778060.312335 + Penalty 3420.652633 = -4774639.659702 nChanged 3 SP:Iteration 101Q (6665.368974 sec): 3 clusters Score: Raw -4778061.374896 + Penalty 3420.652633 = -4774640.722263 nChanged 2 SP:Iteration 102Q (6665.428710 sec): 3 clusters Score: Raw -4778062.486944 + Penalty 3420.652633 = -4774641.834312 nChanged 3 SP:Iteration 103Q (6665.498170 sec): 3 clusters Score: Raw -4778063.198553 + Penalty 3420.652633 = -4774642.545920 nChanged 1 SP:Iteration 104Q (6665.558019 sec): 3 clusters Score: Raw -4778063.591810 + Penalty 3420.652633 = -4774642.939178 nChanged 1 SP:Iteration 105Q (6665.612184 sec): 3 clusters Score: Raw -4778063.794753 + Penalty 3420.652633 = -4774643.142120 nChanged 0 SP:Iteration 106F (6665.677244 sec): 3 clusters Score: Raw -4778063.794753 + Penalty 3420.652633 = -4774643.142120 nChanged 0 Trying to split cluster 25 (47673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6665.739669 sec): 2 clusters Score: Raw -6058382.481678 + Penalty 1750.469578 = -6056632.012100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6665.827764 sec): 3 clusters Score: Raw -6028370.313929 + Penalty 3500.939156 = -6024869.374774 nChanged 22318 SP:Iteration 1F (6665.909291 sec): 3 clusters Score: Raw -6041461.377105 + Penalty 3500.939156 = -6037960.437950 nChanged 2537 SP:Iteration 2F (6665.990566 sec): 3 clusters Score: Raw -6042585.363383 + Penalty 3500.939156 = -6039084.424227 nChanged 2863 SP:Iteration 3F (6666.071939 sec): 3 clusters Score: Raw -6044040.546603 + Penalty 3500.939156 = -6040539.607447 nChanged 3162 SP:Iteration 4F (6666.153515 sec): 3 clusters Score: Raw -6045951.230319 + Penalty 3500.939156 = -6042450.291163 nChanged 3369 SP:Iteration 5F (6666.235398 sec): 3 clusters Score: Raw -6048213.180858 + Penalty 3500.939156 = -6044712.241702 nChanged 3254 SP:Iteration 6F (6666.317070 sec): 3 clusters Score: Raw -6050570.213112 + Penalty 3500.939156 = -6047069.273956 nChanged 2725 SP:Iteration 7F (6666.420376 sec): 3 clusters Score: Raw -6052634.790285 + Penalty 3500.939156 = -6049133.851129 nChanged 2156 SP:Iteration 8Q (6666.506068 sec): 3 clusters Score: Raw -6054345.144238 + Penalty 3500.939156 = -6050844.205082 nChanged 1558 SP:Iteration 9Q (6666.590693 sec): 3 clusters Score: Raw -6055484.804905 + Penalty 3500.939156 = -6051983.865750 nChanged 1171 SP:Iteration 10Q (6666.669634 sec): 3 clusters Score: Raw -6056265.667013 + Penalty 3500.939156 = -6052764.727857 nChanged 902 SP:Iteration 11Q (6666.746338 sec): 3 clusters Score: Raw -6056816.766426 + Penalty 3500.939156 = -6053315.827270 nChanged 702 SP:Iteration 12Q (6666.820382 sec): 3 clusters Score: Raw -6057225.820073 + Penalty 3500.939156 = -6053724.880917 nChanged 572 SP:Iteration 13Q (6666.893121 sec): 3 clusters Score: Raw -6057530.204772 + Penalty 3500.939156 = -6054029.265616 nChanged 470 SP:Iteration 14Q (6666.965595 sec): 3 clusters Score: Raw -6057762.078807 + Penalty 3500.939156 = -6054261.139651 nChanged 390 SP:Iteration 15Q (6667.037788 sec): 3 clusters Score: Raw -6057957.205244 + Penalty 3500.939156 = -6054456.266088 nChanged 326 SP:Iteration 16Q (6667.107261 sec): 3 clusters Score: Raw -6058137.901796 + Penalty 3500.939156 = -6054636.962640 nChanged 272 SP:Iteration 17Q (6667.177717 sec): 3 clusters Score: Raw -6058279.263734 + Penalty 3500.939156 = -6054778.324578 nChanged 192 SP:Iteration 18Q (6667.245523 sec): 3 clusters Score: Raw -6058370.521643 + Penalty 3500.939156 = -6054869.582488 nChanged 132 SP:Iteration 19Q (6667.314110 sec): 3 clusters Score: Raw -6058430.121812 + Penalty 3500.939156 = -6054929.182656 nChanged 107 SP:Iteration 20F (6667.424751 sec): 3 clusters Score: Raw -6058477.886537 + Penalty 3500.939156 = -6054976.947382 nChanged 91 SP:Iteration 21Q (6667.516358 sec): 3 clusters Score: Raw -6058517.283754 + Penalty 3500.939156 = -6055016.344599 nChanged 66 SP:Iteration 22Q (6667.588876 sec): 3 clusters Score: Raw -6058545.503351 + Penalty 3500.939156 = -6055044.564195 nChanged 49 SP:Iteration 23Q (6667.654266 sec): 3 clusters Score: Raw -6058568.367722 + Penalty 3500.939156 = -6055067.428567 nChanged 53 SP:Iteration 24Q (6667.721296 sec): 3 clusters Score: Raw -6058600.350430 + Penalty 3500.939156 = -6055099.411274 nChanged 45 SP:Iteration 25Q (6667.787547 sec): 3 clusters Score: Raw -6058622.963431 + Penalty 3500.939156 = -6055122.024276 nChanged 36 SP:Iteration 26Q (6667.853915 sec): 3 clusters Score: Raw -6058638.235915 + Penalty 3500.939156 = -6055137.296759 nChanged 24 SP:Iteration 27Q (6667.924535 sec): 3 clusters Score: Raw -6058648.977986 + Penalty 3500.939156 = -6055148.038830 nChanged 23 SP:Iteration 28Q (6667.990465 sec): 3 clusters Score: Raw -6058658.394068 + Penalty 3500.939156 = -6055157.454912 nChanged 18 SP:Iteration 29Q (6668.084327 sec): 3 clusters Score: Raw -6058665.221480 + Penalty 3500.939156 = -6055164.282325 nChanged 15 SP:Iteration 30Q (6668.187511 sec): 3 clusters Score: Raw -6058672.332670 + Penalty 3500.939156 = -6055171.393514 nChanged 12 SP:Iteration 31Q (6668.253046 sec): 3 clusters Score: Raw -6058677.477888 + Penalty 3500.939156 = -6055176.538733 nChanged 12 SP:Iteration 32Q (6668.319356 sec): 3 clusters Score: Raw -6058682.570440 + Penalty 3500.939156 = -6055181.631284 nChanged 12 SP:Iteration 33Q (6668.385414 sec): 3 clusters Score: Raw -6058686.152190 + Penalty 3500.939156 = -6055185.213034 nChanged 9 SP:Iteration 34Q (6668.452446 sec): 3 clusters Score: Raw -6058689.595374 + Penalty 3500.939156 = -6055188.656219 nChanged 6 SP:Iteration 35Q (6668.518778 sec): 3 clusters Score: Raw -6058692.631989 + Penalty 3500.939156 = -6055191.692833 nChanged 6 SP:Iteration 36Q (6668.584885 sec): 3 clusters Score: Raw -6058695.089296 + Penalty 3500.939156 = -6055194.150140 nChanged 4 SP:Iteration 37Q (6668.651536 sec): 3 clusters Score: Raw -6058697.259454 + Penalty 3500.939156 = -6055196.320299 nChanged 4 SP:Iteration 38Q (6668.721932 sec): 3 clusters Score: Raw -6058699.189756 + Penalty 3500.939156 = -6055198.250600 nChanged 8 SP:Iteration 39Q (6668.792707 sec): 3 clusters Score: Raw -6058702.517133 + Penalty 3500.939156 = -6055201.577977 nChanged 7 SP:Iteration 40F (6668.873590 sec): 3 clusters Score: Raw -6058705.251236 + Penalty 3500.939156 = -6055204.312081 nChanged 11 SP:Iteration 41Q (6668.941207 sec): 3 clusters Score: Raw -6058710.954907 + Penalty 3500.939156 = -6055210.015752 nChanged 8 SP:Iteration 42Q (6669.008593 sec): 3 clusters Score: Raw -6058715.188136 + Penalty 3500.939156 = -6055214.248980 nChanged 8 SP:Iteration 43Q (6669.074864 sec): 3 clusters Score: Raw -6058717.537483 + Penalty 3500.939156 = -6055216.598327 nChanged 5 SP:Iteration 44Q (6669.140491 sec): 3 clusters Score: Raw -6058719.292177 + Penalty 3500.939156 = -6055218.353021 nChanged 2 SP:Iteration 45Q (6669.210387 sec): 3 clusters Score: Raw -6058719.886193 + Penalty 3500.939156 = -6055218.947037 nChanged 0 SP:Iteration 46F (6669.294255 sec): 3 clusters Score: Raw -6058719.886193 + Penalty 3500.939156 = -6055218.947037 nChanged 0 Trying to split cluster 26 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6669.300230 sec): 2 clusters Score: Raw -88661.712269 + Penalty 1093.790441 = -87567.921828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6669.305170 sec): 3 clusters Score: Raw -88467.127351 + Penalty 2187.580883 = -86279.546468 nChanged 243 SP:Iteration 1F (6669.309758 sec): 3 clusters Score: Raw -88785.915092 + Penalty 2187.580883 = -86598.334209 nChanged 62 SP:Iteration 2F (6669.314333 sec): 3 clusters Score: Raw -88923.230301 + Penalty 2187.580883 = -86735.649418 nChanged 46 SP:Iteration 3F (6669.324000 sec): 3 clusters Score: Raw -89030.574564 + Penalty 2187.580883 = -86842.993681 nChanged 38 SP:Iteration 4Q (6669.328505 sec): 3 clusters Score: Raw -89089.618103 + Penalty 2187.580883 = -86902.037220 nChanged 25 SP:Iteration 5Q (6669.335865 sec): 3 clusters Score: Raw -89135.254320 + Penalty 2187.580883 = -86947.673437 nChanged 18 SP:Iteration 6Q (6669.340297 sec): 3 clusters Score: Raw -89161.995191 + Penalty 2187.580883 = -86974.414308 nChanged 13 SP:Iteration 7Q (6669.348067 sec): 3 clusters Score: Raw -89192.395640 + Penalty 2187.580883 = -87004.814758 nChanged 17 SP:Iteration 8Q (6669.352478 sec): 3 clusters Score: Raw -89229.141303 + Penalty 2187.580883 = -87041.560421 nChanged 9 SP:Iteration 9Q (6669.360224 sec): 3 clusters Score: Raw -89240.289517 + Penalty 2187.580883 = -87052.708634 nChanged 7 SP:Iteration 10Q (6669.364648 sec): 3 clusters Score: Raw -89248.754167 + Penalty 2187.580883 = -87061.173285 nChanged 4 SP:Iteration 11Q (6669.372394 sec): 3 clusters Score: Raw -89252.707804 + Penalty 2187.580883 = -87065.126921 nChanged 3 SP:Iteration 12Q (6669.376810 sec): 3 clusters Score: Raw -89254.911471 + Penalty 2187.580883 = -87067.330588 nChanged 2 SP:Iteration 13Q (6669.381216 sec): 3 clusters Score: Raw -89256.444479 + Penalty 2187.580883 = -87068.863596 nChanged 2 SP:Iteration 14Q (6669.385579 sec): 3 clusters Score: Raw -89259.496807 + Penalty 2187.580883 = -87071.915925 nChanged 1 SP:Iteration 15Q (6669.390010 sec): 3 clusters Score: Raw -89260.576210 + Penalty 2187.580883 = -87072.995327 nChanged 2 SP:Iteration 16Q (6669.394384 sec): 3 clusters Score: Raw -89262.247416 + Penalty 2187.580883 = -87074.666533 nChanged 2 SP:Iteration 17Q (6669.398757 sec): 3 clusters Score: Raw -89263.685717 + Penalty 2187.580883 = -87076.104835 nChanged 0 SP:Iteration 18F (6669.403257 sec): 3 clusters Score: Raw -89263.685717 + Penalty 2187.580883 = -87076.104835 nChanged 0 Trying to split cluster 27 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6669.415435 sec): 2 clusters Score: Raw -61749.193132 + Penalty 1022.078780 = -60727.114351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6669.418888 sec): 3 clusters Score: Raw -61681.828819 + Penalty 2044.157561 = -59637.671259 nChanged 145 SP:Iteration 1F (6669.422761 sec): 3 clusters Score: Raw -61928.287977 + Penalty 2044.157561 = -59884.130417 nChanged 53 SP:Iteration 2F (6669.425963 sec): 3 clusters Score: Raw -62079.804028 + Penalty 2044.157561 = -60035.646467 nChanged 29 SP:Iteration 3F (6669.429147 sec): 3 clusters Score: Raw -62213.472640 + Penalty 2044.157561 = -60169.315080 nChanged 36 SP:Iteration 4F (6669.432334 sec): 3 clusters Score: Raw -62389.296666 + Penalty 2044.157561 = -60345.139105 nChanged 28 SP:Iteration 5F (6669.435488 sec): 3 clusters Score: Raw -62471.594000 + Penalty 2044.157561 = -60427.436440 nChanged 23 SP:Iteration 6Q (6669.438502 sec): 3 clusters Score: Raw -62520.264821 + Penalty 2044.157561 = -60476.107261 nChanged 13 SP:Iteration 7Q (6669.441529 sec): 3 clusters Score: Raw -62553.877242 + Penalty 2044.157561 = -60509.719682 nChanged 7 SP:Iteration 8Q (6669.444551 sec): 3 clusters Score: Raw -62573.926394 + Penalty 2044.157561 = -60529.768834 nChanged 5 SP:Iteration 9Q (6669.447544 sec): 3 clusters Score: Raw -62591.068228 + Penalty 2044.157561 = -60546.910667 nChanged 5 SP:Iteration 10Q (6669.450527 sec): 3 clusters Score: Raw -62606.883125 + Penalty 2044.157561 = -60562.725564 nChanged 2 SP:Iteration 11Q (6669.453550 sec): 3 clusters Score: Raw -62614.811018 + Penalty 2044.157561 = -60570.653457 nChanged 0 SP:Iteration 12F (6669.456738 sec): 3 clusters Score: Raw -62614.811018 + Penalty 2044.157561 = -60570.653457 nChanged 0 Trying to split cluster 28 (7223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6669.478807 sec): 2 clusters Score: Raw -909762.035163 + Penalty 1443.816669 = -908318.218494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6669.504710 sec): 3 clusters Score: Raw -905839.457195 + Penalty 2887.633339 = -902951.823856 nChanged 3006 SP:Iteration 1F (6669.531987 sec): 3 clusters Score: Raw -907505.865868 + Penalty 2887.633339 = -904618.232529 nChanged 508 SP:Iteration 2F (6669.560518 sec): 3 clusters Score: Raw -907815.185305 + Penalty 2887.633339 = -904927.551966 nChanged 471 SP:Iteration 3F (6669.584782 sec): 3 clusters Score: Raw -908129.399833 + Penalty 2887.633339 = -905241.766494 nChanged 478 SP:Iteration 4F (6669.642750 sec): 3 clusters Score: Raw -908442.894939 + Penalty 2887.633339 = -905555.261601 nChanged 410 SP:Iteration 5F (6669.668104 sec): 3 clusters Score: Raw -908727.789768 + Penalty 2887.633339 = -905840.156430 nChanged 380 SP:Iteration 6F (6669.692205 sec): 3 clusters Score: Raw -909026.120849 + Penalty 2887.633339 = -906138.487510 nChanged 312 SP:Iteration 7Q (6669.716354 sec): 3 clusters Score: Raw -909289.208641 + Penalty 2887.633339 = -906401.575302 nChanged 255 SP:Iteration 8Q (6669.745808 sec): 3 clusters Score: Raw -909488.188168 + Penalty 2887.633339 = -906600.554829 nChanged 175 SP:Iteration 9Q (6669.769613 sec): 3 clusters Score: Raw -909603.736433 + Penalty 2887.633339 = -906716.103094 nChanged 121 SP:Iteration 10Q (6669.797033 sec): 3 clusters Score: Raw -909663.149829 + Penalty 2887.633339 = -906775.516490 nChanged 81 SP:Iteration 11Q (6669.828884 sec): 3 clusters Score: Raw -909705.336749 + Penalty 2887.633339 = -906817.703410 nChanged 66 SP:Iteration 12Q (6669.852222 sec): 3 clusters Score: Raw -909734.911419 + Penalty 2887.633339 = -906847.278080 nChanged 59 SP:Iteration 13Q (6669.875273 sec): 3 clusters Score: Raw -909762.801308 + Penalty 2887.633339 = -906875.167969 nChanged 50 SP:Iteration 14Q (6669.898200 sec): 3 clusters Score: Raw -909787.873650 + Penalty 2887.633339 = -906900.240312 nChanged 40 SP:Iteration 15Q (6669.921103 sec): 3 clusters Score: Raw -909803.359683 + Penalty 2887.633339 = -906915.726344 nChanged 29 SP:Iteration 16Q (6669.943511 sec): 3 clusters Score: Raw -909817.906758 + Penalty 2887.633339 = -906930.273419 nChanged 38 SP:Iteration 17Q (6669.966356 sec): 3 clusters Score: Raw -909830.885322 + Penalty 2887.633339 = -906943.251983 nChanged 37 SP:Iteration 18Q (6669.989108 sec): 3 clusters Score: Raw -909845.841526 + Penalty 2887.633339 = -906958.208187 nChanged 39 SP:Iteration 19Q (6670.011904 sec): 3 clusters Score: Raw -909861.720163 + Penalty 2887.633339 = -906974.086824 nChanged 31 SP:Iteration 20F (6670.040546 sec): 3 clusters Score: Raw -909871.954833 + Penalty 2887.633339 = -906984.321494 nChanged 27 SP:Iteration 21Q (6670.063689 sec): 3 clusters Score: Raw -909881.387105 + Penalty 2887.633339 = -906993.753766 nChanged 26 SP:Iteration 22Q (6670.086388 sec): 3 clusters Score: Raw -909889.196000 + Penalty 2887.633339 = -907001.562661 nChanged 16 SP:Iteration 23Q (6670.111827 sec): 3 clusters Score: Raw -909893.368768 + Penalty 2887.633339 = -907005.735430 nChanged 15 SP:Iteration 24Q (6670.145232 sec): 3 clusters Score: Raw -909899.447278 + Penalty 2887.633339 = -907011.813939 nChanged 18 SP:Iteration 25Q (6670.178205 sec): 3 clusters Score: Raw -909905.541197 + Penalty 2887.633339 = -907017.907858 nChanged 18 SP:Iteration 26Q (6670.200661 sec): 3 clusters Score: Raw -909912.863094 + Penalty 2887.633339 = -907025.229756 nChanged 17 SP:Iteration 27Q (6670.223064 sec): 3 clusters Score: Raw -909919.322923 + Penalty 2887.633339 = -907031.689584 nChanged 15 SP:Iteration 28Q (6670.245220 sec): 3 clusters Score: Raw -909923.474254 + Penalty 2887.633339 = -907035.840915 nChanged 12 SP:Iteration 29Q (6670.290273 sec): 3 clusters Score: Raw -909927.765612 + Penalty 2887.633339 = -907040.132273 nChanged 12 SP:Iteration 30Q (6670.312891 sec): 3 clusters Score: Raw -909931.231937 + Penalty 2887.633339 = -907043.598598 nChanged 7 SP:Iteration 31Q (6670.357512 sec): 3 clusters Score: Raw -909933.413741 + Penalty 2887.633339 = -907045.780402 nChanged 3 SP:Iteration 32Q (6670.379857 sec): 3 clusters Score: Raw -909934.362706 + Penalty 2887.633339 = -907046.729368 nChanged 3 SP:Iteration 33Q (6670.402366 sec): 3 clusters Score: Raw -909935.164089 + Penalty 2887.633339 = -907047.530750 nChanged 5 SP:Iteration 34Q (6670.424732 sec): 3 clusters Score: Raw -909936.669242 + Penalty 2887.633339 = -907049.035904 nChanged 8 SP:Iteration 35Q (6670.447312 sec): 3 clusters Score: Raw -909941.298733 + Penalty 2887.633339 = -907053.665394 nChanged 13 SP:Iteration 36Q (6670.469677 sec): 3 clusters Score: Raw -909947.105041 + Penalty 2887.633339 = -907059.471702 nChanged 9 SP:Iteration 37Q (6670.492288 sec): 3 clusters Score: Raw -909949.636255 + Penalty 2887.633339 = -907062.002916 nChanged 8 SP:Iteration 38Q (6670.547648 sec): 3 clusters Score: Raw -909953.283523 + Penalty 2887.633339 = -907065.650184 nChanged 11 SP:Iteration 39Q (6670.582040 sec): 3 clusters Score: Raw -909957.420861 + Penalty 2887.633339 = -907069.787522 nChanged 8 SP:Iteration 40F (6670.605991 sec): 3 clusters Score: Raw -909960.020486 + Penalty 2887.633339 = -907072.387147 nChanged 9 SP:Iteration 41Q (6670.627789 sec): 3 clusters Score: Raw -909963.253740 + Penalty 2887.633339 = -907075.620401 nChanged 8 SP:Iteration 42Q (6670.649962 sec): 3 clusters Score: Raw -909965.802068 + Penalty 2887.633339 = -907078.168729 nChanged 12 SP:Iteration 43Q (6670.672387 sec): 3 clusters Score: Raw -909970.431149 + Penalty 2887.633339 = -907082.797810 nChanged 11 SP:Iteration 44Q (6670.695174 sec): 3 clusters Score: Raw -909973.839695 + Penalty 2887.633339 = -907086.206356 nChanged 11 SP:Iteration 45Q (6670.717425 sec): 3 clusters Score: Raw -909977.986732 + Penalty 2887.633339 = -907090.353393 nChanged 14 SP:Iteration 46Q (6670.743521 sec): 3 clusters Score: Raw -909983.385603 + Penalty 2887.633339 = -907095.752264 nChanged 7 SP:Iteration 47Q (6670.765596 sec): 3 clusters Score: Raw -909986.276603 + Penalty 2887.633339 = -907098.643264 nChanged 10 SP:Iteration 48Q (6670.787949 sec): 3 clusters Score: Raw -909989.967118 + Penalty 2887.633339 = -907102.333779 nChanged 8 SP:Iteration 49Q (6670.810066 sec): 3 clusters Score: Raw -909991.438434 + Penalty 2887.633339 = -907103.805095 nChanged 2 SP:Iteration 50Q (6670.832380 sec): 3 clusters Score: Raw -909992.145297 + Penalty 2887.633339 = -907104.511958 nChanged 3 SP:Iteration 51Q (6670.887455 sec): 3 clusters Score: Raw -909993.078961 + Penalty 2887.633339 = -907105.445622 nChanged 3 SP:Iteration 52Q (6670.912745 sec): 3 clusters Score: Raw -909995.643131 + Penalty 2887.633339 = -907108.009792 nChanged 2 SP:Iteration 53Q (6670.939766 sec): 3 clusters Score: Raw -909996.292563 + Penalty 2887.633339 = -907108.659224 nChanged 1 SP:Iteration 54Q (6670.961868 sec): 3 clusters Score: Raw -909996.443800 + Penalty 2887.633339 = -907108.810461 nChanged 0 SP:Iteration 55F (6670.986107 sec): 3 clusters Score: Raw -909996.443800 + Penalty 2887.633339 = -907108.810461 nChanged 0 Trying to split cluster 29 (12168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6671.012726 sec): 2 clusters Score: Raw -1568798.147903 + Penalty 1528.566786 = -1567269.581117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6671.045694 sec): 3 clusters Score: Raw -1561792.638897 + Penalty 3057.133571 = -1558735.505326 nChanged 5320 SP:Iteration 1F (6671.077807 sec): 3 clusters Score: Raw -1564710.727449 + Penalty 3057.133571 = -1561653.593878 nChanged 775 SP:Iteration 2F (6671.115823 sec): 3 clusters Score: Raw -1565094.260955 + Penalty 3057.133571 = -1562037.127384 nChanged 716 SP:Iteration 3F (6671.156808 sec): 3 clusters Score: Raw -1565506.209668 + Penalty 3057.133571 = -1562449.076097 nChanged 677 SP:Iteration 4F (6671.190930 sec): 3 clusters Score: Raw -1565897.705373 + Penalty 3057.133571 = -1562840.571802 nChanged 676 SP:Iteration 5F (6671.244675 sec): 3 clusters Score: Raw -1566278.750791 + Penalty 3057.133571 = -1563221.617220 nChanged 662 SP:Iteration 6F (6671.274948 sec): 3 clusters Score: Raw -1566629.823765 + Penalty 3057.133571 = -1563572.690194 nChanged 582 SP:Iteration 7Q (6671.305387 sec): 3 clusters Score: Raw -1566915.059578 + Penalty 3057.133571 = -1563857.926007 nChanged 526 SP:Iteration 8Q (6671.336048 sec): 3 clusters Score: Raw -1567154.798343 + Penalty 3057.133571 = -1564097.664772 nChanged 475 SP:Iteration 9Q (6671.366412 sec): 3 clusters Score: Raw -1567359.709669 + Penalty 3057.133571 = -1564302.576098 nChanged 402 SP:Iteration 10Q (6671.396778 sec): 3 clusters Score: Raw -1567535.047597 + Penalty 3057.133571 = -1564477.914026 nChanged 401 SP:Iteration 11Q (6671.429565 sec): 3 clusters Score: Raw -1567708.438450 + Penalty 3057.133571 = -1564651.304879 nChanged 403 SP:Iteration 12Q (6671.459859 sec): 3 clusters Score: Raw -1567896.259571 + Penalty 3057.133571 = -1564839.126000 nChanged 387 SP:Iteration 13Q (6671.490258 sec): 3 clusters Score: Raw -1568079.229706 + Penalty 3057.133571 = -1565022.096135 nChanged 359 SP:Iteration 14Q (6671.526493 sec): 3 clusters Score: Raw -1568251.857452 + Penalty 3057.133571 = -1565194.723881 nChanged 313 SP:Iteration 15Q (6671.558870 sec): 3 clusters Score: Raw -1568383.784332 + Penalty 3057.133571 = -1565326.650761 nChanged 267 SP:Iteration 16Q (6671.589364 sec): 3 clusters Score: Raw -1568496.163051 + Penalty 3057.133571 = -1565439.029480 nChanged 245 SP:Iteration 17Q (6671.620050 sec): 3 clusters Score: Raw -1568599.158032 + Penalty 3057.133571 = -1565542.024461 nChanged 218 SP:Iteration 18Q (6671.654244 sec): 3 clusters Score: Raw -1568690.083084 + Penalty 3057.133571 = -1565632.949513 nChanged 201 SP:Iteration 19Q (6671.689025 sec): 3 clusters Score: Raw -1568774.738897 + Penalty 3057.133571 = -1565717.605326 nChanged 197 SP:Iteration 20F (6671.719423 sec): 3 clusters Score: Raw -1568861.430659 + Penalty 3057.133571 = -1565804.297088 nChanged 175 SP:Iteration 21Q (6671.749680 sec): 3 clusters Score: Raw -1568937.749695 + Penalty 3057.133571 = -1565880.616124 nChanged 166 SP:Iteration 22Q (6671.782032 sec): 3 clusters Score: Raw -1569005.690610 + Penalty 3057.133571 = -1565948.557039 nChanged 131 SP:Iteration 23Q (6671.820015 sec): 3 clusters Score: Raw -1569058.084586 + Penalty 3057.133571 = -1566000.951015 nChanged 94 SP:Iteration 24Q (6671.870697 sec): 3 clusters Score: Raw -1569095.786182 + Penalty 3057.133571 = -1566038.652611 nChanged 73 SP:Iteration 25Q (6671.907373 sec): 3 clusters Score: Raw -1569127.993559 + Penalty 3057.133571 = -1566070.859988 nChanged 72 SP:Iteration 26Q (6671.939022 sec): 3 clusters Score: Raw -1569158.635472 + Penalty 3057.133571 = -1566101.501901 nChanged 61 SP:Iteration 27Q (6671.968958 sec): 3 clusters Score: Raw -1569183.071922 + Penalty 3057.133571 = -1566125.938351 nChanged 39 SP:Iteration 28Q (6671.998588 sec): 3 clusters Score: Raw -1569196.360462 + Penalty 3057.133571 = -1566139.226891 nChanged 34 SP:Iteration 29Q (6672.028900 sec): 3 clusters Score: Raw -1569209.684327 + Penalty 3057.133571 = -1566152.550756 nChanged 40 SP:Iteration 30Q (6672.059752 sec): 3 clusters Score: Raw -1569224.222230 + Penalty 3057.133571 = -1566167.088659 nChanged 28 SP:Iteration 31Q (6672.089314 sec): 3 clusters Score: Raw -1569234.289603 + Penalty 3057.133571 = -1566177.156032 nChanged 26 SP:Iteration 32Q (6672.118745 sec): 3 clusters Score: Raw -1569245.837695 + Penalty 3057.133571 = -1566188.704124 nChanged 28 SP:Iteration 33Q (6672.148190 sec): 3 clusters Score: Raw -1569259.071854 + Penalty 3057.133571 = -1566201.938283 nChanged 28 SP:Iteration 34Q (6672.182571 sec): 3 clusters Score: Raw -1569269.377849 + Penalty 3057.133571 = -1566212.244278 nChanged 19 SP:Iteration 35Q (6672.211891 sec): 3 clusters Score: Raw -1569278.323956 + Penalty 3057.133571 = -1566221.190385 nChanged 19 SP:Iteration 36Q (6672.243505 sec): 3 clusters Score: Raw -1569287.166329 + Penalty 3057.133571 = -1566230.032758 nChanged 12 SP:Iteration 37Q (6672.280550 sec): 3 clusters Score: Raw -1569290.633394 + Penalty 3057.133571 = -1566233.499823 nChanged 5 SP:Iteration 38Q (6672.309545 sec): 3 clusters Score: Raw -1569291.548941 + Penalty 3057.133571 = -1566234.415370 nChanged 4 SP:Iteration 39Q (6672.338557 sec): 3 clusters Score: Raw -1569292.711871 + Penalty 3057.133571 = -1566235.578300 nChanged 2 SP:Iteration 40F (6672.368787 sec): 3 clusters Score: Raw -1569293.274458 + Penalty 3057.133571 = -1566236.140887 nChanged 2 SP:Iteration 41Q (6672.398066 sec): 3 clusters Score: Raw -1569293.908900 + Penalty 3057.133571 = -1566236.775329 nChanged 5 SP:Iteration 42Q (6672.427344 sec): 3 clusters Score: Raw -1569294.916375 + Penalty 3057.133571 = -1566237.782804 nChanged 2 SP:Iteration 43Q (6672.456412 sec): 3 clusters Score: Raw -1569295.638539 + Penalty 3057.133571 = -1566238.504968 nChanged 4 SP:Iteration 44Q (6672.485548 sec): 3 clusters Score: Raw -1569296.909947 + Penalty 3057.133571 = -1566239.776376 nChanged 2 SP:Iteration 45Q (6672.514667 sec): 3 clusters Score: Raw -1569297.911110 + Penalty 3057.133571 = -1566240.777538 nChanged 2 SP:Iteration 46Q (6672.543725 sec): 3 clusters Score: Raw -1569298.592699 + Penalty 3057.133571 = -1566241.459128 nChanged 2 SP:Iteration 47Q (6672.582245 sec): 3 clusters Score: Raw -1569299.234462 + Penalty 3057.133571 = -1566242.100891 nChanged 0 SP:Iteration 48F (6672.612624 sec): 3 clusters Score: Raw -1569299.234462 + Penalty 3057.133571 = -1566242.100891 nChanged 0 Trying to split cluster 30 (5543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6672.631676 sec): 2 clusters Score: Raw -695567.554167 + Penalty 1400.797312 = -694166.756856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6672.686082 sec): 3 clusters Score: Raw -692648.675769 + Penalty 2801.594624 = -689847.081145 nChanged 2275 SP:Iteration 1F (6672.709791 sec): 3 clusters Score: Raw -693866.857020 + Penalty 2801.594624 = -691065.262396 nChanged 398 SP:Iteration 2F (6672.733600 sec): 3 clusters Score: Raw -694071.236024 + Penalty 2801.594624 = -691269.641400 nChanged 307 SP:Iteration 3F (6672.754886 sec): 3 clusters Score: Raw -694200.607085 + Penalty 2801.594624 = -691399.012462 nChanged 201 SP:Iteration 4Q (6672.775729 sec): 3 clusters Score: Raw -694292.557424 + Penalty 2801.594624 = -691490.962801 nChanged 186 SP:Iteration 5Q (6672.797167 sec): 3 clusters Score: Raw -694381.881429 + Penalty 2801.594624 = -691580.286805 nChanged 169 SP:Iteration 6Q (6672.818475 sec): 3 clusters Score: Raw -694453.589367 + Penalty 2801.594624 = -691651.994744 nChanged 144 SP:Iteration 7Q (6672.839783 sec): 3 clusters Score: Raw -694518.905383 + Penalty 2801.594624 = -691717.310759 nChanged 136 SP:Iteration 8Q (6672.863477 sec): 3 clusters Score: Raw -694588.735809 + Penalty 2801.594624 = -691787.141186 nChanged 148 SP:Iteration 9Q (6672.894662 sec): 3 clusters Score: Raw -694669.989029 + Penalty 2801.594624 = -691868.394406 nChanged 165 SP:Iteration 10Q (6672.915804 sec): 3 clusters Score: Raw -694761.455929 + Penalty 2801.594624 = -691959.861306 nChanged 171 SP:Iteration 11Q (6672.937154 sec): 3 clusters Score: Raw -694860.111864 + Penalty 2801.594624 = -692058.517240 nChanged 168 SP:Iteration 12Q (6672.958557 sec): 3 clusters Score: Raw -694949.974063 + Penalty 2801.594624 = -692148.379439 nChanged 147 SP:Iteration 13Q (6672.979767 sec): 3 clusters Score: Raw -695040.866738 + Penalty 2801.594624 = -692239.272114 nChanged 143 SP:Iteration 14Q (6673.004534 sec): 3 clusters Score: Raw -695139.138855 + Penalty 2801.594624 = -692337.544232 nChanged 154 SP:Iteration 15Q (6673.025287 sec): 3 clusters Score: Raw -695248.975960 + Penalty 2801.594624 = -692447.381336 nChanged 148 SP:Iteration 16Q (6673.046422 sec): 3 clusters Score: Raw -695345.722326 + Penalty 2801.594624 = -692544.127702 nChanged 137 SP:Iteration 17Q (6673.089870 sec): 3 clusters Score: Raw -695426.217778 + Penalty 2801.594624 = -692624.623154 nChanged 95 SP:Iteration 18Q (6673.110724 sec): 3 clusters Score: Raw -695480.270199 + Penalty 2801.594624 = -692678.675575 nChanged 86 SP:Iteration 19Q (6673.131269 sec): 3 clusters Score: Raw -695526.661588 + Penalty 2801.594624 = -692725.066965 nChanged 77 SP:Iteration 20F (6673.156430 sec): 3 clusters Score: Raw -695568.734918 + Penalty 2801.594624 = -692767.140295 nChanged 76 SP:Iteration 21Q (6673.178199 sec): 3 clusters Score: Raw -695621.210587 + Penalty 2801.594624 = -692819.615963 nChanged 74 SP:Iteration 22Q (6673.208951 sec): 3 clusters Score: Raw -695673.142280 + Penalty 2801.594624 = -692871.547656 nChanged 53 SP:Iteration 23Q (6673.228972 sec): 3 clusters Score: Raw -695704.166089 + Penalty 2801.594624 = -692902.571465 nChanged 34 SP:Iteration 24Q (6673.249418 sec): 3 clusters Score: Raw -695724.022426 + Penalty 2801.594624 = -692922.427802 nChanged 41 SP:Iteration 25Q (6673.269647 sec): 3 clusters Score: Raw -695743.679709 + Penalty 2801.594624 = -692942.085086 nChanged 24 SP:Iteration 26Q (6673.289776 sec): 3 clusters Score: Raw -695759.558342 + Penalty 2801.594624 = -692957.963718 nChanged 24 SP:Iteration 27Q (6673.310010 sec): 3 clusters Score: Raw -695770.760962 + Penalty 2801.594624 = -692969.166339 nChanged 21 SP:Iteration 28Q (6673.330272 sec): 3 clusters Score: Raw -695781.589832 + Penalty 2801.594624 = -692979.995208 nChanged 19 SP:Iteration 29Q (6673.350401 sec): 3 clusters Score: Raw -695790.506772 + Penalty 2801.594624 = -692988.912148 nChanged 17 SP:Iteration 30Q (6673.370662 sec): 3 clusters Score: Raw -695801.739182 + Penalty 2801.594624 = -693000.144558 nChanged 22 SP:Iteration 31Q (6673.391037 sec): 3 clusters Score: Raw -695815.531226 + Penalty 2801.594624 = -693013.936603 nChanged 18 SP:Iteration 32Q (6673.420333 sec): 3 clusters Score: Raw -695824.179471 + Penalty 2801.594624 = -693022.584847 nChanged 17 SP:Iteration 33Q (6673.440546 sec): 3 clusters Score: Raw -695833.578215 + Penalty 2801.594624 = -693031.983591 nChanged 12 SP:Iteration 34Q (6673.481966 sec): 3 clusters Score: Raw -695839.403128 + Penalty 2801.594624 = -693037.808505 nChanged 5 SP:Iteration 35Q (6673.520083 sec): 3 clusters Score: Raw -695842.147298 + Penalty 2801.594624 = -693040.552675 nChanged 4 SP:Iteration 36Q (6673.540122 sec): 3 clusters Score: Raw -695843.567672 + Penalty 2801.594624 = -693041.973048 nChanged 2 SP:Iteration 37Q (6673.559837 sec): 3 clusters Score: Raw -695843.938173 + Penalty 2801.594624 = -693042.343550 nChanged 1 SP:Iteration 38Q (6673.579756 sec): 3 clusters Score: Raw -695844.336318 + Penalty 2801.594624 = -693042.741694 nChanged 3 SP:Iteration 39Q (6673.599572 sec): 3 clusters Score: Raw -695845.432680 + Penalty 2801.594624 = -693043.838057 nChanged 0 SP:Iteration 40F (6673.620514 sec): 3 clusters Score: Raw -695845.432680 + Penalty 2801.594624 = -693043.838057 nChanged 0 Trying to split cluster 31 (11442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6673.646155 sec): 2 clusters Score: Raw -1471515.771241 + Penalty 1518.569987 = -1469997.201254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6673.676904 sec): 3 clusters Score: Raw -1464963.532299 + Penalty 3037.139974 = -1461926.392324 nChanged 4972 SP:Iteration 1F (6673.706589 sec): 3 clusters Score: Raw -1467694.214554 + Penalty 3037.139974 = -1464657.074580 nChanged 852 SP:Iteration 2F (6673.735913 sec): 3 clusters Score: Raw -1468182.212422 + Penalty 3037.139974 = -1465145.072448 nChanged 836 SP:Iteration 3F (6673.765247 sec): 3 clusters Score: Raw -1468725.823642 + Penalty 3037.139974 = -1465688.683667 nChanged 821 SP:Iteration 4F (6673.794569 sec): 3 clusters Score: Raw -1469314.414682 + Penalty 3037.139974 = -1466277.274708 nChanged 728 SP:Iteration 5F (6673.824101 sec): 3 clusters Score: Raw -1469833.889004 + Penalty 3037.139974 = -1466796.749030 nChanged 669 SP:Iteration 6F (6673.853297 sec): 3 clusters Score: Raw -1470322.426800 + Penalty 3037.139974 = -1467285.286825 nChanged 536 SP:Iteration 7Q (6673.882952 sec): 3 clusters Score: Raw -1470699.140294 + Penalty 3037.139974 = -1467662.000320 nChanged 403 SP:Iteration 8Q (6673.912582 sec): 3 clusters Score: Raw -1470960.381817 + Penalty 3037.139974 = -1467923.241843 nChanged 303 SP:Iteration 9Q (6673.949949 sec): 3 clusters Score: Raw -1471160.045661 + Penalty 3037.139974 = -1468122.905687 nChanged 233 SP:Iteration 10Q (6673.979170 sec): 3 clusters Score: Raw -1471296.072133 + Penalty 3037.139974 = -1468258.932159 nChanged 155 SP:Iteration 11Q (6674.008250 sec): 3 clusters Score: Raw -1471395.239759 + Penalty 3037.139974 = -1468358.099785 nChanged 136 SP:Iteration 12Q (6674.037118 sec): 3 clusters Score: Raw -1471484.391247 + Penalty 3037.139974 = -1468447.251272 nChanged 107 SP:Iteration 13Q (6674.065402 sec): 3 clusters Score: Raw -1471555.847926 + Penalty 3037.139974 = -1468518.707951 nChanged 107 SP:Iteration 14Q (6674.093387 sec): 3 clusters Score: Raw -1471630.001912 + Penalty 3037.139974 = -1468592.861938 nChanged 97 SP:Iteration 15Q (6674.120987 sec): 3 clusters Score: Raw -1471692.139547 + Penalty 3037.139974 = -1468654.999572 nChanged 75 SP:Iteration 16Q (6674.182042 sec): 3 clusters Score: Raw -1471741.370524 + Penalty 3037.139974 = -1468704.230550 nChanged 63 SP:Iteration 17Q (6674.233090 sec): 3 clusters Score: Raw -1471771.653220 + Penalty 3037.139974 = -1468734.513246 nChanged 50 SP:Iteration 18Q (6674.265079 sec): 3 clusters Score: Raw -1471796.591637 + Penalty 3037.139974 = -1468759.451663 nChanged 44 SP:Iteration 19Q (6674.299868 sec): 3 clusters Score: Raw -1471815.138795 + Penalty 3037.139974 = -1468777.998821 nChanged 29 SP:Iteration 20F (6674.332707 sec): 3 clusters Score: Raw -1471825.938509 + Penalty 3037.139974 = -1468788.798535 nChanged 33 SP:Iteration 21Q (6674.359304 sec): 3 clusters Score: Raw -1471837.999851 + Penalty 3037.139974 = -1468800.859876 nChanged 22 SP:Iteration 22Q (6674.386108 sec): 3 clusters Score: Raw -1471847.840737 + Penalty 3037.139974 = -1468810.700763 nChanged 21 SP:Iteration 23Q (6674.412663 sec): 3 clusters Score: Raw -1471857.144867 + Penalty 3037.139974 = -1468820.004893 nChanged 22 SP:Iteration 24Q (6674.439078 sec): 3 clusters Score: Raw -1471864.183948 + Penalty 3037.139974 = -1468827.043974 nChanged 10 SP:Iteration 25Q (6674.470481 sec): 3 clusters Score: Raw -1471866.985571 + Penalty 3037.139974 = -1468829.845596 nChanged 7 SP:Iteration 26Q (6674.496850 sec): 3 clusters Score: Raw -1471868.594295 + Penalty 3037.139974 = -1468831.454321 nChanged 6 SP:Iteration 27Q (6674.525970 sec): 3 clusters Score: Raw -1471870.912304 + Penalty 3037.139974 = -1468833.772329 nChanged 6 SP:Iteration 28Q (6674.552602 sec): 3 clusters Score: Raw -1471873.511211 + Penalty 3037.139974 = -1468836.371237 nChanged 5 SP:Iteration 29Q (6674.578926 sec): 3 clusters Score: Raw -1471874.490398 + Penalty 3037.139974 = -1468837.350424 nChanged 1 SP:Iteration 30Q (6674.605930 sec): 3 clusters Score: Raw -1471874.571760 + Penalty 3037.139974 = -1468837.431785 nChanged 0 SP:Iteration 31F (6674.640006 sec): 3 clusters Score: Raw -1471874.571760 + Penalty 3037.139974 = -1468837.431785 nChanged 0 Trying to split cluster 32 (17582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6674.671847 sec): 2 clusters Score: Raw -2104390.060329 + Penalty 1588.377526 = -2102801.682803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6674.711493 sec): 3 clusters Score: Raw -2093780.672674 + Penalty 3176.755052 = -2090603.917622 nChanged 7996 SP:Iteration 1F (6674.752300 sec): 3 clusters Score: Raw -2098274.091484 + Penalty 3176.755052 = -2095097.336432 nChanged 1079 SP:Iteration 2F (6674.798087 sec): 3 clusters Score: Raw -2098834.781829 + Penalty 3176.755052 = -2095658.026777 nChanged 1159 SP:Iteration 3F (6674.845494 sec): 3 clusters Score: Raw -2099499.049273 + Penalty 3176.755052 = -2096322.294220 nChanged 1151 SP:Iteration 4F (6674.883237 sec): 3 clusters Score: Raw -2100211.523682 + Penalty 3176.755052 = -2097034.768629 nChanged 1191 SP:Iteration 5F (6674.920999 sec): 3 clusters Score: Raw -2101011.928545 + Penalty 3176.755052 = -2097835.173493 nChanged 1124 SP:Iteration 6F (6674.958853 sec): 3 clusters Score: Raw -2101806.438588 + Penalty 3176.755052 = -2098629.683535 nChanged 1078 SP:Iteration 7F (6674.996837 sec): 3 clusters Score: Raw -2102550.183711 + Penalty 3176.755052 = -2099373.428659 nChanged 901 SP:Iteration 8F (6675.044142 sec): 3 clusters Score: Raw -2103176.247998 + Penalty 3176.755052 = -2099999.492945 nChanged 798 SP:Iteration 9Q (6675.087688 sec): 3 clusters Score: Raw -2103731.775185 + Penalty 3176.755052 = -2100555.020133 nChanged 605 SP:Iteration 10Q (6675.129585 sec): 3 clusters Score: Raw -2104129.858656 + Penalty 3176.755052 = -2100953.103603 nChanged 424 SP:Iteration 11Q (6675.166896 sec): 3 clusters Score: Raw -2104380.378820 + Penalty 3176.755052 = -2101203.623767 nChanged 286 SP:Iteration 12Q (6675.208647 sec): 3 clusters Score: Raw -2104537.192875 + Penalty 3176.755052 = -2101360.437823 nChanged 185 SP:Iteration 13Q (6675.248051 sec): 3 clusters Score: Raw -2104633.027602 + Penalty 3176.755052 = -2101456.272549 nChanged 144 SP:Iteration 14Q (6675.285446 sec): 3 clusters Score: Raw -2104703.761473 + Penalty 3176.755052 = -2101527.006421 nChanged 94 SP:Iteration 15Q (6675.326660 sec): 3 clusters Score: Raw -2104747.977289 + Penalty 3176.755052 = -2101571.222236 nChanged 74 SP:Iteration 16Q (6675.361300 sec): 3 clusters Score: Raw -2104779.109973 + Penalty 3176.755052 = -2101602.354921 nChanged 53 SP:Iteration 17Q (6675.396346 sec): 3 clusters Score: Raw -2104801.270106 + Penalty 3176.755052 = -2101624.515054 nChanged 35 SP:Iteration 18Q (6675.441926 sec): 3 clusters Score: Raw -2104814.919112 + Penalty 3176.755052 = -2101638.164060 nChanged 33 SP:Iteration 19Q (6675.476201 sec): 3 clusters Score: Raw -2104831.513605 + Penalty 3176.755052 = -2101654.758552 nChanged 28 SP:Iteration 20F (6675.513873 sec): 3 clusters Score: Raw -2104845.895339 + Penalty 3176.755052 = -2101669.140287 nChanged 21 SP:Iteration 21Q (6675.548442 sec): 3 clusters Score: Raw -2104856.523770 + Penalty 3176.755052 = -2101679.768717 nChanged 22 SP:Iteration 22Q (6675.582438 sec): 3 clusters Score: Raw -2104866.116162 + Penalty 3176.755052 = -2101689.361110 nChanged 24 SP:Iteration 23Q (6675.640728 sec): 3 clusters Score: Raw -2104875.835903 + Penalty 3176.755052 = -2101699.080851 nChanged 19 SP:Iteration 24Q (6675.684523 sec): 3 clusters Score: Raw -2104884.177693 + Penalty 3176.755052 = -2101707.422640 nChanged 11 SP:Iteration 25Q (6675.720160 sec): 3 clusters Score: Raw -2104888.394822 + Penalty 3176.755052 = -2101711.639770 nChanged 9 SP:Iteration 26Q (6675.754723 sec): 3 clusters Score: Raw -2104890.618609 + Penalty 3176.755052 = -2101713.863556 nChanged 3 SP:Iteration 27Q (6675.788567 sec): 3 clusters Score: Raw -2104891.685994 + Penalty 3176.755052 = -2101714.930941 nChanged 2 SP:Iteration 28Q (6675.822490 sec): 3 clusters Score: Raw -2104892.056636 + Penalty 3176.755052 = -2101715.301584 nChanged 0 SP:Iteration 29F (6675.860334 sec): 3 clusters Score: Raw -2104892.056636 + Penalty 3176.755052 = -2101715.301584 nChanged 0 Trying to split cluster 33 (7138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6675.881054 sec): 2 clusters Score: Raw -892818.339899 + Penalty 1441.893034 = -891376.446864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6675.908667 sec): 3 clusters Score: Raw -888944.657445 + Penalty 2883.786069 = -886060.871376 nChanged 2998 SP:Iteration 1F (6675.940962 sec): 3 clusters Score: Raw -890668.454285 + Penalty 2883.786069 = -887784.668216 nChanged 498 SP:Iteration 2F (6675.964934 sec): 3 clusters Score: Raw -890959.867225 + Penalty 2883.786069 = -888076.081156 nChanged 436 SP:Iteration 3F (6675.991456 sec): 3 clusters Score: Raw -891226.496368 + Penalty 2883.786069 = -888342.710300 nChanged 431 SP:Iteration 4F (6676.015244 sec): 3 clusters Score: Raw -891490.197696 + Penalty 2883.786069 = -888606.411627 nChanged 388 SP:Iteration 5F (6676.074507 sec): 3 clusters Score: Raw -891756.024513 + Penalty 2883.786069 = -888872.238444 nChanged 393 SP:Iteration 6F (6676.100833 sec): 3 clusters Score: Raw -892072.559626 + Penalty 2883.786069 = -889188.773558 nChanged 387 SP:Iteration 7F (6676.124564 sec): 3 clusters Score: Raw -892436.748825 + Penalty 2883.786069 = -889552.962756 nChanged 349 SP:Iteration 8Q (6676.148440 sec): 3 clusters Score: Raw -892742.880503 + Penalty 2883.786069 = -889859.094435 nChanged 264 SP:Iteration 9Q (6676.207737 sec): 3 clusters Score: Raw -892998.543881 + Penalty 2883.786069 = -890114.757812 nChanged 224 SP:Iteration 10Q (6676.260436 sec): 3 clusters Score: Raw -893209.298091 + Penalty 2883.786069 = -890325.512022 nChanged 174 SP:Iteration 11Q (6676.303839 sec): 3 clusters Score: Raw -893382.581732 + Penalty 2883.786069 = -890498.795663 nChanged 126 SP:Iteration 12Q (6676.326369 sec): 3 clusters Score: Raw -893494.699988 + Penalty 2883.786069 = -890610.913919 nChanged 94 SP:Iteration 13Q (6676.348960 sec): 3 clusters Score: Raw -893575.844746 + Penalty 2883.786069 = -890692.058677 nChanged 75 SP:Iteration 14Q (6676.371440 sec): 3 clusters Score: Raw -893644.960246 + Penalty 2883.786069 = -890761.174177 nChanged 47 SP:Iteration 15Q (6676.393146 sec): 3 clusters Score: Raw -893681.988388 + Penalty 2883.786069 = -890798.202319 nChanged 43 SP:Iteration 16Q (6676.415150 sec): 3 clusters Score: Raw -893720.847252 + Penalty 2883.786069 = -890837.061183 nChanged 38 SP:Iteration 17Q (6676.445376 sec): 3 clusters Score: Raw -893754.553727 + Penalty 2883.786069 = -890870.767658 nChanged 25 SP:Iteration 18Q (6676.477055 sec): 3 clusters Score: Raw -893773.757402 + Penalty 2883.786069 = -890889.971333 nChanged 25 SP:Iteration 19Q (6676.527962 sec): 3 clusters Score: Raw -893790.697638 + Penalty 2883.786069 = -890906.911569 nChanged 15 SP:Iteration 20F (6676.562697 sec): 3 clusters Score: Raw -893802.192797 + Penalty 2883.786069 = -890918.406728 nChanged 12 SP:Iteration 21Q (6676.584165 sec): 3 clusters Score: Raw -893811.029374 + Penalty 2883.786069 = -890927.243306 nChanged 9 SP:Iteration 22Q (6676.606125 sec): 3 clusters Score: Raw -893816.920011 + Penalty 2883.786069 = -890933.133942 nChanged 5 SP:Iteration 23Q (6676.627729 sec): 3 clusters Score: Raw -893820.143448 + Penalty 2883.786069 = -890936.357380 nChanged 5 SP:Iteration 24Q (6676.680280 sec): 3 clusters Score: Raw -893825.535343 + Penalty 2883.786069 = -890941.749274 nChanged 7 SP:Iteration 25Q (6676.705316 sec): 3 clusters Score: Raw -893828.709693 + Penalty 2883.786069 = -890944.923624 nChanged 2 SP:Iteration 26Q (6676.726441 sec): 3 clusters Score: Raw -893830.299996 + Penalty 2883.786069 = -890946.513927 nChanged 2 SP:Iteration 27Q (6676.747984 sec): 3 clusters Score: Raw -893831.611903 + Penalty 2883.786069 = -890947.825834 nChanged 2 SP:Iteration 28Q (6676.769461 sec): 3 clusters Score: Raw -893835.123326 + Penalty 2883.786069 = -890951.337257 nChanged 6 SP:Iteration 29Q (6676.799217 sec): 3 clusters Score: Raw -893842.000466 + Penalty 2883.786069 = -890958.214397 nChanged 7 SP:Iteration 30Q (6676.830285 sec): 3 clusters Score: Raw -893847.959886 + Penalty 2883.786069 = -890964.173817 nChanged 6 SP:Iteration 31Q (6676.851494 sec): 3 clusters Score: Raw -893851.340809 + Penalty 2883.786069 = -890967.554740 nChanged 3 SP:Iteration 32Q (6676.873013 sec): 3 clusters Score: Raw -893852.549338 + Penalty 2883.786069 = -890968.763269 nChanged 4 SP:Iteration 33Q (6676.902382 sec): 3 clusters Score: Raw -893854.649774 + Penalty 2883.786069 = -890970.863705 nChanged 2 SP:Iteration 34Q (6676.927301 sec): 3 clusters Score: Raw -893855.833257 + Penalty 2883.786069 = -890972.047188 nChanged 2 SP:Iteration 35Q (6676.948690 sec): 3 clusters Score: Raw -893857.698426 + Penalty 2883.786069 = -890973.912357 nChanged 1 SP:Iteration 36Q (6676.970313 sec): 3 clusters Score: Raw -893858.271883 + Penalty 2883.786069 = -890974.485814 nChanged 0 SP:Iteration 37F (6676.993907 sec): 3 clusters Score: Raw -893858.271883 + Penalty 2883.786069 = -890974.485814 nChanged 0 Trying to split cluster 34 (14630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6677.022193 sec): 2 clusters Score: Raw -1826480.520757 + Penalty 1558.509793 = -1824922.010964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6677.067236 sec): 3 clusters Score: Raw -1817971.886021 + Penalty 3117.019586 = -1814854.866436 nChanged 6485 SP:Iteration 1F (6677.102248 sec): 3 clusters Score: Raw -1821608.551608 + Penalty 3117.019586 = -1818491.532022 nChanged 980 SP:Iteration 2F (6677.141852 sec): 3 clusters Score: Raw -1822138.056181 + Penalty 3117.019586 = -1819021.036596 nChanged 936 SP:Iteration 3F (6677.177053 sec): 3 clusters Score: Raw -1822664.536404 + Penalty 3117.019586 = -1819547.516819 nChanged 883 SP:Iteration 4F (6677.212312 sec): 3 clusters Score: Raw -1823192.654418 + Penalty 3117.019586 = -1820075.634832 nChanged 837 SP:Iteration 5F (6677.256477 sec): 3 clusters Score: Raw -1823719.738847 + Penalty 3117.019586 = -1820602.719261 nChanged 790 SP:Iteration 6F (6677.293603 sec): 3 clusters Score: Raw -1824179.500347 + Penalty 3117.019586 = -1821062.480761 nChanged 669 SP:Iteration 7Q (6677.329267 sec): 3 clusters Score: Raw -1824604.957582 + Penalty 3117.019586 = -1821487.937997 nChanged 659 SP:Iteration 8Q (6677.364677 sec): 3 clusters Score: Raw -1825052.207967 + Penalty 3117.019586 = -1821935.188382 nChanged 627 SP:Iteration 9Q (6677.409034 sec): 3 clusters Score: Raw -1825510.731043 + Penalty 3117.019586 = -1822393.711457 nChanged 508 SP:Iteration 10Q (6677.470508 sec): 3 clusters Score: Raw -1825836.189875 + Penalty 3117.019586 = -1822719.170290 nChanged 411 SP:Iteration 11Q (6677.504787 sec): 3 clusters Score: Raw -1826033.472353 + Penalty 3117.019586 = -1822916.452767 nChanged 285 SP:Iteration 12Q (6677.539027 sec): 3 clusters Score: Raw -1826143.885652 + Penalty 3117.019586 = -1823026.866067 nChanged 218 SP:Iteration 13Q (6677.600200 sec): 3 clusters Score: Raw -1826211.643210 + Penalty 3117.019586 = -1823094.623625 nChanged 137 SP:Iteration 14Q (6677.666465 sec): 3 clusters Score: Raw -1826251.314067 + Penalty 3117.019586 = -1823134.294482 nChanged 144 SP:Iteration 15Q (6677.709577 sec): 3 clusters Score: Raw -1826302.205677 + Penalty 3117.019586 = -1823185.186091 nChanged 143 SP:Iteration 16Q (6677.776961 sec): 3 clusters Score: Raw -1826352.547555 + Penalty 3117.019586 = -1823235.527970 nChanged 125 SP:Iteration 17Q (6677.810267 sec): 3 clusters Score: Raw -1826398.917738 + Penalty 3117.019586 = -1823281.898152 nChanged 112 SP:Iteration 18Q (6677.843739 sec): 3 clusters Score: Raw -1826433.857293 + Penalty 3117.019586 = -1823316.837707 nChanged 98 SP:Iteration 19Q (6677.882446 sec): 3 clusters Score: Raw -1826460.969444 + Penalty 3117.019586 = -1823343.949858 nChanged 80 SP:Iteration 20F (6677.927731 sec): 3 clusters Score: Raw -1826478.487598 + Penalty 3117.019586 = -1823361.468013 nChanged 66 SP:Iteration 21Q (6677.970470 sec): 3 clusters Score: Raw -1826492.839782 + Penalty 3117.019586 = -1823375.820196 nChanged 80 SP:Iteration 22Q (6678.003617 sec): 3 clusters Score: Raw -1826513.215163 + Penalty 3117.019586 = -1823396.195578 nChanged 83 SP:Iteration 23Q (6678.036954 sec): 3 clusters Score: Raw -1826531.390224 + Penalty 3117.019586 = -1823414.370639 nChanged 76 SP:Iteration 24Q (6678.069948 sec): 3 clusters Score: Raw -1826548.980992 + Penalty 3117.019586 = -1823431.961406 nChanged 80 SP:Iteration 25Q (6678.102987 sec): 3 clusters Score: Raw -1826566.699358 + Penalty 3117.019586 = -1823449.679773 nChanged 69 SP:Iteration 26Q (6678.135799 sec): 3 clusters Score: Raw -1826582.022649 + Penalty 3117.019586 = -1823465.003064 nChanged 79 SP:Iteration 27Q (6678.175725 sec): 3 clusters Score: Raw -1826598.920385 + Penalty 3117.019586 = -1823481.900799 nChanged 76 SP:Iteration 28Q (6678.242914 sec): 3 clusters Score: Raw -1826617.191738 + Penalty 3117.019586 = -1823500.172152 nChanged 78 SP:Iteration 29Q (6678.275589 sec): 3 clusters Score: Raw -1826635.220858 + Penalty 3117.019586 = -1823518.201272 nChanged 75 SP:Iteration 30Q (6678.319778 sec): 3 clusters Score: Raw -1826650.018347 + Penalty 3117.019586 = -1823532.998761 nChanged 69 SP:Iteration 31Q (6678.352179 sec): 3 clusters Score: Raw -1826664.202011 + Penalty 3117.019586 = -1823547.182426 nChanged 72 SP:Iteration 32Q (6678.384797 sec): 3 clusters Score: Raw -1826678.338781 + Penalty 3117.019586 = -1823561.319195 nChanged 65 SP:Iteration 33Q (6678.416912 sec): 3 clusters Score: Raw -1826690.849426 + Penalty 3117.019586 = -1823573.829840 nChanged 66 SP:Iteration 34Q (6678.454855 sec): 3 clusters Score: Raw -1826704.766135 + Penalty 3117.019586 = -1823587.746549 nChanged 61 SP:Iteration 35Q (6678.487488 sec): 3 clusters Score: Raw -1826716.297934 + Penalty 3117.019586 = -1823599.278349 nChanged 50 SP:Iteration 36Q (6678.519489 sec): 3 clusters Score: Raw -1826723.621807 + Penalty 3117.019586 = -1823606.602221 nChanged 34 SP:Iteration 37Q (6678.551560 sec): 3 clusters Score: Raw -1826728.574979 + Penalty 3117.019586 = -1823611.555394 nChanged 29 SP:Iteration 38Q (6678.583703 sec): 3 clusters Score: Raw -1826732.556733 + Penalty 3117.019586 = -1823615.537147 nChanged 27 SP:Iteration 39Q (6678.615491 sec): 3 clusters Score: Raw -1826734.734401 + Penalty 3117.019586 = -1823617.714815 nChanged 16 SP:Iteration 40F (6678.658363 sec): 3 clusters Score: Raw -1826736.387973 + Penalty 3117.019586 = -1823619.368387 nChanged 12 SP:Iteration 41Q (6678.693848 sec): 3 clusters Score: Raw -1826737.724334 + Penalty 3117.019586 = -1823620.704749 nChanged 13 SP:Iteration 42Q (6678.725835 sec): 3 clusters Score: Raw -1826739.094634 + Penalty 3117.019586 = -1823622.075048 nChanged 7 SP:Iteration 43Q (6678.757903 sec): 3 clusters Score: Raw -1826740.036378 + Penalty 3117.019586 = -1823623.016793 nChanged 12 SP:Iteration 44Q (6678.790605 sec): 3 clusters Score: Raw -1826741.969184 + Penalty 3117.019586 = -1823624.949599 nChanged 15 SP:Iteration 45Q (6678.822547 sec): 3 clusters Score: Raw -1826744.228715 + Penalty 3117.019586 = -1823627.209129 nChanged 15 SP:Iteration 46Q (6678.860512 sec): 3 clusters Score: Raw -1826745.498125 + Penalty 3117.019586 = -1823628.478540 nChanged 11 SP:Iteration 47Q (6678.921517 sec): 3 clusters Score: Raw -1826746.808106 + Penalty 3117.019586 = -1823629.788520 nChanged 6 SP:Iteration 48Q (6678.978437 sec): 3 clusters Score: Raw -1826747.535293 + Penalty 3117.019586 = -1823630.515707 nChanged 4 SP:Iteration 49Q (6679.010129 sec): 3 clusters Score: Raw -1826747.915625 + Penalty 3117.019586 = -1823630.896040 nChanged 4 SP:Iteration 50Q (6679.065839 sec): 3 clusters Score: Raw -1826748.170730 + Penalty 3117.019586 = -1823631.151144 nChanged 2 SP:Iteration 51Q (6679.102653 sec): 3 clusters Score: Raw -1826748.397171 + Penalty 3117.019586 = -1823631.377585 nChanged 1 SP:Iteration 52Q (6679.144459 sec): 3 clusters Score: Raw -1826748.524208 + Penalty 3117.019586 = -1823631.504623 nChanged 0 SP:Iteration 53F (6679.188730 sec): 3 clusters Score: Raw -1826748.524208 + Penalty 3117.019586 = -1823631.504623 nChanged 0 Trying to split cluster 35 (19930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6679.235342 sec): 2 clusters Score: Raw -2501238.311034 + Penalty 1608.746980 = -2499629.564054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6679.280231 sec): 3 clusters Score: Raw -2489308.428684 + Penalty 3217.493959 = -2486090.934724 nChanged 8989 SP:Iteration 1F (6679.323709 sec): 3 clusters Score: Raw -2494435.823547 + Penalty 3217.493959 = -2491218.329588 nChanged 1144 SP:Iteration 2F (6679.375646 sec): 3 clusters Score: Raw -2494920.265323 + Penalty 3217.493959 = -2491702.771364 nChanged 1053 SP:Iteration 3F (6679.433044 sec): 3 clusters Score: Raw -2495409.787508 + Penalty 3217.493959 = -2492192.293549 nChanged 1057 SP:Iteration 4F (6679.479668 sec): 3 clusters Score: Raw -2495925.842005 + Penalty 3217.493959 = -2492708.348046 nChanged 1040 SP:Iteration 5F (6679.529133 sec): 3 clusters Score: Raw -2496474.460958 + Penalty 3217.493959 = -2493256.966998 nChanged 1068 SP:Iteration 6F (6679.588275 sec): 3 clusters Score: Raw -2497092.638992 + Penalty 3217.493959 = -2493875.145033 nChanged 1087 SP:Iteration 7F (6679.634126 sec): 3 clusters Score: Raw -2497780.806456 + Penalty 3217.493959 = -2494563.312497 nChanged 1066 SP:Iteration 8F (6679.677221 sec): 3 clusters Score: Raw -2498460.333269 + Penalty 3217.493959 = -2495242.839310 nChanged 901 SP:Iteration 9Q (6679.732901 sec): 3 clusters Score: Raw -2499068.002452 + Penalty 3217.493959 = -2495850.508492 nChanged 754 SP:Iteration 10Q (6679.809577 sec): 3 clusters Score: Raw -2499613.281731 + Penalty 3217.493959 = -2496395.787772 nChanged 597 SP:Iteration 11Q (6679.857278 sec): 3 clusters Score: Raw -2500067.155137 + Penalty 3217.493959 = -2496849.661178 nChanged 460 SP:Iteration 12Q (6679.918813 sec): 3 clusters Score: Raw -2500419.367866 + Penalty 3217.493959 = -2497201.873907 nChanged 378 SP:Iteration 13Q (6679.975244 sec): 3 clusters Score: Raw -2500684.453346 + Penalty 3217.493959 = -2497466.959386 nChanged 279 SP:Iteration 14Q (6680.024364 sec): 3 clusters Score: Raw -2500853.008707 + Penalty 3217.493959 = -2497635.514747 nChanged 238 SP:Iteration 15Q (6680.063784 sec): 3 clusters Score: Raw -2501003.217554 + Penalty 3217.493959 = -2497785.723594 nChanged 168 SP:Iteration 16Q (6680.126488 sec): 3 clusters Score: Raw -2501097.919888 + Penalty 3217.493959 = -2497880.425929 nChanged 140 SP:Iteration 17Q (6680.164653 sec): 3 clusters Score: Raw -2501169.455935 + Penalty 3217.493959 = -2497951.961976 nChanged 123 SP:Iteration 18Q (6680.203002 sec): 3 clusters Score: Raw -2501229.031655 + Penalty 3217.493959 = -2498011.537696 nChanged 117 SP:Iteration 19Q (6680.241214 sec): 3 clusters Score: Raw -2501287.349597 + Penalty 3217.493959 = -2498069.855638 nChanged 80 SP:Iteration 20F (6680.284223 sec): 3 clusters Score: Raw -2501323.003625 + Penalty 3217.493959 = -2498105.509666 nChanged 68 SP:Iteration 21Q (6680.337943 sec): 3 clusters Score: Raw -2501351.743614 + Penalty 3217.493959 = -2498134.249655 nChanged 54 SP:Iteration 22Q (6680.375473 sec): 3 clusters Score: Raw -2501371.992499 + Penalty 3217.493959 = -2498154.498540 nChanged 42 SP:Iteration 23Q (6680.412920 sec): 3 clusters Score: Raw -2501387.722248 + Penalty 3217.493959 = -2498170.228289 nChanged 43 SP:Iteration 24Q (6680.450209 sec): 3 clusters Score: Raw -2501404.033209 + Penalty 3217.493959 = -2498186.539250 nChanged 25 SP:Iteration 25Q (6680.487598 sec): 3 clusters Score: Raw -2501414.934334 + Penalty 3217.493959 = -2498197.440374 nChanged 33 SP:Iteration 26Q (6680.546601 sec): 3 clusters Score: Raw -2501430.509275 + Penalty 3217.493959 = -2498213.015316 nChanged 45 SP:Iteration 27Q (6680.584065 sec): 3 clusters Score: Raw -2501449.814421 + Penalty 3217.493959 = -2498232.320462 nChanged 32 SP:Iteration 28Q (6680.631068 sec): 3 clusters Score: Raw -2501462.832193 + Penalty 3217.493959 = -2498245.338234 nChanged 30 SP:Iteration 29Q (6680.685669 sec): 3 clusters Score: Raw -2501477.056258 + Penalty 3217.493959 = -2498259.562299 nChanged 18 SP:Iteration 30Q (6680.722572 sec): 3 clusters Score: Raw -2501484.355979 + Penalty 3217.493959 = -2498266.862020 nChanged 15 SP:Iteration 31Q (6680.765116 sec): 3 clusters Score: Raw -2501489.660655 + Penalty 3217.493959 = -2498272.166695 nChanged 11 SP:Iteration 32Q (6680.809095 sec): 3 clusters Score: Raw -2501493.759914 + Penalty 3217.493959 = -2498276.265955 nChanged 15 SP:Iteration 33Q (6680.846573 sec): 3 clusters Score: Raw -2501498.525892 + Penalty 3217.493959 = -2498281.031933 nChanged 11 SP:Iteration 34Q (6680.883408 sec): 3 clusters Score: Raw -2501501.491424 + Penalty 3217.493959 = -2498283.997465 nChanged 5 SP:Iteration 35Q (6680.920603 sec): 3 clusters Score: Raw -2501503.011015 + Penalty 3217.493959 = -2498285.517056 nChanged 7 SP:Iteration 36Q (6680.958387 sec): 3 clusters Score: Raw -2501505.878446 + Penalty 3217.493959 = -2498288.384487 nChanged 10 SP:Iteration 37Q (6680.995215 sec): 3 clusters Score: Raw -2501509.725000 + Penalty 3217.493959 = -2498292.231041 nChanged 11 SP:Iteration 38Q (6681.032518 sec): 3 clusters Score: Raw -2501513.873394 + Penalty 3217.493959 = -2498296.379434 nChanged 9 SP:Iteration 39Q (6681.072875 sec): 3 clusters Score: Raw -2501516.456022 + Penalty 3217.493959 = -2498298.962063 nChanged 4 SP:Iteration 40F (6681.115551 sec): 3 clusters Score: Raw -2501518.219464 + Penalty 3217.493959 = -2498300.725504 nChanged 2 SP:Iteration 41Q (6681.152785 sec): 3 clusters Score: Raw -2501519.139407 + Penalty 3217.493959 = -2498301.645447 nChanged 2 SP:Iteration 42Q (6681.217940 sec): 3 clusters Score: Raw -2501520.321698 + Penalty 3217.493959 = -2498302.827739 nChanged 2 SP:Iteration 43Q (6681.288533 sec): 3 clusters Score: Raw -2501521.066704 + Penalty 3217.493959 = -2498303.572745 nChanged 2 SP:Iteration 44Q (6681.333887 sec): 3 clusters Score: Raw -2501521.646218 + Penalty 3217.493959 = -2498304.152259 nChanged 1 SP:Iteration 45Q (6681.370841 sec): 3 clusters Score: Raw -2501521.880559 + Penalty 3217.493959 = -2498304.386600 nChanged 0 SP:Iteration 46F (6681.413787 sec): 3 clusters Score: Raw -2501521.880559 + Penalty 3217.493959 = -2498304.386600 nChanged 0 Trying to split cluster 36 (1009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6681.427732 sec): 2 clusters Score: Raw -128912.761281 + Penalty 1123.966191 = -127788.795091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6681.439112 sec): 3 clusters Score: Raw -128601.702950 + Penalty 2247.932382 = -126353.770568 nChanged 293 SP:Iteration 1F (6681.444634 sec): 3 clusters Score: Raw -128870.353105 + Penalty 2247.932382 = -126622.420723 nChanged 56 SP:Iteration 2F (6681.452000 sec): 3 clusters Score: Raw -128916.506688 + Penalty 2247.932382 = -126668.574307 nChanged 28 SP:Iteration 3Q (6681.457409 sec): 3 clusters Score: Raw -128941.711733 + Penalty 2247.932382 = -126693.779351 nChanged 19 SP:Iteration 4Q (6681.462895 sec): 3 clusters Score: Raw -128955.146450 + Penalty 2247.932382 = -126707.214068 nChanged 17 SP:Iteration 5Q (6681.468346 sec): 3 clusters Score: Raw -128973.612721 + Penalty 2247.932382 = -126725.680340 nChanged 13 SP:Iteration 6Q (6681.473738 sec): 3 clusters Score: Raw -128988.293462 + Penalty 2247.932382 = -126740.361080 nChanged 13 SP:Iteration 7Q (6681.479161 sec): 3 clusters Score: Raw -128998.546381 + Penalty 2247.932382 = -126750.614000 nChanged 7 SP:Iteration 8Q (6681.484545 sec): 3 clusters Score: Raw -129004.112407 + Penalty 2247.932382 = -126756.180025 nChanged 6 SP:Iteration 9Q (6681.489969 sec): 3 clusters Score: Raw -129009.202842 + Penalty 2247.932382 = -126761.270460 nChanged 3 SP:Iteration 10Q (6681.495371 sec): 3 clusters Score: Raw -129011.497712 + Penalty 2247.932382 = -126763.565330 nChanged 4 SP:Iteration 11Q (6681.500685 sec): 3 clusters Score: Raw -129014.400654 + Penalty 2247.932382 = -126766.468273 nChanged 5 SP:Iteration 12Q (6681.506108 sec): 3 clusters Score: Raw -129019.506920 + Penalty 2247.932382 = -126771.574539 nChanged 6 SP:Iteration 13Q (6681.516907 sec): 3 clusters Score: Raw -129026.189569 + Penalty 2247.932382 = -126778.257187 nChanged 3 SP:Iteration 14Q (6681.522316 sec): 3 clusters Score: Raw -129027.800356 + Penalty 2247.932382 = -126779.867974 nChanged 1 SP:Iteration 15Q (6681.527748 sec): 3 clusters Score: Raw -129029.924061 + Penalty 2247.932382 = -126781.991680 nChanged 1 SP:Iteration 16Q (6681.533117 sec): 3 clusters Score: Raw -129030.570226 + Penalty 2247.932382 = -126782.637844 nChanged 1 SP:Iteration 17Q (6681.538525 sec): 3 clusters Score: Raw -129031.310995 + Penalty 2247.932382 = -126783.378613 nChanged 1 SP:Iteration 18Q (6681.543898 sec): 3 clusters Score: Raw -129031.931549 + Penalty 2247.932382 = -126783.999167 nChanged 0 SP:Iteration 19F (6681.549820 sec): 3 clusters Score: Raw -129031.931549 + Penalty 2247.932382 = -126783.999167 nChanged 0 Trying to split cluster 37 (26638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6681.599710 sec): 2 clusters Score: Raw -3383938.998136 + Penalty 1655.890283 = -3382283.107853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6681.652934 sec): 3 clusters Score: Raw -3367603.528105 + Penalty 3311.780565 = -3364291.747540 nChanged 12015 SP:Iteration 1F (6681.705521 sec): 3 clusters Score: Raw -3374407.580163 + Penalty 3311.780565 = -3371095.799598 nChanged 1420 SP:Iteration 2F (6681.756134 sec): 3 clusters Score: Raw -3375059.597734 + Penalty 3311.780565 = -3371747.817169 nChanged 1461 SP:Iteration 3F (6681.807452 sec): 3 clusters Score: Raw -3375825.197162 + Penalty 3311.780565 = -3372513.416597 nChanged 1580 SP:Iteration 4F (6681.857567 sec): 3 clusters Score: Raw -3376745.390598 + Penalty 3311.780565 = -3373433.610033 nChanged 1623 SP:Iteration 5F (6681.908771 sec): 3 clusters Score: Raw -3377776.237813 + Penalty 3311.780565 = -3374464.457247 nChanged 1655 SP:Iteration 6F (6681.965013 sec): 3 clusters Score: Raw -3378931.013106 + Penalty 3311.780565 = -3375619.232541 nChanged 1615 SP:Iteration 7F (6682.015913 sec): 3 clusters Score: Raw -3380098.362356 + Penalty 3311.780565 = -3376786.581790 nChanged 1419 SP:Iteration 8F (6682.066787 sec): 3 clusters Score: Raw -3381042.221961 + Penalty 3311.780565 = -3377730.441396 nChanged 1159 SP:Iteration 9Q (6682.120231 sec): 3 clusters Score: Raw -3381729.516830 + Penalty 3311.780565 = -3378417.736265 nChanged 893 SP:Iteration 10Q (6682.205616 sec): 3 clusters Score: Raw -3382173.510445 + Penalty 3311.780565 = -3378861.729880 nChanged 686 SP:Iteration 11Q (6682.255190 sec): 3 clusters Score: Raw -3382477.323070 + Penalty 3311.780565 = -3379165.542505 nChanged 493 SP:Iteration 12Q (6682.304493 sec): 3 clusters Score: Raw -3382656.066894 + Penalty 3311.780565 = -3379344.286329 nChanged 378 SP:Iteration 13Q (6682.354275 sec): 3 clusters Score: Raw -3382774.055535 + Penalty 3311.780565 = -3379462.274970 nChanged 312 SP:Iteration 14Q (6682.402673 sec): 3 clusters Score: Raw -3382879.625281 + Penalty 3311.780565 = -3379567.844716 nChanged 309 SP:Iteration 15Q (6682.451641 sec): 3 clusters Score: Raw -3382977.995429 + Penalty 3311.780565 = -3379666.214864 nChanged 286 SP:Iteration 16Q (6682.499552 sec): 3 clusters Score: Raw -3383063.686368 + Penalty 3311.780565 = -3379751.905803 nChanged 249 SP:Iteration 17Q (6682.547364 sec): 3 clusters Score: Raw -3383140.818852 + Penalty 3311.780565 = -3379829.038286 nChanged 231 SP:Iteration 18Q (6682.600420 sec): 3 clusters Score: Raw -3383208.601601 + Penalty 3311.780565 = -3379896.821036 nChanged 229 SP:Iteration 19Q (6682.650221 sec): 3 clusters Score: Raw -3383279.604991 + Penalty 3311.780565 = -3379967.824426 nChanged 229 SP:Iteration 20F (6682.700838 sec): 3 clusters Score: Raw -3383348.712572 + Penalty 3311.780565 = -3380036.932007 nChanged 218 SP:Iteration 21Q (6682.752514 sec): 3 clusters Score: Raw -3383414.301595 + Penalty 3311.780565 = -3380102.521030 nChanged 207 SP:Iteration 22Q (6682.807581 sec): 3 clusters Score: Raw -3383482.607147 + Penalty 3311.780565 = -3380170.826581 nChanged 216 SP:Iteration 23Q (6682.857246 sec): 3 clusters Score: Raw -3383563.206045 + Penalty 3311.780565 = -3380251.425480 nChanged 202 SP:Iteration 24Q (6682.920369 sec): 3 clusters Score: Raw -3383641.062847 + Penalty 3311.780565 = -3380329.282282 nChanged 211 SP:Iteration 25Q (6682.967174 sec): 3 clusters Score: Raw -3383734.366725 + Penalty 3311.780565 = -3380422.586160 nChanged 210 SP:Iteration 26Q (6683.013248 sec): 3 clusters Score: Raw -3383835.579426 + Penalty 3311.780565 = -3380523.798861 nChanged 205 SP:Iteration 27Q (6683.065397 sec): 3 clusters Score: Raw -3383925.216784 + Penalty 3311.780565 = -3380613.436219 nChanged 188 SP:Iteration 28Q (6683.144255 sec): 3 clusters Score: Raw -3384003.587814 + Penalty 3311.780565 = -3380691.807248 nChanged 197 SP:Iteration 29Q (6683.189952 sec): 3 clusters Score: Raw -3384091.013529 + Penalty 3311.780565 = -3380779.232964 nChanged 189 SP:Iteration 30Q (6683.235240 sec): 3 clusters Score: Raw -3384167.788602 + Penalty 3311.780565 = -3380856.008036 nChanged 161 SP:Iteration 31Q (6683.313778 sec): 3 clusters Score: Raw -3384219.320234 + Penalty 3311.780565 = -3380907.539669 nChanged 126 SP:Iteration 32Q (6683.361922 sec): 3 clusters Score: Raw -3384254.118247 + Penalty 3311.780565 = -3380942.337681 nChanged 105 SP:Iteration 33Q (6683.411725 sec): 3 clusters Score: Raw -3384279.093714 + Penalty 3311.780565 = -3380967.313148 nChanged 91 SP:Iteration 34Q (6683.456238 sec): 3 clusters Score: Raw -3384298.738644 + Penalty 3311.780565 = -3380986.958079 nChanged 77 SP:Iteration 35Q (6683.501662 sec): 3 clusters Score: Raw -3384317.581101 + Penalty 3311.780565 = -3381005.800535 nChanged 88 SP:Iteration 36Q (6683.556326 sec): 3 clusters Score: Raw -3384339.164662 + Penalty 3311.780565 = -3381027.384097 nChanged 85 SP:Iteration 37Q (6683.600156 sec): 3 clusters Score: Raw -3384360.166413 + Penalty 3311.780565 = -3381048.385847 nChanged 94 SP:Iteration 38Q (6683.654515 sec): 3 clusters Score: Raw -3384383.208837 + Penalty 3311.780565 = -3381071.428272 nChanged 85 SP:Iteration 39Q (6683.699300 sec): 3 clusters Score: Raw -3384404.771134 + Penalty 3311.780565 = -3381092.990569 nChanged 82 SP:Iteration 40F (6683.753242 sec): 3 clusters Score: Raw -3384424.458671 + Penalty 3311.780565 = -3381112.678106 nChanged 72 SP:Iteration 41Q (6683.806767 sec): 3 clusters Score: Raw -3384441.574451 + Penalty 3311.780565 = -3381129.793885 nChanged 74 SP:Iteration 42Q (6683.879821 sec): 3 clusters Score: Raw -3384459.719835 + Penalty 3311.780565 = -3381147.939270 nChanged 64 SP:Iteration 43Q (6683.941153 sec): 3 clusters Score: Raw -3384474.558255 + Penalty 3311.780565 = -3381162.777690 nChanged 52 SP:Iteration 44Q (6683.986754 sec): 3 clusters Score: Raw -3384485.534931 + Penalty 3311.780565 = -3381173.754366 nChanged 51 SP:Iteration 45Q (6684.036835 sec): 3 clusters Score: Raw -3384494.947285 + Penalty 3311.780565 = -3381183.166719 nChanged 43 SP:Iteration 46Q (6684.113724 sec): 3 clusters Score: Raw -3384502.947008 + Penalty 3311.780565 = -3381191.166443 nChanged 40 SP:Iteration 47Q (6684.162490 sec): 3 clusters Score: Raw -3384510.845533 + Penalty 3311.780565 = -3381199.064968 nChanged 33 SP:Iteration 48Q (6684.230958 sec): 3 clusters Score: Raw -3384516.963511 + Penalty 3311.780565 = -3381205.182946 nChanged 34 SP:Iteration 49Q (6684.280611 sec): 3 clusters Score: Raw -3384522.784669 + Penalty 3311.780565 = -3381211.004104 nChanged 25 SP:Iteration 50Q (6684.324878 sec): 3 clusters Score: Raw -3384525.930302 + Penalty 3311.780565 = -3381214.149737 nChanged 21 SP:Iteration 51Q (6684.368572 sec): 3 clusters Score: Raw -3384528.360114 + Penalty 3311.780565 = -3381216.579548 nChanged 11 SP:Iteration 52Q (6684.422975 sec): 3 clusters Score: Raw -3384529.419513 + Penalty 3311.780565 = -3381217.638948 nChanged 8 SP:Iteration 53Q (6684.467005 sec): 3 clusters Score: Raw -3384530.101383 + Penalty 3311.780565 = -3381218.320818 nChanged 6 SP:Iteration 54Q (6684.517515 sec): 3 clusters Score: Raw -3384530.535931 + Penalty 3311.780565 = -3381218.755366 nChanged 5 SP:Iteration 55Q (6684.561171 sec): 3 clusters Score: Raw -3384530.989761 + Penalty 3311.780565 = -3381219.209195 nChanged 4 SP:Iteration 56Q (6684.614476 sec): 3 clusters Score: Raw -3384531.275425 + Penalty 3311.780565 = -3381219.494860 nChanged 2 SP:Iteration 57Q (6684.658602 sec): 3 clusters Score: Raw -3384531.470999 + Penalty 3311.780565 = -3381219.690434 nChanged 4 SP:Iteration 58Q (6684.702137 sec): 3 clusters Score: Raw -3384531.794862 + Penalty 3311.780565 = -3381220.014297 nChanged 4 SP:Iteration 59Q (6684.779879 sec): 3 clusters Score: Raw -3384531.961830 + Penalty 3311.780565 = -3381220.181264 nChanged 2 SP:Iteration 60F (6684.853482 sec): 3 clusters Score: Raw -3384532.016544 + Penalty 3311.780565 = -3381220.235979 nChanged 0 Trying to split cluster 38 (7556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6684.881661 sec): 2 clusters Score: Raw -884396.193760 + Penalty 1451.140800 = -882945.052960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6684.914858 sec): 3 clusters Score: Raw -880165.870703 + Penalty 2902.281599 = -877263.589104 nChanged 3250 SP:Iteration 1F (6684.975541 sec): 3 clusters Score: Raw -882190.442827 + Penalty 2902.281599 = -879288.161228 nChanged 578 SP:Iteration 2F (6685.008626 sec): 3 clusters Score: Raw -882532.141346 + Penalty 2902.281599 = -879629.859746 nChanged 461 SP:Iteration 3F (6685.043641 sec): 3 clusters Score: Raw -882857.381950 + Penalty 2902.281599 = -879955.100351 nChanged 473 SP:Iteration 4F (6685.068188 sec): 3 clusters Score: Raw -883214.673137 + Penalty 2902.281599 = -880312.391537 nChanged 455 SP:Iteration 5F (6685.094038 sec): 3 clusters Score: Raw -883600.016586 + Penalty 2902.281599 = -880697.734986 nChanged 491 SP:Iteration 6F (6685.153480 sec): 3 clusters Score: Raw -884103.237089 + Penalty 2902.281599 = -881200.955490 nChanged 532 SP:Iteration 7F (6685.187686 sec): 3 clusters Score: Raw -884661.328233 + Penalty 2902.281599 = -881759.046633 nChanged 461 SP:Iteration 8F (6685.212293 sec): 3 clusters Score: Raw -885140.282322 + Penalty 2902.281599 = -882238.000723 nChanged 366 SP:Iteration 9Q (6685.236609 sec): 3 clusters Score: Raw -885459.956476 + Penalty 2902.281599 = -882557.674876 nChanged 281 SP:Iteration 10Q (6685.269722 sec): 3 clusters Score: Raw -885639.594333 + Penalty 2902.281599 = -882737.312733 nChanged 204 SP:Iteration 11Q (6685.293553 sec): 3 clusters Score: Raw -885731.529216 + Penalty 2902.281599 = -882829.247616 nChanged 128 SP:Iteration 12Q (6685.317271 sec): 3 clusters Score: Raw -885776.660406 + Penalty 2902.281599 = -882874.378806 nChanged 78 SP:Iteration 13Q (6685.375667 sec): 3 clusters Score: Raw -885798.696418 + Penalty 2902.281599 = -882896.414819 nChanged 51 SP:Iteration 14Q (6685.416328 sec): 3 clusters Score: Raw -885812.585868 + Penalty 2902.281599 = -882910.304268 nChanged 42 SP:Iteration 15Q (6685.469543 sec): 3 clusters Score: Raw -885827.895182 + Penalty 2902.281599 = -882925.613583 nChanged 48 SP:Iteration 16Q (6685.493075 sec): 3 clusters Score: Raw -885842.135558 + Penalty 2902.281599 = -882939.853958 nChanged 39 SP:Iteration 17Q (6685.516679 sec): 3 clusters Score: Raw -885852.839710 + Penalty 2902.281599 = -882950.558111 nChanged 35 SP:Iteration 18Q (6685.571118 sec): 3 clusters Score: Raw -885861.483532 + Penalty 2902.281599 = -882959.201933 nChanged 22 SP:Iteration 19Q (6685.594612 sec): 3 clusters Score: Raw -885865.625026 + Penalty 2902.281599 = -882963.343427 nChanged 18 SP:Iteration 20F (6685.619702 sec): 3 clusters Score: Raw -885868.539113 + Penalty 2902.281599 = -882966.257513 nChanged 11 SP:Iteration 21Q (6685.677703 sec): 3 clusters Score: Raw -885870.179194 + Penalty 2902.281599 = -882967.897595 nChanged 7 SP:Iteration 22Q (6685.734046 sec): 3 clusters Score: Raw -885871.108299 + Penalty 2902.281599 = -882968.826699 nChanged 6 SP:Iteration 23Q (6685.761451 sec): 3 clusters Score: Raw -885871.631474 + Penalty 2902.281599 = -882969.349875 nChanged 1 SP:Iteration 24Q (6685.815695 sec): 3 clusters Score: Raw -885871.762442 + Penalty 2902.281599 = -882969.480843 nChanged 1 SP:Iteration 25Q (6685.860264 sec): 3 clusters Score: Raw -885871.830256 + Penalty 2902.281599 = -882969.548657 nChanged 0 SP:Iteration 26F (6685.884797 sec): 3 clusters Score: Raw -885871.830256 + Penalty 2902.281599 = -882969.548657 nChanged 0 Score: Raw -84158935.310468 + Penalty 96104.254719 = -84062831.055749 Splitting cluster 38 changes total score from -84063537.120338 to -84062831.055749 So it's not getting split. Trying to split cluster 39 (5330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6704.501143 sec): 2 clusters Score: Raw -678976.841171 + Penalty 1394.429809 = -677582.411362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6704.522945 sec): 3 clusters Score: Raw -676177.674826 + Penalty 2788.859618 = -673388.815208 nChanged 2149 SP:Iteration 1F (6704.544224 sec): 3 clusters Score: Raw -677361.817640 + Penalty 2788.859618 = -674572.958022 nChanged 380 SP:Iteration 2F (6704.565212 sec): 3 clusters Score: Raw -677588.964357 + Penalty 2788.859618 = -674800.104739 nChanged 318 SP:Iteration 3F (6704.586645 sec): 3 clusters Score: Raw -677787.082351 + Penalty 2788.859618 = -674998.222733 nChanged 309 SP:Iteration 4F (6704.608015 sec): 3 clusters Score: Raw -677982.936355 + Penalty 2788.859618 = -675194.076737 nChanged 299 SP:Iteration 5F (6704.629326 sec): 3 clusters Score: Raw -678195.200136 + Penalty 2788.859618 = -675406.340518 nChanged 307 SP:Iteration 6F (6704.650701 sec): 3 clusters Score: Raw -678413.828887 + Penalty 2788.859618 = -675624.969269 nChanged 282 SP:Iteration 7F (6704.671923 sec): 3 clusters Score: Raw -678614.142794 + Penalty 2788.859618 = -675825.283176 nChanged 246 SP:Iteration 8Q (6704.693171 sec): 3 clusters Score: Raw -678787.032032 + Penalty 2788.859618 = -675998.172414 nChanged 200 SP:Iteration 9Q (6704.714543 sec): 3 clusters Score: Raw -678897.887441 + Penalty 2788.859618 = -676109.027823 nChanged 145 SP:Iteration 10Q (6704.736010 sec): 3 clusters Score: Raw -678970.203660 + Penalty 2788.859618 = -676181.344042 nChanged 112 SP:Iteration 11Q (6704.757352 sec): 3 clusters Score: Raw -679021.479333 + Penalty 2788.859618 = -676232.619715 nChanged 78 SP:Iteration 12Q (6704.778835 sec): 3 clusters Score: Raw -679052.069545 + Penalty 2788.859618 = -676263.209927 nChanged 62 SP:Iteration 13Q (6704.800171 sec): 3 clusters Score: Raw -679076.049885 + Penalty 2788.859618 = -676287.190267 nChanged 46 SP:Iteration 14Q (6704.821528 sec): 3 clusters Score: Raw -679088.608042 + Penalty 2788.859618 = -676299.748424 nChanged 27 SP:Iteration 15Q (6704.842930 sec): 3 clusters Score: Raw -679095.461304 + Penalty 2788.859618 = -676306.601686 nChanged 24 SP:Iteration 16Q (6704.864381 sec): 3 clusters Score: Raw -679101.136440 + Penalty 2788.859618 = -676312.276822 nChanged 18 SP:Iteration 17Q (6704.885845 sec): 3 clusters Score: Raw -679105.610148 + Penalty 2788.859618 = -676316.750530 nChanged 13 SP:Iteration 18Q (6704.907447 sec): 3 clusters Score: Raw -679108.827057 + Penalty 2788.859618 = -676319.967439 nChanged 13 SP:Iteration 19Q (6704.928962 sec): 3 clusters Score: Raw -679112.440914 + Penalty 2788.859618 = -676323.581296 nChanged 14 SP:Iteration 20F (6704.950179 sec): 3 clusters Score: Raw -679115.872949 + Penalty 2788.859618 = -676327.013331 nChanged 16 SP:Iteration 21Q (6704.977804 sec): 3 clusters Score: Raw -679120.100679 + Penalty 2788.859618 = -676331.241061 nChanged 14 SP:Iteration 22Q (6705.032791 sec): 3 clusters Score: Raw -679123.705236 + Penalty 2788.859618 = -676334.845617 nChanged 5 SP:Iteration 23Q (6705.053477 sec): 3 clusters Score: Raw -679124.399354 + Penalty 2788.859618 = -676335.539736 nChanged 3 SP:Iteration 24Q (6705.084880 sec): 3 clusters Score: Raw -679125.147526 + Penalty 2788.859618 = -676336.287908 nChanged 3 SP:Iteration 25Q (6705.140812 sec): 3 clusters Score: Raw -679126.207644 + Penalty 2788.859618 = -676337.348026 nChanged 3 SP:Iteration 26Q (6705.179635 sec): 3 clusters Score: Raw -679127.118451 + Penalty 2788.859618 = -676338.258833 nChanged 3 SP:Iteration 27Q (6705.210703 sec): 3 clusters Score: Raw -679127.925080 + Penalty 2788.859618 = -676339.065462 nChanged 2 SP:Iteration 28Q (6705.231747 sec): 3 clusters Score: Raw -679128.568927 + Penalty 2788.859618 = -676339.709309 nChanged 2 SP:Iteration 29Q (6705.252899 sec): 3 clusters Score: Raw -679128.981198 + Penalty 2788.859618 = -676340.121580 nChanged 1 SP:Iteration 30Q (6705.273329 sec): 3 clusters Score: Raw -679129.060073 + Penalty 2788.859618 = -676340.200455 nChanged 2 SP:Iteration 31Q (6705.304285 sec): 3 clusters Score: Raw -679129.408758 + Penalty 2788.859618 = -676340.549140 nChanged 2 SP:Iteration 32Q (6705.324843 sec): 3 clusters Score: Raw -679129.905431 + Penalty 2788.859618 = -676341.045813 nChanged 4 SP:Iteration 33Q (6705.345354 sec): 3 clusters Score: Raw -679131.469262 + Penalty 2788.859618 = -676342.609644 nChanged 3 SP:Iteration 34Q (6705.365608 sec): 3 clusters Score: Raw -679132.509636 + Penalty 2788.859618 = -676343.650018 nChanged 7 SP:Iteration 35Q (6705.394944 sec): 3 clusters Score: Raw -679134.562583 + Penalty 2788.859618 = -676345.702965 nChanged 5 SP:Iteration 36Q (6705.419858 sec): 3 clusters Score: Raw -679135.470806 + Penalty 2788.859618 = -676346.611187 nChanged 6 SP:Iteration 37Q (6705.441254 sec): 3 clusters Score: Raw -679136.811635 + Penalty 2788.859618 = -676347.952017 nChanged 6 SP:Iteration 38Q (6705.462648 sec): 3 clusters Score: Raw -679138.153956 + Penalty 2788.859618 = -676349.294338 nChanged 5 SP:Iteration 39Q (6705.483970 sec): 3 clusters Score: Raw -679138.847214 + Penalty 2788.859618 = -676349.987596 nChanged 3 SP:Iteration 40F (6705.515227 sec): 3 clusters Score: Raw -679139.380757 + Penalty 2788.859618 = -676350.521139 nChanged 1 SP:Iteration 41Q (6705.535817 sec): 3 clusters Score: Raw -679139.559830 + Penalty 2788.859618 = -676350.700212 nChanged 1 SP:Iteration 42Q (6705.556437 sec): 3 clusters Score: Raw -679139.669826 + Penalty 2788.859618 = -676350.810208 nChanged 1 SP:Iteration 43Q (6705.587129 sec): 3 clusters Score: Raw -679139.951429 + Penalty 2788.859618 = -676351.091811 nChanged 0 SP:Iteration 44F (6705.608409 sec): 3 clusters Score: Raw -679139.951429 + Penalty 2788.859618 = -676351.091811 nChanged 0 Trying to split cluster 40 (9794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6705.632099 sec): 2 clusters Score: Raw -1198755.072933 + Penalty 1493.297850 = -1197261.775083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6705.664209 sec): 3 clusters Score: Raw -1193351.111910 + Penalty 2986.595700 = -1190364.516210 nChanged 4100 SP:Iteration 1F (6705.696514 sec): 3 clusters Score: Raw -1195448.568624 + Penalty 2986.595700 = -1192461.972924 nChanged 575 SP:Iteration 2F (6705.752773 sec): 3 clusters Score: Raw -1195679.445774 + Penalty 2986.595700 = -1192692.850073 nChanged 490 SP:Iteration 3F (6705.779334 sec): 3 clusters Score: Raw -1195868.861219 + Penalty 2986.595700 = -1192882.265519 nChanged 443 SP:Iteration 4Q (6705.828354 sec): 3 clusters Score: Raw -1196076.856559 + Penalty 2986.595700 = -1193090.260859 nChanged 461 SP:Iteration 5Q (6705.855693 sec): 3 clusters Score: Raw -1196314.604707 + Penalty 2986.595700 = -1193328.009007 nChanged 516 SP:Iteration 6F (6705.890746 sec): 3 clusters Score: Raw -1196612.439631 + Penalty 2986.595700 = -1193625.843930 nChanged 553 SP:Iteration 7F (6705.939499 sec): 3 clusters Score: Raw -1196974.202084 + Penalty 2986.595700 = -1193987.606384 nChanged 585 SP:Iteration 8F (6705.973833 sec): 3 clusters Score: Raw -1197383.441629 + Penalty 2986.595700 = -1194396.845929 nChanged 546 SP:Iteration 9F (6706.008381 sec): 3 clusters Score: Raw -1197799.081606 + Penalty 2986.595700 = -1194812.485905 nChanged 498 SP:Iteration 10F (6706.035438 sec): 3 clusters Score: Raw -1198175.264007 + Penalty 2986.595700 = -1195188.668307 nChanged 344 SP:Iteration 11Q (6706.062597 sec): 3 clusters Score: Raw -1198424.928740 + Penalty 2986.595700 = -1195438.333039 nChanged 238 SP:Iteration 12Q (6706.089413 sec): 3 clusters Score: Raw -1198608.695378 + Penalty 2986.595700 = -1195622.099677 nChanged 181 SP:Iteration 13Q (6706.117825 sec): 3 clusters Score: Raw -1198727.328581 + Penalty 2986.595700 = -1195740.732881 nChanged 107 SP:Iteration 14Q (6706.165891 sec): 3 clusters Score: Raw -1198775.664130 + Penalty 2986.595700 = -1195789.068430 nChanged 72 SP:Iteration 15Q (6706.193115 sec): 3 clusters Score: Raw -1198811.274571 + Penalty 2986.595700 = -1195824.678870 nChanged 55 SP:Iteration 16Q (6706.224895 sec): 3 clusters Score: Raw -1198842.333079 + Penalty 2986.595700 = -1195855.737379 nChanged 46 SP:Iteration 17Q (6706.250093 sec): 3 clusters Score: Raw -1198879.075439 + Penalty 2986.595700 = -1195892.479739 nChanged 59 SP:Iteration 18Q (6706.281481 sec): 3 clusters Score: Raw -1198909.238570 + Penalty 2986.595700 = -1195922.642869 nChanged 48 SP:Iteration 19Q (6706.306626 sec): 3 clusters Score: Raw -1198935.380855 + Penalty 2986.595700 = -1195948.785155 nChanged 39 SP:Iteration 20F (6706.333859 sec): 3 clusters Score: Raw -1198960.044625 + Penalty 2986.595700 = -1195973.448925 nChanged 31 SP:Iteration 21Q (6706.388319 sec): 3 clusters Score: Raw -1198977.351593 + Penalty 2986.595700 = -1195990.755892 nChanged 24 SP:Iteration 22Q (6706.447895 sec): 3 clusters Score: Raw -1198996.623838 + Penalty 2986.595700 = -1196010.028138 nChanged 27 SP:Iteration 23Q (6706.473071 sec): 3 clusters Score: Raw -1199013.700706 + Penalty 2986.595700 = -1196027.105005 nChanged 29 SP:Iteration 24Q (6706.497878 sec): 3 clusters Score: Raw -1199028.372261 + Penalty 2986.595700 = -1196041.776561 nChanged 26 SP:Iteration 25Q (6706.522442 sec): 3 clusters Score: Raw -1199038.520904 + Penalty 2986.595700 = -1196051.925203 nChanged 16 SP:Iteration 26Q (6706.557886 sec): 3 clusters Score: Raw -1199043.830514 + Penalty 2986.595700 = -1196057.234814 nChanged 9 SP:Iteration 27Q (6706.588328 sec): 3 clusters Score: Raw -1199047.308156 + Penalty 2986.595700 = -1196060.712456 nChanged 9 SP:Iteration 28Q (6706.620786 sec): 3 clusters Score: Raw -1199051.166244 + Penalty 2986.595700 = -1196064.570544 nChanged 13 SP:Iteration 29Q (6706.654512 sec): 3 clusters Score: Raw -1199056.377856 + Penalty 2986.595700 = -1196069.782156 nChanged 10 SP:Iteration 30Q (6706.678877 sec): 3 clusters Score: Raw -1199060.255720 + Penalty 2986.595700 = -1196073.660019 nChanged 7 SP:Iteration 31Q (6706.709681 sec): 3 clusters Score: Raw -1199065.168402 + Penalty 2986.595700 = -1196078.572701 nChanged 6 SP:Iteration 32Q (6706.755877 sec): 3 clusters Score: Raw -1199066.889577 + Penalty 2986.595700 = -1196080.293877 nChanged 5 SP:Iteration 33Q (6706.812636 sec): 3 clusters Score: Raw -1199068.745610 + Penalty 2986.595700 = -1196082.149909 nChanged 4 SP:Iteration 34Q (6706.840631 sec): 3 clusters Score: Raw -1199069.509999 + Penalty 2986.595700 = -1196082.914299 nChanged 4 SP:Iteration 35Q (6706.875013 sec): 3 clusters Score: Raw -1199070.106139 + Penalty 2986.595700 = -1196083.510438 nChanged 2 SP:Iteration 36Q (6706.931709 sec): 3 clusters Score: Raw -1199070.723880 + Penalty 2986.595700 = -1196084.128180 nChanged 3 SP:Iteration 37Q (6706.955843 sec): 3 clusters Score: Raw -1199071.374589 + Penalty 2986.595700 = -1196084.778889 nChanged 0 SP:Iteration 38F (6706.982786 sec): 3 clusters Score: Raw -1199071.374589 + Penalty 2986.595700 = -1196084.778889 nChanged 0 Trying to split cluster 41 (4737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6707.005002 sec): 2 clusters Score: Raw -568672.341272 + Penalty 1375.263387 = -567297.077885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6707.025779 sec): 3 clusters Score: Raw -566266.659289 + Penalty 2750.526773 = -563516.132516 nChanged 1930 SP:Iteration 1F (6707.046017 sec): 3 clusters Score: Raw -567487.335775 + Penalty 2750.526773 = -564736.809001 nChanged 387 SP:Iteration 2F (6707.066077 sec): 3 clusters Score: Raw -567794.821746 + Penalty 2750.526773 = -565044.294973 nChanged 333 SP:Iteration 3F (6707.087065 sec): 3 clusters Score: Raw -568069.084383 + Penalty 2750.526773 = -565318.557609 nChanged 299 SP:Iteration 4F (6707.128675 sec): 3 clusters Score: Raw -568302.959676 + Penalty 2750.526773 = -565552.432903 nChanged 249 SP:Iteration 5F (6707.148803 sec): 3 clusters Score: Raw -568507.025103 + Penalty 2750.526773 = -565756.498330 nChanged 219 SP:Iteration 6Q (6707.169062 sec): 3 clusters Score: Raw -568667.558024 + Penalty 2750.526773 = -565917.031251 nChanged 179 SP:Iteration 7Q (6707.203786 sec): 3 clusters Score: Raw -568789.592862 + Penalty 2750.526773 = -566039.066088 nChanged 149 SP:Iteration 8Q (6707.227706 sec): 3 clusters Score: Raw -568880.514158 + Penalty 2750.526773 = -566129.987384 nChanged 125 SP:Iteration 9Q (6707.251564 sec): 3 clusters Score: Raw -568957.296838 + Penalty 2750.526773 = -566206.770064 nChanged 107 SP:Iteration 10Q (6707.307635 sec): 3 clusters Score: Raw -569028.680279 + Penalty 2750.526773 = -566278.153506 nChanged 91 SP:Iteration 11Q (6707.359595 sec): 3 clusters Score: Raw -569083.583187 + Penalty 2750.526773 = -566333.056414 nChanged 71 SP:Iteration 12Q (6707.408610 sec): 3 clusters Score: Raw -569117.726669 + Penalty 2750.526773 = -566367.199896 nChanged 45 SP:Iteration 13Q (6707.429629 sec): 3 clusters Score: Raw -569139.818352 + Penalty 2750.526773 = -566389.291578 nChanged 42 SP:Iteration 14Q (6707.449089 sec): 3 clusters Score: Raw -569158.170153 + Penalty 2750.526773 = -566407.643379 nChanged 36 SP:Iteration 15Q (6707.470791 sec): 3 clusters Score: Raw -569172.819142 + Penalty 2750.526773 = -566422.292368 nChanged 26 SP:Iteration 16Q (6707.490618 sec): 3 clusters Score: Raw -569184.343929 + Penalty 2750.526773 = -566433.817155 nChanged 20 SP:Iteration 17Q (6707.510558 sec): 3 clusters Score: Raw -569190.005908 + Penalty 2750.526773 = -566439.479135 nChanged 19 SP:Iteration 18Q (6707.530348 sec): 3 clusters Score: Raw -569194.820988 + Penalty 2750.526773 = -566444.294214 nChanged 17 SP:Iteration 19Q (6707.549745 sec): 3 clusters Score: Raw -569199.099846 + Penalty 2750.526773 = -566448.573072 nChanged 11 SP:Iteration 20F (6707.569848 sec): 3 clusters Score: Raw -569201.795873 + Penalty 2750.526773 = -566451.269100 nChanged 7 SP:Iteration 21Q (6707.589579 sec): 3 clusters Score: Raw -569203.160951 + Penalty 2750.526773 = -566452.634177 nChanged 6 SP:Iteration 22Q (6707.609006 sec): 3 clusters Score: Raw -569204.517849 + Penalty 2750.526773 = -566453.991076 nChanged 5 SP:Iteration 23Q (6707.628860 sec): 3 clusters Score: Raw -569206.119322 + Penalty 2750.526773 = -566455.592549 nChanged 8 SP:Iteration 24Q (6707.648385 sec): 3 clusters Score: Raw -569208.591625 + Penalty 2750.526773 = -566458.064851 nChanged 6 SP:Iteration 25Q (6707.668057 sec): 3 clusters Score: Raw -569210.399732 + Penalty 2750.526773 = -566459.872959 nChanged 9 SP:Iteration 26Q (6707.687428 sec): 3 clusters Score: Raw -569213.755782 + Penalty 2750.526773 = -566463.229009 nChanged 11 SP:Iteration 27Q (6707.706628 sec): 3 clusters Score: Raw -569217.825226 + Penalty 2750.526773 = -566467.298452 nChanged 18 SP:Iteration 28Q (6707.754497 sec): 3 clusters Score: Raw -569224.611704 + Penalty 2750.526773 = -566474.084931 nChanged 21 SP:Iteration 29Q (6707.783561 sec): 3 clusters Score: Raw -569232.569960 + Penalty 2750.526773 = -566482.043187 nChanged 18 SP:Iteration 30Q (6707.803464 sec): 3 clusters Score: Raw -569236.738650 + Penalty 2750.526773 = -566486.211877 nChanged 11 SP:Iteration 31Q (6707.823332 sec): 3 clusters Score: Raw -569239.690462 + Penalty 2750.526773 = -566489.163689 nChanged 8 SP:Iteration 32Q (6707.842038 sec): 3 clusters Score: Raw -569241.883972 + Penalty 2750.526773 = -566491.357198 nChanged 8 SP:Iteration 33Q (6707.860629 sec): 3 clusters Score: Raw -569243.528514 + Penalty 2750.526773 = -566493.001741 nChanged 2 SP:Iteration 34Q (6707.879372 sec): 3 clusters Score: Raw -569243.907084 + Penalty 2750.526773 = -566493.380311 nChanged 1 SP:Iteration 35Q (6707.932534 sec): 3 clusters Score: Raw -569244.066426 + Penalty 2750.526773 = -566493.539652 nChanged 0 SP:Iteration 36F (6707.973760 sec): 3 clusters Score: Raw -569244.066426 + Penalty 2750.526773 = -566493.539652 nChanged 0 Trying to split cluster 42 (3771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6707.991043 sec): 2 clusters Score: Raw -437839.510838 + Penalty 1338.203018 = -436501.307820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6708.008748 sec): 3 clusters Score: Raw -435960.696455 + Penalty 2676.406037 = -433284.290418 nChanged 1515 SP:Iteration 1F (6708.027022 sec): 3 clusters Score: Raw -436878.595609 + Penalty 2676.406037 = -434202.189573 nChanged 290 SP:Iteration 2F (6708.045243 sec): 3 clusters Score: Raw -437053.382718 + Penalty 2676.406037 = -434376.976681 nChanged 210 SP:Iteration 3F (6708.063474 sec): 3 clusters Score: Raw -437217.634849 + Penalty 2676.406037 = -434541.228813 nChanged 171 SP:Iteration 4Q (6708.087650 sec): 3 clusters Score: Raw -437337.340438 + Penalty 2676.406037 = -434660.934401 nChanged 161 SP:Iteration 5Q (6708.112361 sec): 3 clusters Score: Raw -437480.706154 + Penalty 2676.406037 = -434804.300117 nChanged 175 SP:Iteration 6Q (6708.132093 sec): 3 clusters Score: Raw -437643.602095 + Penalty 2676.406037 = -434967.196059 nChanged 194 SP:Iteration 7F (6708.150338 sec): 3 clusters Score: Raw -437840.888417 + Penalty 2676.406037 = -435164.482380 nChanged 177 SP:Iteration 8Q (6708.168270 sec): 3 clusters Score: Raw -437984.996266 + Penalty 2676.406037 = -435308.590230 nChanged 145 SP:Iteration 9Q (6708.186334 sec): 3 clusters Score: Raw -438075.812116 + Penalty 2676.406037 = -435399.406079 nChanged 100 SP:Iteration 10Q (6708.204208 sec): 3 clusters Score: Raw -438130.918180 + Penalty 2676.406037 = -435454.512143 nChanged 76 SP:Iteration 11Q (6708.221429 sec): 3 clusters Score: Raw -438162.015271 + Penalty 2676.406037 = -435485.609235 nChanged 52 SP:Iteration 12Q (6708.239422 sec): 3 clusters Score: Raw -438189.451452 + Penalty 2676.406037 = -435513.045416 nChanged 48 SP:Iteration 13Q (6708.257394 sec): 3 clusters Score: Raw -438208.969593 + Penalty 2676.406037 = -435532.563557 nChanged 29 SP:Iteration 14Q (6708.275171 sec): 3 clusters Score: Raw -438223.759997 + Penalty 2676.406037 = -435547.353960 nChanged 32 SP:Iteration 15Q (6708.303029 sec): 3 clusters Score: Raw -438239.009026 + Penalty 2676.406037 = -435562.602990 nChanged 37 SP:Iteration 16Q (6708.330608 sec): 3 clusters Score: Raw -438252.216420 + Penalty 2676.406037 = -435575.810384 nChanged 36 SP:Iteration 17Q (6708.348571 sec): 3 clusters Score: Raw -438263.652100 + Penalty 2676.406037 = -435587.246063 nChanged 30 SP:Iteration 18Q (6708.366334 sec): 3 clusters Score: Raw -438272.329027 + Penalty 2676.406037 = -435595.922990 nChanged 22 SP:Iteration 19Q (6708.384244 sec): 3 clusters Score: Raw -438278.213996 + Penalty 2676.406037 = -435601.807959 nChanged 19 SP:Iteration 20F (6708.412197 sec): 3 clusters Score: Raw -438283.946491 + Penalty 2676.406037 = -435607.540454 nChanged 19 SP:Iteration 21Q (6708.442376 sec): 3 clusters Score: Raw -438292.231133 + Penalty 2676.406037 = -435615.825096 nChanged 14 SP:Iteration 22Q (6708.477944 sec): 3 clusters Score: Raw -438299.440432 + Penalty 2676.406037 = -435623.034396 nChanged 23 SP:Iteration 23Q (6708.495860 sec): 3 clusters Score: Raw -438307.688477 + Penalty 2676.406037 = -435631.282440 nChanged 14 SP:Iteration 24Q (6708.517429 sec): 3 clusters Score: Raw -438312.372599 + Penalty 2676.406037 = -435635.966562 nChanged 14 SP:Iteration 25Q (6708.534559 sec): 3 clusters Score: Raw -438316.085447 + Penalty 2676.406037 = -435639.679410 nChanged 16 SP:Iteration 26Q (6708.551398 sec): 3 clusters Score: Raw -438319.782657 + Penalty 2676.406037 = -435643.376621 nChanged 9 SP:Iteration 27Q (6708.579205 sec): 3 clusters Score: Raw -438322.811865 + Penalty 2676.406037 = -435646.405828 nChanged 7 SP:Iteration 28Q (6708.595582 sec): 3 clusters Score: Raw -438324.193993 + Penalty 2676.406037 = -435647.787956 nChanged 6 SP:Iteration 29Q (6708.614313 sec): 3 clusters Score: Raw -438325.763016 + Penalty 2676.406037 = -435649.356980 nChanged 7 SP:Iteration 30Q (6708.632215 sec): 3 clusters Score: Raw -438326.659023 + Penalty 2676.406037 = -435650.252986 nChanged 6 SP:Iteration 31Q (6708.653382 sec): 3 clusters Score: Raw -438327.744849 + Penalty 2676.406037 = -435651.338812 nChanged 2 SP:Iteration 32Q (6708.681208 sec): 3 clusters Score: Raw -438328.048564 + Penalty 2676.406037 = -435651.642527 nChanged 1 SP:Iteration 33Q (6708.697726 sec): 3 clusters Score: Raw -438328.727040 + Penalty 2676.406037 = -435652.321003 nChanged 2 SP:Iteration 34Q (6708.715578 sec): 3 clusters Score: Raw -438328.950192 + Penalty 2676.406037 = -435652.544156 nChanged 0 SP:Iteration 35F (6708.733577 sec): 3 clusters Score: Raw -438328.950192 + Penalty 2676.406037 = -435652.544156 nChanged 0 Trying to split cluster 43 (6418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6708.759314 sec): 2 clusters Score: Raw -809096.978871 + Penalty 1424.615046 = -807672.363825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6708.781260 sec): 3 clusters Score: Raw -805707.222191 + Penalty 2849.230092 = -802857.992099 nChanged 2633 SP:Iteration 1F (6708.803565 sec): 3 clusters Score: Raw -807137.673875 + Penalty 2849.230092 = -804288.443783 nChanged 501 SP:Iteration 2F (6708.828145 sec): 3 clusters Score: Raw -807410.901065 + Penalty 2849.230092 = -804561.670973 nChanged 393 SP:Iteration 3F (6708.850623 sec): 3 clusters Score: Raw -807623.872191 + Penalty 2849.230092 = -804774.642099 nChanged 320 SP:Iteration 4Q (6708.872838 sec): 3 clusters Score: Raw -807801.042458 + Penalty 2849.230092 = -804951.812366 nChanged 311 SP:Iteration 5Q (6708.905114 sec): 3 clusters Score: Raw -807985.412033 + Penalty 2849.230092 = -805136.181941 nChanged 311 SP:Iteration 6Q (6708.931252 sec): 3 clusters Score: Raw -808191.925590 + Penalty 2849.230092 = -805342.695498 nChanged 298 SP:Iteration 7Q (6708.953898 sec): 3 clusters Score: Raw -808379.553900 + Penalty 2849.230092 = -805530.323808 nChanged 257 SP:Iteration 8Q (6708.976432 sec): 3 clusters Score: Raw -808535.532295 + Penalty 2849.230092 = -805686.302203 nChanged 199 SP:Iteration 9Q (6709.020530 sec): 3 clusters Score: Raw -808663.325614 + Penalty 2849.230092 = -805814.095522 nChanged 201 SP:Iteration 10Q (6709.053702 sec): 3 clusters Score: Raw -808790.614359 + Penalty 2849.230092 = -805941.384267 nChanged 185 SP:Iteration 11Q (6709.099319 sec): 3 clusters Score: Raw -808898.542590 + Penalty 2849.230092 = -806049.312498 nChanged 160 SP:Iteration 12Q (6709.125463 sec): 3 clusters Score: Raw -808993.869497 + Penalty 2849.230092 = -806144.639405 nChanged 136 SP:Iteration 13Q (6709.147671 sec): 3 clusters Score: Raw -809090.586818 + Penalty 2849.230092 = -806241.356726 nChanged 111 SP:Iteration 14Q (6709.169206 sec): 3 clusters Score: Raw -809144.477271 + Penalty 2849.230092 = -806295.247179 nChanged 73 SP:Iteration 15Q (6709.199126 sec): 3 clusters Score: Raw -809181.623324 + Penalty 2849.230092 = -806332.393232 nChanged 71 SP:Iteration 16Q (6709.220604 sec): 3 clusters Score: Raw -809223.667778 + Penalty 2849.230092 = -806374.437686 nChanged 76 SP:Iteration 17Q (6709.242302 sec): 3 clusters Score: Raw -809264.143126 + Penalty 2849.230092 = -806414.913033 nChanged 63 SP:Iteration 18Q (6709.268540 sec): 3 clusters Score: Raw -809293.225399 + Penalty 2849.230092 = -806443.995307 nChanged 53 SP:Iteration 19Q (6709.290489 sec): 3 clusters Score: Raw -809316.556657 + Penalty 2849.230092 = -806467.326565 nChanged 43 SP:Iteration 20F (6709.313046 sec): 3 clusters Score: Raw -809336.128858 + Penalty 2849.230092 = -806486.898766 nChanged 38 SP:Iteration 21Q (6709.334824 sec): 3 clusters Score: Raw -809351.705692 + Penalty 2849.230092 = -806502.475600 nChanged 30 SP:Iteration 22Q (6709.356346 sec): 3 clusters Score: Raw -809364.448459 + Penalty 2849.230092 = -806515.218367 nChanged 29 SP:Iteration 23Q (6709.377870 sec): 3 clusters Score: Raw -809374.467515 + Penalty 2849.230092 = -806525.237423 nChanged 25 SP:Iteration 24Q (6709.399695 sec): 3 clusters Score: Raw -809382.761806 + Penalty 2849.230092 = -806533.531714 nChanged 24 SP:Iteration 25Q (6709.421317 sec): 3 clusters Score: Raw -809390.343745 + Penalty 2849.230092 = -806541.113653 nChanged 14 SP:Iteration 26Q (6709.446992 sec): 3 clusters Score: Raw -809397.531590 + Penalty 2849.230092 = -806548.301498 nChanged 16 SP:Iteration 27Q (6709.503403 sec): 3 clusters Score: Raw -809403.626834 + Penalty 2849.230092 = -806554.396741 nChanged 13 SP:Iteration 28Q (6709.522643 sec): 3 clusters Score: Raw -809407.373246 + Penalty 2849.230092 = -806558.143154 nChanged 13 SP:Iteration 29Q (6709.544284 sec): 3 clusters Score: Raw -809411.603527 + Penalty 2849.230092 = -806562.373435 nChanged 10 SP:Iteration 30Q (6709.569401 sec): 3 clusters Score: Raw -809414.797871 + Penalty 2849.230092 = -806565.567779 nChanged 11 SP:Iteration 31Q (6709.602353 sec): 3 clusters Score: Raw -809417.955348 + Penalty 2849.230092 = -806568.725256 nChanged 15 SP:Iteration 32Q (6709.641502 sec): 3 clusters Score: Raw -809424.675423 + Penalty 2849.230092 = -806575.445331 nChanged 15 SP:Iteration 33Q (6709.691134 sec): 3 clusters Score: Raw -809430.203662 + Penalty 2849.230092 = -806580.973569 nChanged 12 SP:Iteration 34Q (6709.733894 sec): 3 clusters Score: Raw -809434.963941 + Penalty 2849.230092 = -806585.733849 nChanged 13 SP:Iteration 35Q (6709.755374 sec): 3 clusters Score: Raw -809438.292027 + Penalty 2849.230092 = -806589.061935 nChanged 7 SP:Iteration 36Q (6709.776111 sec): 3 clusters Score: Raw -809440.352101 + Penalty 2849.230092 = -806591.122009 nChanged 2 SP:Iteration 37Q (6709.796835 sec): 3 clusters Score: Raw -809441.054668 + Penalty 2849.230092 = -806591.824576 nChanged 2 SP:Iteration 38Q (6709.819380 sec): 3 clusters Score: Raw -809442.021818 + Penalty 2849.230092 = -806592.791726 nChanged 2 SP:Iteration 39Q (6709.840338 sec): 3 clusters Score: Raw -809442.326043 + Penalty 2849.230092 = -806593.095951 nChanged 2 SP:Iteration 40F (6709.872830 sec): 3 clusters Score: Raw -809442.597369 + Penalty 2849.230092 = -806593.367277 nChanged 2 SP:Iteration 41Q (6709.899141 sec): 3 clusters Score: Raw -809443.231399 + Penalty 2849.230092 = -806594.001307 nChanged 2 SP:Iteration 42Q (6709.956327 sec): 3 clusters Score: Raw -809443.898504 + Penalty 2849.230092 = -806594.668411 nChanged 3 SP:Iteration 43Q (6709.991613 sec): 3 clusters Score: Raw -809444.639822 + Penalty 2849.230092 = -806595.409730 nChanged 2 SP:Iteration 44Q (6710.015677 sec): 3 clusters Score: Raw -809445.081455 + Penalty 2849.230092 = -806595.851363 nChanged 0 SP:Iteration 45F (6710.037427 sec): 3 clusters Score: Raw -809445.081455 + Penalty 2849.230092 = -806595.851363 nChanged 0 Iteration 259Q (6717.722783 sec): 44 clusters Score: Raw -84157460.509987 + Penalty 93920.067112 = -84063540.442875 nChanged 101 Iteration 260F (6734.871235 sec): 44 clusters Score: Raw -84157463.932451 + Penalty 93920.067112 = -84063543.865339 nChanged 86 Iteration 261Q (6742.538967 sec): 44 clusters Score: Raw -84157466.274111 + Penalty 93920.067112 = -84063546.206999 nChanged 68 Iteration 262Q (6750.224580 sec): 44 clusters Score: Raw -84157468.354564 + Penalty 93920.067112 = -84063548.287452 nChanged 61 Iteration 263Q (6757.919862 sec): 44 clusters Score: Raw -84157470.304205 + Penalty 93920.067112 = -84063550.237094 nChanged 50 Iteration 264Q (6765.607318 sec): 44 clusters Score: Raw -84157472.157436 + Penalty 93920.067112 = -84063552.090324 nChanged 56 Iteration 265Q (6773.323309 sec): 44 clusters Score: Raw -84157474.079205 + Penalty 93920.067112 = -84063554.012094 nChanged 57 Iteration 266Q (6781.094915 sec): 44 clusters Score: Raw -84157476.181824 + Penalty 93920.067112 = -84063556.114713 nChanged 52 Iteration 267Q (6788.830443 sec): 44 clusters Score: Raw -84157478.299935 + Penalty 93920.067112 = -84063558.232824 nChanged 52 Iteration 268Q (6796.600028 sec): 44 clusters Score: Raw -84157480.649658 + Penalty 93920.067112 = -84063560.582546 nChanged 49 Iteration 269Q (6804.373521 sec): 44 clusters Score: Raw -84157483.119682 + Penalty 93920.067112 = -84063563.052571 nChanged 47 Iteration 270Q (6812.146277 sec): 44 clusters Score: Raw -84157485.381894 + Penalty 93920.067112 = -84063565.314782 nChanged 53 Iteration 271Q (6819.879820 sec): 44 clusters Score: Raw -84157487.741454 + Penalty 93920.067112 = -84063567.674342 nChanged 37 Iteration 272Q (6827.601298 sec): 44 clusters Score: Raw -84157489.086045 + Penalty 93920.067112 = -84063569.018933 nChanged 46 Iteration 273Q (6835.320642 sec): 44 clusters Score: Raw -84157490.533875 + Penalty 93920.067112 = -84063570.466764 nChanged 38 Iteration 274Q (6843.070860 sec): 44 clusters Score: Raw -84157491.642362 + Penalty 93920.067112 = -84063571.575250 nChanged 35 Iteration 275Q (6850.796533 sec): 44 clusters Score: Raw -84157492.553647 + Penalty 93920.067112 = -84063572.486535 nChanged 23 Iteration 276Q (6858.564287 sec): 44 clusters Score: Raw -84157493.375318 + Penalty 93920.067112 = -84063573.308207 nChanged 27 Iteration 277Q (6866.325434 sec): 44 clusters Score: Raw -84157494.516015 + Penalty 93920.067112 = -84063574.448903 nChanged 26 Iteration 278Q (6874.079881 sec): 44 clusters Score: Raw -84157495.384245 + Penalty 93920.067112 = -84063575.317133 nChanged 28 Iteration 279Q (6881.786910 sec): 44 clusters Score: Raw -84157496.314024 + Penalty 93920.067112 = -84063576.246912 nChanged 25 Iteration 280F (6898.960941 sec): 44 clusters Score: Raw -84157497.089657 + Penalty 93920.067112 = -84063577.022545 nChanged 23 Iteration 281Q (6906.660241 sec): 44 clusters Score: Raw -84157497.857786 + Penalty 93920.067112 = -84063577.790674 nChanged 25 Iteration 282Q (6914.453242 sec): 44 clusters Score: Raw -84157498.906739 + Penalty 93920.067112 = -84063578.839627 nChanged 24 Iteration 283Q (6922.131761 sec): 44 clusters Score: Raw -84157499.609860 + Penalty 93920.067112 = -84063579.542749 nChanged 10 Iteration 284Q (6929.873667 sec): 44 clusters Score: Raw -84157499.966129 + Penalty 93920.067112 = -84063579.899017 nChanged 11 Iteration 285Q (6937.616364 sec): 44 clusters Score: Raw -84157500.284856 + Penalty 93920.067112 = -84063580.217744 nChanged 9 Iteration 286Q (6945.293130 sec): 44 clusters Score: Raw -84157500.552984 + Penalty 93920.067112 = -84063580.485872 nChanged 7 Iteration 287Q (6953.016986 sec): 44 clusters Score: Raw -84157500.721595 + Penalty 93920.067112 = -84063580.654483 nChanged 3 Iteration 288Q (6960.693922 sec): 44 clusters Score: Raw -84157500.972157 + Penalty 93920.067112 = -84063580.905046 nChanged 3 Iteration 289Q (6968.408390 sec): 44 clusters Score: Raw -84157501.015751 + Penalty 93920.067112 = -84063580.948640 nChanged 1 Iteration 290Q (6976.143058 sec): 44 clusters Score: Raw -84157501.026160 + Penalty 93920.067112 = -84063580.959048 nChanged 1 Iteration 291Q (6983.861118 sec): 44 clusters Score: Raw -84157501.032661 + Penalty 93920.067112 = -84063580.965549 nChanged 3 Iteration 292Q (6991.570849 sec): 44 clusters Score: Raw -84157501.045076 + Penalty 93920.067112 = -84063580.977964 nChanged 0 Iteration 293F (7008.691141 sec): 44 clusters Score: Raw -84157501.045076 + Penalty 93920.067112 = -84063580.977964 nChanged 0 Compute initial score before splitting: Score: Raw -84157501.045076 + Penalty 93920.067112 = -84063580.977964 Trying to split cluster 1 (20412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7008.796137 sec): 2 clusters Score: Raw -2579142.643482 + Penalty 1612.630214 = -2577530.013268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7008.839947 sec): 3 clusters Score: Raw -2566981.965858 + Penalty 3225.260429 = -2563756.705429 nChanged 9226 SP:Iteration 1F (7008.891404 sec): 3 clusters Score: Raw -2572088.664776 + Penalty 3225.260429 = -2568863.404347 nChanged 1170 SP:Iteration 2F (7008.933667 sec): 3 clusters Score: Raw -2572657.182922 + Penalty 3225.260429 = -2569431.922494 nChanged 1180 SP:Iteration 3F (7008.995577 sec): 3 clusters Score: Raw -2573316.413278 + Penalty 3225.260429 = -2570091.152849 nChanged 1208 SP:Iteration 4F (7009.037392 sec): 3 clusters Score: Raw -2574031.678611 + Penalty 3225.260429 = -2570806.418183 nChanged 1263 SP:Iteration 5F (7009.094518 sec): 3 clusters Score: Raw -2574850.250656 + Penalty 3225.260429 = -2571624.990227 nChanged 1327 SP:Iteration 6F (7009.136648 sec): 3 clusters Score: Raw -2575821.121620 + Penalty 3225.260429 = -2572595.861191 nChanged 1353 SP:Iteration 7F (7009.178780 sec): 3 clusters Score: Raw -2576801.954662 + Penalty 3225.260429 = -2573576.694234 nChanged 1166 SP:Iteration 8F (7009.221161 sec): 3 clusters Score: Raw -2577599.824085 + Penalty 3225.260429 = -2574374.563656 nChanged 913 SP:Iteration 9Q (7009.264093 sec): 3 clusters Score: Raw -2578158.416388 + Penalty 3225.260429 = -2574933.155960 nChanged 702 SP:Iteration 10Q (7009.306013 sec): 3 clusters Score: Raw -2578546.544614 + Penalty 3225.260429 = -2575321.284185 nChanged 518 SP:Iteration 11Q (7009.348379 sec): 3 clusters Score: Raw -2578807.608624 + Penalty 3225.260429 = -2575582.348196 nChanged 398 SP:Iteration 12Q (7009.390328 sec): 3 clusters Score: Raw -2578983.218962 + Penalty 3225.260429 = -2575757.958533 nChanged 316 SP:Iteration 13Q (7009.431595 sec): 3 clusters Score: Raw -2579102.691237 + Penalty 3225.260429 = -2575877.430808 nChanged 261 SP:Iteration 14Q (7009.472044 sec): 3 clusters Score: Raw -2579207.020700 + Penalty 3225.260429 = -2575981.760271 nChanged 260 SP:Iteration 15Q (7009.512568 sec): 3 clusters Score: Raw -2579305.234516 + Penalty 3225.260429 = -2576079.974087 nChanged 219 SP:Iteration 16Q (7009.552869 sec): 3 clusters Score: Raw -2579385.539620 + Penalty 3225.260429 = -2576160.279191 nChanged 199 SP:Iteration 17Q (7009.600863 sec): 3 clusters Score: Raw -2579457.073648 + Penalty 3225.260429 = -2576231.813219 nChanged 185 SP:Iteration 18Q (7009.640425 sec): 3 clusters Score: Raw -2579525.215836 + Penalty 3225.260429 = -2576299.955407 nChanged 161 SP:Iteration 19Q (7009.689460 sec): 3 clusters Score: Raw -2579573.278480 + Penalty 3225.260429 = -2576348.018052 nChanged 153 SP:Iteration 20F (7009.731638 sec): 3 clusters Score: Raw -2579620.590877 + Penalty 3225.260429 = -2576395.330449 nChanged 140 SP:Iteration 21Q (7009.771471 sec): 3 clusters Score: Raw -2579664.544738 + Penalty 3225.260429 = -2576439.284310 nChanged 158 SP:Iteration 22Q (7009.811336 sec): 3 clusters Score: Raw -2579714.913840 + Penalty 3225.260429 = -2576489.653411 nChanged 123 SP:Iteration 23Q (7009.868801 sec): 3 clusters Score: Raw -2579749.884918 + Penalty 3225.260429 = -2576524.624489 nChanged 115 SP:Iteration 24Q (7009.909168 sec): 3 clusters Score: Raw -2579783.739106 + Penalty 3225.260429 = -2576558.478678 nChanged 105 SP:Iteration 25Q (7009.955769 sec): 3 clusters Score: Raw -2579816.526812 + Penalty 3225.260429 = -2576591.266384 nChanged 109 SP:Iteration 26Q (7010.011655 sec): 3 clusters Score: Raw -2579847.449948 + Penalty 3225.260429 = -2576622.189519 nChanged 97 SP:Iteration 27Q (7010.060439 sec): 3 clusters Score: Raw -2579873.601686 + Penalty 3225.260429 = -2576648.341257 nChanged 92 SP:Iteration 28Q (7010.100315 sec): 3 clusters Score: Raw -2579897.556323 + Penalty 3225.260429 = -2576672.295894 nChanged 88 SP:Iteration 29Q (7010.145031 sec): 3 clusters Score: Raw -2579916.941169 + Penalty 3225.260429 = -2576691.680740 nChanged 81 SP:Iteration 30Q (7010.183112 sec): 3 clusters Score: Raw -2579933.517339 + Penalty 3225.260429 = -2576708.256910 nChanged 77 SP:Iteration 31Q (7010.222349 sec): 3 clusters Score: Raw -2579955.014092 + Penalty 3225.260429 = -2576729.753663 nChanged 83 SP:Iteration 32Q (7010.260314 sec): 3 clusters Score: Raw -2579977.288642 + Penalty 3225.260429 = -2576752.028214 nChanged 90 SP:Iteration 33Q (7010.307749 sec): 3 clusters Score: Raw -2580003.167381 + Penalty 3225.260429 = -2576777.906952 nChanged 84 SP:Iteration 34Q (7010.345890 sec): 3 clusters Score: Raw -2580027.731800 + Penalty 3225.260429 = -2576802.471371 nChanged 77 SP:Iteration 35Q (7010.384146 sec): 3 clusters Score: Raw -2580045.068165 + Penalty 3225.260429 = -2576819.807736 nChanged 67 SP:Iteration 36Q (7010.423750 sec): 3 clusters Score: Raw -2580059.006562 + Penalty 3225.260429 = -2576833.746134 nChanged 65 SP:Iteration 37Q (7010.470704 sec): 3 clusters Score: Raw -2580071.817718 + Penalty 3225.260429 = -2576846.557290 nChanged 51 SP:Iteration 38Q (7010.508445 sec): 3 clusters Score: Raw -2580080.782776 + Penalty 3225.260429 = -2576855.522347 nChanged 52 SP:Iteration 39Q (7010.545991 sec): 3 clusters Score: Raw -2580090.426689 + Penalty 3225.260429 = -2576865.166260 nChanged 45 SP:Iteration 40F (7010.590147 sec): 3 clusters Score: Raw -2580098.757948 + Penalty 3225.260429 = -2576873.497520 nChanged 36 SP:Iteration 41Q (7010.628073 sec): 3 clusters Score: Raw -2580105.973878 + Penalty 3225.260429 = -2576880.713449 nChanged 39 SP:Iteration 42Q (7010.672591 sec): 3 clusters Score: Raw -2580113.695116 + Penalty 3225.260429 = -2576888.434688 nChanged 33 SP:Iteration 43Q (7010.710306 sec): 3 clusters Score: Raw -2580119.344015 + Penalty 3225.260429 = -2576894.083587 nChanged 33 SP:Iteration 44Q (7010.782410 sec): 3 clusters Score: Raw -2580125.057276 + Penalty 3225.260429 = -2576899.796847 nChanged 40 SP:Iteration 45Q (7010.855913 sec): 3 clusters Score: Raw -2580130.864031 + Penalty 3225.260429 = -2576905.603602 nChanged 23 SP:Iteration 46Q (7010.914381 sec): 3 clusters Score: Raw -2580133.956315 + Penalty 3225.260429 = -2576908.695886 nChanged 25 SP:Iteration 47Q (7010.985234 sec): 3 clusters Score: Raw -2580137.693302 + Penalty 3225.260429 = -2576912.432873 nChanged 26 SP:Iteration 48Q (7011.022681 sec): 3 clusters Score: Raw -2580141.909660 + Penalty 3225.260429 = -2576916.649232 nChanged 22 SP:Iteration 49Q (7011.067102 sec): 3 clusters Score: Raw -2580146.177936 + Penalty 3225.260429 = -2576920.917507 nChanged 29 SP:Iteration 50Q (7011.111072 sec): 3 clusters Score: Raw -2580151.608745 + Penalty 3225.260429 = -2576926.348317 nChanged 32 SP:Iteration 51Q (7011.156986 sec): 3 clusters Score: Raw -2580158.372330 + Penalty 3225.260429 = -2576933.111901 nChanged 28 SP:Iteration 52Q (7011.193641 sec): 3 clusters Score: Raw -2580163.346495 + Penalty 3225.260429 = -2576938.086066 nChanged 33 SP:Iteration 53Q (7011.233005 sec): 3 clusters Score: Raw -2580169.404033 + Penalty 3225.260429 = -2576944.143605 nChanged 33 SP:Iteration 54Q (7011.290926 sec): 3 clusters Score: Raw -2580176.793884 + Penalty 3225.260429 = -2576951.533455 nChanged 42 SP:Iteration 55Q (7011.337510 sec): 3 clusters Score: Raw -2580184.881102 + Penalty 3225.260429 = -2576959.620673 nChanged 32 SP:Iteration 56Q (7011.374611 sec): 3 clusters Score: Raw -2580189.944586 + Penalty 3225.260429 = -2576964.684157 nChanged 30 SP:Iteration 57Q (7011.432982 sec): 3 clusters Score: Raw -2580194.714312 + Penalty 3225.260429 = -2576969.453883 nChanged 21 SP:Iteration 58Q (7011.469809 sec): 3 clusters Score: Raw -2580198.301971 + Penalty 3225.260429 = -2576973.041542 nChanged 27 SP:Iteration 59Q (7011.508044 sec): 3 clusters Score: Raw -2580202.418937 + Penalty 3225.260429 = -2576977.158508 nChanged 25 SP:Iteration 60F (7011.555195 sec): 3 clusters Score: Raw -2580206.170047 + Penalty 3225.260429 = -2576980.909618 nChanged 22 SP:Iteration 61Q (7011.603741 sec): 3 clusters Score: Raw -2580208.950979 + Penalty 3225.260429 = -2576983.690550 nChanged 22 SP:Iteration 62Q (7011.640561 sec): 3 clusters Score: Raw -2580212.822181 + Penalty 3225.260429 = -2576987.561752 nChanged 20 SP:Iteration 63Q (7011.678094 sec): 3 clusters Score: Raw -2580215.611488 + Penalty 3225.260429 = -2576990.351060 nChanged 13 SP:Iteration 64Q (7011.718303 sec): 3 clusters Score: Raw -2580218.269732 + Penalty 3225.260429 = -2576993.009303 nChanged 13 SP:Iteration 65Q (7011.755536 sec): 3 clusters Score: Raw -2580220.958675 + Penalty 3225.260429 = -2576995.698246 nChanged 9 SP:Iteration 66Q (7011.795369 sec): 3 clusters Score: Raw -2580222.701480 + Penalty 3225.260429 = -2576997.441051 nChanged 10 SP:Iteration 67Q (7011.832210 sec): 3 clusters Score: Raw -2580224.165452 + Penalty 3225.260429 = -2576998.905023 nChanged 8 SP:Iteration 68Q (7011.872944 sec): 3 clusters Score: Raw -2580225.002341 + Penalty 3225.260429 = -2576999.741913 nChanged 9 SP:Iteration 69Q (7011.909309 sec): 3 clusters Score: Raw -2580226.316377 + Penalty 3225.260429 = -2577001.055949 nChanged 8 SP:Iteration 70Q (7011.960315 sec): 3 clusters Score: Raw -2580227.210192 + Penalty 3225.260429 = -2577001.949763 nChanged 7 SP:Iteration 71Q (7011.996524 sec): 3 clusters Score: Raw -2580228.025963 + Penalty 3225.260429 = -2577002.765535 nChanged 5 SP:Iteration 72Q (7012.036943 sec): 3 clusters Score: Raw -2580228.625438 + Penalty 3225.260429 = -2577003.365010 nChanged 4 SP:Iteration 73Q (7012.074385 sec): 3 clusters Score: Raw -2580228.898320 + Penalty 3225.260429 = -2577003.637892 nChanged 4 SP:Iteration 74Q (7012.111455 sec): 3 clusters Score: Raw -2580229.232951 + Penalty 3225.260429 = -2577003.972523 nChanged 1 SP:Iteration 75Q (7012.148961 sec): 3 clusters Score: Raw -2580229.301738 + Penalty 3225.260429 = -2577004.041309 nChanged 1 SP:Iteration 76Q (7012.185703 sec): 3 clusters Score: Raw -2580229.393310 + Penalty 3225.260429 = -2577004.132881 nChanged 2 SP:Iteration 77Q (7012.238390 sec): 3 clusters Score: Raw -2580229.772633 + Penalty 3225.260429 = -2577004.512204 nChanged 2 SP:Iteration 78Q (7012.274647 sec): 3 clusters Score: Raw -2580230.076687 + Penalty 3225.260429 = -2577004.816259 nChanged 3 SP:Iteration 79Q (7012.321474 sec): 3 clusters Score: Raw -2580230.392723 + Penalty 3225.260429 = -2577005.132294 nChanged 3 SP:Iteration 80F (7012.379640 sec): 3 clusters Score: Raw -2580230.661984 + Penalty 3225.260429 = -2577005.401555 nChanged 3 SP:Iteration 81Q (7012.445412 sec): 3 clusters Score: Raw -2580230.878893 + Penalty 3225.260429 = -2577005.618464 nChanged 4 SP:Iteration 82Q (7012.516679 sec): 3 clusters Score: Raw -2580231.519534 + Penalty 3225.260429 = -2577006.259105 nChanged 4 SP:Iteration 83Q (7012.587856 sec): 3 clusters Score: Raw -2580231.982678 + Penalty 3225.260429 = -2577006.722249 nChanged 2 SP:Iteration 84Q (7012.647701 sec): 3 clusters Score: Raw -2580232.319639 + Penalty 3225.260429 = -2577007.059210 nChanged 4 SP:Iteration 85Q (7012.684649 sec): 3 clusters Score: Raw -2580232.773506 + Penalty 3225.260429 = -2577007.513078 nChanged 3 SP:Iteration 86Q (7012.721743 sec): 3 clusters Score: Raw -2580233.328646 + Penalty 3225.260429 = -2577008.068217 nChanged 2 SP:Iteration 87Q (7012.759886 sec): 3 clusters Score: Raw -2580233.548293 + Penalty 3225.260429 = -2577008.287864 nChanged 2 SP:Iteration 88Q (7012.796656 sec): 3 clusters Score: Raw -2580233.745906 + Penalty 3225.260429 = -2577008.485478 nChanged 1 SP:Iteration 89Q (7012.856466 sec): 3 clusters Score: Raw -2580233.849853 + Penalty 3225.260429 = -2577008.589424 nChanged 0 SP:Iteration 90F (7012.906393 sec): 3 clusters Score: Raw -2580233.849853 + Penalty 3225.260429 = -2577008.589424 nChanged 0 Trying to split cluster 2 (20868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7012.943217 sec): 2 clusters Score: Raw -2619541.063959 + Penalty 1616.220477 = -2617924.843483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7013.008177 sec): 3 clusters Score: Raw -2606896.080061 + Penalty 3232.440953 = -2603663.639108 nChanged 9518 SP:Iteration 1F (7013.061483 sec): 3 clusters Score: Raw -2612135.747732 + Penalty 3232.440953 = -2608903.306778 nChanged 1070 SP:Iteration 2F (7013.124316 sec): 3 clusters Score: Raw -2612594.854879 + Penalty 3232.440953 = -2609362.413926 nChanged 1089 SP:Iteration 3F (7013.180148 sec): 3 clusters Score: Raw -2613081.672862 + Penalty 3232.440953 = -2609849.231909 nChanged 1050 SP:Iteration 4F (7013.222459 sec): 3 clusters Score: Raw -2613613.692606 + Penalty 3232.440953 = -2610381.251653 nChanged 1146 SP:Iteration 5F (7013.265025 sec): 3 clusters Score: Raw -2614347.401871 + Penalty 3232.440953 = -2611114.960918 nChanged 1222 SP:Iteration 6F (7013.337857 sec): 3 clusters Score: Raw -2615205.858121 + Penalty 3232.440953 = -2611973.417168 nChanged 1249 SP:Iteration 7F (7013.399745 sec): 3 clusters Score: Raw -2616173.719264 + Penalty 3232.440953 = -2612941.278310 nChanged 1219 SP:Iteration 8F (7013.486333 sec): 3 clusters Score: Raw -2617067.837330 + Penalty 3232.440953 = -2613835.396376 nChanged 990 SP:Iteration 9Q (7013.554386 sec): 3 clusters Score: Raw -2617697.978105 + Penalty 3232.440953 = -2614465.537151 nChanged 751 SP:Iteration 10Q (7013.629306 sec): 3 clusters Score: Raw -2618087.896135 + Penalty 3232.440953 = -2614855.455181 nChanged 548 SP:Iteration 11Q (7013.687455 sec): 3 clusters Score: Raw -2618312.833879 + Penalty 3232.440953 = -2615080.392926 nChanged 417 SP:Iteration 12Q (7013.728224 sec): 3 clusters Score: Raw -2618451.177544 + Penalty 3232.440953 = -2615218.736591 nChanged 318 SP:Iteration 13Q (7013.769133 sec): 3 clusters Score: Raw -2618548.152346 + Penalty 3232.440953 = -2615315.711393 nChanged 266 SP:Iteration 14Q (7013.814437 sec): 3 clusters Score: Raw -2618622.608481 + Penalty 3232.440953 = -2615390.167528 nChanged 219 SP:Iteration 15Q (7013.854222 sec): 3 clusters Score: Raw -2618682.480195 + Penalty 3232.440953 = -2615450.039242 nChanged 199 SP:Iteration 16Q (7013.894425 sec): 3 clusters Score: Raw -2618735.609192 + Penalty 3232.440953 = -2615503.168239 nChanged 163 SP:Iteration 17Q (7013.936626 sec): 3 clusters Score: Raw -2618773.431324 + Penalty 3232.440953 = -2615540.990371 nChanged 154 SP:Iteration 18Q (7013.978167 sec): 3 clusters Score: Raw -2618804.260666 + Penalty 3232.440953 = -2615571.819713 nChanged 141 SP:Iteration 19Q (7014.028344 sec): 3 clusters Score: Raw -2618832.534869 + Penalty 3232.440953 = -2615600.093916 nChanged 132 SP:Iteration 20F (7014.070603 sec): 3 clusters Score: Raw -2618858.693569 + Penalty 3232.440953 = -2615626.252616 nChanged 127 SP:Iteration 21Q (7014.115059 sec): 3 clusters Score: Raw -2618883.434267 + Penalty 3232.440953 = -2615650.993314 nChanged 132 SP:Iteration 22Q (7014.174775 sec): 3 clusters Score: Raw -2618911.989359 + Penalty 3232.440953 = -2615679.548406 nChanged 132 SP:Iteration 23Q (7014.232141 sec): 3 clusters Score: Raw -2618938.252335 + Penalty 3232.440953 = -2615705.811381 nChanged 116 SP:Iteration 24Q (7014.272268 sec): 3 clusters Score: Raw -2618958.754882 + Penalty 3232.440953 = -2615726.313929 nChanged 123 SP:Iteration 25Q (7014.311526 sec): 3 clusters Score: Raw -2618980.084191 + Penalty 3232.440953 = -2615747.643238 nChanged 108 SP:Iteration 26Q (7014.367674 sec): 3 clusters Score: Raw -2618998.248008 + Penalty 3232.440953 = -2615765.807055 nChanged 108 SP:Iteration 27Q (7014.410647 sec): 3 clusters Score: Raw -2619018.383173 + Penalty 3232.440953 = -2615785.942219 nChanged 112 SP:Iteration 28Q (7014.449936 sec): 3 clusters Score: Raw -2619041.614276 + Penalty 3232.440953 = -2615809.173322 nChanged 128 SP:Iteration 29Q (7014.496824 sec): 3 clusters Score: Raw -2619070.207321 + Penalty 3232.440953 = -2615837.766367 nChanged 122 SP:Iteration 30Q (7014.544078 sec): 3 clusters Score: Raw -2619096.851699 + Penalty 3232.440953 = -2615864.410745 nChanged 125 SP:Iteration 31Q (7014.583093 sec): 3 clusters Score: Raw -2619123.507126 + Penalty 3232.440953 = -2615891.066173 nChanged 119 SP:Iteration 32Q (7014.621866 sec): 3 clusters Score: Raw -2619151.370038 + Penalty 3232.440953 = -2615918.929085 nChanged 123 SP:Iteration 33Q (7014.666179 sec): 3 clusters Score: Raw -2619180.045329 + Penalty 3232.440953 = -2615947.604376 nChanged 115 SP:Iteration 34Q (7014.705255 sec): 3 clusters Score: Raw -2619209.441208 + Penalty 3232.440953 = -2615977.000255 nChanged 138 SP:Iteration 35Q (7014.744358 sec): 3 clusters Score: Raw -2619245.462015 + Penalty 3232.440953 = -2616013.021062 nChanged 127 SP:Iteration 36Q (7014.783314 sec): 3 clusters Score: Raw -2619276.414449 + Penalty 3232.440953 = -2616043.973496 nChanged 120 SP:Iteration 37Q (7014.822160 sec): 3 clusters Score: Raw -2619307.539898 + Penalty 3232.440953 = -2616075.098945 nChanged 128 SP:Iteration 38Q (7014.860781 sec): 3 clusters Score: Raw -2619336.060388 + Penalty 3232.440953 = -2616103.619435 nChanged 106 SP:Iteration 39Q (7014.899648 sec): 3 clusters Score: Raw -2619359.298582 + Penalty 3232.440953 = -2616126.857629 nChanged 105 SP:Iteration 40F (7014.943427 sec): 3 clusters Score: Raw -2619386.238287 + Penalty 3232.440953 = -2616153.797334 nChanged 102 SP:Iteration 41Q (7014.982228 sec): 3 clusters Score: Raw -2619413.836382 + Penalty 3232.440953 = -2616181.395429 nChanged 102 SP:Iteration 42Q (7015.020475 sec): 3 clusters Score: Raw -2619439.345132 + Penalty 3232.440953 = -2616206.904179 nChanged 92 SP:Iteration 43Q (7015.060520 sec): 3 clusters Score: Raw -2619460.109926 + Penalty 3232.440953 = -2616227.668972 nChanged 84 SP:Iteration 44Q (7015.098779 sec): 3 clusters Score: Raw -2619479.717715 + Penalty 3232.440953 = -2616247.276762 nChanged 78 SP:Iteration 45Q (7015.139601 sec): 3 clusters Score: Raw -2619498.129168 + Penalty 3232.440953 = -2616265.688215 nChanged 82 SP:Iteration 46Q (7015.181552 sec): 3 clusters Score: Raw -2619515.997096 + Penalty 3232.440953 = -2616283.556142 nChanged 73 SP:Iteration 47Q (7015.219686 sec): 3 clusters Score: Raw -2619532.664093 + Penalty 3232.440953 = -2616300.223139 nChanged 78 SP:Iteration 48Q (7015.257801 sec): 3 clusters Score: Raw -2619554.438569 + Penalty 3232.440953 = -2616321.997616 nChanged 77 SP:Iteration 49Q (7015.298744 sec): 3 clusters Score: Raw -2619576.729903 + Penalty 3232.440953 = -2616344.288950 nChanged 77 SP:Iteration 50Q (7015.336986 sec): 3 clusters Score: Raw -2619600.396542 + Penalty 3232.440953 = -2616367.955589 nChanged 79 SP:Iteration 51Q (7015.377297 sec): 3 clusters Score: Raw -2619623.741253 + Penalty 3232.440953 = -2616391.300300 nChanged 89 SP:Iteration 52Q (7015.416491 sec): 3 clusters Score: Raw -2619648.711193 + Penalty 3232.440953 = -2616416.270240 nChanged 68 SP:Iteration 53Q (7015.482612 sec): 3 clusters Score: Raw -2619666.450873 + Penalty 3232.440953 = -2616434.009920 nChanged 62 SP:Iteration 54Q (7015.520283 sec): 3 clusters Score: Raw -2619683.544432 + Penalty 3232.440953 = -2616451.103479 nChanged 66 SP:Iteration 55Q (7015.558711 sec): 3 clusters Score: Raw -2619700.639077 + Penalty 3232.440953 = -2616468.198124 nChanged 57 SP:Iteration 56Q (7015.601685 sec): 3 clusters Score: Raw -2619715.773681 + Penalty 3232.440953 = -2616483.332727 nChanged 49 SP:Iteration 57Q (7015.641028 sec): 3 clusters Score: Raw -2619726.220807 + Penalty 3232.440953 = -2616493.779854 nChanged 32 SP:Iteration 58Q (7015.680580 sec): 3 clusters Score: Raw -2619734.058101 + Penalty 3232.440953 = -2616501.617147 nChanged 34 SP:Iteration 59Q (7015.717626 sec): 3 clusters Score: Raw -2619742.979452 + Penalty 3232.440953 = -2616510.538498 nChanged 38 SP:Iteration 60F (7015.760294 sec): 3 clusters Score: Raw -2619753.264272 + Penalty 3232.440953 = -2616520.823319 nChanged 38 SP:Iteration 61Q (7015.798236 sec): 3 clusters Score: Raw -2619765.272032 + Penalty 3232.440953 = -2616532.831078 nChanged 41 SP:Iteration 62Q (7015.835488 sec): 3 clusters Score: Raw -2619775.884395 + Penalty 3232.440953 = -2616543.443442 nChanged 31 SP:Iteration 63Q (7015.872695 sec): 3 clusters Score: Raw -2619786.311344 + Penalty 3232.440953 = -2616553.870391 nChanged 33 SP:Iteration 64Q (7015.910062 sec): 3 clusters Score: Raw -2619794.763007 + Penalty 3232.440953 = -2616562.322053 nChanged 31 SP:Iteration 65Q (7015.977209 sec): 3 clusters Score: Raw -2619800.722670 + Penalty 3232.440953 = -2616568.281717 nChanged 13 SP:Iteration 66Q (7016.018723 sec): 3 clusters Score: Raw -2619802.800571 + Penalty 3232.440953 = -2616570.359618 nChanged 14 SP:Iteration 67Q (7016.056472 sec): 3 clusters Score: Raw -2619805.655424 + Penalty 3232.440953 = -2616573.214470 nChanged 12 SP:Iteration 68Q (7016.093617 sec): 3 clusters Score: Raw -2619808.202864 + Penalty 3232.440953 = -2616575.761911 nChanged 10 SP:Iteration 69Q (7016.160203 sec): 3 clusters Score: Raw -2619810.315366 + Penalty 3232.440953 = -2616577.874413 nChanged 14 SP:Iteration 70Q (7016.215898 sec): 3 clusters Score: Raw -2619813.547409 + Penalty 3232.440953 = -2616581.106455 nChanged 11 SP:Iteration 71Q (7016.253450 sec): 3 clusters Score: Raw -2619815.587744 + Penalty 3232.440953 = -2616583.146791 nChanged 10 SP:Iteration 72Q (7016.296941 sec): 3 clusters Score: Raw -2619817.217886 + Penalty 3232.440953 = -2616584.776933 nChanged 11 SP:Iteration 73Q (7016.334047 sec): 3 clusters Score: Raw -2619819.070102 + Penalty 3232.440953 = -2616586.629148 nChanged 15 SP:Iteration 74Q (7016.370956 sec): 3 clusters Score: Raw -2619820.980933 + Penalty 3232.440953 = -2616588.539980 nChanged 9 SP:Iteration 75Q (7016.407927 sec): 3 clusters Score: Raw -2619822.924941 + Penalty 3232.440953 = -2616590.483987 nChanged 11 SP:Iteration 76Q (7016.444833 sec): 3 clusters Score: Raw -2619825.155571 + Penalty 3232.440953 = -2616592.714618 nChanged 7 SP:Iteration 77Q (7016.481934 sec): 3 clusters Score: Raw -2619827.123462 + Penalty 3232.440953 = -2616594.682509 nChanged 12 SP:Iteration 78Q (7016.529469 sec): 3 clusters Score: Raw -2619830.116537 + Penalty 3232.440953 = -2616597.675583 nChanged 8 SP:Iteration 79Q (7016.566409 sec): 3 clusters Score: Raw -2619831.629604 + Penalty 3232.440953 = -2616599.188651 nChanged 4 SP:Iteration 80F (7016.620326 sec): 3 clusters Score: Raw -2619832.528947 + Penalty 3232.440953 = -2616600.087994 nChanged 4 SP:Iteration 81Q (7016.657945 sec): 3 clusters Score: Raw -2619833.065737 + Penalty 3232.440953 = -2616600.624783 nChanged 2 SP:Iteration 82Q (7016.698856 sec): 3 clusters Score: Raw -2619833.226845 + Penalty 3232.440953 = -2616600.785892 nChanged 0 SP:Iteration 83F (7016.741432 sec): 3 clusters Score: Raw -2619833.226845 + Penalty 3232.440953 = -2616600.785892 nChanged 0 Trying to split cluster 3 (4249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7016.770905 sec): 2 clusters Score: Raw -526657.158306 + Penalty 1357.596328 = -525299.561978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7016.811738 sec): 3 clusters Score: Raw -524466.251679 + Penalty 2715.192656 = -521751.059024 nChanged 1718 SP:Iteration 1F (7016.830103 sec): 3 clusters Score: Raw -525494.241217 + Penalty 2715.192656 = -522779.048561 nChanged 359 SP:Iteration 2F (7016.859746 sec): 3 clusters Score: Raw -525775.443954 + Penalty 2715.192656 = -523060.251298 nChanged 316 SP:Iteration 3F (7016.888941 sec): 3 clusters Score: Raw -526038.891621 + Penalty 2715.192656 = -523323.698965 nChanged 259 SP:Iteration 4F (7016.931988 sec): 3 clusters Score: Raw -526264.282661 + Penalty 2715.192656 = -523549.090006 nChanged 248 SP:Iteration 5F (7016.959717 sec): 3 clusters Score: Raw -526496.331077 + Penalty 2715.192656 = -523781.138422 nChanged 225 SP:Iteration 6F (7016.993123 sec): 3 clusters Score: Raw -526706.316999 + Penalty 2715.192656 = -523991.124343 nChanged 181 SP:Iteration 7Q (7017.048680 sec): 3 clusters Score: Raw -526848.595586 + Penalty 2715.192656 = -524133.402931 nChanged 151 SP:Iteration 8Q (7017.102381 sec): 3 clusters Score: Raw -526958.579330 + Penalty 2715.192656 = -524243.386675 nChanged 138 SP:Iteration 9Q (7017.145795 sec): 3 clusters Score: Raw -527048.857394 + Penalty 2715.192656 = -524333.664738 nChanged 106 SP:Iteration 10Q (7017.199107 sec): 3 clusters Score: Raw -527122.648659 + Penalty 2715.192656 = -524407.456004 nChanged 101 SP:Iteration 11Q (7017.256163 sec): 3 clusters Score: Raw -527193.147315 + Penalty 2715.192656 = -524477.954660 nChanged 82 SP:Iteration 12Q (7017.290470 sec): 3 clusters Score: Raw -527240.507137 + Penalty 2715.192656 = -524525.314481 nChanged 63 SP:Iteration 13Q (7017.343730 sec): 3 clusters Score: Raw -527283.990211 + Penalty 2715.192656 = -524568.797555 nChanged 64 SP:Iteration 14Q (7017.398903 sec): 3 clusters Score: Raw -527323.242697 + Penalty 2715.192656 = -524608.050042 nChanged 50 SP:Iteration 15Q (7017.410378 sec): 3 clusters Score: Raw -527345.432852 + Penalty 2715.192656 = -524630.240196 nChanged 35 SP:Iteration 16Q (7017.429436 sec): 3 clusters Score: Raw -527358.843464 + Penalty 2715.192656 = -524643.650808 nChanged 36 SP:Iteration 17Q (7017.448427 sec): 3 clusters Score: Raw -527370.503056 + Penalty 2715.192656 = -524655.310400 nChanged 21 SP:Iteration 18Q (7017.477135 sec): 3 clusters Score: Raw -527376.098051 + Penalty 2715.192656 = -524660.905395 nChanged 15 SP:Iteration 19Q (7017.496370 sec): 3 clusters Score: Raw -527380.074856 + Penalty 2715.192656 = -524664.882200 nChanged 7 SP:Iteration 20F (7017.515725 sec): 3 clusters Score: Raw -527381.984229 + Penalty 2715.192656 = -524666.791573 nChanged 7 SP:Iteration 21Q (7017.535856 sec): 3 clusters Score: Raw -527383.011536 + Penalty 2715.192656 = -524667.818881 nChanged 3 SP:Iteration 22Q (7017.555673 sec): 3 clusters Score: Raw -527383.895684 + Penalty 2715.192656 = -524668.703028 nChanged 5 SP:Iteration 23Q (7017.575999 sec): 3 clusters Score: Raw -527385.587720 + Penalty 2715.192656 = -524670.395065 nChanged 3 SP:Iteration 24Q (7017.596806 sec): 3 clusters Score: Raw -527386.572440 + Penalty 2715.192656 = -524671.379785 nChanged 3 SP:Iteration 25Q (7017.619183 sec): 3 clusters Score: Raw -527387.364787 + Penalty 2715.192656 = -524672.172132 nChanged 2 SP:Iteration 26Q (7017.641583 sec): 3 clusters Score: Raw -527387.984440 + Penalty 2715.192656 = -524672.791785 nChanged 3 SP:Iteration 27Q (7017.660217 sec): 3 clusters Score: Raw -527388.607951 + Penalty 2715.192656 = -524673.415295 nChanged 3 SP:Iteration 28Q (7017.679105 sec): 3 clusters Score: Raw -527389.198693 + Penalty 2715.192656 = -524674.006037 nChanged 3 SP:Iteration 29Q (7017.698049 sec): 3 clusters Score: Raw -527389.786911 + Penalty 2715.192656 = -524674.594255 nChanged 5 SP:Iteration 30Q (7017.716140 sec): 3 clusters Score: Raw -527390.512869 + Penalty 2715.192656 = -524675.320213 nChanged 3 SP:Iteration 31Q (7017.735091 sec): 3 clusters Score: Raw -527390.759232 + Penalty 2715.192656 = -524675.566576 nChanged 2 SP:Iteration 32Q (7017.754007 sec): 3 clusters Score: Raw -527390.964790 + Penalty 2715.192656 = -524675.772134 nChanged 1 SP:Iteration 33Q (7017.773089 sec): 3 clusters Score: Raw -527391.278197 + Penalty 2715.192656 = -524676.085541 nChanged 1 SP:Iteration 34Q (7017.792201 sec): 3 clusters Score: Raw -527391.508383 + Penalty 2715.192656 = -524676.315727 nChanged 2 SP:Iteration 35Q (7017.811273 sec): 3 clusters Score: Raw -527391.883786 + Penalty 2715.192656 = -524676.691131 nChanged 1 SP:Iteration 36Q (7017.834094 sec): 3 clusters Score: Raw -527391.956882 + Penalty 2715.192656 = -524676.764226 nChanged 0 SP:Iteration 37F (7017.853606 sec): 3 clusters Score: Raw -527391.956882 + Penalty 2715.192656 = -524676.764226 nChanged 0 Trying to split cluster 4 (20287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7017.890238 sec): 2 clusters Score: Raw -2572149.450280 + Penalty 1611.632029 = -2570537.818251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7017.937402 sec): 3 clusters Score: Raw -2559951.480846 + Penalty 3223.264059 = -2556728.216787 nChanged 9131 SP:Iteration 1F (7017.979602 sec): 3 clusters Score: Raw -2564993.516692 + Penalty 3223.264059 = -2561770.252633 nChanged 1045 SP:Iteration 2F (7018.026093 sec): 3 clusters Score: Raw -2565443.881169 + Penalty 3223.264059 = -2562220.617110 nChanged 1062 SP:Iteration 3F (7018.067990 sec): 3 clusters Score: Raw -2566038.924604 + Penalty 3223.264059 = -2562815.660545 nChanged 1221 SP:Iteration 4F (7018.109976 sec): 3 clusters Score: Raw -2566879.146789 + Penalty 3223.264059 = -2563655.882730 nChanged 1327 SP:Iteration 5F (7018.151662 sec): 3 clusters Score: Raw -2567843.538089 + Penalty 3223.264059 = -2564620.274030 nChanged 1304 SP:Iteration 6F (7018.218300 sec): 3 clusters Score: Raw -2568894.940417 + Penalty 3223.264059 = -2565671.676358 nChanged 1321 SP:Iteration 7F (7018.271508 sec): 3 clusters Score: Raw -2569873.390062 + Penalty 3223.264059 = -2566650.126003 nChanged 1122 SP:Iteration 8F (7018.342020 sec): 3 clusters Score: Raw -2570629.722246 + Penalty 3223.264059 = -2567406.458187 nChanged 931 SP:Iteration 9Q (7018.398233 sec): 3 clusters Score: Raw -2571187.149690 + Penalty 3223.264059 = -2567963.885631 nChanged 802 SP:Iteration 10Q (7018.442011 sec): 3 clusters Score: Raw -2571617.700542 + Penalty 3223.264059 = -2568394.436483 nChanged 670 SP:Iteration 11Q (7018.482231 sec): 3 clusters Score: Raw -2571938.377831 + Penalty 3223.264059 = -2568715.113772 nChanged 534 SP:Iteration 12Q (7018.522237 sec): 3 clusters Score: Raw -2572140.047183 + Penalty 3223.264059 = -2568916.783124 nChanged 406 SP:Iteration 13Q (7018.562466 sec): 3 clusters Score: Raw -2572275.255389 + Penalty 3223.264059 = -2569051.991330 nChanged 361 SP:Iteration 14Q (7018.602783 sec): 3 clusters Score: Raw -2572384.047542 + Penalty 3223.264059 = -2569160.783483 nChanged 321 SP:Iteration 15Q (7018.642462 sec): 3 clusters Score: Raw -2572466.808109 + Penalty 3223.264059 = -2569243.544050 nChanged 262 SP:Iteration 16Q (7018.685904 sec): 3 clusters Score: Raw -2572530.163538 + Penalty 3223.264059 = -2569306.899479 nChanged 214 SP:Iteration 17Q (7018.725138 sec): 3 clusters Score: Raw -2572577.058678 + Penalty 3223.264059 = -2569353.794619 nChanged 200 SP:Iteration 18Q (7018.764370 sec): 3 clusters Score: Raw -2572618.322058 + Penalty 3223.264059 = -2569395.057999 nChanged 180 SP:Iteration 19Q (7018.803649 sec): 3 clusters Score: Raw -2572653.879568 + Penalty 3223.264059 = -2569430.615510 nChanged 152 SP:Iteration 20F (7018.845497 sec): 3 clusters Score: Raw -2572681.165908 + Penalty 3223.264059 = -2569457.901849 nChanged 144 SP:Iteration 21Q (7018.885077 sec): 3 clusters Score: Raw -2572707.046260 + Penalty 3223.264059 = -2569483.782201 nChanged 134 SP:Iteration 22Q (7018.925559 sec): 3 clusters Score: Raw -2572727.955965 + Penalty 3223.264059 = -2569504.691906 nChanged 114 SP:Iteration 23Q (7018.964361 sec): 3 clusters Score: Raw -2572746.451203 + Penalty 3223.264059 = -2569523.187144 nChanged 103 SP:Iteration 24Q (7019.003606 sec): 3 clusters Score: Raw -2572763.819115 + Penalty 3223.264059 = -2569540.555056 nChanged 111 SP:Iteration 25Q (7019.042507 sec): 3 clusters Score: Raw -2572780.869149 + Penalty 3223.264059 = -2569557.605090 nChanged 112 SP:Iteration 26Q (7019.081627 sec): 3 clusters Score: Raw -2572796.691205 + Penalty 3223.264059 = -2569573.427146 nChanged 82 SP:Iteration 27Q (7019.130121 sec): 3 clusters Score: Raw -2572806.935488 + Penalty 3223.264059 = -2569583.671430 nChanged 71 SP:Iteration 28Q (7019.168692 sec): 3 clusters Score: Raw -2572815.162501 + Penalty 3223.264059 = -2569591.898443 nChanged 72 SP:Iteration 29Q (7019.207248 sec): 3 clusters Score: Raw -2572823.653514 + Penalty 3223.264059 = -2569600.389455 nChanged 60 SP:Iteration 30Q (7019.245835 sec): 3 clusters Score: Raw -2572831.659613 + Penalty 3223.264059 = -2569608.395554 nChanged 61 SP:Iteration 31Q (7019.284374 sec): 3 clusters Score: Raw -2572839.983925 + Penalty 3223.264059 = -2569616.719866 nChanged 63 SP:Iteration 32Q (7019.323276 sec): 3 clusters Score: Raw -2572848.979961 + Penalty 3223.264059 = -2569625.715902 nChanged 59 SP:Iteration 33Q (7019.361853 sec): 3 clusters Score: Raw -2572857.725789 + Penalty 3223.264059 = -2569634.461730 nChanged 63 SP:Iteration 34Q (7019.400276 sec): 3 clusters Score: Raw -2572866.574412 + Penalty 3223.264059 = -2569643.310353 nChanged 57 SP:Iteration 35Q (7019.438759 sec): 3 clusters Score: Raw -2572873.830065 + Penalty 3223.264059 = -2569650.566006 nChanged 50 SP:Iteration 36Q (7019.477124 sec): 3 clusters Score: Raw -2572880.356461 + Penalty 3223.264059 = -2569657.092402 nChanged 42 SP:Iteration 37Q (7019.515649 sec): 3 clusters Score: Raw -2572885.737971 + Penalty 3223.264059 = -2569662.473912 nChanged 48 SP:Iteration 38Q (7019.554268 sec): 3 clusters Score: Raw -2572891.840616 + Penalty 3223.264059 = -2569668.576557 nChanged 47 SP:Iteration 39Q (7019.592698 sec): 3 clusters Score: Raw -2572897.474949 + Penalty 3223.264059 = -2569674.210890 nChanged 48 SP:Iteration 40F (7019.644465 sec): 3 clusters Score: Raw -2572903.799578 + Penalty 3223.264059 = -2569680.535519 nChanged 49 SP:Iteration 41Q (7019.687435 sec): 3 clusters Score: Raw -2572910.653496 + Penalty 3223.264059 = -2569687.389437 nChanged 59 SP:Iteration 42Q (7019.726814 sec): 3 clusters Score: Raw -2572919.608159 + Penalty 3223.264059 = -2569696.344101 nChanged 56 SP:Iteration 43Q (7019.765448 sec): 3 clusters Score: Raw -2572927.060846 + Penalty 3223.264059 = -2569703.796787 nChanged 56 SP:Iteration 44Q (7019.803809 sec): 3 clusters Score: Raw -2572934.193375 + Penalty 3223.264059 = -2569710.929317 nChanged 41 SP:Iteration 45Q (7019.845428 sec): 3 clusters Score: Raw -2572939.018926 + Penalty 3223.264059 = -2569715.754867 nChanged 42 SP:Iteration 46Q (7019.883471 sec): 3 clusters Score: Raw -2572944.777416 + Penalty 3223.264059 = -2569721.513358 nChanged 43 SP:Iteration 47Q (7019.947157 sec): 3 clusters Score: Raw -2572949.591688 + Penalty 3223.264059 = -2569726.327629 nChanged 36 SP:Iteration 48Q (7019.985222 sec): 3 clusters Score: Raw -2572954.092896 + Penalty 3223.264059 = -2569730.828837 nChanged 31 SP:Iteration 49Q (7020.023720 sec): 3 clusters Score: Raw -2572959.362672 + Penalty 3223.264059 = -2569736.098613 nChanged 51 SP:Iteration 50Q (7020.062085 sec): 3 clusters Score: Raw -2572967.292189 + Penalty 3223.264059 = -2569744.028130 nChanged 55 SP:Iteration 51Q (7020.101290 sec): 3 clusters Score: Raw -2572974.834550 + Penalty 3223.264059 = -2569751.570491 nChanged 52 SP:Iteration 52Q (7020.139148 sec): 3 clusters Score: Raw -2572980.946004 + Penalty 3223.264059 = -2569757.681945 nChanged 38 SP:Iteration 53Q (7020.177658 sec): 3 clusters Score: Raw -2572985.667845 + Penalty 3223.264059 = -2569762.403786 nChanged 36 SP:Iteration 54Q (7020.215514 sec): 3 clusters Score: Raw -2572990.078123 + Penalty 3223.264059 = -2569766.814064 nChanged 32 SP:Iteration 55Q (7020.253724 sec): 3 clusters Score: Raw -2572994.659508 + Penalty 3223.264059 = -2569771.395449 nChanged 34 SP:Iteration 56Q (7020.292012 sec): 3 clusters Score: Raw -2572998.923354 + Penalty 3223.264059 = -2569775.659295 nChanged 36 SP:Iteration 57Q (7020.329764 sec): 3 clusters Score: Raw -2573003.006769 + Penalty 3223.264059 = -2569779.742710 nChanged 28 SP:Iteration 58Q (7020.369240 sec): 3 clusters Score: Raw -2573007.008177 + Penalty 3223.264059 = -2569783.744118 nChanged 24 SP:Iteration 59Q (7020.412039 sec): 3 clusters Score: Raw -2573009.521707 + Penalty 3223.264059 = -2569786.257648 nChanged 16 SP:Iteration 60F (7020.453934 sec): 3 clusters Score: Raw -2573011.288793 + Penalty 3223.264059 = -2569788.024734 nChanged 22 SP:Iteration 61Q (7020.491912 sec): 3 clusters Score: Raw -2573013.656452 + Penalty 3223.264059 = -2569790.392393 nChanged 19 SP:Iteration 62Q (7020.529774 sec): 3 clusters Score: Raw -2573015.773236 + Penalty 3223.264059 = -2569792.509177 nChanged 22 SP:Iteration 63Q (7020.568068 sec): 3 clusters Score: Raw -2573017.790628 + Penalty 3223.264059 = -2569794.526569 nChanged 20 SP:Iteration 64Q (7020.605874 sec): 3 clusters Score: Raw -2573020.548305 + Penalty 3223.264059 = -2569797.284246 nChanged 22 SP:Iteration 65Q (7020.661703 sec): 3 clusters Score: Raw -2573022.574870 + Penalty 3223.264059 = -2569799.310811 nChanged 15 SP:Iteration 66Q (7020.699360 sec): 3 clusters Score: Raw -2573023.778097 + Penalty 3223.264059 = -2569800.514038 nChanged 9 SP:Iteration 67Q (7020.737343 sec): 3 clusters Score: Raw -2573024.699625 + Penalty 3223.264059 = -2569801.435566 nChanged 13 SP:Iteration 68Q (7020.775493 sec): 3 clusters Score: Raw -2573026.405851 + Penalty 3223.264059 = -2569803.141792 nChanged 17 SP:Iteration 69Q (7020.813348 sec): 3 clusters Score: Raw -2573029.078776 + Penalty 3223.264059 = -2569805.814717 nChanged 22 SP:Iteration 70Q (7020.851169 sec): 3 clusters Score: Raw -2573032.414788 + Penalty 3223.264059 = -2569809.150729 nChanged 14 SP:Iteration 71Q (7020.888835 sec): 3 clusters Score: Raw -2573033.893294 + Penalty 3223.264059 = -2569810.629235 nChanged 18 SP:Iteration 72Q (7020.926489 sec): 3 clusters Score: Raw -2573035.999244 + Penalty 3223.264059 = -2569812.735185 nChanged 18 SP:Iteration 73Q (7020.964326 sec): 3 clusters Score: Raw -2573038.162141 + Penalty 3223.264059 = -2569814.898082 nChanged 20 SP:Iteration 74Q (7021.013114 sec): 3 clusters Score: Raw -2573041.105924 + Penalty 3223.264059 = -2569817.841865 nChanged 21 SP:Iteration 75Q (7021.051269 sec): 3 clusters Score: Raw -2573043.373570 + Penalty 3223.264059 = -2569820.109511 nChanged 21 SP:Iteration 76Q (7021.089041 sec): 3 clusters Score: Raw -2573046.278942 + Penalty 3223.264059 = -2569823.014883 nChanged 22 SP:Iteration 77Q (7021.126722 sec): 3 clusters Score: Raw -2573049.257959 + Penalty 3223.264059 = -2569825.993900 nChanged 23 SP:Iteration 78Q (7021.164371 sec): 3 clusters Score: Raw -2573053.640474 + Penalty 3223.264059 = -2569830.376415 nChanged 27 SP:Iteration 79Q (7021.201987 sec): 3 clusters Score: Raw -2573057.431009 + Penalty 3223.264059 = -2569834.166950 nChanged 23 SP:Iteration 80F (7021.243812 sec): 3 clusters Score: Raw -2573060.176040 + Penalty 3223.264059 = -2569836.911981 nChanged 16 SP:Iteration 81Q (7021.285973 sec): 3 clusters Score: Raw -2573061.882344 + Penalty 3223.264059 = -2569838.618285 nChanged 12 SP:Iteration 82Q (7021.323635 sec): 3 clusters Score: Raw -2573062.865805 + Penalty 3223.264059 = -2569839.601746 nChanged 13 SP:Iteration 83Q (7021.361504 sec): 3 clusters Score: Raw -2573064.224477 + Penalty 3223.264059 = -2569840.960418 nChanged 12 SP:Iteration 84Q (7021.399099 sec): 3 clusters Score: Raw -2573065.511314 + Penalty 3223.264059 = -2569842.247255 nChanged 9 SP:Iteration 85Q (7021.436627 sec): 3 clusters Score: Raw -2573066.325688 + Penalty 3223.264059 = -2569843.061629 nChanged 8 SP:Iteration 86Q (7021.474284 sec): 3 clusters Score: Raw -2573067.271399 + Penalty 3223.264059 = -2569844.007340 nChanged 8 SP:Iteration 87Q (7021.511985 sec): 3 clusters Score: Raw -2573068.317466 + Penalty 3223.264059 = -2569845.053407 nChanged 12 SP:Iteration 88Q (7021.563460 sec): 3 clusters Score: Raw -2573069.313537 + Penalty 3223.264059 = -2569846.049478 nChanged 9 SP:Iteration 89Q (7021.601876 sec): 3 clusters Score: Raw -2573070.266668 + Penalty 3223.264059 = -2569847.002609 nChanged 9 SP:Iteration 90Q (7021.646083 sec): 3 clusters Score: Raw -2573071.380305 + Penalty 3223.264059 = -2569848.116246 nChanged 11 SP:Iteration 91Q (7021.705417 sec): 3 clusters Score: Raw -2573072.594747 + Penalty 3223.264059 = -2569849.330688 nChanged 9 SP:Iteration 92Q (7021.745739 sec): 3 clusters Score: Raw -2573073.396364 + Penalty 3223.264059 = -2569850.132305 nChanged 5 SP:Iteration 93Q (7021.783557 sec): 3 clusters Score: Raw -2573073.867187 + Penalty 3223.264059 = -2569850.603128 nChanged 8 SP:Iteration 94Q (7021.820972 sec): 3 clusters Score: Raw -2573075.028514 + Penalty 3223.264059 = -2569851.764455 nChanged 7 SP:Iteration 95Q (7021.858804 sec): 3 clusters Score: Raw -2573075.988827 + Penalty 3223.264059 = -2569852.724768 nChanged 9 SP:Iteration 96Q (7021.902094 sec): 3 clusters Score: Raw -2573076.831166 + Penalty 3223.264059 = -2569853.567107 nChanged 8 SP:Iteration 97Q (7021.939316 sec): 3 clusters Score: Raw -2573077.603604 + Penalty 3223.264059 = -2569854.339546 nChanged 5 SP:Iteration 98Q (7021.977030 sec): 3 clusters Score: Raw -2573077.968787 + Penalty 3223.264059 = -2569854.704729 nChanged 6 SP:Iteration 99Q (7022.014931 sec): 3 clusters Score: Raw -2573078.487053 + Penalty 3223.264059 = -2569855.222994 nChanged 2 SP:Iteration 100F (7022.061916 sec): 3 clusters Score: Raw -2573078.703418 + Penalty 3223.264059 = -2569855.439359 nChanged 3 SP:Iteration 101Q (7022.105198 sec): 3 clusters Score: Raw -2573078.926442 + Penalty 3223.264059 = -2569855.662383 nChanged 2 SP:Iteration 102Q (7022.153137 sec): 3 clusters Score: Raw -2573079.206033 + Penalty 3223.264059 = -2569855.941974 nChanged 2 SP:Iteration 103Q (7022.200229 sec): 3 clusters Score: Raw -2573079.301440 + Penalty 3223.264059 = -2569856.037381 nChanged 2 SP:Iteration 104Q (7022.237809 sec): 3 clusters Score: Raw -2573079.397491 + Penalty 3223.264059 = -2569856.133432 nChanged 0 SP:Iteration 105F (7022.280524 sec): 3 clusters Score: Raw -2573079.397491 + Penalty 3223.264059 = -2569856.133432 nChanged 0 Trying to split cluster 5 (10852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7022.304449 sec): 2 clusters Score: Raw -1307969.087594 + Penalty 1509.967009 = -1306459.120585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7022.334063 sec): 3 clusters Score: Raw -1301710.444597 + Penalty 3019.934019 = -1298690.510578 nChanged 4733 SP:Iteration 1F (7022.362496 sec): 3 clusters Score: Raw -1304666.423514 + Penalty 3019.934019 = -1301646.489495 nChanged 817 SP:Iteration 2F (7022.391117 sec): 3 clusters Score: Raw -1305309.920316 + Penalty 3019.934019 = -1302289.986297 nChanged 849 SP:Iteration 3F (7022.432884 sec): 3 clusters Score: Raw -1306039.198741 + Penalty 3019.934019 = -1303019.264722 nChanged 808 SP:Iteration 4F (7022.461454 sec): 3 clusters Score: Raw -1306618.798492 + Penalty 3019.934019 = -1303598.864473 nChanged 655 SP:Iteration 5F (7022.491763 sec): 3 clusters Score: Raw -1307023.665387 + Penalty 3019.934019 = -1304003.731368 nChanged 510 SP:Iteration 6Q (7022.521134 sec): 3 clusters Score: Raw -1307284.935511 + Penalty 3019.934019 = -1304265.001492 nChanged 388 SP:Iteration 7Q (7022.549748 sec): 3 clusters Score: Raw -1307457.870915 + Penalty 3019.934019 = -1304437.936896 nChanged 294 SP:Iteration 8Q (7022.578325 sec): 3 clusters Score: Raw -1307580.412014 + Penalty 3019.934019 = -1304560.477995 nChanged 255 SP:Iteration 9Q (7022.613437 sec): 3 clusters Score: Raw -1307671.908954 + Penalty 3019.934019 = -1304651.974935 nChanged 215 SP:Iteration 10Q (7022.641613 sec): 3 clusters Score: Raw -1307750.675138 + Penalty 3019.934019 = -1304730.741119 nChanged 216 SP:Iteration 11Q (7022.673179 sec): 3 clusters Score: Raw -1307834.276467 + Penalty 3019.934019 = -1304814.342448 nChanged 206 SP:Iteration 12Q (7022.701222 sec): 3 clusters Score: Raw -1307904.259555 + Penalty 3019.934019 = -1304884.325536 nChanged 158 SP:Iteration 13Q (7022.729275 sec): 3 clusters Score: Raw -1307959.268001 + Penalty 3019.934019 = -1304939.333982 nChanged 136 SP:Iteration 14Q (7022.757106 sec): 3 clusters Score: Raw -1308000.352322 + Penalty 3019.934019 = -1304980.418303 nChanged 127 SP:Iteration 15Q (7022.790133 sec): 3 clusters Score: Raw -1308036.282461 + Penalty 3019.934019 = -1305016.348442 nChanged 123 SP:Iteration 16Q (7022.817889 sec): 3 clusters Score: Raw -1308069.382433 + Penalty 3019.934019 = -1305049.448414 nChanged 99 SP:Iteration 17Q (7022.845777 sec): 3 clusters Score: Raw -1308097.518148 + Penalty 3019.934019 = -1305077.584129 nChanged 87 SP:Iteration 18Q (7022.874576 sec): 3 clusters Score: Raw -1308119.733940 + Penalty 3019.934019 = -1305099.799921 nChanged 78 SP:Iteration 19Q (7022.902305 sec): 3 clusters Score: Raw -1308132.662020 + Penalty 3019.934019 = -1305112.728001 nChanged 61 SP:Iteration 20F (7022.935487 sec): 3 clusters Score: Raw -1308144.938826 + Penalty 3019.934019 = -1305125.004807 nChanged 61 SP:Iteration 21Q (7022.963151 sec): 3 clusters Score: Raw -1308154.654782 + Penalty 3019.934019 = -1305134.720763 nChanged 44 SP:Iteration 22Q (7022.991528 sec): 3 clusters Score: Raw -1308160.235956 + Penalty 3019.934019 = -1305140.301937 nChanged 39 SP:Iteration 23Q (7023.019288 sec): 3 clusters Score: Raw -1308165.939475 + Penalty 3019.934019 = -1305146.005456 nChanged 27 SP:Iteration 24Q (7023.046899 sec): 3 clusters Score: Raw -1308168.488912 + Penalty 3019.934019 = -1305148.554893 nChanged 22 SP:Iteration 25Q (7023.074574 sec): 3 clusters Score: Raw -1308170.997973 + Penalty 3019.934019 = -1305151.063954 nChanged 26 SP:Iteration 26Q (7023.102354 sec): 3 clusters Score: Raw -1308174.407444 + Penalty 3019.934019 = -1305154.473425 nChanged 26 SP:Iteration 27Q (7023.131306 sec): 3 clusters Score: Raw -1308178.161477 + Penalty 3019.934019 = -1305158.227458 nChanged 25 SP:Iteration 28Q (7023.158957 sec): 3 clusters Score: Raw -1308181.403878 + Penalty 3019.934019 = -1305161.469859 nChanged 24 SP:Iteration 29Q (7023.186777 sec): 3 clusters Score: Raw -1308184.441626 + Penalty 3019.934019 = -1305164.507607 nChanged 25 SP:Iteration 30Q (7023.218316 sec): 3 clusters Score: Raw -1308187.864918 + Penalty 3019.934019 = -1305167.930899 nChanged 34 SP:Iteration 31Q (7023.248696 sec): 3 clusters Score: Raw -1308192.955297 + Penalty 3019.934019 = -1305173.021278 nChanged 27 SP:Iteration 32Q (7023.276473 sec): 3 clusters Score: Raw -1308196.808059 + Penalty 3019.934019 = -1305176.874040 nChanged 34 SP:Iteration 33Q (7023.303985 sec): 3 clusters Score: Raw -1308202.488275 + Penalty 3019.934019 = -1305182.554256 nChanged 36 SP:Iteration 34Q (7023.331527 sec): 3 clusters Score: Raw -1308208.960711 + Penalty 3019.934019 = -1305189.026692 nChanged 46 SP:Iteration 35Q (7023.360220 sec): 3 clusters Score: Raw -1308219.435786 + Penalty 3019.934019 = -1305199.501767 nChanged 61 SP:Iteration 36Q (7023.388444 sec): 3 clusters Score: Raw -1308231.571762 + Penalty 3019.934019 = -1305211.637743 nChanged 59 SP:Iteration 37Q (7023.416100 sec): 3 clusters Score: Raw -1308242.542868 + Penalty 3019.934019 = -1305222.608849 nChanged 52 SP:Iteration 38Q (7023.453821 sec): 3 clusters Score: Raw -1308252.434264 + Penalty 3019.934019 = -1305232.500245 nChanged 53 SP:Iteration 39Q (7023.481290 sec): 3 clusters Score: Raw -1308261.151423 + Penalty 3019.934019 = -1305241.217404 nChanged 41 SP:Iteration 40F (7023.510151 sec): 3 clusters Score: Raw -1308267.495340 + Penalty 3019.934019 = -1305247.561321 nChanged 42 SP:Iteration 41Q (7023.549908 sec): 3 clusters Score: Raw -1308274.998744 + Penalty 3019.934019 = -1305255.064725 nChanged 36 SP:Iteration 42Q (7023.577410 sec): 3 clusters Score: Raw -1308282.003741 + Penalty 3019.934019 = -1305262.069722 nChanged 35 SP:Iteration 43Q (7023.605026 sec): 3 clusters Score: Raw -1308289.347210 + Penalty 3019.934019 = -1305269.413191 nChanged 37 SP:Iteration 44Q (7023.635731 sec): 3 clusters Score: Raw -1308295.715007 + Penalty 3019.934019 = -1305275.780988 nChanged 34 SP:Iteration 45Q (7023.663563 sec): 3 clusters Score: Raw -1308301.498612 + Penalty 3019.934019 = -1305281.564593 nChanged 34 SP:Iteration 46Q (7023.691041 sec): 3 clusters Score: Raw -1308308.727679 + Penalty 3019.934019 = -1305288.793660 nChanged 39 SP:Iteration 47Q (7023.718502 sec): 3 clusters Score: Raw -1308314.937066 + Penalty 3019.934019 = -1305295.003047 nChanged 38 SP:Iteration 48Q (7023.746244 sec): 3 clusters Score: Raw -1308321.446221 + Penalty 3019.934019 = -1305301.512202 nChanged 28 SP:Iteration 49Q (7023.773983 sec): 3 clusters Score: Raw -1308325.529533 + Penalty 3019.934019 = -1305305.595514 nChanged 24 SP:Iteration 50Q (7023.803009 sec): 3 clusters Score: Raw -1308329.452686 + Penalty 3019.934019 = -1305309.518667 nChanged 27 SP:Iteration 51Q (7023.830720 sec): 3 clusters Score: Raw -1308333.648123 + Penalty 3019.934019 = -1305313.714104 nChanged 20 SP:Iteration 52Q (7023.858024 sec): 3 clusters Score: Raw -1308336.137442 + Penalty 3019.934019 = -1305316.203424 nChanged 23 SP:Iteration 53Q (7023.887705 sec): 3 clusters Score: Raw -1308338.879410 + Penalty 3019.934019 = -1305318.945391 nChanged 19 SP:Iteration 54Q (7023.915211 sec): 3 clusters Score: Raw -1308340.984220 + Penalty 3019.934019 = -1305321.050201 nChanged 18 SP:Iteration 55Q (7023.949473 sec): 3 clusters Score: Raw -1308343.344348 + Penalty 3019.934019 = -1305323.410329 nChanged 22 SP:Iteration 56Q (7023.978681 sec): 3 clusters Score: Raw -1308346.399516 + Penalty 3019.934019 = -1305326.465497 nChanged 17 SP:Iteration 57Q (7024.011859 sec): 3 clusters Score: Raw -1308348.288609 + Penalty 3019.934019 = -1305328.354590 nChanged 24 SP:Iteration 58Q (7024.039267 sec): 3 clusters Score: Raw -1308351.155169 + Penalty 3019.934019 = -1305331.221150 nChanged 20 SP:Iteration 59Q (7024.066720 sec): 3 clusters Score: Raw -1308354.071963 + Penalty 3019.934019 = -1305334.137944 nChanged 14 SP:Iteration 60F (7024.095316 sec): 3 clusters Score: Raw -1308355.864718 + Penalty 3019.934019 = -1305335.930699 nChanged 16 SP:Iteration 61Q (7024.122542 sec): 3 clusters Score: Raw -1308358.027766 + Penalty 3019.934019 = -1305338.093747 nChanged 17 SP:Iteration 62Q (7024.158003 sec): 3 clusters Score: Raw -1308359.860046 + Penalty 3019.934019 = -1305339.926027 nChanged 20 SP:Iteration 63Q (7024.185910 sec): 3 clusters Score: Raw -1308362.288764 + Penalty 3019.934019 = -1305342.354745 nChanged 24 SP:Iteration 64Q (7024.213463 sec): 3 clusters Score: Raw -1308365.721985 + Penalty 3019.934019 = -1305345.787966 nChanged 27 SP:Iteration 65Q (7024.246038 sec): 3 clusters Score: Raw -1308370.094295 + Penalty 3019.934019 = -1305350.160276 nChanged 30 SP:Iteration 66Q (7024.273217 sec): 3 clusters Score: Raw -1308375.160142 + Penalty 3019.934019 = -1305355.226123 nChanged 27 SP:Iteration 67Q (7024.310085 sec): 3 clusters Score: Raw -1308380.029611 + Penalty 3019.934019 = -1305360.095592 nChanged 27 SP:Iteration 68Q (7024.373231 sec): 3 clusters Score: Raw -1308383.589165 + Penalty 3019.934019 = -1305363.655146 nChanged 25 SP:Iteration 69Q (7024.410400 sec): 3 clusters Score: Raw -1308386.840266 + Penalty 3019.934019 = -1305366.906247 nChanged 22 SP:Iteration 70Q (7024.443587 sec): 3 clusters Score: Raw -1308389.463489 + Penalty 3019.934019 = -1305369.529470 nChanged 16 SP:Iteration 71Q (7024.477178 sec): 3 clusters Score: Raw -1308391.537360 + Penalty 3019.934019 = -1305371.603341 nChanged 18 SP:Iteration 72Q (7024.504574 sec): 3 clusters Score: Raw -1308393.710502 + Penalty 3019.934019 = -1305373.776483 nChanged 23 SP:Iteration 73Q (7024.531755 sec): 3 clusters Score: Raw -1308396.406606 + Penalty 3019.934019 = -1305376.472587 nChanged 16 SP:Iteration 74Q (7024.558975 sec): 3 clusters Score: Raw -1308398.075741 + Penalty 3019.934019 = -1305378.141722 nChanged 16 SP:Iteration 75Q (7024.586455 sec): 3 clusters Score: Raw -1308400.026601 + Penalty 3019.934019 = -1305380.092582 nChanged 14 SP:Iteration 76Q (7024.623945 sec): 3 clusters Score: Raw -1308402.772786 + Penalty 3019.934019 = -1305382.838767 nChanged 14 SP:Iteration 77Q (7024.651438 sec): 3 clusters Score: Raw -1308405.110316 + Penalty 3019.934019 = -1305385.176297 nChanged 18 SP:Iteration 78Q (7024.678689 sec): 3 clusters Score: Raw -1308407.426820 + Penalty 3019.934019 = -1305387.492801 nChanged 18 SP:Iteration 79Q (7024.705807 sec): 3 clusters Score: Raw -1308410.132212 + Penalty 3019.934019 = -1305390.198193 nChanged 23 SP:Iteration 80F (7024.745446 sec): 3 clusters Score: Raw -1308413.143086 + Penalty 3019.934019 = -1305393.209067 nChanged 20 SP:Iteration 81Q (7024.772606 sec): 3 clusters Score: Raw -1308416.029166 + Penalty 3019.934019 = -1305396.095147 nChanged 19 SP:Iteration 82Q (7024.803968 sec): 3 clusters Score: Raw -1308418.114699 + Penalty 3019.934019 = -1305398.180680 nChanged 13 SP:Iteration 83Q (7024.831122 sec): 3 clusters Score: Raw -1308419.799913 + Penalty 3019.934019 = -1305399.865894 nChanged 16 SP:Iteration 84Q (7024.870181 sec): 3 clusters Score: Raw -1308421.908558 + Penalty 3019.934019 = -1305401.974539 nChanged 14 SP:Iteration 85Q (7024.932755 sec): 3 clusters Score: Raw -1308423.628888 + Penalty 3019.934019 = -1305403.694869 nChanged 14 SP:Iteration 86Q (7024.959801 sec): 3 clusters Score: Raw -1308425.964933 + Penalty 3019.934019 = -1305406.030914 nChanged 17 SP:Iteration 87Q (7025.005482 sec): 3 clusters Score: Raw -1308429.226306 + Penalty 3019.934019 = -1305409.292287 nChanged 22 SP:Iteration 88Q (7025.048954 sec): 3 clusters Score: Raw -1308432.910118 + Penalty 3019.934019 = -1305412.976099 nChanged 22 SP:Iteration 89Q (7025.076155 sec): 3 clusters Score: Raw -1308435.799527 + Penalty 3019.934019 = -1305415.865508 nChanged 20 SP:Iteration 90Q (7025.104557 sec): 3 clusters Score: Raw -1308439.236432 + Penalty 3019.934019 = -1305419.302413 nChanged 27 SP:Iteration 91Q (7025.131631 sec): 3 clusters Score: Raw -1308445.166870 + Penalty 3019.934019 = -1305425.232851 nChanged 27 SP:Iteration 92Q (7025.158989 sec): 3 clusters Score: Raw -1308450.054124 + Penalty 3019.934019 = -1305430.120105 nChanged 27 SP:Iteration 93Q (7025.189780 sec): 3 clusters Score: Raw -1308455.825419 + Penalty 3019.934019 = -1305435.891400 nChanged 34 SP:Iteration 94Q (7025.217172 sec): 3 clusters Score: Raw -1308462.773288 + Penalty 3019.934019 = -1305442.839269 nChanged 33 SP:Iteration 95Q (7025.244855 sec): 3 clusters Score: Raw -1308469.799592 + Penalty 3019.934019 = -1305449.865573 nChanged 41 SP:Iteration 96Q (7025.274895 sec): 3 clusters Score: Raw -1308477.457866 + Penalty 3019.934019 = -1305457.523847 nChanged 32 SP:Iteration 97Q (7025.301980 sec): 3 clusters Score: Raw -1308484.116074 + Penalty 3019.934019 = -1305464.182055 nChanged 30 SP:Iteration 98Q (7025.333696 sec): 3 clusters Score: Raw -1308489.473263 + Penalty 3019.934019 = -1305469.539244 nChanged 26 SP:Iteration 99Q (7025.360984 sec): 3 clusters Score: Raw -1308494.038239 + Penalty 3019.934019 = -1305474.104220 nChanged 21 SP:Iteration 100F (7025.399296 sec): 3 clusters Score: Raw -1308497.227831 + Penalty 3019.934019 = -1305477.293812 nChanged 18 SP:Iteration 101Q (7025.427138 sec): 3 clusters Score: Raw -1308499.692015 + Penalty 3019.934019 = -1305479.757996 nChanged 17 SP:Iteration 102Q (7025.454057 sec): 3 clusters Score: Raw -1308502.595996 + Penalty 3019.934019 = -1305482.661977 nChanged 21 SP:Iteration 103Q (7025.485164 sec): 3 clusters Score: Raw -1308505.980011 + Penalty 3019.934019 = -1305486.045992 nChanged 23 SP:Iteration 104Q (7025.512349 sec): 3 clusters Score: Raw -1308509.997592 + Penalty 3019.934019 = -1305490.063573 nChanged 26 SP:Iteration 105Q (7025.540194 sec): 3 clusters Score: Raw -1308514.569937 + Penalty 3019.934019 = -1305494.635918 nChanged 16 SP:Iteration 106Q (7025.567359 sec): 3 clusters Score: Raw -1308516.610017 + Penalty 3019.934019 = -1305496.675998 nChanged 6 SP:Iteration 107Q (7025.597235 sec): 3 clusters Score: Raw -1308517.424409 + Penalty 3019.934019 = -1305497.490390 nChanged 7 SP:Iteration 108Q (7025.624342 sec): 3 clusters Score: Raw -1308518.016109 + Penalty 3019.934019 = -1305498.082090 nChanged 6 SP:Iteration 109Q (7025.651266 sec): 3 clusters Score: Raw -1308518.787346 + Penalty 3019.934019 = -1305498.853327 nChanged 9 SP:Iteration 110Q (7025.680267 sec): 3 clusters Score: Raw -1308519.865331 + Penalty 3019.934019 = -1305499.931312 nChanged 10 SP:Iteration 111Q (7025.707360 sec): 3 clusters Score: Raw -1308521.117044 + Penalty 3019.934019 = -1305501.183025 nChanged 18 SP:Iteration 112Q (7025.734261 sec): 3 clusters Score: Raw -1308524.369147 + Penalty 3019.934019 = -1305504.435128 nChanged 22 SP:Iteration 113Q (7025.765828 sec): 3 clusters Score: Raw -1308528.135956 + Penalty 3019.934019 = -1305508.201937 nChanged 25 SP:Iteration 114Q (7025.792772 sec): 3 clusters Score: Raw -1308532.057640 + Penalty 3019.934019 = -1305512.123621 nChanged 27 SP:Iteration 115Q (7025.819771 sec): 3 clusters Score: Raw -1308536.089196 + Penalty 3019.934019 = -1305516.155177 nChanged 28 SP:Iteration 116Q (7025.846721 sec): 3 clusters Score: Raw -1308541.020385 + Penalty 3019.934019 = -1305521.086366 nChanged 26 SP:Iteration 117Q (7025.873396 sec): 3 clusters Score: Raw -1308544.597008 + Penalty 3019.934019 = -1305524.662989 nChanged 22 SP:Iteration 118Q (7025.900439 sec): 3 clusters Score: Raw -1308548.318530 + Penalty 3019.934019 = -1305528.384511 nChanged 18 SP:Iteration 119Q (7025.927215 sec): 3 clusters Score: Raw -1308551.024876 + Penalty 3019.934019 = -1305531.090857 nChanged 14 SP:Iteration 120F (7025.955731 sec): 3 clusters Score: Raw -1308554.040552 + Penalty 3019.934019 = -1305534.106533 nChanged 16 SP:Iteration 121Q (7025.982331 sec): 3 clusters Score: Raw -1308557.221487 + Penalty 3019.934019 = -1305537.287468 nChanged 22 SP:Iteration 122Q (7026.009273 sec): 3 clusters Score: Raw -1308561.114869 + Penalty 3019.934019 = -1305541.180850 nChanged 25 SP:Iteration 123Q (7026.038406 sec): 3 clusters Score: Raw -1308566.420478 + Penalty 3019.934019 = -1305546.486459 nChanged 24 SP:Iteration 124Q (7026.065274 sec): 3 clusters Score: Raw -1308571.853630 + Penalty 3019.934019 = -1305551.919611 nChanged 22 SP:Iteration 125Q (7026.100921 sec): 3 clusters Score: Raw -1308575.718371 + Penalty 3019.934019 = -1305555.784352 nChanged 18 SP:Iteration 126Q (7026.128009 sec): 3 clusters Score: Raw -1308579.314883 + Penalty 3019.934019 = -1305559.380864 nChanged 21 SP:Iteration 127Q (7026.154761 sec): 3 clusters Score: Raw -1308583.351570 + Penalty 3019.934019 = -1305563.417551 nChanged 23 SP:Iteration 128Q (7026.181632 sec): 3 clusters Score: Raw -1308587.693629 + Penalty 3019.934019 = -1305567.759610 nChanged 27 SP:Iteration 129Q (7026.208702 sec): 3 clusters Score: Raw -1308592.445903 + Penalty 3019.934019 = -1305572.511884 nChanged 16 SP:Iteration 130Q (7026.238984 sec): 3 clusters Score: Raw -1308594.944016 + Penalty 3019.934019 = -1305575.009997 nChanged 18 SP:Iteration 131Q (7026.266549 sec): 3 clusters Score: Raw -1308597.891408 + Penalty 3019.934019 = -1305577.957390 nChanged 18 SP:Iteration 132Q (7026.297290 sec): 3 clusters Score: Raw -1308601.011818 + Penalty 3019.934019 = -1305581.077799 nChanged 19 SP:Iteration 133Q (7026.324198 sec): 3 clusters Score: Raw -1308604.560272 + Penalty 3019.934019 = -1305584.626253 nChanged 18 SP:Iteration 134Q (7026.350889 sec): 3 clusters Score: Raw -1308608.243681 + Penalty 3019.934019 = -1305588.309662 nChanged 22 SP:Iteration 135Q (7026.381262 sec): 3 clusters Score: Raw -1308613.570577 + Penalty 3019.934019 = -1305593.636558 nChanged 17 SP:Iteration 136Q (7026.415595 sec): 3 clusters Score: Raw -1308617.173028 + Penalty 3019.934019 = -1305597.239009 nChanged 11 SP:Iteration 137Q (7026.442114 sec): 3 clusters Score: Raw -1308618.392791 + Penalty 3019.934019 = -1305598.458772 nChanged 10 SP:Iteration 138Q (7026.468871 sec): 3 clusters Score: Raw -1308619.682763 + Penalty 3019.934019 = -1305599.748744 nChanged 11 SP:Iteration 139Q (7026.495534 sec): 3 clusters Score: Raw -1308621.335816 + Penalty 3019.934019 = -1305601.401797 nChanged 10 SP:Iteration 140F (7026.524038 sec): 3 clusters Score: Raw -1308622.436002 + Penalty 3019.934019 = -1305602.501983 nChanged 4 SP:Iteration 141Q (7026.550635 sec): 3 clusters Score: Raw -1308622.848993 + Penalty 3019.934019 = -1305602.914974 nChanged 5 SP:Iteration 142Q (7026.579405 sec): 3 clusters Score: Raw -1308623.376398 + Penalty 3019.934019 = -1305603.442379 nChanged 2 SP:Iteration 143Q (7026.606163 sec): 3 clusters Score: Raw -1308623.872930 + Penalty 3019.934019 = -1305603.938911 nChanged 3 SP:Iteration 144Q (7026.632733 sec): 3 clusters Score: Raw -1308624.232177 + Penalty 3019.934019 = -1305604.298158 nChanged 3 SP:Iteration 145Q (7026.659434 sec): 3 clusters Score: Raw -1308624.686851 + Penalty 3019.934019 = -1305604.752832 nChanged 3 SP:Iteration 146Q (7026.686216 sec): 3 clusters Score: Raw -1308624.951672 + Penalty 3019.934019 = -1305605.017653 nChanged 4 SP:Iteration 147Q (7026.733549 sec): 3 clusters Score: Raw -1308625.360247 + Penalty 3019.934019 = -1305605.426228 nChanged 3 SP:Iteration 148Q (7026.760206 sec): 3 clusters Score: Raw -1308625.786679 + Penalty 3019.934019 = -1305605.852660 nChanged 7 SP:Iteration 149Q (7026.786932 sec): 3 clusters Score: Raw -1308626.780195 + Penalty 3019.934019 = -1305606.846176 nChanged 6 SP:Iteration 150Q (7026.813667 sec): 3 clusters Score: Raw -1308627.777810 + Penalty 3019.934019 = -1305607.843792 nChanged 6 SP:Iteration 151Q (7026.840363 sec): 3 clusters Score: Raw -1308628.768997 + Penalty 3019.934019 = -1305608.834978 nChanged 3 SP:Iteration 152Q (7026.867401 sec): 3 clusters Score: Raw -1308629.382888 + Penalty 3019.934019 = -1305609.448869 nChanged 2 SP:Iteration 153Q (7026.921152 sec): 3 clusters Score: Raw -1308629.714488 + Penalty 3019.934019 = -1305609.780469 nChanged 2 SP:Iteration 154Q (7026.981953 sec): 3 clusters Score: Raw -1308629.806453 + Penalty 3019.934019 = -1305609.872434 nChanged 0 SP:Iteration 155F (7027.010507 sec): 3 clusters Score: Raw -1308629.806453 + Penalty 3019.934019 = -1305609.872434 nChanged 0 Trying to split cluster 6 (23697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7027.049634 sec): 2 clusters Score: Raw -3066321.031760 + Penalty 1636.879357 = -3064684.152403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7027.098147 sec): 3 clusters Score: Raw -3051887.869179 + Penalty 3273.758714 = -3048614.110464 nChanged 10774 SP:Iteration 1F (7027.144448 sec): 3 clusters Score: Raw -3057914.840457 + Penalty 3273.758714 = -3054641.081742 nChanged 1200 SP:Iteration 2F (7027.209582 sec): 3 clusters Score: Raw -3058356.905007 + Penalty 3273.758714 = -3055083.146292 nChanged 1143 SP:Iteration 3Q (7027.257238 sec): 3 clusters Score: Raw -3058803.504738 + Penalty 3273.758714 = -3055529.746024 nChanged 1106 SP:Iteration 4Q (7027.304617 sec): 3 clusters Score: Raw -3059270.693564 + Penalty 3273.758714 = -3055996.934849 nChanged 1110 SP:Iteration 5Q (7027.352119 sec): 3 clusters Score: Raw -3059788.885063 + Penalty 3273.758714 = -3056515.126349 nChanged 1143 SP:Iteration 6Q (7027.400207 sec): 3 clusters Score: Raw -3060373.862494 + Penalty 3273.758714 = -3057100.103780 nChanged 1183 SP:Iteration 7Q (7027.448417 sec): 3 clusters Score: Raw -3060985.643869 + Penalty 3273.758714 = -3057711.885154 nChanged 1127 SP:Iteration 8Q (7027.495917 sec): 3 clusters Score: Raw -3061506.006874 + Penalty 3273.758714 = -3058232.248159 nChanged 956 SP:Iteration 9Q (7027.543316 sec): 3 clusters Score: Raw -3061909.715911 + Penalty 3273.758714 = -3058635.957197 nChanged 854 SP:Iteration 10Q (7027.593909 sec): 3 clusters Score: Raw -3062223.723909 + Penalty 3273.758714 = -3058949.965195 nChanged 749 SP:Iteration 11Q (7027.645294 sec): 3 clusters Score: Raw -3062499.207359 + Penalty 3273.758714 = -3059225.448644 nChanged 662 SP:Iteration 12Q (7027.691986 sec): 3 clusters Score: Raw -3062723.331631 + Penalty 3273.758714 = -3059449.572917 nChanged 616 SP:Iteration 13Q (7027.738760 sec): 3 clusters Score: Raw -3062900.699994 + Penalty 3273.758714 = -3059626.941279 nChanged 539 SP:Iteration 14Q (7027.796063 sec): 3 clusters Score: Raw -3063046.980295 + Penalty 3273.758714 = -3059773.221581 nChanged 526 SP:Iteration 15Q (7027.854211 sec): 3 clusters Score: Raw -3063190.156994 + Penalty 3273.758714 = -3059916.398280 nChanged 515 SP:Iteration 16Q (7027.899612 sec): 3 clusters Score: Raw -3063341.828729 + Penalty 3273.758714 = -3060068.070015 nChanged 516 SP:Iteration 17Q (7027.947864 sec): 3 clusters Score: Raw -3063496.444640 + Penalty 3273.758714 = -3060222.685925 nChanged 567 SP:Iteration 18Q (7028.006205 sec): 3 clusters Score: Raw -3063685.213216 + Penalty 3273.758714 = -3060411.454502 nChanged 598 SP:Iteration 19Q (7028.073348 sec): 3 clusters Score: Raw -3063893.904553 + Penalty 3273.758714 = -3060620.145838 nChanged 652 SP:Iteration 20F (7028.141302 sec): 3 clusters Score: Raw -3064136.012141 + Penalty 3273.758714 = -3060862.253426 nChanged 660 SP:Iteration 21Q (7028.203609 sec): 3 clusters Score: Raw -3064380.688609 + Penalty 3273.758714 = -3061106.929895 nChanged 646 SP:Iteration 22Q (7028.268273 sec): 3 clusters Score: Raw -3064620.270168 + Penalty 3273.758714 = -3061346.511454 nChanged 642 SP:Iteration 23Q (7028.332378 sec): 3 clusters Score: Raw -3064849.604994 + Penalty 3273.758714 = -3061575.846280 nChanged 601 SP:Iteration 24Q (7028.385674 sec): 3 clusters Score: Raw -3065080.572910 + Penalty 3273.758714 = -3061806.814195 nChanged 574 SP:Iteration 25Q (7028.429039 sec): 3 clusters Score: Raw -3065309.223669 + Penalty 3273.758714 = -3062035.464954 nChanged 526 SP:Iteration 26Q (7028.499619 sec): 3 clusters Score: Raw -3065516.558627 + Penalty 3273.758714 = -3062242.799913 nChanged 476 SP:Iteration 27Q (7028.542142 sec): 3 clusters Score: Raw -3065701.818251 + Penalty 3273.758714 = -3062428.059537 nChanged 403 SP:Iteration 28Q (7028.604919 sec): 3 clusters Score: Raw -3065864.521930 + Penalty 3273.758714 = -3062590.763216 nChanged 354 SP:Iteration 29Q (7028.660920 sec): 3 clusters Score: Raw -3066003.327478 + Penalty 3273.758714 = -3062729.568763 nChanged 310 SP:Iteration 30Q (7028.702833 sec): 3 clusters Score: Raw -3066124.726383 + Penalty 3273.758714 = -3062850.967668 nChanged 258 SP:Iteration 31Q (7028.755926 sec): 3 clusters Score: Raw -3066228.999116 + Penalty 3273.758714 = -3062955.240401 nChanged 229 SP:Iteration 32Q (7028.806794 sec): 3 clusters Score: Raw -3066324.743681 + Penalty 3273.758714 = -3063050.984967 nChanged 175 SP:Iteration 33Q (7028.847521 sec): 3 clusters Score: Raw -3066392.500345 + Penalty 3273.758714 = -3063118.741631 nChanged 132 SP:Iteration 34Q (7028.888818 sec): 3 clusters Score: Raw -3066441.375500 + Penalty 3273.758714 = -3063167.616786 nChanged 110 SP:Iteration 35Q (7028.928655 sec): 3 clusters Score: Raw -3066485.319839 + Penalty 3273.758714 = -3063211.561125 nChanged 93 SP:Iteration 36Q (7028.972012 sec): 3 clusters Score: Raw -3066524.125832 + Penalty 3273.758714 = -3063250.367118 nChanged 87 SP:Iteration 37Q (7029.021545 sec): 3 clusters Score: Raw -3066558.235438 + Penalty 3273.758714 = -3063284.476723 nChanged 74 SP:Iteration 38Q (7029.061095 sec): 3 clusters Score: Raw -3066585.651676 + Penalty 3273.758714 = -3063311.892962 nChanged 61 SP:Iteration 39Q (7029.105040 sec): 3 clusters Score: Raw -3066608.140741 + Penalty 3273.758714 = -3063334.382027 nChanged 46 SP:Iteration 40F (7029.150337 sec): 3 clusters Score: Raw -3066623.915569 + Penalty 3273.758714 = -3063350.156854 nChanged 44 SP:Iteration 41Q (7029.191166 sec): 3 clusters Score: Raw -3066640.422385 + Penalty 3273.758714 = -3063366.663671 nChanged 23 SP:Iteration 42Q (7029.241590 sec): 3 clusters Score: Raw -3066647.482074 + Penalty 3273.758714 = -3063373.723360 nChanged 21 SP:Iteration 43Q (7029.306809 sec): 3 clusters Score: Raw -3066654.322977 + Penalty 3273.758714 = -3063380.564262 nChanged 19 SP:Iteration 44Q (7029.353168 sec): 3 clusters Score: Raw -3066661.066297 + Penalty 3273.758714 = -3063387.307583 nChanged 10 SP:Iteration 45Q (7029.392701 sec): 3 clusters Score: Raw -3066664.099720 + Penalty 3273.758714 = -3063390.341006 nChanged 9 SP:Iteration 46Q (7029.432102 sec): 3 clusters Score: Raw -3066667.219022 + Penalty 3273.758714 = -3063393.460308 nChanged 5 SP:Iteration 47Q (7029.471626 sec): 3 clusters Score: Raw -3066669.017866 + Penalty 3273.758714 = -3063395.259152 nChanged 7 SP:Iteration 48Q (7029.542017 sec): 3 clusters Score: Raw -3066671.452480 + Penalty 3273.758714 = -3063397.693766 nChanged 8 SP:Iteration 49Q (7029.595854 sec): 3 clusters Score: Raw -3066674.448451 + Penalty 3273.758714 = -3063400.689737 nChanged 11 SP:Iteration 50Q (7029.637911 sec): 3 clusters Score: Raw -3066677.972144 + Penalty 3273.758714 = -3063404.213429 nChanged 6 SP:Iteration 51Q (7029.683417 sec): 3 clusters Score: Raw -3066679.432886 + Penalty 3273.758714 = -3063405.674172 nChanged 4 SP:Iteration 52Q (7029.740348 sec): 3 clusters Score: Raw -3066680.621708 + Penalty 3273.758714 = -3063406.862993 nChanged 1 SP:Iteration 53Q (7029.779692 sec): 3 clusters Score: Raw -3066680.861080 + Penalty 3273.758714 = -3063407.102365 nChanged 0 SP:Iteration 54F (7029.835910 sec): 3 clusters Score: Raw -3066680.861080 + Penalty 3273.758714 = -3063407.102365 nChanged 0 Trying to split cluster 7 (13149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7029.862941 sec): 2 clusters Score: Raw -1547150.681283 + Penalty 1541.166411 = -1545609.514872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7029.897738 sec): 3 clusters Score: Raw -1539469.977745 + Penalty 3082.332821 = -1536387.644924 nChanged 5849 SP:Iteration 1F (7029.962540 sec): 3 clusters Score: Raw -1542826.527226 + Penalty 3082.332821 = -1539744.194405 nChanged 904 SP:Iteration 2F (7029.996196 sec): 3 clusters Score: Raw -1543293.343644 + Penalty 3082.332821 = -1540211.010822 nChanged 815 SP:Iteration 3F (7030.037218 sec): 3 clusters Score: Raw -1543712.740745 + Penalty 3082.332821 = -1540630.407924 nChanged 717 SP:Iteration 4F (7030.071012 sec): 3 clusters Score: Raw -1544144.448965 + Penalty 3082.332821 = -1541062.116144 nChanged 688 SP:Iteration 5F (7030.107142 sec): 3 clusters Score: Raw -1544557.147733 + Penalty 3082.332821 = -1541474.814911 nChanged 661 SP:Iteration 6F (7030.149462 sec): 3 clusters Score: Raw -1544943.853760 + Penalty 3082.332821 = -1541861.520938 nChanged 624 SP:Iteration 7Q (7030.183381 sec): 3 clusters Score: Raw -1545325.598780 + Penalty 3082.332821 = -1542243.265958 nChanged 560 SP:Iteration 8Q (7030.217223 sec): 3 clusters Score: Raw -1545694.992618 + Penalty 3082.332821 = -1542612.659797 nChanged 498 SP:Iteration 9Q (7030.250900 sec): 3 clusters Score: Raw -1546029.282488 + Penalty 3082.332821 = -1542946.949666 nChanged 452 SP:Iteration 10Q (7030.284010 sec): 3 clusters Score: Raw -1546347.087540 + Penalty 3082.332821 = -1543264.754719 nChanged 417 SP:Iteration 11Q (7030.316963 sec): 3 clusters Score: Raw -1546640.382670 + Penalty 3082.332821 = -1543558.049849 nChanged 335 SP:Iteration 12Q (7030.349439 sec): 3 clusters Score: Raw -1546846.499273 + Penalty 3082.332821 = -1543764.166451 nChanged 278 SP:Iteration 13Q (7030.381618 sec): 3 clusters Score: Raw -1547016.659079 + Penalty 3082.332821 = -1543934.326258 nChanged 234 SP:Iteration 14Q (7030.415791 sec): 3 clusters Score: Raw -1547169.254996 + Penalty 3082.332821 = -1544086.922175 nChanged 201 SP:Iteration 15Q (7030.447409 sec): 3 clusters Score: Raw -1547284.026679 + Penalty 3082.332821 = -1544201.693858 nChanged 170 SP:Iteration 16Q (7030.478992 sec): 3 clusters Score: Raw -1547381.244373 + Penalty 3082.332821 = -1544298.911552 nChanged 160 SP:Iteration 17Q (7030.510269 sec): 3 clusters Score: Raw -1547449.318770 + Penalty 3082.332821 = -1544366.985949 nChanged 124 SP:Iteration 18Q (7030.544648 sec): 3 clusters Score: Raw -1547498.296029 + Penalty 3082.332821 = -1544415.963207 nChanged 102 SP:Iteration 19Q (7030.577814 sec): 3 clusters Score: Raw -1547539.365318 + Penalty 3082.332821 = -1544457.032497 nChanged 80 SP:Iteration 20F (7030.611532 sec): 3 clusters Score: Raw -1547571.039858 + Penalty 3082.332821 = -1544488.707037 nChanged 82 SP:Iteration 21Q (7030.642655 sec): 3 clusters Score: Raw -1547615.552927 + Penalty 3082.332821 = -1544533.220105 nChanged 90 SP:Iteration 22Q (7030.673363 sec): 3 clusters Score: Raw -1547666.127881 + Penalty 3082.332821 = -1544583.795059 nChanged 90 SP:Iteration 23Q (7030.704073 sec): 3 clusters Score: Raw -1547724.340117 + Penalty 3082.332821 = -1544642.007296 nChanged 96 SP:Iteration 24Q (7030.734640 sec): 3 clusters Score: Raw -1547779.667075 + Penalty 3082.332821 = -1544697.334254 nChanged 88 SP:Iteration 25Q (7030.769105 sec): 3 clusters Score: Raw -1547820.488292 + Penalty 3082.332821 = -1544738.155471 nChanged 82 SP:Iteration 26Q (7030.799650 sec): 3 clusters Score: Raw -1547858.856849 + Penalty 3082.332821 = -1544776.524028 nChanged 73 SP:Iteration 27Q (7030.864212 sec): 3 clusters Score: Raw -1547889.633955 + Penalty 3082.332821 = -1544807.301134 nChanged 69 SP:Iteration 28Q (7030.932193 sec): 3 clusters Score: Raw -1547917.303478 + Penalty 3082.332821 = -1544834.970656 nChanged 58 SP:Iteration 29Q (7030.967750 sec): 3 clusters Score: Raw -1547935.554009 + Penalty 3082.332821 = -1544853.221187 nChanged 45 SP:Iteration 30Q (7030.998175 sec): 3 clusters Score: Raw -1547950.529810 + Penalty 3082.332821 = -1544868.196989 nChanged 42 SP:Iteration 31Q (7031.028314 sec): 3 clusters Score: Raw -1547961.176161 + Penalty 3082.332821 = -1544878.843340 nChanged 32 SP:Iteration 32Q (7031.065281 sec): 3 clusters Score: Raw -1547969.025094 + Penalty 3082.332821 = -1544886.692273 nChanged 25 SP:Iteration 33Q (7031.095552 sec): 3 clusters Score: Raw -1547973.875188 + Penalty 3082.332821 = -1544891.542367 nChanged 16 SP:Iteration 34Q (7031.132835 sec): 3 clusters Score: Raw -1547976.429535 + Penalty 3082.332821 = -1544894.096714 nChanged 13 SP:Iteration 35Q (7031.162976 sec): 3 clusters Score: Raw -1547978.719203 + Penalty 3082.332821 = -1544896.386381 nChanged 14 SP:Iteration 36Q (7031.192833 sec): 3 clusters Score: Raw -1547981.499586 + Penalty 3082.332821 = -1544899.166765 nChanged 10 SP:Iteration 37Q (7031.230861 sec): 3 clusters Score: Raw -1547983.637894 + Penalty 3082.332821 = -1544901.305072 nChanged 9 SP:Iteration 38Q (7031.260999 sec): 3 clusters Score: Raw -1547985.466819 + Penalty 3082.332821 = -1544903.133997 nChanged 12 SP:Iteration 39Q (7031.290930 sec): 3 clusters Score: Raw -1547987.086797 + Penalty 3082.332821 = -1544904.753976 nChanged 12 SP:Iteration 40F (7031.324643 sec): 3 clusters Score: Raw -1547990.574136 + Penalty 3082.332821 = -1544908.241314 nChanged 16 SP:Iteration 41Q (7031.354740 sec): 3 clusters Score: Raw -1547993.982231 + Penalty 3082.332821 = -1544911.649410 nChanged 22 SP:Iteration 42Q (7031.386394 sec): 3 clusters Score: Raw -1547998.178281 + Penalty 3082.332821 = -1544915.845460 nChanged 17 SP:Iteration 43Q (7031.472639 sec): 3 clusters Score: Raw -1548002.097278 + Penalty 3082.332821 = -1544919.764456 nChanged 13 SP:Iteration 44Q (7031.515959 sec): 3 clusters Score: Raw -1548004.697818 + Penalty 3082.332821 = -1544922.364997 nChanged 10 SP:Iteration 45Q (7031.546045 sec): 3 clusters Score: Raw -1548006.731449 + Penalty 3082.332821 = -1544924.398628 nChanged 9 SP:Iteration 46Q (7031.576269 sec): 3 clusters Score: Raw -1548008.665129 + Penalty 3082.332821 = -1544926.332307 nChanged 9 SP:Iteration 47Q (7031.606312 sec): 3 clusters Score: Raw -1548010.944963 + Penalty 3082.332821 = -1544928.612141 nChanged 6 SP:Iteration 48Q (7031.635791 sec): 3 clusters Score: Raw -1548012.107844 + Penalty 3082.332821 = -1544929.775023 nChanged 6 SP:Iteration 49Q (7031.675465 sec): 3 clusters Score: Raw -1548013.050989 + Penalty 3082.332821 = -1544930.718168 nChanged 5 SP:Iteration 50Q (7031.706339 sec): 3 clusters Score: Raw -1548014.211599 + Penalty 3082.332821 = -1544931.878778 nChanged 9 SP:Iteration 51Q (7031.736343 sec): 3 clusters Score: Raw -1548015.334104 + Penalty 3082.332821 = -1544933.001283 nChanged 9 SP:Iteration 52Q (7031.770489 sec): 3 clusters Score: Raw -1548016.515229 + Penalty 3082.332821 = -1544934.182408 nChanged 10 SP:Iteration 53Q (7031.808398 sec): 3 clusters Score: Raw -1548018.168825 + Penalty 3082.332821 = -1544935.836004 nChanged 7 SP:Iteration 54Q (7031.838542 sec): 3 clusters Score: Raw -1548018.770152 + Penalty 3082.332821 = -1544936.437331 nChanged 7 SP:Iteration 55Q (7031.878786 sec): 3 clusters Score: Raw -1548019.864662 + Penalty 3082.332821 = -1544937.531840 nChanged 6 SP:Iteration 56Q (7031.911285 sec): 3 clusters Score: Raw -1548021.148475 + Penalty 3082.332821 = -1544938.815654 nChanged 5 SP:Iteration 57Q (7031.945681 sec): 3 clusters Score: Raw -1548021.958459 + Penalty 3082.332821 = -1544939.625637 nChanged 7 SP:Iteration 58Q (7031.975870 sec): 3 clusters Score: Raw -1548023.682692 + Penalty 3082.332821 = -1544941.349871 nChanged 6 SP:Iteration 59Q (7032.014995 sec): 3 clusters Score: Raw -1548025.086117 + Penalty 3082.332821 = -1544942.753295 nChanged 5 SP:Iteration 60F (7032.048510 sec): 3 clusters Score: Raw -1548025.829492 + Penalty 3082.332821 = -1544943.496670 nChanged 6 SP:Iteration 61Q (7032.088641 sec): 3 clusters Score: Raw -1548026.414297 + Penalty 3082.332821 = -1544944.081476 nChanged 2 SP:Iteration 62Q (7032.129065 sec): 3 clusters Score: Raw -1548026.796340 + Penalty 3082.332821 = -1544944.463518 nChanged 4 SP:Iteration 63Q (7032.165757 sec): 3 clusters Score: Raw -1548027.524322 + Penalty 3082.332821 = -1544945.191501 nChanged 5 SP:Iteration 64Q (7032.201621 sec): 3 clusters Score: Raw -1548028.302734 + Penalty 3082.332821 = -1544945.969913 nChanged 6 SP:Iteration 65Q (7032.231674 sec): 3 clusters Score: Raw -1548028.992681 + Penalty 3082.332821 = -1544946.659859 nChanged 7 SP:Iteration 66Q (7032.269723 sec): 3 clusters Score: Raw -1548030.014553 + Penalty 3082.332821 = -1544947.681732 nChanged 9 SP:Iteration 67Q (7032.306865 sec): 3 clusters Score: Raw -1548031.533093 + Penalty 3082.332821 = -1544949.200271 nChanged 7 SP:Iteration 68Q (7032.360432 sec): 3 clusters Score: Raw -1548032.401063 + Penalty 3082.332821 = -1544950.068241 nChanged 4 SP:Iteration 69Q (7032.381238 sec): 3 clusters Score: Raw -1548033.354908 + Penalty 3082.332821 = -1544951.022087 nChanged 6 SP:Iteration 70Q (7032.411343 sec): 3 clusters Score: Raw -1548034.854722 + Penalty 3082.332821 = -1544952.521901 nChanged 5 SP:Iteration 71Q (7032.441559 sec): 3 clusters Score: Raw -1548035.635371 + Penalty 3082.332821 = -1544953.302549 nChanged 4 SP:Iteration 72Q (7032.471702 sec): 3 clusters Score: Raw -1548036.116093 + Penalty 3082.332821 = -1544953.783272 nChanged 3 SP:Iteration 73Q (7032.537040 sec): 3 clusters Score: Raw -1548036.667026 + Penalty 3082.332821 = -1544954.334205 nChanged 2 SP:Iteration 74Q (7032.566995 sec): 3 clusters Score: Raw -1548037.279062 + Penalty 3082.332821 = -1544954.946240 nChanged 2 SP:Iteration 75Q (7032.628480 sec): 3 clusters Score: Raw -1548037.648475 + Penalty 3082.332821 = -1544955.315653 nChanged 5 SP:Iteration 76Q (7032.670915 sec): 3 clusters Score: Raw -1548038.453417 + Penalty 3082.332821 = -1544956.120596 nChanged 5 SP:Iteration 77Q (7032.701828 sec): 3 clusters Score: Raw -1548038.957714 + Penalty 3082.332821 = -1544956.624893 nChanged 2 SP:Iteration 78Q (7032.732188 sec): 3 clusters Score: Raw -1548039.354026 + Penalty 3082.332821 = -1544957.021204 nChanged 2 SP:Iteration 79Q (7032.770554 sec): 3 clusters Score: Raw -1548039.829265 + Penalty 3082.332821 = -1544957.496443 nChanged 3 SP:Iteration 80F (7032.806212 sec): 3 clusters Score: Raw -1548040.277294 + Penalty 3082.332821 = -1544957.944473 nChanged 3 SP:Iteration 81Q (7032.836503 sec): 3 clusters Score: Raw -1548040.859398 + Penalty 3082.332821 = -1544958.526577 nChanged 4 SP:Iteration 82Q (7032.866707 sec): 3 clusters Score: Raw -1548041.971429 + Penalty 3082.332821 = -1544959.638608 nChanged 7 SP:Iteration 83Q (7032.897130 sec): 3 clusters Score: Raw -1548043.794898 + Penalty 3082.332821 = -1544961.462077 nChanged 10 SP:Iteration 84Q (7032.950978 sec): 3 clusters Score: Raw -1548045.995795 + Penalty 3082.332821 = -1544963.662974 nChanged 6 SP:Iteration 85Q (7032.980921 sec): 3 clusters Score: Raw -1548046.597282 + Penalty 3082.332821 = -1544964.264461 nChanged 4 SP:Iteration 86Q (7033.014162 sec): 3 clusters Score: Raw -1548047.093301 + Penalty 3082.332821 = -1544964.760480 nChanged 1 SP:Iteration 87Q (7033.044474 sec): 3 clusters Score: Raw -1548047.297513 + Penalty 3082.332821 = -1544964.964691 nChanged 0 SP:Iteration 88F (7033.078322 sec): 3 clusters Score: Raw -1548047.297513 + Penalty 3082.332821 = -1544964.964691 nChanged 0 Trying to split cluster 8 (31273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7033.126620 sec): 2 clusters Score: Raw -3947704.373521 + Penalty 1681.957937 = -3946022.415584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7033.193121 sec): 3 clusters Score: Raw -3928443.639602 + Penalty 3363.915875 = -3925079.723727 nChanged 14419 SP:Iteration 1F (7033.253483 sec): 3 clusters Score: Raw -3936620.361114 + Penalty 3363.915875 = -3933256.445239 nChanged 1681 SP:Iteration 2F (7033.317312 sec): 3 clusters Score: Raw -3937347.567972 + Penalty 3363.915875 = -3933983.652097 nChanged 1764 SP:Iteration 3F (7033.374808 sec): 3 clusters Score: Raw -3938251.918073 + Penalty 3363.915875 = -3934888.002198 nChanged 1893 SP:Iteration 4F (7033.433241 sec): 3 clusters Score: Raw -3939355.162833 + Penalty 3363.915875 = -3935991.246958 nChanged 1921 SP:Iteration 5F (7033.496443 sec): 3 clusters Score: Raw -3940583.834452 + Penalty 3363.915875 = -3937219.918577 nChanged 1862 SP:Iteration 6F (7033.554285 sec): 3 clusters Score: Raw -3941830.909073 + Penalty 3363.915875 = -3938466.993198 nChanged 1645 SP:Iteration 7F (7033.612631 sec): 3 clusters Score: Raw -3943002.349923 + Penalty 3363.915875 = -3939638.434048 nChanged 1480 SP:Iteration 8Q (7033.672108 sec): 3 clusters Score: Raw -3944085.180600 + Penalty 3363.915875 = -3940721.264725 nChanged 1287 SP:Iteration 9Q (7033.736459 sec): 3 clusters Score: Raw -3944913.393104 + Penalty 3363.915875 = -3941549.477229 nChanged 1031 SP:Iteration 10Q (7033.824451 sec): 3 clusters Score: Raw -3945451.527285 + Penalty 3363.915875 = -3942087.611410 nChanged 738 SP:Iteration 11Q (7033.881899 sec): 3 clusters Score: Raw -3945753.384230 + Penalty 3363.915875 = -3942389.468355 nChanged 550 SP:Iteration 12Q (7033.971201 sec): 3 clusters Score: Raw -3945959.406386 + Penalty 3363.915875 = -3942595.490512 nChanged 497 SP:Iteration 13Q (7034.027417 sec): 3 clusters Score: Raw -3946126.373014 + Penalty 3363.915875 = -3942762.457140 nChanged 428 SP:Iteration 14Q (7034.082836 sec): 3 clusters Score: Raw -3946258.393369 + Penalty 3363.915875 = -3942894.477494 nChanged 377 SP:Iteration 15Q (7034.148571 sec): 3 clusters Score: Raw -3946357.941604 + Penalty 3363.915875 = -3942994.025729 nChanged 353 SP:Iteration 16Q (7034.204708 sec): 3 clusters Score: Raw -3946449.856334 + Penalty 3363.915875 = -3943085.940459 nChanged 320 SP:Iteration 17Q (7034.291622 sec): 3 clusters Score: Raw -3946533.420478 + Penalty 3363.915875 = -3943169.504604 nChanged 307 SP:Iteration 18Q (7034.350447 sec): 3 clusters Score: Raw -3946613.642714 + Penalty 3363.915875 = -3943249.726839 nChanged 293 SP:Iteration 19Q (7034.408638 sec): 3 clusters Score: Raw -3946683.754711 + Penalty 3363.915875 = -3943319.838836 nChanged 251 SP:Iteration 20F (7034.465613 sec): 3 clusters Score: Raw -3946743.580745 + Penalty 3363.915875 = -3943379.664870 nChanged 244 SP:Iteration 21Q (7034.553148 sec): 3 clusters Score: Raw -3946797.537910 + Penalty 3363.915875 = -3943433.622035 nChanged 222 SP:Iteration 22Q (7034.608579 sec): 3 clusters Score: Raw -3946845.440913 + Penalty 3363.915875 = -3943481.525039 nChanged 203 SP:Iteration 23Q (7034.662210 sec): 3 clusters Score: Raw -3946888.883170 + Penalty 3363.915875 = -3943524.967295 nChanged 184 SP:Iteration 24Q (7034.715666 sec): 3 clusters Score: Raw -3946924.808462 + Penalty 3363.915875 = -3943560.892587 nChanged 178 SP:Iteration 25Q (7034.802847 sec): 3 clusters Score: Raw -3946959.529335 + Penalty 3363.915875 = -3943595.613460 nChanged 176 SP:Iteration 26Q (7034.870236 sec): 3 clusters Score: Raw -3946991.808493 + Penalty 3363.915875 = -3943627.892619 nChanged 155 SP:Iteration 27Q (7034.926908 sec): 3 clusters Score: Raw -3947021.112990 + Penalty 3363.915875 = -3943657.197115 nChanged 157 SP:Iteration 28Q (7034.979596 sec): 3 clusters Score: Raw -3947051.975482 + Penalty 3363.915875 = -3943688.059607 nChanged 154 SP:Iteration 29Q (7035.036353 sec): 3 clusters Score: Raw -3947082.842095 + Penalty 3363.915875 = -3943718.926220 nChanged 132 SP:Iteration 30Q (7035.093334 sec): 3 clusters Score: Raw -3947105.983657 + Penalty 3363.915875 = -3943742.067782 nChanged 132 SP:Iteration 31Q (7035.146027 sec): 3 clusters Score: Raw -3947129.293213 + Penalty 3363.915875 = -3943765.377338 nChanged 138 SP:Iteration 32Q (7035.204554 sec): 3 clusters Score: Raw -3947158.426461 + Penalty 3363.915875 = -3943794.510586 nChanged 145 SP:Iteration 33Q (7035.256596 sec): 3 clusters Score: Raw -3947192.502491 + Penalty 3363.915875 = -3943828.586616 nChanged 154 SP:Iteration 34Q (7035.309244 sec): 3 clusters Score: Raw -3947230.238200 + Penalty 3363.915875 = -3943866.322325 nChanged 160 SP:Iteration 35Q (7035.387517 sec): 3 clusters Score: Raw -3947269.619787 + Penalty 3363.915875 = -3943905.703912 nChanged 163 SP:Iteration 36Q (7035.449863 sec): 3 clusters Score: Raw -3947310.082333 + Penalty 3363.915875 = -3943946.166458 nChanged 183 SP:Iteration 37Q (7035.531738 sec): 3 clusters Score: Raw -3947356.037762 + Penalty 3363.915875 = -3943992.121887 nChanged 191 SP:Iteration 38Q (7035.595501 sec): 3 clusters Score: Raw -3947403.478921 + Penalty 3363.915875 = -3944039.563046 nChanged 178 SP:Iteration 39Q (7035.673274 sec): 3 clusters Score: Raw -3947452.254160 + Penalty 3363.915875 = -3944088.338285 nChanged 169 SP:Iteration 40F (7035.729631 sec): 3 clusters Score: Raw -3947497.779176 + Penalty 3363.915875 = -3944133.863301 nChanged 160 SP:Iteration 41Q (7035.787964 sec): 3 clusters Score: Raw -3947541.032085 + Penalty 3363.915875 = -3944177.116210 nChanged 155 SP:Iteration 42Q (7035.839275 sec): 3 clusters Score: Raw -3947585.154162 + Penalty 3363.915875 = -3944221.238287 nChanged 163 SP:Iteration 43Q (7035.890962 sec): 3 clusters Score: Raw -3947632.919545 + Penalty 3363.915875 = -3944269.003670 nChanged 175 SP:Iteration 44Q (7035.941888 sec): 3 clusters Score: Raw -3947682.938386 + Penalty 3363.915875 = -3944319.022511 nChanged 157 SP:Iteration 45Q (7035.998034 sec): 3 clusters Score: Raw -3947730.381236 + Penalty 3363.915875 = -3944366.465361 nChanged 160 SP:Iteration 46Q (7036.049498 sec): 3 clusters Score: Raw -3947782.388424 + Penalty 3363.915875 = -3944418.472549 nChanged 165 SP:Iteration 47Q (7036.100609 sec): 3 clusters Score: Raw -3947837.433194 + Penalty 3363.915875 = -3944473.517320 nChanged 162 SP:Iteration 48Q (7036.151023 sec): 3 clusters Score: Raw -3947892.970976 + Penalty 3363.915875 = -3944529.055101 nChanged 150 SP:Iteration 49Q (7036.201790 sec): 3 clusters Score: Raw -3947952.512226 + Penalty 3363.915875 = -3944588.596351 nChanged 165 SP:Iteration 50Q (7036.251884 sec): 3 clusters Score: Raw -3948018.349035 + Penalty 3363.915875 = -3944654.433160 nChanged 138 SP:Iteration 51Q (7036.313249 sec): 3 clusters Score: Raw -3948085.140449 + Penalty 3363.915875 = -3944721.224574 nChanged 129 SP:Iteration 52Q (7036.363006 sec): 3 clusters Score: Raw -3948147.064192 + Penalty 3363.915875 = -3944783.148317 nChanged 111 SP:Iteration 53Q (7036.413123 sec): 3 clusters Score: Raw -3948196.183740 + Penalty 3363.915875 = -3944832.267865 nChanged 103 SP:Iteration 54Q (7036.474003 sec): 3 clusters Score: Raw -3948235.022602 + Penalty 3363.915875 = -3944871.106727 nChanged 77 SP:Iteration 55Q (7036.523374 sec): 3 clusters Score: Raw -3948265.055242 + Penalty 3363.915875 = -3944901.139367 nChanged 68 SP:Iteration 56Q (7036.573079 sec): 3 clusters Score: Raw -3948298.195599 + Penalty 3363.915875 = -3944934.279724 nChanged 63 SP:Iteration 57Q (7036.626408 sec): 3 clusters Score: Raw -3948324.978572 + Penalty 3363.915875 = -3944961.062697 nChanged 64 SP:Iteration 58Q (7036.681871 sec): 3 clusters Score: Raw -3948350.927947 + Penalty 3363.915875 = -3944987.012072 nChanged 62 SP:Iteration 59Q (7036.734415 sec): 3 clusters Score: Raw -3948376.806053 + Penalty 3363.915875 = -3945012.890178 nChanged 42 SP:Iteration 60F (7036.790451 sec): 3 clusters Score: Raw -3948390.134311 + Penalty 3363.915875 = -3945026.218436 nChanged 34 SP:Iteration 61Q (7036.844270 sec): 3 clusters Score: Raw -3948401.160683 + Penalty 3363.915875 = -3945037.244808 nChanged 33 SP:Iteration 62Q (7036.916432 sec): 3 clusters Score: Raw -3948413.151556 + Penalty 3363.915875 = -3945049.235681 nChanged 39 SP:Iteration 63Q (7036.992009 sec): 3 clusters Score: Raw -3948425.034484 + Penalty 3363.915875 = -3945061.118610 nChanged 32 SP:Iteration 64Q (7037.040451 sec): 3 clusters Score: Raw -3948438.231348 + Penalty 3363.915875 = -3945074.315473 nChanged 31 SP:Iteration 65Q (7037.089911 sec): 3 clusters Score: Raw -3948447.306074 + Penalty 3363.915875 = -3945083.390199 nChanged 20 SP:Iteration 66Q (7037.141289 sec): 3 clusters Score: Raw -3948453.785687 + Penalty 3363.915875 = -3945089.869812 nChanged 18 SP:Iteration 67Q (7037.213352 sec): 3 clusters Score: Raw -3948457.940613 + Penalty 3363.915875 = -3945094.024738 nChanged 12 SP:Iteration 68Q (7037.261134 sec): 3 clusters Score: Raw -3948459.793687 + Penalty 3363.915875 = -3945095.877812 nChanged 10 SP:Iteration 69Q (7037.310037 sec): 3 clusters Score: Raw -3948462.289664 + Penalty 3363.915875 = -3945098.373789 nChanged 7 SP:Iteration 70Q (7037.358950 sec): 3 clusters Score: Raw -3948463.300263 + Penalty 3363.915875 = -3945099.384388 nChanged 4 SP:Iteration 71Q (7037.409922 sec): 3 clusters Score: Raw -3948463.797268 + Penalty 3363.915875 = -3945099.881393 nChanged 3 SP:Iteration 72Q (7037.458863 sec): 3 clusters Score: Raw -3948464.301458 + Penalty 3363.915875 = -3945100.385583 nChanged 3 SP:Iteration 73Q (7037.507874 sec): 3 clusters Score: Raw -3948465.124242 + Penalty 3363.915875 = -3945101.208367 nChanged 4 SP:Iteration 74Q (7037.556223 sec): 3 clusters Score: Raw -3948465.893429 + Penalty 3363.915875 = -3945101.977554 nChanged 1 SP:Iteration 75Q (7037.606718 sec): 3 clusters Score: Raw -3948466.045743 + Penalty 3363.915875 = -3945102.129868 nChanged 1 SP:Iteration 76Q (7037.663184 sec): 3 clusters Score: Raw -3948466.107914 + Penalty 3363.915875 = -3945102.192039 nChanged 0 SP:Iteration 77F (7037.720323 sec): 3 clusters Score: Raw -3948466.107914 + Penalty 3363.915875 = -3945102.192039 nChanged 0 Trying to split cluster 9 (108534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7037.868299 sec): 2 clusters Score: Raw -13787056.957491 + Penalty 1884.158050 = -13785172.799442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7038.056353 sec): 3 clusters Score: Raw -13716326.732813 + Penalty 3768.316099 = -13712558.416714 nChanged 51828 SP:Iteration 1F (7038.238029 sec): 3 clusters Score: Raw -13747314.962711 + Penalty 3768.316099 = -13743546.646611 nChanged 4129 SP:Iteration 2Q (7038.431946 sec): 3 clusters Score: Raw -13748560.413780 + Penalty 3768.316099 = -13744792.097680 nChanged 4336 SP:Iteration 3Q (7038.630563 sec): 3 clusters Score: Raw -13749982.773105 + Penalty 3768.316099 = -13746214.457005 nChanged 4648 SP:Iteration 4Q (7038.826024 sec): 3 clusters Score: Raw -13751744.968972 + Penalty 3768.316099 = -13747976.652872 nChanged 5060 SP:Iteration 5Q (7039.037174 sec): 3 clusters Score: Raw -13753950.947774 + Penalty 3768.316099 = -13750182.631675 nChanged 5567 SP:Iteration 6F (7039.234545 sec): 3 clusters Score: Raw -13756762.053369 + Penalty 3768.316099 = -13752993.737270 nChanged 5954 SP:Iteration 7F (7039.435397 sec): 3 clusters Score: Raw -13760018.021305 + Penalty 3768.316099 = -13756249.705206 nChanged 6181 SP:Iteration 8F (7039.627784 sec): 3 clusters Score: Raw -13763736.761527 + Penalty 3768.316099 = -13759968.445428 nChanged 6090 SP:Iteration 9F (7039.826513 sec): 3 clusters Score: Raw -13767723.524258 + Penalty 3768.316099 = -13763955.208158 nChanged 5421 SP:Iteration 10Q (7040.022042 sec): 3 clusters Score: Raw -13771390.041735 + Penalty 3768.316099 = -13767621.725636 nChanged 4431 SP:Iteration 11Q (7040.207566 sec): 3 clusters Score: Raw -13774462.269072 + Penalty 3768.316099 = -13770693.952973 nChanged 3603 SP:Iteration 12Q (7040.389032 sec): 3 clusters Score: Raw -13776996.167841 + Penalty 3768.316099 = -13773227.851742 nChanged 2845 SP:Iteration 13Q (7040.563916 sec): 3 clusters Score: Raw -13779012.138880 + Penalty 3768.316099 = -13775243.822780 nChanged 2269 SP:Iteration 14Q (7040.736661 sec): 3 clusters Score: Raw -13780653.340936 + Penalty 3768.316099 = -13776885.024837 nChanged 1873 SP:Iteration 15Q (7040.926113 sec): 3 clusters Score: Raw -13782070.060671 + Penalty 3768.316099 = -13778301.744571 nChanged 1629 SP:Iteration 16Q (7041.091253 sec): 3 clusters Score: Raw -13783287.573604 + Penalty 3768.316099 = -13779519.257504 nChanged 1409 SP:Iteration 17Q (7041.275424 sec): 3 clusters Score: Raw -13784203.008978 + Penalty 3768.316099 = -13780434.692879 nChanged 1205 SP:Iteration 18Q (7041.437819 sec): 3 clusters Score: Raw -13784884.027991 + Penalty 3768.316099 = -13781115.711891 nChanged 1014 SP:Iteration 19Q (7041.598475 sec): 3 clusters Score: Raw -13785382.871609 + Penalty 3768.316099 = -13781614.555509 nChanged 863 SP:Iteration 20F (7041.779561 sec): 3 clusters Score: Raw -13785763.754173 + Penalty 3768.316099 = -13781995.438074 nChanged 708 SP:Iteration 21Q (7041.944853 sec): 3 clusters Score: Raw -13786038.178852 + Penalty 3768.316099 = -13782269.862753 nChanged 574 SP:Iteration 22Q (7042.106997 sec): 3 clusters Score: Raw -13786224.609639 + Penalty 3768.316099 = -13782456.293539 nChanged 472 SP:Iteration 23Q (7042.269305 sec): 3 clusters Score: Raw -13786355.301795 + Penalty 3768.316099 = -13782586.985696 nChanged 420 SP:Iteration 24Q (7042.426336 sec): 3 clusters Score: Raw -13786468.867213 + Penalty 3768.316099 = -13782700.551114 nChanged 361 SP:Iteration 25Q (7042.583308 sec): 3 clusters Score: Raw -13786555.512386 + Penalty 3768.316099 = -13782787.196287 nChanged 309 SP:Iteration 26Q (7042.739286 sec): 3 clusters Score: Raw -13786616.516799 + Penalty 3768.316099 = -13782848.200700 nChanged 241 SP:Iteration 27Q (7042.895493 sec): 3 clusters Score: Raw -13786657.956098 + Penalty 3768.316099 = -13782889.639999 nChanged 223 SP:Iteration 28Q (7043.055673 sec): 3 clusters Score: Raw -13786692.870284 + Penalty 3768.316099 = -13782924.554185 nChanged 188 SP:Iteration 29Q (7043.214178 sec): 3 clusters Score: Raw -13786719.290857 + Penalty 3768.316099 = -13782950.974758 nChanged 158 SP:Iteration 30Q (7043.399476 sec): 3 clusters Score: Raw -13786737.485634 + Penalty 3768.316099 = -13782969.169535 nChanged 122 SP:Iteration 31Q (7043.583252 sec): 3 clusters Score: Raw -13786750.847121 + Penalty 3768.316099 = -13782982.531021 nChanged 117 SP:Iteration 32Q (7043.738339 sec): 3 clusters Score: Raw -13786764.259975 + Penalty 3768.316099 = -13782995.943876 nChanged 127 SP:Iteration 33Q (7043.893775 sec): 3 clusters Score: Raw -13786779.861066 + Penalty 3768.316099 = -13783011.544966 nChanged 118 SP:Iteration 34Q (7044.052971 sec): 3 clusters Score: Raw -13786793.021075 + Penalty 3768.316099 = -13783024.704976 nChanged 96 SP:Iteration 35Q (7044.208821 sec): 3 clusters Score: Raw -13786802.817089 + Penalty 3768.316099 = -13783034.500990 nChanged 98 SP:Iteration 36Q (7044.364303 sec): 3 clusters Score: Raw -13786813.113458 + Penalty 3768.316099 = -13783044.797359 nChanged 86 SP:Iteration 37Q (7044.519951 sec): 3 clusters Score: Raw -13786821.647044 + Penalty 3768.316099 = -13783053.330945 nChanged 77 SP:Iteration 38Q (7044.677806 sec): 3 clusters Score: Raw -13786828.881001 + Penalty 3768.316099 = -13783060.564902 nChanged 70 SP:Iteration 39Q (7044.832999 sec): 3 clusters Score: Raw -13786834.582670 + Penalty 3768.316099 = -13783066.266571 nChanged 62 SP:Iteration 40F (7045.029534 sec): 3 clusters Score: Raw -13786839.258279 + Penalty 3768.316099 = -13783070.942180 nChanged 51 SP:Iteration 41Q (7045.184267 sec): 3 clusters Score: Raw -13786842.555049 + Penalty 3768.316099 = -13783074.238950 nChanged 43 SP:Iteration 42Q (7045.340944 sec): 3 clusters Score: Raw -13786845.666543 + Penalty 3768.316099 = -13783077.350444 nChanged 45 SP:Iteration 43Q (7045.516957 sec): 3 clusters Score: Raw -13786848.624298 + Penalty 3768.316099 = -13783080.308199 nChanged 37 SP:Iteration 44Q (7045.671981 sec): 3 clusters Score: Raw -13786850.773090 + Penalty 3768.316099 = -13783082.456991 nChanged 31 SP:Iteration 45Q (7045.828667 sec): 3 clusters Score: Raw -13786852.064117 + Penalty 3768.316099 = -13783083.748018 nChanged 16 SP:Iteration 46Q (7046.008174 sec): 3 clusters Score: Raw -13786852.663596 + Penalty 3768.316099 = -13783084.347496 nChanged 19 SP:Iteration 47Q (7046.162660 sec): 3 clusters Score: Raw -13786853.356304 + Penalty 3768.316099 = -13783085.040205 nChanged 13 SP:Iteration 48Q (7046.317116 sec): 3 clusters Score: Raw -13786854.036400 + Penalty 3768.316099 = -13783085.720301 nChanged 12 SP:Iteration 49Q (7046.472165 sec): 3 clusters Score: Raw -13786854.535109 + Penalty 3768.316099 = -13783086.219010 nChanged 12 SP:Iteration 50Q (7046.627132 sec): 3 clusters Score: Raw -13786855.143722 + Penalty 3768.316099 = -13783086.827623 nChanged 8 SP:Iteration 51Q (7046.782588 sec): 3 clusters Score: Raw -13786855.456787 + Penalty 3768.316099 = -13783087.140687 nChanged 4 SP:Iteration 52Q (7046.944638 sec): 3 clusters Score: Raw -13786855.558419 + Penalty 3768.316099 = -13783087.242319 nChanged 7 SP:Iteration 53Q (7047.127156 sec): 3 clusters Score: Raw -13786855.810371 + Penalty 3768.316099 = -13783087.494272 nChanged 8 SP:Iteration 54Q (7047.299363 sec): 3 clusters Score: Raw -13786856.255847 + Penalty 3768.316099 = -13783087.939748 nChanged 9 SP:Iteration 55Q (7047.454516 sec): 3 clusters Score: Raw -13786856.569237 + Penalty 3768.316099 = -13783088.253138 nChanged 7 SP:Iteration 56Q (7047.608788 sec): 3 clusters Score: Raw -13786856.791278 + Penalty 3768.316099 = -13783088.475179 nChanged 8 SP:Iteration 57Q (7047.777445 sec): 3 clusters Score: Raw -13786857.068464 + Penalty 3768.316099 = -13783088.752365 nChanged 7 SP:Iteration 58Q (7047.953039 sec): 3 clusters Score: Raw -13786857.470805 + Penalty 3768.316099 = -13783089.154706 nChanged 12 SP:Iteration 59Q (7048.115847 sec): 3 clusters Score: Raw -13786857.996297 + Penalty 3768.316099 = -13783089.680197 nChanged 11 SP:Iteration 60F (7048.296289 sec): 3 clusters Score: Raw -13786858.484004 + Penalty 3768.316099 = -13783090.167905 nChanged 7 SP:Iteration 61Q (7048.450686 sec): 3 clusters Score: Raw -13786858.854537 + Penalty 3768.316099 = -13783090.538438 nChanged 7 SP:Iteration 62Q (7048.605476 sec): 3 clusters Score: Raw -13786859.098173 + Penalty 3768.316099 = -13783090.782073 nChanged 8 SP:Iteration 63Q (7048.760380 sec): 3 clusters Score: Raw -13786859.422261 + Penalty 3768.316099 = -13783091.106162 nChanged 14 SP:Iteration 64Q (7048.925211 sec): 3 clusters Score: Raw -13786860.130664 + Penalty 3768.316099 = -13783091.814565 nChanged 10 SP:Iteration 65Q (7049.079688 sec): 3 clusters Score: Raw -13786860.433540 + Penalty 3768.316099 = -13783092.117441 nChanged 12 SP:Iteration 66Q (7049.234165 sec): 3 clusters Score: Raw -13786860.944725 + Penalty 3768.316099 = -13783092.628625 nChanged 10 SP:Iteration 67Q (7049.388227 sec): 3 clusters Score: Raw -13786861.322066 + Penalty 3768.316099 = -13783093.005966 nChanged 11 SP:Iteration 68Q (7049.542736 sec): 3 clusters Score: Raw -13786861.742433 + Penalty 3768.316099 = -13783093.426334 nChanged 9 SP:Iteration 69Q (7049.697744 sec): 3 clusters Score: Raw -13786862.136419 + Penalty 3768.316099 = -13783093.820320 nChanged 10 SP:Iteration 70Q (7049.852334 sec): 3 clusters Score: Raw -13786862.625791 + Penalty 3768.316099 = -13783094.309692 nChanged 13 SP:Iteration 71Q (7050.007261 sec): 3 clusters Score: Raw -13786863.500432 + Penalty 3768.316099 = -13783095.184332 nChanged 19 SP:Iteration 72Q (7050.161806 sec): 3 clusters Score: Raw -13786864.831044 + Penalty 3768.316099 = -13783096.514945 nChanged 19 SP:Iteration 73Q (7050.316029 sec): 3 clusters Score: Raw -13786866.020901 + Penalty 3768.316099 = -13783097.704801 nChanged 18 SP:Iteration 74Q (7050.479826 sec): 3 clusters Score: Raw -13786866.773570 + Penalty 3768.316099 = -13783098.457471 nChanged 18 SP:Iteration 75Q (7050.651503 sec): 3 clusters Score: Raw -13786867.615921 + Penalty 3768.316099 = -13783099.299822 nChanged 15 SP:Iteration 76Q (7050.806727 sec): 3 clusters Score: Raw -13786868.205310 + Penalty 3768.316099 = -13783099.889211 nChanged 9 SP:Iteration 77Q (7050.963919 sec): 3 clusters Score: Raw -13786868.494022 + Penalty 3768.316099 = -13783100.177923 nChanged 8 SP:Iteration 78Q (7051.120427 sec): 3 clusters Score: Raw -13786868.819721 + Penalty 3768.316099 = -13783100.503622 nChanged 9 SP:Iteration 79Q (7051.277900 sec): 3 clusters Score: Raw -13786869.100938 + Penalty 3768.316099 = -13783100.784839 nChanged 11 SP:Iteration 80F (7051.460157 sec): 3 clusters Score: Raw -13786869.627683 + Penalty 3768.316099 = -13783101.311584 nChanged 14 SP:Iteration 81Q (7051.623308 sec): 3 clusters Score: Raw -13786870.269241 + Penalty 3768.316099 = -13783101.953141 nChanged 19 SP:Iteration 82Q (7051.788746 sec): 3 clusters Score: Raw -13786871.063842 + Penalty 3768.316099 = -13783102.747743 nChanged 17 SP:Iteration 83Q (7051.948919 sec): 3 clusters Score: Raw -13786871.843899 + Penalty 3768.316099 = -13783103.527799 nChanged 17 SP:Iteration 84Q (7052.104572 sec): 3 clusters Score: Raw -13786872.613947 + Penalty 3768.316099 = -13783104.297847 nChanged 18 SP:Iteration 85Q (7052.260131 sec): 3 clusters Score: Raw -13786873.385857 + Penalty 3768.316099 = -13783105.069758 nChanged 23 SP:Iteration 86Q (7052.416734 sec): 3 clusters Score: Raw -13786874.775898 + Penalty 3768.316099 = -13783106.459799 nChanged 20 SP:Iteration 87Q (7052.571928 sec): 3 clusters Score: Raw -13786875.912789 + Penalty 3768.316099 = -13783107.596690 nChanged 20 SP:Iteration 88Q (7052.729176 sec): 3 clusters Score: Raw -13786877.052662 + Penalty 3768.316099 = -13783108.736563 nChanged 13 SP:Iteration 89Q (7052.887306 sec): 3 clusters Score: Raw -13786877.727577 + Penalty 3768.316099 = -13783109.411477 nChanged 12 SP:Iteration 90Q (7053.043820 sec): 3 clusters Score: Raw -13786878.475593 + Penalty 3768.316099 = -13783110.159493 nChanged 16 SP:Iteration 91Q (7053.198231 sec): 3 clusters Score: Raw -13786879.168723 + Penalty 3768.316099 = -13783110.852624 nChanged 13 SP:Iteration 92Q (7053.359345 sec): 3 clusters Score: Raw -13786879.609213 + Penalty 3768.316099 = -13783111.293113 nChanged 10 SP:Iteration 93Q (7053.515296 sec): 3 clusters Score: Raw -13786879.957362 + Penalty 3768.316099 = -13783111.641263 nChanged 8 SP:Iteration 94Q (7053.672016 sec): 3 clusters Score: Raw -13786880.228137 + Penalty 3768.316099 = -13783111.912037 nChanged 6 SP:Iteration 95Q (7053.852484 sec): 3 clusters Score: Raw -13786880.518337 + Penalty 3768.316099 = -13783112.202237 nChanged 8 SP:Iteration 96Q (7054.008162 sec): 3 clusters Score: Raw -13786880.768457 + Penalty 3768.316099 = -13783112.452357 nChanged 10 SP:Iteration 97Q (7054.174987 sec): 3 clusters Score: Raw -13786881.133940 + Penalty 3768.316099 = -13783112.817840 nChanged 5 SP:Iteration 98Q (7054.344165 sec): 3 clusters Score: Raw -13786881.375747 + Penalty 3768.316099 = -13783113.059647 nChanged 6 SP:Iteration 99Q (7054.514566 sec): 3 clusters Score: Raw -13786881.636843 + Penalty 3768.316099 = -13783113.320744 nChanged 6 SP:Iteration 100F (7054.702973 sec): 3 clusters Score: Raw -13786881.809687 + Penalty 3768.316099 = -13783113.493587 nChanged 3 SP:Iteration 101Q (7054.857760 sec): 3 clusters Score: Raw -13786881.903800 + Penalty 3768.316099 = -13783113.587701 nChanged 4 SP:Iteration 102Q (7055.022490 sec): 3 clusters Score: Raw -13786881.995292 + Penalty 3768.316099 = -13783113.679193 nChanged 3 SP:Iteration 103Q (7055.195293 sec): 3 clusters Score: Raw -13786882.082154 + Penalty 3768.316099 = -13783113.766055 nChanged 6 SP:Iteration 104Q (7055.350579 sec): 3 clusters Score: Raw -13786882.224606 + Penalty 3768.316099 = -13783113.908507 nChanged 4 SP:Iteration 105Q (7055.506523 sec): 3 clusters Score: Raw -13786882.406517 + Penalty 3768.316099 = -13783114.090418 nChanged 5 SP:Iteration 106Q (7055.669674 sec): 3 clusters Score: Raw -13786882.640120 + Penalty 3768.316099 = -13783114.324021 nChanged 6 SP:Iteration 107Q (7055.834870 sec): 3 clusters Score: Raw -13786882.821194 + Penalty 3768.316099 = -13783114.505095 nChanged 5 SP:Iteration 108Q (7055.991368 sec): 3 clusters Score: Raw -13786882.960044 + Penalty 3768.316099 = -13783114.643945 nChanged 3 SP:Iteration 109Q (7056.163138 sec): 3 clusters Score: Raw -13786883.070306 + Penalty 3768.316099 = -13783114.754207 nChanged 2 SP:Iteration 110Q (7056.322652 sec): 3 clusters Score: Raw -13786883.093389 + Penalty 3768.316099 = -13783114.777289 nChanged 4 SP:Iteration 111Q (7056.477834 sec): 3 clusters Score: Raw -13786883.205460 + Penalty 3768.316099 = -13783114.889360 nChanged 3 SP:Iteration 112Q (7056.639025 sec): 3 clusters Score: Raw -13786883.284480 + Penalty 3768.316099 = -13783114.968381 nChanged 4 SP:Iteration 113Q (7056.814769 sec): 3 clusters Score: Raw -13786883.380534 + Penalty 3768.316099 = -13783115.064435 nChanged 2 SP:Iteration 114Q (7056.999061 sec): 3 clusters Score: Raw -13786883.470778 + Penalty 3768.316099 = -13783115.154679 nChanged 2 SP:Iteration 115Q (7057.152833 sec): 3 clusters Score: Raw -13786883.540797 + Penalty 3768.316099 = -13783115.224698 nChanged 3 SP:Iteration 116Q (7057.310291 sec): 3 clusters Score: Raw -13786883.636077 + Penalty 3768.316099 = -13783115.319977 nChanged 1 SP:Iteration 117Q (7057.465135 sec): 3 clusters Score: Raw -13786883.644117 + Penalty 3768.316099 = -13783115.328017 nChanged 1 SP:Iteration 118Q (7057.629422 sec): 3 clusters Score: Raw -13786883.674386 + Penalty 3768.316099 = -13783115.358287 nChanged 2 SP:Iteration 119Q (7057.785253 sec): 3 clusters Score: Raw -13786883.732834 + Penalty 3768.316099 = -13783115.416735 nChanged 1 SP:Iteration 120F (7057.965004 sec): 3 clusters Score: Raw -13786883.768873 + Penalty 3768.316099 = -13783115.452774 nChanged 2 SP:Iteration 121Q (7058.131413 sec): 3 clusters Score: Raw -13786883.832254 + Penalty 3768.316099 = -13783115.516155 nChanged 2 SP:Iteration 122Q (7058.288231 sec): 3 clusters Score: Raw -13786883.914080 + Penalty 3768.316099 = -13783115.597981 nChanged 3 SP:Iteration 123Q (7058.442964 sec): 3 clusters Score: Raw -13786884.042148 + Penalty 3768.316099 = -13783115.726049 nChanged 2 SP:Iteration 124Q (7058.605149 sec): 3 clusters Score: Raw -13786884.105181 + Penalty 3768.316099 = -13783115.789081 nChanged 1 SP:Iteration 125Q (7058.759941 sec): 3 clusters Score: Raw -13786884.148789 + Penalty 3768.316099 = -13783115.832690 nChanged 1 SP:Iteration 126Q (7058.913343 sec): 3 clusters Score: Raw -13786884.163928 + Penalty 3768.316099 = -13783115.847829 nChanged 1 SP:Iteration 127Q (7059.067942 sec): 3 clusters Score: Raw -13786884.183084 + Penalty 3768.316099 = -13783115.866985 nChanged 1 SP:Iteration 128Q (7059.224767 sec): 3 clusters Score: Raw -13786884.251949 + Penalty 3768.316099 = -13783115.935850 nChanged 1 SP:Iteration 129Q (7059.378915 sec): 3 clusters Score: Raw -13786884.266707 + Penalty 3768.316099 = -13783115.950608 nChanged 1 SP:Iteration 130Q (7059.551121 sec): 3 clusters Score: Raw -13786884.275146 + Penalty 3768.316099 = -13783115.959047 nChanged 0 SP:Iteration 131F (7059.732159 sec): 3 clusters Score: Raw -13786884.275146 + Penalty 3768.316099 = -13783115.959047 nChanged 0 Trying to split cluster 10 (1912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7059.754034 sec): 2 clusters Score: Raw -221249.643511 + Penalty 1227.834578 = -220021.808933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7059.790071 sec): 3 clusters Score: Raw -220460.941262 + Penalty 2455.669155 = -218005.272107 nChanged 679 SP:Iteration 1F (7059.840291 sec): 3 clusters Score: Raw -221014.954441 + Penalty 2455.669155 = -218559.285285 nChanged 195 SP:Iteration 2F (7059.877263 sec): 3 clusters Score: Raw -221241.421411 + Penalty 2455.669155 = -218785.752255 nChanged 132 SP:Iteration 3F (7059.886938 sec): 3 clusters Score: Raw -221378.022366 + Penalty 2455.669155 = -218922.353210 nChanged 75 SP:Iteration 4Q (7059.896376 sec): 3 clusters Score: Raw -221469.114030 + Penalty 2455.669155 = -219013.444874 nChanged 75 SP:Iteration 5Q (7059.905816 sec): 3 clusters Score: Raw -221551.118506 + Penalty 2455.669155 = -219095.449351 nChanged 71 SP:Iteration 6Q (7059.915262 sec): 3 clusters Score: Raw -221622.796127 + Penalty 2455.669155 = -219167.126972 nChanged 57 SP:Iteration 7Q (7059.924683 sec): 3 clusters Score: Raw -221674.744733 + Penalty 2455.669155 = -219219.075578 nChanged 49 SP:Iteration 8Q (7059.934089 sec): 3 clusters Score: Raw -221714.087521 + Penalty 2455.669155 = -219258.418366 nChanged 41 SP:Iteration 9Q (7059.943509 sec): 3 clusters Score: Raw -221755.618164 + Penalty 2455.669155 = -219299.949009 nChanged 44 SP:Iteration 10Q (7059.952864 sec): 3 clusters Score: Raw -221801.711038 + Penalty 2455.669155 = -219346.041883 nChanged 39 SP:Iteration 11Q (7059.962206 sec): 3 clusters Score: Raw -221843.204953 + Penalty 2455.669155 = -219387.535797 nChanged 30 SP:Iteration 12Q (7059.970741 sec): 3 clusters Score: Raw -221867.428236 + Penalty 2455.669155 = -219411.759081 nChanged 23 SP:Iteration 13Q (7059.979667 sec): 3 clusters Score: Raw -221878.618720 + Penalty 2455.669155 = -219422.949565 nChanged 11 SP:Iteration 14Q (7059.988945 sec): 3 clusters Score: Raw -221884.432323 + Penalty 2455.669155 = -219428.763168 nChanged 11 SP:Iteration 15Q (7060.001049 sec): 3 clusters Score: Raw -221891.890528 + Penalty 2455.669155 = -219436.221373 nChanged 6 SP:Iteration 16Q (7060.010333 sec): 3 clusters Score: Raw -221895.262870 + Penalty 2455.669155 = -219439.593715 nChanged 4 SP:Iteration 17Q (7060.019649 sec): 3 clusters Score: Raw -221897.121958 + Penalty 2455.669155 = -219441.452802 nChanged 5 SP:Iteration 18Q (7060.029001 sec): 3 clusters Score: Raw -221899.132000 + Penalty 2455.669155 = -219443.462845 nChanged 4 SP:Iteration 19Q (7060.038309 sec): 3 clusters Score: Raw -221900.795577 + Penalty 2455.669155 = -219445.126421 nChanged 2 SP:Iteration 20F (7060.047739 sec): 3 clusters Score: Raw -221901.521991 + Penalty 2455.669155 = -219445.852836 nChanged 3 SP:Iteration 21Q (7060.057079 sec): 3 clusters Score: Raw -221903.898743 + Penalty 2455.669155 = -219448.229588 nChanged 5 SP:Iteration 22Q (7060.066453 sec): 3 clusters Score: Raw -221908.556610 + Penalty 2455.669155 = -219452.887455 nChanged 5 SP:Iteration 23Q (7060.075700 sec): 3 clusters Score: Raw -221911.198839 + Penalty 2455.669155 = -219455.529684 nChanged 2 SP:Iteration 24Q (7060.084954 sec): 3 clusters Score: Raw -221911.748962 + Penalty 2455.669155 = -219456.079807 nChanged 0 SP:Iteration 25F (7060.094501 sec): 3 clusters Score: Raw -221911.748962 + Penalty 2455.669155 = -219456.079807 nChanged 0 Trying to split cluster 11 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7060.105165 sec): 2 clusters Score: Raw -21474.071624 + Penalty 869.676947 = -20604.394678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7060.107025 sec): 3 clusters Score: Raw -21620.565357 + Penalty 1739.353893 = -19881.211463 nChanged 42 SP:Iteration 1F (7060.108698 sec): 3 clusters Score: Raw -21773.461939 + Penalty 1739.353893 = -20034.108046 nChanged 9 SP:Iteration 2Q (7060.110321 sec): 3 clusters Score: Raw -21809.239794 + Penalty 1739.353893 = -20069.885901 nChanged 10 SP:Iteration 3Q (7060.111934 sec): 3 clusters Score: Raw -21839.849149 + Penalty 1739.353893 = -20100.495256 nChanged 8 SP:Iteration 4Q (7060.113541 sec): 3 clusters Score: Raw -21865.133921 + Penalty 1739.353893 = -20125.780028 nChanged 7 SP:Iteration 5Q (7060.115140 sec): 3 clusters Score: Raw -21879.187394 + Penalty 1739.353893 = -20139.833501 nChanged 7 SP:Iteration 6Q (7060.116730 sec): 3 clusters Score: Raw -21898.599224 + Penalty 1739.353893 = -20159.245331 nChanged 4 SP:Iteration 7Q (7060.118320 sec): 3 clusters Score: Raw -21912.007418 + Penalty 1739.353893 = -20172.653524 nChanged 3 SP:Iteration 8Q (7060.119913 sec): 3 clusters Score: Raw -21930.977911 + Penalty 1739.353893 = -20191.624018 nChanged 1 SP:Iteration 9Q (7060.121486 sec): 3 clusters Score: Raw -21934.301828 + Penalty 1739.353893 = -20194.947935 nChanged 1 SP:Iteration 10Q (7060.123076 sec): 3 clusters Score: Raw -21936.881118 + Penalty 1739.353893 = -20197.527224 nChanged 0 SP:Iteration 11F (7060.124771 sec): 3 clusters Score: Raw -21936.881118 + Penalty 1739.353893 = -20197.527224 nChanged 0 Trying to split cluster 12 (32669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7060.175151 sec): 2 clusters Score: Raw -4082703.142093 + Penalty 1689.054558 = -4081014.087535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7060.239105 sec): 3 clusters Score: Raw -4062374.193151 + Penalty 3378.109116 = -4058996.084035 nChanged 15021 SP:Iteration 1F (7060.298204 sec): 3 clusters Score: Raw -4070994.721833 + Penalty 3378.109116 = -4067616.612717 nChanged 1723 SP:Iteration 2F (7060.357805 sec): 3 clusters Score: Raw -4071691.344084 + Penalty 3378.109116 = -4068313.234969 nChanged 1863 SP:Iteration 3F (7060.416857 sec): 3 clusters Score: Raw -4072639.741012 + Penalty 3378.109116 = -4069261.631896 nChanged 2034 SP:Iteration 4F (7060.480111 sec): 3 clusters Score: Raw -4073911.719851 + Penalty 3378.109116 = -4070533.610735 nChanged 2247 SP:Iteration 5F (7060.539472 sec): 3 clusters Score: Raw -4075587.805415 + Penalty 3378.109116 = -4072209.696299 nChanged 2191 SP:Iteration 6F (7060.597948 sec): 3 clusters Score: Raw -4077462.643504 + Penalty 3378.109116 = -4074084.534388 nChanged 1940 SP:Iteration 7F (7060.663296 sec): 3 clusters Score: Raw -4079279.716679 + Penalty 3378.109116 = -4075901.607563 nChanged 1434 SP:Iteration 8Q (7060.721995 sec): 3 clusters Score: Raw -4080578.558938 + Penalty 3378.109116 = -4077200.449822 nChanged 948 SP:Iteration 9Q (7060.777877 sec): 3 clusters Score: Raw -4081321.799655 + Penalty 3378.109116 = -4077943.690539 nChanged 627 SP:Iteration 10Q (7060.831321 sec): 3 clusters Score: Raw -4081753.219969 + Penalty 3378.109116 = -4078375.110853 nChanged 432 SP:Iteration 11Q (7060.883987 sec): 3 clusters Score: Raw -4082005.995823 + Penalty 3378.109116 = -4078627.886707 nChanged 298 SP:Iteration 12Q (7060.935813 sec): 3 clusters Score: Raw -4082155.337654 + Penalty 3378.109116 = -4078777.228538 nChanged 257 SP:Iteration 13Q (7060.990938 sec): 3 clusters Score: Raw -4082287.701657 + Penalty 3378.109116 = -4078909.592542 nChanged 223 SP:Iteration 14Q (7061.041728 sec): 3 clusters Score: Raw -4082385.417067 + Penalty 3378.109116 = -4079007.307951 nChanged 192 SP:Iteration 15Q (7061.092425 sec): 3 clusters Score: Raw -4082467.969866 + Penalty 3378.109116 = -4079089.860751 nChanged 155 SP:Iteration 16Q (7061.142682 sec): 3 clusters Score: Raw -4082531.649098 + Penalty 3378.109116 = -4079153.539982 nChanged 129 SP:Iteration 17Q (7061.199731 sec): 3 clusters Score: Raw -4082582.938015 + Penalty 3378.109116 = -4079204.828899 nChanged 127 SP:Iteration 18Q (7061.249771 sec): 3 clusters Score: Raw -4082634.444110 + Penalty 3378.109116 = -4079256.334994 nChanged 108 SP:Iteration 19Q (7061.299992 sec): 3 clusters Score: Raw -4082679.023276 + Penalty 3378.109116 = -4079300.914160 nChanged 87 SP:Iteration 20F (7061.373053 sec): 3 clusters Score: Raw -4082714.436884 + Penalty 3378.109116 = -4079336.327768 nChanged 77 SP:Iteration 21Q (7061.448656 sec): 3 clusters Score: Raw -4082743.154815 + Penalty 3378.109116 = -4079365.045699 nChanged 75 SP:Iteration 22Q (7061.498898 sec): 3 clusters Score: Raw -4082768.220291 + Penalty 3378.109116 = -4079390.111176 nChanged 57 SP:Iteration 23Q (7061.548997 sec): 3 clusters Score: Raw -4082787.998785 + Penalty 3378.109116 = -4079409.889670 nChanged 52 SP:Iteration 24Q (7061.626216 sec): 3 clusters Score: Raw -4082805.349620 + Penalty 3378.109116 = -4079427.240504 nChanged 41 SP:Iteration 25Q (7061.693761 sec): 3 clusters Score: Raw -4082816.556133 + Penalty 3378.109116 = -4079438.447017 nChanged 27 SP:Iteration 26Q (7061.742303 sec): 3 clusters Score: Raw -4082825.381481 + Penalty 3378.109116 = -4079447.272365 nChanged 35 SP:Iteration 27Q (7061.803091 sec): 3 clusters Score: Raw -4082836.692885 + Penalty 3378.109116 = -4079458.583769 nChanged 37 SP:Iteration 28Q (7061.852614 sec): 3 clusters Score: Raw -4082847.089842 + Penalty 3378.109116 = -4079468.980727 nChanged 39 SP:Iteration 29Q (7061.905652 sec): 3 clusters Score: Raw -4082860.395852 + Penalty 3378.109116 = -4079482.286736 nChanged 32 SP:Iteration 30Q (7061.983036 sec): 3 clusters Score: Raw -4082870.579303 + Penalty 3378.109116 = -4079492.470187 nChanged 30 SP:Iteration 31Q (7062.043091 sec): 3 clusters Score: Raw -4082880.968728 + Penalty 3378.109116 = -4079502.859613 nChanged 33 SP:Iteration 32Q (7062.100847 sec): 3 clusters Score: Raw -4082892.257340 + Penalty 3378.109116 = -4079514.148224 nChanged 31 SP:Iteration 33Q (7062.150960 sec): 3 clusters Score: Raw -4082900.406629 + Penalty 3378.109116 = -4079522.297513 nChanged 23 SP:Iteration 34Q (7062.200171 sec): 3 clusters Score: Raw -4082906.061303 + Penalty 3378.109116 = -4079527.952187 nChanged 8 SP:Iteration 35Q (7062.265544 sec): 3 clusters Score: Raw -4082907.656736 + Penalty 3378.109116 = -4079529.547621 nChanged 3 SP:Iteration 36Q (7062.323452 sec): 3 clusters Score: Raw -4082908.329475 + Penalty 3378.109116 = -4079530.220360 nChanged 4 SP:Iteration 37Q (7062.375977 sec): 3 clusters Score: Raw -4082909.251710 + Penalty 3378.109116 = -4079531.142595 nChanged 4 SP:Iteration 38Q (7062.425136 sec): 3 clusters Score: Raw -4082910.055239 + Penalty 3378.109116 = -4079531.946123 nChanged 5 SP:Iteration 39Q (7062.475427 sec): 3 clusters Score: Raw -4082911.025880 + Penalty 3378.109116 = -4079532.916764 nChanged 6 SP:Iteration 40F (7062.552286 sec): 3 clusters Score: Raw -4082912.740179 + Penalty 3378.109116 = -4079534.631063 nChanged 3 SP:Iteration 41Q (7062.627693 sec): 3 clusters Score: Raw -4082913.395180 + Penalty 3378.109116 = -4079535.286064 nChanged 2 SP:Iteration 42Q (7062.687715 sec): 3 clusters Score: Raw -4082914.028908 + Penalty 3378.109116 = -4079535.919792 nChanged 2 SP:Iteration 43Q (7062.738130 sec): 3 clusters Score: Raw -4082914.399070 + Penalty 3378.109116 = -4079536.289954 nChanged 1 SP:Iteration 44Q (7062.787614 sec): 3 clusters Score: Raw -4082914.674609 + Penalty 3378.109116 = -4079536.565494 nChanged 1 SP:Iteration 45Q (7062.836214 sec): 3 clusters Score: Raw -4082915.075178 + Penalty 3378.109116 = -4079536.966062 nChanged 2 SP:Iteration 46Q (7062.900433 sec): 3 clusters Score: Raw -4082915.847515 + Penalty 3378.109116 = -4079537.738399 nChanged 4 SP:Iteration 47Q (7062.957527 sec): 3 clusters Score: Raw -4082916.612764 + Penalty 3378.109116 = -4079538.503648 nChanged 1 SP:Iteration 48Q (7063.006600 sec): 3 clusters Score: Raw -4082916.772827 + Penalty 3378.109116 = -4079538.663711 nChanged 1 SP:Iteration 49Q (7063.073262 sec): 3 clusters Score: Raw -4082917.097842 + Penalty 3378.109116 = -4079538.988726 nChanged 1 SP:Iteration 50Q (7063.145829 sec): 3 clusters Score: Raw -4082917.890036 + Penalty 3378.109116 = -4079539.780920 nChanged 4 SP:Iteration 51Q (7063.194460 sec): 3 clusters Score: Raw -4082918.958936 + Penalty 3378.109116 = -4079540.849820 nChanged 9 SP:Iteration 52Q (7063.247597 sec): 3 clusters Score: Raw -4082921.993460 + Penalty 3378.109116 = -4079543.884345 nChanged 7 SP:Iteration 53Q (7063.306580 sec): 3 clusters Score: Raw -4082923.690345 + Penalty 3378.109116 = -4079545.581229 nChanged 3 SP:Iteration 54Q (7063.365508 sec): 3 clusters Score: Raw -4082924.897612 + Penalty 3378.109116 = -4079546.788496 nChanged 5 SP:Iteration 55Q (7063.414653 sec): 3 clusters Score: Raw -4082925.940208 + Penalty 3378.109116 = -4079547.831093 nChanged 3 SP:Iteration 56Q (7063.463529 sec): 3 clusters Score: Raw -4082927.142769 + Penalty 3378.109116 = -4079549.033653 nChanged 9 SP:Iteration 57Q (7063.535290 sec): 3 clusters Score: Raw -4082929.529805 + Penalty 3378.109116 = -4079551.420689 nChanged 7 SP:Iteration 58Q (7063.584158 sec): 3 clusters Score: Raw -4082931.250877 + Penalty 3378.109116 = -4079553.141761 nChanged 5 SP:Iteration 59Q (7063.633568 sec): 3 clusters Score: Raw -4082933.150874 + Penalty 3378.109116 = -4079555.041758 nChanged 6 SP:Iteration 60F (7063.700362 sec): 3 clusters Score: Raw -4082934.656944 + Penalty 3378.109116 = -4079556.547828 nChanged 5 SP:Iteration 61Q (7063.753830 sec): 3 clusters Score: Raw -4082936.230241 + Penalty 3378.109116 = -4079558.121125 nChanged 4 SP:Iteration 62Q (7063.802328 sec): 3 clusters Score: Raw -4082937.650552 + Penalty 3378.109116 = -4079559.541436 nChanged 3 SP:Iteration 63Q (7063.852712 sec): 3 clusters Score: Raw -4082938.774747 + Penalty 3378.109116 = -4079560.665631 nChanged 5 SP:Iteration 64Q (7063.901543 sec): 3 clusters Score: Raw -4082940.079296 + Penalty 3378.109116 = -4079561.970181 nChanged 8 SP:Iteration 65Q (7063.961044 sec): 3 clusters Score: Raw -4082942.800299 + Penalty 3378.109116 = -4079564.691183 nChanged 10 SP:Iteration 66Q (7064.015473 sec): 3 clusters Score: Raw -4082945.433072 + Penalty 3378.109116 = -4079567.323956 nChanged 9 SP:Iteration 67Q (7064.075180 sec): 3 clusters Score: Raw -4082947.945222 + Penalty 3378.109116 = -4079569.836106 nChanged 10 SP:Iteration 68Q (7064.131637 sec): 3 clusters Score: Raw -4082951.290515 + Penalty 3378.109116 = -4079573.181399 nChanged 13 SP:Iteration 69Q (7064.180560 sec): 3 clusters Score: Raw -4082956.153264 + Penalty 3378.109116 = -4079578.044148 nChanged 12 SP:Iteration 70Q (7064.258820 sec): 3 clusters Score: Raw -4082959.635559 + Penalty 3378.109116 = -4079581.526443 nChanged 10 SP:Iteration 71Q (7064.316441 sec): 3 clusters Score: Raw -4082962.488904 + Penalty 3378.109116 = -4079584.379788 nChanged 5 SP:Iteration 72Q (7064.370785 sec): 3 clusters Score: Raw -4082964.434342 + Penalty 3378.109116 = -4079586.325226 nChanged 5 SP:Iteration 73Q (7064.428463 sec): 3 clusters Score: Raw -4082965.825718 + Penalty 3378.109116 = -4079587.716602 nChanged 4 SP:Iteration 74Q (7064.476829 sec): 3 clusters Score: Raw -4082966.768185 + Penalty 3378.109116 = -4079588.659069 nChanged 5 SP:Iteration 75Q (7064.530643 sec): 3 clusters Score: Raw -4082968.851214 + Penalty 3378.109116 = -4079590.742098 nChanged 9 SP:Iteration 76Q (7064.589086 sec): 3 clusters Score: Raw -4082973.110295 + Penalty 3378.109116 = -4079595.001179 nChanged 12 SP:Iteration 77Q (7064.667361 sec): 3 clusters Score: Raw -4082977.659243 + Penalty 3378.109116 = -4079599.550127 nChanged 11 SP:Iteration 78Q (7064.720996 sec): 3 clusters Score: Raw -4082981.405454 + Penalty 3378.109116 = -4079603.296338 nChanged 13 SP:Iteration 79Q (7064.779909 sec): 3 clusters Score: Raw -4082985.646491 + Penalty 3378.109116 = -4079607.537375 nChanged 13 SP:Iteration 80F (7064.856689 sec): 3 clusters Score: Raw -4082989.350537 + Penalty 3378.109116 = -4079611.241421 nChanged 13 SP:Iteration 81Q (7064.905908 sec): 3 clusters Score: Raw -4082993.453197 + Penalty 3378.109116 = -4079615.344081 nChanged 10 SP:Iteration 82Q (7064.972104 sec): 3 clusters Score: Raw -4082996.699566 + Penalty 3378.109116 = -4079618.590450 nChanged 6 SP:Iteration 83Q (7065.026331 sec): 3 clusters Score: Raw -4082998.535914 + Penalty 3378.109116 = -4079620.426798 nChanged 4 SP:Iteration 84Q (7065.074760 sec): 3 clusters Score: Raw -4082999.772318 + Penalty 3378.109116 = -4079621.663202 nChanged 5 SP:Iteration 85Q (7065.122997 sec): 3 clusters Score: Raw -4083000.971493 + Penalty 3378.109116 = -4079622.862377 nChanged 3 SP:Iteration 86Q (7065.173416 sec): 3 clusters Score: Raw -4083001.782839 + Penalty 3378.109116 = -4079623.673723 nChanged 1 SP:Iteration 87Q (7065.222422 sec): 3 clusters Score: Raw -4083001.915501 + Penalty 3378.109116 = -4079623.806386 nChanged 1 SP:Iteration 88Q (7065.282765 sec): 3 clusters Score: Raw -4083002.043932 + Penalty 3378.109116 = -4079623.934816 nChanged 1 SP:Iteration 89Q (7065.331823 sec): 3 clusters Score: Raw -4083002.335858 + Penalty 3378.109116 = -4079624.226742 nChanged 2 SP:Iteration 90Q (7065.386516 sec): 3 clusters Score: Raw -4083003.183691 + Penalty 3378.109116 = -4079625.074575 nChanged 0 SP:Iteration 91F (7065.443271 sec): 3 clusters Score: Raw -4083003.183691 + Penalty 3378.109116 = -4079625.074575 nChanged 0 Trying to split cluster 13 (7184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7065.461161 sec): 2 clusters Score: Raw -907029.695817 + Penalty 1442.936887 = -905586.758930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7065.485924 sec): 3 clusters Score: Raw -903151.041967 + Penalty 2885.873773 = -900265.168194 nChanged 3010 SP:Iteration 1F (7065.556299 sec): 3 clusters Score: Raw -904852.800907 + Penalty 2885.873773 = -901966.927134 nChanged 497 SP:Iteration 2F (7065.583801 sec): 3 clusters Score: Raw -905161.751577 + Penalty 2885.873773 = -902275.877804 nChanged 455 SP:Iteration 3F (7065.613121 sec): 3 clusters Score: Raw -905440.285734 + Penalty 2885.873773 = -902554.411960 nChanged 420 SP:Iteration 4F (7065.641873 sec): 3 clusters Score: Raw -905685.830601 + Penalty 2885.873773 = -902799.956828 nChanged 377 SP:Iteration 5F (7065.665727 sec): 3 clusters Score: Raw -905941.098825 + Penalty 2885.873773 = -903055.225052 nChanged 369 SP:Iteration 6F (7065.689251 sec): 3 clusters Score: Raw -906198.096369 + Penalty 2885.873773 = -903312.222596 nChanged 330 SP:Iteration 7Q (7065.713388 sec): 3 clusters Score: Raw -906416.446122 + Penalty 2885.873773 = -903530.572349 nChanged 267 SP:Iteration 8Q (7065.737520 sec): 3 clusters Score: Raw -906583.341023 + Penalty 2885.873773 = -903697.467250 nChanged 230 SP:Iteration 9Q (7065.761827 sec): 3 clusters Score: Raw -906725.559238 + Penalty 2885.873773 = -903839.685464 nChanged 178 SP:Iteration 10Q (7065.785673 sec): 3 clusters Score: Raw -906830.791023 + Penalty 2885.873773 = -903944.917250 nChanged 136 SP:Iteration 11Q (7065.809342 sec): 3 clusters Score: Raw -906910.478997 + Penalty 2885.873773 = -904024.605224 nChanged 112 SP:Iteration 12Q (7065.838229 sec): 3 clusters Score: Raw -906979.331506 + Penalty 2885.873773 = -904093.457733 nChanged 89 SP:Iteration 13Q (7065.861808 sec): 3 clusters Score: Raw -907037.911769 + Penalty 2885.873773 = -904152.037996 nChanged 88 SP:Iteration 14Q (7065.885471 sec): 3 clusters Score: Raw -907088.580664 + Penalty 2885.873773 = -904202.706891 nChanged 61 SP:Iteration 15Q (7065.908793 sec): 3 clusters Score: Raw -907133.726212 + Penalty 2885.873773 = -904247.852439 nChanged 61 SP:Iteration 16Q (7065.932039 sec): 3 clusters Score: Raw -907173.771577 + Penalty 2885.873773 = -904287.897804 nChanged 50 SP:Iteration 17Q (7065.955114 sec): 3 clusters Score: Raw -907203.306871 + Penalty 2885.873773 = -904317.433098 nChanged 47 SP:Iteration 18Q (7065.977545 sec): 3 clusters Score: Raw -907233.292570 + Penalty 2885.873773 = -904347.418797 nChanged 33 SP:Iteration 19Q (7066.000231 sec): 3 clusters Score: Raw -907255.071884 + Penalty 2885.873773 = -904369.198111 nChanged 34 SP:Iteration 20F (7066.023767 sec): 3 clusters Score: Raw -907274.559051 + Penalty 2885.873773 = -904388.685278 nChanged 30 SP:Iteration 21Q (7066.046343 sec): 3 clusters Score: Raw -907296.486342 + Penalty 2885.873773 = -904410.612568 nChanged 23 SP:Iteration 22Q (7066.068830 sec): 3 clusters Score: Raw -907310.933732 + Penalty 2885.873773 = -904425.059959 nChanged 21 SP:Iteration 23Q (7066.090860 sec): 3 clusters Score: Raw -907325.286207 + Penalty 2885.873773 = -904439.412433 nChanged 11 SP:Iteration 24Q (7066.117323 sec): 3 clusters Score: Raw -907331.551493 + Penalty 2885.873773 = -904445.677720 nChanged 8 SP:Iteration 25Q (7066.139664 sec): 3 clusters Score: Raw -907336.684323 + Penalty 2885.873773 = -904450.810550 nChanged 10 SP:Iteration 26Q (7066.162011 sec): 3 clusters Score: Raw -907342.978621 + Penalty 2885.873773 = -904457.104847 nChanged 8 SP:Iteration 27Q (7066.184372 sec): 3 clusters Score: Raw -907347.693413 + Penalty 2885.873773 = -904461.819640 nChanged 7 SP:Iteration 28Q (7066.206445 sec): 3 clusters Score: Raw -907353.543569 + Penalty 2885.873773 = -904467.669796 nChanged 4 SP:Iteration 29Q (7066.228464 sec): 3 clusters Score: Raw -907356.088722 + Penalty 2885.873773 = -904470.214949 nChanged 4 SP:Iteration 30Q (7066.261413 sec): 3 clusters Score: Raw -907358.173651 + Penalty 2885.873773 = -904472.299878 nChanged 3 SP:Iteration 31Q (7066.283277 sec): 3 clusters Score: Raw -907359.598884 + Penalty 2885.873773 = -904473.725111 nChanged 1 SP:Iteration 32Q (7066.305421 sec): 3 clusters Score: Raw -907359.978162 + Penalty 2885.873773 = -904474.104389 nChanged 2 SP:Iteration 33Q (7066.363624 sec): 3 clusters Score: Raw -907361.151587 + Penalty 2885.873773 = -904475.277814 nChanged 3 SP:Iteration 34Q (7066.409364 sec): 3 clusters Score: Raw -907363.267584 + Penalty 2885.873773 = -904477.393811 nChanged 4 SP:Iteration 35Q (7066.457948 sec): 3 clusters Score: Raw -907365.293746 + Penalty 2885.873773 = -904479.419973 nChanged 3 SP:Iteration 36Q (7066.514542 sec): 3 clusters Score: Raw -907366.834348 + Penalty 2885.873773 = -904480.960575 nChanged 0 SP:Iteration 37F (7066.547014 sec): 3 clusters Score: Raw -907366.834348 + Penalty 2885.873773 = -904480.960575 nChanged 0 Trying to split cluster 14 (6220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7066.567353 sec): 2 clusters Score: Raw -759763.975968 + Penalty 1419.522843 = -758344.453125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7066.590319 sec): 3 clusters Score: Raw -756448.917760 + Penalty 2839.045685 = -753609.872075 nChanged 2611 SP:Iteration 1F (7066.613271 sec): 3 clusters Score: Raw -758020.340772 + Penalty 2839.045685 = -755181.295087 nChanged 539 SP:Iteration 2F (7066.635875 sec): 3 clusters Score: Raw -758593.694716 + Penalty 2839.045685 = -755754.649030 nChanged 557 SP:Iteration 3F (7066.657869 sec): 3 clusters Score: Raw -759167.684534 + Penalty 2839.045685 = -756328.638849 nChanged 564 SP:Iteration 4F (7066.680593 sec): 3 clusters Score: Raw -759751.454890 + Penalty 2839.045685 = -756912.409205 nChanged 551 SP:Iteration 5F (7066.703269 sec): 3 clusters Score: Raw -760273.503802 + Penalty 2839.045685 = -757434.458116 nChanged 382 SP:Iteration 6F (7066.725661 sec): 3 clusters Score: Raw -760587.836042 + Penalty 2839.045685 = -757748.790357 nChanged 247 SP:Iteration 7Q (7066.747233 sec): 3 clusters Score: Raw -760763.293110 + Penalty 2839.045685 = -757924.247425 nChanged 135 SP:Iteration 8Q (7066.769796 sec): 3 clusters Score: Raw -760841.968644 + Penalty 2839.045685 = -758002.922959 nChanged 101 SP:Iteration 9Q (7066.799673 sec): 3 clusters Score: Raw -760892.408848 + Penalty 2839.045685 = -758053.363163 nChanged 78 SP:Iteration 10Q (7066.846406 sec): 3 clusters Score: Raw -760927.006325 + Penalty 2839.045685 = -758087.960639 nChanged 54 SP:Iteration 11Q (7066.869089 sec): 3 clusters Score: Raw -760951.289345 + Penalty 2839.045685 = -758112.243660 nChanged 41 SP:Iteration 12Q (7066.891731 sec): 3 clusters Score: Raw -760964.608644 + Penalty 2839.045685 = -758125.562958 nChanged 31 SP:Iteration 13Q (7066.914493 sec): 3 clusters Score: Raw -760975.851003 + Penalty 2839.045685 = -758136.805318 nChanged 27 SP:Iteration 14Q (7066.937121 sec): 3 clusters Score: Raw -760988.428780 + Penalty 2839.045685 = -758149.383095 nChanged 28 SP:Iteration 15Q (7066.959547 sec): 3 clusters Score: Raw -760998.106993 + Penalty 2839.045685 = -758159.061307 nChanged 20 SP:Iteration 16Q (7066.982121 sec): 3 clusters Score: Raw -761006.161893 + Penalty 2839.045685 = -758167.116208 nChanged 14 SP:Iteration 17Q (7067.004738 sec): 3 clusters Score: Raw -761010.302784 + Penalty 2839.045685 = -758171.257099 nChanged 14 SP:Iteration 18Q (7067.027283 sec): 3 clusters Score: Raw -761014.749829 + Penalty 2839.045685 = -758175.704144 nChanged 10 SP:Iteration 19Q (7067.058240 sec): 3 clusters Score: Raw -761017.917952 + Penalty 2839.045685 = -758178.872266 nChanged 11 SP:Iteration 20F (7067.096644 sec): 3 clusters Score: Raw -761021.048604 + Penalty 2839.045685 = -758182.002919 nChanged 10 SP:Iteration 21Q (7067.119001 sec): 3 clusters Score: Raw -761024.166343 + Penalty 2839.045685 = -758185.120658 nChanged 6 SP:Iteration 22Q (7067.141347 sec): 3 clusters Score: Raw -761025.983400 + Penalty 2839.045685 = -758186.937714 nChanged 7 SP:Iteration 23Q (7067.164015 sec): 3 clusters Score: Raw -761028.087919 + Penalty 2839.045685 = -758189.042234 nChanged 3 SP:Iteration 24Q (7067.186317 sec): 3 clusters Score: Raw -761028.824396 + Penalty 2839.045685 = -758189.778711 nChanged 4 SP:Iteration 25Q (7067.208895 sec): 3 clusters Score: Raw -761030.061778 + Penalty 2839.045685 = -758191.016093 nChanged 3 SP:Iteration 26Q (7067.231149 sec): 3 clusters Score: Raw -761030.384541 + Penalty 2839.045685 = -758191.338856 nChanged 0 SP:Iteration 27F (7067.289177 sec): 3 clusters Score: Raw -761030.384541 + Penalty 2839.045685 = -758191.338856 nChanged 0 Trying to split cluster 15 (5855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7067.309197 sec): 2 clusters Score: Raw -736937.069222 + Penalty 1409.695832 = -735527.373390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7067.335971 sec): 3 clusters Score: Raw -733748.445272 + Penalty 2819.391665 = -730929.053607 nChanged 2464 SP:Iteration 1F (7067.358381 sec): 3 clusters Score: Raw -735015.645579 + Penalty 2819.391665 = -732196.253914 nChanged 426 SP:Iteration 2F (7067.380375 sec): 3 clusters Score: Raw -735243.089942 + Penalty 2819.391665 = -732423.698277 nChanged 353 SP:Iteration 3F (7067.402460 sec): 3 clusters Score: Raw -735428.436834 + Penalty 2819.391665 = -732609.045169 nChanged 283 SP:Iteration 4Q (7067.424831 sec): 3 clusters Score: Raw -735592.218848 + Penalty 2819.391665 = -732772.827183 nChanged 280 SP:Iteration 5Q (7067.454936 sec): 3 clusters Score: Raw -735762.347399 + Penalty 2819.391665 = -732942.955734 nChanged 258 SP:Iteration 6Q (7067.477246 sec): 3 clusters Score: Raw -735927.511050 + Penalty 2819.391665 = -733108.119385 nChanged 259 SP:Iteration 7Q (7067.499548 sec): 3 clusters Score: Raw -736117.835529 + Penalty 2819.391665 = -733298.443865 nChanged 240 SP:Iteration 8Q (7067.521692 sec): 3 clusters Score: Raw -736315.362613 + Penalty 2819.391665 = -733495.970948 nChanged 236 SP:Iteration 9Q (7067.554304 sec): 3 clusters Score: Raw -736485.760290 + Penalty 2819.391665 = -733666.368626 nChanged 198 SP:Iteration 10Q (7067.586102 sec): 3 clusters Score: Raw -736634.517858 + Penalty 2819.391665 = -733815.126193 nChanged 202 SP:Iteration 11Q (7067.607299 sec): 3 clusters Score: Raw -736770.835774 + Penalty 2819.391665 = -733951.444109 nChanged 154 SP:Iteration 12Q (7067.628765 sec): 3 clusters Score: Raw -736864.445536 + Penalty 2819.391665 = -734045.053871 nChanged 115 SP:Iteration 13Q (7067.657664 sec): 3 clusters Score: Raw -736925.976421 + Penalty 2819.391665 = -734106.584757 nChanged 96 SP:Iteration 14Q (7067.679061 sec): 3 clusters Score: Raw -736971.102347 + Penalty 2819.391665 = -734151.710682 nChanged 78 SP:Iteration 15Q (7067.700056 sec): 3 clusters Score: Raw -737002.637485 + Penalty 2819.391665 = -734183.245820 nChanged 54 SP:Iteration 16Q (7067.721421 sec): 3 clusters Score: Raw -737021.999583 + Penalty 2819.391665 = -734202.607918 nChanged 44 SP:Iteration 17Q (7067.752616 sec): 3 clusters Score: Raw -737037.211777 + Penalty 2819.391665 = -734217.820112 nChanged 32 SP:Iteration 18Q (7067.773762 sec): 3 clusters Score: Raw -737050.518263 + Penalty 2819.391665 = -734231.126598 nChanged 38 SP:Iteration 19Q (7067.795475 sec): 3 clusters Score: Raw -737063.092887 + Penalty 2819.391665 = -734243.701222 nChanged 33 SP:Iteration 20F (7067.827217 sec): 3 clusters Score: Raw -737077.074584 + Penalty 2819.391665 = -734257.682919 nChanged 35 SP:Iteration 21Q (7067.848372 sec): 3 clusters Score: Raw -737088.228765 + Penalty 2819.391665 = -734268.837100 nChanged 31 SP:Iteration 22Q (7067.869694 sec): 3 clusters Score: Raw -737096.363020 + Penalty 2819.391665 = -734276.971355 nChanged 20 SP:Iteration 23Q (7067.893719 sec): 3 clusters Score: Raw -737103.023814 + Penalty 2819.391665 = -734283.632150 nChanged 25 SP:Iteration 24Q (7067.915072 sec): 3 clusters Score: Raw -737110.926392 + Penalty 2819.391665 = -734291.534727 nChanged 11 SP:Iteration 25Q (7067.939040 sec): 3 clusters Score: Raw -737114.688055 + Penalty 2819.391665 = -734295.296390 nChanged 12 SP:Iteration 26Q (7067.960171 sec): 3 clusters Score: Raw -737118.031726 + Penalty 2819.391665 = -734298.640061 nChanged 12 SP:Iteration 27Q (7067.981060 sec): 3 clusters Score: Raw -737122.540721 + Penalty 2819.391665 = -734303.149056 nChanged 16 SP:Iteration 28Q (7068.002165 sec): 3 clusters Score: Raw -737128.049491 + Penalty 2819.391665 = -734308.657827 nChanged 19 SP:Iteration 29Q (7068.023353 sec): 3 clusters Score: Raw -737133.926854 + Penalty 2819.391665 = -734314.535189 nChanged 20 SP:Iteration 30Q (7068.044375 sec): 3 clusters Score: Raw -737140.577147 + Penalty 2819.391665 = -734321.185482 nChanged 21 SP:Iteration 31Q (7068.065599 sec): 3 clusters Score: Raw -737147.087368 + Penalty 2819.391665 = -734327.695704 nChanged 17 SP:Iteration 32Q (7068.086718 sec): 3 clusters Score: Raw -737153.783746 + Penalty 2819.391665 = -734334.392081 nChanged 21 SP:Iteration 33Q (7068.107817 sec): 3 clusters Score: Raw -737159.693774 + Penalty 2819.391665 = -734340.302109 nChanged 14 SP:Iteration 34Q (7068.128649 sec): 3 clusters Score: Raw -737164.243506 + Penalty 2819.391665 = -734344.851842 nChanged 14 SP:Iteration 35Q (7068.149756 sec): 3 clusters Score: Raw -737167.469058 + Penalty 2819.391665 = -734348.077393 nChanged 8 SP:Iteration 36Q (7068.170984 sec): 3 clusters Score: Raw -737168.778126 + Penalty 2819.391665 = -734349.386461 nChanged 6 SP:Iteration 37Q (7068.192153 sec): 3 clusters Score: Raw -737170.324895 + Penalty 2819.391665 = -734350.933231 nChanged 4 SP:Iteration 38Q (7068.213390 sec): 3 clusters Score: Raw -737172.242713 + Penalty 2819.391665 = -734352.851048 nChanged 6 SP:Iteration 39Q (7068.244703 sec): 3 clusters Score: Raw -737173.336695 + Penalty 2819.391665 = -734353.945031 nChanged 2 SP:Iteration 40F (7068.267020 sec): 3 clusters Score: Raw -737173.538459 + Penalty 2819.391665 = -734354.146795 nChanged 2 SP:Iteration 41Q (7068.288079 sec): 3 clusters Score: Raw -737173.970318 + Penalty 2819.391665 = -734354.578653 nChanged 1 SP:Iteration 42Q (7068.309222 sec): 3 clusters Score: Raw -737174.324084 + Penalty 2819.391665 = -734354.932420 nChanged 2 SP:Iteration 43Q (7068.330392 sec): 3 clusters Score: Raw -737174.800146 + Penalty 2819.391665 = -734355.408481 nChanged 1 SP:Iteration 44Q (7068.357281 sec): 3 clusters Score: Raw -737174.982345 + Penalty 2819.391665 = -734355.590681 nChanged 1 SP:Iteration 45Q (7068.378483 sec): 3 clusters Score: Raw -737175.067011 + Penalty 2819.391665 = -734355.675346 nChanged 0 SP:Iteration 46F (7068.427316 sec): 3 clusters Score: Raw -737175.067011 + Penalty 2819.391665 = -734355.675346 nChanged 0 Trying to split cluster 16 (5024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7068.455809 sec): 2 clusters Score: Raw -626140.105702 + Penalty 1384.822028 = -624755.283675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7068.487481 sec): 3 clusters Score: Raw -623506.392565 + Penalty 2769.644055 = -620736.748510 nChanged 2032 SP:Iteration 1F (7068.508509 sec): 3 clusters Score: Raw -624679.007489 + Penalty 2769.644055 = -621909.363434 nChanged 373 SP:Iteration 2F (7068.529035 sec): 3 clusters Score: Raw -624891.898747 + Penalty 2769.644055 = -622122.254692 nChanged 309 SP:Iteration 3F (7068.549997 sec): 3 clusters Score: Raw -625056.751558 + Penalty 2769.644055 = -622287.107503 nChanged 232 SP:Iteration 4Q (7068.570386 sec): 3 clusters Score: Raw -625174.476536 + Penalty 2769.644055 = -622404.832480 nChanged 192 SP:Iteration 5Q (7068.590892 sec): 3 clusters Score: Raw -625269.207895 + Penalty 2769.644055 = -622499.563840 nChanged 161 SP:Iteration 6Q (7068.611759 sec): 3 clusters Score: Raw -625354.916037 + Penalty 2769.644055 = -622585.271981 nChanged 160 SP:Iteration 7Q (7068.632852 sec): 3 clusters Score: Raw -625436.167507 + Penalty 2769.644055 = -622666.523452 nChanged 149 SP:Iteration 8Q (7068.654063 sec): 3 clusters Score: Raw -625509.962196 + Penalty 2769.644055 = -622740.318141 nChanged 147 SP:Iteration 9Q (7068.702852 sec): 3 clusters Score: Raw -625594.735977 + Penalty 2769.644055 = -622825.091922 nChanged 151 SP:Iteration 10Q (7068.723608 sec): 3 clusters Score: Raw -625693.142505 + Penalty 2769.644055 = -622923.498450 nChanged 147 SP:Iteration 11Q (7068.747511 sec): 3 clusters Score: Raw -625798.588679 + Penalty 2769.644055 = -623028.944624 nChanged 156 SP:Iteration 12Q (7068.767951 sec): 3 clusters Score: Raw -625921.752922 + Penalty 2769.644055 = -623152.108867 nChanged 132 SP:Iteration 13Q (7068.788304 sec): 3 clusters Score: Raw -626041.323927 + Penalty 2769.644055 = -623271.679872 nChanged 126 SP:Iteration 14Q (7068.811849 sec): 3 clusters Score: Raw -626153.602388 + Penalty 2769.644055 = -623383.958333 nChanged 91 SP:Iteration 15Q (7068.844776 sec): 3 clusters Score: Raw -626220.368754 + Penalty 2769.644055 = -623450.724699 nChanged 65 SP:Iteration 16Q (7068.895290 sec): 3 clusters Score: Raw -626271.553893 + Penalty 2769.644055 = -623501.909838 nChanged 60 SP:Iteration 17Q (7068.949785 sec): 3 clusters Score: Raw -626314.903957 + Penalty 2769.644055 = -623545.259902 nChanged 40 SP:Iteration 18Q (7068.993094 sec): 3 clusters Score: Raw -626345.802024 + Penalty 2769.644055 = -623576.157969 nChanged 30 SP:Iteration 19Q (7069.043453 sec): 3 clusters Score: Raw -626364.069210 + Penalty 2769.644055 = -623594.425154 nChanged 26 SP:Iteration 20F (7069.095411 sec): 3 clusters Score: Raw -626382.649992 + Penalty 2769.644055 = -623613.005937 nChanged 15 SP:Iteration 21Q (7069.114818 sec): 3 clusters Score: Raw -626391.752020 + Penalty 2769.644055 = -623622.107965 nChanged 12 SP:Iteration 22Q (7069.134871 sec): 3 clusters Score: Raw -626401.019335 + Penalty 2769.644055 = -623631.375280 nChanged 15 SP:Iteration 23Q (7069.155560 sec): 3 clusters Score: Raw -626410.096609 + Penalty 2769.644055 = -623640.452554 nChanged 10 SP:Iteration 24Q (7069.176188 sec): 3 clusters Score: Raw -626415.718940 + Penalty 2769.644055 = -623646.074885 nChanged 9 SP:Iteration 25Q (7069.195793 sec): 3 clusters Score: Raw -626419.754644 + Penalty 2769.644055 = -623650.110589 nChanged 6 SP:Iteration 26Q (7069.214730 sec): 3 clusters Score: Raw -626424.223826 + Penalty 2769.644055 = -623654.579771 nChanged 11 SP:Iteration 27Q (7069.234643 sec): 3 clusters Score: Raw -626433.446624 + Penalty 2769.644055 = -623663.802569 nChanged 6 SP:Iteration 28Q (7069.254349 sec): 3 clusters Score: Raw -626436.400532 + Penalty 2769.644055 = -623666.756477 nChanged 3 SP:Iteration 29Q (7069.273959 sec): 3 clusters Score: Raw -626437.356826 + Penalty 2769.644055 = -623667.712770 nChanged 1 SP:Iteration 30Q (7069.292689 sec): 3 clusters Score: Raw -626437.880642 + Penalty 2769.644055 = -623668.236587 nChanged 1 SP:Iteration 31Q (7069.312626 sec): 3 clusters Score: Raw -626438.365283 + Penalty 2769.644055 = -623668.721228 nChanged 0 SP:Iteration 32F (7069.333706 sec): 3 clusters Score: Raw -626438.365283 + Penalty 2769.644055 = -623668.721228 nChanged 0 Trying to split cluster 17 (15812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7069.366224 sec): 2 clusters Score: Raw -1962780.297646 + Penalty 1571.135219 = -1961209.162427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7069.410612 sec): 3 clusters Score: Raw -1953345.775330 + Penalty 3142.270438 = -1950203.504892 nChanged 7084 SP:Iteration 1F (7069.447460 sec): 3 clusters Score: Raw -1957379.848447 + Penalty 3142.270438 = -1954237.578009 nChanged 951 SP:Iteration 2F (7069.486496 sec): 3 clusters Score: Raw -1957805.713766 + Penalty 3142.270438 = -1954663.443328 nChanged 889 SP:Iteration 3F (7069.529025 sec): 3 clusters Score: Raw -1958225.346230 + Penalty 3142.270438 = -1955083.075792 nChanged 846 SP:Iteration 4F (7069.566070 sec): 3 clusters Score: Raw -1958652.036763 + Penalty 3142.270438 = -1955509.766325 nChanged 846 SP:Iteration 5F (7069.603059 sec): 3 clusters Score: Raw -1959126.186137 + Penalty 3142.270438 = -1955983.915699 nChanged 844 SP:Iteration 6F (7069.642886 sec): 3 clusters Score: Raw -1959625.612119 + Penalty 3142.270438 = -1956483.341681 nChanged 825 SP:Iteration 7F (7069.705347 sec): 3 clusters Score: Raw -1960185.134374 + Penalty 3142.270438 = -1957042.863936 nChanged 846 SP:Iteration 8F (7069.772795 sec): 3 clusters Score: Raw -1960782.249232 + Penalty 3142.270438 = -1957639.978794 nChanged 761 SP:Iteration 9Q (7069.816650 sec): 3 clusters Score: Raw -1961327.234645 + Penalty 3142.270438 = -1958184.964207 nChanged 635 SP:Iteration 10Q (7069.853155 sec): 3 clusters Score: Raw -1961811.699279 + Penalty 3142.270438 = -1958669.428841 nChanged 482 SP:Iteration 11Q (7069.888451 sec): 3 clusters Score: Raw -1962215.239122 + Penalty 3142.270438 = -1959072.968684 nChanged 342 SP:Iteration 12Q (7069.923746 sec): 3 clusters Score: Raw -1962503.922169 + Penalty 3142.270438 = -1959361.651731 nChanged 239 SP:Iteration 13Q (7069.956889 sec): 3 clusters Score: Raw -1962710.962090 + Penalty 3142.270438 = -1959568.691653 nChanged 147 SP:Iteration 14Q (7069.988704 sec): 3 clusters Score: Raw -1962849.794280 + Penalty 3142.270438 = -1959707.523842 nChanged 88 SP:Iteration 15Q (7070.025361 sec): 3 clusters Score: Raw -1962922.103431 + Penalty 3142.270438 = -1959779.832993 nChanged 47 SP:Iteration 16Q (7070.060550 sec): 3 clusters Score: Raw -1962960.424137 + Penalty 3142.270438 = -1959818.153699 nChanged 32 SP:Iteration 17Q (7070.091106 sec): 3 clusters Score: Raw -1962989.685260 + Penalty 3142.270438 = -1959847.414822 nChanged 22 SP:Iteration 18Q (7070.121031 sec): 3 clusters Score: Raw -1963007.072799 + Penalty 3142.270438 = -1959864.802361 nChanged 15 SP:Iteration 19Q (7070.151189 sec): 3 clusters Score: Raw -1963019.210766 + Penalty 3142.270438 = -1959876.940328 nChanged 11 SP:Iteration 20F (7070.188006 sec): 3 clusters Score: Raw -1963025.751780 + Penalty 3142.270438 = -1959883.481342 nChanged 2 SP:Iteration 21Q (7070.228079 sec): 3 clusters Score: Raw -1963027.773593 + Penalty 3142.270438 = -1959885.503155 nChanged 1 SP:Iteration 22Q (7070.258121 sec): 3 clusters Score: Raw -1963028.744185 + Penalty 3142.270438 = -1959886.473747 nChanged 1 SP:Iteration 23Q (7070.287880 sec): 3 clusters Score: Raw -1963030.676018 + Penalty 3142.270438 = -1959888.405580 nChanged 3 SP:Iteration 24Q (7070.317964 sec): 3 clusters Score: Raw -1963032.203027 + Penalty 3142.270438 = -1959889.932589 nChanged 3 SP:Iteration 25Q (7070.349471 sec): 3 clusters Score: Raw -1963034.642576 + Penalty 3142.270438 = -1959892.372138 nChanged 3 SP:Iteration 26Q (7070.414544 sec): 3 clusters Score: Raw -1963036.252690 + Penalty 3142.270438 = -1959893.982252 nChanged 0 SP:Iteration 27F (7070.450782 sec): 3 clusters Score: Raw -1963036.252690 + Penalty 3142.270438 = -1959893.982252 nChanged 0 Trying to split cluster 18 (6194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7070.470323 sec): 2 clusters Score: Raw -783074.709983 + Penalty 1418.842159 = -781655.867825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7070.492918 sec): 3 clusters Score: Raw -779812.614369 + Penalty 2837.684317 = -776974.930052 nChanged 2572 SP:Iteration 1F (7070.515115 sec): 3 clusters Score: Raw -781148.218452 + Penalty 2837.684317 = -778310.534135 nChanged 426 SP:Iteration 2F (7070.537315 sec): 3 clusters Score: Raw -781377.612655 + Penalty 2837.684317 = -778539.928338 nChanged 369 SP:Iteration 3F (7070.559479 sec): 3 clusters Score: Raw -781565.842739 + Penalty 2837.684317 = -778728.158422 nChanged 328 SP:Iteration 4F (7070.581678 sec): 3 clusters Score: Raw -781737.009789 + Penalty 2837.684317 = -778899.325472 nChanged 271 SP:Iteration 5Q (7070.603888 sec): 3 clusters Score: Raw -781900.923184 + Penalty 2837.684317 = -779063.238867 nChanged 281 SP:Iteration 6Q (7070.626065 sec): 3 clusters Score: Raw -782061.923790 + Penalty 2837.684317 = -779224.239473 nChanged 274 SP:Iteration 7Q (7070.648253 sec): 3 clusters Score: Raw -782230.412143 + Penalty 2837.684317 = -779392.727826 nChanged 266 SP:Iteration 8Q (7070.670337 sec): 3 clusters Score: Raw -782400.813814 + Penalty 2837.684317 = -779563.129497 nChanged 233 SP:Iteration 9Q (7070.692282 sec): 3 clusters Score: Raw -782550.701234 + Penalty 2837.684317 = -779713.016916 nChanged 192 SP:Iteration 10Q (7070.714717 sec): 3 clusters Score: Raw -782667.852352 + Penalty 2837.684317 = -779830.168035 nChanged 144 SP:Iteration 11Q (7070.736982 sec): 3 clusters Score: Raw -782751.454398 + Penalty 2837.684317 = -779913.770081 nChanged 124 SP:Iteration 12Q (7070.759068 sec): 3 clusters Score: Raw -782827.033337 + Penalty 2837.684317 = -779989.349020 nChanged 107 SP:Iteration 13Q (7070.781513 sec): 3 clusters Score: Raw -782896.015468 + Penalty 2837.684317 = -780058.331151 nChanged 89 SP:Iteration 14Q (7070.803557 sec): 3 clusters Score: Raw -782946.037684 + Penalty 2837.684317 = -780108.353366 nChanged 74 SP:Iteration 15Q (7070.825584 sec): 3 clusters Score: Raw -782988.812938 + Penalty 2837.684317 = -780151.128621 nChanged 57 SP:Iteration 16Q (7070.847462 sec): 3 clusters Score: Raw -783023.705959 + Penalty 2837.684317 = -780186.021642 nChanged 45 SP:Iteration 17Q (7070.869390 sec): 3 clusters Score: Raw -783050.083649 + Penalty 2837.684317 = -780212.399332 nChanged 36 SP:Iteration 18Q (7070.891137 sec): 3 clusters Score: Raw -783071.227875 + Penalty 2837.684317 = -780233.543558 nChanged 38 SP:Iteration 19Q (7070.923318 sec): 3 clusters Score: Raw -783098.025111 + Penalty 2837.684317 = -780260.340793 nChanged 30 SP:Iteration 20F (7070.974427 sec): 3 clusters Score: Raw -783117.000727 + Penalty 2837.684317 = -780279.316410 nChanged 22 SP:Iteration 21Q (7071.005074 sec): 3 clusters Score: Raw -783127.450658 + Penalty 2837.684317 = -780289.766341 nChanged 15 SP:Iteration 22Q (7071.030240 sec): 3 clusters Score: Raw -783136.124678 + Penalty 2837.684317 = -780298.440361 nChanged 12 SP:Iteration 23Q (7071.051404 sec): 3 clusters Score: Raw -783142.999623 + Penalty 2837.684317 = -780305.315305 nChanged 8 SP:Iteration 24Q (7071.078258 sec): 3 clusters Score: Raw -783148.724797 + Penalty 2837.684317 = -780311.040480 nChanged 10 SP:Iteration 25Q (7071.099381 sec): 3 clusters Score: Raw -783155.511601 + Penalty 2837.684317 = -780317.827284 nChanged 9 SP:Iteration 26Q (7071.120538 sec): 3 clusters Score: Raw -783162.485246 + Penalty 2837.684317 = -780324.800929 nChanged 11 SP:Iteration 27Q (7071.141673 sec): 3 clusters Score: Raw -783169.770780 + Penalty 2837.684317 = -780332.086463 nChanged 12 SP:Iteration 28Q (7071.176565 sec): 3 clusters Score: Raw -783179.851393 + Penalty 2837.684317 = -780342.167076 nChanged 10 SP:Iteration 29Q (7071.206364 sec): 3 clusters Score: Raw -783184.759261 + Penalty 2837.684317 = -780347.074944 nChanged 5 SP:Iteration 30Q (7071.227396 sec): 3 clusters Score: Raw -783187.698867 + Penalty 2837.684317 = -780350.014550 nChanged 5 SP:Iteration 31Q (7071.252048 sec): 3 clusters Score: Raw -783189.894681 + Penalty 2837.684317 = -780352.210364 nChanged 3 SP:Iteration 32Q (7071.273045 sec): 3 clusters Score: Raw -783191.367850 + Penalty 2837.684317 = -780353.683533 nChanged 0 SP:Iteration 33F (7071.295034 sec): 3 clusters Score: Raw -783191.367850 + Penalty 2837.684317 = -780353.683533 nChanged 0 Trying to split cluster 19 (50732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7071.368137 sec): 2 clusters Score: Raw -6436042.308762 + Penalty 1760.575725 = -6434281.733037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7071.480629 sec): 3 clusters Score: Raw -6403900.517179 + Penalty 3521.151450 = -6400379.365729 nChanged 23801 SP:Iteration 1F (7071.571113 sec): 3 clusters Score: Raw -6418214.022686 + Penalty 3521.151450 = -6414692.871236 nChanged 2917 SP:Iteration 2F (7071.662814 sec): 3 clusters Score: Raw -6420038.272114 + Penalty 3521.151450 = -6416517.120664 nChanged 3309 SP:Iteration 3F (7071.748609 sec): 3 clusters Score: Raw -6422493.882689 + Penalty 3521.151450 = -6418972.731239 nChanged 3691 SP:Iteration 4F (7071.833952 sec): 3 clusters Score: Raw -6425516.365039 + Penalty 3521.151450 = -6421995.213588 nChanged 3676 SP:Iteration 5F (7071.931703 sec): 3 clusters Score: Raw -6428518.375110 + Penalty 3521.151450 = -6424997.223660 nChanged 3371 SP:Iteration 6F (7072.018135 sec): 3 clusters Score: Raw -6430860.064087 + Penalty 3521.151450 = -6427338.912637 nChanged 2485 SP:Iteration 7Q (7072.106507 sec): 3 clusters Score: Raw -6431980.632066 + Penalty 3521.151450 = -6428459.480616 nChanged 1458 SP:Iteration 8Q (7072.195980 sec): 3 clusters Score: Raw -6432410.837569 + Penalty 3521.151450 = -6428889.686119 nChanged 938 SP:Iteration 9Q (7072.305458 sec): 3 clusters Score: Raw -6432655.246600 + Penalty 3521.151450 = -6429134.095150 nChanged 727 SP:Iteration 10Q (7072.399455 sec): 3 clusters Score: Raw -6432848.505693 + Penalty 3521.151450 = -6429327.354243 nChanged 683 SP:Iteration 11Q (7072.494781 sec): 3 clusters Score: Raw -6433044.535935 + Penalty 3521.151450 = -6429523.384484 nChanged 667 SP:Iteration 12Q (7072.581026 sec): 3 clusters Score: Raw -6433246.715719 + Penalty 3521.151450 = -6429725.564269 nChanged 718 SP:Iteration 13Q (7072.684520 sec): 3 clusters Score: Raw -6433471.778905 + Penalty 3521.151450 = -6429950.627455 nChanged 735 SP:Iteration 14Q (7072.769657 sec): 3 clusters Score: Raw -6433702.041715 + Penalty 3521.151450 = -6430180.890265 nChanged 709 SP:Iteration 15Q (7072.854455 sec): 3 clusters Score: Raw -6433915.120024 + Penalty 3521.151450 = -6430393.968574 nChanged 709 SP:Iteration 16Q (7072.938527 sec): 3 clusters Score: Raw -6434122.794450 + Penalty 3521.151450 = -6430601.643000 nChanged 678 SP:Iteration 17Q (7073.027812 sec): 3 clusters Score: Raw -6434320.542522 + Penalty 3521.151450 = -6430799.391072 nChanged 677 SP:Iteration 18Q (7073.114132 sec): 3 clusters Score: Raw -6434505.966318 + Penalty 3521.151450 = -6430984.814868 nChanged 677 SP:Iteration 19Q (7073.197737 sec): 3 clusters Score: Raw -6434697.670877 + Penalty 3521.151450 = -6431176.519427 nChanged 678 SP:Iteration 20F (7073.285286 sec): 3 clusters Score: Raw -6434899.149631 + Penalty 3521.151450 = -6431377.998181 nChanged 670 SP:Iteration 21Q (7073.368641 sec): 3 clusters Score: Raw -6435101.119493 + Penalty 3521.151450 = -6431579.968043 nChanged 627 SP:Iteration 22Q (7073.457119 sec): 3 clusters Score: Raw -6435291.012444 + Penalty 3521.151450 = -6431769.860993 nChanged 604 SP:Iteration 23Q (7073.566990 sec): 3 clusters Score: Raw -6435476.730625 + Penalty 3521.151450 = -6431955.579175 nChanged 605 SP:Iteration 24Q (7073.673724 sec): 3 clusters Score: Raw -6435664.314628 + Penalty 3521.151450 = -6432143.163178 nChanged 606 SP:Iteration 25Q (7073.756608 sec): 3 clusters Score: Raw -6435849.828530 + Penalty 3521.151450 = -6432328.677080 nChanged 537 SP:Iteration 26Q (7073.871891 sec): 3 clusters Score: Raw -6436008.889385 + Penalty 3521.151450 = -6432487.737935 nChanged 484 SP:Iteration 27Q (7073.952698 sec): 3 clusters Score: Raw -6436150.231978 + Penalty 3521.151450 = -6432629.080528 nChanged 469 SP:Iteration 28Q (7074.032470 sec): 3 clusters Score: Raw -6436287.901523 + Penalty 3521.151450 = -6432766.750073 nChanged 424 SP:Iteration 29Q (7074.111520 sec): 3 clusters Score: Raw -6436400.141148 + Penalty 3521.151450 = -6432878.989698 nChanged 379 SP:Iteration 30Q (7074.190631 sec): 3 clusters Score: Raw -6436488.725864 + Penalty 3521.151450 = -6432967.574414 nChanged 330 SP:Iteration 31Q (7074.269207 sec): 3 clusters Score: Raw -6436565.803309 + Penalty 3521.151450 = -6433044.651858 nChanged 331 SP:Iteration 32Q (7074.346766 sec): 3 clusters Score: Raw -6436645.176081 + Penalty 3521.151450 = -6433124.024631 nChanged 322 SP:Iteration 33Q (7074.424621 sec): 3 clusters Score: Raw -6436718.170200 + Penalty 3521.151450 = -6433197.018750 nChanged 290 SP:Iteration 34Q (7074.512372 sec): 3 clusters Score: Raw -6436785.965521 + Penalty 3521.151450 = -6433264.814071 nChanged 299 SP:Iteration 35Q (7074.617888 sec): 3 clusters Score: Raw -6436854.622809 + Penalty 3521.151450 = -6433333.471359 nChanged 245 SP:Iteration 36Q (7074.727324 sec): 3 clusters Score: Raw -6436903.942263 + Penalty 3521.151450 = -6433382.790812 nChanged 230 SP:Iteration 37Q (7074.810803 sec): 3 clusters Score: Raw -6436949.757599 + Penalty 3521.151450 = -6433428.606149 nChanged 224 SP:Iteration 38Q (7074.893114 sec): 3 clusters Score: Raw -6436994.749771 + Penalty 3521.151450 = -6433473.598321 nChanged 221 SP:Iteration 39Q (7074.969745 sec): 3 clusters Score: Raw -6437042.237741 + Penalty 3521.151450 = -6433521.086291 nChanged 222 SP:Iteration 40F (7075.056280 sec): 3 clusters Score: Raw -6437085.523933 + Penalty 3521.151450 = -6433564.372483 nChanged 199 SP:Iteration 41Q (7075.133196 sec): 3 clusters Score: Raw -6437123.012725 + Penalty 3521.151450 = -6433601.861275 nChanged 182 SP:Iteration 42Q (7075.209836 sec): 3 clusters Score: Raw -6437157.135076 + Penalty 3521.151450 = -6433635.983625 nChanged 165 SP:Iteration 43Q (7075.293207 sec): 3 clusters Score: Raw -6437186.348019 + Penalty 3521.151450 = -6433665.196569 nChanged 147 SP:Iteration 44Q (7075.368768 sec): 3 clusters Score: Raw -6437213.490969 + Penalty 3521.151450 = -6433692.339519 nChanged 154 SP:Iteration 45Q (7075.445376 sec): 3 clusters Score: Raw -6437241.250829 + Penalty 3521.151450 = -6433720.099379 nChanged 142 SP:Iteration 46Q (7075.533517 sec): 3 clusters Score: Raw -6437265.565640 + Penalty 3521.151450 = -6433744.414190 nChanged 125 SP:Iteration 47Q (7075.611828 sec): 3 clusters Score: Raw -6437286.304448 + Penalty 3521.151450 = -6433765.152998 nChanged 108 SP:Iteration 48Q (7075.689726 sec): 3 clusters Score: Raw -6437303.988109 + Penalty 3521.151450 = -6433782.836659 nChanged 104 SP:Iteration 49Q (7075.765515 sec): 3 clusters Score: Raw -6437321.821865 + Penalty 3521.151450 = -6433800.670415 nChanged 116 SP:Iteration 50Q (7075.841124 sec): 3 clusters Score: Raw -6437341.755542 + Penalty 3521.151450 = -6433820.604092 nChanged 92 SP:Iteration 51Q (7075.948845 sec): 3 clusters Score: Raw -6437354.950854 + Penalty 3521.151450 = -6433833.799404 nChanged 92 SP:Iteration 52Q (7076.054537 sec): 3 clusters Score: Raw -6437366.944471 + Penalty 3521.151450 = -6433845.793021 nChanged 86 SP:Iteration 53Q (7076.135295 sec): 3 clusters Score: Raw -6437378.720644 + Penalty 3521.151450 = -6433857.569194 nChanged 80 SP:Iteration 54Q (7076.215272 sec): 3 clusters Score: Raw -6437389.250183 + Penalty 3521.151450 = -6433868.098733 nChanged 75 SP:Iteration 55Q (7076.303870 sec): 3 clusters Score: Raw -6437398.749228 + Penalty 3521.151450 = -6433877.597778 nChanged 81 SP:Iteration 56Q (7076.379014 sec): 3 clusters Score: Raw -6437410.465352 + Penalty 3521.151450 = -6433889.313901 nChanged 74 SP:Iteration 57Q (7076.454680 sec): 3 clusters Score: Raw -6437422.186927 + Penalty 3521.151450 = -6433901.035477 nChanged 70 SP:Iteration 58Q (7076.532109 sec): 3 clusters Score: Raw -6437435.319990 + Penalty 3521.151450 = -6433914.168540 nChanged 97 SP:Iteration 59Q (7076.609291 sec): 3 clusters Score: Raw -6437456.301409 + Penalty 3521.151450 = -6433935.149959 nChanged 115 SP:Iteration 60F (7076.693482 sec): 3 clusters Score: Raw -6437480.179855 + Penalty 3521.151450 = -6433959.028405 nChanged 123 SP:Iteration 61Q (7076.769200 sec): 3 clusters Score: Raw -6437509.018882 + Penalty 3521.151450 = -6433987.867432 nChanged 126 SP:Iteration 62Q (7076.844282 sec): 3 clusters Score: Raw -6437545.542896 + Penalty 3521.151450 = -6434024.391446 nChanged 130 SP:Iteration 63Q (7076.918873 sec): 3 clusters Score: Raw -6437593.025328 + Penalty 3521.151450 = -6434071.873878 nChanged 165 SP:Iteration 64Q (7076.992797 sec): 3 clusters Score: Raw -6437649.483774 + Penalty 3521.151450 = -6434128.332324 nChanged 151 SP:Iteration 65Q (7077.067331 sec): 3 clusters Score: Raw -6437697.371425 + Penalty 3521.151450 = -6434176.219975 nChanged 147 SP:Iteration 66Q (7077.151030 sec): 3 clusters Score: Raw -6437752.044776 + Penalty 3521.151450 = -6434230.893326 nChanged 169 SP:Iteration 67Q (7077.230803 sec): 3 clusters Score: Raw -6437813.502832 + Penalty 3521.151450 = -6434292.351382 nChanged 138 SP:Iteration 68Q (7077.305721 sec): 3 clusters Score: Raw -6437857.806793 + Penalty 3521.151450 = -6434336.655343 nChanged 138 SP:Iteration 69Q (7077.379571 sec): 3 clusters Score: Raw -6437903.967980 + Penalty 3521.151450 = -6434382.816529 nChanged 140 SP:Iteration 70Q (7077.452832 sec): 3 clusters Score: Raw -6437949.315555 + Penalty 3521.151450 = -6434428.164105 nChanged 130 SP:Iteration 71Q (7077.527735 sec): 3 clusters Score: Raw -6437989.423293 + Penalty 3521.151450 = -6434468.271843 nChanged 104 SP:Iteration 72Q (7077.603699 sec): 3 clusters Score: Raw -6438023.063518 + Penalty 3521.151450 = -6434501.912068 nChanged 95 SP:Iteration 73Q (7077.681964 sec): 3 clusters Score: Raw -6438051.867457 + Penalty 3521.151450 = -6434530.716007 nChanged 87 SP:Iteration 74Q (7077.754306 sec): 3 clusters Score: Raw -6438075.541613 + Penalty 3521.151450 = -6434554.390163 nChanged 81 SP:Iteration 75Q (7077.827635 sec): 3 clusters Score: Raw -6438095.761155 + Penalty 3521.151450 = -6434574.609705 nChanged 75 SP:Iteration 76Q (7077.901133 sec): 3 clusters Score: Raw -6438113.664824 + Penalty 3521.151450 = -6434592.513373 nChanged 57 SP:Iteration 77Q (7077.980537 sec): 3 clusters Score: Raw -6438125.283382 + Penalty 3521.151450 = -6434604.131932 nChanged 42 SP:Iteration 78Q (7078.052958 sec): 3 clusters Score: Raw -6438135.005890 + Penalty 3521.151450 = -6434613.854440 nChanged 39 SP:Iteration 79Q (7078.126846 sec): 3 clusters Score: Raw -6438142.056135 + Penalty 3521.151450 = -6434620.904685 nChanged 28 SP:Iteration 80F (7078.220264 sec): 3 clusters Score: Raw -6438147.396650 + Penalty 3521.151450 = -6434626.245200 nChanged 22 SP:Iteration 81Q (7078.293176 sec): 3 clusters Score: Raw -6438151.676748 + Penalty 3521.151450 = -6434630.525298 nChanged 25 SP:Iteration 82Q (7078.370460 sec): 3 clusters Score: Raw -6438156.427606 + Penalty 3521.151450 = -6434635.276156 nChanged 29 SP:Iteration 83Q (7078.444514 sec): 3 clusters Score: Raw -6438161.543286 + Penalty 3521.151450 = -6434640.391836 nChanged 22 SP:Iteration 84Q (7078.517830 sec): 3 clusters Score: Raw -6438165.384449 + Penalty 3521.151450 = -6434644.232999 nChanged 19 SP:Iteration 85Q (7078.591133 sec): 3 clusters Score: Raw -6438168.353104 + Penalty 3521.151450 = -6434647.201654 nChanged 13 SP:Iteration 86Q (7078.663602 sec): 3 clusters Score: Raw -6438171.702374 + Penalty 3521.151450 = -6434650.550924 nChanged 16 SP:Iteration 87Q (7078.736644 sec): 3 clusters Score: Raw -6438173.913409 + Penalty 3521.151450 = -6434652.761959 nChanged 6 SP:Iteration 88Q (7078.818068 sec): 3 clusters Score: Raw -6438174.403032 + Penalty 3521.151450 = -6434653.251582 nChanged 2 SP:Iteration 89Q (7078.891014 sec): 3 clusters Score: Raw -6438174.585460 + Penalty 3521.151450 = -6434653.434010 nChanged 2 SP:Iteration 90Q (7078.971503 sec): 3 clusters Score: Raw -6438174.909054 + Penalty 3521.151450 = -6434653.757604 nChanged 2 SP:Iteration 91Q (7079.067669 sec): 3 clusters Score: Raw -6438175.158246 + Penalty 3521.151450 = -6434654.006796 nChanged 3 SP:Iteration 92Q (7079.170699 sec): 3 clusters Score: Raw -6438175.434903 + Penalty 3521.151450 = -6434654.283453 nChanged 2 SP:Iteration 93Q (7079.277272 sec): 3 clusters Score: Raw -6438175.535317 + Penalty 3521.151450 = -6434654.383867 nChanged 1 SP:Iteration 94Q (7079.350770 sec): 3 clusters Score: Raw -6438175.664038 + Penalty 3521.151450 = -6434654.512588 nChanged 0 SP:Iteration 95F (7079.448320 sec): 3 clusters Score: Raw -6438175.664038 + Penalty 3521.151450 = -6434654.512588 nChanged 0 Score: Raw -84159634.400352 + Penalty 96104.254719 = -84063530.145633 Splitting cluster 19 changes total score from -84063580.977964 to -84063530.145633 So it's not getting split. Trying to split cluster 20 (37536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7096.880463 sec): 2 clusters Score: Raw -4695074.168186 + Penalty 1711.621560 = -4693362.546627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7096.953682 sec): 3 clusters Score: Raw -4671631.682056 + Penalty 3423.243119 = -4668208.438937 nChanged 17399 SP:Iteration 1F (7097.020991 sec): 3 clusters Score: Raw -4681603.976836 + Penalty 3423.243119 = -4678180.733716 nChanged 1756 SP:Iteration 2Q (7097.092451 sec): 3 clusters Score: Raw -4682250.817986 + Penalty 3423.243119 = -4678827.574867 nChanged 1854 SP:Iteration 3Q (7097.162961 sec): 3 clusters Score: Raw -4683003.533647 + Penalty 3423.243119 = -4679580.290528 nChanged 1894 SP:Iteration 4F (7097.228018 sec): 3 clusters Score: Raw -4683882.399560 + Penalty 3423.243119 = -4680459.156440 nChanged 1981 SP:Iteration 5F (7097.296729 sec): 3 clusters Score: Raw -4684965.645365 + Penalty 3423.243119 = -4681542.402245 nChanged 2046 SP:Iteration 6F (7097.365120 sec): 3 clusters Score: Raw -4686372.850249 + Penalty 3423.243119 = -4682949.607130 nChanged 2246 SP:Iteration 7F (7097.440740 sec): 3 clusters Score: Raw -4688094.321507 + Penalty 3423.243119 = -4684671.078388 nChanged 2245 SP:Iteration 8F (7097.508029 sec): 3 clusters Score: Raw -4689829.127093 + Penalty 3423.243119 = -4686405.883974 nChanged 2046 SP:Iteration 9F (7097.585233 sec): 3 clusters Score: Raw -4691208.619806 + Penalty 3423.243119 = -4687785.376687 nChanged 1674 SP:Iteration 10Q (7097.658936 sec): 3 clusters Score: Raw -4692102.749422 + Penalty 3423.243119 = -4688679.506303 nChanged 1202 SP:Iteration 11Q (7097.733426 sec): 3 clusters Score: Raw -4692609.174022 + Penalty 3423.243119 = -4689185.930903 nChanged 842 SP:Iteration 12Q (7097.798891 sec): 3 clusters Score: Raw -4692906.026115 + Penalty 3423.243119 = -4689482.782996 nChanged 626 SP:Iteration 13Q (7097.863366 sec): 3 clusters Score: Raw -4693096.767715 + Penalty 3423.243119 = -4689673.524596 nChanged 520 SP:Iteration 14Q (7097.930284 sec): 3 clusters Score: Raw -4693255.464633 + Penalty 3423.243119 = -4689832.221514 nChanged 482 SP:Iteration 15Q (7097.994012 sec): 3 clusters Score: Raw -4693398.628088 + Penalty 3423.243119 = -4689975.384969 nChanged 449 SP:Iteration 16Q (7098.061481 sec): 3 clusters Score: Raw -4693541.695177 + Penalty 3423.243119 = -4690118.452057 nChanged 471 SP:Iteration 17Q (7098.125715 sec): 3 clusters Score: Raw -4693685.555306 + Penalty 3423.243119 = -4690262.312187 nChanged 443 SP:Iteration 18Q (7098.197701 sec): 3 clusters Score: Raw -4693799.489301 + Penalty 3423.243119 = -4690376.246182 nChanged 422 SP:Iteration 19Q (7098.277977 sec): 3 clusters Score: Raw -4693898.227482 + Penalty 3423.243119 = -4690474.984363 nChanged 392 SP:Iteration 20F (7098.343976 sec): 3 clusters Score: Raw -4694000.255710 + Penalty 3423.243119 = -4690577.012591 nChanged 416 SP:Iteration 21Q (7098.408959 sec): 3 clusters Score: Raw -4694111.837105 + Penalty 3423.243119 = -4690688.593986 nChanged 416 SP:Iteration 22Q (7098.483023 sec): 3 clusters Score: Raw -4694214.969001 + Penalty 3423.243119 = -4690791.725882 nChanged 392 SP:Iteration 23Q (7098.545530 sec): 3 clusters Score: Raw -4694298.521470 + Penalty 3423.243119 = -4690875.278351 nChanged 357 SP:Iteration 24Q (7098.608406 sec): 3 clusters Score: Raw -4694375.724104 + Penalty 3423.243119 = -4690952.480984 nChanged 350 SP:Iteration 25Q (7098.671370 sec): 3 clusters Score: Raw -4694451.328239 + Penalty 3423.243119 = -4691028.085120 nChanged 336 SP:Iteration 26Q (7098.733433 sec): 3 clusters Score: Raw -4694518.484472 + Penalty 3423.243119 = -4691095.241353 nChanged 320 SP:Iteration 27Q (7098.795694 sec): 3 clusters Score: Raw -4694582.611825 + Penalty 3423.243119 = -4691159.368706 nChanged 299 SP:Iteration 28Q (7098.857399 sec): 3 clusters Score: Raw -4694640.004851 + Penalty 3423.243119 = -4691216.761732 nChanged 280 SP:Iteration 29Q (7098.919177 sec): 3 clusters Score: Raw -4694689.606797 + Penalty 3423.243119 = -4691266.363678 nChanged 245 SP:Iteration 30Q (7098.992695 sec): 3 clusters Score: Raw -4694731.076102 + Penalty 3423.243119 = -4691307.832983 nChanged 241 SP:Iteration 31Q (7099.082261 sec): 3 clusters Score: Raw -4694775.775785 + Penalty 3423.243119 = -4691352.532665 nChanged 215 SP:Iteration 32Q (7099.148453 sec): 3 clusters Score: Raw -4694813.065596 + Penalty 3423.243119 = -4691389.822477 nChanged 203 SP:Iteration 33Q (7099.220343 sec): 3 clusters Score: Raw -4694850.134188 + Penalty 3423.243119 = -4691426.891069 nChanged 202 SP:Iteration 34Q (7099.287621 sec): 3 clusters Score: Raw -4694889.719763 + Penalty 3423.243119 = -4691466.476643 nChanged 226 SP:Iteration 35Q (7099.359948 sec): 3 clusters Score: Raw -4694938.051040 + Penalty 3423.243119 = -4691514.807921 nChanged 238 SP:Iteration 36Q (7099.443876 sec): 3 clusters Score: Raw -4694993.005000 + Penalty 3423.243119 = -4691569.761881 nChanged 256 SP:Iteration 37Q (7099.523698 sec): 3 clusters Score: Raw -4695051.086120 + Penalty 3423.243119 = -4691627.843001 nChanged 227 SP:Iteration 38Q (7099.588734 sec): 3 clusters Score: Raw -4695099.220095 + Penalty 3423.243119 = -4691675.976976 nChanged 202 SP:Iteration 39Q (7099.650960 sec): 3 clusters Score: Raw -4695134.866163 + Penalty 3423.243119 = -4691711.623044 nChanged 185 SP:Iteration 40F (7099.734356 sec): 3 clusters Score: Raw -4695171.843922 + Penalty 3423.243119 = -4691748.600803 nChanged 165 SP:Iteration 41Q (7099.809079 sec): 3 clusters Score: Raw -4695199.507795 + Penalty 3423.243119 = -4691776.264676 nChanged 149 SP:Iteration 42Q (7099.877712 sec): 3 clusters Score: Raw -4695221.075583 + Penalty 3423.243119 = -4691797.832464 nChanged 130 SP:Iteration 43Q (7099.974804 sec): 3 clusters Score: Raw -4695238.304171 + Penalty 3423.243119 = -4691815.061052 nChanged 132 SP:Iteration 44Q (7100.046105 sec): 3 clusters Score: Raw -4695255.125371 + Penalty 3423.243119 = -4691831.882252 nChanged 103 SP:Iteration 45Q (7100.110210 sec): 3 clusters Score: Raw -4695265.561410 + Penalty 3423.243119 = -4691842.318291 nChanged 101 SP:Iteration 46Q (7100.172886 sec): 3 clusters Score: Raw -4695273.929961 + Penalty 3423.243119 = -4691850.686841 nChanged 88 SP:Iteration 47Q (7100.236804 sec): 3 clusters Score: Raw -4695280.979196 + Penalty 3423.243119 = -4691857.736077 nChanged 102 SP:Iteration 48Q (7100.307140 sec): 3 clusters Score: Raw -4695289.889869 + Penalty 3423.243119 = -4691866.646749 nChanged 98 SP:Iteration 49Q (7100.400844 sec): 3 clusters Score: Raw -4695298.094238 + Penalty 3423.243119 = -4691874.851119 nChanged 86 SP:Iteration 50Q (7100.463974 sec): 3 clusters Score: Raw -4695305.083883 + Penalty 3423.243119 = -4691881.840764 nChanged 82 SP:Iteration 51Q (7100.528293 sec): 3 clusters Score: Raw -4695311.409574 + Penalty 3423.243119 = -4691888.166454 nChanged 75 SP:Iteration 52Q (7100.595355 sec): 3 clusters Score: Raw -4695317.398387 + Penalty 3423.243119 = -4691894.155268 nChanged 84 SP:Iteration 53Q (7100.674736 sec): 3 clusters Score: Raw -4695323.816658 + Penalty 3423.243119 = -4691900.573538 nChanged 81 SP:Iteration 54Q (7100.749523 sec): 3 clusters Score: Raw -4695331.486666 + Penalty 3423.243119 = -4691908.243547 nChanged 102 SP:Iteration 55Q (7100.811563 sec): 3 clusters Score: Raw -4695341.449735 + Penalty 3423.243119 = -4691918.206616 nChanged 104 SP:Iteration 56Q (7100.883611 sec): 3 clusters Score: Raw -4695350.447202 + Penalty 3423.243119 = -4691927.204082 nChanged 87 SP:Iteration 57Q (7100.946020 sec): 3 clusters Score: Raw -4695357.182024 + Penalty 3423.243119 = -4691933.938905 nChanged 77 SP:Iteration 58Q (7101.016326 sec): 3 clusters Score: Raw -4695363.120959 + Penalty 3423.243119 = -4691939.877840 nChanged 79 SP:Iteration 59Q (7101.077779 sec): 3 clusters Score: Raw -4695370.123287 + Penalty 3423.243119 = -4691946.880168 nChanged 100 SP:Iteration 60F (7101.151295 sec): 3 clusters Score: Raw -4695378.824107 + Penalty 3423.243119 = -4691955.580987 nChanged 110 SP:Iteration 61Q (7101.214901 sec): 3 clusters Score: Raw -4695389.228071 + Penalty 3423.243119 = -4691965.984952 nChanged 115 SP:Iteration 62Q (7101.278100 sec): 3 clusters Score: Raw -4695400.068439 + Penalty 3423.243119 = -4691976.825320 nChanged 118 SP:Iteration 63Q (7101.341544 sec): 3 clusters Score: Raw -4695412.074498 + Penalty 3423.243119 = -4691988.831379 nChanged 116 SP:Iteration 64Q (7101.414793 sec): 3 clusters Score: Raw -4695422.846554 + Penalty 3423.243119 = -4691999.603435 nChanged 110 SP:Iteration 65Q (7101.477172 sec): 3 clusters Score: Raw -4695431.924461 + Penalty 3423.243119 = -4692008.681342 nChanged 88 SP:Iteration 66Q (7101.541025 sec): 3 clusters Score: Raw -4695439.238225 + Penalty 3423.243119 = -4692015.995105 nChanged 91 SP:Iteration 67Q (7101.604482 sec): 3 clusters Score: Raw -4695446.401797 + Penalty 3423.243119 = -4692023.158678 nChanged 80 SP:Iteration 68Q (7101.667831 sec): 3 clusters Score: Raw -4695453.093702 + Penalty 3423.243119 = -4692029.850583 nChanged 73 SP:Iteration 69Q (7101.735335 sec): 3 clusters Score: Raw -4695458.091032 + Penalty 3423.243119 = -4692034.847913 nChanged 71 SP:Iteration 70Q (7101.799079 sec): 3 clusters Score: Raw -4695462.710874 + Penalty 3423.243119 = -4692039.467755 nChanged 71 SP:Iteration 71Q (7101.877174 sec): 3 clusters Score: Raw -4695467.228674 + Penalty 3423.243119 = -4692043.985555 nChanged 57 SP:Iteration 72Q (7101.950209 sec): 3 clusters Score: Raw -4695471.102893 + Penalty 3423.243119 = -4692047.859774 nChanged 58 SP:Iteration 73Q (7102.014057 sec): 3 clusters Score: Raw -4695475.041276 + Penalty 3423.243119 = -4692051.798157 nChanged 45 SP:Iteration 74Q (7102.083378 sec): 3 clusters Score: Raw -4695478.011504 + Penalty 3423.243119 = -4692054.768384 nChanged 52 SP:Iteration 75Q (7102.146972 sec): 3 clusters Score: Raw -4695481.310670 + Penalty 3423.243119 = -4692058.067551 nChanged 65 SP:Iteration 76Q (7102.210553 sec): 3 clusters Score: Raw -4695487.150208 + Penalty 3423.243119 = -4692063.907089 nChanged 63 SP:Iteration 77Q (7102.272993 sec): 3 clusters Score: Raw -4695491.860528 + Penalty 3423.243119 = -4692068.617409 nChanged 60 SP:Iteration 78Q (7102.336622 sec): 3 clusters Score: Raw -4695495.566149 + Penalty 3423.243119 = -4692072.323030 nChanged 49 SP:Iteration 79Q (7102.399808 sec): 3 clusters Score: Raw -4695498.838902 + Penalty 3423.243119 = -4692075.595783 nChanged 57 SP:Iteration 80F (7102.477154 sec): 3 clusters Score: Raw -4695502.449793 + Penalty 3423.243119 = -4692079.206674 nChanged 60 SP:Iteration 81Q (7102.541989 sec): 3 clusters Score: Raw -4695506.200539 + Penalty 3423.243119 = -4692082.957420 nChanged 51 SP:Iteration 82Q (7102.606759 sec): 3 clusters Score: Raw -4695509.206905 + Penalty 3423.243119 = -4692085.963785 nChanged 44 SP:Iteration 83Q (7102.671303 sec): 3 clusters Score: Raw -4695512.199280 + Penalty 3423.243119 = -4692088.956161 nChanged 59 SP:Iteration 84Q (7102.758074 sec): 3 clusters Score: Raw -4695516.571675 + Penalty 3423.243119 = -4692093.328556 nChanged 54 SP:Iteration 85Q (7102.832957 sec): 3 clusters Score: Raw -4695520.830537 + Penalty 3423.243119 = -4692097.587418 nChanged 67 SP:Iteration 86Q (7102.909171 sec): 3 clusters Score: Raw -4695525.763648 + Penalty 3423.243119 = -4692102.520529 nChanged 74 SP:Iteration 87Q (7102.975559 sec): 3 clusters Score: Raw -4695530.743992 + Penalty 3423.243119 = -4692107.500873 nChanged 68 SP:Iteration 88Q (7103.045191 sec): 3 clusters Score: Raw -4695534.969381 + Penalty 3423.243119 = -4692111.726262 nChanged 56 SP:Iteration 89Q (7103.109606 sec): 3 clusters Score: Raw -4695538.034896 + Penalty 3423.243119 = -4692114.791777 nChanged 54 SP:Iteration 90Q (7103.178985 sec): 3 clusters Score: Raw -4695540.806749 + Penalty 3423.243119 = -4692117.563630 nChanged 50 SP:Iteration 91Q (7103.243039 sec): 3 clusters Score: Raw -4695543.554047 + Penalty 3423.243119 = -4692120.310928 nChanged 46 SP:Iteration 92Q (7103.306779 sec): 3 clusters Score: Raw -4695546.495514 + Penalty 3423.243119 = -4692123.252394 nChanged 55 SP:Iteration 93Q (7103.370585 sec): 3 clusters Score: Raw -4695549.397672 + Penalty 3423.243119 = -4692126.154553 nChanged 41 SP:Iteration 94Q (7103.445596 sec): 3 clusters Score: Raw -4695551.441651 + Penalty 3423.243119 = -4692128.198532 nChanged 45 SP:Iteration 95Q (7103.531528 sec): 3 clusters Score: Raw -4695553.903776 + Penalty 3423.243119 = -4692130.660657 nChanged 36 SP:Iteration 96Q (7103.607562 sec): 3 clusters Score: Raw -4695555.614238 + Penalty 3423.243119 = -4692132.371119 nChanged 31 SP:Iteration 97Q (7103.690081 sec): 3 clusters Score: Raw -4695557.120210 + Penalty 3423.243119 = -4692133.877090 nChanged 30 SP:Iteration 98Q (7103.756059 sec): 3 clusters Score: Raw -4695558.436140 + Penalty 3423.243119 = -4692135.193020 nChanged 30 SP:Iteration 99Q (7103.835536 sec): 3 clusters Score: Raw -4695559.797170 + Penalty 3423.243119 = -4692136.554051 nChanged 26 SP:Iteration 100F (7103.900460 sec): 3 clusters Score: Raw -4695561.042638 + Penalty 3423.243119 = -4692137.799519 nChanged 36 SP:Iteration 101Q (7103.966681 sec): 3 clusters Score: Raw -4695563.007539 + Penalty 3423.243119 = -4692139.764420 nChanged 38 SP:Iteration 102Q (7104.039231 sec): 3 clusters Score: Raw -4695564.908381 + Penalty 3423.243119 = -4692141.665262 nChanged 40 SP:Iteration 103Q (7104.104054 sec): 3 clusters Score: Raw -4695566.568035 + Penalty 3423.243119 = -4692143.324916 nChanged 34 SP:Iteration 104Q (7104.168915 sec): 3 clusters Score: Raw -4695568.059503 + Penalty 3423.243119 = -4692144.816383 nChanged 41 SP:Iteration 105Q (7104.238538 sec): 3 clusters Score: Raw -4695569.923415 + Penalty 3423.243119 = -4692146.680296 nChanged 39 SP:Iteration 106Q (7104.303012 sec): 3 clusters Score: Raw -4695572.253490 + Penalty 3423.243119 = -4692149.010371 nChanged 40 SP:Iteration 107Q (7104.378168 sec): 3 clusters Score: Raw -4695574.593056 + Penalty 3423.243119 = -4692151.349937 nChanged 36 SP:Iteration 108Q (7104.443756 sec): 3 clusters Score: Raw -4695576.963479 + Penalty 3423.243119 = -4692153.720360 nChanged 35 SP:Iteration 109Q (7104.507943 sec): 3 clusters Score: Raw -4695578.829103 + Penalty 3423.243119 = -4692155.585984 nChanged 34 SP:Iteration 110Q (7104.581196 sec): 3 clusters Score: Raw -4695580.645709 + Penalty 3423.243119 = -4692157.402590 nChanged 39 SP:Iteration 111Q (7104.655150 sec): 3 clusters Score: Raw -4695582.756650 + Penalty 3423.243119 = -4692159.513531 nChanged 32 SP:Iteration 112Q (7104.719354 sec): 3 clusters Score: Raw -4695584.832942 + Penalty 3423.243119 = -4692161.589823 nChanged 37 SP:Iteration 113Q (7104.788421 sec): 3 clusters Score: Raw -4695586.880133 + Penalty 3423.243119 = -4692163.637014 nChanged 30 SP:Iteration 114Q (7104.859419 sec): 3 clusters Score: Raw -4695588.235791 + Penalty 3423.243119 = -4692164.992671 nChanged 32 SP:Iteration 115Q (7104.929787 sec): 3 clusters Score: Raw -4695589.669559 + Penalty 3423.243119 = -4692166.426440 nChanged 28 SP:Iteration 116Q (7104.994243 sec): 3 clusters Score: Raw -4695590.720051 + Penalty 3423.243119 = -4692167.476932 nChanged 21 SP:Iteration 117Q (7105.059225 sec): 3 clusters Score: Raw -4695591.495072 + Penalty 3423.243119 = -4692168.251953 nChanged 11 SP:Iteration 118Q (7105.133927 sec): 3 clusters Score: Raw -4695591.912309 + Penalty 3423.243119 = -4692168.669190 nChanged 10 SP:Iteration 119Q (7105.209242 sec): 3 clusters Score: Raw -4695592.220275 + Penalty 3423.243119 = -4692168.977156 nChanged 9 SP:Iteration 120F (7105.274597 sec): 3 clusters Score: Raw -4695592.436246 + Penalty 3423.243119 = -4692169.193127 nChanged 7 SP:Iteration 121Q (7105.340317 sec): 3 clusters Score: Raw -4695592.648529 + Penalty 3423.243119 = -4692169.405410 nChanged 11 SP:Iteration 122Q (7105.406748 sec): 3 clusters Score: Raw -4695593.020508 + Penalty 3423.243119 = -4692169.777388 nChanged 17 SP:Iteration 123Q (7105.471763 sec): 3 clusters Score: Raw -4695593.533444 + Penalty 3423.243119 = -4692170.290325 nChanged 10 SP:Iteration 124Q (7105.541168 sec): 3 clusters Score: Raw -4695593.828156 + Penalty 3423.243119 = -4692170.585037 nChanged 10 SP:Iteration 125Q (7105.605851 sec): 3 clusters Score: Raw -4695594.118340 + Penalty 3423.243119 = -4692170.875221 nChanged 11 SP:Iteration 126Q (7105.670915 sec): 3 clusters Score: Raw -4695594.484315 + Penalty 3423.243119 = -4692171.241196 nChanged 7 SP:Iteration 127Q (7105.735261 sec): 3 clusters Score: Raw -4695594.671505 + Penalty 3423.243119 = -4692171.428386 nChanged 6 SP:Iteration 128Q (7105.803098 sec): 3 clusters Score: Raw -4695594.873288 + Penalty 3423.243119 = -4692171.630169 nChanged 6 SP:Iteration 129Q (7105.879643 sec): 3 clusters Score: Raw -4695595.042519 + Penalty 3423.243119 = -4692171.799400 nChanged 8 SP:Iteration 130Q (7105.954324 sec): 3 clusters Score: Raw -4695595.322989 + Penalty 3423.243119 = -4692172.079870 nChanged 6 SP:Iteration 131Q (7106.019394 sec): 3 clusters Score: Raw -4695595.532583 + Penalty 3423.243119 = -4692172.289463 nChanged 9 SP:Iteration 132Q (7106.095294 sec): 3 clusters Score: Raw -4695595.818089 + Penalty 3423.243119 = -4692172.574969 nChanged 8 SP:Iteration 133Q (7106.181180 sec): 3 clusters Score: Raw -4695596.056425 + Penalty 3423.243119 = -4692172.813306 nChanged 7 SP:Iteration 134Q (7106.246468 sec): 3 clusters Score: Raw -4695596.329564 + Penalty 3423.243119 = -4692173.086445 nChanged 9 SP:Iteration 135Q (7106.311341 sec): 3 clusters Score: Raw -4695596.543452 + Penalty 3423.243119 = -4692173.300333 nChanged 5 SP:Iteration 136Q (7106.376235 sec): 3 clusters Score: Raw -4695596.679398 + Penalty 3423.243119 = -4692173.436279 nChanged 7 SP:Iteration 137Q (7106.441384 sec): 3 clusters Score: Raw -4695596.931253 + Penalty 3423.243119 = -4692173.688134 nChanged 8 SP:Iteration 138Q (7106.505871 sec): 3 clusters Score: Raw -4695597.230905 + Penalty 3423.243119 = -4692173.987786 nChanged 7 SP:Iteration 139Q (7106.570595 sec): 3 clusters Score: Raw -4695597.396418 + Penalty 3423.243119 = -4692174.153299 nChanged 6 SP:Iteration 140F (7106.636071 sec): 3 clusters Score: Raw -4695597.589742 + Penalty 3423.243119 = -4692174.346623 nChanged 5 SP:Iteration 141Q (7106.701923 sec): 3 clusters Score: Raw -4695597.743950 + Penalty 3423.243119 = -4692174.500831 nChanged 8 SP:Iteration 142Q (7106.767036 sec): 3 clusters Score: Raw -4695597.932557 + Penalty 3423.243119 = -4692174.689437 nChanged 6 SP:Iteration 143Q (7106.831689 sec): 3 clusters Score: Raw -4695598.061948 + Penalty 3423.243119 = -4692174.818829 nChanged 3 SP:Iteration 144Q (7106.896956 sec): 3 clusters Score: Raw -4695598.130428 + Penalty 3423.243119 = -4692174.887309 nChanged 5 SP:Iteration 145Q (7106.961529 sec): 3 clusters Score: Raw -4695598.280831 + Penalty 3423.243119 = -4692175.037711 nChanged 5 SP:Iteration 146Q (7107.026156 sec): 3 clusters Score: Raw -4695598.458546 + Penalty 3423.243119 = -4692175.215427 nChanged 4 SP:Iteration 147Q (7107.091029 sec): 3 clusters Score: Raw -4695598.591807 + Penalty 3423.243119 = -4692175.348687 nChanged 6 SP:Iteration 148Q (7107.156205 sec): 3 clusters Score: Raw -4695598.804318 + Penalty 3423.243119 = -4692175.561199 nChanged 6 SP:Iteration 149Q (7107.221755 sec): 3 clusters Score: Raw -4695598.983771 + Penalty 3423.243119 = -4692175.740651 nChanged 7 SP:Iteration 150Q (7107.287033 sec): 3 clusters Score: Raw -4695599.141310 + Penalty 3423.243119 = -4692175.898191 nChanged 6 SP:Iteration 151Q (7107.352527 sec): 3 clusters Score: Raw -4695599.391728 + Penalty 3423.243119 = -4692176.148608 nChanged 8 SP:Iteration 152Q (7107.423001 sec): 3 clusters Score: Raw -4695599.635803 + Penalty 3423.243119 = -4692176.392684 nChanged 7 SP:Iteration 153Q (7107.488065 sec): 3 clusters Score: Raw -4695599.847855 + Penalty 3423.243119 = -4692176.604736 nChanged 7 SP:Iteration 154Q (7107.563181 sec): 3 clusters Score: Raw -4695600.001326 + Penalty 3423.243119 = -4692176.758207 nChanged 3 SP:Iteration 155Q (7107.628417 sec): 3 clusters Score: Raw -4695600.103960 + Penalty 3423.243119 = -4692176.860840 nChanged 4 SP:Iteration 156Q (7107.693919 sec): 3 clusters Score: Raw -4695600.221708 + Penalty 3423.243119 = -4692176.978589 nChanged 6 SP:Iteration 157Q (7107.785162 sec): 3 clusters Score: Raw -4695600.399122 + Penalty 3423.243119 = -4692177.156003 nChanged 6 SP:Iteration 158Q (7107.850471 sec): 3 clusters Score: Raw -4695600.518489 + Penalty 3423.243119 = -4692177.275369 nChanged 2 SP:Iteration 159Q (7107.915555 sec): 3 clusters Score: Raw -4695600.542918 + Penalty 3423.243119 = -4692177.299799 nChanged 0 SP:Iteration 160F (7107.980671 sec): 3 clusters Score: Raw -4695600.542918 + Penalty 3423.243119 = -4692177.299799 nChanged 0 Trying to split cluster 21 (3210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7107.991412 sec): 2 clusters Score: Raw -381273.990235 + Penalty 1312.029260 = -379961.960975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7108.007910 sec): 3 clusters Score: Raw -379704.015961 + Penalty 2624.058520 = -377079.957440 nChanged 1243 SP:Iteration 1F (7108.021936 sec): 3 clusters Score: Raw -380512.024141 + Penalty 2624.058520 = -377887.965621 nChanged 304 SP:Iteration 2F (7108.043813 sec): 3 clusters Score: Raw -380754.248249 + Penalty 2624.058520 = -378130.189729 nChanged 202 SP:Iteration 3F (7108.059446 sec): 3 clusters Score: Raw -380897.125167 + Penalty 2624.058520 = -378273.066647 nChanged 172 SP:Iteration 4F (7108.085272 sec): 3 clusters Score: Raw -381048.273812 + Penalty 2624.058520 = -378424.215292 nChanged 154 SP:Iteration 5Q (7108.105388 sec): 3 clusters Score: Raw -381204.020388 + Penalty 2624.058520 = -378579.961868 nChanged 166 SP:Iteration 6F (7108.120979 sec): 3 clusters Score: Raw -381370.274701 + Penalty 2624.058520 = -378746.216180 nChanged 160 SP:Iteration 7Q (7108.141064 sec): 3 clusters Score: Raw -381523.853435 + Penalty 2624.058520 = -378899.794915 nChanged 150 SP:Iteration 8Q (7108.157552 sec): 3 clusters Score: Raw -381686.104589 + Penalty 2624.058520 = -379062.046069 nChanged 135 SP:Iteration 9Q (7108.181526 sec): 3 clusters Score: Raw -381842.919908 + Penalty 2624.058520 = -379218.861388 nChanged 121 SP:Iteration 10Q (7108.197109 sec): 3 clusters Score: Raw -381956.863536 + Penalty 2624.058520 = -379332.805016 nChanged 93 SP:Iteration 11Q (7108.212241 sec): 3 clusters Score: Raw -382034.543039 + Penalty 2624.058520 = -379410.484518 nChanged 71 SP:Iteration 12Q (7108.227326 sec): 3 clusters Score: Raw -382094.800304 + Penalty 2624.058520 = -379470.741784 nChanged 63 SP:Iteration 13Q (7108.242381 sec): 3 clusters Score: Raw -382161.179366 + Penalty 2624.058520 = -379537.120846 nChanged 55 SP:Iteration 14Q (7108.257483 sec): 3 clusters Score: Raw -382197.618043 + Penalty 2624.058520 = -379573.559522 nChanged 36 SP:Iteration 15Q (7108.272444 sec): 3 clusters Score: Raw -382214.325502 + Penalty 2624.058520 = -379590.266981 nChanged 15 SP:Iteration 16Q (7108.287488 sec): 3 clusters Score: Raw -382221.523335 + Penalty 2624.058520 = -379597.464815 nChanged 12 SP:Iteration 17Q (7108.302530 sec): 3 clusters Score: Raw -382225.477938 + Penalty 2624.058520 = -379601.419417 nChanged 7 SP:Iteration 18Q (7108.317557 sec): 3 clusters Score: Raw -382228.039876 + Penalty 2624.058520 = -379603.981356 nChanged 3 SP:Iteration 19Q (7108.332466 sec): 3 clusters Score: Raw -382229.037133 + Penalty 2624.058520 = -379604.978612 nChanged 1 SP:Iteration 20F (7108.347891 sec): 3 clusters Score: Raw -382229.630514 + Penalty 2624.058520 = -379605.571993 nChanged 1 SP:Iteration 21Q (7108.362958 sec): 3 clusters Score: Raw -382229.972698 + Penalty 2624.058520 = -379605.914178 nChanged 3 SP:Iteration 22Q (7108.384427 sec): 3 clusters Score: Raw -382230.465674 + Penalty 2624.058520 = -379606.407154 nChanged 1 SP:Iteration 23Q (7108.409721 sec): 3 clusters Score: Raw -382230.642713 + Penalty 2624.058520 = -379606.584193 nChanged 1 SP:Iteration 24Q (7108.429467 sec): 3 clusters Score: Raw -382230.781461 + Penalty 2624.058520 = -379606.722941 nChanged 1 SP:Iteration 25Q (7108.455116 sec): 3 clusters Score: Raw -382231.464189 + Penalty 2624.058520 = -379607.405669 nChanged 2 SP:Iteration 26Q (7108.482849 sec): 3 clusters Score: Raw -382232.177787 + Penalty 2624.058520 = -379608.119267 nChanged 2 SP:Iteration 27Q (7108.497922 sec): 3 clusters Score: Raw -382232.862011 + Penalty 2624.058520 = -379608.803491 nChanged 3 SP:Iteration 28Q (7108.511890 sec): 3 clusters Score: Raw -382234.381681 + Penalty 2624.058520 = -379610.323161 nChanged 6 SP:Iteration 29Q (7108.526784 sec): 3 clusters Score: Raw -382237.530137 + Penalty 2624.058520 = -379613.471616 nChanged 5 SP:Iteration 30Q (7108.541557 sec): 3 clusters Score: Raw -382239.811902 + Penalty 2624.058520 = -379615.753382 nChanged 6 SP:Iteration 31Q (7108.561989 sec): 3 clusters Score: Raw -382241.827765 + Penalty 2624.058520 = -379617.769244 nChanged 5 SP:Iteration 32Q (7108.577032 sec): 3 clusters Score: Raw -382243.846670 + Penalty 2624.058520 = -379619.788150 nChanged 6 SP:Iteration 33Q (7108.600472 sec): 3 clusters Score: Raw -382247.293671 + Penalty 2624.058520 = -379623.235151 nChanged 10 SP:Iteration 34Q (7108.615504 sec): 3 clusters Score: Raw -382253.167118 + Penalty 2624.058520 = -379629.108598 nChanged 12 SP:Iteration 35Q (7108.630417 sec): 3 clusters Score: Raw -382258.324087 + Penalty 2624.058520 = -379634.265566 nChanged 11 SP:Iteration 36Q (7108.645489 sec): 3 clusters Score: Raw -382264.847963 + Penalty 2624.058520 = -379640.789443 nChanged 16 SP:Iteration 37Q (7108.672882 sec): 3 clusters Score: Raw -382275.767593 + Penalty 2624.058520 = -379651.709073 nChanged 18 SP:Iteration 38Q (7108.694418 sec): 3 clusters Score: Raw -382284.213506 + Penalty 2624.058520 = -379660.154985 nChanged 17 SP:Iteration 39Q (7108.712363 sec): 3 clusters Score: Raw -382290.820730 + Penalty 2624.058520 = -379666.762209 nChanged 8 SP:Iteration 40F (7108.728011 sec): 3 clusters Score: Raw -382294.231207 + Penalty 2624.058520 = -379670.172686 nChanged 7 SP:Iteration 41Q (7108.743045 sec): 3 clusters Score: Raw -382297.497783 + Penalty 2624.058520 = -379673.439263 nChanged 8 SP:Iteration 42Q (7108.757181 sec): 3 clusters Score: Raw -382300.767464 + Penalty 2624.058520 = -379676.708944 nChanged 5 SP:Iteration 43Q (7108.771074 sec): 3 clusters Score: Raw -382303.660950 + Penalty 2624.058520 = -379679.602430 nChanged 4 SP:Iteration 44Q (7108.787797 sec): 3 clusters Score: Raw -382305.342765 + Penalty 2624.058520 = -379681.284245 nChanged 3 SP:Iteration 45Q (7108.801989 sec): 3 clusters Score: Raw -382306.244117 + Penalty 2624.058520 = -379682.185597 nChanged 2 SP:Iteration 46Q (7108.816161 sec): 3 clusters Score: Raw -382307.504291 + Penalty 2624.058520 = -379683.445771 nChanged 3 SP:Iteration 47Q (7108.831210 sec): 3 clusters Score: Raw -382308.588729 + Penalty 2624.058520 = -379684.530208 nChanged 2 SP:Iteration 48Q (7108.846135 sec): 3 clusters Score: Raw -382309.735239 + Penalty 2624.058520 = -379685.676719 nChanged 1 SP:Iteration 49Q (7108.861043 sec): 3 clusters Score: Raw -382309.970006 + Penalty 2624.058520 = -379685.911486 nChanged 0 SP:Iteration 50F (7108.876596 sec): 3 clusters Score: Raw -382309.970006 + Penalty 2624.058520 = -379685.911486 nChanged 0 Trying to split cluster 22 (7841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7108.898837 sec): 2 clusters Score: Raw -990366.125939 + Penalty 1457.157269 = -988908.968670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7108.923823 sec): 3 clusters Score: Raw -986028.443963 + Penalty 2914.314538 = -983114.129425 nChanged 3324 SP:Iteration 1F (7108.959195 sec): 3 clusters Score: Raw -987843.373930 + Penalty 2914.314538 = -984929.059391 nChanged 580 SP:Iteration 2F (7108.983353 sec): 3 clusters Score: Raw -988206.910090 + Penalty 2914.314538 = -985292.595552 nChanged 528 SP:Iteration 3F (7109.007647 sec): 3 clusters Score: Raw -988536.290704 + Penalty 2914.314538 = -985621.976165 nChanged 461 SP:Iteration 4F (7109.031598 sec): 3 clusters Score: Raw -988857.432434 + Penalty 2914.314538 = -985943.117896 nChanged 442 SP:Iteration 5F (7109.067924 sec): 3 clusters Score: Raw -989213.226614 + Penalty 2914.314538 = -986298.912075 nChanged 467 SP:Iteration 6F (7109.102859 sec): 3 clusters Score: Raw -989579.514783 + Penalty 2914.314538 = -986665.200245 nChanged 441 SP:Iteration 7F (7109.127209 sec): 3 clusters Score: Raw -989917.168933 + Penalty 2914.314538 = -987002.854395 nChanged 388 SP:Iteration 8Q (7109.159145 sec): 3 clusters Score: Raw -990205.866527 + Penalty 2914.314538 = -987291.551989 nChanged 334 SP:Iteration 9Q (7109.190307 sec): 3 clusters Score: Raw -990439.766914 + Penalty 2914.314538 = -987525.452376 nChanged 262 SP:Iteration 10Q (7109.240841 sec): 3 clusters Score: Raw -990602.791579 + Penalty 2914.314538 = -987688.477041 nChanged 221 SP:Iteration 11Q (7109.265228 sec): 3 clusters Score: Raw -990728.410384 + Penalty 2914.314538 = -987814.095846 nChanged 163 SP:Iteration 12Q (7109.289329 sec): 3 clusters Score: Raw -990800.390503 + Penalty 2914.314538 = -987886.075965 nChanged 109 SP:Iteration 13Q (7109.313438 sec): 3 clusters Score: Raw -990842.456615 + Penalty 2914.314538 = -987928.142077 nChanged 81 SP:Iteration 14Q (7109.373687 sec): 3 clusters Score: Raw -990875.383481 + Penalty 2914.314538 = -987961.068943 nChanged 68 SP:Iteration 15Q (7109.417332 sec): 3 clusters Score: Raw -990907.864115 + Penalty 2914.314538 = -987993.549577 nChanged 58 SP:Iteration 16Q (7109.442121 sec): 3 clusters Score: Raw -990932.732546 + Penalty 2914.314538 = -988018.418008 nChanged 53 SP:Iteration 17Q (7109.488022 sec): 3 clusters Score: Raw -990954.916676 + Penalty 2914.314538 = -988040.602137 nChanged 38 SP:Iteration 18Q (7109.518322 sec): 3 clusters Score: Raw -990966.915779 + Penalty 2914.314538 = -988052.601241 nChanged 29 SP:Iteration 19Q (7109.542017 sec): 3 clusters Score: Raw -990974.680327 + Penalty 2914.314538 = -988060.365789 nChanged 18 SP:Iteration 20F (7109.566319 sec): 3 clusters Score: Raw -990980.272155 + Penalty 2914.314538 = -988065.957616 nChanged 18 SP:Iteration 21Q (7109.590273 sec): 3 clusters Score: Raw -990985.764651 + Penalty 2914.314538 = -988071.450113 nChanged 15 SP:Iteration 22Q (7109.614079 sec): 3 clusters Score: Raw -990989.203389 + Penalty 2914.314538 = -988074.888851 nChanged 11 SP:Iteration 23Q (7109.667829 sec): 3 clusters Score: Raw -990992.505197 + Penalty 2914.314538 = -988078.190658 nChanged 13 SP:Iteration 24Q (7109.719749 sec): 3 clusters Score: Raw -990996.604495 + Penalty 2914.314538 = -988082.289956 nChanged 13 SP:Iteration 25Q (7109.743476 sec): 3 clusters Score: Raw -991001.453268 + Penalty 2914.314538 = -988087.138730 nChanged 19 SP:Iteration 26Q (7109.768193 sec): 3 clusters Score: Raw -991007.324942 + Penalty 2914.314538 = -988093.010403 nChanged 15 SP:Iteration 27Q (7109.792051 sec): 3 clusters Score: Raw -991012.185690 + Penalty 2914.314538 = -988097.871152 nChanged 20 SP:Iteration 28Q (7109.815855 sec): 3 clusters Score: Raw -991019.790059 + Penalty 2914.314538 = -988105.475520 nChanged 21 SP:Iteration 29Q (7109.839418 sec): 3 clusters Score: Raw -991024.890925 + Penalty 2914.314538 = -988110.576386 nChanged 16 SP:Iteration 30Q (7109.862896 sec): 3 clusters Score: Raw -991028.618748 + Penalty 2914.314538 = -988114.304210 nChanged 14 SP:Iteration 31Q (7109.886495 sec): 3 clusters Score: Raw -991031.265506 + Penalty 2914.314538 = -988116.950968 nChanged 14 SP:Iteration 32Q (7109.909858 sec): 3 clusters Score: Raw -991034.149607 + Penalty 2914.314538 = -988119.835069 nChanged 13 SP:Iteration 33Q (7109.933389 sec): 3 clusters Score: Raw -991037.361918 + Penalty 2914.314538 = -988123.047380 nChanged 14 SP:Iteration 34Q (7109.956856 sec): 3 clusters Score: Raw -991042.871224 + Penalty 2914.314538 = -988128.556685 nChanged 14 SP:Iteration 35Q (7109.980595 sec): 3 clusters Score: Raw -991051.172403 + Penalty 2914.314538 = -988136.857864 nChanged 19 SP:Iteration 36Q (7110.003891 sec): 3 clusters Score: Raw -991058.284261 + Penalty 2914.314538 = -988143.969723 nChanged 27 SP:Iteration 37Q (7110.027280 sec): 3 clusters Score: Raw -991069.184603 + Penalty 2914.314538 = -988154.870065 nChanged 30 SP:Iteration 38Q (7110.058679 sec): 3 clusters Score: Raw -991080.962182 + Penalty 2914.314538 = -988166.647644 nChanged 21 SP:Iteration 39Q (7110.084565 sec): 3 clusters Score: Raw -991089.983906 + Penalty 2914.314538 = -988175.669368 nChanged 25 SP:Iteration 40F (7110.111314 sec): 3 clusters Score: Raw -991101.291059 + Penalty 2914.314538 = -988186.976520 nChanged 33 SP:Iteration 41Q (7110.134700 sec): 3 clusters Score: Raw -991114.569732 + Penalty 2914.314538 = -988200.255194 nChanged 30 SP:Iteration 42Q (7110.157727 sec): 3 clusters Score: Raw -991127.675185 + Penalty 2914.314538 = -988213.360647 nChanged 28 SP:Iteration 43Q (7110.184002 sec): 3 clusters Score: Raw -991136.346053 + Penalty 2914.314538 = -988222.031515 nChanged 13 SP:Iteration 44Q (7110.207157 sec): 3 clusters Score: Raw -991139.435239 + Penalty 2914.314538 = -988225.120701 nChanged 11 SP:Iteration 45Q (7110.230236 sec): 3 clusters Score: Raw -991141.928923 + Penalty 2914.314538 = -988227.614384 nChanged 9 SP:Iteration 46Q (7110.258370 sec): 3 clusters Score: Raw -991144.824262 + Penalty 2914.314538 = -988230.509724 nChanged 11 SP:Iteration 47Q (7110.281310 sec): 3 clusters Score: Raw -991148.495674 + Penalty 2914.314538 = -988234.181136 nChanged 8 SP:Iteration 48Q (7110.304879 sec): 3 clusters Score: Raw -991150.303047 + Penalty 2914.314538 = -988235.988509 nChanged 8 SP:Iteration 49Q (7110.330659 sec): 3 clusters Score: Raw -991152.202036 + Penalty 2914.314538 = -988237.887497 nChanged 6 SP:Iteration 50Q (7110.357891 sec): 3 clusters Score: Raw -991153.826156 + Penalty 2914.314538 = -988239.511618 nChanged 7 SP:Iteration 51Q (7110.386022 sec): 3 clusters Score: Raw -991155.124757 + Penalty 2914.314538 = -988240.810218 nChanged 5 SP:Iteration 52Q (7110.414533 sec): 3 clusters Score: Raw -991155.987794 + Penalty 2914.314538 = -988241.673256 nChanged 3 SP:Iteration 53Q (7110.437348 sec): 3 clusters Score: Raw -991156.995822 + Penalty 2914.314538 = -988242.681284 nChanged 2 SP:Iteration 54Q (7110.465841 sec): 3 clusters Score: Raw -991157.423466 + Penalty 2914.314538 = -988243.108928 nChanged 1 SP:Iteration 55Q (7110.492791 sec): 3 clusters Score: Raw -991157.710487 + Penalty 2914.314538 = -988243.395949 nChanged 2 SP:Iteration 56Q (7110.515726 sec): 3 clusters Score: Raw -991158.348439 + Penalty 2914.314538 = -988244.033901 nChanged 2 SP:Iteration 57Q (7110.538495 sec): 3 clusters Score: Raw -991158.699652 + Penalty 2914.314538 = -988244.385114 nChanged 1 SP:Iteration 58Q (7110.561465 sec): 3 clusters Score: Raw -991158.942574 + Penalty 2914.314538 = -988244.628036 nChanged 2 SP:Iteration 59Q (7110.584377 sec): 3 clusters Score: Raw -991159.281368 + Penalty 2914.314538 = -988244.966829 nChanged 2 SP:Iteration 60F (7110.608786 sec): 3 clusters Score: Raw -991159.722490 + Penalty 2914.314538 = -988245.407952 nChanged 2 SP:Iteration 61Q (7110.631706 sec): 3 clusters Score: Raw -991160.059789 + Penalty 2914.314538 = -988245.745251 nChanged 0 SP:Iteration 62F (7110.656219 sec): 3 clusters Score: Raw -991160.059789 + Penalty 2914.314538 = -988245.745251 nChanged 0 Trying to split cluster 23 (6456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7110.676581 sec): 2 clusters Score: Raw -756063.377594 + Penalty 1425.574347 = -754637.803247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7110.700180 sec): 3 clusters Score: Raw -752604.459254 + Penalty 2851.148693 = -749753.310561 nChanged 2707 SP:Iteration 1F (7110.723101 sec): 3 clusters Score: Raw -754336.193029 + Penalty 2851.148693 = -751485.044336 nChanged 554 SP:Iteration 2F (7110.746270 sec): 3 clusters Score: Raw -754764.198740 + Penalty 2851.148693 = -751913.050046 nChanged 492 SP:Iteration 3F (7110.769502 sec): 3 clusters Score: Raw -755179.206028 + Penalty 2851.148693 = -752328.057335 nChanged 444 SP:Iteration 4F (7110.792817 sec): 3 clusters Score: Raw -755612.401766 + Penalty 2851.148693 = -752761.253073 nChanged 457 SP:Iteration 5F (7110.816100 sec): 3 clusters Score: Raw -756063.327588 + Penalty 2851.148693 = -753212.178895 nChanged 409 SP:Iteration 6F (7110.839088 sec): 3 clusters Score: Raw -756487.380439 + Penalty 2851.148693 = -753636.231745 nChanged 333 SP:Iteration 7F (7110.862122 sec): 3 clusters Score: Raw -756790.202227 + Penalty 2851.148693 = -753939.053533 nChanged 300 SP:Iteration 8Q (7110.884438 sec): 3 clusters Score: Raw -757023.083800 + Penalty 2851.148693 = -754171.935107 nChanged 225 SP:Iteration 9Q (7110.906807 sec): 3 clusters Score: Raw -757172.585204 + Penalty 2851.148693 = -754321.436511 nChanged 155 SP:Iteration 10Q (7110.929268 sec): 3 clusters Score: Raw -757257.770911 + Penalty 2851.148693 = -754406.622218 nChanged 105 SP:Iteration 11Q (7110.951761 sec): 3 clusters Score: Raw -757303.740954 + Penalty 2851.148693 = -754452.592260 nChanged 69 SP:Iteration 12Q (7110.973776 sec): 3 clusters Score: Raw -757329.125741 + Penalty 2851.148693 = -754477.977047 nChanged 49 SP:Iteration 13Q (7110.998873 sec): 3 clusters Score: Raw -757345.395345 + Penalty 2851.148693 = -754494.246652 nChanged 42 SP:Iteration 14Q (7111.021072 sec): 3 clusters Score: Raw -757357.007896 + Penalty 2851.148693 = -754505.859203 nChanged 32 SP:Iteration 15Q (7111.045547 sec): 3 clusters Score: Raw -757363.534215 + Penalty 2851.148693 = -754512.385522 nChanged 23 SP:Iteration 16Q (7111.067693 sec): 3 clusters Score: Raw -757367.659093 + Penalty 2851.148693 = -754516.510400 nChanged 17 SP:Iteration 17Q (7111.089704 sec): 3 clusters Score: Raw -757370.183866 + Penalty 2851.148693 = -754519.035173 nChanged 7 SP:Iteration 18Q (7111.111693 sec): 3 clusters Score: Raw -757371.215773 + Penalty 2851.148693 = -754520.067080 nChanged 5 SP:Iteration 19Q (7111.155932 sec): 3 clusters Score: Raw -757371.983620 + Penalty 2851.148693 = -754520.834926 nChanged 6 SP:Iteration 20F (7111.178908 sec): 3 clusters Score: Raw -757373.054803 + Penalty 2851.148693 = -754521.906110 nChanged 6 SP:Iteration 21Q (7111.201117 sec): 3 clusters Score: Raw -757373.795301 + Penalty 2851.148693 = -754522.646608 nChanged 6 SP:Iteration 22Q (7111.223221 sec): 3 clusters Score: Raw -757374.629001 + Penalty 2851.148693 = -754523.480308 nChanged 7 SP:Iteration 23Q (7111.245315 sec): 3 clusters Score: Raw -757375.185125 + Penalty 2851.148693 = -754524.036432 nChanged 4 SP:Iteration 24Q (7111.271866 sec): 3 clusters Score: Raw -757375.600914 + Penalty 2851.148693 = -754524.452220 nChanged 0 SP:Iteration 25F (7111.294988 sec): 3 clusters Score: Raw -757375.600914 + Penalty 2851.148693 = -754524.452220 nChanged 0 Trying to split cluster 24 (37238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7111.353255 sec): 2 clusters Score: Raw -4777604.777029 + Penalty 1710.326316 = -4775894.450713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7111.429090 sec): 3 clusters Score: Raw -4754287.181148 + Penalty 3420.652633 = -4750866.528515 nChanged 17370 SP:Iteration 1F (7111.495114 sec): 3 clusters Score: Raw -4764417.612743 + Penalty 3420.652633 = -4760996.960111 nChanged 1911 SP:Iteration 2F (7111.561369 sec): 3 clusters Score: Raw -4765182.734065 + Penalty 3420.652633 = -4761762.081432 nChanged 1945 SP:Iteration 3F (7111.627705 sec): 3 clusters Score: Raw -4765997.951884 + Penalty 3420.652633 = -4762577.299251 nChanged 1971 SP:Iteration 4F (7111.698887 sec): 3 clusters Score: Raw -4766935.340172 + Penalty 3420.652633 = -4763514.687539 nChanged 2158 SP:Iteration 5F (7111.764407 sec): 3 clusters Score: Raw -4768151.687193 + Penalty 3420.652633 = -4764731.034561 nChanged 2282 SP:Iteration 6F (7111.837218 sec): 3 clusters Score: Raw -4769604.892661 + Penalty 3420.652633 = -4766184.240028 nChanged 2175 SP:Iteration 7F (7111.906730 sec): 3 clusters Score: Raw -4771057.479097 + Penalty 3420.652633 = -4767636.826464 nChanged 1912 SP:Iteration 8F (7111.973416 sec): 3 clusters Score: Raw -4772376.687968 + Penalty 3420.652633 = -4768956.035335 nChanged 1574 SP:Iteration 9Q (7112.042310 sec): 3 clusters Score: Raw -4773404.979121 + Penalty 3420.652633 = -4769984.326489 nChanged 1268 SP:Iteration 10Q (7112.113142 sec): 3 clusters Score: Raw -4774171.935930 + Penalty 3420.652633 = -4770751.283298 nChanged 986 SP:Iteration 11Q (7112.177796 sec): 3 clusters Score: Raw -4774718.511300 + Penalty 3420.652633 = -4771297.858667 nChanged 813 SP:Iteration 12Q (7112.240672 sec): 3 clusters Score: Raw -4775117.678936 + Penalty 3420.652633 = -4771697.026304 nChanged 700 SP:Iteration 13Q (7112.303641 sec): 3 clusters Score: Raw -4775455.076977 + Penalty 3420.652633 = -4772034.424344 nChanged 671 SP:Iteration 14Q (7112.365001 sec): 3 clusters Score: Raw -4775779.720940 + Penalty 3420.652633 = -4772359.068307 nChanged 626 SP:Iteration 15Q (7112.437016 sec): 3 clusters Score: Raw -4776081.260763 + Penalty 3420.652633 = -4772660.608130 nChanged 575 SP:Iteration 16Q (7112.530691 sec): 3 clusters Score: Raw -4776352.044456 + Penalty 3420.652633 = -4772931.391823 nChanged 529 SP:Iteration 17Q (7112.593886 sec): 3 clusters Score: Raw -4776613.842987 + Penalty 3420.652633 = -4773193.190354 nChanged 473 SP:Iteration 18Q (7112.652864 sec): 3 clusters Score: Raw -4776854.101086 + Penalty 3420.652633 = -4773433.448453 nChanged 444 SP:Iteration 19Q (7112.711325 sec): 3 clusters Score: Raw -4777086.864588 + Penalty 3420.652633 = -4773666.211955 nChanged 399 SP:Iteration 20F (7112.777393 sec): 3 clusters Score: Raw -4777292.606032 + Penalty 3420.652633 = -4773871.953399 nChanged 341 SP:Iteration 21Q (7112.835794 sec): 3 clusters Score: Raw -4777457.949563 + Penalty 3420.652633 = -4774037.296930 nChanged 282 SP:Iteration 22Q (7112.893651 sec): 3 clusters Score: Raw -4777591.059861 + Penalty 3420.652633 = -4774170.407228 nChanged 217 SP:Iteration 23Q (7112.951395 sec): 3 clusters Score: Raw -4777695.587818 + Penalty 3420.652633 = -4774274.935185 nChanged 164 SP:Iteration 24Q (7113.008464 sec): 3 clusters Score: Raw -4777777.397800 + Penalty 3420.652633 = -4774356.745167 nChanged 156 SP:Iteration 25Q (7113.100342 sec): 3 clusters Score: Raw -4777849.590314 + Penalty 3420.652633 = -4774428.937682 nChanged 128 SP:Iteration 26Q (7113.156178 sec): 3 clusters Score: Raw -4777897.519847 + Penalty 3420.652633 = -4774476.867214 nChanged 83 SP:Iteration 27Q (7113.214946 sec): 3 clusters Score: Raw -4777928.853969 + Penalty 3420.652633 = -4774508.201337 nChanged 72 SP:Iteration 28Q (7113.287956 sec): 3 clusters Score: Raw -4777960.231973 + Penalty 3420.652633 = -4774539.579340 nChanged 64 SP:Iteration 29Q (7113.341605 sec): 3 clusters Score: Raw -4777986.833519 + Penalty 3420.652633 = -4774566.180886 nChanged 48 SP:Iteration 30Q (7113.401546 sec): 3 clusters Score: Raw -4778007.233214 + Penalty 3420.652633 = -4774586.580581 nChanged 45 SP:Iteration 31Q (7113.459508 sec): 3 clusters Score: Raw -4778021.498522 + Penalty 3420.652633 = -4774600.845889 nChanged 29 SP:Iteration 32Q (7113.540709 sec): 3 clusters Score: Raw -4778031.964679 + Penalty 3420.652633 = -4774611.312046 nChanged 24 SP:Iteration 33Q (7113.593678 sec): 3 clusters Score: Raw -4778039.945772 + Penalty 3420.652633 = -4774619.293139 nChanged 13 SP:Iteration 34Q (7113.649150 sec): 3 clusters Score: Raw -4778045.544243 + Penalty 3420.652633 = -4774624.891611 nChanged 20 SP:Iteration 35Q (7113.704259 sec): 3 clusters Score: Raw -4778053.387262 + Penalty 3420.652633 = -4774632.734629 nChanged 15 SP:Iteration 36Q (7113.779239 sec): 3 clusters Score: Raw -4778061.703038 + Penalty 3420.652633 = -4774641.050406 nChanged 14 SP:Iteration 37Q (7113.845043 sec): 3 clusters Score: Raw -4778067.293687 + Penalty 3420.652633 = -4774646.641054 nChanged 14 SP:Iteration 38Q (7113.902574 sec): 3 clusters Score: Raw -4778072.525152 + Penalty 3420.652633 = -4774651.872520 nChanged 7 SP:Iteration 39Q (7113.957609 sec): 3 clusters Score: Raw -4778074.925259 + Penalty 3420.652633 = -4774654.272626 nChanged 6 SP:Iteration 40F (7114.024066 sec): 3 clusters Score: Raw -4778079.173894 + Penalty 3420.652633 = -4774658.521261 nChanged 11 SP:Iteration 41Q (7114.082966 sec): 3 clusters Score: Raw -4778083.696858 + Penalty 3420.652633 = -4774663.044225 nChanged 8 SP:Iteration 42Q (7114.142708 sec): 3 clusters Score: Raw -4778087.005574 + Penalty 3420.652633 = -4774666.352941 nChanged 9 SP:Iteration 43Q (7114.198577 sec): 3 clusters Score: Raw -4778092.427483 + Penalty 3420.652633 = -4774671.774850 nChanged 12 SP:Iteration 44Q (7114.253359 sec): 3 clusters Score: Raw -4778095.238690 + Penalty 3420.652633 = -4774674.586058 nChanged 6 SP:Iteration 45Q (7114.308127 sec): 3 clusters Score: Raw -4778096.933674 + Penalty 3420.652633 = -4774676.281042 nChanged 3 SP:Iteration 46Q (7114.362980 sec): 3 clusters Score: Raw -4778098.355911 + Penalty 3420.652633 = -4774677.703278 nChanged 2 SP:Iteration 47Q (7114.417822 sec): 3 clusters Score: Raw -4778098.713326 + Penalty 3420.652633 = -4774678.060693 nChanged 2 SP:Iteration 48Q (7114.472456 sec): 3 clusters Score: Raw -4778099.748594 + Penalty 3420.652633 = -4774679.095961 nChanged 4 SP:Iteration 49Q (7114.531502 sec): 3 clusters Score: Raw -4778101.529964 + Penalty 3420.652633 = -4774680.877331 nChanged 3 SP:Iteration 50Q (7114.586356 sec): 3 clusters Score: Raw -4778102.506916 + Penalty 3420.652633 = -4774681.854283 nChanged 3 SP:Iteration 51Q (7114.641050 sec): 3 clusters Score: Raw -4778103.253033 + Penalty 3420.652633 = -4774682.600400 nChanged 0 SP:Iteration 52F (7114.712757 sec): 3 clusters Score: Raw -4778103.253033 + Penalty 3420.652633 = -4774682.600400 nChanged 0 Trying to split cluster 25 (47671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7114.774177 sec): 2 clusters Score: Raw -6058161.003617 + Penalty 1750.462760 = -6056410.540857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7114.867197 sec): 3 clusters Score: Raw -6028017.683293 + Penalty 3500.925521 = -6024516.757772 nChanged 22467 SP:Iteration 1F (7114.949689 sec): 3 clusters Score: Raw -6040872.688427 + Penalty 3500.925521 = -6037371.762907 nChanged 2347 SP:Iteration 2Q (7115.035862 sec): 3 clusters Score: Raw -6041786.511581 + Penalty 3500.925521 = -6038285.586061 nChanged 2682 SP:Iteration 3F (7115.115462 sec): 3 clusters Score: Raw -6043061.637772 + Penalty 3500.925521 = -6039560.712251 nChanged 2993 SP:Iteration 4F (7115.196383 sec): 3 clusters Score: Raw -6044784.239461 + Penalty 3500.925521 = -6041283.313941 nChanged 3372 SP:Iteration 5F (7115.284853 sec): 3 clusters Score: Raw -6047111.383450 + Penalty 3500.925521 = -6043610.457930 nChanged 3443 SP:Iteration 6F (7115.365832 sec): 3 clusters Score: Raw -6049793.736611 + Penalty 3500.925521 = -6046292.811090 nChanged 3136 SP:Iteration 7F (7115.447570 sec): 3 clusters Score: Raw -6052391.692458 + Penalty 3500.925521 = -6048890.766937 nChanged 2573 SP:Iteration 8F (7115.532439 sec): 3 clusters Score: Raw -6054552.112635 + Penalty 3500.925521 = -6051051.187114 nChanged 1872 SP:Iteration 9Q (7115.615802 sec): 3 clusters Score: Raw -6056083.356119 + Penalty 3500.925521 = -6052582.430598 nChanged 1226 SP:Iteration 10Q (7115.695257 sec): 3 clusters Score: Raw -6057086.436855 + Penalty 3500.925521 = -6053585.511335 nChanged 738 SP:Iteration 11Q (7115.769834 sec): 3 clusters Score: Raw -6057656.776484 + Penalty 3500.925521 = -6054155.850963 nChanged 398 SP:Iteration 12Q (7115.857673 sec): 3 clusters Score: Raw -6057931.179051 + Penalty 3500.925521 = -6054430.253530 nChanged 249 SP:Iteration 13Q (7115.928872 sec): 3 clusters Score: Raw -6058100.338635 + Penalty 3500.925521 = -6054599.413114 nChanged 150 SP:Iteration 14Q (7116.004893 sec): 3 clusters Score: Raw -6058196.774545 + Penalty 3500.925521 = -6054695.849024 nChanged 98 SP:Iteration 15Q (7116.080404 sec): 3 clusters Score: Raw -6058256.529395 + Penalty 3500.925521 = -6054755.603874 nChanged 89 SP:Iteration 16Q (7116.147711 sec): 3 clusters Score: Raw -6058309.790849 + Penalty 3500.925521 = -6054808.865328 nChanged 73 SP:Iteration 17Q (7116.228465 sec): 3 clusters Score: Raw -6058354.425950 + Penalty 3500.925521 = -6054853.500429 nChanged 49 SP:Iteration 18Q (7116.304793 sec): 3 clusters Score: Raw -6058385.627580 + Penalty 3500.925521 = -6054884.702059 nChanged 46 SP:Iteration 19Q (7116.372300 sec): 3 clusters Score: Raw -6058410.901824 + Penalty 3500.925521 = -6054909.976304 nChanged 30 SP:Iteration 20F (7116.461637 sec): 3 clusters Score: Raw -6058428.827852 + Penalty 3500.925521 = -6054927.902332 nChanged 17 SP:Iteration 21Q (7116.535521 sec): 3 clusters Score: Raw -6058437.938836 + Penalty 3500.925521 = -6054937.013316 nChanged 14 SP:Iteration 22Q (7116.608198 sec): 3 clusters Score: Raw -6058446.178553 + Penalty 3500.925521 = -6054945.253033 nChanged 12 SP:Iteration 23Q (7116.700717 sec): 3 clusters Score: Raw -6058451.947471 + Penalty 3500.925521 = -6054951.021951 nChanged 9 SP:Iteration 24Q (7116.795640 sec): 3 clusters Score: Raw -6058456.829914 + Penalty 3500.925521 = -6054955.904393 nChanged 5 SP:Iteration 25Q (7116.886084 sec): 3 clusters Score: Raw -6058458.505267 + Penalty 3500.925521 = -6054957.579747 nChanged 2 SP:Iteration 26Q (7116.959090 sec): 3 clusters Score: Raw -6058459.078626 + Penalty 3500.925521 = -6054958.153105 nChanged 1 SP:Iteration 27Q (7117.035268 sec): 3 clusters Score: Raw -6058459.592492 + Penalty 3500.925521 = -6054958.666971 nChanged 0 SP:Iteration 28F (7117.135887 sec): 3 clusters Score: Raw -6058459.592492 + Penalty 3500.925521 = -6054958.666971 nChanged 0 Trying to split cluster 26 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7117.141473 sec): 2 clusters Score: Raw -88886.171328 + Penalty 1094.177807 = -87791.993520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7117.146398 sec): 3 clusters Score: Raw -88707.445970 + Penalty 2188.355615 = -86519.090356 nChanged 249 SP:Iteration 1F (7117.150981 sec): 3 clusters Score: Raw -89050.272666 + Penalty 2188.355615 = -86861.917051 nChanged 73 SP:Iteration 2F (7117.155783 sec): 3 clusters Score: Raw -89180.490865 + Penalty 2188.355615 = -86992.135250 nChanged 46 SP:Iteration 3F (7117.160317 sec): 3 clusters Score: Raw -89282.981225 + Penalty 2188.355615 = -87094.625610 nChanged 42 SP:Iteration 4Q (7117.164827 sec): 3 clusters Score: Raw -89369.727401 + Penalty 2188.355615 = -87181.371787 nChanged 25 SP:Iteration 5Q (7117.169327 sec): 3 clusters Score: Raw -89415.679931 + Penalty 2188.355615 = -87227.324316 nChanged 15 SP:Iteration 6Q (7117.173778 sec): 3 clusters Score: Raw -89446.635931 + Penalty 2188.355615 = -87258.280316 nChanged 20 SP:Iteration 7Q (7117.187683 sec): 3 clusters Score: Raw -89481.347780 + Penalty 2188.355615 = -87292.992165 nChanged 22 SP:Iteration 8Q (7117.192120 sec): 3 clusters Score: Raw -89542.099012 + Penalty 2188.355615 = -87353.743397 nChanged 20 SP:Iteration 9Q (7117.196568 sec): 3 clusters Score: Raw -89606.121446 + Penalty 2188.355615 = -87417.765831 nChanged 17 SP:Iteration 10Q (7117.200993 sec): 3 clusters Score: Raw -89634.412157 + Penalty 2188.355615 = -87446.056542 nChanged 12 SP:Iteration 11Q (7117.205365 sec): 3 clusters Score: Raw -89645.693300 + Penalty 2188.355615 = -87457.337685 nChanged 10 SP:Iteration 12Q (7117.209772 sec): 3 clusters Score: Raw -89671.218814 + Penalty 2188.355615 = -87482.863199 nChanged 12 SP:Iteration 13Q (7117.214139 sec): 3 clusters Score: Raw -89692.234872 + Penalty 2188.355615 = -87503.879257 nChanged 12 SP:Iteration 14Q (7117.218530 sec): 3 clusters Score: Raw -89718.240067 + Penalty 2188.355615 = -87529.884453 nChanged 13 SP:Iteration 15Q (7117.222911 sec): 3 clusters Score: Raw -89737.927328 + Penalty 2188.355615 = -87549.571713 nChanged 8 SP:Iteration 16Q (7117.227276 sec): 3 clusters Score: Raw -89748.757349 + Penalty 2188.355615 = -87560.401734 nChanged 6 SP:Iteration 17Q (7117.231659 sec): 3 clusters Score: Raw -89761.339966 + Penalty 2188.355615 = -87572.984351 nChanged 4 SP:Iteration 18Q (7117.236032 sec): 3 clusters Score: Raw -89769.272273 + Penalty 2188.355615 = -87580.916658 nChanged 6 SP:Iteration 19Q (7117.240388 sec): 3 clusters Score: Raw -89776.905615 + Penalty 2188.355615 = -87588.550001 nChanged 3 SP:Iteration 20F (7117.244918 sec): 3 clusters Score: Raw -89793.986310 + Penalty 2188.355615 = -87605.630695 nChanged 5 SP:Iteration 21Q (7117.249303 sec): 3 clusters Score: Raw -89840.396942 + Penalty 2188.355615 = -87652.041328 nChanged 11 SP:Iteration 22Q (7117.253640 sec): 3 clusters Score: Raw -89860.625097 + Penalty 2188.355615 = -87672.269482 nChanged 10 SP:Iteration 23Q (7117.257991 sec): 3 clusters Score: Raw -89876.507470 + Penalty 2188.355615 = -87688.151855 nChanged 5 SP:Iteration 24Q (7117.266754 sec): 3 clusters Score: Raw -89894.278701 + Penalty 2188.355615 = -87705.923087 nChanged 5 SP:Iteration 25Q (7117.271106 sec): 3 clusters Score: Raw -89908.207029 + Penalty 2188.355615 = -87719.851415 nChanged 6 SP:Iteration 26Q (7117.275411 sec): 3 clusters Score: Raw -89923.587105 + Penalty 2188.355615 = -87735.231490 nChanged 4 SP:Iteration 27Q (7117.279715 sec): 3 clusters Score: Raw -89930.590636 + Penalty 2188.355615 = -87742.235021 nChanged 1 SP:Iteration 28Q (7117.284061 sec): 3 clusters Score: Raw -89932.428316 + Penalty 2188.355615 = -87744.072702 nChanged 2 SP:Iteration 29Q (7117.288394 sec): 3 clusters Score: Raw -89934.401730 + Penalty 2188.355615 = -87746.046116 nChanged 1 SP:Iteration 30Q (7117.292755 sec): 3 clusters Score: Raw -89935.540345 + Penalty 2188.355615 = -87747.184730 nChanged 1 SP:Iteration 31Q (7117.297058 sec): 3 clusters Score: Raw -89936.386105 + Penalty 2188.355615 = -87748.030490 nChanged 0 SP:Iteration 32F (7117.301606 sec): 3 clusters Score: Raw -89936.386105 + Penalty 2188.355615 = -87748.030490 nChanged 0 Trying to split cluster 27 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7117.324568 sec): 2 clusters Score: Raw -61749.193132 + Penalty 1022.078780 = -60727.114351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7117.331077 sec): 3 clusters Score: Raw -61693.368812 + Penalty 2044.157561 = -59649.211251 nChanged 138 SP:Iteration 1F (7117.334276 sec): 3 clusters Score: Raw -61906.368601 + Penalty 2044.157561 = -59862.211041 nChanged 37 SP:Iteration 2F (7117.342306 sec): 3 clusters Score: Raw -62013.759777 + Penalty 2044.157561 = -59969.602217 nChanged 24 SP:Iteration 3Q (7117.345416 sec): 3 clusters Score: Raw -62056.373311 + Penalty 2044.157561 = -60012.215751 nChanged 19 SP:Iteration 4Q (7117.348530 sec): 3 clusters Score: Raw -62102.527550 + Penalty 2044.157561 = -60058.369990 nChanged 15 SP:Iteration 5Q (7117.351643 sec): 3 clusters Score: Raw -62158.230767 + Penalty 2044.157561 = -60114.073207 nChanged 16 SP:Iteration 6Q (7117.354688 sec): 3 clusters Score: Raw -62195.743040 + Penalty 2044.157561 = -60151.585480 nChanged 6 SP:Iteration 7Q (7117.357745 sec): 3 clusters Score: Raw -62238.601857 + Penalty 2044.157561 = -60194.444297 nChanged 12 SP:Iteration 8Q (7117.360794 sec): 3 clusters Score: Raw -62303.466154 + Penalty 2044.157561 = -60259.308593 nChanged 19 SP:Iteration 9Q (7117.363803 sec): 3 clusters Score: Raw -62371.147887 + Penalty 2044.157561 = -60326.990327 nChanged 21 SP:Iteration 10Q (7117.366814 sec): 3 clusters Score: Raw -62422.941546 + Penalty 2044.157561 = -60378.783986 nChanged 15 SP:Iteration 11Q (7117.369840 sec): 3 clusters Score: Raw -62463.514714 + Penalty 2044.157561 = -60419.357154 nChanged 13 SP:Iteration 12Q (7117.372824 sec): 3 clusters Score: Raw -62500.081861 + Penalty 2044.157561 = -60455.924301 nChanged 12 SP:Iteration 13Q (7117.375827 sec): 3 clusters Score: Raw -62525.295718 + Penalty 2044.157561 = -60481.138157 nChanged 11 SP:Iteration 14Q (7117.378803 sec): 3 clusters Score: Raw -62553.883739 + Penalty 2044.157561 = -60509.726179 nChanged 9 SP:Iteration 15Q (7117.381792 sec): 3 clusters Score: Raw -62570.018409 + Penalty 2044.157561 = -60525.860849 nChanged 4 SP:Iteration 16Q (7117.384835 sec): 3 clusters Score: Raw -62581.770311 + Penalty 2044.157561 = -60537.612750 nChanged 4 SP:Iteration 17Q (7117.387799 sec): 3 clusters Score: Raw -62586.121242 + Penalty 2044.157561 = -60541.963682 nChanged 0 SP:Iteration 18F (7117.390963 sec): 3 clusters Score: Raw -62586.680227 + Penalty 2044.157561 = -60542.522667 nChanged 1 SP:Iteration 19Q (7117.393955 sec): 3 clusters Score: Raw -62590.192241 + Penalty 2044.157561 = -60546.034681 nChanged 0 SP:Iteration 20F (7117.397089 sec): 3 clusters Score: Raw -62590.192241 + Penalty 2044.157561 = -60546.034681 nChanged 0 Trying to split cluster 28 (7201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7117.422389 sec): 2 clusters Score: Raw -906972.962599 + Penalty 1443.320967 = -905529.641632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7117.450164 sec): 3 clusters Score: Raw -903039.314992 + Penalty 2886.641935 = -900152.673057 nChanged 3017 SP:Iteration 1F (7117.474212 sec): 3 clusters Score: Raw -904716.734738 + Penalty 2886.641935 = -901830.092803 nChanged 489 SP:Iteration 2F (7117.498473 sec): 3 clusters Score: Raw -904970.255725 + Penalty 2886.641935 = -902083.613790 nChanged 401 SP:Iteration 3F (7117.522518 sec): 3 clusters Score: Raw -905182.572934 + Penalty 2886.641935 = -902295.930999 nChanged 328 SP:Iteration 4Q (7117.546566 sec): 3 clusters Score: Raw -905355.719040 + Penalty 2886.641935 = -902469.077105 nChanged 301 SP:Iteration 5Q (7117.570615 sec): 3 clusters Score: Raw -905513.849731 + Penalty 2886.641935 = -902627.207796 nChanged 308 SP:Iteration 6Q (7117.594823 sec): 3 clusters Score: Raw -905683.755375 + Penalty 2886.641935 = -902797.113440 nChanged 302 SP:Iteration 7Q (7117.618347 sec): 3 clusters Score: Raw -905877.156912 + Penalty 2886.641935 = -902990.514977 nChanged 286 SP:Iteration 8Q (7117.642237 sec): 3 clusters Score: Raw -906046.857092 + Penalty 2886.641935 = -903160.215158 nChanged 270 SP:Iteration 9Q (7117.666198 sec): 3 clusters Score: Raw -906214.471537 + Penalty 2886.641935 = -903327.829602 nChanged 258 SP:Iteration 10Q (7117.699447 sec): 3 clusters Score: Raw -906378.604507 + Penalty 2886.641935 = -903491.962572 nChanged 235 SP:Iteration 11Q (7117.723140 sec): 3 clusters Score: Raw -906506.033622 + Penalty 2886.641935 = -903619.391687 nChanged 207 SP:Iteration 12Q (7117.746965 sec): 3 clusters Score: Raw -906609.611100 + Penalty 2886.641935 = -903722.969165 nChanged 174 SP:Iteration 13Q (7117.770714 sec): 3 clusters Score: Raw -906700.034418 + Penalty 2886.641935 = -903813.392483 nChanged 138 SP:Iteration 14Q (7117.799613 sec): 3 clusters Score: Raw -906763.497556 + Penalty 2886.641935 = -903876.855622 nChanged 121 SP:Iteration 15Q (7117.823353 sec): 3 clusters Score: Raw -906812.438972 + Penalty 2886.641935 = -903925.797037 nChanged 91 SP:Iteration 16Q (7117.846301 sec): 3 clusters Score: Raw -906853.566974 + Penalty 2886.641935 = -903966.925039 nChanged 80 SP:Iteration 17Q (7117.869629 sec): 3 clusters Score: Raw -906893.963435 + Penalty 2886.641935 = -904007.321500 nChanged 101 SP:Iteration 18Q (7117.892548 sec): 3 clusters Score: Raw -906940.696424 + Penalty 2886.641935 = -904054.054489 nChanged 99 SP:Iteration 19Q (7117.915186 sec): 3 clusters Score: Raw -906983.939662 + Penalty 2886.641935 = -904097.297728 nChanged 78 SP:Iteration 20F (7117.939427 sec): 3 clusters Score: Raw -907013.088610 + Penalty 2886.641935 = -904126.446676 nChanged 71 SP:Iteration 21Q (7117.970076 sec): 3 clusters Score: Raw -907042.882661 + Penalty 2886.641935 = -904156.240726 nChanged 78 SP:Iteration 22Q (7117.995988 sec): 3 clusters Score: Raw -907076.417009 + Penalty 2886.641935 = -904189.775074 nChanged 72 SP:Iteration 23Q (7118.019005 sec): 3 clusters Score: Raw -907109.000687 + Penalty 2886.641935 = -904222.358752 nChanged 76 SP:Iteration 24Q (7118.042176 sec): 3 clusters Score: Raw -907142.680955 + Penalty 2886.641935 = -904256.039020 nChanged 65 SP:Iteration 25Q (7118.067348 sec): 3 clusters Score: Raw -907171.425459 + Penalty 2886.641935 = -904284.783524 nChanged 70 SP:Iteration 26Q (7118.090200 sec): 3 clusters Score: Raw -907205.066650 + Penalty 2886.641935 = -904318.424716 nChanged 58 SP:Iteration 27Q (7118.113103 sec): 3 clusters Score: Raw -907229.838933 + Penalty 2886.641935 = -904343.196998 nChanged 55 SP:Iteration 28Q (7118.136052 sec): 3 clusters Score: Raw -907247.587139 + Penalty 2886.641935 = -904360.945204 nChanged 53 SP:Iteration 29Q (7118.159007 sec): 3 clusters Score: Raw -907268.074565 + Penalty 2886.641935 = -904381.432630 nChanged 56 SP:Iteration 30Q (7118.181741 sec): 3 clusters Score: Raw -907288.249475 + Penalty 2886.641935 = -904401.607540 nChanged 52 SP:Iteration 31Q (7118.204406 sec): 3 clusters Score: Raw -907303.761319 + Penalty 2886.641935 = -904417.119384 nChanged 37 SP:Iteration 32Q (7118.227122 sec): 3 clusters Score: Raw -907315.087762 + Penalty 2886.641935 = -904428.445827 nChanged 37 SP:Iteration 33Q (7118.249766 sec): 3 clusters Score: Raw -907326.245366 + Penalty 2886.641935 = -904439.603431 nChanged 36 SP:Iteration 34Q (7118.272056 sec): 3 clusters Score: Raw -907339.678032 + Penalty 2886.641935 = -904453.036098 nChanged 41 SP:Iteration 35Q (7118.295061 sec): 3 clusters Score: Raw -907353.908385 + Penalty 2886.641935 = -904467.266450 nChanged 37 SP:Iteration 36Q (7118.321318 sec): 3 clusters Score: Raw -907367.078248 + Penalty 2886.641935 = -904480.436313 nChanged 29 SP:Iteration 37Q (7118.379982 sec): 3 clusters Score: Raw -907375.495655 + Penalty 2886.641935 = -904488.853720 nChanged 23 SP:Iteration 38Q (7118.423096 sec): 3 clusters Score: Raw -907382.961747 + Penalty 2886.641935 = -904496.319813 nChanged 23 SP:Iteration 39Q (7118.445487 sec): 3 clusters Score: Raw -907391.233378 + Penalty 2886.641935 = -904504.591444 nChanged 25 SP:Iteration 40F (7118.469687 sec): 3 clusters Score: Raw -907400.916173 + Penalty 2886.641935 = -904514.274238 nChanged 24 SP:Iteration 41Q (7118.492308 sec): 3 clusters Score: Raw -907409.878282 + Penalty 2886.641935 = -904523.236347 nChanged 19 SP:Iteration 42Q (7118.513397 sec): 3 clusters Score: Raw -907415.196741 + Penalty 2886.641935 = -904528.554806 nChanged 10 SP:Iteration 43Q (7118.546195 sec): 3 clusters Score: Raw -907417.923117 + Penalty 2886.641935 = -904531.281182 nChanged 13 SP:Iteration 44Q (7118.588365 sec): 3 clusters Score: Raw -907422.216896 + Penalty 2886.641935 = -904535.574961 nChanged 11 SP:Iteration 45Q (7118.645236 sec): 3 clusters Score: Raw -907425.251687 + Penalty 2886.641935 = -904538.609753 nChanged 13 SP:Iteration 46Q (7118.700824 sec): 3 clusters Score: Raw -907428.749721 + Penalty 2886.641935 = -904542.107786 nChanged 11 SP:Iteration 47Q (7118.755955 sec): 3 clusters Score: Raw -907431.351878 + Penalty 2886.641935 = -904544.709943 nChanged 15 SP:Iteration 48Q (7118.807643 sec): 3 clusters Score: Raw -907435.087983 + Penalty 2886.641935 = -904548.446048 nChanged 14 SP:Iteration 49Q (7118.830730 sec): 3 clusters Score: Raw -907438.980936 + Penalty 2886.641935 = -904552.339002 nChanged 10 SP:Iteration 50Q (7118.853887 sec): 3 clusters Score: Raw -907441.280629 + Penalty 2886.641935 = -904554.638694 nChanged 10 SP:Iteration 51Q (7118.876302 sec): 3 clusters Score: Raw -907443.392096 + Penalty 2886.641935 = -904556.750161 nChanged 7 SP:Iteration 52Q (7118.901851 sec): 3 clusters Score: Raw -907444.624154 + Penalty 2886.641935 = -904557.982219 nChanged 3 SP:Iteration 53Q (7118.929216 sec): 3 clusters Score: Raw -907445.154666 + Penalty 2886.641935 = -904558.512731 nChanged 3 SP:Iteration 54Q (7118.951555 sec): 3 clusters Score: Raw -907445.660174 + Penalty 2886.641935 = -904559.018239 nChanged 1 SP:Iteration 55Q (7118.973985 sec): 3 clusters Score: Raw -907445.794983 + Penalty 2886.641935 = -904559.153048 nChanged 1 SP:Iteration 56Q (7118.996568 sec): 3 clusters Score: Raw -907446.266681 + Penalty 2886.641935 = -904559.624746 nChanged 3 SP:Iteration 57Q (7119.018525 sec): 3 clusters Score: Raw -907446.782275 + Penalty 2886.641935 = -904560.140340 nChanged 0 SP:Iteration 58F (7119.042622 sec): 3 clusters Score: Raw -907446.782275 + Penalty 2886.641935 = -904560.140340 nChanged 0 Trying to split cluster 29 (12165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7119.069185 sec): 2 clusters Score: Raw -1568426.627389 + Penalty 1528.526716 = -1566898.100673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7119.105658 sec): 3 clusters Score: Raw -1561331.228351 + Penalty 3057.053433 = -1558274.174918 nChanged 5399 SP:Iteration 1F (7119.135905 sec): 3 clusters Score: Raw -1564253.827290 + Penalty 3057.053433 = -1561196.773857 nChanged 757 SP:Iteration 2F (7119.166896 sec): 3 clusters Score: Raw -1564564.774746 + Penalty 3057.053433 = -1561507.721313 nChanged 624 SP:Iteration 3F (7119.197196 sec): 3 clusters Score: Raw -1564846.042198 + Penalty 3057.053433 = -1561788.988765 nChanged 633 SP:Iteration 4F (7119.227858 sec): 3 clusters Score: Raw -1565153.249391 + Penalty 3057.053433 = -1562096.195958 nChanged 646 SP:Iteration 5F (7119.258048 sec): 3 clusters Score: Raw -1565524.761596 + Penalty 3057.053433 = -1562467.708163 nChanged 734 SP:Iteration 6F (7119.288504 sec): 3 clusters Score: Raw -1566032.360540 + Penalty 3057.053433 = -1562975.307107 nChanged 821 SP:Iteration 7F (7119.318640 sec): 3 clusters Score: Raw -1566668.642133 + Penalty 3057.053433 = -1563611.588700 nChanged 826 SP:Iteration 8F (7119.349296 sec): 3 clusters Score: Raw -1567323.151656 + Penalty 3057.053433 = -1564266.098223 nChanged 714 SP:Iteration 9F (7119.385832 sec): 3 clusters Score: Raw -1567872.608900 + Penalty 3057.053433 = -1564815.555467 nChanged 572 SP:Iteration 10Q (7119.443220 sec): 3 clusters Score: Raw -1568225.299426 + Penalty 3057.053433 = -1565168.245993 nChanged 374 SP:Iteration 11Q (7119.483251 sec): 3 clusters Score: Raw -1568402.830686 + Penalty 3057.053433 = -1565345.777253 nChanged 244 SP:Iteration 12Q (7119.514122 sec): 3 clusters Score: Raw -1568494.174129 + Penalty 3057.053433 = -1565437.120696 nChanged 185 SP:Iteration 13Q (7119.545822 sec): 3 clusters Score: Raw -1568555.177764 + Penalty 3057.053433 = -1565498.124331 nChanged 123 SP:Iteration 14Q (7119.576859 sec): 3 clusters Score: Raw -1568589.399402 + Penalty 3057.053433 = -1565532.345969 nChanged 90 SP:Iteration 15Q (7119.607336 sec): 3 clusters Score: Raw -1568612.084134 + Penalty 3057.053433 = -1565555.030701 nChanged 68 SP:Iteration 16Q (7119.643648 sec): 3 clusters Score: Raw -1568631.583046 + Penalty 3057.053433 = -1565574.529613 nChanged 61 SP:Iteration 17Q (7119.675014 sec): 3 clusters Score: Raw -1568649.492745 + Penalty 3057.053433 = -1565592.439312 nChanged 55 SP:Iteration 18Q (7119.711132 sec): 3 clusters Score: Raw -1568665.944006 + Penalty 3057.053433 = -1565608.890573 nChanged 61 SP:Iteration 19Q (7119.741449 sec): 3 clusters Score: Raw -1568682.103456 + Penalty 3057.053433 = -1565625.050023 nChanged 46 SP:Iteration 20F (7119.774736 sec): 3 clusters Score: Raw -1568694.445203 + Penalty 3057.053433 = -1565637.391770 nChanged 39 SP:Iteration 21Q (7119.815677 sec): 3 clusters Score: Raw -1568703.578738 + Penalty 3057.053433 = -1565646.525305 nChanged 25 SP:Iteration 22Q (7119.845966 sec): 3 clusters Score: Raw -1568708.707124 + Penalty 3057.053433 = -1565651.653691 nChanged 21 SP:Iteration 23Q (7119.876274 sec): 3 clusters Score: Raw -1568712.625818 + Penalty 3057.053433 = -1565655.572385 nChanged 15 SP:Iteration 24Q (7119.912862 sec): 3 clusters Score: Raw -1568715.111325 + Penalty 3057.053433 = -1565658.057892 nChanged 12 SP:Iteration 25Q (7119.943083 sec): 3 clusters Score: Raw -1568717.052033 + Penalty 3057.053433 = -1565659.998600 nChanged 12 SP:Iteration 26Q (7119.973621 sec): 3 clusters Score: Raw -1568718.856628 + Penalty 3057.053433 = -1565661.803195 nChanged 12 SP:Iteration 27Q (7120.004008 sec): 3 clusters Score: Raw -1568721.019907 + Penalty 3057.053433 = -1565663.966474 nChanged 12 SP:Iteration 28Q (7120.034287 sec): 3 clusters Score: Raw -1568723.391734 + Penalty 3057.053433 = -1565666.338301 nChanged 11 SP:Iteration 29Q (7120.085124 sec): 3 clusters Score: Raw -1568724.912577 + Penalty 3057.053433 = -1565667.859144 nChanged 11 SP:Iteration 30Q (7120.127298 sec): 3 clusters Score: Raw -1568726.697238 + Penalty 3057.053433 = -1565669.643805 nChanged 10 SP:Iteration 31Q (7120.158314 sec): 3 clusters Score: Raw -1568728.809517 + Penalty 3057.053433 = -1565671.756084 nChanged 14 SP:Iteration 32Q (7120.188512 sec): 3 clusters Score: Raw -1568731.296469 + Penalty 3057.053433 = -1565674.243036 nChanged 13 SP:Iteration 33Q (7120.229712 sec): 3 clusters Score: Raw -1568733.932916 + Penalty 3057.053433 = -1565676.879483 nChanged 14 SP:Iteration 34Q (7120.260150 sec): 3 clusters Score: Raw -1568736.480689 + Penalty 3057.053433 = -1565679.427256 nChanged 18 SP:Iteration 35Q (7120.294512 sec): 3 clusters Score: Raw -1568741.129020 + Penalty 3057.053433 = -1565684.075588 nChanged 19 SP:Iteration 36Q (7120.324745 sec): 3 clusters Score: Raw -1568744.477847 + Penalty 3057.053433 = -1565687.424414 nChanged 10 SP:Iteration 37Q (7120.367790 sec): 3 clusters Score: Raw -1568746.492715 + Penalty 3057.053433 = -1565689.439282 nChanged 14 SP:Iteration 38Q (7120.401629 sec): 3 clusters Score: Raw -1568748.939897 + Penalty 3057.053433 = -1565691.886464 nChanged 9 SP:Iteration 39Q (7120.431736 sec): 3 clusters Score: Raw -1568751.172443 + Penalty 3057.053433 = -1565694.119011 nChanged 12 SP:Iteration 40F (7120.465337 sec): 3 clusters Score: Raw -1568753.262861 + Penalty 3057.053433 = -1565696.209428 nChanged 10 SP:Iteration 41Q (7120.495508 sec): 3 clusters Score: Raw -1568755.519761 + Penalty 3057.053433 = -1565698.466328 nChanged 9 SP:Iteration 42Q (7120.530268 sec): 3 clusters Score: Raw -1568757.666143 + Penalty 3057.053433 = -1565700.612710 nChanged 12 SP:Iteration 43Q (7120.560656 sec): 3 clusters Score: Raw -1568760.327147 + Penalty 3057.053433 = -1565703.273714 nChanged 5 SP:Iteration 44Q (7120.591484 sec): 3 clusters Score: Raw -1568761.530853 + Penalty 3057.053433 = -1565704.477420 nChanged 8 SP:Iteration 45Q (7120.622522 sec): 3 clusters Score: Raw -1568763.910143 + Penalty 3057.053433 = -1565706.856710 nChanged 9 SP:Iteration 46Q (7120.652501 sec): 3 clusters Score: Raw -1568765.745282 + Penalty 3057.053433 = -1565708.691849 nChanged 7 SP:Iteration 47Q (7120.682480 sec): 3 clusters Score: Raw -1568767.058911 + Penalty 3057.053433 = -1565710.005479 nChanged 5 SP:Iteration 48Q (7120.712572 sec): 3 clusters Score: Raw -1568767.917425 + Penalty 3057.053433 = -1565710.863992 nChanged 5 SP:Iteration 49Q (7120.743319 sec): 3 clusters Score: Raw -1568768.443267 + Penalty 3057.053433 = -1565711.389834 nChanged 4 SP:Iteration 50Q (7120.773269 sec): 3 clusters Score: Raw -1568769.447115 + Penalty 3057.053433 = -1565712.393682 nChanged 4 SP:Iteration 51Q (7120.812160 sec): 3 clusters Score: Raw -1568770.683551 + Penalty 3057.053433 = -1565713.630118 nChanged 6 SP:Iteration 52Q (7120.842092 sec): 3 clusters Score: Raw -1568772.393834 + Penalty 3057.053433 = -1565715.340401 nChanged 8 SP:Iteration 53Q (7120.875685 sec): 3 clusters Score: Raw -1568774.202364 + Penalty 3057.053433 = -1565717.148931 nChanged 9 SP:Iteration 54Q (7120.906353 sec): 3 clusters Score: Raw -1568776.814289 + Penalty 3057.053433 = -1565719.760856 nChanged 7 SP:Iteration 55Q (7120.946189 sec): 3 clusters Score: Raw -1568779.037376 + Penalty 3057.053433 = -1565721.983943 nChanged 12 SP:Iteration 56Q (7120.976086 sec): 3 clusters Score: Raw -1568781.874544 + Penalty 3057.053433 = -1565724.821111 nChanged 10 SP:Iteration 57Q (7121.006455 sec): 3 clusters Score: Raw -1568784.227133 + Penalty 3057.053433 = -1565727.173700 nChanged 3 SP:Iteration 58Q (7121.041383 sec): 3 clusters Score: Raw -1568784.688940 + Penalty 3057.053433 = -1565727.635507 nChanged 2 SP:Iteration 59Q (7121.071459 sec): 3 clusters Score: Raw -1568785.233292 + Penalty 3057.053433 = -1565728.179859 nChanged 5 SP:Iteration 60F (7121.109121 sec): 3 clusters Score: Raw -1568786.652158 + Penalty 3057.053433 = -1565729.598725 nChanged 6 SP:Iteration 61Q (7121.145373 sec): 3 clusters Score: Raw -1568788.104550 + Penalty 3057.053433 = -1565731.051117 nChanged 4 SP:Iteration 62Q (7121.175123 sec): 3 clusters Score: Raw -1568788.930687 + Penalty 3057.053433 = -1565731.877254 nChanged 6 SP:Iteration 63Q (7121.214980 sec): 3 clusters Score: Raw -1568790.362436 + Penalty 3057.053433 = -1565733.309003 nChanged 3 SP:Iteration 64Q (7121.244845 sec): 3 clusters Score: Raw -1568790.960139 + Penalty 3057.053433 = -1565733.906706 nChanged 3 SP:Iteration 65Q (7121.274827 sec): 3 clusters Score: Raw -1568791.672564 + Penalty 3057.053433 = -1565734.619131 nChanged 2 SP:Iteration 66Q (7121.304810 sec): 3 clusters Score: Raw -1568791.992285 + Penalty 3057.053433 = -1565734.938852 nChanged 2 SP:Iteration 67Q (7121.350012 sec): 3 clusters Score: Raw -1568792.613407 + Penalty 3057.053433 = -1565735.559974 nChanged 3 SP:Iteration 68Q (7121.379893 sec): 3 clusters Score: Raw -1568793.245671 + Penalty 3057.053433 = -1565736.192238 nChanged 3 SP:Iteration 69Q (7121.420079 sec): 3 clusters Score: Raw -1568794.059764 + Penalty 3057.053433 = -1565737.006331 nChanged 6 SP:Iteration 70Q (7121.458994 sec): 3 clusters Score: Raw -1568795.484493 + Penalty 3057.053433 = -1565738.431060 nChanged 3 SP:Iteration 71Q (7121.488989 sec): 3 clusters Score: Raw -1568796.241857 + Penalty 3057.053433 = -1565739.188424 nChanged 3 SP:Iteration 72Q (7121.518911 sec): 3 clusters Score: Raw -1568796.878905 + Penalty 3057.053433 = -1565739.825472 nChanged 3 SP:Iteration 73Q (7121.554199 sec): 3 clusters Score: Raw -1568797.573234 + Penalty 3057.053433 = -1565740.519801 nChanged 2 SP:Iteration 74Q (7121.583911 sec): 3 clusters Score: Raw -1568798.135762 + Penalty 3057.053433 = -1565741.082329 nChanged 2 SP:Iteration 75Q (7121.624797 sec): 3 clusters Score: Raw -1568798.776208 + Penalty 3057.053433 = -1565741.722775 nChanged 3 SP:Iteration 76Q (7121.654715 sec): 3 clusters Score: Raw -1568799.314056 + Penalty 3057.053433 = -1565742.260623 nChanged 1 SP:Iteration 77Q (7121.690379 sec): 3 clusters Score: Raw -1568799.838348 + Penalty 3057.053433 = -1565742.784915 nChanged 5 SP:Iteration 78Q (7121.729906 sec): 3 clusters Score: Raw -1568801.985202 + Penalty 3057.053433 = -1565744.931769 nChanged 7 SP:Iteration 79Q (7121.769258 sec): 3 clusters Score: Raw -1568804.489687 + Penalty 3057.053433 = -1565747.436254 nChanged 7 SP:Iteration 80F (7121.826480 sec): 3 clusters Score: Raw -1568806.452417 + Penalty 3057.053433 = -1565749.398984 nChanged 8 SP:Iteration 81Q (7121.879145 sec): 3 clusters Score: Raw -1568808.660880 + Penalty 3057.053433 = -1565751.607447 nChanged 5 SP:Iteration 82Q (7121.931376 sec): 3 clusters Score: Raw -1568809.789137 + Penalty 3057.053433 = -1565752.735705 nChanged 5 SP:Iteration 83Q (7121.967044 sec): 3 clusters Score: Raw -1568811.901054 + Penalty 3057.053433 = -1565754.847621 nChanged 8 SP:Iteration 84Q (7122.000057 sec): 3 clusters Score: Raw -1568813.489754 + Penalty 3057.053433 = -1565756.436321 nChanged 4 SP:Iteration 85Q (7122.030088 sec): 3 clusters Score: Raw -1568814.371201 + Penalty 3057.053433 = -1565757.317768 nChanged 7 SP:Iteration 86Q (7122.059854 sec): 3 clusters Score: Raw -1568815.999978 + Penalty 3057.053433 = -1565758.946545 nChanged 5 SP:Iteration 87Q (7122.093275 sec): 3 clusters Score: Raw -1568817.264860 + Penalty 3057.053433 = -1565760.211427 nChanged 5 SP:Iteration 88Q (7122.126014 sec): 3 clusters Score: Raw -1568817.785355 + Penalty 3057.053433 = -1565760.731922 nChanged 1 SP:Iteration 89Q (7122.165050 sec): 3 clusters Score: Raw -1568817.903437 + Penalty 3057.053433 = -1565760.850004 nChanged 2 SP:Iteration 90Q (7122.195225 sec): 3 clusters Score: Raw -1568818.154682 + Penalty 3057.053433 = -1565761.101249 nChanged 2 SP:Iteration 91Q (7122.224959 sec): 3 clusters Score: Raw -1568818.552599 + Penalty 3057.053433 = -1565761.499166 nChanged 2 SP:Iteration 92Q (7122.288060 sec): 3 clusters Score: Raw -1568819.796143 + Penalty 3057.053433 = -1565762.742711 nChanged 5 SP:Iteration 93Q (7122.317663 sec): 3 clusters Score: Raw -1568821.676474 + Penalty 3057.053433 = -1565764.623041 nChanged 7 SP:Iteration 94Q (7122.355721 sec): 3 clusters Score: Raw -1568823.543324 + Penalty 3057.053433 = -1565766.489891 nChanged 3 SP:Iteration 95Q (7122.393738 sec): 3 clusters Score: Raw -1568824.371253 + Penalty 3057.053433 = -1565767.317821 nChanged 3 SP:Iteration 96Q (7122.426257 sec): 3 clusters Score: Raw -1568825.858093 + Penalty 3057.053433 = -1565768.804660 nChanged 6 SP:Iteration 97Q (7122.457460 sec): 3 clusters Score: Raw -1568828.023613 + Penalty 3057.053433 = -1565770.970180 nChanged 8 SP:Iteration 98Q (7122.529911 sec): 3 clusters Score: Raw -1568831.879349 + Penalty 3057.053433 = -1565774.825916 nChanged 12 SP:Iteration 99Q (7122.562103 sec): 3 clusters Score: Raw -1568836.596865 + Penalty 3057.053433 = -1565779.543432 nChanged 12 SP:Iteration 100F (7122.593757 sec): 3 clusters Score: Raw -1568841.419979 + Penalty 3057.053433 = -1565784.366547 nChanged 6 SP:Iteration 101Q (7122.624298 sec): 3 clusters Score: Raw -1568843.739111 + Penalty 3057.053433 = -1565786.685678 nChanged 5 SP:Iteration 102Q (7122.654285 sec): 3 clusters Score: Raw -1568845.153496 + Penalty 3057.053433 = -1565788.100063 nChanged 3 SP:Iteration 103Q (7122.683487 sec): 3 clusters Score: Raw -1568845.804579 + Penalty 3057.053433 = -1565788.751146 nChanged 4 SP:Iteration 104Q (7122.720794 sec): 3 clusters Score: Raw -1568846.753603 + Penalty 3057.053433 = -1565789.700170 nChanged 8 SP:Iteration 105Q (7122.760740 sec): 3 clusters Score: Raw -1568848.998245 + Penalty 3057.053433 = -1565791.944812 nChanged 7 SP:Iteration 106Q (7122.789931 sec): 3 clusters Score: Raw -1568850.500145 + Penalty 3057.053433 = -1565793.446712 nChanged 5 SP:Iteration 107Q (7122.842765 sec): 3 clusters Score: Raw -1568851.567432 + Penalty 3057.053433 = -1565794.513999 nChanged 1 SP:Iteration 108Q (7122.880950 sec): 3 clusters Score: Raw -1568852.171186 + Penalty 3057.053433 = -1565795.117753 nChanged 3 SP:Iteration 109Q (7122.910309 sec): 3 clusters Score: Raw -1568853.269178 + Penalty 3057.053433 = -1565796.215745 nChanged 7 SP:Iteration 110Q (7122.939571 sec): 3 clusters Score: Raw -1568854.652705 + Penalty 3057.053433 = -1565797.599272 nChanged 5 SP:Iteration 111Q (7122.979324 sec): 3 clusters Score: Raw -1568856.164531 + Penalty 3057.053433 = -1565799.111098 nChanged 5 SP:Iteration 112Q (7123.015988 sec): 3 clusters Score: Raw -1568858.302312 + Penalty 3057.053433 = -1565801.248879 nChanged 9 SP:Iteration 113Q (7123.045560 sec): 3 clusters Score: Raw -1568861.714303 + Penalty 3057.053433 = -1565804.660871 nChanged 9 SP:Iteration 114Q (7123.080931 sec): 3 clusters Score: Raw -1568863.359916 + Penalty 3057.053433 = -1565806.306483 nChanged 5 SP:Iteration 115Q (7123.110288 sec): 3 clusters Score: Raw -1568864.335835 + Penalty 3057.053433 = -1565807.282402 nChanged 4 SP:Iteration 116Q (7123.155872 sec): 3 clusters Score: Raw -1568865.439788 + Penalty 3057.053433 = -1565808.386355 nChanged 2 SP:Iteration 117Q (7123.192780 sec): 3 clusters Score: Raw -1568865.960262 + Penalty 3057.053433 = -1565808.906829 nChanged 3 SP:Iteration 118Q (7123.222023 sec): 3 clusters Score: Raw -1568866.592236 + Penalty 3057.053433 = -1565809.538803 nChanged 6 SP:Iteration 119Q (7123.280944 sec): 3 clusters Score: Raw -1568867.882577 + Penalty 3057.053433 = -1565810.829144 nChanged 4 SP:Iteration 120F (7123.315994 sec): 3 clusters Score: Raw -1568868.947539 + Penalty 3057.053433 = -1565811.894106 nChanged 4 SP:Iteration 121Q (7123.345116 sec): 3 clusters Score: Raw -1568870.630396 + Penalty 3057.053433 = -1565813.576963 nChanged 7 SP:Iteration 122Q (7123.377507 sec): 3 clusters Score: Raw -1568873.013743 + Penalty 3057.053433 = -1565815.960310 nChanged 4 SP:Iteration 123Q (7123.416349 sec): 3 clusters Score: Raw -1568873.768583 + Penalty 3057.053433 = -1565816.715150 nChanged 3 SP:Iteration 124Q (7123.470477 sec): 3 clusters Score: Raw -1568874.416101 + Penalty 3057.053433 = -1565817.362668 nChanged 2 SP:Iteration 125Q (7123.499481 sec): 3 clusters Score: Raw -1568874.966685 + Penalty 3057.053433 = -1565817.913252 nChanged 2 SP:Iteration 126Q (7123.528362 sec): 3 clusters Score: Raw -1568875.426618 + Penalty 3057.053433 = -1565818.373185 nChanged 3 SP:Iteration 127Q (7123.559380 sec): 3 clusters Score: Raw -1568875.985359 + Penalty 3057.053433 = -1565818.931926 nChanged 0 SP:Iteration 128F (7123.592544 sec): 3 clusters Score: Raw -1568875.985359 + Penalty 3057.053433 = -1565818.931926 nChanged 0 Trying to split cluster 30 (5543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7123.611392 sec): 2 clusters Score: Raw -695567.554167 + Penalty 1400.797312 = -694166.756856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7123.658548 sec): 3 clusters Score: Raw -692593.081843 + Penalty 2801.594624 = -689791.487220 nChanged 2257 SP:Iteration 1F (7123.681759 sec): 3 clusters Score: Raw -693875.883789 + Penalty 2801.594624 = -691074.289165 nChanged 416 SP:Iteration 2F (7123.709852 sec): 3 clusters Score: Raw -694116.397220 + Penalty 2801.594624 = -691314.802597 nChanged 315 SP:Iteration 3F (7123.741189 sec): 3 clusters Score: Raw -694298.023216 + Penalty 2801.594624 = -691496.428593 nChanged 266 SP:Iteration 4Q (7123.762220 sec): 3 clusters Score: Raw -694459.927066 + Penalty 2801.594624 = -691658.332443 nChanged 246 SP:Iteration 5Q (7123.783535 sec): 3 clusters Score: Raw -694617.168435 + Penalty 2801.594624 = -691815.573811 nChanged 235 SP:Iteration 6Q (7123.815450 sec): 3 clusters Score: Raw -694763.888378 + Penalty 2801.594624 = -691962.293754 nChanged 208 SP:Iteration 7Q (7123.837245 sec): 3 clusters Score: Raw -694906.906732 + Penalty 2801.594624 = -692105.312109 nChanged 222 SP:Iteration 8Q (7123.868583 sec): 3 clusters Score: Raw -695074.838775 + Penalty 2801.594624 = -692273.244152 nChanged 228 SP:Iteration 9Q (7123.909765 sec): 3 clusters Score: Raw -695256.772548 + Penalty 2801.594624 = -692455.177925 nChanged 212 SP:Iteration 10Q (7123.933201 sec): 3 clusters Score: Raw -695421.488478 + Penalty 2801.594624 = -692619.893855 nChanged 190 SP:Iteration 11Q (7123.957005 sec): 3 clusters Score: Raw -695570.732758 + Penalty 2801.594624 = -692769.138134 nChanged 169 SP:Iteration 12Q (7123.977254 sec): 3 clusters Score: Raw -695689.724175 + Penalty 2801.594624 = -692888.129551 nChanged 160 SP:Iteration 13Q (7123.997577 sec): 3 clusters Score: Raw -695793.389711 + Penalty 2801.594624 = -692991.795087 nChanged 117 SP:Iteration 14Q (7124.052002 sec): 3 clusters Score: Raw -695859.538064 + Penalty 2801.594624 = -693057.943441 nChanged 106 SP:Iteration 15Q (7124.070957 sec): 3 clusters Score: Raw -695914.838852 + Penalty 2801.594624 = -693113.244229 nChanged 68 SP:Iteration 16Q (7124.091801 sec): 3 clusters Score: Raw -695944.919163 + Penalty 2801.594624 = -693143.324539 nChanged 54 SP:Iteration 17Q (7124.112522 sec): 3 clusters Score: Raw -695962.064172 + Penalty 2801.594624 = -693160.469548 nChanged 44 SP:Iteration 18Q (7124.133028 sec): 3 clusters Score: Raw -695982.404392 + Penalty 2801.594624 = -693180.809768 nChanged 48 SP:Iteration 19Q (7124.155511 sec): 3 clusters Score: Raw -696000.991654 + Penalty 2801.594624 = -693199.397031 nChanged 40 SP:Iteration 20F (7124.183370 sec): 3 clusters Score: Raw -696014.626995 + Penalty 2801.594624 = -693213.032371 nChanged 39 SP:Iteration 21Q (7124.242049 sec): 3 clusters Score: Raw -696027.905530 + Penalty 2801.594624 = -693226.310906 nChanged 32 SP:Iteration 22Q (7124.282403 sec): 3 clusters Score: Raw -696040.349789 + Penalty 2801.594624 = -693238.755165 nChanged 36 SP:Iteration 23Q (7124.302485 sec): 3 clusters Score: Raw -696053.633843 + Penalty 2801.594624 = -693252.039220 nChanged 35 SP:Iteration 24Q (7124.322098 sec): 3 clusters Score: Raw -696067.260365 + Penalty 2801.594624 = -693265.665742 nChanged 38 SP:Iteration 25Q (7124.341661 sec): 3 clusters Score: Raw -696082.100710 + Penalty 2801.594624 = -693280.506087 nChanged 38 SP:Iteration 26Q (7124.361053 sec): 3 clusters Score: Raw -696094.374669 + Penalty 2801.594624 = -693292.780045 nChanged 35 SP:Iteration 27Q (7124.399845 sec): 3 clusters Score: Raw -696107.126794 + Penalty 2801.594624 = -693305.532170 nChanged 30 SP:Iteration 28Q (7124.446395 sec): 3 clusters Score: Raw -696116.786670 + Penalty 2801.594624 = -693315.192046 nChanged 29 SP:Iteration 29Q (7124.484884 sec): 3 clusters Score: Raw -696125.606261 + Penalty 2801.594624 = -693324.011638 nChanged 21 SP:Iteration 30Q (7124.504386 sec): 3 clusters Score: Raw -696130.625485 + Penalty 2801.594624 = -693329.030862 nChanged 14 SP:Iteration 31Q (7124.523830 sec): 3 clusters Score: Raw -696133.820565 + Penalty 2801.594624 = -693332.225942 nChanged 14 SP:Iteration 32Q (7124.544371 sec): 3 clusters Score: Raw -696137.266048 + Penalty 2801.594624 = -693335.671425 nChanged 10 SP:Iteration 33Q (7124.564807 sec): 3 clusters Score: Raw -696138.497882 + Penalty 2801.594624 = -693336.903258 nChanged 7 SP:Iteration 34Q (7124.585016 sec): 3 clusters Score: Raw -696139.668657 + Penalty 2801.594624 = -693338.074033 nChanged 4 SP:Iteration 35Q (7124.610117 sec): 3 clusters Score: Raw -696140.737196 + Penalty 2801.594624 = -693339.142572 nChanged 6 SP:Iteration 36Q (7124.630258 sec): 3 clusters Score: Raw -696142.067337 + Penalty 2801.594624 = -693340.472713 nChanged 5 SP:Iteration 37Q (7124.650556 sec): 3 clusters Score: Raw -696142.775348 + Penalty 2801.594624 = -693341.180724 nChanged 3 SP:Iteration 38Q (7124.671043 sec): 3 clusters Score: Raw -696143.829043 + Penalty 2801.594624 = -693342.234420 nChanged 5 SP:Iteration 39Q (7124.697055 sec): 3 clusters Score: Raw -696144.951919 + Penalty 2801.594624 = -693343.357296 nChanged 4 SP:Iteration 40F (7124.727417 sec): 3 clusters Score: Raw -696145.559618 + Penalty 2801.594624 = -693343.964995 nChanged 1 SP:Iteration 41Q (7124.747746 sec): 3 clusters Score: Raw -696145.614909 + Penalty 2801.594624 = -693344.020285 nChanged 0 SP:Iteration 42F (7124.769938 sec): 3 clusters Score: Raw -696145.614909 + Penalty 2801.594624 = -693344.020285 nChanged 0 Trying to split cluster 31 (11446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7124.799106 sec): 2 clusters Score: Raw -1472020.533563 + Penalty 1518.626785 = -1470501.906778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7124.829609 sec): 3 clusters Score: Raw -1465515.283968 + Penalty 3037.253571 = -1462478.030397 nChanged 4952 SP:Iteration 1F (7124.858897 sec): 3 clusters Score: Raw -1468267.242240 + Penalty 3037.253571 = -1465229.988669 nChanged 768 SP:Iteration 2F (7124.915458 sec): 3 clusters Score: Raw -1468630.332256 + Penalty 3037.253571 = -1465593.078685 nChanged 634 SP:Iteration 3F (7124.944796 sec): 3 clusters Score: Raw -1468913.716993 + Penalty 3037.253571 = -1465876.463422 nChanged 592 SP:Iteration 4F (7124.974167 sec): 3 clusters Score: Raw -1469203.454766 + Penalty 3037.253571 = -1466166.201195 nChanged 580 SP:Iteration 5F (7125.039270 sec): 3 clusters Score: Raw -1469536.492965 + Penalty 3037.253571 = -1466499.239395 nChanged 648 SP:Iteration 6F (7125.068390 sec): 3 clusters Score: Raw -1469960.709633 + Penalty 3037.253571 = -1466923.456063 nChanged 659 SP:Iteration 7F (7125.097659 sec): 3 clusters Score: Raw -1470400.309965 + Penalty 3037.253571 = -1467363.056394 nChanged 623 SP:Iteration 8F (7125.127019 sec): 3 clusters Score: Raw -1470792.978734 + Penalty 3037.253571 = -1467755.725163 nChanged 530 SP:Iteration 9Q (7125.156621 sec): 3 clusters Score: Raw -1471085.424785 + Penalty 3037.253571 = -1468048.171214 nChanged 412 SP:Iteration 10Q (7125.212313 sec): 3 clusters Score: Raw -1471294.789865 + Penalty 3037.253571 = -1468257.536294 nChanged 310 SP:Iteration 11Q (7125.252137 sec): 3 clusters Score: Raw -1471429.625244 + Penalty 3037.253571 = -1468392.371673 nChanged 241 SP:Iteration 12Q (7125.291559 sec): 3 clusters Score: Raw -1471537.085092 + Penalty 3037.253571 = -1468499.831521 nChanged 199 SP:Iteration 13Q (7125.322746 sec): 3 clusters Score: Raw -1471605.987249 + Penalty 3037.253571 = -1468568.733678 nChanged 136 SP:Iteration 14Q (7125.352230 sec): 3 clusters Score: Raw -1471647.699104 + Penalty 3037.253571 = -1468610.445533 nChanged 111 SP:Iteration 15Q (7125.382248 sec): 3 clusters Score: Raw -1471679.151517 + Penalty 3037.253571 = -1468641.897946 nChanged 83 SP:Iteration 16Q (7125.411540 sec): 3 clusters Score: Raw -1471702.398386 + Penalty 3037.253571 = -1468665.144815 nChanged 83 SP:Iteration 17Q (7125.441010 sec): 3 clusters Score: Raw -1471727.229943 + Penalty 3037.253571 = -1468689.976372 nChanged 80 SP:Iteration 18Q (7125.474698 sec): 3 clusters Score: Raw -1471747.922155 + Penalty 3037.253571 = -1468710.668584 nChanged 58 SP:Iteration 19Q (7125.504247 sec): 3 clusters Score: Raw -1471760.592673 + Penalty 3037.253571 = -1468723.339102 nChanged 47 SP:Iteration 20F (7125.533550 sec): 3 clusters Score: Raw -1471771.338398 + Penalty 3037.253571 = -1468734.084827 nChanged 30 SP:Iteration 21Q (7125.562807 sec): 3 clusters Score: Raw -1471778.502740 + Penalty 3037.253571 = -1468741.249169 nChanged 39 SP:Iteration 22Q (7125.592227 sec): 3 clusters Score: Raw -1471786.732843 + Penalty 3037.253571 = -1468749.479272 nChanged 41 SP:Iteration 23Q (7125.621459 sec): 3 clusters Score: Raw -1471794.113714 + Penalty 3037.253571 = -1468756.860143 nChanged 26 SP:Iteration 24Q (7125.651389 sec): 3 clusters Score: Raw -1471798.719671 + Penalty 3037.253571 = -1468761.466100 nChanged 16 SP:Iteration 25Q (7125.690288 sec): 3 clusters Score: Raw -1471801.480968 + Penalty 3037.253571 = -1468764.227397 nChanged 19 SP:Iteration 26Q (7125.719842 sec): 3 clusters Score: Raw -1471805.152090 + Penalty 3037.253571 = -1468767.898519 nChanged 21 SP:Iteration 27Q (7125.779905 sec): 3 clusters Score: Raw -1471809.122667 + Penalty 3037.253571 = -1468771.869096 nChanged 19 SP:Iteration 28Q (7125.813634 sec): 3 clusters Score: Raw -1471812.795404 + Penalty 3037.253571 = -1468775.541834 nChanged 18 SP:Iteration 29Q (7125.843011 sec): 3 clusters Score: Raw -1471815.764221 + Penalty 3037.253571 = -1468778.510650 nChanged 16 SP:Iteration 30Q (7125.872184 sec): 3 clusters Score: Raw -1471818.202153 + Penalty 3037.253571 = -1468780.948582 nChanged 17 SP:Iteration 31Q (7125.901537 sec): 3 clusters Score: Raw -1471820.430207 + Penalty 3037.253571 = -1468783.176636 nChanged 12 SP:Iteration 32Q (7125.939128 sec): 3 clusters Score: Raw -1471823.537731 + Penalty 3037.253571 = -1468786.284160 nChanged 13 SP:Iteration 33Q (7125.968496 sec): 3 clusters Score: Raw -1471826.065089 + Penalty 3037.253571 = -1468788.811518 nChanged 10 SP:Iteration 34Q (7125.997554 sec): 3 clusters Score: Raw -1471827.722246 + Penalty 3037.253571 = -1468790.468675 nChanged 13 SP:Iteration 35Q (7126.026815 sec): 3 clusters Score: Raw -1471829.559851 + Penalty 3037.253571 = -1468792.306280 nChanged 12 SP:Iteration 36Q (7126.056886 sec): 3 clusters Score: Raw -1471831.115095 + Penalty 3037.253571 = -1468793.861524 nChanged 10 SP:Iteration 37Q (7126.086181 sec): 3 clusters Score: Raw -1471832.592980 + Penalty 3037.253571 = -1468795.339409 nChanged 6 SP:Iteration 38Q (7126.144246 sec): 3 clusters Score: Raw -1471833.653670 + Penalty 3037.253571 = -1468796.400099 nChanged 5 SP:Iteration 39Q (7126.172953 sec): 3 clusters Score: Raw -1471834.238797 + Penalty 3037.253571 = -1468796.985226 nChanged 4 SP:Iteration 40F (7126.208957 sec): 3 clusters Score: Raw -1471834.893005 + Penalty 3037.253571 = -1468797.639434 nChanged 5 SP:Iteration 41Q (7126.238163 sec): 3 clusters Score: Raw -1471835.846342 + Penalty 3037.253571 = -1468798.592771 nChanged 5 SP:Iteration 42Q (7126.267206 sec): 3 clusters Score: Raw -1471836.845885 + Penalty 3037.253571 = -1468799.592314 nChanged 5 SP:Iteration 43Q (7126.299700 sec): 3 clusters Score: Raw -1471837.404335 + Penalty 3037.253571 = -1468800.150764 nChanged 3 SP:Iteration 44Q (7126.328858 sec): 3 clusters Score: Raw -1471838.094401 + Penalty 3037.253571 = -1468800.840830 nChanged 5 SP:Iteration 45Q (7126.358238 sec): 3 clusters Score: Raw -1471838.779755 + Penalty 3037.253571 = -1468801.526184 nChanged 5 SP:Iteration 46Q (7126.396354 sec): 3 clusters Score: Raw -1471839.589743 + Penalty 3037.253571 = -1468802.336172 nChanged 6 SP:Iteration 47Q (7126.425559 sec): 3 clusters Score: Raw -1471841.387148 + Penalty 3037.253571 = -1468804.133577 nChanged 12 SP:Iteration 48Q (7126.464986 sec): 3 clusters Score: Raw -1471844.125028 + Penalty 3037.253571 = -1468806.871457 nChanged 10 SP:Iteration 49Q (7126.502756 sec): 3 clusters Score: Raw -1471846.143531 + Penalty 3037.253571 = -1468808.889961 nChanged 11 SP:Iteration 50Q (7126.531909 sec): 3 clusters Score: Raw -1471848.368888 + Penalty 3037.253571 = -1468811.115317 nChanged 7 SP:Iteration 51Q (7126.561132 sec): 3 clusters Score: Raw -1471849.481985 + Penalty 3037.253571 = -1468812.228414 nChanged 7 SP:Iteration 52Q (7126.590065 sec): 3 clusters Score: Raw -1471851.229323 + Penalty 3037.253571 = -1468813.975752 nChanged 9 SP:Iteration 53Q (7126.619197 sec): 3 clusters Score: Raw -1471852.788190 + Penalty 3037.253571 = -1468815.534619 nChanged 6 SP:Iteration 54Q (7126.648221 sec): 3 clusters Score: Raw -1471853.433318 + Penalty 3037.253571 = -1468816.179747 nChanged 2 SP:Iteration 55Q (7126.677526 sec): 3 clusters Score: Raw -1471853.775339 + Penalty 3037.253571 = -1468816.521768 nChanged 1 SP:Iteration 56Q (7126.707444 sec): 3 clusters Score: Raw -1471853.866576 + Penalty 3037.253571 = -1468816.613005 nChanged 2 SP:Iteration 57Q (7126.736455 sec): 3 clusters Score: Raw -1471854.047051 + Penalty 3037.253571 = -1468816.793480 nChanged 2 SP:Iteration 58Q (7126.765562 sec): 3 clusters Score: Raw -1471854.200345 + Penalty 3037.253571 = -1468816.946774 nChanged 2 SP:Iteration 59Q (7126.807210 sec): 3 clusters Score: Raw -1471854.529525 + Penalty 3037.253571 = -1468817.275954 nChanged 1 SP:Iteration 60F (7126.850822 sec): 3 clusters Score: Raw -1471854.705305 + Penalty 3037.253571 = -1468817.451734 nChanged 2 SP:Iteration 61Q (7126.880604 sec): 3 clusters Score: Raw -1471855.207882 + Penalty 3037.253571 = -1468817.954311 nChanged 2 SP:Iteration 62Q (7126.909614 sec): 3 clusters Score: Raw -1471855.530854 + Penalty 3037.253571 = -1468818.277283 nChanged 1 SP:Iteration 63Q (7126.939227 sec): 3 clusters Score: Raw -1471855.626564 + Penalty 3037.253571 = -1468818.372993 nChanged 2 SP:Iteration 64Q (7126.968273 sec): 3 clusters Score: Raw -1471855.817859 + Penalty 3037.253571 = -1468818.564288 nChanged 3 SP:Iteration 65Q (7127.001958 sec): 3 clusters Score: Raw -1471856.029649 + Penalty 3037.253571 = -1468818.776078 nChanged 1 SP:Iteration 66Q (7127.063605 sec): 3 clusters Score: Raw -1471856.059314 + Penalty 3037.253571 = -1468818.805743 nChanged 0 SP:Iteration 67F (7127.117932 sec): 3 clusters Score: Raw -1471856.059314 + Penalty 3037.253571 = -1468818.805743 nChanged 0 Trying to split cluster 32 (17607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7127.149216 sec): 2 clusters Score: Raw -2107618.553586 + Penalty 1588.608422 = -2106029.945164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7127.188457 sec): 3 clusters Score: Raw -2097066.692943 + Penalty 3177.216844 = -2093889.476098 nChanged 7959 SP:Iteration 1F (7127.226637 sec): 3 clusters Score: Raw -2101595.786103 + Penalty 3177.216844 = -2098418.569258 nChanged 1115 SP:Iteration 2F (7127.272447 sec): 3 clusters Score: Raw -2102100.929648 + Penalty 3177.216844 = -2098923.712803 nChanged 983 SP:Iteration 3F (7127.310173 sec): 3 clusters Score: Raw -2102629.458170 + Penalty 3177.216844 = -2099452.241326 nChanged 1004 SP:Iteration 4F (7127.348178 sec): 3 clusters Score: Raw -2103118.883815 + Penalty 3177.216844 = -2099941.666971 nChanged 944 SP:Iteration 5F (7127.386147 sec): 3 clusters Score: Raw -2103525.334981 + Penalty 3177.216844 = -2100348.118136 nChanged 800 SP:Iteration 6Q (7127.424499 sec): 3 clusters Score: Raw -2103844.506647 + Penalty 3177.216844 = -2100667.289802 nChanged 713 SP:Iteration 7Q (7127.462686 sec): 3 clusters Score: Raw -2104115.919259 + Penalty 3177.216844 = -2100938.702414 nChanged 661 SP:Iteration 8Q (7127.535625 sec): 3 clusters Score: Raw -2104349.901161 + Penalty 3177.216844 = -2101172.684316 nChanged 582 SP:Iteration 9Q (7127.602359 sec): 3 clusters Score: Raw -2104542.316062 + Penalty 3177.216844 = -2101365.099218 nChanged 508 SP:Iteration 10Q (7127.651302 sec): 3 clusters Score: Raw -2104698.537016 + Penalty 3177.216844 = -2101521.320171 nChanged 428 SP:Iteration 11Q (7127.698107 sec): 3 clusters Score: Raw -2104814.460555 + Penalty 3177.216844 = -2101637.243710 nChanged 337 SP:Iteration 12Q (7127.745587 sec): 3 clusters Score: Raw -2104899.938737 + Penalty 3177.216844 = -2101722.721893 nChanged 301 SP:Iteration 13Q (7127.786379 sec): 3 clusters Score: Raw -2104974.478748 + Penalty 3177.216844 = -2101797.261903 nChanged 311 SP:Iteration 14Q (7127.824738 sec): 3 clusters Score: Raw -2105054.019562 + Penalty 3177.216844 = -2101876.802717 nChanged 309 SP:Iteration 15Q (7127.862951 sec): 3 clusters Score: Raw -2105134.254224 + Penalty 3177.216844 = -2101957.037379 nChanged 307 SP:Iteration 16Q (7127.924651 sec): 3 clusters Score: Raw -2105217.775489 + Penalty 3177.216844 = -2102040.558645 nChanged 333 SP:Iteration 17Q (7127.972397 sec): 3 clusters Score: Raw -2105308.353272 + Penalty 3177.216844 = -2102131.136427 nChanged 338 SP:Iteration 18Q (7128.010468 sec): 3 clusters Score: Raw -2105410.353803 + Penalty 3177.216844 = -2102233.136958 nChanged 348 SP:Iteration 19Q (7128.048800 sec): 3 clusters Score: Raw -2105520.562839 + Penalty 3177.216844 = -2102343.345994 nChanged 385 SP:Iteration 20F (7128.086550 sec): 3 clusters Score: Raw -2105665.096222 + Penalty 3177.216844 = -2102487.879377 nChanged 432 SP:Iteration 21Q (7128.125067 sec): 3 clusters Score: Raw -2105850.439563 + Penalty 3177.216844 = -2102673.222718 nChanged 489 SP:Iteration 22Q (7128.163648 sec): 3 clusters Score: Raw -2106105.901914 + Penalty 3177.216844 = -2102928.685069 nChanged 534 SP:Iteration 23Q (7128.202261 sec): 3 clusters Score: Raw -2106405.342155 + Penalty 3177.216844 = -2103228.125310 nChanged 548 SP:Iteration 24Q (7128.241419 sec): 3 clusters Score: Raw -2106754.917910 + Penalty 3177.216844 = -2103577.701066 nChanged 517 SP:Iteration 25Q (7128.279552 sec): 3 clusters Score: Raw -2107083.204205 + Penalty 3177.216844 = -2103905.987361 nChanged 425 SP:Iteration 26Q (7128.320654 sec): 3 clusters Score: Raw -2107346.834097 + Penalty 3177.216844 = -2104169.617252 nChanged 361 SP:Iteration 27Q (7128.360168 sec): 3 clusters Score: Raw -2107563.365297 + Penalty 3177.216844 = -2104386.148452 nChanged 283 SP:Iteration 28Q (7128.397861 sec): 3 clusters Score: Raw -2107715.877373 + Penalty 3177.216844 = -2104538.660528 nChanged 210 SP:Iteration 29Q (7128.441604 sec): 3 clusters Score: Raw -2107834.562633 + Penalty 3177.216844 = -2104657.345789 nChanged 163 SP:Iteration 30Q (7128.478482 sec): 3 clusters Score: Raw -2107915.615958 + Penalty 3177.216844 = -2104738.399114 nChanged 108 SP:Iteration 31Q (7128.533972 sec): 3 clusters Score: Raw -2107968.837316 + Penalty 3177.216844 = -2104791.620472 nChanged 83 SP:Iteration 32Q (7128.559425 sec): 3 clusters Score: Raw -2108008.251513 + Penalty 3177.216844 = -2104831.034668 nChanged 48 SP:Iteration 33Q (7128.595330 sec): 3 clusters Score: Raw -2108032.628393 + Penalty 3177.216844 = -2104855.411549 nChanged 36 SP:Iteration 34Q (7128.631127 sec): 3 clusters Score: Raw -2108048.074862 + Penalty 3177.216844 = -2104870.858017 nChanged 28 SP:Iteration 35Q (7128.666533 sec): 3 clusters Score: Raw -2108059.616153 + Penalty 3177.216844 = -2104882.399309 nChanged 22 SP:Iteration 36Q (7128.701758 sec): 3 clusters Score: Raw -2108069.320724 + Penalty 3177.216844 = -2104892.103879 nChanged 17 SP:Iteration 37Q (7128.736682 sec): 3 clusters Score: Raw -2108075.735353 + Penalty 3177.216844 = -2104898.518509 nChanged 16 SP:Iteration 38Q (7128.771533 sec): 3 clusters Score: Raw -2108081.481120 + Penalty 3177.216844 = -2104904.264275 nChanged 11 SP:Iteration 39Q (7128.806683 sec): 3 clusters Score: Raw -2108087.912777 + Penalty 3177.216844 = -2104910.695932 nChanged 10 SP:Iteration 40F (7128.844585 sec): 3 clusters Score: Raw -2108093.982863 + Penalty 3177.216844 = -2104916.766018 nChanged 14 SP:Iteration 41Q (7128.879656 sec): 3 clusters Score: Raw -2108100.662573 + Penalty 3177.216844 = -2104923.445729 nChanged 9 SP:Iteration 42Q (7128.914524 sec): 3 clusters Score: Raw -2108106.127040 + Penalty 3177.216844 = -2104928.910195 nChanged 9 SP:Iteration 43Q (7128.949917 sec): 3 clusters Score: Raw -2108111.862397 + Penalty 3177.216844 = -2104934.645552 nChanged 11 SP:Iteration 44Q (7129.014982 sec): 3 clusters Score: Raw -2108118.206333 + Penalty 3177.216844 = -2104940.989489 nChanged 13 SP:Iteration 45Q (7129.049577 sec): 3 clusters Score: Raw -2108123.377792 + Penalty 3177.216844 = -2104946.160948 nChanged 8 SP:Iteration 46Q (7129.084012 sec): 3 clusters Score: Raw -2108125.926703 + Penalty 3177.216844 = -2104948.709858 nChanged 3 SP:Iteration 47Q (7129.122216 sec): 3 clusters Score: Raw -2108126.718829 + Penalty 3177.216844 = -2104949.501984 nChanged 3 SP:Iteration 48Q (7129.156574 sec): 3 clusters Score: Raw -2108127.988240 + Penalty 3177.216844 = -2104950.771395 nChanged 2 SP:Iteration 49Q (7129.190961 sec): 3 clusters Score: Raw -2108129.155118 + Penalty 3177.216844 = -2104951.938274 nChanged 4 SP:Iteration 50Q (7129.225205 sec): 3 clusters Score: Raw -2108131.382857 + Penalty 3177.216844 = -2104954.166013 nChanged 4 SP:Iteration 51Q (7129.259419 sec): 3 clusters Score: Raw -2108134.767202 + Penalty 3177.216844 = -2104957.550358 nChanged 4 SP:Iteration 52Q (7129.293855 sec): 3 clusters Score: Raw -2108137.240683 + Penalty 3177.216844 = -2104960.023838 nChanged 8 SP:Iteration 53Q (7129.335231 sec): 3 clusters Score: Raw -2108142.882246 + Penalty 3177.216844 = -2104965.665402 nChanged 8 SP:Iteration 54Q (7129.369602 sec): 3 clusters Score: Raw -2108146.645546 + Penalty 3177.216844 = -2104969.428702 nChanged 5 SP:Iteration 55Q (7129.403535 sec): 3 clusters Score: Raw -2108147.646748 + Penalty 3177.216844 = -2104970.429904 nChanged 1 SP:Iteration 56Q (7129.437487 sec): 3 clusters Score: Raw -2108148.006535 + Penalty 3177.216844 = -2104970.789690 nChanged 0 SP:Iteration 57F (7129.475423 sec): 3 clusters Score: Raw -2108148.006535 + Penalty 3177.216844 = -2104970.789690 nChanged 0 Trying to split cluster 33 (7138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7129.496378 sec): 2 clusters Score: Raw -892818.339899 + Penalty 1441.893034 = -891376.446864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7129.521090 sec): 3 clusters Score: Raw -888969.997261 + Penalty 2883.786069 = -886086.211192 nChanged 2997 SP:Iteration 1F (7129.545177 sec): 3 clusters Score: Raw -890950.484208 + Penalty 2883.786069 = -888066.698140 nChanged 594 SP:Iteration 2F (7129.569359 sec): 3 clusters Score: Raw -891472.774967 + Penalty 2883.786069 = -888588.988898 nChanged 570 SP:Iteration 3F (7129.600565 sec): 3 clusters Score: Raw -891916.352982 + Penalty 2883.786069 = -889032.566914 nChanged 459 SP:Iteration 4F (7129.623871 sec): 3 clusters Score: Raw -892258.203809 + Penalty 2883.786069 = -889374.417740 nChanged 395 SP:Iteration 5F (7129.648075 sec): 3 clusters Score: Raw -892498.747607 + Penalty 2883.786069 = -889614.961538 nChanged 282 SP:Iteration 6Q (7129.671923 sec): 3 clusters Score: Raw -892644.072804 + Penalty 2883.786069 = -889760.286735 nChanged 192 SP:Iteration 7Q (7129.695836 sec): 3 clusters Score: Raw -892737.108095 + Penalty 2883.786069 = -889853.322026 nChanged 164 SP:Iteration 8Q (7129.719529 sec): 3 clusters Score: Raw -892802.954936 + Penalty 2883.786069 = -889919.168867 nChanged 138 SP:Iteration 9Q (7129.742306 sec): 3 clusters Score: Raw -892851.870323 + Penalty 2883.786069 = -889968.084254 nChanged 96 SP:Iteration 10Q (7129.765439 sec): 3 clusters Score: Raw -892878.002794 + Penalty 2883.786069 = -889994.216725 nChanged 69 SP:Iteration 11Q (7129.789002 sec): 3 clusters Score: Raw -892896.031256 + Penalty 2883.786069 = -890012.245187 nChanged 62 SP:Iteration 12Q (7129.812934 sec): 3 clusters Score: Raw -892911.473584 + Penalty 2883.786069 = -890027.687515 nChanged 59 SP:Iteration 13Q (7129.836595 sec): 3 clusters Score: Raw -892928.623990 + Penalty 2883.786069 = -890044.837921 nChanged 46 SP:Iteration 14Q (7129.860418 sec): 3 clusters Score: Raw -892940.353688 + Penalty 2883.786069 = -890056.567619 nChanged 45 SP:Iteration 15Q (7129.884043 sec): 3 clusters Score: Raw -892952.705978 + Penalty 2883.786069 = -890068.919909 nChanged 48 SP:Iteration 16Q (7129.941792 sec): 3 clusters Score: Raw -892965.160741 + Penalty 2883.786069 = -890081.374672 nChanged 36 SP:Iteration 17Q (7129.971308 sec): 3 clusters Score: Raw -892974.087471 + Penalty 2883.786069 = -890090.301403 nChanged 31 SP:Iteration 18Q (7130.002063 sec): 3 clusters Score: Raw -892981.335194 + Penalty 2883.786069 = -890097.549125 nChanged 37 SP:Iteration 19Q (7130.059255 sec): 3 clusters Score: Raw -892987.865371 + Penalty 2883.786069 = -890104.079303 nChanged 29 SP:Iteration 20F (7130.118898 sec): 3 clusters Score: Raw -892993.889067 + Penalty 2883.786069 = -890110.102998 nChanged 27 SP:Iteration 21Q (7130.165798 sec): 3 clusters Score: Raw -893000.616753 + Penalty 2883.786069 = -890116.830684 nChanged 24 SP:Iteration 22Q (7130.188823 sec): 3 clusters Score: Raw -893005.485509 + Penalty 2883.786069 = -890121.699440 nChanged 21 SP:Iteration 23Q (7130.212653 sec): 3 clusters Score: Raw -893009.439967 + Penalty 2883.786069 = -890125.653898 nChanged 20 SP:Iteration 24Q (7130.236224 sec): 3 clusters Score: Raw -893012.913324 + Penalty 2883.786069 = -890129.127255 nChanged 13 SP:Iteration 25Q (7130.260162 sec): 3 clusters Score: Raw -893015.640649 + Penalty 2883.786069 = -890131.854580 nChanged 13 SP:Iteration 26Q (7130.283853 sec): 3 clusters Score: Raw -893017.794709 + Penalty 2883.786069 = -890134.008640 nChanged 18 SP:Iteration 27Q (7130.307501 sec): 3 clusters Score: Raw -893019.997553 + Penalty 2883.786069 = -890136.211484 nChanged 17 SP:Iteration 28Q (7130.331214 sec): 3 clusters Score: Raw -893022.806881 + Penalty 2883.786069 = -890139.020812 nChanged 15 SP:Iteration 29Q (7130.357948 sec): 3 clusters Score: Raw -893025.688629 + Penalty 2883.786069 = -890141.902560 nChanged 17 SP:Iteration 30Q (7130.392207 sec): 3 clusters Score: Raw -893029.067349 + Penalty 2883.786069 = -890145.281280 nChanged 17 SP:Iteration 31Q (7130.415942 sec): 3 clusters Score: Raw -893032.435898 + Penalty 2883.786069 = -890148.649829 nChanged 10 SP:Iteration 32Q (7130.449650 sec): 3 clusters Score: Raw -893034.069120 + Penalty 2883.786069 = -890150.283051 nChanged 9 SP:Iteration 33Q (7130.475243 sec): 3 clusters Score: Raw -893035.441098 + Penalty 2883.786069 = -890151.655029 nChanged 17 SP:Iteration 34Q (7130.498677 sec): 3 clusters Score: Raw -893038.352745 + Penalty 2883.786069 = -890154.566676 nChanged 18 SP:Iteration 35Q (7130.522109 sec): 3 clusters Score: Raw -893041.240582 + Penalty 2883.786069 = -890157.454514 nChanged 15 SP:Iteration 36Q (7130.554017 sec): 3 clusters Score: Raw -893043.523718 + Penalty 2883.786069 = -890159.737649 nChanged 16 SP:Iteration 37Q (7130.577557 sec): 3 clusters Score: Raw -893046.119008 + Penalty 2883.786069 = -890162.332939 nChanged 11 SP:Iteration 38Q (7130.601209 sec): 3 clusters Score: Raw -893048.201193 + Penalty 2883.786069 = -890164.415124 nChanged 16 SP:Iteration 39Q (7130.625022 sec): 3 clusters Score: Raw -893051.020551 + Penalty 2883.786069 = -890167.234482 nChanged 17 SP:Iteration 40F (7130.652232 sec): 3 clusters Score: Raw -893054.659542 + Penalty 2883.786069 = -890170.873473 nChanged 21 SP:Iteration 41Q (7130.675756 sec): 3 clusters Score: Raw -893059.794146 + Penalty 2883.786069 = -890176.008077 nChanged 16 SP:Iteration 42Q (7130.699414 sec): 3 clusters Score: Raw -893063.678527 + Penalty 2883.786069 = -890179.892458 nChanged 21 SP:Iteration 43Q (7130.723235 sec): 3 clusters Score: Raw -893068.096338 + Penalty 2883.786069 = -890184.310270 nChanged 22 SP:Iteration 44Q (7130.746867 sec): 3 clusters Score: Raw -893071.827083 + Penalty 2883.786069 = -890188.041014 nChanged 20 SP:Iteration 45Q (7130.774962 sec): 3 clusters Score: Raw -893074.727529 + Penalty 2883.786069 = -890190.941461 nChanged 21 SP:Iteration 46Q (7130.798500 sec): 3 clusters Score: Raw -893079.090067 + Penalty 2883.786069 = -890195.303999 nChanged 18 SP:Iteration 47Q (7130.822317 sec): 3 clusters Score: Raw -893082.302841 + Penalty 2883.786069 = -890198.516772 nChanged 12 SP:Iteration 48Q (7130.846144 sec): 3 clusters Score: Raw -893084.665163 + Penalty 2883.786069 = -890200.879094 nChanged 19 SP:Iteration 49Q (7130.869715 sec): 3 clusters Score: Raw -893088.674921 + Penalty 2883.786069 = -890204.888853 nChanged 25 SP:Iteration 50Q (7130.893292 sec): 3 clusters Score: Raw -893093.304794 + Penalty 2883.786069 = -890209.518725 nChanged 21 SP:Iteration 51Q (7130.917090 sec): 3 clusters Score: Raw -893098.102230 + Penalty 2883.786069 = -890214.316162 nChanged 24 SP:Iteration 52Q (7130.940755 sec): 3 clusters Score: Raw -893102.880992 + Penalty 2883.786069 = -890219.094923 nChanged 27 SP:Iteration 53Q (7130.964194 sec): 3 clusters Score: Raw -893108.486615 + Penalty 2883.786069 = -890224.700546 nChanged 24 SP:Iteration 54Q (7130.987776 sec): 3 clusters Score: Raw -893114.023277 + Penalty 2883.786069 = -890230.237208 nChanged 33 SP:Iteration 55Q (7131.020398 sec): 3 clusters Score: Raw -893122.365710 + Penalty 2883.786069 = -890238.579642 nChanged 28 SP:Iteration 56Q (7131.043643 sec): 3 clusters Score: Raw -893129.784532 + Penalty 2883.786069 = -890245.998463 nChanged 27 SP:Iteration 57Q (7131.089350 sec): 3 clusters Score: Raw -893136.879382 + Penalty 2883.786069 = -890253.093314 nChanged 42 SP:Iteration 58Q (7131.112119 sec): 3 clusters Score: Raw -893146.543256 + Penalty 2883.786069 = -890262.757187 nChanged 40 SP:Iteration 59Q (7131.156318 sec): 3 clusters Score: Raw -893156.982651 + Penalty 2883.786069 = -890273.196582 nChanged 39 SP:Iteration 60F (7131.180276 sec): 3 clusters Score: Raw -893166.353011 + Penalty 2883.786069 = -890282.566943 nChanged 46 SP:Iteration 61Q (7131.203977 sec): 3 clusters Score: Raw -893178.302298 + Penalty 2883.786069 = -890294.516229 nChanged 58 SP:Iteration 62Q (7131.243397 sec): 3 clusters Score: Raw -893198.789463 + Penalty 2883.786069 = -890315.003394 nChanged 74 SP:Iteration 63Q (7131.269918 sec): 3 clusters Score: Raw -893224.618573 + Penalty 2883.786069 = -890340.832504 nChanged 75 SP:Iteration 64Q (7131.303852 sec): 3 clusters Score: Raw -893251.892731 + Penalty 2883.786069 = -890368.106662 nChanged 71 SP:Iteration 65Q (7131.336463 sec): 3 clusters Score: Raw -893272.867330 + Penalty 2883.786069 = -890389.081261 nChanged 60 SP:Iteration 66Q (7131.359456 sec): 3 clusters Score: Raw -893293.698146 + Penalty 2883.786069 = -890409.912077 nChanged 66 SP:Iteration 67Q (7131.382594 sec): 3 clusters Score: Raw -893316.521929 + Penalty 2883.786069 = -890432.735860 nChanged 73 SP:Iteration 68Q (7131.406250 sec): 3 clusters Score: Raw -893340.844809 + Penalty 2883.786069 = -890457.058740 nChanged 64 SP:Iteration 69Q (7131.430009 sec): 3 clusters Score: Raw -893361.835312 + Penalty 2883.786069 = -890478.049243 nChanged 64 SP:Iteration 70Q (7131.464810 sec): 3 clusters Score: Raw -893381.239698 + Penalty 2883.786069 = -890497.453629 nChanged 59 SP:Iteration 71Q (7131.488319 sec): 3 clusters Score: Raw -893401.257578 + Penalty 2883.786069 = -890517.471509 nChanged 57 SP:Iteration 72Q (7131.522577 sec): 3 clusters Score: Raw -893423.295063 + Penalty 2883.786069 = -890539.508994 nChanged 60 SP:Iteration 73Q (7131.546346 sec): 3 clusters Score: Raw -893442.309550 + Penalty 2883.786069 = -890558.523481 nChanged 51 SP:Iteration 74Q (7131.569391 sec): 3 clusters Score: Raw -893459.306276 + Penalty 2883.786069 = -890575.520207 nChanged 53 SP:Iteration 75Q (7131.627260 sec): 3 clusters Score: Raw -893476.137903 + Penalty 2883.786069 = -890592.351834 nChanged 39 SP:Iteration 76Q (7131.651199 sec): 3 clusters Score: Raw -893489.282224 + Penalty 2883.786069 = -890605.496155 nChanged 46 SP:Iteration 77Q (7131.696828 sec): 3 clusters Score: Raw -893504.822980 + Penalty 2883.786069 = -890621.036911 nChanged 43 SP:Iteration 78Q (7131.720221 sec): 3 clusters Score: Raw -893517.585391 + Penalty 2883.786069 = -890633.799322 nChanged 35 SP:Iteration 79Q (7131.767096 sec): 3 clusters Score: Raw -893526.810787 + Penalty 2883.786069 = -890643.024718 nChanged 41 SP:Iteration 80F (7131.809587 sec): 3 clusters Score: Raw -893540.772698 + Penalty 2883.786069 = -890656.986629 nChanged 43 SP:Iteration 81Q (7131.854988 sec): 3 clusters Score: Raw -893556.412536 + Penalty 2883.786069 = -890672.626467 nChanged 37 SP:Iteration 82Q (7131.897190 sec): 3 clusters Score: Raw -893572.703099 + Penalty 2883.786069 = -890688.917030 nChanged 30 SP:Iteration 83Q (7131.939216 sec): 3 clusters Score: Raw -893582.611799 + Penalty 2883.786069 = -890698.825730 nChanged 36 SP:Iteration 84Q (7131.976032 sec): 3 clusters Score: Raw -893593.934093 + Penalty 2883.786069 = -890710.148024 nChanged 35 SP:Iteration 85Q (7131.999395 sec): 3 clusters Score: Raw -893604.008654 + Penalty 2883.786069 = -890720.222585 nChanged 23 SP:Iteration 86Q (7132.022736 sec): 3 clusters Score: Raw -893610.358361 + Penalty 2883.786069 = -890726.572293 nChanged 21 SP:Iteration 87Q (7132.081780 sec): 3 clusters Score: Raw -893615.786079 + Penalty 2883.786069 = -890732.000011 nChanged 28 SP:Iteration 88Q (7132.133607 sec): 3 clusters Score: Raw -893624.949089 + Penalty 2883.786069 = -890741.163020 nChanged 24 SP:Iteration 89Q (7132.156654 sec): 3 clusters Score: Raw -893631.640892 + Penalty 2883.786069 = -890747.854823 nChanged 18 SP:Iteration 90Q (7132.179145 sec): 3 clusters Score: Raw -893635.985536 + Penalty 2883.786069 = -890752.199467 nChanged 18 SP:Iteration 91Q (7132.209926 sec): 3 clusters Score: Raw -893641.013085 + Penalty 2883.786069 = -890757.227016 nChanged 18 SP:Iteration 92Q (7132.232616 sec): 3 clusters Score: Raw -893646.305890 + Penalty 2883.786069 = -890762.519821 nChanged 18 SP:Iteration 93Q (7132.255816 sec): 3 clusters Score: Raw -893651.250379 + Penalty 2883.786069 = -890767.464310 nChanged 15 SP:Iteration 94Q (7132.283367 sec): 3 clusters Score: Raw -893655.531210 + Penalty 2883.786069 = -890771.745141 nChanged 15 SP:Iteration 95Q (7132.306395 sec): 3 clusters Score: Raw -893659.225795 + Penalty 2883.786069 = -890775.439727 nChanged 11 SP:Iteration 96Q (7132.331937 sec): 3 clusters Score: Raw -893661.778978 + Penalty 2883.786069 = -890777.992909 nChanged 6 SP:Iteration 97Q (7132.359939 sec): 3 clusters Score: Raw -893663.194581 + Penalty 2883.786069 = -890779.408512 nChanged 5 SP:Iteration 98Q (7132.382935 sec): 3 clusters Score: Raw -893665.074114 + Penalty 2883.786069 = -890781.288045 nChanged 8 SP:Iteration 99Q (7132.405367 sec): 3 clusters Score: Raw -893666.120386 + Penalty 2883.786069 = -890782.334318 nChanged 2 SP:Iteration 100F (7132.428777 sec): 3 clusters Score: Raw -893666.819635 + Penalty 2883.786069 = -890783.033567 nChanged 3 SP:Iteration 101Q (7132.451995 sec): 3 clusters Score: Raw -893667.459396 + Penalty 2883.786069 = -890783.673327 nChanged 3 SP:Iteration 102Q (7132.475104 sec): 3 clusters Score: Raw -893668.412869 + Penalty 2883.786069 = -890784.626800 nChanged 2 SP:Iteration 103Q (7132.516898 sec): 3 clusters Score: Raw -893668.724436 + Penalty 2883.786069 = -890784.938367 nChanged 1 SP:Iteration 104Q (7132.560841 sec): 3 clusters Score: Raw -893668.975447 + Penalty 2883.786069 = -890785.189378 nChanged 4 SP:Iteration 105Q (7132.583802 sec): 3 clusters Score: Raw -893669.852014 + Penalty 2883.786069 = -890786.065946 nChanged 3 SP:Iteration 106Q (7132.643152 sec): 3 clusters Score: Raw -893670.475557 + Penalty 2883.786069 = -890786.689489 nChanged 2 SP:Iteration 107Q (7132.682679 sec): 3 clusters Score: Raw -893670.933590 + Penalty 2883.786069 = -890787.147521 nChanged 1 SP:Iteration 108Q (7132.713624 sec): 3 clusters Score: Raw -893671.085791 + Penalty 2883.786069 = -890787.299722 nChanged 2 SP:Iteration 109Q (7132.744911 sec): 3 clusters Score: Raw -893671.402201 + Penalty 2883.786069 = -890787.616133 nChanged 1 SP:Iteration 110Q (7132.767714 sec): 3 clusters Score: Raw -893671.842350 + Penalty 2883.786069 = -890788.056281 nChanged 1 SP:Iteration 111Q (7132.790778 sec): 3 clusters Score: Raw -893672.017090 + Penalty 2883.786069 = -890788.231021 nChanged 1 SP:Iteration 112Q (7132.824140 sec): 3 clusters Score: Raw -893672.297130 + Penalty 2883.786069 = -890788.511062 nChanged 1 SP:Iteration 113Q (7132.880095 sec): 3 clusters Score: Raw -893672.374776 + Penalty 2883.786069 = -890788.588707 nChanged 0 SP:Iteration 114F (7132.903953 sec): 3 clusters Score: Raw -893672.374776 + Penalty 2883.786069 = -890788.588707 nChanged 0 Trying to split cluster 34 (14634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7132.932488 sec): 2 clusters Score: Raw -1826974.772414 + Penalty 1558.554216 = -1825416.218198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7132.984518 sec): 3 clusters Score: Raw -1818286.927518 + Penalty 3117.108432 = -1815169.819086 nChanged 6542 SP:Iteration 1F (7133.043836 sec): 3 clusters Score: Raw -1821794.556628 + Penalty 3117.108432 = -1818677.448196 nChanged 816 SP:Iteration 2F (7133.079176 sec): 3 clusters Score: Raw -1822115.776394 + Penalty 3117.108432 = -1818998.667962 nChanged 732 SP:Iteration 3F (7133.114640 sec): 3 clusters Score: Raw -1822417.761668 + Penalty 3117.108432 = -1819300.653236 nChanged 713 SP:Iteration 4Q (7133.153728 sec): 3 clusters Score: Raw -1822762.903975 + Penalty 3117.108432 = -1819645.795543 nChanged 733 SP:Iteration 5F (7133.189126 sec): 3 clusters Score: Raw -1823147.024235 + Penalty 3117.108432 = -1820029.915803 nChanged 786 SP:Iteration 6F (7133.225004 sec): 3 clusters Score: Raw -1823640.014815 + Penalty 3117.108432 = -1820522.906383 nChanged 815 SP:Iteration 7F (7133.271671 sec): 3 clusters Score: Raw -1824240.001147 + Penalty 3117.108432 = -1821122.892715 nChanged 891 SP:Iteration 8F (7133.321308 sec): 3 clusters Score: Raw -1824976.562443 + Penalty 3117.108432 = -1821859.454011 nChanged 886 SP:Iteration 9F (7133.365995 sec): 3 clusters Score: Raw -1825625.290835 + Penalty 3117.108432 = -1822508.182403 nChanged 735 SP:Iteration 10F (7133.401310 sec): 3 clusters Score: Raw -1826078.474082 + Penalty 3117.108432 = -1822961.365650 nChanged 502 SP:Iteration 11Q (7133.436095 sec): 3 clusters Score: Raw -1826324.880904 + Penalty 3117.108432 = -1823207.772472 nChanged 354 SP:Iteration 12Q (7133.470548 sec): 3 clusters Score: Raw -1826466.867887 + Penalty 3117.108432 = -1823349.759455 nChanged 249 SP:Iteration 13Q (7133.513282 sec): 3 clusters Score: Raw -1826554.428749 + Penalty 3117.108432 = -1823437.320317 nChanged 162 SP:Iteration 14Q (7133.557135 sec): 3 clusters Score: Raw -1826595.053974 + Penalty 3117.108432 = -1823477.945542 nChanged 127 SP:Iteration 15Q (7133.591428 sec): 3 clusters Score: Raw -1826630.102661 + Penalty 3117.108432 = -1823512.994229 nChanged 115 SP:Iteration 16Q (7133.661249 sec): 3 clusters Score: Raw -1826657.015058 + Penalty 3117.108432 = -1823539.906626 nChanged 101 SP:Iteration 17Q (7133.723812 sec): 3 clusters Score: Raw -1826675.850775 + Penalty 3117.108432 = -1823558.742343 nChanged 96 SP:Iteration 18Q (7133.765764 sec): 3 clusters Score: Raw -1826693.789383 + Penalty 3117.108432 = -1823576.680951 nChanged 87 SP:Iteration 19Q (7133.806609 sec): 3 clusters Score: Raw -1826711.977207 + Penalty 3117.108432 = -1823594.868775 nChanged 65 SP:Iteration 20F (7133.853776 sec): 3 clusters Score: Raw -1826723.600317 + Penalty 3117.108432 = -1823606.491885 nChanged 51 SP:Iteration 21Q (7133.887712 sec): 3 clusters Score: Raw -1826733.158869 + Penalty 3117.108432 = -1823616.050437 nChanged 67 SP:Iteration 22Q (7133.921635 sec): 3 clusters Score: Raw -1826744.125116 + Penalty 3117.108432 = -1823627.016684 nChanged 64 SP:Iteration 23Q (7133.969110 sec): 3 clusters Score: Raw -1826755.140511 + Penalty 3117.108432 = -1823638.032079 nChanged 53 SP:Iteration 24Q (7134.009921 sec): 3 clusters Score: Raw -1826763.466365 + Penalty 3117.108432 = -1823646.357933 nChanged 40 SP:Iteration 25Q (7134.043653 sec): 3 clusters Score: Raw -1826769.492054 + Penalty 3117.108432 = -1823652.383622 nChanged 45 SP:Iteration 26Q (7134.077517 sec): 3 clusters Score: Raw -1826776.228374 + Penalty 3117.108432 = -1823659.119942 nChanged 43 SP:Iteration 27Q (7134.111242 sec): 3 clusters Score: Raw -1826782.198167 + Penalty 3117.108432 = -1823665.089735 nChanged 36 SP:Iteration 28Q (7134.145042 sec): 3 clusters Score: Raw -1826786.421137 + Penalty 3117.108432 = -1823669.312705 nChanged 32 SP:Iteration 29Q (7134.178828 sec): 3 clusters Score: Raw -1826790.363498 + Penalty 3117.108432 = -1823673.255066 nChanged 40 SP:Iteration 30Q (7134.212686 sec): 3 clusters Score: Raw -1826794.515031 + Penalty 3117.108432 = -1823677.406599 nChanged 42 SP:Iteration 31Q (7134.246362 sec): 3 clusters Score: Raw -1826799.397351 + Penalty 3117.108432 = -1823682.288919 nChanged 34 SP:Iteration 32Q (7134.280301 sec): 3 clusters Score: Raw -1826803.782694 + Penalty 3117.108432 = -1823686.674262 nChanged 33 SP:Iteration 33Q (7134.314059 sec): 3 clusters Score: Raw -1826808.841830 + Penalty 3117.108432 = -1823691.733398 nChanged 34 SP:Iteration 34Q (7134.348095 sec): 3 clusters Score: Raw -1826813.910956 + Penalty 3117.108432 = -1823696.802525 nChanged 33 SP:Iteration 35Q (7134.387734 sec): 3 clusters Score: Raw -1826819.006200 + Penalty 3117.108432 = -1823701.897768 nChanged 33 SP:Iteration 36Q (7134.421466 sec): 3 clusters Score: Raw -1826823.974612 + Penalty 3117.108432 = -1823706.866180 nChanged 30 SP:Iteration 37Q (7134.454998 sec): 3 clusters Score: Raw -1826829.147715 + Penalty 3117.108432 = -1823712.039283 nChanged 46 SP:Iteration 38Q (7134.496976 sec): 3 clusters Score: Raw -1826837.391505 + Penalty 3117.108432 = -1823720.283073 nChanged 55 SP:Iteration 39Q (7134.530450 sec): 3 clusters Score: Raw -1826848.133999 + Penalty 3117.108432 = -1823731.025567 nChanged 61 SP:Iteration 40F (7134.565615 sec): 3 clusters Score: Raw -1826862.447384 + Penalty 3117.108432 = -1823745.338952 nChanged 68 SP:Iteration 41Q (7134.620404 sec): 3 clusters Score: Raw -1826873.513481 + Penalty 3117.108432 = -1823756.405049 nChanged 53 SP:Iteration 42Q (7134.657931 sec): 3 clusters Score: Raw -1826882.130656 + Penalty 3117.108432 = -1823765.022224 nChanged 59 SP:Iteration 43Q (7134.708807 sec): 3 clusters Score: Raw -1826890.679680 + Penalty 3117.108432 = -1823773.571248 nChanged 51 SP:Iteration 44Q (7134.765358 sec): 3 clusters Score: Raw -1826899.308510 + Penalty 3117.108432 = -1823782.200078 nChanged 62 SP:Iteration 45Q (7134.805337 sec): 3 clusters Score: Raw -1826910.887061 + Penalty 3117.108432 = -1823793.778629 nChanged 68 SP:Iteration 46Q (7134.865902 sec): 3 clusters Score: Raw -1826925.122942 + Penalty 3117.108432 = -1823808.014510 nChanged 70 SP:Iteration 47Q (7134.925516 sec): 3 clusters Score: Raw -1826940.317409 + Penalty 3117.108432 = -1823823.208977 nChanged 77 SP:Iteration 48Q (7134.969671 sec): 3 clusters Score: Raw -1826956.125376 + Penalty 3117.108432 = -1823839.016944 nChanged 66 SP:Iteration 49Q (7135.002765 sec): 3 clusters Score: Raw -1826967.844096 + Penalty 3117.108432 = -1823850.735664 nChanged 61 SP:Iteration 50Q (7135.036176 sec): 3 clusters Score: Raw -1826978.562311 + Penalty 3117.108432 = -1823861.453879 nChanged 51 SP:Iteration 51Q (7135.069099 sec): 3 clusters Score: Raw -1826989.879698 + Penalty 3117.108432 = -1823872.771266 nChanged 52 SP:Iteration 52Q (7135.101466 sec): 3 clusters Score: Raw -1827001.694599 + Penalty 3117.108432 = -1823884.586167 nChanged 59 SP:Iteration 53Q (7135.134692 sec): 3 clusters Score: Raw -1827010.016192 + Penalty 3117.108432 = -1823892.907760 nChanged 41 SP:Iteration 54Q (7135.167569 sec): 3 clusters Score: Raw -1827014.696946 + Penalty 3117.108432 = -1823897.588514 nChanged 30 SP:Iteration 55Q (7135.200559 sec): 3 clusters Score: Raw -1827018.137156 + Penalty 3117.108432 = -1823901.028724 nChanged 22 SP:Iteration 56Q (7135.233389 sec): 3 clusters Score: Raw -1827020.708889 + Penalty 3117.108432 = -1823903.600457 nChanged 27 SP:Iteration 57Q (7135.266298 sec): 3 clusters Score: Raw -1827024.293263 + Penalty 3117.108432 = -1823907.184831 nChanged 31 SP:Iteration 58Q (7135.307105 sec): 3 clusters Score: Raw -1827028.711066 + Penalty 3117.108432 = -1823911.602634 nChanged 35 SP:Iteration 59Q (7135.340094 sec): 3 clusters Score: Raw -1827033.533160 + Penalty 3117.108432 = -1823916.424728 nChanged 37 SP:Iteration 60F (7135.375181 sec): 3 clusters Score: Raw -1827039.774650 + Penalty 3117.108432 = -1823922.666218 nChanged 48 SP:Iteration 61Q (7135.408136 sec): 3 clusters Score: Raw -1827048.058727 + Penalty 3117.108432 = -1823930.950295 nChanged 51 SP:Iteration 62Q (7135.441163 sec): 3 clusters Score: Raw -1827058.637578 + Penalty 3117.108432 = -1823941.529146 nChanged 52 SP:Iteration 63Q (7135.473999 sec): 3 clusters Score: Raw -1827069.550871 + Penalty 3117.108432 = -1823952.442439 nChanged 53 SP:Iteration 64Q (7135.506727 sec): 3 clusters Score: Raw -1827080.107267 + Penalty 3117.108432 = -1823962.998835 nChanged 46 SP:Iteration 65Q (7135.539503 sec): 3 clusters Score: Raw -1827088.079068 + Penalty 3117.108432 = -1823970.970636 nChanged 38 SP:Iteration 66Q (7135.572389 sec): 3 clusters Score: Raw -1827093.225261 + Penalty 3117.108432 = -1823976.116829 nChanged 36 SP:Iteration 67Q (7135.609956 sec): 3 clusters Score: Raw -1827098.067043 + Penalty 3117.108432 = -1823980.958611 nChanged 28 SP:Iteration 68Q (7135.642670 sec): 3 clusters Score: Raw -1827101.974261 + Penalty 3117.108432 = -1823984.865830 nChanged 30 SP:Iteration 69Q (7135.677470 sec): 3 clusters Score: Raw -1827107.212183 + Penalty 3117.108432 = -1823990.103751 nChanged 35 SP:Iteration 70Q (7135.715074 sec): 3 clusters Score: Raw -1827113.221494 + Penalty 3117.108432 = -1823996.113062 nChanged 35 SP:Iteration 71Q (7135.747671 sec): 3 clusters Score: Raw -1827118.324820 + Penalty 3117.108432 = -1824001.216388 nChanged 30 SP:Iteration 72Q (7135.789635 sec): 3 clusters Score: Raw -1827122.623929 + Penalty 3117.108432 = -1824005.515497 nChanged 29 SP:Iteration 73Q (7135.822280 sec): 3 clusters Score: Raw -1827127.030515 + Penalty 3117.108432 = -1824009.922083 nChanged 39 SP:Iteration 74Q (7135.854773 sec): 3 clusters Score: Raw -1827134.749904 + Penalty 3117.108432 = -1824017.641472 nChanged 35 SP:Iteration 75Q (7135.910593 sec): 3 clusters Score: Raw -1827142.505599 + Penalty 3117.108432 = -1824025.397167 nChanged 48 SP:Iteration 76Q (7135.952059 sec): 3 clusters Score: Raw -1827151.718313 + Penalty 3117.108432 = -1824034.609881 nChanged 44 SP:Iteration 77Q (7135.984711 sec): 3 clusters Score: Raw -1827157.871331 + Penalty 3117.108432 = -1824040.762899 nChanged 33 SP:Iteration 78Q (7136.017129 sec): 3 clusters Score: Raw -1827163.521148 + Penalty 3117.108432 = -1824046.412716 nChanged 37 SP:Iteration 79Q (7136.066538 sec): 3 clusters Score: Raw -1827169.600188 + Penalty 3117.108432 = -1824052.491757 nChanged 38 SP:Iteration 80F (7136.101817 sec): 3 clusters Score: Raw -1827176.290713 + Penalty 3117.108432 = -1824059.182282 nChanged 38 SP:Iteration 81Q (7136.137873 sec): 3 clusters Score: Raw -1827183.481225 + Penalty 3117.108432 = -1824066.372793 nChanged 47 SP:Iteration 82Q (7136.169998 sec): 3 clusters Score: Raw -1827192.917010 + Penalty 3117.108432 = -1824075.808579 nChanged 36 SP:Iteration 83Q (7136.202270 sec): 3 clusters Score: Raw -1827198.868514 + Penalty 3117.108432 = -1824081.760082 nChanged 24 SP:Iteration 84Q (7136.234665 sec): 3 clusters Score: Raw -1827201.928999 + Penalty 3117.108432 = -1824084.820567 nChanged 27 SP:Iteration 85Q (7136.267115 sec): 3 clusters Score: Raw -1827206.173955 + Penalty 3117.108432 = -1824089.065523 nChanged 29 SP:Iteration 86Q (7136.299138 sec): 3 clusters Score: Raw -1827210.378688 + Penalty 3117.108432 = -1824093.270256 nChanged 34 SP:Iteration 87Q (7136.335087 sec): 3 clusters Score: Raw -1827216.297112 + Penalty 3117.108432 = -1824099.188680 nChanged 37 SP:Iteration 88Q (7136.367986 sec): 3 clusters Score: Raw -1827223.643448 + Penalty 3117.108432 = -1824106.535016 nChanged 33 SP:Iteration 89Q (7136.400171 sec): 3 clusters Score: Raw -1827228.506748 + Penalty 3117.108432 = -1824111.398316 nChanged 21 SP:Iteration 90Q (7136.434319 sec): 3 clusters Score: Raw -1827232.157817 + Penalty 3117.108432 = -1824115.049385 nChanged 20 SP:Iteration 91Q (7136.466204 sec): 3 clusters Score: Raw -1827235.689078 + Penalty 3117.108432 = -1824118.580646 nChanged 23 SP:Iteration 92Q (7136.498298 sec): 3 clusters Score: Raw -1827238.433016 + Penalty 3117.108432 = -1824121.324584 nChanged 8 SP:Iteration 93Q (7136.530228 sec): 3 clusters Score: Raw -1827239.769893 + Penalty 3117.108432 = -1824122.661461 nChanged 11 SP:Iteration 94Q (7136.562136 sec): 3 clusters Score: Raw -1827241.020482 + Penalty 3117.108432 = -1824123.912051 nChanged 6 SP:Iteration 95Q (7136.594119 sec): 3 clusters Score: Raw -1827241.696416 + Penalty 3117.108432 = -1824124.587985 nChanged 8 SP:Iteration 96Q (7136.626592 sec): 3 clusters Score: Raw -1827242.614045 + Penalty 3117.108432 = -1824125.505613 nChanged 7 SP:Iteration 97Q (7136.658658 sec): 3 clusters Score: Raw -1827243.453623 + Penalty 3117.108432 = -1824126.345191 nChanged 10 SP:Iteration 98Q (7136.690349 sec): 3 clusters Score: Raw -1827244.422297 + Penalty 3117.108432 = -1824127.313865 nChanged 13 SP:Iteration 99Q (7136.722436 sec): 3 clusters Score: Raw -1827245.796116 + Penalty 3117.108432 = -1824128.687684 nChanged 8 SP:Iteration 100F (7136.757711 sec): 3 clusters Score: Raw -1827246.325568 + Penalty 3117.108432 = -1824129.217136 nChanged 5 SP:Iteration 101Q (7136.789670 sec): 3 clusters Score: Raw -1827246.714486 + Penalty 3117.108432 = -1824129.606054 nChanged 5 SP:Iteration 102Q (7136.821694 sec): 3 clusters Score: Raw -1827247.217002 + Penalty 3117.108432 = -1824130.108570 nChanged 7 SP:Iteration 103Q (7136.853409 sec): 3 clusters Score: Raw -1827247.914936 + Penalty 3117.108432 = -1824130.806504 nChanged 9 SP:Iteration 104Q (7136.885698 sec): 3 clusters Score: Raw -1827248.714624 + Penalty 3117.108432 = -1824131.606192 nChanged 6 SP:Iteration 105Q (7136.917673 sec): 3 clusters Score: Raw -1827249.110422 + Penalty 3117.108432 = -1824132.001990 nChanged 7 SP:Iteration 106Q (7136.949512 sec): 3 clusters Score: Raw -1827249.733318 + Penalty 3117.108432 = -1824132.624886 nChanged 6 SP:Iteration 107Q (7136.981527 sec): 3 clusters Score: Raw -1827250.491999 + Penalty 3117.108432 = -1824133.383567 nChanged 3 SP:Iteration 108Q (7137.022376 sec): 3 clusters Score: Raw -1827250.797953 + Penalty 3117.108432 = -1824133.689521 nChanged 3 SP:Iteration 109Q (7137.054322 sec): 3 clusters Score: Raw -1827251.072572 + Penalty 3117.108432 = -1824133.964140 nChanged 6 SP:Iteration 110Q (7137.091315 sec): 3 clusters Score: Raw -1827251.882233 + Penalty 3117.108432 = -1824134.773801 nChanged 4 SP:Iteration 111Q (7137.123155 sec): 3 clusters Score: Raw -1827252.236740 + Penalty 3117.108432 = -1824135.128308 nChanged 3 SP:Iteration 112Q (7137.155307 sec): 3 clusters Score: Raw -1827252.517971 + Penalty 3117.108432 = -1824135.409539 nChanged 5 SP:Iteration 113Q (7137.191628 sec): 3 clusters Score: Raw -1827253.164345 + Penalty 3117.108432 = -1824136.055913 nChanged 6 SP:Iteration 114Q (7137.223577 sec): 3 clusters Score: Raw -1827253.988382 + Penalty 3117.108432 = -1824136.879950 nChanged 5 SP:Iteration 115Q (7137.258780 sec): 3 clusters Score: Raw -1827254.406462 + Penalty 3117.108432 = -1824137.298030 nChanged 3 SP:Iteration 116Q (7137.295274 sec): 3 clusters Score: Raw -1827254.710963 + Penalty 3117.108432 = -1824137.602531 nChanged 3 SP:Iteration 117Q (7137.330308 sec): 3 clusters Score: Raw -1827255.379368 + Penalty 3117.108432 = -1824138.270936 nChanged 6 SP:Iteration 118Q (7137.362237 sec): 3 clusters Score: Raw -1827256.215328 + Penalty 3117.108432 = -1824139.106896 nChanged 6 SP:Iteration 119Q (7137.394203 sec): 3 clusters Score: Raw -1827257.032686 + Penalty 3117.108432 = -1824139.924254 nChanged 9 SP:Iteration 120F (7137.429405 sec): 3 clusters Score: Raw -1827257.764482 + Penalty 3117.108432 = -1824140.656050 nChanged 4 SP:Iteration 121Q (7137.461352 sec): 3 clusters Score: Raw -1827258.192444 + Penalty 3117.108432 = -1824141.084012 nChanged 3 SP:Iteration 122Q (7137.493075 sec): 3 clusters Score: Raw -1827258.504455 + Penalty 3117.108432 = -1824141.396023 nChanged 6 SP:Iteration 123Q (7137.525127 sec): 3 clusters Score: Raw -1827259.094605 + Penalty 3117.108432 = -1824141.986173 nChanged 5 SP:Iteration 124Q (7137.561979 sec): 3 clusters Score: Raw -1827259.978166 + Penalty 3117.108432 = -1824142.869734 nChanged 8 SP:Iteration 125Q (7137.598900 sec): 3 clusters Score: Raw -1827260.935818 + Penalty 3117.108432 = -1824143.827386 nChanged 7 SP:Iteration 126Q (7137.630711 sec): 3 clusters Score: Raw -1827261.866219 + Penalty 3117.108432 = -1824144.757787 nChanged 9 SP:Iteration 127Q (7137.663037 sec): 3 clusters Score: Raw -1827262.926643 + Penalty 3117.108432 = -1824145.818211 nChanged 8 SP:Iteration 128Q (7137.715540 sec): 3 clusters Score: Raw -1827264.064560 + Penalty 3117.108432 = -1824146.956128 nChanged 9 SP:Iteration 129Q (7137.747796 sec): 3 clusters Score: Raw -1827265.417011 + Penalty 3117.108432 = -1824148.308579 nChanged 9 SP:Iteration 130Q (7137.779446 sec): 3 clusters Score: Raw -1827266.209801 + Penalty 3117.108432 = -1824149.101370 nChanged 5 SP:Iteration 131Q (7137.811253 sec): 3 clusters Score: Raw -1827266.631661 + Penalty 3117.108432 = -1824149.523229 nChanged 1 SP:Iteration 132Q (7137.842843 sec): 3 clusters Score: Raw -1827266.706631 + Penalty 3117.108432 = -1824149.598199 nChanged 1 SP:Iteration 133Q (7137.876003 sec): 3 clusters Score: Raw -1827266.739500 + Penalty 3117.108432 = -1824149.631068 nChanged 0 SP:Iteration 134F (7137.911357 sec): 3 clusters Score: Raw -1827266.739500 + Penalty 3117.108432 = -1824149.631068 nChanged 0 Trying to split cluster 35 (20008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7137.948008 sec): 2 clusters Score: Raw -2510933.961459 + Penalty 1609.381714 = -2509324.579745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7137.993078 sec): 3 clusters Score: Raw -2498836.630998 + Penalty 3218.763429 = -2495617.867569 nChanged 9035 SP:Iteration 1F (7138.036594 sec): 3 clusters Score: Raw -2503726.814932 + Penalty 3218.763429 = -2500508.051503 nChanged 1047 SP:Iteration 2F (7138.079957 sec): 3 clusters Score: Raw -2504112.606100 + Penalty 3218.763429 = -2500893.842671 nChanged 983 SP:Iteration 3Q (7138.124183 sec): 3 clusters Score: Raw -2504486.431103 + Penalty 3218.763429 = -2501267.667675 nChanged 964 SP:Iteration 4Q (7138.168444 sec): 3 clusters Score: Raw -2504874.125862 + Penalty 3218.763429 = -2501655.362434 nChanged 971 SP:Iteration 5Q (7138.212695 sec): 3 clusters Score: Raw -2505298.147984 + Penalty 3218.763429 = -2502079.384555 nChanged 974 SP:Iteration 6Q (7138.267727 sec): 3 clusters Score: Raw -2505744.854546 + Penalty 3218.763429 = -2502526.091118 nChanged 961 SP:Iteration 7Q (7138.311558 sec): 3 clusters Score: Raw -2506180.528811 + Penalty 3218.763429 = -2502961.765383 nChanged 939 SP:Iteration 8Q (7138.355691 sec): 3 clusters Score: Raw -2506595.792747 + Penalty 3218.763429 = -2503377.029318 nChanged 866 SP:Iteration 9Q (7138.399746 sec): 3 clusters Score: Raw -2506950.010459 + Penalty 3218.763429 = -2503731.247030 nChanged 724 SP:Iteration 10Q (7138.443465 sec): 3 clusters Score: Raw -2507203.545534 + Penalty 3218.763429 = -2503984.782106 nChanged 636 SP:Iteration 11Q (7138.498259 sec): 3 clusters Score: Raw -2507403.853988 + Penalty 3218.763429 = -2504185.090560 nChanged 497 SP:Iteration 12Q (7138.542093 sec): 3 clusters Score: Raw -2507537.824739 + Penalty 3218.763429 = -2504319.061311 nChanged 410 SP:Iteration 13Q (7138.587921 sec): 3 clusters Score: Raw -2507631.899314 + Penalty 3218.763429 = -2504413.135885 nChanged 344 SP:Iteration 14Q (7138.631661 sec): 3 clusters Score: Raw -2507697.658889 + Penalty 3218.763429 = -2504478.895460 nChanged 271 SP:Iteration 15Q (7138.678763 sec): 3 clusters Score: Raw -2507748.999597 + Penalty 3218.763429 = -2504530.236169 nChanged 255 SP:Iteration 16Q (7138.722406 sec): 3 clusters Score: Raw -2507793.612718 + Penalty 3218.763429 = -2504574.849290 nChanged 211 SP:Iteration 17Q (7138.766074 sec): 3 clusters Score: Raw -2507826.533401 + Penalty 3218.763429 = -2504607.769972 nChanged 193 SP:Iteration 18Q (7138.809870 sec): 3 clusters Score: Raw -2507852.791265 + Penalty 3218.763429 = -2504634.027836 nChanged 155 SP:Iteration 19Q (7138.853492 sec): 3 clusters Score: Raw -2507873.090867 + Penalty 3218.763429 = -2504654.327439 nChanged 141 SP:Iteration 20F (7138.906369 sec): 3 clusters Score: Raw -2507892.210418 + Penalty 3218.763429 = -2504673.446989 nChanged 145 SP:Iteration 21Q (7138.950321 sec): 3 clusters Score: Raw -2507911.231557 + Penalty 3218.763429 = -2504692.468128 nChanged 150 SP:Iteration 22Q (7139.003124 sec): 3 clusters Score: Raw -2507928.589176 + Penalty 3218.763429 = -2504709.825747 nChanged 125 SP:Iteration 23Q (7139.070592 sec): 3 clusters Score: Raw -2507944.801652 + Penalty 3218.763429 = -2504726.038224 nChanged 134 SP:Iteration 24Q (7139.114430 sec): 3 clusters Score: Raw -2507961.435549 + Penalty 3218.763429 = -2504742.672121 nChanged 122 SP:Iteration 25Q (7139.157911 sec): 3 clusters Score: Raw -2507977.027040 + Penalty 3218.763429 = -2504758.263612 nChanged 129 SP:Iteration 26Q (7139.201563 sec): 3 clusters Score: Raw -2507993.055897 + Penalty 3218.763429 = -2504774.292468 nChanged 124 SP:Iteration 27Q (7139.276617 sec): 3 clusters Score: Raw -2508009.588345 + Penalty 3218.763429 = -2504790.824916 nChanged 118 SP:Iteration 28Q (7139.317846 sec): 3 clusters Score: Raw -2508025.763315 + Penalty 3218.763429 = -2504806.999887 nChanged 124 SP:Iteration 29Q (7139.364206 sec): 3 clusters Score: Raw -2508040.918293 + Penalty 3218.763429 = -2504822.154865 nChanged 136 SP:Iteration 30Q (7139.407694 sec): 3 clusters Score: Raw -2508059.425763 + Penalty 3218.763429 = -2504840.662335 nChanged 138 SP:Iteration 31Q (7139.461678 sec): 3 clusters Score: Raw -2508082.914519 + Penalty 3218.763429 = -2504864.151090 nChanged 150 SP:Iteration 32Q (7139.507066 sec): 3 clusters Score: Raw -2508107.839551 + Penalty 3218.763429 = -2504889.076123 nChanged 145 SP:Iteration 33Q (7139.556016 sec): 3 clusters Score: Raw -2508136.240592 + Penalty 3218.763429 = -2504917.477163 nChanged 158 SP:Iteration 34Q (7139.599733 sec): 3 clusters Score: Raw -2508172.440795 + Penalty 3218.763429 = -2504953.677367 nChanged 209 SP:Iteration 35Q (7139.649030 sec): 3 clusters Score: Raw -2508223.489548 + Penalty 3218.763429 = -2505004.726120 nChanged 197 SP:Iteration 36Q (7139.691418 sec): 3 clusters Score: Raw -2508278.986255 + Penalty 3218.763429 = -2505060.222827 nChanged 243 SP:Iteration 37Q (7139.743435 sec): 3 clusters Score: Raw -2508357.185106 + Penalty 3218.763429 = -2505138.421678 nChanged 268 SP:Iteration 38Q (7139.802268 sec): 3 clusters Score: Raw -2508453.072316 + Penalty 3218.763429 = -2505234.308888 nChanged 300 SP:Iteration 39Q (7139.878831 sec): 3 clusters Score: Raw -2508565.260378 + Penalty 3218.763429 = -2505346.496950 nChanged 328 SP:Iteration 40F (7139.941320 sec): 3 clusters Score: Raw -2508686.770853 + Penalty 3218.763429 = -2505468.007424 nChanged 311 SP:Iteration 41Q (7139.985235 sec): 3 clusters Score: Raw -2508785.070149 + Penalty 3218.763429 = -2505566.306721 nChanged 277 SP:Iteration 42Q (7140.038055 sec): 3 clusters Score: Raw -2508864.824420 + Penalty 3218.763429 = -2505646.060991 nChanged 252 SP:Iteration 43Q (7140.098422 sec): 3 clusters Score: Raw -2508934.519015 + Penalty 3218.763429 = -2505715.755586 nChanged 210 SP:Iteration 44Q (7140.140962 sec): 3 clusters Score: Raw -2508985.140314 + Penalty 3218.763429 = -2505766.376885 nChanged 180 SP:Iteration 45Q (7140.203461 sec): 3 clusters Score: Raw -2509027.857126 + Penalty 3218.763429 = -2505809.093697 nChanged 170 SP:Iteration 46Q (7140.260379 sec): 3 clusters Score: Raw -2509068.539807 + Penalty 3218.763429 = -2505849.776379 nChanged 160 SP:Iteration 47Q (7140.308024 sec): 3 clusters Score: Raw -2509105.375073 + Penalty 3218.763429 = -2505886.611644 nChanged 165 SP:Iteration 48Q (7140.350996 sec): 3 clusters Score: Raw -2509136.386962 + Penalty 3218.763429 = -2505917.623533 nChanged 151 SP:Iteration 49Q (7140.406451 sec): 3 clusters Score: Raw -2509161.673167 + Penalty 3218.763429 = -2505942.909738 nChanged 143 SP:Iteration 50Q (7140.454539 sec): 3 clusters Score: Raw -2509187.357966 + Penalty 3218.763429 = -2505968.594538 nChanged 134 SP:Iteration 51Q (7140.520047 sec): 3 clusters Score: Raw -2509208.009535 + Penalty 3218.763429 = -2505989.246106 nChanged 123 SP:Iteration 52Q (7140.588742 sec): 3 clusters Score: Raw -2509227.232087 + Penalty 3218.763429 = -2506008.468658 nChanged 117 SP:Iteration 53Q (7140.654096 sec): 3 clusters Score: Raw -2509245.860959 + Penalty 3218.763429 = -2506027.097531 nChanged 100 SP:Iteration 54Q (7140.696234 sec): 3 clusters Score: Raw -2509262.456934 + Penalty 3218.763429 = -2506043.693506 nChanged 99 SP:Iteration 55Q (7140.738392 sec): 3 clusters Score: Raw -2509279.993390 + Penalty 3218.763429 = -2506061.229961 nChanged 108 SP:Iteration 56Q (7140.807699 sec): 3 clusters Score: Raw -2509300.641524 + Penalty 3218.763429 = -2506081.878095 nChanged 126 SP:Iteration 57Q (7140.849173 sec): 3 clusters Score: Raw -2509326.595468 + Penalty 3218.763429 = -2506107.832039 nChanged 137 SP:Iteration 58Q (7140.895381 sec): 3 clusters Score: Raw -2509358.540012 + Penalty 3218.763429 = -2506139.776584 nChanged 147 SP:Iteration 59Q (7140.937355 sec): 3 clusters Score: Raw -2509394.246559 + Penalty 3218.763429 = -2506175.483131 nChanged 162 SP:Iteration 60F (7140.980361 sec): 3 clusters Score: Raw -2509436.320479 + Penalty 3218.763429 = -2506217.557051 nChanged 181 SP:Iteration 61Q (7141.022752 sec): 3 clusters Score: Raw -2509479.858853 + Penalty 3218.763429 = -2506261.095424 nChanged 188 SP:Iteration 62Q (7141.072904 sec): 3 clusters Score: Raw -2509525.508601 + Penalty 3218.763429 = -2506306.745172 nChanged 159 SP:Iteration 63Q (7141.120724 sec): 3 clusters Score: Raw -2509562.601711 + Penalty 3218.763429 = -2506343.838282 nChanged 163 SP:Iteration 64Q (7141.188295 sec): 3 clusters Score: Raw -2509602.868264 + Penalty 3218.763429 = -2506384.104835 nChanged 175 SP:Iteration 65Q (7141.229800 sec): 3 clusters Score: Raw -2509650.559314 + Penalty 3218.763429 = -2506431.795885 nChanged 216 SP:Iteration 66Q (7141.281574 sec): 3 clusters Score: Raw -2509713.614824 + Penalty 3218.763429 = -2506494.851396 nChanged 222 SP:Iteration 67Q (7141.324956 sec): 3 clusters Score: Raw -2509788.157587 + Penalty 3218.763429 = -2506569.394158 nChanged 235 SP:Iteration 68Q (7141.382203 sec): 3 clusters Score: Raw -2509865.545890 + Penalty 3218.763429 = -2506646.782461 nChanged 226 SP:Iteration 69Q (7141.423210 sec): 3 clusters Score: Raw -2509942.713955 + Penalty 3218.763429 = -2506723.950527 nChanged 229 SP:Iteration 70Q (7141.467811 sec): 3 clusters Score: Raw -2510030.208522 + Penalty 3218.763429 = -2506811.445093 nChanged 232 SP:Iteration 71Q (7141.507891 sec): 3 clusters Score: Raw -2510118.128200 + Penalty 3218.763429 = -2506899.364771 nChanged 221 SP:Iteration 72Q (7141.548439 sec): 3 clusters Score: Raw -2510204.385933 + Penalty 3218.763429 = -2506985.622504 nChanged 203 SP:Iteration 73Q (7141.588536 sec): 3 clusters Score: Raw -2510281.434612 + Penalty 3218.763429 = -2507062.671183 nChanged 202 SP:Iteration 74Q (7141.628456 sec): 3 clusters Score: Raw -2510355.008256 + Penalty 3218.763429 = -2507136.244827 nChanged 184 SP:Iteration 75Q (7141.667787 sec): 3 clusters Score: Raw -2510422.953785 + Penalty 3218.763429 = -2507204.190357 nChanged 181 SP:Iteration 76Q (7141.707034 sec): 3 clusters Score: Raw -2510492.248859 + Penalty 3218.763429 = -2507273.485431 nChanged 136 SP:Iteration 77Q (7141.746025 sec): 3 clusters Score: Raw -2510544.157323 + Penalty 3218.763429 = -2507325.393894 nChanged 146 SP:Iteration 78Q (7141.784957 sec): 3 clusters Score: Raw -2510603.035813 + Penalty 3218.763429 = -2507384.272384 nChanged 124 SP:Iteration 79Q (7141.823635 sec): 3 clusters Score: Raw -2510654.648055 + Penalty 3218.763429 = -2507435.884627 nChanged 121 SP:Iteration 80F (7141.876803 sec): 3 clusters Score: Raw -2510704.869804 + Penalty 3218.763429 = -2507486.106376 nChanged 118 SP:Iteration 81Q (7141.915390 sec): 3 clusters Score: Raw -2510750.755149 + Penalty 3218.763429 = -2507531.991721 nChanged 96 SP:Iteration 82Q (7141.957062 sec): 3 clusters Score: Raw -2510784.979210 + Penalty 3218.763429 = -2507566.215782 nChanged 91 SP:Iteration 83Q (7142.002317 sec): 3 clusters Score: Raw -2510821.655255 + Penalty 3218.763429 = -2507602.891827 nChanged 85 SP:Iteration 84Q (7142.039711 sec): 3 clusters Score: Raw -2510852.500862 + Penalty 3218.763429 = -2507633.737434 nChanged 77 SP:Iteration 85Q (7142.078307 sec): 3 clusters Score: Raw -2510884.510484 + Penalty 3218.763429 = -2507665.747056 nChanged 73 SP:Iteration 86Q (7142.122372 sec): 3 clusters Score: Raw -2510911.571836 + Penalty 3218.763429 = -2507692.808408 nChanged 68 SP:Iteration 87Q (7142.170721 sec): 3 clusters Score: Raw -2510942.008630 + Penalty 3218.763429 = -2507723.245201 nChanged 78 SP:Iteration 88Q (7142.218127 sec): 3 clusters Score: Raw -2510975.407232 + Penalty 3218.763429 = -2507756.643803 nChanged 77 SP:Iteration 89Q (7142.293132 sec): 3 clusters Score: Raw -2511007.332536 + Penalty 3218.763429 = -2507788.569107 nChanged 72 SP:Iteration 90Q (7142.327284 sec): 3 clusters Score: Raw -2511039.272840 + Penalty 3218.763429 = -2507820.509411 nChanged 63 SP:Iteration 91Q (7142.364569 sec): 3 clusters Score: Raw -2511064.592293 + Penalty 3218.763429 = -2507845.828865 nChanged 51 SP:Iteration 92Q (7142.402257 sec): 3 clusters Score: Raw -2511082.798018 + Penalty 3218.763429 = -2507864.034590 nChanged 41 SP:Iteration 93Q (7142.446464 sec): 3 clusters Score: Raw -2511099.587242 + Penalty 3218.763429 = -2507880.823814 nChanged 35 SP:Iteration 94Q (7142.483903 sec): 3 clusters Score: Raw -2511112.428075 + Penalty 3218.763429 = -2507893.664647 nChanged 33 SP:Iteration 95Q (7142.532703 sec): 3 clusters Score: Raw -2511124.182964 + Penalty 3218.763429 = -2507905.419536 nChanged 25 SP:Iteration 96Q (7142.570021 sec): 3 clusters Score: Raw -2511130.623382 + Penalty 3218.763429 = -2507911.859953 nChanged 14 SP:Iteration 97Q (7142.607782 sec): 3 clusters Score: Raw -2511134.388656 + Penalty 3218.763429 = -2507915.625228 nChanged 12 SP:Iteration 98Q (7142.645312 sec): 3 clusters Score: Raw -2511137.149484 + Penalty 3218.763429 = -2507918.386056 nChanged 11 SP:Iteration 99Q (7142.682783 sec): 3 clusters Score: Raw -2511140.783385 + Penalty 3218.763429 = -2507922.019956 nChanged 10 SP:Iteration 100F (7142.733698 sec): 3 clusters Score: Raw -2511144.131514 + Penalty 3218.763429 = -2507925.368086 nChanged 11 SP:Iteration 101Q (7142.770836 sec): 3 clusters Score: Raw -2511147.098647 + Penalty 3218.763429 = -2507928.335218 nChanged 10 SP:Iteration 102Q (7142.807926 sec): 3 clusters Score: Raw -2511150.167055 + Penalty 3218.763429 = -2507931.403627 nChanged 15 SP:Iteration 103Q (7142.845492 sec): 3 clusters Score: Raw -2511154.500118 + Penalty 3218.763429 = -2507935.736690 nChanged 12 SP:Iteration 104Q (7142.889817 sec): 3 clusters Score: Raw -2511158.890146 + Penalty 3218.763429 = -2507940.126717 nChanged 14 SP:Iteration 105Q (7142.927040 sec): 3 clusters Score: Raw -2511163.293761 + Penalty 3218.763429 = -2507944.530332 nChanged 13 SP:Iteration 106Q (7142.969974 sec): 3 clusters Score: Raw -2511168.173317 + Penalty 3218.763429 = -2507949.409889 nChanged 7 SP:Iteration 107Q (7143.007206 sec): 3 clusters Score: Raw -2511171.426954 + Penalty 3218.763429 = -2507952.663525 nChanged 10 SP:Iteration 108Q (7143.044364 sec): 3 clusters Score: Raw -2511174.309992 + Penalty 3218.763429 = -2507955.546564 nChanged 6 SP:Iteration 109Q (7143.091732 sec): 3 clusters Score: Raw -2511175.839484 + Penalty 3218.763429 = -2507957.076055 nChanged 8 SP:Iteration 110Q (7143.128604 sec): 3 clusters Score: Raw -2511177.598004 + Penalty 3218.763429 = -2507958.834575 nChanged 6 SP:Iteration 111Q (7143.170165 sec): 3 clusters Score: Raw -2511179.532462 + Penalty 3218.763429 = -2507960.769033 nChanged 6 SP:Iteration 112Q (7143.207629 sec): 3 clusters Score: Raw -2511180.901545 + Penalty 3218.763429 = -2507962.138117 nChanged 3 SP:Iteration 113Q (7143.245315 sec): 3 clusters Score: Raw -2511181.864451 + Penalty 3218.763429 = -2507963.101022 nChanged 4 SP:Iteration 114Q (7143.285674 sec): 3 clusters Score: Raw -2511182.867764 + Penalty 3218.763429 = -2507964.104336 nChanged 3 SP:Iteration 115Q (7143.340145 sec): 3 clusters Score: Raw -2511184.222937 + Penalty 3218.763429 = -2507965.459508 nChanged 3 SP:Iteration 116Q (7143.378769 sec): 3 clusters Score: Raw -2511184.995113 + Penalty 3218.763429 = -2507966.231685 nChanged 4 SP:Iteration 117Q (7143.415655 sec): 3 clusters Score: Raw -2511186.331759 + Penalty 3218.763429 = -2507967.568331 nChanged 3 SP:Iteration 118Q (7143.461783 sec): 3 clusters Score: Raw -2511187.036986 + Penalty 3218.763429 = -2507968.273557 nChanged 2 SP:Iteration 119Q (7143.511183 sec): 3 clusters Score: Raw -2511187.556376 + Penalty 3218.763429 = -2507968.792948 nChanged 2 SP:Iteration 120F (7143.554084 sec): 3 clusters Score: Raw -2511188.402835 + Penalty 3218.763429 = -2507969.639406 nChanged 5 SP:Iteration 121Q (7143.591148 sec): 3 clusters Score: Raw -2511190.148033 + Penalty 3218.763429 = -2507971.384604 nChanged 6 SP:Iteration 122Q (7143.628387 sec): 3 clusters Score: Raw -2511192.756772 + Penalty 3218.763429 = -2507973.993344 nChanged 7 SP:Iteration 123Q (7143.666357 sec): 3 clusters Score: Raw -2511194.971563 + Penalty 3218.763429 = -2507976.208134 nChanged 3 SP:Iteration 124Q (7143.703249 sec): 3 clusters Score: Raw -2511196.739521 + Penalty 3218.763429 = -2507977.976092 nChanged 6 SP:Iteration 125Q (7143.740317 sec): 3 clusters Score: Raw -2511198.410038 + Penalty 3218.763429 = -2507979.646609 nChanged 2 SP:Iteration 126Q (7143.793561 sec): 3 clusters Score: Raw -2511199.370644 + Penalty 3218.763429 = -2507980.607215 nChanged 4 SP:Iteration 127Q (7143.831078 sec): 3 clusters Score: Raw -2511201.420127 + Penalty 3218.763429 = -2507982.656699 nChanged 3 SP:Iteration 128Q (7143.892855 sec): 3 clusters Score: Raw -2511202.509841 + Penalty 3218.763429 = -2507983.746413 nChanged 2 SP:Iteration 129Q (7143.936398 sec): 3 clusters Score: Raw -2511203.556149 + Penalty 3218.763429 = -2507984.792721 nChanged 3 SP:Iteration 130Q (7143.994537 sec): 3 clusters Score: Raw -2511204.295084 + Penalty 3218.763429 = -2507985.531656 nChanged 1 SP:Iteration 131Q (7144.051703 sec): 3 clusters Score: Raw -2511204.418701 + Penalty 3218.763429 = -2507985.655273 nChanged 2 SP:Iteration 132Q (7144.103131 sec): 3 clusters Score: Raw -2511205.461716 + Penalty 3218.763429 = -2507986.698288 nChanged 2 SP:Iteration 133Q (7144.152530 sec): 3 clusters Score: Raw -2511206.207608 + Penalty 3218.763429 = -2507987.444180 nChanged 2 SP:Iteration 134Q (7144.189310 sec): 3 clusters Score: Raw -2511207.695494 + Penalty 3218.763429 = -2507988.932066 nChanged 2 SP:Iteration 135Q (7144.226436 sec): 3 clusters Score: Raw -2511208.304066 + Penalty 3218.763429 = -2507989.540637 nChanged 3 SP:Iteration 136Q (7144.265413 sec): 3 clusters Score: Raw -2511209.278191 + Penalty 3218.763429 = -2507990.514762 nChanged 3 SP:Iteration 137Q (7144.312221 sec): 3 clusters Score: Raw -2511210.644103 + Penalty 3218.763429 = -2507991.880674 nChanged 5 SP:Iteration 138Q (7144.355331 sec): 3 clusters Score: Raw -2511213.205422 + Penalty 3218.763429 = -2507994.441994 nChanged 5 SP:Iteration 139Q (7144.391944 sec): 3 clusters Score: Raw -2511214.992144 + Penalty 3218.763429 = -2507996.228715 nChanged 7 SP:Iteration 140F (7144.460490 sec): 3 clusters Score: Raw -2511217.223369 + Penalty 3218.763429 = -2507998.459940 nChanged 1 SP:Iteration 141Q (7144.497281 sec): 3 clusters Score: Raw -2511217.312597 + Penalty 3218.763429 = -2507998.549168 nChanged 0 SP:Iteration 142F (7144.579412 sec): 3 clusters Score: Raw -2511217.312597 + Penalty 3218.763429 = -2507998.549168 nChanged 0 Trying to split cluster 36 (1009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7144.594879 sec): 2 clusters Score: Raw -128912.761281 + Penalty 1123.966191 = -127788.795091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7144.607024 sec): 3 clusters Score: Raw -128584.575596 + Penalty 2247.932382 = -126336.643214 nChanged 279 SP:Iteration 1F (7144.612520 sec): 3 clusters Score: Raw -128804.971884 + Penalty 2247.932382 = -126557.039502 nChanged 72 SP:Iteration 2F (7144.627940 sec): 3 clusters Score: Raw -128874.652724 + Penalty 2247.932382 = -126626.720342 nChanged 42 SP:Iteration 3Q (7144.633489 sec): 3 clusters Score: Raw -128919.245221 + Penalty 2247.932382 = -126671.312839 nChanged 27 SP:Iteration 4Q (7144.648267 sec): 3 clusters Score: Raw -128946.389437 + Penalty 2247.932382 = -126698.457055 nChanged 17 SP:Iteration 5Q (7144.653753 sec): 3 clusters Score: Raw -128957.107918 + Penalty 2247.932382 = -126709.175537 nChanged 5 SP:Iteration 6Q (7144.659214 sec): 3 clusters Score: Raw -128962.500855 + Penalty 2247.932382 = -126714.568473 nChanged 8 SP:Iteration 7Q (7144.666313 sec): 3 clusters Score: Raw -128969.755787 + Penalty 2247.932382 = -126721.823405 nChanged 6 SP:Iteration 8Q (7144.671733 sec): 3 clusters Score: Raw -128973.855641 + Penalty 2247.932382 = -126725.923260 nChanged 8 SP:Iteration 9Q (7144.677183 sec): 3 clusters Score: Raw -128978.857663 + Penalty 2247.932382 = -126730.925282 nChanged 3 SP:Iteration 10Q (7144.693779 sec): 3 clusters Score: Raw -128980.591851 + Penalty 2247.932382 = -126732.659470 nChanged 1 SP:Iteration 11Q (7144.699244 sec): 3 clusters Score: Raw -128981.027951 + Penalty 2247.932382 = -126733.095569 nChanged 1 SP:Iteration 12Q (7144.715469 sec): 3 clusters Score: Raw -128982.767356 + Penalty 2247.932382 = -126734.834974 nChanged 2 SP:Iteration 13Q (7144.720928 sec): 3 clusters Score: Raw -128983.483610 + Penalty 2247.932382 = -126735.551228 nChanged 4 SP:Iteration 14Q (7144.736452 sec): 3 clusters Score: Raw -128985.703710 + Penalty 2247.932382 = -126737.771329 nChanged 2 SP:Iteration 15Q (7144.743142 sec): 3 clusters Score: Raw -128986.235589 + Penalty 2247.932382 = -126738.303208 nChanged 0 SP:Iteration 16F (7144.748651 sec): 3 clusters Score: Raw -128986.235589 + Penalty 2247.932382 = -126738.303208 nChanged 0 Trying to split cluster 37 (26653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7144.793966 sec): 2 clusters Score: Raw -3385805.186866 + Penalty 1655.981761 = -3384149.205104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7144.848057 sec): 3 clusters Score: Raw -3369497.816197 + Penalty 3311.963523 = -3366185.852674 nChanged 12221 SP:Iteration 1F (7144.898749 sec): 3 clusters Score: Raw -3376478.362921 + Penalty 3311.963523 = -3373166.399398 nChanged 1481 SP:Iteration 2F (7144.964995 sec): 3 clusters Score: Raw -3377224.745528 + Penalty 3311.963523 = -3373912.782006 nChanged 1641 SP:Iteration 3F (7145.026364 sec): 3 clusters Score: Raw -3378295.877172 + Penalty 3311.963523 = -3374983.913649 nChanged 1845 SP:Iteration 4F (7145.077171 sec): 3 clusters Score: Raw -3379763.554146 + Penalty 3311.963523 = -3376451.590623 nChanged 1932 SP:Iteration 5F (7145.127744 sec): 3 clusters Score: Raw -3381281.781203 + Penalty 3311.963523 = -3377969.817681 nChanged 1786 SP:Iteration 6F (7145.178793 sec): 3 clusters Score: Raw -3382563.623085 + Penalty 3311.963523 = -3379251.659563 nChanged 1493 SP:Iteration 7F (7145.229733 sec): 3 clusters Score: Raw -3383488.170009 + Penalty 3311.963523 = -3380176.206486 nChanged 1168 SP:Iteration 8Q (7145.281124 sec): 3 clusters Score: Raw -3384095.988456 + Penalty 3311.963523 = -3380784.024933 nChanged 855 SP:Iteration 9Q (7145.338794 sec): 3 clusters Score: Raw -3384439.172662 + Penalty 3311.963523 = -3381127.209139 nChanged 630 SP:Iteration 10Q (7145.389116 sec): 3 clusters Score: Raw -3384643.386518 + Penalty 3311.963523 = -3381331.422996 nChanged 425 SP:Iteration 11Q (7145.439406 sec): 3 clusters Score: Raw -3384750.742688 + Penalty 3311.963523 = -3381438.779165 nChanged 305 SP:Iteration 12Q (7145.489158 sec): 3 clusters Score: Raw -3384818.993156 + Penalty 3311.963523 = -3381507.029633 nChanged 241 SP:Iteration 13Q (7145.539222 sec): 3 clusters Score: Raw -3384875.542647 + Penalty 3311.963523 = -3381563.579124 nChanged 226 SP:Iteration 14Q (7145.588356 sec): 3 clusters Score: Raw -3384933.257085 + Penalty 3311.963523 = -3381621.293562 nChanged 231 SP:Iteration 15Q (7145.637501 sec): 3 clusters Score: Raw -3384992.683440 + Penalty 3311.963523 = -3381680.719917 nChanged 212 SP:Iteration 16Q (7145.701827 sec): 3 clusters Score: Raw -3385047.980258 + Penalty 3311.963523 = -3381736.016735 nChanged 206 SP:Iteration 17Q (7145.751422 sec): 3 clusters Score: Raw -3385093.061722 + Penalty 3311.963523 = -3381781.098199 nChanged 186 SP:Iteration 18Q (7145.804968 sec): 3 clusters Score: Raw -3385130.901804 + Penalty 3311.963523 = -3381818.938282 nChanged 164 SP:Iteration 19Q (7145.854260 sec): 3 clusters Score: Raw -3385162.598743 + Penalty 3311.963523 = -3381850.635220 nChanged 154 SP:Iteration 20F (7145.911339 sec): 3 clusters Score: Raw -3385193.582538 + Penalty 3311.963523 = -3381881.619015 nChanged 153 SP:Iteration 21Q (7145.960300 sec): 3 clusters Score: Raw -3385226.123942 + Penalty 3311.963523 = -3381914.160419 nChanged 146 SP:Iteration 22Q (7146.014041 sec): 3 clusters Score: Raw -3385255.230350 + Penalty 3311.963523 = -3381943.266827 nChanged 144 SP:Iteration 23Q (7146.062898 sec): 3 clusters Score: Raw -3385285.266542 + Penalty 3311.963523 = -3381973.303019 nChanged 138 SP:Iteration 24Q (7146.111595 sec): 3 clusters Score: Raw -3385310.484100 + Penalty 3311.963523 = -3381998.520577 nChanged 142 SP:Iteration 25Q (7146.160230 sec): 3 clusters Score: Raw -3385336.089525 + Penalty 3311.963523 = -3382024.126002 nChanged 130 SP:Iteration 26Q (7146.208851 sec): 3 clusters Score: Raw -3385358.401771 + Penalty 3311.963523 = -3382046.438248 nChanged 111 SP:Iteration 27Q (7146.257539 sec): 3 clusters Score: Raw -3385377.444433 + Penalty 3311.963523 = -3382065.480910 nChanged 113 SP:Iteration 28Q (7146.306136 sec): 3 clusters Score: Raw -3385398.552617 + Penalty 3311.963523 = -3382086.589094 nChanged 113 SP:Iteration 29Q (7146.355036 sec): 3 clusters Score: Raw -3385419.115581 + Penalty 3311.963523 = -3382107.152058 nChanged 100 SP:Iteration 30Q (7146.412994 sec): 3 clusters Score: Raw -3385435.979831 + Penalty 3311.963523 = -3382124.016308 nChanged 96 SP:Iteration 31Q (7146.461259 sec): 3 clusters Score: Raw -3385451.192018 + Penalty 3311.963523 = -3382139.228495 nChanged 95 SP:Iteration 32Q (7146.515403 sec): 3 clusters Score: Raw -3385465.250972 + Penalty 3311.963523 = -3382153.287449 nChanged 94 SP:Iteration 33Q (7146.563127 sec): 3 clusters Score: Raw -3385477.935405 + Penalty 3311.963523 = -3382165.971882 nChanged 95 SP:Iteration 34Q (7146.615462 sec): 3 clusters Score: Raw -3385491.034752 + Penalty 3311.963523 = -3382179.071229 nChanged 96 SP:Iteration 35Q (7146.673810 sec): 3 clusters Score: Raw -3385504.214330 + Penalty 3311.963523 = -3382192.250807 nChanged 92 SP:Iteration 36Q (7146.722272 sec): 3 clusters Score: Raw -3385518.219016 + Penalty 3311.963523 = -3382206.255493 nChanged 102 SP:Iteration 37Q (7146.770030 sec): 3 clusters Score: Raw -3385534.353865 + Penalty 3311.963523 = -3382222.390342 nChanged 111 SP:Iteration 38Q (7146.818434 sec): 3 clusters Score: Raw -3385551.391449 + Penalty 3311.963523 = -3382239.427926 nChanged 112 SP:Iteration 39Q (7146.866534 sec): 3 clusters Score: Raw -3385571.764018 + Penalty 3311.963523 = -3382259.800495 nChanged 112 SP:Iteration 40F (7146.916688 sec): 3 clusters Score: Raw -3385591.511576 + Penalty 3311.963523 = -3382279.548053 nChanged 115 SP:Iteration 41Q (7146.965480 sec): 3 clusters Score: Raw -3385608.323502 + Penalty 3311.963523 = -3382296.359979 nChanged 107 SP:Iteration 42Q (7147.013255 sec): 3 clusters Score: Raw -3385623.112294 + Penalty 3311.963523 = -3382311.148771 nChanged 108 SP:Iteration 43Q (7147.062235 sec): 3 clusters Score: Raw -3385637.671357 + Penalty 3311.963523 = -3382325.707834 nChanged 93 SP:Iteration 44Q (7147.109993 sec): 3 clusters Score: Raw -3385648.066377 + Penalty 3311.963523 = -3382336.102854 nChanged 79 SP:Iteration 45Q (7147.160133 sec): 3 clusters Score: Raw -3385655.915826 + Penalty 3311.963523 = -3382343.952304 nChanged 76 SP:Iteration 46Q (7147.209420 sec): 3 clusters Score: Raw -3385664.867554 + Penalty 3311.963523 = -3382352.904031 nChanged 81 SP:Iteration 47Q (7147.256405 sec): 3 clusters Score: Raw -3385672.827157 + Penalty 3311.963523 = -3382360.863634 nChanged 76 SP:Iteration 48Q (7147.303988 sec): 3 clusters Score: Raw -3385680.371956 + Penalty 3311.963523 = -3382368.408433 nChanged 72 SP:Iteration 49Q (7147.351473 sec): 3 clusters Score: Raw -3385687.849691 + Penalty 3311.963523 = -3382375.886168 nChanged 64 SP:Iteration 50Q (7147.398749 sec): 3 clusters Score: Raw -3385694.642691 + Penalty 3311.963523 = -3382382.679168 nChanged 65 SP:Iteration 51Q (7147.446058 sec): 3 clusters Score: Raw -3385700.802451 + Penalty 3311.963523 = -3382388.838928 nChanged 72 SP:Iteration 52Q (7147.493860 sec): 3 clusters Score: Raw -3385707.809686 + Penalty 3311.963523 = -3382395.846163 nChanged 69 SP:Iteration 53Q (7147.541517 sec): 3 clusters Score: Raw -3385715.455582 + Penalty 3311.963523 = -3382403.492059 nChanged 72 SP:Iteration 54Q (7147.589034 sec): 3 clusters Score: Raw -3385723.864236 + Penalty 3311.963523 = -3382411.900713 nChanged 72 SP:Iteration 55Q (7147.640743 sec): 3 clusters Score: Raw -3385733.122843 + Penalty 3311.963523 = -3382421.159320 nChanged 66 SP:Iteration 56Q (7147.693376 sec): 3 clusters Score: Raw -3385742.037413 + Penalty 3311.963523 = -3382430.073891 nChanged 73 SP:Iteration 57Q (7147.739698 sec): 3 clusters Score: Raw -3385751.124323 + Penalty 3311.963523 = -3382439.160800 nChanged 75 SP:Iteration 58Q (7147.787495 sec): 3 clusters Score: Raw -3385762.578262 + Penalty 3311.963523 = -3382450.614739 nChanged 83 SP:Iteration 59Q (7147.834883 sec): 3 clusters Score: Raw -3385775.645105 + Penalty 3311.963523 = -3382463.681582 nChanged 84 SP:Iteration 60F (7147.889000 sec): 3 clusters Score: Raw -3385785.883922 + Penalty 3311.963523 = -3382473.920399 nChanged 69 SP:Iteration 61Q (7147.937259 sec): 3 clusters Score: Raw -3385793.735694 + Penalty 3311.963523 = -3382481.772171 nChanged 58 SP:Iteration 62Q (7147.983762 sec): 3 clusters Score: Raw -3385800.434441 + Penalty 3311.963523 = -3382488.470918 nChanged 61 SP:Iteration 63Q (7148.031996 sec): 3 clusters Score: Raw -3385807.430644 + Penalty 3311.963523 = -3382495.467122 nChanged 49 SP:Iteration 64Q (7148.080154 sec): 3 clusters Score: Raw -3385811.908822 + Penalty 3311.963523 = -3382499.945299 nChanged 41 SP:Iteration 65Q (7148.142001 sec): 3 clusters Score: Raw -3385815.748573 + Penalty 3311.963523 = -3382503.785050 nChanged 39 SP:Iteration 66Q (7148.188769 sec): 3 clusters Score: Raw -3385820.508310 + Penalty 3311.963523 = -3382508.544787 nChanged 46 SP:Iteration 67Q (7148.236324 sec): 3 clusters Score: Raw -3385826.215676 + Penalty 3311.963523 = -3382514.252153 nChanged 59 SP:Iteration 68Q (7148.284149 sec): 3 clusters Score: Raw -3385834.582058 + Penalty 3311.963523 = -3382522.618535 nChanged 51 SP:Iteration 69Q (7148.333181 sec): 3 clusters Score: Raw -3385841.629680 + Penalty 3311.963523 = -3382529.666157 nChanged 55 SP:Iteration 70Q (7148.380401 sec): 3 clusters Score: Raw -3385847.864872 + Penalty 3311.963523 = -3382535.901349 nChanged 57 SP:Iteration 71Q (7148.427752 sec): 3 clusters Score: Raw -3385854.279888 + Penalty 3311.963523 = -3382542.316365 nChanged 47 SP:Iteration 72Q (7148.474516 sec): 3 clusters Score: Raw -3385859.081918 + Penalty 3311.963523 = -3382547.118395 nChanged 42 SP:Iteration 73Q (7148.527253 sec): 3 clusters Score: Raw -3385863.914410 + Penalty 3311.963523 = -3382551.950888 nChanged 45 SP:Iteration 74Q (7148.573889 sec): 3 clusters Score: Raw -3385868.888979 + Penalty 3311.963523 = -3382556.925456 nChanged 37 SP:Iteration 75Q (7148.625686 sec): 3 clusters Score: Raw -3385872.710393 + Penalty 3311.963523 = -3382560.746870 nChanged 39 SP:Iteration 76Q (7148.672295 sec): 3 clusters Score: Raw -3385877.059415 + Penalty 3311.963523 = -3382565.095892 nChanged 43 SP:Iteration 77Q (7148.720009 sec): 3 clusters Score: Raw -3385883.596459 + Penalty 3311.963523 = -3382571.632936 nChanged 59 SP:Iteration 78Q (7148.766725 sec): 3 clusters Score: Raw -3385892.458329 + Penalty 3311.963523 = -3382580.494806 nChanged 65 SP:Iteration 79Q (7148.813443 sec): 3 clusters Score: Raw -3385901.042157 + Penalty 3311.963523 = -3382589.078634 nChanged 63 SP:Iteration 80F (7148.863599 sec): 3 clusters Score: Raw -3385909.467958 + Penalty 3311.963523 = -3382597.504435 nChanged 61 SP:Iteration 81Q (7148.911569 sec): 3 clusters Score: Raw -3385917.100690 + Penalty 3311.963523 = -3382605.137167 nChanged 53 SP:Iteration 82Q (7148.994872 sec): 3 clusters Score: Raw -3385924.880933 + Penalty 3311.963523 = -3382612.917410 nChanged 60 SP:Iteration 83Q (7149.044904 sec): 3 clusters Score: Raw -3385931.902523 + Penalty 3311.963523 = -3382619.939000 nChanged 58 SP:Iteration 84Q (7149.091761 sec): 3 clusters Score: Raw -3385938.294036 + Penalty 3311.963523 = -3382626.330513 nChanged 57 SP:Iteration 85Q (7149.138235 sec): 3 clusters Score: Raw -3385947.696918 + Penalty 3311.963523 = -3382635.733395 nChanged 64 SP:Iteration 86Q (7149.217835 sec): 3 clusters Score: Raw -3385956.770198 + Penalty 3311.963523 = -3382644.806675 nChanged 65 SP:Iteration 87Q (7149.287217 sec): 3 clusters Score: Raw -3385967.520325 + Penalty 3311.963523 = -3382655.556802 nChanged 71 SP:Iteration 88Q (7149.347750 sec): 3 clusters Score: Raw -3385977.488197 + Penalty 3311.963523 = -3382665.524674 nChanged 67 SP:Iteration 89Q (7149.393959 sec): 3 clusters Score: Raw -3385986.510958 + Penalty 3311.963523 = -3382674.547435 nChanged 64 SP:Iteration 90Q (7149.440225 sec): 3 clusters Score: Raw -3385994.850627 + Penalty 3311.963523 = -3382682.887104 nChanged 60 SP:Iteration 91Q (7149.492077 sec): 3 clusters Score: Raw -3386002.871438 + Penalty 3311.963523 = -3382690.907915 nChanged 59 SP:Iteration 92Q (7149.538114 sec): 3 clusters Score: Raw -3386011.272002 + Penalty 3311.963523 = -3382699.308479 nChanged 57 SP:Iteration 93Q (7149.585382 sec): 3 clusters Score: Raw -3386020.134573 + Penalty 3311.963523 = -3382708.171050 nChanged 59 SP:Iteration 94Q (7149.631166 sec): 3 clusters Score: Raw -3386028.168018 + Penalty 3311.963523 = -3382716.204495 nChanged 67 SP:Iteration 95Q (7149.682352 sec): 3 clusters Score: Raw -3386037.838878 + Penalty 3311.963523 = -3382725.875355 nChanged 66 SP:Iteration 96Q (7149.728324 sec): 3 clusters Score: Raw -3386046.820492 + Penalty 3311.963523 = -3382734.856969 nChanged 61 SP:Iteration 97Q (7149.774704 sec): 3 clusters Score: Raw -3386056.124952 + Penalty 3311.963523 = -3382744.161429 nChanged 69 SP:Iteration 98Q (7149.820312 sec): 3 clusters Score: Raw -3386066.528764 + Penalty 3311.963523 = -3382754.565241 nChanged 63 SP:Iteration 99Q (7149.866189 sec): 3 clusters Score: Raw -3386076.155722 + Penalty 3311.963523 = -3382764.192199 nChanged 78 SP:Iteration 100F (7149.915918 sec): 3 clusters Score: Raw -3386086.655886 + Penalty 3311.963523 = -3382774.692363 nChanged 57 SP:Iteration 101Q (7149.962806 sec): 3 clusters Score: Raw -3386094.732010 + Penalty 3311.963523 = -3382782.768487 nChanged 61 SP:Iteration 102Q (7150.008720 sec): 3 clusters Score: Raw -3386105.850767 + Penalty 3311.963523 = -3382793.887244 nChanged 64 SP:Iteration 103Q (7150.067791 sec): 3 clusters Score: Raw -3386116.813187 + Penalty 3311.963523 = -3382804.849664 nChanged 68 SP:Iteration 104Q (7150.113003 sec): 3 clusters Score: Raw -3386127.491969 + Penalty 3311.963523 = -3382815.528446 nChanged 63 SP:Iteration 105Q (7150.176620 sec): 3 clusters Score: Raw -3386137.278097 + Penalty 3311.963523 = -3382825.314574 nChanged 52 SP:Iteration 106Q (7150.222236 sec): 3 clusters Score: Raw -3386144.124153 + Penalty 3311.963523 = -3382832.160630 nChanged 38 SP:Iteration 107Q (7150.282286 sec): 3 clusters Score: Raw -3386149.803915 + Penalty 3311.963523 = -3382837.840392 nChanged 44 SP:Iteration 108Q (7150.327304 sec): 3 clusters Score: Raw -3386155.207474 + Penalty 3311.963523 = -3382843.243951 nChanged 48 SP:Iteration 109Q (7150.373393 sec): 3 clusters Score: Raw -3386160.532708 + Penalty 3311.963523 = -3382848.569185 nChanged 46 SP:Iteration 110Q (7150.432538 sec): 3 clusters Score: Raw -3386167.154017 + Penalty 3311.963523 = -3382855.190494 nChanged 52 SP:Iteration 111Q (7150.477952 sec): 3 clusters Score: Raw -3386175.038290 + Penalty 3311.963523 = -3382863.074767 nChanged 57 SP:Iteration 112Q (7150.547209 sec): 3 clusters Score: Raw -3386183.996579 + Penalty 3311.963523 = -3382872.033056 nChanged 55 SP:Iteration 113Q (7150.607326 sec): 3 clusters Score: Raw -3386193.733312 + Penalty 3311.963523 = -3382881.769789 nChanged 56 SP:Iteration 114Q (7150.653197 sec): 3 clusters Score: Raw -3386203.344400 + Penalty 3311.963523 = -3382891.380877 nChanged 58 SP:Iteration 115Q (7150.710014 sec): 3 clusters Score: Raw -3386212.468814 + Penalty 3311.963523 = -3382900.505291 nChanged 48 SP:Iteration 116Q (7150.755824 sec): 3 clusters Score: Raw -3386220.441781 + Penalty 3311.963523 = -3382908.478258 nChanged 45 SP:Iteration 117Q (7150.801382 sec): 3 clusters Score: Raw -3386228.545111 + Penalty 3311.963523 = -3382916.581588 nChanged 55 SP:Iteration 118Q (7150.847187 sec): 3 clusters Score: Raw -3386236.947830 + Penalty 3311.963523 = -3382924.984308 nChanged 43 SP:Iteration 119Q (7150.895732 sec): 3 clusters Score: Raw -3386242.757174 + Penalty 3311.963523 = -3382930.793651 nChanged 39 SP:Iteration 120F (7150.954109 sec): 3 clusters Score: Raw -3386247.066721 + Penalty 3311.963523 = -3382935.103198 nChanged 25 SP:Iteration 121Q (7151.001120 sec): 3 clusters Score: Raw -3386249.558752 + Penalty 3311.963523 = -3382937.595229 nChanged 16 SP:Iteration 122Q (7151.052330 sec): 3 clusters Score: Raw -3386251.214367 + Penalty 3311.963523 = -3382939.250844 nChanged 20 SP:Iteration 123Q (7151.109472 sec): 3 clusters Score: Raw -3386253.654424 + Penalty 3311.963523 = -3382941.690901 nChanged 21 SP:Iteration 124Q (7151.162310 sec): 3 clusters Score: Raw -3386256.729601 + Penalty 3311.963523 = -3382944.766078 nChanged 25 SP:Iteration 125Q (7151.213440 sec): 3 clusters Score: Raw -3386260.992609 + Penalty 3311.963523 = -3382949.029086 nChanged 29 SP:Iteration 126Q (7151.259082 sec): 3 clusters Score: Raw -3386265.118477 + Penalty 3311.963523 = -3382953.154954 nChanged 27 SP:Iteration 127Q (7151.304420 sec): 3 clusters Score: Raw -3386268.753432 + Penalty 3311.963523 = -3382956.789909 nChanged 32 SP:Iteration 128Q (7151.351650 sec): 3 clusters Score: Raw -3386273.308225 + Penalty 3311.963523 = -3382961.344702 nChanged 44 SP:Iteration 129Q (7151.402062 sec): 3 clusters Score: Raw -3386279.899429 + Penalty 3311.963523 = -3382967.935907 nChanged 37 SP:Iteration 130Q (7151.447069 sec): 3 clusters Score: Raw -3386286.045207 + Penalty 3311.963523 = -3382974.081684 nChanged 41 SP:Iteration 131Q (7151.492162 sec): 3 clusters Score: Raw -3386292.470483 + Penalty 3311.963523 = -3382980.506960 nChanged 45 SP:Iteration 132Q (7151.537254 sec): 3 clusters Score: Raw -3386301.507006 + Penalty 3311.963523 = -3382989.543483 nChanged 48 SP:Iteration 133Q (7151.582498 sec): 3 clusters Score: Raw -3386310.092030 + Penalty 3311.963523 = -3382998.128507 nChanged 48 SP:Iteration 134Q (7151.627668 sec): 3 clusters Score: Raw -3386317.864626 + Penalty 3311.963523 = -3383005.901103 nChanged 43 SP:Iteration 135Q (7151.672260 sec): 3 clusters Score: Raw -3386322.760164 + Penalty 3311.963523 = -3383010.796641 nChanged 26 SP:Iteration 136Q (7151.717515 sec): 3 clusters Score: Raw -3386327.332656 + Penalty 3311.963523 = -3383015.369133 nChanged 31 SP:Iteration 137Q (7151.762948 sec): 3 clusters Score: Raw -3386331.748216 + Penalty 3311.963523 = -3383019.784693 nChanged 38 SP:Iteration 138Q (7151.807864 sec): 3 clusters Score: Raw -3386339.527757 + Penalty 3311.963523 = -3383027.564234 nChanged 44 SP:Iteration 139Q (7151.852574 sec): 3 clusters Score: Raw -3386349.457162 + Penalty 3311.963523 = -3383037.493639 nChanged 54 SP:Iteration 140F (7151.906868 sec): 3 clusters Score: Raw -3386360.107555 + Penalty 3311.963523 = -3383048.144032 nChanged 50 SP:Iteration 141Q (7151.984997 sec): 3 clusters Score: Raw -3386369.635235 + Penalty 3311.963523 = -3383057.671712 nChanged 39 SP:Iteration 142Q (7152.029854 sec): 3 clusters Score: Raw -3386378.080611 + Penalty 3311.963523 = -3383066.117088 nChanged 33 SP:Iteration 143Q (7152.074460 sec): 3 clusters Score: Raw -3386383.974389 + Penalty 3311.963523 = -3383072.010866 nChanged 38 SP:Iteration 144Q (7152.118484 sec): 3 clusters Score: Raw -3386389.116385 + Penalty 3311.963523 = -3383077.152862 nChanged 36 SP:Iteration 145Q (7152.163208 sec): 3 clusters Score: Raw -3386395.971980 + Penalty 3311.963523 = -3383084.008457 nChanged 45 SP:Iteration 146Q (7152.207832 sec): 3 clusters Score: Raw -3386404.062647 + Penalty 3311.963523 = -3383092.099125 nChanged 39 SP:Iteration 147Q (7152.273735 sec): 3 clusters Score: Raw -3386410.985840 + Penalty 3311.963523 = -3383099.022317 nChanged 37 SP:Iteration 148Q (7152.318304 sec): 3 clusters Score: Raw -3386416.524974 + Penalty 3311.963523 = -3383104.561451 nChanged 32 SP:Iteration 149Q (7152.365834 sec): 3 clusters Score: Raw -3386422.271593 + Penalty 3311.963523 = -3383110.308070 nChanged 33 SP:Iteration 150Q (7152.414098 sec): 3 clusters Score: Raw -3386427.821101 + Penalty 3311.963523 = -3383115.857578 nChanged 25 SP:Iteration 151Q (7152.458933 sec): 3 clusters Score: Raw -3386433.548626 + Penalty 3311.963523 = -3383121.585103 nChanged 36 SP:Iteration 152Q (7152.503044 sec): 3 clusters Score: Raw -3386441.513682 + Penalty 3311.963523 = -3383129.550160 nChanged 36 SP:Iteration 153Q (7152.581590 sec): 3 clusters Score: Raw -3386447.752720 + Penalty 3311.963523 = -3383135.789197 nChanged 32 SP:Iteration 154Q (7152.626084 sec): 3 clusters Score: Raw -3386453.498562 + Penalty 3311.963523 = -3383141.535039 nChanged 33 SP:Iteration 155Q (7152.706312 sec): 3 clusters Score: Raw -3386458.919876 + Penalty 3311.963523 = -3383146.956353 nChanged 30 SP:Iteration 156Q (7152.752918 sec): 3 clusters Score: Raw -3386465.889419 + Penalty 3311.963523 = -3383153.925896 nChanged 31 SP:Iteration 157Q (7152.829981 sec): 3 clusters Score: Raw -3386472.827476 + Penalty 3311.963523 = -3383160.863953 nChanged 41 SP:Iteration 158Q (7152.874849 sec): 3 clusters Score: Raw -3386480.641830 + Penalty 3311.963523 = -3383168.678307 nChanged 37 SP:Iteration 159Q (7152.929481 sec): 3 clusters Score: Raw -3386487.740708 + Penalty 3311.963523 = -3383175.777185 nChanged 44 SP:Iteration 160F (7152.984951 sec): 3 clusters Score: Raw -3386498.562416 + Penalty 3311.963523 = -3383186.598893 nChanged 41 SP:Iteration 161Q (7153.038675 sec): 3 clusters Score: Raw -3386509.093377 + Penalty 3311.963523 = -3383197.129854 nChanged 48 SP:Iteration 162Q (7153.087775 sec): 3 clusters Score: Raw -3386521.925812 + Penalty 3311.963523 = -3383209.962289 nChanged 41 SP:Iteration 163Q (7153.152130 sec): 3 clusters Score: Raw -3386531.675300 + Penalty 3311.963523 = -3383219.711777 nChanged 42 SP:Iteration 164Q (7153.206896 sec): 3 clusters Score: Raw -3386541.050197 + Penalty 3311.963523 = -3383229.086674 nChanged 32 SP:Iteration 165Q (7153.250517 sec): 3 clusters Score: Raw -3386548.291050 + Penalty 3311.963523 = -3383236.327527 nChanged 37 SP:Iteration 166Q (7153.304838 sec): 3 clusters Score: Raw -3386558.269151 + Penalty 3311.963523 = -3383246.305628 nChanged 27 SP:Iteration 167Q (7153.349098 sec): 3 clusters Score: Raw -3386563.260016 + Penalty 3311.963523 = -3383251.296493 nChanged 20 SP:Iteration 168Q (7153.392881 sec): 3 clusters Score: Raw -3386566.286463 + Penalty 3311.963523 = -3383254.322940 nChanged 22 SP:Iteration 169Q (7153.438305 sec): 3 clusters Score: Raw -3386570.741977 + Penalty 3311.963523 = -3383258.778454 nChanged 18 SP:Iteration 170Q (7153.506881 sec): 3 clusters Score: Raw -3386574.514999 + Penalty 3311.963523 = -3383262.551476 nChanged 22 SP:Iteration 171Q (7153.553360 sec): 3 clusters Score: Raw -3386578.572475 + Penalty 3311.963523 = -3383266.608952 nChanged 14 SP:Iteration 172Q (7153.598527 sec): 3 clusters Score: Raw -3386581.728829 + Penalty 3311.963523 = -3383269.765306 nChanged 11 SP:Iteration 173Q (7153.645326 sec): 3 clusters Score: Raw -3386584.032002 + Penalty 3311.963523 = -3383272.068479 nChanged 12 SP:Iteration 174Q (7153.689894 sec): 3 clusters Score: Raw -3386586.776790 + Penalty 3311.963523 = -3383274.813267 nChanged 24 SP:Iteration 175Q (7153.747798 sec): 3 clusters Score: Raw -3386592.794864 + Penalty 3311.963523 = -3383280.831341 nChanged 18 SP:Iteration 176Q (7153.798091 sec): 3 clusters Score: Raw -3386598.315232 + Penalty 3311.963523 = -3383286.351709 nChanged 22 SP:Iteration 177Q (7153.841557 sec): 3 clusters Score: Raw -3386604.700853 + Penalty 3311.963523 = -3383292.737330 nChanged 32 SP:Iteration 178Q (7153.885579 sec): 3 clusters Score: Raw -3386612.939814 + Penalty 3311.963523 = -3383300.976291 nChanged 38 SP:Iteration 179Q (7153.929918 sec): 3 clusters Score: Raw -3386623.149165 + Penalty 3311.963523 = -3383311.185642 nChanged 35 SP:Iteration 180F (7153.979274 sec): 3 clusters Score: Raw -3386633.498601 + Penalty 3311.963523 = -3383321.535078 nChanged 38 SP:Iteration 181Q (7154.035356 sec): 3 clusters Score: Raw -3386641.453765 + Penalty 3311.963523 = -3383329.490242 nChanged 21 SP:Iteration 182Q (7154.103511 sec): 3 clusters Score: Raw -3386645.844571 + Penalty 3311.963523 = -3383333.881048 nChanged 18 SP:Iteration 183Q (7154.146344 sec): 3 clusters Score: Raw -3386650.743131 + Penalty 3311.963523 = -3383338.779608 nChanged 23 SP:Iteration 184Q (7154.222838 sec): 3 clusters Score: Raw -3386656.876514 + Penalty 3311.963523 = -3383344.912991 nChanged 28 SP:Iteration 185Q (7154.267513 sec): 3 clusters Score: Raw -3386663.835382 + Penalty 3311.963523 = -3383351.871860 nChanged 25 SP:Iteration 186Q (7154.311364 sec): 3 clusters Score: Raw -3386669.965786 + Penalty 3311.963523 = -3383358.002263 nChanged 20 SP:Iteration 187Q (7154.356945 sec): 3 clusters Score: Raw -3386674.811432 + Penalty 3311.963523 = -3383362.847909 nChanged 20 SP:Iteration 188Q (7154.400754 sec): 3 clusters Score: Raw -3386680.733864 + Penalty 3311.963523 = -3383368.770341 nChanged 19 SP:Iteration 189Q (7154.444414 sec): 3 clusters Score: Raw -3386686.375855 + Penalty 3311.963523 = -3383374.412332 nChanged 20 SP:Iteration 190Q (7154.488265 sec): 3 clusters Score: Raw -3386692.067345 + Penalty 3311.963523 = -3383380.103822 nChanged 24 SP:Iteration 191Q (7154.532594 sec): 3 clusters Score: Raw -3386698.782557 + Penalty 3311.963523 = -3383386.819034 nChanged 25 SP:Iteration 192Q (7154.575946 sec): 3 clusters Score: Raw -3386708.289223 + Penalty 3311.963523 = -3383396.325700 nChanged 26 SP:Iteration 193Q (7154.621035 sec): 3 clusters Score: Raw -3386716.797374 + Penalty 3311.963523 = -3383404.833851 nChanged 36 SP:Iteration 194Q (7154.664536 sec): 3 clusters Score: Raw -3386727.745113 + Penalty 3311.963523 = -3383415.781590 nChanged 24 SP:Iteration 195Q (7154.708588 sec): 3 clusters Score: Raw -3386735.046896 + Penalty 3311.963523 = -3383423.083373 nChanged 25 SP:Iteration 196Q (7154.757990 sec): 3 clusters Score: Raw -3386744.683351 + Penalty 3311.963523 = -3383432.719828 nChanged 23 SP:Iteration 197Q (7154.801709 sec): 3 clusters Score: Raw -3386750.292348 + Penalty 3311.963523 = -3383438.328825 nChanged 19 SP:Iteration 198Q (7154.878809 sec): 3 clusters Score: Raw -3386754.941801 + Penalty 3311.963523 = -3383442.978278 nChanged 16 SP:Iteration 199Q (7154.950948 sec): 3 clusters Score: Raw -3386758.324024 + Penalty 3311.963523 = -3383446.360501 nChanged 12 SP:Iteration 200F (7155.000718 sec): 3 clusters Score: Raw -3386760.567087 + Penalty 3311.963523 = -3383448.603564 nChanged 9 SP:Iteration 201Q (7155.045443 sec): 3 clusters Score: Raw -3386762.516670 + Penalty 3311.963523 = -3383450.553147 nChanged 7 SP:Iteration 202Q (7155.112172 sec): 3 clusters Score: Raw -3386763.876440 + Penalty 3311.963523 = -3383451.912917 nChanged 12 SP:Iteration 203Q (7155.157392 sec): 3 clusters Score: Raw -3386766.091339 + Penalty 3311.963523 = -3383454.127816 nChanged 11 SP:Iteration 204Q (7155.200933 sec): 3 clusters Score: Raw -3386767.366054 + Penalty 3311.963523 = -3383455.402531 nChanged 7 SP:Iteration 205Q (7155.244478 sec): 3 clusters Score: Raw -3386768.027078 + Penalty 3311.963523 = -3383456.063555 nChanged 4 SP:Iteration 206Q (7155.291414 sec): 3 clusters Score: Raw -3386768.463231 + Penalty 3311.963523 = -3383456.499708 nChanged 1 SP:Iteration 207Q (7155.341354 sec): 3 clusters Score: Raw -3386768.749944 + Penalty 3311.963523 = -3383456.786421 nChanged 0 SP:Iteration 208F (7155.390578 sec): 3 clusters Score: Raw -3386768.749944 + Penalty 3311.963523 = -3383456.786421 nChanged 0 Trying to split cluster 38 (7517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7155.410457 sec): 2 clusters Score: Raw -879787.382724 + Penalty 1450.299890 = -878337.082834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7155.442847 sec): 3 clusters Score: Raw -875704.464868 + Penalty 2900.599780 = -872803.865088 nChanged 3165 SP:Iteration 1F (7155.472816 sec): 3 clusters Score: Raw -877565.859028 + Penalty 2900.599780 = -874665.259248 nChanged 600 SP:Iteration 2F (7155.496901 sec): 3 clusters Score: Raw -878004.376085 + Penalty 2900.599780 = -875103.776304 nChanged 545 SP:Iteration 3F (7155.521391 sec): 3 clusters Score: Raw -878428.503784 + Penalty 2900.599780 = -875527.904004 nChanged 515 SP:Iteration 4F (7155.546045 sec): 3 clusters Score: Raw -878817.648499 + Penalty 2900.599780 = -875917.048718 nChanged 438 SP:Iteration 5F (7155.581244 sec): 3 clusters Score: Raw -879111.969580 + Penalty 2900.599780 = -876211.369800 nChanged 342 SP:Iteration 6Q (7155.605692 sec): 3 clusters Score: Raw -879324.940239 + Penalty 2900.599780 = -876424.340459 nChanged 307 SP:Iteration 7Q (7155.630293 sec): 3 clusters Score: Raw -879524.034799 + Penalty 2900.599780 = -876623.435019 nChanged 283 SP:Iteration 8Q (7155.662625 sec): 3 clusters Score: Raw -879741.343590 + Penalty 2900.599780 = -876840.743809 nChanged 282 SP:Iteration 9Q (7155.686872 sec): 3 clusters Score: Raw -880014.247229 + Penalty 2900.599780 = -877113.647449 nChanged 294 SP:Iteration 10Q (7155.712626 sec): 3 clusters Score: Raw -880296.571459 + Penalty 2900.599780 = -877395.971679 nChanged 261 SP:Iteration 11Q (7155.736588 sec): 3 clusters Score: Raw -880528.729220 + Penalty 2900.599780 = -877628.129439 nChanged 220 SP:Iteration 12Q (7155.760468 sec): 3 clusters Score: Raw -880695.202709 + Penalty 2900.599780 = -877794.602928 nChanged 189 SP:Iteration 13Q (7155.784160 sec): 3 clusters Score: Raw -880812.226499 + Penalty 2900.599780 = -877911.626718 nChanged 133 SP:Iteration 14Q (7155.807840 sec): 3 clusters Score: Raw -880882.135316 + Penalty 2900.599780 = -877981.535535 nChanged 108 SP:Iteration 15Q (7155.831199 sec): 3 clusters Score: Raw -880939.858309 + Penalty 2900.599780 = -878039.258528 nChanged 99 SP:Iteration 16Q (7155.854611 sec): 3 clusters Score: Raw -880987.738628 + Penalty 2900.599780 = -878087.138848 nChanged 94 SP:Iteration 17Q (7155.877969 sec): 3 clusters Score: Raw -881027.414014 + Penalty 2900.599780 = -878126.814234 nChanged 83 SP:Iteration 18Q (7155.901445 sec): 3 clusters Score: Raw -881070.190035 + Penalty 2900.599780 = -878169.590254 nChanged 70 SP:Iteration 19Q (7155.924754 sec): 3 clusters Score: Raw -881104.198454 + Penalty 2900.599780 = -878203.598674 nChanged 53 SP:Iteration 20F (7155.949363 sec): 3 clusters Score: Raw -881127.846835 + Penalty 2900.599780 = -878227.247054 nChanged 45 SP:Iteration 21Q (7155.972980 sec): 3 clusters Score: Raw -881142.408299 + Penalty 2900.599780 = -878241.808518 nChanged 39 SP:Iteration 22Q (7155.996601 sec): 3 clusters Score: Raw -881155.325186 + Penalty 2900.599780 = -878254.725406 nChanged 31 SP:Iteration 23Q (7156.021691 sec): 3 clusters Score: Raw -881162.145769 + Penalty 2900.599780 = -878261.545988 nChanged 21 SP:Iteration 24Q (7156.045043 sec): 3 clusters Score: Raw -881165.557175 + Penalty 2900.599780 = -878264.957394 nChanged 16 SP:Iteration 25Q (7156.068411 sec): 3 clusters Score: Raw -881168.480070 + Penalty 2900.599780 = -878267.880290 nChanged 11 SP:Iteration 26Q (7156.127933 sec): 3 clusters Score: Raw -881170.378408 + Penalty 2900.599780 = -878269.778628 nChanged 10 SP:Iteration 27Q (7156.151097 sec): 3 clusters Score: Raw -881171.388604 + Penalty 2900.599780 = -878270.788823 nChanged 2 SP:Iteration 28Q (7156.174414 sec): 3 clusters Score: Raw -881171.688638 + Penalty 2900.599780 = -878271.088858 nChanged 1 SP:Iteration 29Q (7156.197883 sec): 3 clusters Score: Raw -881171.770544 + Penalty 2900.599780 = -878271.170764 nChanged 0 SP:Iteration 30F (7156.222079 sec): 3 clusters Score: Raw -881171.770544 + Penalty 2900.599780 = -878271.170764 nChanged 0 Trying to split cluster 39 (5331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7156.245857 sec): 2 clusters Score: Raw -679098.463893 + Penalty 1394.460294 = -677704.003599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7156.275765 sec): 3 clusters Score: Raw -676362.941607 + Penalty 2788.920588 = -673574.021019 nChanged 2162 SP:Iteration 1F (7156.317905 sec): 3 clusters Score: Raw -677588.210655 + Penalty 2788.920588 = -674799.290067 nChanged 363 SP:Iteration 2F (7156.339215 sec): 3 clusters Score: Raw -677754.164534 + Penalty 2788.920588 = -674965.243946 nChanged 261 SP:Iteration 3Q (7156.360865 sec): 3 clusters Score: Raw -677890.096457 + Penalty 2788.920588 = -675101.175869 nChanged 237 SP:Iteration 4Q (7156.382584 sec): 3 clusters Score: Raw -678021.162102 + Penalty 2788.920588 = -675232.241514 nChanged 235 SP:Iteration 5Q (7156.404195 sec): 3 clusters Score: Raw -678162.153641 + Penalty 2788.920588 = -675373.233054 nChanged 240 SP:Iteration 6Q (7156.425492 sec): 3 clusters Score: Raw -678327.636930 + Penalty 2788.920588 = -675538.716342 nChanged 247 SP:Iteration 7Q (7156.447006 sec): 3 clusters Score: Raw -678512.584124 + Penalty 2788.920588 = -675723.663536 nChanged 252 SP:Iteration 8Q (7156.468580 sec): 3 clusters Score: Raw -678702.826389 + Penalty 2788.920588 = -675913.905801 nChanged 243 SP:Iteration 9Q (7156.490206 sec): 3 clusters Score: Raw -678868.766012 + Penalty 2788.920588 = -676079.845424 nChanged 229 SP:Iteration 10Q (7156.511428 sec): 3 clusters Score: Raw -679025.534717 + Penalty 2788.920588 = -676236.614129 nChanged 217 SP:Iteration 11Q (7156.532865 sec): 3 clusters Score: Raw -679176.537145 + Penalty 2788.920588 = -676387.616557 nChanged 189 SP:Iteration 12Q (7156.592053 sec): 3 clusters Score: Raw -679281.882072 + Penalty 2788.920588 = -676492.961484 nChanged 125 SP:Iteration 13Q (7156.608667 sec): 3 clusters Score: Raw -679345.861571 + Penalty 2788.920588 = -676556.940983 nChanged 100 SP:Iteration 14Q (7156.630305 sec): 3 clusters Score: Raw -679384.645877 + Penalty 2788.920588 = -676595.725289 nChanged 74 SP:Iteration 15Q (7156.667549 sec): 3 clusters Score: Raw -679412.250760 + Penalty 2788.920588 = -676623.330172 nChanged 48 SP:Iteration 16Q (7156.691821 sec): 3 clusters Score: Raw -679429.356781 + Penalty 2788.920588 = -676640.436193 nChanged 41 SP:Iteration 17Q (7156.713141 sec): 3 clusters Score: Raw -679443.766420 + Penalty 2788.920588 = -676654.845832 nChanged 37 SP:Iteration 18Q (7156.734575 sec): 3 clusters Score: Raw -679454.980817 + Penalty 2788.920588 = -676666.060229 nChanged 33 SP:Iteration 19Q (7156.765012 sec): 3 clusters Score: Raw -679465.199377 + Penalty 2788.920588 = -676676.278789 nChanged 23 SP:Iteration 20F (7156.789156 sec): 3 clusters Score: Raw -679470.692769 + Penalty 2788.920588 = -676681.772181 nChanged 16 SP:Iteration 21Q (7156.810262 sec): 3 clusters Score: Raw -679474.091769 + Penalty 2788.920588 = -676685.171181 nChanged 10 SP:Iteration 22Q (7156.830414 sec): 3 clusters Score: Raw -679477.041501 + Penalty 2788.920588 = -676688.120913 nChanged 14 SP:Iteration 23Q (7156.851776 sec): 3 clusters Score: Raw -679480.014115 + Penalty 2788.920588 = -676691.093528 nChanged 6 SP:Iteration 24Q (7156.872953 sec): 3 clusters Score: Raw -679481.566749 + Penalty 2788.920588 = -676692.646161 nChanged 4 SP:Iteration 25Q (7156.894390 sec): 3 clusters Score: Raw -679482.160618 + Penalty 2788.920588 = -676693.240030 nChanged 3 SP:Iteration 26Q (7156.914932 sec): 3 clusters Score: Raw -679482.515982 + Penalty 2788.920588 = -676693.595394 nChanged 2 SP:Iteration 27Q (7156.935297 sec): 3 clusters Score: Raw -679482.910999 + Penalty 2788.920588 = -676693.990411 nChanged 1 SP:Iteration 28Q (7156.955577 sec): 3 clusters Score: Raw -679483.068411 + Penalty 2788.920588 = -676694.147823 nChanged 0 SP:Iteration 29F (7157.012773 sec): 3 clusters Score: Raw -679483.068411 + Penalty 2788.920588 = -676694.147823 nChanged 0 Trying to split cluster 40 (9834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7157.045951 sec): 2 clusters Score: Raw -1203732.550169 + Penalty 1493.960170 = -1202238.589999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7157.083824 sec): 3 clusters Score: Raw -1198138.414643 + Penalty 2987.920341 = -1195150.494302 nChanged 4281 SP:Iteration 1F (7157.111134 sec): 3 clusters Score: Raw -1200576.791169 + Penalty 2987.920341 = -1197588.870828 nChanged 751 SP:Iteration 2F (7157.146964 sec): 3 clusters Score: Raw -1201014.055732 + Penalty 2987.920341 = -1198026.135391 nChanged 687 SP:Iteration 3F (7157.184275 sec): 3 clusters Score: Raw -1201462.793626 + Penalty 2987.920341 = -1198474.873286 nChanged 672 SP:Iteration 4F (7157.211603 sec): 3 clusters Score: Raw -1201943.467505 + Penalty 2987.920341 = -1198955.547165 nChanged 629 SP:Iteration 5F (7157.245643 sec): 3 clusters Score: Raw -1202402.813542 + Penalty 2987.920341 = -1199414.893201 nChanged 553 SP:Iteration 6F (7157.272623 sec): 3 clusters Score: Raw -1202823.039942 + Penalty 2987.920341 = -1199835.119602 nChanged 446 SP:Iteration 7Q (7157.300228 sec): 3 clusters Score: Raw -1203161.564413 + Penalty 2987.920341 = -1200173.644073 nChanged 331 SP:Iteration 8Q (7157.335006 sec): 3 clusters Score: Raw -1203411.586003 + Penalty 2987.920341 = -1200423.665663 nChanged 237 SP:Iteration 9Q (7157.363591 sec): 3 clusters Score: Raw -1203630.575418 + Penalty 2987.920341 = -1200642.655078 nChanged 166 SP:Iteration 10Q (7157.390342 sec): 3 clusters Score: Raw -1203780.627699 + Penalty 2987.920341 = -1200792.707359 nChanged 123 SP:Iteration 11Q (7157.416342 sec): 3 clusters Score: Raw -1203877.863455 + Penalty 2987.920341 = -1200889.943114 nChanged 87 SP:Iteration 12Q (7157.441655 sec): 3 clusters Score: Raw -1203924.052369 + Penalty 2987.920341 = -1200936.132029 nChanged 61 SP:Iteration 13Q (7157.466759 sec): 3 clusters Score: Raw -1203963.167041 + Penalty 2987.920341 = -1200975.246701 nChanged 50 SP:Iteration 14Q (7157.495723 sec): 3 clusters Score: Raw -1203993.722215 + Penalty 2987.920341 = -1201005.801874 nChanged 40 SP:Iteration 15Q (7157.520550 sec): 3 clusters Score: Raw -1204013.453739 + Penalty 2987.920341 = -1201025.533399 nChanged 35 SP:Iteration 16Q (7157.545423 sec): 3 clusters Score: Raw -1204027.147053 + Penalty 2987.920341 = -1201039.226712 nChanged 27 SP:Iteration 17Q (7157.580153 sec): 3 clusters Score: Raw -1204035.339986 + Penalty 2987.920341 = -1201047.419646 nChanged 19 SP:Iteration 18Q (7157.623451 sec): 3 clusters Score: Raw -1204041.324130 + Penalty 2987.920341 = -1201053.403789 nChanged 13 SP:Iteration 19Q (7157.656863 sec): 3 clusters Score: Raw -1204044.805106 + Penalty 2987.920341 = -1201056.884765 nChanged 11 SP:Iteration 20F (7157.697018 sec): 3 clusters Score: Raw -1204048.199475 + Penalty 2987.920341 = -1201060.279134 nChanged 9 SP:Iteration 21Q (7157.721746 sec): 3 clusters Score: Raw -1204051.339569 + Penalty 2987.920341 = -1201063.419228 nChanged 6 SP:Iteration 22Q (7157.746370 sec): 3 clusters Score: Raw -1204053.711953 + Penalty 2987.920341 = -1201065.791613 nChanged 7 SP:Iteration 23Q (7157.771912 sec): 3 clusters Score: Raw -1204056.763821 + Penalty 2987.920341 = -1201068.843480 nChanged 10 SP:Iteration 24Q (7157.797448 sec): 3 clusters Score: Raw -1204062.039687 + Penalty 2987.920341 = -1201074.119347 nChanged 8 SP:Iteration 25Q (7157.822356 sec): 3 clusters Score: Raw -1204065.057602 + Penalty 2987.920341 = -1201077.137261 nChanged 6 SP:Iteration 26Q (7157.846804 sec): 3 clusters Score: Raw -1204067.407126 + Penalty 2987.920341 = -1201079.486786 nChanged 9 SP:Iteration 27Q (7157.904234 sec): 3 clusters Score: Raw -1204070.771973 + Penalty 2987.920341 = -1201082.851633 nChanged 8 SP:Iteration 28Q (7157.928893 sec): 3 clusters Score: Raw -1204074.687489 + Penalty 2987.920341 = -1201086.767148 nChanged 10 SP:Iteration 29Q (7157.953370 sec): 3 clusters Score: Raw -1204080.015468 + Penalty 2987.920341 = -1201092.095127 nChanged 8 SP:Iteration 30Q (7157.979009 sec): 3 clusters Score: Raw -1204083.226745 + Penalty 2987.920341 = -1201095.306404 nChanged 7 SP:Iteration 31Q (7158.003433 sec): 3 clusters Score: Raw -1204084.131951 + Penalty 2987.920341 = -1201096.211611 nChanged 4 SP:Iteration 32Q (7158.047205 sec): 3 clusters Score: Raw -1204084.932077 + Penalty 2987.920341 = -1201097.011736 nChanged 5 SP:Iteration 33Q (7158.109918 sec): 3 clusters Score: Raw -1204087.201809 + Penalty 2987.920341 = -1201099.281469 nChanged 6 SP:Iteration 34Q (7158.134285 sec): 3 clusters Score: Raw -1204088.562862 + Penalty 2987.920341 = -1201100.642521 nChanged 2 SP:Iteration 35Q (7158.162652 sec): 3 clusters Score: Raw -1204089.486814 + Penalty 2987.920341 = -1201101.566474 nChanged 1 SP:Iteration 36Q (7158.193167 sec): 3 clusters Score: Raw -1204089.682096 + Penalty 2987.920341 = -1201101.761756 nChanged 0 SP:Iteration 37F (7158.224050 sec): 3 clusters Score: Raw -1204089.682096 + Penalty 2987.920341 = -1201101.761756 nChanged 0 Trying to split cluster 41 (4747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7158.242347 sec): 2 clusters Score: Raw -569867.982784 + Penalty 1375.606069 = -568492.376714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7158.263064 sec): 3 clusters Score: Raw -567430.577095 + Penalty 2751.212139 = -564679.364957 nChanged 1901 SP:Iteration 1F (7158.288151 sec): 3 clusters Score: Raw -568543.957478 + Penalty 2751.212139 = -565792.745340 nChanged 396 SP:Iteration 2F (7158.307785 sec): 3 clusters Score: Raw -568820.458549 + Penalty 2751.212139 = -566069.246411 nChanged 292 SP:Iteration 3F (7158.327334 sec): 3 clusters Score: Raw -569025.849031 + Penalty 2751.212139 = -566274.636892 nChanged 251 SP:Iteration 4F (7158.346688 sec): 3 clusters Score: Raw -569211.798337 + Penalty 2751.212139 = -566460.586199 nChanged 215 SP:Iteration 5Q (7158.365660 sec): 3 clusters Score: Raw -569395.755589 + Penalty 2751.212139 = -566644.543450 nChanged 208 SP:Iteration 6Q (7158.385786 sec): 3 clusters Score: Raw -569564.862166 + Penalty 2751.212139 = -566813.650027 nChanged 189 SP:Iteration 7Q (7158.405949 sec): 3 clusters Score: Raw -569693.070228 + Penalty 2751.212139 = -566941.858090 nChanged 170 SP:Iteration 8Q (7158.426153 sec): 3 clusters Score: Raw -569801.405979 + Penalty 2751.212139 = -567050.193840 nChanged 159 SP:Iteration 9Q (7158.446179 sec): 3 clusters Score: Raw -569892.855797 + Penalty 2751.212139 = -567141.643659 nChanged 128 SP:Iteration 10Q (7158.470976 sec): 3 clusters Score: Raw -569963.956200 + Penalty 2751.212139 = -567212.744062 nChanged 108 SP:Iteration 11Q (7158.490227 sec): 3 clusters Score: Raw -570028.233574 + Penalty 2751.212139 = -567277.021436 nChanged 118 SP:Iteration 12Q (7158.509548 sec): 3 clusters Score: Raw -570102.161295 + Penalty 2751.212139 = -567350.949156 nChanged 92 SP:Iteration 13Q (7158.529095 sec): 3 clusters Score: Raw -570151.531449 + Penalty 2751.212139 = -567400.319311 nChanged 83 SP:Iteration 14Q (7158.549147 sec): 3 clusters Score: Raw -570193.772177 + Penalty 2751.212139 = -567442.560039 nChanged 65 SP:Iteration 15Q (7158.568075 sec): 3 clusters Score: Raw -570223.112485 + Penalty 2751.212139 = -567471.900346 nChanged 57 SP:Iteration 16Q (7158.591340 sec): 3 clusters Score: Raw -570247.775844 + Penalty 2751.212139 = -567496.563705 nChanged 48 SP:Iteration 17Q (7158.610799 sec): 3 clusters Score: Raw -570269.520875 + Penalty 2751.212139 = -567518.308737 nChanged 42 SP:Iteration 18Q (7158.630473 sec): 3 clusters Score: Raw -570289.738102 + Penalty 2751.212139 = -567538.525964 nChanged 48 SP:Iteration 19Q (7158.650194 sec): 3 clusters Score: Raw -570315.825528 + Penalty 2751.212139 = -567564.613389 nChanged 34 SP:Iteration 20F (7158.670290 sec): 3 clusters Score: Raw -570329.962144 + Penalty 2751.212139 = -567578.750005 nChanged 24 SP:Iteration 21Q (7158.689871 sec): 3 clusters Score: Raw -570339.731542 + Penalty 2751.212139 = -567588.519403 nChanged 25 SP:Iteration 22Q (7158.709243 sec): 3 clusters Score: Raw -570349.004545 + Penalty 2751.212139 = -567597.792407 nChanged 25 SP:Iteration 23Q (7158.733048 sec): 3 clusters Score: Raw -570359.359684 + Penalty 2751.212139 = -567608.147545 nChanged 24 SP:Iteration 24Q (7158.752055 sec): 3 clusters Score: Raw -570368.921191 + Penalty 2751.212139 = -567617.709053 nChanged 16 SP:Iteration 25Q (7158.780012 sec): 3 clusters Score: Raw -570377.524605 + Penalty 2751.212139 = -567626.312466 nChanged 22 SP:Iteration 26Q (7158.798954 sec): 3 clusters Score: Raw -570387.737476 + Penalty 2751.212139 = -567636.525337 nChanged 29 SP:Iteration 27Q (7158.818143 sec): 3 clusters Score: Raw -570400.878408 + Penalty 2751.212139 = -567649.666270 nChanged 24 SP:Iteration 28Q (7158.837508 sec): 3 clusters Score: Raw -570416.519809 + Penalty 2751.212139 = -567665.307671 nChanged 28 SP:Iteration 29Q (7158.857123 sec): 3 clusters Score: Raw -570433.599261 + Penalty 2751.212139 = -567682.387122 nChanged 20 SP:Iteration 30Q (7158.876524 sec): 3 clusters Score: Raw -570445.414796 + Penalty 2751.212139 = -567694.202658 nChanged 12 SP:Iteration 31Q (7158.900681 sec): 3 clusters Score: Raw -570449.330904 + Penalty 2751.212139 = -567698.118766 nChanged 11 SP:Iteration 32Q (7158.919907 sec): 3 clusters Score: Raw -570453.758088 + Penalty 2751.212139 = -567702.545949 nChanged 8 SP:Iteration 33Q (7158.939432 sec): 3 clusters Score: Raw -570457.153527 + Penalty 2751.212139 = -567705.941388 nChanged 5 SP:Iteration 34Q (7158.957586 sec): 3 clusters Score: Raw -570458.784133 + Penalty 2751.212139 = -567707.571994 nChanged 4 SP:Iteration 35Q (7158.986109 sec): 3 clusters Score: Raw -570459.845367 + Penalty 2751.212139 = -567708.633228 nChanged 6 SP:Iteration 36Q (7159.004661 sec): 3 clusters Score: Raw -570461.739546 + Penalty 2751.212139 = -567710.527407 nChanged 4 SP:Iteration 37Q (7159.024314 sec): 3 clusters Score: Raw -570462.527404 + Penalty 2751.212139 = -567711.315265 nChanged 4 SP:Iteration 38Q (7159.044164 sec): 3 clusters Score: Raw -570463.993657 + Penalty 2751.212139 = -567712.781519 nChanged 7 SP:Iteration 39Q (7159.062937 sec): 3 clusters Score: Raw -570466.047991 + Penalty 2751.212139 = -567714.835853 nChanged 1 SP:Iteration 40F (7159.083033 sec): 3 clusters Score: Raw -570466.308811 + Penalty 2751.212139 = -567715.096672 nChanged 2 SP:Iteration 41Q (7159.105622 sec): 3 clusters Score: Raw -570466.593089 + Penalty 2751.212139 = -567715.380950 nChanged 0 SP:Iteration 42F (7159.125272 sec): 3 clusters Score: Raw -570466.593089 + Penalty 2751.212139 = -567715.380950 nChanged 0 Trying to split cluster 42 (3798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7159.142665 sec): 2 clusters Score: Raw -440976.644097 + Penalty 1339.362357 = -439637.281740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7159.160583 sec): 3 clusters Score: Raw -439133.966318 + Penalty 2678.724715 = -436455.241603 nChanged 1499 SP:Iteration 1F (7159.179174 sec): 3 clusters Score: Raw -440021.465743 + Penalty 2678.724715 = -437342.741029 nChanged 330 SP:Iteration 2F (7159.201211 sec): 3 clusters Score: Raw -440278.781221 + Penalty 2678.724715 = -437600.056506 nChanged 254 SP:Iteration 3F (7159.219507 sec): 3 clusters Score: Raw -440516.494011 + Penalty 2678.724715 = -437837.769296 nChanged 225 SP:Iteration 4F (7159.237929 sec): 3 clusters Score: Raw -440719.394671 + Penalty 2678.724715 = -438040.669957 nChanged 200 SP:Iteration 5F (7159.260602 sec): 3 clusters Score: Raw -440891.984979 + Penalty 2678.724715 = -438213.260265 nChanged 180 SP:Iteration 6Q (7159.292068 sec): 3 clusters Score: Raw -441018.104820 + Penalty 2678.724715 = -438339.380106 nChanged 130 SP:Iteration 7Q (7159.309391 sec): 3 clusters Score: Raw -441102.892166 + Penalty 2678.724715 = -438424.167451 nChanged 111 SP:Iteration 8Q (7159.336905 sec): 3 clusters Score: Raw -441166.335561 + Penalty 2678.724715 = -438487.610846 nChanged 77 SP:Iteration 9Q (7159.354972 sec): 3 clusters Score: Raw -441205.170780 + Penalty 2678.724715 = -438526.446065 nChanged 56 SP:Iteration 10Q (7159.373281 sec): 3 clusters Score: Raw -441234.782003 + Penalty 2678.724715 = -438556.057289 nChanged 64 SP:Iteration 11Q (7159.391222 sec): 3 clusters Score: Raw -441261.468186 + Penalty 2678.724715 = -438582.743471 nChanged 41 SP:Iteration 12Q (7159.409308 sec): 3 clusters Score: Raw -441279.429942 + Penalty 2678.724715 = -438600.705227 nChanged 35 SP:Iteration 13Q (7159.425779 sec): 3 clusters Score: Raw -441293.943864 + Penalty 2678.724715 = -438615.219149 nChanged 33 SP:Iteration 14Q (7159.444424 sec): 3 clusters Score: Raw -441306.116836 + Penalty 2678.724715 = -438627.392121 nChanged 30 SP:Iteration 15Q (7159.465451 sec): 3 clusters Score: Raw -441315.012539 + Penalty 2678.724715 = -438636.287824 nChanged 20 SP:Iteration 16Q (7159.483542 sec): 3 clusters Score: Raw -441319.979500 + Penalty 2678.724715 = -438641.254785 nChanged 17 SP:Iteration 17Q (7159.512299 sec): 3 clusters Score: Raw -441323.554542 + Penalty 2678.724715 = -438644.829828 nChanged 9 SP:Iteration 18Q (7159.534048 sec): 3 clusters Score: Raw -441325.693991 + Penalty 2678.724715 = -438646.969276 nChanged 12 SP:Iteration 19Q (7159.565799 sec): 3 clusters Score: Raw -441329.634776 + Penalty 2678.724715 = -438650.910062 nChanged 13 SP:Iteration 20F (7159.584193 sec): 3 clusters Score: Raw -441334.611181 + Penalty 2678.724715 = -438655.886466 nChanged 13 SP:Iteration 21Q (7159.602280 sec): 3 clusters Score: Raw -441338.976066 + Penalty 2678.724715 = -438660.251352 nChanged 20 SP:Iteration 22Q (7159.626107 sec): 3 clusters Score: Raw -441345.090379 + Penalty 2678.724715 = -438666.365665 nChanged 8 SP:Iteration 23Q (7159.644289 sec): 3 clusters Score: Raw -441347.024072 + Penalty 2678.724715 = -438668.299358 nChanged 11 SP:Iteration 24Q (7159.666298 sec): 3 clusters Score: Raw -441349.439391 + Penalty 2678.724715 = -438670.714676 nChanged 14 SP:Iteration 25Q (7159.690273 sec): 3 clusters Score: Raw -441353.015994 + Penalty 2678.724715 = -438674.291279 nChanged 11 SP:Iteration 26Q (7159.706810 sec): 3 clusters Score: Raw -441355.495533 + Penalty 2678.724715 = -438676.770819 nChanged 12 SP:Iteration 27Q (7159.724887 sec): 3 clusters Score: Raw -441359.388856 + Penalty 2678.724715 = -438680.664141 nChanged 16 SP:Iteration 28Q (7159.742972 sec): 3 clusters Score: Raw -441362.313732 + Penalty 2678.724715 = -438683.589018 nChanged 17 SP:Iteration 29Q (7159.766858 sec): 3 clusters Score: Raw -441367.020571 + Penalty 2678.724715 = -438688.295856 nChanged 17 SP:Iteration 30Q (7159.784210 sec): 3 clusters Score: Raw -441371.022296 + Penalty 2678.724715 = -438692.297582 nChanged 20 SP:Iteration 31Q (7159.807716 sec): 3 clusters Score: Raw -441376.314185 + Penalty 2678.724715 = -438697.589470 nChanged 18 SP:Iteration 32Q (7159.833980 sec): 3 clusters Score: Raw -441380.815002 + Penalty 2678.724715 = -438702.090287 nChanged 10 SP:Iteration 33Q (7159.852083 sec): 3 clusters Score: Raw -441383.768618 + Penalty 2678.724715 = -438705.043904 nChanged 6 SP:Iteration 34Q (7159.869314 sec): 3 clusters Score: Raw -441385.647165 + Penalty 2678.724715 = -438706.922451 nChanged 7 SP:Iteration 35Q (7159.896654 sec): 3 clusters Score: Raw -441388.122121 + Penalty 2678.724715 = -438709.397406 nChanged 8 SP:Iteration 36Q (7159.914648 sec): 3 clusters Score: Raw -441389.651453 + Penalty 2678.724715 = -438710.926738 nChanged 7 SP:Iteration 37Q (7159.944050 sec): 3 clusters Score: Raw -441391.375408 + Penalty 2678.724715 = -438712.650694 nChanged 9 SP:Iteration 38Q (7159.959710 sec): 3 clusters Score: Raw -441393.732519 + Penalty 2678.724715 = -438715.007805 nChanged 5 SP:Iteration 39Q (7159.977826 sec): 3 clusters Score: Raw -441395.280389 + Penalty 2678.724715 = -438716.555674 nChanged 5 SP:Iteration 40F (7159.996222 sec): 3 clusters Score: Raw -441396.151794 + Penalty 2678.724715 = -438717.427079 nChanged 4 SP:Iteration 41Q (7160.014276 sec): 3 clusters Score: Raw -441396.710874 + Penalty 2678.724715 = -438717.986160 nChanged 4 SP:Iteration 42Q (7160.032201 sec): 3 clusters Score: Raw -441398.084984 + Penalty 2678.724715 = -438719.360270 nChanged 1 SP:Iteration 43Q (7160.050292 sec): 3 clusters Score: Raw -441398.268820 + Penalty 2678.724715 = -438719.544105 nChanged 2 SP:Iteration 44Q (7160.093903 sec): 3 clusters Score: Raw -441398.452272 + Penalty 2678.724715 = -438719.727557 nChanged 3 SP:Iteration 45Q (7160.141792 sec): 3 clusters Score: Raw -441398.825650 + Penalty 2678.724715 = -438720.100935 nChanged 3 SP:Iteration 46Q (7160.192343 sec): 3 clusters Score: Raw -441399.461331 + Penalty 2678.724715 = -438720.736617 nChanged 2 SP:Iteration 47Q (7160.239718 sec): 3 clusters Score: Raw -441400.456092 + Penalty 2678.724715 = -438721.731377 nChanged 5 SP:Iteration 48Q (7160.291999 sec): 3 clusters Score: Raw -441402.150117 + Penalty 2678.724715 = -438723.425402 nChanged 8 SP:Iteration 49Q (7160.310276 sec): 3 clusters Score: Raw -441403.611680 + Penalty 2678.724715 = -438724.886966 nChanged 2 SP:Iteration 50Q (7160.328617 sec): 3 clusters Score: Raw -441403.748609 + Penalty 2678.724715 = -438725.023894 nChanged 1 SP:Iteration 51Q (7160.346560 sec): 3 clusters Score: Raw -441403.892540 + Penalty 2678.724715 = -438725.167825 nChanged 2 SP:Iteration 52Q (7160.364669 sec): 3 clusters Score: Raw -441404.256981 + Penalty 2678.724715 = -438725.532266 nChanged 3 SP:Iteration 53Q (7160.389043 sec): 3 clusters Score: Raw -441404.574206 + Penalty 2678.724715 = -438725.849491 nChanged 1 SP:Iteration 54Q (7160.406341 sec): 3 clusters Score: Raw -441404.662564 + Penalty 2678.724715 = -438725.937849 nChanged 1 SP:Iteration 55Q (7160.424469 sec): 3 clusters Score: Raw -441404.901057 + Penalty 2678.724715 = -438726.176342 nChanged 1 SP:Iteration 56Q (7160.442445 sec): 3 clusters Score: Raw -441405.054876 + Penalty 2678.724715 = -438726.330161 nChanged 0 SP:Iteration 57F (7160.464587 sec): 3 clusters Score: Raw -441405.054876 + Penalty 2678.724715 = -438726.330161 nChanged 0 Trying to split cluster 43 (6616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7160.485171 sec): 2 clusters Score: Raw -833687.617097 + Penalty 1429.552513 = -832258.064583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7160.533110 sec): 3 clusters Score: Raw -830059.715688 + Penalty 2859.105027 = -827200.610661 nChanged 2792 SP:Iteration 1F (7160.560748 sec): 3 clusters Score: Raw -831691.244165 + Penalty 2859.105027 = -828832.139139 nChanged 478 SP:Iteration 2F (7160.593146 sec): 3 clusters Score: Raw -831952.231821 + Penalty 2859.105027 = -829093.126794 nChanged 420 SP:Iteration 3F (7160.620272 sec): 3 clusters Score: Raw -832196.596865 + Penalty 2859.105027 = -829337.491838 nChanged 374 SP:Iteration 4F (7160.642986 sec): 3 clusters Score: Raw -832438.444517 + Penalty 2859.105027 = -829579.339490 nChanged 340 SP:Iteration 5F (7160.665881 sec): 3 clusters Score: Raw -832650.803650 + Penalty 2859.105027 = -829791.698623 nChanged 331 SP:Iteration 6F (7160.688836 sec): 3 clusters Score: Raw -832878.288599 + Penalty 2859.105027 = -830019.183572 nChanged 308 SP:Iteration 7Q (7160.711396 sec): 3 clusters Score: Raw -833095.953805 + Penalty 2859.105027 = -830236.848778 nChanged 261 SP:Iteration 8Q (7160.769196 sec): 3 clusters Score: Raw -833297.392636 + Penalty 2859.105027 = -830438.287609 nChanged 257 SP:Iteration 9Q (7160.792660 sec): 3 clusters Score: Raw -833502.914092 + Penalty 2859.105027 = -830643.809065 nChanged 234 SP:Iteration 10Q (7160.817326 sec): 3 clusters Score: Raw -833667.601325 + Penalty 2859.105027 = -830808.496298 nChanged 160 SP:Iteration 11Q (7160.841230 sec): 3 clusters Score: Raw -833768.795810 + Penalty 2859.105027 = -830909.690783 nChanged 126 SP:Iteration 12Q (7160.884819 sec): 3 clusters Score: Raw -833854.458239 + Penalty 2859.105027 = -830995.353212 nChanged 117 SP:Iteration 13Q (7160.906444 sec): 3 clusters Score: Raw -833931.210700 + Penalty 2859.105027 = -831072.105673 nChanged 90 SP:Iteration 14Q (7160.927694 sec): 3 clusters Score: Raw -833989.160705 + Penalty 2859.105027 = -831130.055678 nChanged 66 SP:Iteration 15Q (7160.955057 sec): 3 clusters Score: Raw -834036.950768 + Penalty 2859.105027 = -831177.845741 nChanged 53 SP:Iteration 16Q (7160.993680 sec): 3 clusters Score: Raw -834065.478528 + Penalty 2859.105027 = -831206.373501 nChanged 31 SP:Iteration 17Q (7161.015147 sec): 3 clusters Score: Raw -834079.667277 + Penalty 2859.105027 = -831220.562250 nChanged 26 SP:Iteration 18Q (7161.057907 sec): 3 clusters Score: Raw -834094.343666 + Penalty 2859.105027 = -831235.238639 nChanged 23 SP:Iteration 19Q (7161.079821 sec): 3 clusters Score: Raw -834106.363677 + Penalty 2859.105027 = -831247.258650 nChanged 21 SP:Iteration 20F (7161.104858 sec): 3 clusters Score: Raw -834114.746808 + Penalty 2859.105027 = -831255.641781 nChanged 13 SP:Iteration 21Q (7161.127796 sec): 3 clusters Score: Raw -834122.407656 + Penalty 2859.105027 = -831263.302629 nChanged 10 SP:Iteration 22Q (7161.150901 sec): 3 clusters Score: Raw -834127.356654 + Penalty 2859.105027 = -831268.251627 nChanged 11 SP:Iteration 23Q (7161.171449 sec): 3 clusters Score: Raw -834132.700951 + Penalty 2859.105027 = -831273.595924 nChanged 16 SP:Iteration 24Q (7161.202897 sec): 3 clusters Score: Raw -834139.295318 + Penalty 2859.105027 = -831280.190291 nChanged 10 SP:Iteration 25Q (7161.223938 sec): 3 clusters Score: Raw -834144.572444 + Penalty 2859.105027 = -831285.467417 nChanged 10 SP:Iteration 26Q (7161.248350 sec): 3 clusters Score: Raw -834149.454552 + Penalty 2859.105027 = -831290.349525 nChanged 11 SP:Iteration 27Q (7161.269506 sec): 3 clusters Score: Raw -834156.278703 + Penalty 2859.105027 = -831297.173676 nChanged 15 SP:Iteration 28Q (7161.290867 sec): 3 clusters Score: Raw -834163.833865 + Penalty 2859.105027 = -831304.728838 nChanged 9 SP:Iteration 29Q (7161.312316 sec): 3 clusters Score: Raw -834167.614684 + Penalty 2859.105027 = -831308.509657 nChanged 9 SP:Iteration 30Q (7161.370858 sec): 3 clusters Score: Raw -834170.966225 + Penalty 2859.105027 = -831311.861198 nChanged 6 SP:Iteration 31Q (7161.407644 sec): 3 clusters Score: Raw -834172.118522 + Penalty 2859.105027 = -831313.013495 nChanged 2 SP:Iteration 32Q (7161.436769 sec): 3 clusters Score: Raw -834172.771957 + Penalty 2859.105027 = -831313.666931 nChanged 0 SP:Iteration 33F (7161.459154 sec): 3 clusters Score: Raw -834172.771957 + Penalty 2859.105027 = -831313.666931 nChanged 0 Time taken for this iteration:3635.781695 seconds. 21->44 Clusters: Score -84063580.977964, best is -84055289.559904 THE BEST YET! Main iterations: 537 (time per iteration =3516.245273 ms) Total iterations: 31655 (time per iteration =59.650094 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 623482236288.000000 (time per metric unit =3.028512ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 14963573670912.000000 (time per metric unit=126.188019ps) That took 1888.223712 seconds.