FileBase DT3_rLS_rCA1_20151004_1236um_792um 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 0.56 and 0.84 GB. - 8 bytes per element (scalar), 37611500 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.27 and 0.40 GB. - 8 bytes per element (scalar), 18053520 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.07 and 0.10 GB. - 2 bytes per element (data_int), 18053520 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), 18053520 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), 18053520 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=752230, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.96 and 1.45 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 752230 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 752230 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 5 (8774 points): Lose 960.908536 but Gain 2198.754579 Iteration 0F (18.553543 sec): 19 clusters Score: Raw -82523985.417053 + Penalty 39577.582416 = -82484407.834637 nChanged 711637 Iteration 1F (27.362960 sec): 19 clusters Score: Raw -84445155.659863 + Penalty 39577.582416 = -84405578.077447 nChanged 283770 Iteration 2F (36.160941 sec): 19 clusters Score: Raw -85269349.081217 + Penalty 39577.582416 = -85229771.498801 nChanged 177772 Iteration 3F (44.884900 sec): 19 clusters Score: Raw -85642126.576847 + Penalty 39577.582416 = -85602548.994430 nChanged 129109 Iteration 4F (53.565168 sec): 19 clusters Score: Raw -85842578.237359 + Penalty 39577.582416 = -85803000.654943 nChanged 101582 Iteration 5F (62.175127 sec): 19 clusters Score: Raw -85973577.753188 + Penalty 39577.582416 = -85934000.170771 nChanged 83644 Iteration 6F (70.917358 sec): 19 clusters Score: Raw -86062294.733254 + Penalty 39577.582416 = -86022717.150838 nChanged 71065 Iteration 7F (79.630886 sec): 19 clusters Score: Raw -86129869.285728 + Penalty 39577.582416 = -86090291.703312 nChanged 62781 Iteration 8F (88.392615 sec): 19 clusters Score: Raw -86187538.733377 + Penalty 39577.582416 = -86147961.150961 nChanged 57030 Iteration 9F (97.178834 sec): 19 clusters Score: Raw -86240007.869532 + Penalty 39577.582416 = -86200430.287116 nChanged 51077 Iteration 10F (105.888416 sec): 19 clusters Score: Raw -86290081.462447 + Penalty 39577.582416 = -86250503.880031 nChanged 43960 Iteration 11F (114.542395 sec): 19 clusters Score: Raw -86333548.953393 + Penalty 39577.582416 = -86293971.370977 nChanged 37690 Iteration 12F (123.240510 sec): 19 clusters Score: Raw -86364175.562406 + Penalty 39577.582416 = -86324597.979990 nChanged 30164 Iteration 13Q (126.997108 sec): 19 clusters Score: Raw -86389504.365547 + Penalty 39577.582416 = -86349926.783131 nChanged 24185 Iteration 14Q (130.448975 sec): 19 clusters Score: Raw -86411697.200924 + Penalty 39577.582416 = -86372119.618508 nChanged 19653 Iteration 15Q (133.848725 sec): 19 clusters Score: Raw -86426034.678493 + Penalty 39577.582416 = -86386457.096077 nChanged 15585 Iteration 16Q (137.414989 sec): 19 clusters Score: Raw -86433651.064805 + Penalty 39577.582416 = -86394073.482389 nChanged 12359 Iteration 17Q (140.963956 sec): 19 clusters Score: Raw -86438539.183755 + Penalty 39577.582416 = -86398961.601339 nChanged 10214 Iteration 18Q (144.552874 sec): 19 clusters Score: Raw -86442192.957993 + Penalty 39577.582416 = -86402615.375577 nChanged 8709 Iteration 19Q (147.886336 sec): 19 clusters Score: Raw -86445074.871579 + Penalty 39577.582416 = -86405497.289162 nChanged 7766 Writing temp clu file Because OldScore, -86402615.375577, is greater than current (better) Score,-86405497.289162 Compute initial score before splitting: Score: Raw -86445074.871579 + Penalty 39577.582416 = -86405497.289162 Trying to split cluster 1 (15931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.461622 sec): 2 clusters Score: Raw -1727754.341123 + Penalty 1572.353604 = -1726181.987519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.534657 sec): 3 clusters Score: Raw -1718371.002035 + Penalty 3144.707207 = -1715226.294828 nChanged 7145 SP:Iteration 1F (148.602756 sec): 3 clusters Score: Raw -1723029.044192 + Penalty 3144.707207 = -1719884.336985 nChanged 1286 SP:Iteration 2F (148.676222 sec): 3 clusters Score: Raw -1724033.072666 + Penalty 3144.707207 = -1720888.365459 nChanged 1365 SP:Iteration 3F (148.741904 sec): 3 clusters Score: Raw -1725194.912200 + Penalty 3144.707207 = -1722050.204993 nChanged 1349 SP:Iteration 4F (148.823172 sec): 3 clusters Score: Raw -1726298.279031 + Penalty 3144.707207 = -1723153.571824 nChanged 1130 SP:Iteration 5F (148.906181 sec): 3 clusters Score: Raw -1727113.291367 + Penalty 3144.707207 = -1723968.584160 nChanged 838 SP:Iteration 6F (148.967025 sec): 3 clusters Score: Raw -1727607.273106 + Penalty 3144.707207 = -1724462.565899 nChanged 592 SP:Iteration 7Q (149.043225 sec): 3 clusters Score: Raw -1727876.521944 + Penalty 3144.707207 = -1724731.814737 nChanged 432 SP:Iteration 8Q (149.113958 sec): 3 clusters Score: Raw -1728041.523404 + Penalty 3144.707207 = -1724896.816197 nChanged 310 SP:Iteration 9Q (149.194409 sec): 3 clusters Score: Raw -1728146.923601 + Penalty 3144.707207 = -1725002.216394 nChanged 229 SP:Iteration 10Q (149.274026 sec): 3 clusters Score: Raw -1728236.559501 + Penalty 3144.707207 = -1725091.852294 nChanged 210 SP:Iteration 11Q (149.350856 sec): 3 clusters Score: Raw -1728335.311835 + Penalty 3144.707207 = -1725190.604628 nChanged 217 SP:Iteration 12Q (149.422453 sec): 3 clusters Score: Raw -1728433.757297 + Penalty 3144.707207 = -1725289.050090 nChanged 204 SP:Iteration 13Q (149.497918 sec): 3 clusters Score: Raw -1728514.204822 + Penalty 3144.707207 = -1725369.497615 nChanged 209 SP:Iteration 14Q (149.562354 sec): 3 clusters Score: Raw -1728599.731353 + Penalty 3144.707207 = -1725455.024146 nChanged 234 SP:Iteration 15Q (149.649588 sec): 3 clusters Score: Raw -1728682.074056 + Penalty 3144.707207 = -1725537.366849 nChanged 200 SP:Iteration 16Q (149.724405 sec): 3 clusters Score: Raw -1728760.893842 + Penalty 3144.707207 = -1725616.186635 nChanged 232 SP:Iteration 17Q (149.787872 sec): 3 clusters Score: Raw -1728862.814226 + Penalty 3144.707207 = -1725718.107019 nChanged 246 SP:Iteration 18Q (149.872562 sec): 3 clusters Score: Raw -1728989.665914 + Penalty 3144.707207 = -1725844.958707 nChanged 256 SP:Iteration 19Q (149.946512 sec): 3 clusters Score: Raw -1729124.105272 + Penalty 3144.707207 = -1725979.398065 nChanged 250 SP:Iteration 20F (150.022936 sec): 3 clusters Score: Raw -1729269.158859 + Penalty 3144.707207 = -1726124.451652 nChanged 221 SP:Iteration 21Q (150.093352 sec): 3 clusters Score: Raw -1729386.778767 + Penalty 3144.707207 = -1726242.071560 nChanged 197 SP:Iteration 22Q (150.170733 sec): 3 clusters Score: Raw -1729495.068502 + Penalty 3144.707207 = -1726350.361295 nChanged 178 SP:Iteration 23Q (150.246642 sec): 3 clusters Score: Raw -1729576.618516 + Penalty 3144.707207 = -1726431.911309 nChanged 128 SP:Iteration 24Q (150.326822 sec): 3 clusters Score: Raw -1729638.799520 + Penalty 3144.707207 = -1726494.092313 nChanged 114 SP:Iteration 25Q (150.407216 sec): 3 clusters Score: Raw -1729691.263795 + Penalty 3144.707207 = -1726546.556588 nChanged 103 SP:Iteration 26Q (150.475635 sec): 3 clusters Score: Raw -1729730.280057 + Penalty 3144.707207 = -1726585.572850 nChanged 96 SP:Iteration 27Q (150.555334 sec): 3 clusters Score: Raw -1729761.752499 + Penalty 3144.707207 = -1726617.045292 nChanged 82 SP:Iteration 28Q (150.626480 sec): 3 clusters Score: Raw -1729790.945971 + Penalty 3144.707207 = -1726646.238764 nChanged 76 SP:Iteration 29Q (150.702912 sec): 3 clusters Score: Raw -1729812.787388 + Penalty 3144.707207 = -1726668.080181 nChanged 66 SP:Iteration 30Q (150.766655 sec): 3 clusters Score: Raw -1729829.113219 + Penalty 3144.707207 = -1726684.406012 nChanged 62 SP:Iteration 31Q (150.842547 sec): 3 clusters Score: Raw -1729847.791696 + Penalty 3144.707207 = -1726703.084489 nChanged 63 SP:Iteration 32Q (150.917842 sec): 3 clusters Score: Raw -1729863.679006 + Penalty 3144.707207 = -1726718.971799 nChanged 64 SP:Iteration 33Q (151.004735 sec): 3 clusters Score: Raw -1729884.868079 + Penalty 3144.707207 = -1726740.160872 nChanged 66 SP:Iteration 34Q (151.079259 sec): 3 clusters Score: Raw -1729905.329308 + Penalty 3144.707207 = -1726760.622101 nChanged 53 SP:Iteration 35Q (151.152165 sec): 3 clusters Score: Raw -1729922.406134 + Penalty 3144.707207 = -1726777.698927 nChanged 54 SP:Iteration 36Q (151.230105 sec): 3 clusters Score: Raw -1729941.655186 + Penalty 3144.707207 = -1726796.947979 nChanged 55 SP:Iteration 37Q (151.309394 sec): 3 clusters Score: Raw -1729964.423525 + Penalty 3144.707207 = -1726819.716318 nChanged 45 SP:Iteration 38Q (151.379687 sec): 3 clusters Score: Raw -1729977.946228 + Penalty 3144.707207 = -1726833.239021 nChanged 41 SP:Iteration 39Q (151.465720 sec): 3 clusters Score: Raw -1729989.071503 + Penalty 3144.707207 = -1726844.364296 nChanged 35 SP:Iteration 40F (151.535990 sec): 3 clusters Score: Raw -1729997.437533 + Penalty 3144.707207 = -1726852.730326 nChanged 23 SP:Iteration 41Q (151.611636 sec): 3 clusters Score: Raw -1730003.349223 + Penalty 3144.707207 = -1726858.642016 nChanged 18 SP:Iteration 42Q (151.674989 sec): 3 clusters Score: Raw -1730006.503195 + Penalty 3144.707207 = -1726861.795988 nChanged 13 SP:Iteration 43Q (151.760028 sec): 3 clusters Score: Raw -1730008.452795 + Penalty 3144.707207 = -1726863.745588 nChanged 11 SP:Iteration 44Q (151.821211 sec): 3 clusters Score: Raw -1730010.065708 + Penalty 3144.707207 = -1726865.358501 nChanged 9 SP:Iteration 45Q (151.905571 sec): 3 clusters Score: Raw -1730011.346864 + Penalty 3144.707207 = -1726866.639657 nChanged 4 SP:Iteration 46Q (151.965733 sec): 3 clusters Score: Raw -1730011.876014 + Penalty 3144.707207 = -1726867.168807 nChanged 2 SP:Iteration 47Q (152.048139 sec): 3 clusters Score: Raw -1730012.172748 + Penalty 3144.707207 = -1726867.465541 nChanged 5 SP:Iteration 48Q (152.124909 sec): 3 clusters Score: Raw -1730012.842461 + Penalty 3144.707207 = -1726868.135254 nChanged 6 SP:Iteration 49Q (152.197474 sec): 3 clusters Score: Raw -1730013.532375 + Penalty 3144.707207 = -1726868.825168 nChanged 3 SP:Iteration 50Q (152.271566 sec): 3 clusters Score: Raw -1730014.139414 + Penalty 3144.707207 = -1726869.432207 nChanged 5 SP:Iteration 51Q (152.344612 sec): 3 clusters Score: Raw -1730014.696343 + Penalty 3144.707207 = -1726869.989136 nChanged 1 SP:Iteration 52Q (152.418318 sec): 3 clusters Score: Raw -1730014.831329 + Penalty 3144.707207 = -1726870.124122 nChanged 2 SP:Iteration 53Q (152.490776 sec): 3 clusters Score: Raw -1730015.179791 + Penalty 3144.707207 = -1726870.472584 nChanged 2 SP:Iteration 54Q (152.564002 sec): 3 clusters Score: Raw -1730015.432371 + Penalty 3144.707207 = -1726870.725164 nChanged 3 SP:Iteration 55Q (152.638484 sec): 3 clusters Score: Raw -1730015.916265 + Penalty 3144.707207 = -1726871.209058 nChanged 2 SP:Iteration 56Q (152.709543 sec): 3 clusters Score: Raw -1730016.166357 + Penalty 3144.707207 = -1726871.459150 nChanged 0 SP:Iteration 57F (152.773730 sec): 3 clusters Score: Raw -1730016.166357 + Penalty 3144.707207 = -1726871.459150 nChanged 0 Score: Raw -86448585.716325 + Penalty 41776.336995 = -86406809.379331 Splitting cluster 1 changes total score from -86405497.289162 to -86406809.379331 So it's getting split into cluster 5. Trying to split cluster 2 (34095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (161.767785 sec): 2 clusters Score: Raw -3993609.218445 + Penalty 1695.997229 = -3991913.221216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (161.874753 sec): 3 clusters Score: Raw -3972418.864188 + Penalty 3391.994458 = -3969026.869730 nChanged 15684 SP:Iteration 1F (161.969993 sec): 3 clusters Score: Raw -3981456.304401 + Penalty 3391.994458 = -3978064.309943 nChanged 1882 SP:Iteration 2F (162.070852 sec): 3 clusters Score: Raw -3982441.824939 + Penalty 3391.994458 = -3979049.830481 nChanged 2020 SP:Iteration 3F (162.175604 sec): 3 clusters Score: Raw -3983828.343581 + Penalty 3391.994458 = -3980436.349123 nChanged 2301 SP:Iteration 4F (162.292445 sec): 3 clusters Score: Raw -3985702.801905 + Penalty 3391.994458 = -3982310.807447 nChanged 2473 SP:Iteration 5F (162.388111 sec): 3 clusters Score: Raw -3988146.999000 + Penalty 3391.994458 = -3984755.004542 nChanged 2733 SP:Iteration 6F (162.502800 sec): 3 clusters Score: Raw -3991344.318290 + Penalty 3391.994458 = -3987952.323832 nChanged 2903 SP:Iteration 7F (162.614571 sec): 3 clusters Score: Raw -3994758.819145 + Penalty 3391.994458 = -3991366.824687 nChanged 2572 SP:Iteration 8F (162.715499 sec): 3 clusters Score: Raw -3997130.808258 + Penalty 3391.994458 = -3993738.813799 nChanged 1935 SP:Iteration 9F (162.821977 sec): 3 clusters Score: Raw -3998642.962277 + Penalty 3391.994458 = -3995250.967819 nChanged 1565 SP:Iteration 10Q (162.940110 sec): 3 clusters Score: Raw -3999953.112141 + Penalty 3391.994458 = -3996561.117683 nChanged 1357 SP:Iteration 11Q (163.034986 sec): 3 clusters Score: Raw -4001180.080992 + Penalty 3391.994458 = -3997788.086534 nChanged 1099 SP:Iteration 12Q (163.153225 sec): 3 clusters Score: Raw -4002136.780351 + Penalty 3391.994458 = -3998744.785893 nChanged 804 SP:Iteration 13Q (163.253377 sec): 3 clusters Score: Raw -4002678.416087 + Penalty 3391.994458 = -3999286.421629 nChanged 502 SP:Iteration 14Q (163.372355 sec): 3 clusters Score: Raw -4002898.207372 + Penalty 3391.994458 = -3999506.212914 nChanged 306 SP:Iteration 15Q (163.478410 sec): 3 clusters Score: Raw -4003004.792035 + Penalty 3391.994458 = -3999612.797577 nChanged 237 SP:Iteration 16Q (163.584427 sec): 3 clusters Score: Raw -4003066.697662 + Penalty 3391.994458 = -3999674.703204 nChanged 156 SP:Iteration 17Q (163.676321 sec): 3 clusters Score: Raw -4003096.896897 + Penalty 3391.994458 = -3999704.902439 nChanged 125 SP:Iteration 18Q (163.777260 sec): 3 clusters Score: Raw -4003120.899590 + Penalty 3391.994458 = -3999728.905132 nChanged 120 SP:Iteration 19Q (163.901270 sec): 3 clusters Score: Raw -4003143.003218 + Penalty 3391.994458 = -3999751.008760 nChanged 98 SP:Iteration 20F (164.025123 sec): 3 clusters Score: Raw -4003169.953594 + Penalty 3391.994458 = -3999777.959136 nChanged 92 SP:Iteration 21Q (164.150996 sec): 3 clusters Score: Raw -4003194.991820 + Penalty 3391.994458 = -3999802.997361 nChanged 87 SP:Iteration 22Q (164.256663 sec): 3 clusters Score: Raw -4003213.526577 + Penalty 3391.994458 = -3999821.532119 nChanged 79 SP:Iteration 23Q (164.365672 sec): 3 clusters Score: Raw -4003227.392848 + Penalty 3391.994458 = -3999835.398390 nChanged 91 SP:Iteration 24Q (164.457471 sec): 3 clusters Score: Raw -4003245.160186 + Penalty 3391.994458 = -3999853.165728 nChanged 89 SP:Iteration 25Q (164.563288 sec): 3 clusters Score: Raw -4003259.768839 + Penalty 3391.994458 = -3999867.774381 nChanged 79 SP:Iteration 26Q (164.681268 sec): 3 clusters Score: Raw -4003271.186584 + Penalty 3391.994458 = -3999879.192126 nChanged 78 SP:Iteration 27Q (164.776805 sec): 3 clusters Score: Raw -4003281.713003 + Penalty 3391.994458 = -3999889.718545 nChanged 65 SP:Iteration 28Q (164.891573 sec): 3 clusters Score: Raw -4003289.169217 + Penalty 3391.994458 = -3999897.174759 nChanged 68 SP:Iteration 29Q (164.998286 sec): 3 clusters Score: Raw -4003298.562843 + Penalty 3391.994458 = -3999906.568384 nChanged 56 SP:Iteration 30Q (165.104750 sec): 3 clusters Score: Raw -4003305.089949 + Penalty 3391.994458 = -3999913.095491 nChanged 57 SP:Iteration 31Q (165.205808 sec): 3 clusters Score: Raw -4003309.882146 + Penalty 3391.994458 = -3999917.887688 nChanged 42 SP:Iteration 32Q (165.318083 sec): 3 clusters Score: Raw -4003313.775895 + Penalty 3391.994458 = -3999921.781437 nChanged 48 SP:Iteration 33Q (165.424256 sec): 3 clusters Score: Raw -4003318.666487 + Penalty 3391.994458 = -3999926.672028 nChanged 51 SP:Iteration 34Q (165.526318 sec): 3 clusters Score: Raw -4003322.462719 + Penalty 3391.994458 = -3999930.468261 nChanged 45 SP:Iteration 35Q (165.633534 sec): 3 clusters Score: Raw -4003325.443893 + Penalty 3391.994458 = -3999933.449435 nChanged 41 SP:Iteration 36Q (165.739378 sec): 3 clusters Score: Raw -4003327.863663 + Penalty 3391.994458 = -3999935.869205 nChanged 30 SP:Iteration 37Q (165.835618 sec): 3 clusters Score: Raw -4003329.869657 + Penalty 3391.994458 = -3999937.875198 nChanged 33 SP:Iteration 38Q (165.957646 sec): 3 clusters Score: Raw -4003331.657781 + Penalty 3391.994458 = -3999939.663323 nChanged 23 SP:Iteration 39Q (166.068127 sec): 3 clusters Score: Raw -4003332.695340 + Penalty 3391.994458 = -3999940.700882 nChanged 17 SP:Iteration 40F (166.173864 sec): 3 clusters Score: Raw -4003333.587410 + Penalty 3391.994458 = -3999941.592952 nChanged 20 SP:Iteration 41Q (166.278389 sec): 3 clusters Score: Raw -4003334.650826 + Penalty 3391.994458 = -3999942.656368 nChanged 22 SP:Iteration 42Q (166.386206 sec): 3 clusters Score: Raw -4003336.142373 + Penalty 3391.994458 = -3999944.147915 nChanged 27 SP:Iteration 43Q (166.478666 sec): 3 clusters Score: Raw -4003337.928762 + Penalty 3391.994458 = -3999945.934304 nChanged 27 SP:Iteration 44Q (166.591229 sec): 3 clusters Score: Raw -4003339.406766 + Penalty 3391.994458 = -3999947.412308 nChanged 26 SP:Iteration 45Q (166.693603 sec): 3 clusters Score: Raw -4003340.817470 + Penalty 3391.994458 = -3999948.823012 nChanged 24 SP:Iteration 46Q (166.808652 sec): 3 clusters Score: Raw -4003342.336290 + Penalty 3391.994458 = -3999950.341832 nChanged 16 SP:Iteration 47Q (166.914702 sec): 3 clusters Score: Raw -4003343.015422 + Penalty 3391.994458 = -3999951.020964 nChanged 11 SP:Iteration 48Q (167.015983 sec): 3 clusters Score: Raw -4003343.411570 + Penalty 3391.994458 = -3999951.417112 nChanged 8 SP:Iteration 49Q (167.135112 sec): 3 clusters Score: Raw -4003343.704780 + Penalty 3391.994458 = -3999951.710322 nChanged 6 SP:Iteration 50Q (167.226781 sec): 3 clusters Score: Raw -4003343.880934 + Penalty 3391.994458 = -3999951.886476 nChanged 3 SP:Iteration 51Q (167.331342 sec): 3 clusters Score: Raw -4003343.963138 + Penalty 3391.994458 = -3999951.968680 nChanged 2 SP:Iteration 52Q (167.440266 sec): 3 clusters Score: Raw -4003344.109726 + Penalty 3391.994458 = -3999952.115268 nChanged 6 SP:Iteration 53Q (167.557941 sec): 3 clusters Score: Raw -4003344.428454 + Penalty 3391.994458 = -3999952.433996 nChanged 7 SP:Iteration 54Q (167.654169 sec): 3 clusters Score: Raw -4003344.729584 + Penalty 3391.994458 = -3999952.735125 nChanged 7 SP:Iteration 55Q (167.773743 sec): 3 clusters Score: Raw -4003345.012740 + Penalty 3391.994458 = -3999953.018282 nChanged 8 SP:Iteration 56Q (167.888624 sec): 3 clusters Score: Raw -4003345.301670 + Penalty 3391.994458 = -3999953.307212 nChanged 6 SP:Iteration 57Q (168.010722 sec): 3 clusters Score: Raw -4003345.625506 + Penalty 3391.994458 = -3999953.631048 nChanged 10 SP:Iteration 58Q (168.114375 sec): 3 clusters Score: Raw -4003346.088025 + Penalty 3391.994458 = -3999954.093567 nChanged 11 SP:Iteration 59Q (168.206234 sec): 3 clusters Score: Raw -4003346.441464 + Penalty 3391.994458 = -3999954.447006 nChanged 11 SP:Iteration 60F (168.318953 sec): 3 clusters Score: Raw -4003346.809521 + Penalty 3391.994458 = -3999954.815063 nChanged 5 SP:Iteration 61Q (168.413833 sec): 3 clusters Score: Raw -4003347.034437 + Penalty 3391.994458 = -3999955.039979 nChanged 4 SP:Iteration 62Q (168.533996 sec): 3 clusters Score: Raw -4003347.254835 + Penalty 3391.994458 = -3999955.260377 nChanged 6 SP:Iteration 63Q (168.627886 sec): 3 clusters Score: Raw -4003347.489944 + Penalty 3391.994458 = -3999955.495485 nChanged 6 SP:Iteration 64Q (168.744448 sec): 3 clusters Score: Raw -4003347.900595 + Penalty 3391.994458 = -3999955.906137 nChanged 11 SP:Iteration 65Q (168.853385 sec): 3 clusters Score: Raw -4003348.421842 + Penalty 3391.994458 = -3999956.427384 nChanged 14 SP:Iteration 66Q (168.960697 sec): 3 clusters Score: Raw -4003348.979755 + Penalty 3391.994458 = -3999956.985297 nChanged 11 SP:Iteration 67Q (169.068302 sec): 3 clusters Score: Raw -4003349.560766 + Penalty 3391.994458 = -3999957.566307 nChanged 10 SP:Iteration 68Q (169.185542 sec): 3 clusters Score: Raw -4003349.963578 + Penalty 3391.994458 = -3999957.969120 nChanged 11 SP:Iteration 69Q (169.281359 sec): 3 clusters Score: Raw -4003350.561654 + Penalty 3391.994458 = -3999958.567196 nChanged 11 SP:Iteration 70Q (169.385620 sec): 3 clusters Score: Raw -4003351.138659 + Penalty 3391.994458 = -3999959.144201 nChanged 11 SP:Iteration 71Q (169.493984 sec): 3 clusters Score: Raw -4003351.511037 + Penalty 3391.994458 = -3999959.516579 nChanged 6 SP:Iteration 72Q (169.597339 sec): 3 clusters Score: Raw -4003351.741411 + Penalty 3391.994458 = -3999959.746953 nChanged 6 SP:Iteration 73Q (169.701327 sec): 3 clusters Score: Raw -4003351.943382 + Penalty 3391.994458 = -3999959.948924 nChanged 2 SP:Iteration 74Q (169.796215 sec): 3 clusters Score: Raw -4003351.999598 + Penalty 3391.994458 = -3999960.005140 nChanged 5 SP:Iteration 75Q (169.900515 sec): 3 clusters Score: Raw -4003352.169201 + Penalty 3391.994458 = -3999960.174743 nChanged 6 SP:Iteration 76Q (170.014603 sec): 3 clusters Score: Raw -4003352.509061 + Penalty 3391.994458 = -3999960.514603 nChanged 11 SP:Iteration 77Q (170.124316 sec): 3 clusters Score: Raw -4003352.915306 + Penalty 3391.994458 = -3999960.920848 nChanged 6 SP:Iteration 78Q (170.235374 sec): 3 clusters Score: Raw -4003353.356148 + Penalty 3391.994458 = -3999961.361690 nChanged 8 SP:Iteration 79Q (170.341496 sec): 3 clusters Score: Raw -4003353.708353 + Penalty 3391.994458 = -3999961.713895 nChanged 10 SP:Iteration 80F (170.434300 sec): 3 clusters Score: Raw -4003354.086430 + Penalty 3391.994458 = -3999962.091972 nChanged 5 SP:Iteration 81Q (170.543510 sec): 3 clusters Score: Raw -4003354.287383 + Penalty 3391.994458 = -3999962.292925 nChanged 5 SP:Iteration 82Q (170.636635 sec): 3 clusters Score: Raw -4003354.485317 + Penalty 3391.994458 = -3999962.490858 nChanged 8 SP:Iteration 83Q (170.748300 sec): 3 clusters Score: Raw -4003354.820510 + Penalty 3391.994458 = -3999962.826052 nChanged 7 SP:Iteration 84Q (170.849738 sec): 3 clusters Score: Raw -4003355.060423 + Penalty 3391.994458 = -3999963.065964 nChanged 8 SP:Iteration 85Q (170.951579 sec): 3 clusters Score: Raw -4003355.254488 + Penalty 3391.994458 = -3999963.260030 nChanged 3 SP:Iteration 86Q (171.056624 sec): 3 clusters Score: Raw -4003355.367337 + Penalty 3391.994458 = -3999963.372879 nChanged 7 SP:Iteration 87Q (171.142408 sec): 3 clusters Score: Raw -4003355.813513 + Penalty 3391.994458 = -3999963.819055 nChanged 7 SP:Iteration 88Q (171.247648 sec): 3 clusters Score: Raw -4003356.060138 + Penalty 3391.994458 = -3999964.065680 nChanged 4 SP:Iteration 89Q (171.351983 sec): 3 clusters Score: Raw -4003356.150521 + Penalty 3391.994458 = -3999964.156063 nChanged 3 SP:Iteration 90Q (171.465661 sec): 3 clusters Score: Raw -4003356.226923 + Penalty 3391.994458 = -3999964.232465 nChanged 2 SP:Iteration 91Q (171.555607 sec): 3 clusters Score: Raw -4003356.267549 + Penalty 3391.994458 = -3999964.273091 nChanged 1 SP:Iteration 92Q (171.657905 sec): 3 clusters Score: Raw -4003356.288008 + Penalty 3391.994458 = -3999964.293550 nChanged 0 SP:Iteration 93F (171.780091 sec): 3 clusters Score: Raw -4003356.288008 + Penalty 3391.994458 = -3999964.293550 nChanged 0 Score: Raw -86458332.785887 + Penalty 43975.091574 = -86414357.694314 Splitting cluster 2 changes total score from -86405497.289162 to -86414357.694314 So it's getting split into cluster 20. Trying to split cluster 3 (7894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.528848 sec): 2 clusters Score: Raw -887726.547622 + Penalty 1458.251967 = -886268.295656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.591922 sec): 3 clusters Score: Raw -883314.759843 + Penalty 2916.503933 = -880398.255909 nChanged 3344 SP:Iteration 1F (181.654268 sec): 3 clusters Score: Raw -885267.793196 + Penalty 2916.503933 = -882351.289262 nChanged 636 SP:Iteration 2F (181.714570 sec): 3 clusters Score: Raw -885751.594584 + Penalty 2916.503933 = -882835.090650 nChanged 632 SP:Iteration 3F (181.776885 sec): 3 clusters Score: Raw -886320.558927 + Penalty 2916.503933 = -883404.054994 nChanged 633 SP:Iteration 4F (181.835116 sec): 3 clusters Score: Raw -886899.738832 + Penalty 2916.503933 = -883983.234899 nChanged 569 SP:Iteration 5F (181.886240 sec): 3 clusters Score: Raw -887446.624622 + Penalty 2916.503933 = -884530.120688 nChanged 474 SP:Iteration 6F (181.946749 sec): 3 clusters Score: Raw -887932.874948 + Penalty 2916.503933 = -885016.371015 nChanged 373 SP:Iteration 7Q (182.007739 sec): 3 clusters Score: Raw -888191.004767 + Penalty 2916.503933 = -885274.500834 nChanged 255 SP:Iteration 8Q (182.081787 sec): 3 clusters Score: Raw -888309.836906 + Penalty 2916.503933 = -885393.332973 nChanged 187 SP:Iteration 9Q (182.129753 sec): 3 clusters Score: Raw -888394.972036 + Penalty 2916.503933 = -885478.468103 nChanged 147 SP:Iteration 10Q (182.201793 sec): 3 clusters Score: Raw -888460.176794 + Penalty 2916.503933 = -885543.672861 nChanged 132 SP:Iteration 11Q (182.251781 sec): 3 clusters Score: Raw -888519.641851 + Penalty 2916.503933 = -885603.137918 nChanged 134 SP:Iteration 12Q (182.323969 sec): 3 clusters Score: Raw -888599.067864 + Penalty 2916.503933 = -885682.563930 nChanged 164 SP:Iteration 13Q (182.372479 sec): 3 clusters Score: Raw -888703.637607 + Penalty 2916.503933 = -885787.133674 nChanged 180 SP:Iteration 14Q (182.433260 sec): 3 clusters Score: Raw -888837.901304 + Penalty 2916.503933 = -885921.397371 nChanged 195 SP:Iteration 15Q (182.504682 sec): 3 clusters Score: Raw -888966.681081 + Penalty 2916.503933 = -886050.177148 nChanged 172 SP:Iteration 16Q (182.567297 sec): 3 clusters Score: Raw -889071.431744 + Penalty 2916.503933 = -886154.927811 nChanged 151 SP:Iteration 17Q (182.614203 sec): 3 clusters Score: Raw -889171.160345 + Penalty 2916.503933 = -886254.656412 nChanged 133 SP:Iteration 18Q (182.687370 sec): 3 clusters Score: Raw -889261.718520 + Penalty 2916.503933 = -886345.214586 nChanged 116 SP:Iteration 19Q (182.736517 sec): 3 clusters Score: Raw -889344.101428 + Penalty 2916.503933 = -886427.597495 nChanged 97 SP:Iteration 20F (182.805047 sec): 3 clusters Score: Raw -889405.193660 + Penalty 2916.503933 = -886488.689726 nChanged 79 SP:Iteration 21Q (182.867687 sec): 3 clusters Score: Raw -889456.339519 + Penalty 2916.503933 = -886539.835586 nChanged 75 SP:Iteration 22Q (182.929850 sec): 3 clusters Score: Raw -889494.064023 + Penalty 2916.503933 = -886577.560090 nChanged 72 SP:Iteration 23Q (182.977453 sec): 3 clusters Score: Raw -889531.750402 + Penalty 2916.503933 = -886615.246469 nChanged 65 SP:Iteration 24Q (183.051663 sec): 3 clusters Score: Raw -889562.935965 + Penalty 2916.503933 = -886646.432032 nChanged 52 SP:Iteration 25Q (183.112787 sec): 3 clusters Score: Raw -889585.282136 + Penalty 2916.503933 = -886668.778202 nChanged 49 SP:Iteration 26Q (183.171271 sec): 3 clusters Score: Raw -889605.307703 + Penalty 2916.503933 = -886688.803770 nChanged 35 SP:Iteration 27Q (183.230137 sec): 3 clusters Score: Raw -889623.102355 + Penalty 2916.503933 = -886706.598421 nChanged 38 SP:Iteration 28Q (183.290855 sec): 3 clusters Score: Raw -889641.436966 + Penalty 2916.503933 = -886724.933033 nChanged 43 SP:Iteration 29Q (183.347214 sec): 3 clusters Score: Raw -889662.705078 + Penalty 2916.503933 = -886746.201145 nChanged 46 SP:Iteration 30Q (183.423330 sec): 3 clusters Score: Raw -889683.589032 + Penalty 2916.503933 = -886767.085099 nChanged 37 SP:Iteration 31Q (183.486261 sec): 3 clusters Score: Raw -889702.647120 + Penalty 2916.503933 = -886786.143187 nChanged 47 SP:Iteration 32Q (183.547768 sec): 3 clusters Score: Raw -889725.112915 + Penalty 2916.503933 = -886808.608982 nChanged 35 SP:Iteration 33Q (183.606292 sec): 3 clusters Score: Raw -889741.945231 + Penalty 2916.503933 = -886825.441298 nChanged 34 SP:Iteration 34Q (183.658517 sec): 3 clusters Score: Raw -889753.723895 + Penalty 2916.503933 = -886837.219962 nChanged 32 SP:Iteration 35Q (183.725971 sec): 3 clusters Score: Raw -889764.440871 + Penalty 2916.503933 = -886847.936937 nChanged 21 SP:Iteration 36Q (183.783274 sec): 3 clusters Score: Raw -889769.713370 + Penalty 2916.503933 = -886853.209436 nChanged 15 SP:Iteration 37Q (183.845531 sec): 3 clusters Score: Raw -889772.916008 + Penalty 2916.503933 = -886856.412075 nChanged 11 SP:Iteration 38Q (183.910279 sec): 3 clusters Score: Raw -889775.166739 + Penalty 2916.503933 = -886858.662805 nChanged 9 SP:Iteration 39Q (183.957831 sec): 3 clusters Score: Raw -889776.873780 + Penalty 2916.503933 = -886860.369847 nChanged 10 SP:Iteration 40F (184.031631 sec): 3 clusters Score: Raw -889779.611485 + Penalty 2916.503933 = -886863.107551 nChanged 11 SP:Iteration 41Q (184.091451 sec): 3 clusters Score: Raw -889781.546339 + Penalty 2916.503933 = -886865.042406 nChanged 3 SP:Iteration 42Q (184.143333 sec): 3 clusters Score: Raw -889782.067027 + Penalty 2916.503933 = -886865.563094 nChanged 3 SP:Iteration 43Q (184.211902 sec): 3 clusters Score: Raw -889782.362292 + Penalty 2916.503933 = -886865.858359 nChanged 3 SP:Iteration 44Q (184.271205 sec): 3 clusters Score: Raw -889782.753548 + Penalty 2916.503933 = -886866.249614 nChanged 4 SP:Iteration 45Q (184.329490 sec): 3 clusters Score: Raw -889783.906498 + Penalty 2916.503933 = -886867.402565 nChanged 6 SP:Iteration 46Q (184.390338 sec): 3 clusters Score: Raw -889784.915084 + Penalty 2916.503933 = -886868.411150 nChanged 2 SP:Iteration 47Q (184.435920 sec): 3 clusters Score: Raw -889785.223345 + Penalty 2916.503933 = -886868.719411 nChanged 3 SP:Iteration 48Q (184.504142 sec): 3 clusters Score: Raw -889785.593831 + Penalty 2916.503933 = -886869.089897 nChanged 3 SP:Iteration 49Q (184.561787 sec): 3 clusters Score: Raw -889786.008874 + Penalty 2916.503933 = -886869.504941 nChanged 1 SP:Iteration 50Q (184.627106 sec): 3 clusters Score: Raw -889786.111762 + Penalty 2916.503933 = -886869.607829 nChanged 1 SP:Iteration 51Q (184.674520 sec): 3 clusters Score: Raw -889786.477602 + Penalty 2916.503933 = -886869.973668 nChanged 3 SP:Iteration 52Q (184.741995 sec): 3 clusters Score: Raw -889786.893583 + Penalty 2916.503933 = -886870.389649 nChanged 1 SP:Iteration 53Q (184.803391 sec): 3 clusters Score: Raw -889787.098087 + Penalty 2916.503933 = -886870.594154 nChanged 1 SP:Iteration 54Q (184.851531 sec): 3 clusters Score: Raw -889787.245738 + Penalty 2916.503933 = -886870.741805 nChanged 1 SP:Iteration 55Q (184.910047 sec): 3 clusters Score: Raw -889787.359972 + Penalty 2916.503933 = -886870.856039 nChanged 1 SP:Iteration 56Q (184.971573 sec): 3 clusters Score: Raw -889787.441137 + Penalty 2916.503933 = -886870.937204 nChanged 0 SP:Iteration 57F (185.036186 sec): 3 clusters Score: Raw -889787.441137 + Penalty 2916.503933 = -886870.937204 nChanged 0 Score: Raw -86460393.679402 + Penalty 46173.846152 = -86414219.833250 Splitting cluster 3 changes total score from -86405497.289162 to -86414219.833250 So it's getting split into cluster 21. Trying to split cluster 4 (12032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (195.534503 sec): 2 clusters Score: Raw -1420741.023150 + Penalty 1526.740320 = -1419214.282830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (195.615590 sec): 3 clusters Score: Raw -1413804.899799 + Penalty 3053.480640 = -1410751.419159 nChanged 5289 SP:Iteration 1F (195.684545 sec): 3 clusters Score: Raw -1416735.063230 + Penalty 3053.480640 = -1413681.582590 nChanged 731 SP:Iteration 2F (195.753952 sec): 3 clusters Score: Raw -1417040.818080 + Penalty 3053.480640 = -1413987.337440 nChanged 557 SP:Iteration 3Q (195.812047 sec): 3 clusters Score: Raw -1417253.497455 + Penalty 3053.480640 = -1414200.016815 nChanged 464 SP:Iteration 4Q (195.888381 sec): 3 clusters Score: Raw -1417413.791826 + Penalty 3053.480640 = -1414360.311186 nChanged 427 SP:Iteration 5Q (195.957838 sec): 3 clusters Score: Raw -1417554.638002 + Penalty 3053.480640 = -1414501.157362 nChanged 383 SP:Iteration 6Q (196.029142 sec): 3 clusters Score: Raw -1417693.689840 + Penalty 3053.480640 = -1414640.209200 nChanged 364 SP:Iteration 7Q (196.095532 sec): 3 clusters Score: Raw -1417826.042511 + Penalty 3053.480640 = -1414772.561871 nChanged 360 SP:Iteration 8Q (196.168463 sec): 3 clusters Score: Raw -1417955.465375 + Penalty 3053.480640 = -1414901.984735 nChanged 347 SP:Iteration 9Q (196.243544 sec): 3 clusters Score: Raw -1418076.623109 + Penalty 3053.480640 = -1415023.142469 nChanged 358 SP:Iteration 10Q (196.302800 sec): 3 clusters Score: Raw -1418215.164418 + Penalty 3053.480640 = -1415161.683778 nChanged 346 SP:Iteration 11Q (196.371909 sec): 3 clusters Score: Raw -1418344.670571 + Penalty 3053.480640 = -1415291.189931 nChanged 332 SP:Iteration 12Q (196.453397 sec): 3 clusters Score: Raw -1418454.862164 + Penalty 3053.480640 = -1415401.381524 nChanged 276 SP:Iteration 13Q (196.516124 sec): 3 clusters Score: Raw -1418547.938086 + Penalty 3053.480640 = -1415494.457446 nChanged 283 SP:Iteration 14Q (196.592233 sec): 3 clusters Score: Raw -1418654.089165 + Penalty 3053.480640 = -1415600.608525 nChanged 277 SP:Iteration 15Q (196.661176 sec): 3 clusters Score: Raw -1418760.163625 + Penalty 3053.480640 = -1415706.682985 nChanged 277 SP:Iteration 16Q (196.728333 sec): 3 clusters Score: Raw -1418880.183993 + Penalty 3053.480640 = -1415826.703353 nChanged 312 SP:Iteration 17Q (196.803775 sec): 3 clusters Score: Raw -1419010.674991 + Penalty 3053.480640 = -1415957.194351 nChanged 293 SP:Iteration 18Q (196.867815 sec): 3 clusters Score: Raw -1419129.251303 + Penalty 3053.480640 = -1416075.770663 nChanged 283 SP:Iteration 19Q (196.938230 sec): 3 clusters Score: Raw -1419244.781247 + Penalty 3053.480640 = -1416191.300607 nChanged 280 SP:Iteration 20F (197.008282 sec): 3 clusters Score: Raw -1419369.737930 + Penalty 3053.480640 = -1416316.257290 nChanged 304 SP:Iteration 21Q (197.077654 sec): 3 clusters Score: Raw -1419511.416648 + Penalty 3053.480640 = -1416457.936008 nChanged 324 SP:Iteration 22Q (197.130073 sec): 3 clusters Score: Raw -1419665.616108 + Penalty 3053.480640 = -1416612.135468 nChanged 303 SP:Iteration 23Q (197.204332 sec): 3 clusters Score: Raw -1419811.544160 + Penalty 3053.480640 = -1416758.063520 nChanged 305 SP:Iteration 24Q (197.277326 sec): 3 clusters Score: Raw -1419977.333160 + Penalty 3053.480640 = -1416923.852520 nChanged 272 SP:Iteration 25Q (197.339199 sec): 3 clusters Score: Raw -1420114.434584 + Penalty 3053.480640 = -1417060.953944 nChanged 243 SP:Iteration 26Q (197.398592 sec): 3 clusters Score: Raw -1420234.661767 + Penalty 3053.480640 = -1417181.181127 nChanged 217 SP:Iteration 27Q (197.478395 sec): 3 clusters Score: Raw -1420337.089196 + Penalty 3053.480640 = -1417283.608556 nChanged 189 SP:Iteration 28Q (197.547902 sec): 3 clusters Score: Raw -1420428.113216 + Penalty 3053.480640 = -1417374.632576 nChanged 160 SP:Iteration 29Q (197.614220 sec): 3 clusters Score: Raw -1420508.120179 + Penalty 3053.480640 = -1417454.639539 nChanged 156 SP:Iteration 30Q (197.681653 sec): 3 clusters Score: Raw -1420592.762082 + Penalty 3053.480640 = -1417539.281442 nChanged 118 SP:Iteration 31Q (197.749603 sec): 3 clusters Score: Raw -1420652.803588 + Penalty 3053.480640 = -1417599.322948 nChanged 94 SP:Iteration 32Q (197.805367 sec): 3 clusters Score: Raw -1420698.743700 + Penalty 3053.480640 = -1417645.263060 nChanged 78 SP:Iteration 33Q (197.872290 sec): 3 clusters Score: Raw -1420736.728906 + Penalty 3053.480640 = -1417683.248266 nChanged 68 SP:Iteration 34Q (197.950412 sec): 3 clusters Score: Raw -1420769.141398 + Penalty 3053.480640 = -1417715.660758 nChanged 63 SP:Iteration 35Q (198.016932 sec): 3 clusters Score: Raw -1420796.305406 + Penalty 3053.480640 = -1417742.824766 nChanged 47 SP:Iteration 36Q (198.081776 sec): 3 clusters Score: Raw -1420820.908468 + Penalty 3053.480640 = -1417767.427828 nChanged 48 SP:Iteration 37Q (198.134498 sec): 3 clusters Score: Raw -1420848.852536 + Penalty 3053.480640 = -1417795.371896 nChanged 43 SP:Iteration 38Q (198.207164 sec): 3 clusters Score: Raw -1420870.688947 + Penalty 3053.480640 = -1417817.208307 nChanged 26 SP:Iteration 39Q (198.270335 sec): 3 clusters Score: Raw -1420884.122021 + Penalty 3053.480640 = -1417830.641381 nChanged 30 SP:Iteration 40F (198.340480 sec): 3 clusters Score: Raw -1420899.011855 + Penalty 3053.480640 = -1417845.531215 nChanged 34 SP:Iteration 41Q (198.392951 sec): 3 clusters Score: Raw -1420916.460889 + Penalty 3053.480640 = -1417862.980249 nChanged 15 SP:Iteration 42Q (198.456353 sec): 3 clusters Score: Raw -1420923.380405 + Penalty 3053.480640 = -1417869.899765 nChanged 16 SP:Iteration 43Q (198.533723 sec): 3 clusters Score: Raw -1420932.238712 + Penalty 3053.480640 = -1417878.758072 nChanged 12 SP:Iteration 44Q (198.598767 sec): 3 clusters Score: Raw -1420940.033619 + Penalty 3053.480640 = -1417886.552979 nChanged 12 SP:Iteration 45Q (198.656444 sec): 3 clusters Score: Raw -1420945.870243 + Penalty 3053.480640 = -1417892.389603 nChanged 11 SP:Iteration 46Q (198.723329 sec): 3 clusters Score: Raw -1420951.420532 + Penalty 3053.480640 = -1417897.939892 nChanged 7 SP:Iteration 47Q (198.790140 sec): 3 clusters Score: Raw -1420955.261784 + Penalty 3053.480640 = -1417901.781144 nChanged 7 SP:Iteration 48Q (198.852511 sec): 3 clusters Score: Raw -1420959.755646 + Penalty 3053.480640 = -1417906.275006 nChanged 9 SP:Iteration 49Q (198.914004 sec): 3 clusters Score: Raw -1420964.029438 + Penalty 3053.480640 = -1417910.548798 nChanged 7 SP:Iteration 50Q (198.977688 sec): 3 clusters Score: Raw -1420968.329819 + Penalty 3053.480640 = -1417914.849179 nChanged 12 SP:Iteration 51Q (199.055102 sec): 3 clusters Score: Raw -1420975.690611 + Penalty 3053.480640 = -1417922.209971 nChanged 14 SP:Iteration 52Q (199.123169 sec): 3 clusters Score: Raw -1420983.071204 + Penalty 3053.480640 = -1417929.590564 nChanged 8 SP:Iteration 53Q (199.184880 sec): 3 clusters Score: Raw -1420988.677062 + Penalty 3053.480640 = -1417935.196422 nChanged 5 SP:Iteration 54Q (199.246609 sec): 3 clusters Score: Raw -1420992.521290 + Penalty 3053.480640 = -1417939.040650 nChanged 11 SP:Iteration 55Q (199.298680 sec): 3 clusters Score: Raw -1420998.339862 + Penalty 3053.480640 = -1417944.859222 nChanged 8 SP:Iteration 56Q (199.363162 sec): 3 clusters Score: Raw -1421003.209617 + Penalty 3053.480640 = -1417949.728977 nChanged 13 SP:Iteration 57Q (199.440052 sec): 3 clusters Score: Raw -1421010.137819 + Penalty 3053.480640 = -1417956.657179 nChanged 10 SP:Iteration 58Q (199.502884 sec): 3 clusters Score: Raw -1421017.366933 + Penalty 3053.480640 = -1417963.886293 nChanged 7 SP:Iteration 59Q (199.566813 sec): 3 clusters Score: Raw -1421020.516721 + Penalty 3053.480640 = -1417967.036081 nChanged 4 SP:Iteration 60F (199.633094 sec): 3 clusters Score: Raw -1421023.725679 + Penalty 3053.480640 = -1417970.245039 nChanged 4 SP:Iteration 61Q (199.701717 sec): 3 clusters Score: Raw -1421025.618927 + Penalty 3053.480640 = -1417972.138287 nChanged 6 SP:Iteration 62Q (199.764527 sec): 3 clusters Score: Raw -1421030.021799 + Penalty 3053.480640 = -1417976.541159 nChanged 8 SP:Iteration 63Q (199.828837 sec): 3 clusters Score: Raw -1421034.201700 + Penalty 3053.480640 = -1417980.721060 nChanged 6 SP:Iteration 64Q (199.892914 sec): 3 clusters Score: Raw -1421038.283068 + Penalty 3053.480640 = -1417984.802428 nChanged 5 SP:Iteration 65Q (199.956627 sec): 3 clusters Score: Raw -1421040.783045 + Penalty 3053.480640 = -1417987.302405 nChanged 5 SP:Iteration 66Q (200.007366 sec): 3 clusters Score: Raw -1421044.096437 + Penalty 3053.480640 = -1417990.615797 nChanged 3 SP:Iteration 67Q (200.081887 sec): 3 clusters Score: Raw -1421046.474875 + Penalty 3053.480640 = -1417992.994235 nChanged 1 SP:Iteration 68Q (200.132964 sec): 3 clusters Score: Raw -1421047.455464 + Penalty 3053.480640 = -1417993.974824 nChanged 1 SP:Iteration 69Q (200.210709 sec): 3 clusters Score: Raw -1421047.836312 + Penalty 3053.480640 = -1417994.355672 nChanged 0 SP:Iteration 70F (200.281731 sec): 3 clusters Score: Raw -1421047.836312 + Penalty 3053.480640 = -1417994.355672 nChanged 0 Trying to split cluster 6 (6178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (200.310546 sec): 2 clusters Score: Raw -710416.849792 + Penalty 1418.421854 = -708998.427938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.379059 sec): 3 clusters Score: Raw -707137.385100 + Penalty 2836.843709 = -704300.541391 nChanged 2536 SP:Iteration 1F (200.440290 sec): 3 clusters Score: Raw -708635.037625 + Penalty 2836.843709 = -705798.193917 nChanged 534 SP:Iteration 2F (200.484641 sec): 3 clusters Score: Raw -709193.124622 + Penalty 2836.843709 = -706356.280914 nChanged 583 SP:Iteration 3F (200.540500 sec): 3 clusters Score: Raw -710168.984645 + Penalty 2836.843709 = -707332.140936 nChanged 695 SP:Iteration 4F (200.602249 sec): 3 clusters Score: Raw -711385.057193 + Penalty 2836.843709 = -708548.213484 nChanged 671 SP:Iteration 5F (200.666136 sec): 3 clusters Score: Raw -712350.320667 + Penalty 2836.843709 = -709513.476958 nChanged 422 SP:Iteration 6F (200.717605 sec): 3 clusters Score: Raw -712847.798394 + Penalty 2836.843709 = -710010.954685 nChanged 285 SP:Iteration 7Q (200.789359 sec): 3 clusters Score: Raw -713123.732348 + Penalty 2836.843709 = -710286.888639 nChanged 215 SP:Iteration 8Q (200.851568 sec): 3 clusters Score: Raw -713328.593835 + Penalty 2836.843709 = -710491.750127 nChanged 177 SP:Iteration 9Q (200.912311 sec): 3 clusters Score: Raw -713489.870420 + Penalty 2836.843709 = -710653.026712 nChanged 141 SP:Iteration 10Q (200.961404 sec): 3 clusters Score: Raw -713591.856966 + Penalty 2836.843709 = -710755.013257 nChanged 98 SP:Iteration 11Q (201.021959 sec): 3 clusters Score: Raw -713649.630981 + Penalty 2836.843709 = -710812.787272 nChanged 86 SP:Iteration 12Q (201.080941 sec): 3 clusters Score: Raw -713694.525258 + Penalty 2836.843709 = -710857.681550 nChanged 61 SP:Iteration 13Q (201.136779 sec): 3 clusters Score: Raw -713720.463626 + Penalty 2836.843709 = -710883.619917 nChanged 44 SP:Iteration 14Q (201.189642 sec): 3 clusters Score: Raw -713734.327438 + Penalty 2836.843709 = -710897.483729 nChanged 32 SP:Iteration 15Q (201.256705 sec): 3 clusters Score: Raw -713742.479050 + Penalty 2836.843709 = -710905.635341 nChanged 18 SP:Iteration 16Q (201.311094 sec): 3 clusters Score: Raw -713747.162573 + Penalty 2836.843709 = -710910.318864 nChanged 19 SP:Iteration 17Q (201.370018 sec): 3 clusters Score: Raw -713751.088682 + Penalty 2836.843709 = -710914.244973 nChanged 14 SP:Iteration 18Q (201.414574 sec): 3 clusters Score: Raw -713753.971510 + Penalty 2836.843709 = -710917.127802 nChanged 7 SP:Iteration 19Q (201.483451 sec): 3 clusters Score: Raw -713755.207144 + Penalty 2836.843709 = -710918.363435 nChanged 3 SP:Iteration 20F (201.530674 sec): 3 clusters Score: Raw -713755.561539 + Penalty 2836.843709 = -710918.717830 nChanged 2 SP:Iteration 21Q (201.595449 sec): 3 clusters Score: Raw -713755.777685 + Penalty 2836.843709 = -710918.933976 nChanged 0 SP:Iteration 22F (201.656470 sec): 3 clusters Score: Raw -713755.777685 + Penalty 2836.843709 = -710918.933976 nChanged 0 Score: Raw -86463732.607295 + Penalty 48372.600731 = -86415360.006564 Splitting cluster 6 changes total score from -86405497.289162 to -86415360.006564 So it's getting split into cluster 22. Trying to split cluster 7 (1965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.155763 sec): 2 clusters Score: Raw -199544.326721 + Penalty 1232.277723 = -198312.048999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.206422 sec): 3 clusters Score: Raw -198909.858528 + Penalty 2464.555445 = -196445.303083 nChanged 726 SP:Iteration 1F (212.248698 sec): 3 clusters Score: Raw -200207.120915 + Penalty 2464.555445 = -197742.565470 nChanged 364 SP:Iteration 2F (212.310999 sec): 3 clusters Score: Raw -201727.908342 + Penalty 2464.555445 = -199263.352897 nChanged 234 SP:Iteration 3F (212.363449 sec): 3 clusters Score: Raw -202878.013626 + Penalty 2464.555445 = -200413.458180 nChanged 87 SP:Iteration 4Q (212.414843 sec): 3 clusters Score: Raw -203207.541560 + Penalty 2464.555445 = -200742.986115 nChanged 40 SP:Iteration 5Q (212.451151 sec): 3 clusters Score: Raw -203296.937336 + Penalty 2464.555445 = -200832.381891 nChanged 12 SP:Iteration 6Q (212.504686 sec): 3 clusters Score: Raw -203326.781433 + Penalty 2464.555445 = -200862.225988 nChanged 9 SP:Iteration 7Q (212.560959 sec): 3 clusters Score: Raw -203339.714182 + Penalty 2464.555445 = -200875.158737 nChanged 1 SP:Iteration 8Q (212.604280 sec): 3 clusters Score: Raw -203340.401034 + Penalty 2464.555445 = -200875.845589 nChanged 2 SP:Iteration 9Q (212.658125 sec): 3 clusters Score: Raw -203342.608878 + Penalty 2464.555445 = -200878.053432 nChanged 1 SP:Iteration 10Q (212.709714 sec): 3 clusters Score: Raw -203342.868901 + Penalty 2464.555445 = -200878.313456 nChanged 0 SP:Iteration 11F (212.763093 sec): 3 clusters Score: Raw -203342.868901 + Penalty 2464.555445 = -200878.313456 nChanged 0 Score: Raw -86467531.149475 + Penalty 50571.355310 = -86416959.794165 Splitting cluster 7 changes total score from -86405497.289162 to -86416959.794165 So it's getting split into cluster 23. Trying to split cluster 8 (9493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (223.776063 sec): 2 clusters Score: Raw -1068091.332602 + Penalty 1488.225369 = -1066603.107233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (223.843297 sec): 3 clusters Score: Raw -1062833.205480 + Penalty 2976.450738 = -1059856.754742 nChanged 4069 SP:Iteration 1F (223.896894 sec): 3 clusters Score: Raw -1065814.291153 + Penalty 2976.450738 = -1062837.840414 nChanged 862 SP:Iteration 2F (223.961862 sec): 3 clusters Score: Raw -1066830.925643 + Penalty 2976.450738 = -1063854.474904 nChanged 863 SP:Iteration 3F (224.027349 sec): 3 clusters Score: Raw -1068030.653728 + Penalty 2976.450738 = -1065054.202990 nChanged 804 SP:Iteration 4F (224.098000 sec): 3 clusters Score: Raw -1068999.378458 + Penalty 2976.450738 = -1066022.927720 nChanged 661 SP:Iteration 5F (224.161903 sec): 3 clusters Score: Raw -1069548.269827 + Penalty 2976.450738 = -1066571.819088 nChanged 490 SP:Iteration 6F (224.215949 sec): 3 clusters Score: Raw -1069884.740367 + Penalty 2976.450738 = -1066908.289629 nChanged 344 SP:Iteration 7Q (224.276300 sec): 3 clusters Score: Raw -1070120.710428 + Penalty 2976.450738 = -1067144.259689 nChanged 252 SP:Iteration 8Q (224.334889 sec): 3 clusters Score: Raw -1070273.690235 + Penalty 2976.450738 = -1067297.239497 nChanged 204 SP:Iteration 9Q (224.409497 sec): 3 clusters Score: Raw -1070382.713919 + Penalty 2976.450738 = -1067406.263180 nChanged 163 SP:Iteration 10Q (224.461157 sec): 3 clusters Score: Raw -1070459.755244 + Penalty 2976.450738 = -1067483.304506 nChanged 146 SP:Iteration 11Q (224.532265 sec): 3 clusters Score: Raw -1070527.314077 + Penalty 2976.450738 = -1067550.863339 nChanged 127 SP:Iteration 12Q (224.599328 sec): 3 clusters Score: Raw -1070586.844689 + Penalty 2976.450738 = -1067610.393951 nChanged 110 SP:Iteration 13Q (224.654632 sec): 3 clusters Score: Raw -1070634.859341 + Penalty 2976.450738 = -1067658.408602 nChanged 94 SP:Iteration 14Q (224.718209 sec): 3 clusters Score: Raw -1070671.870406 + Penalty 2976.450738 = -1067695.419668 nChanged 88 SP:Iteration 15Q (224.785929 sec): 3 clusters Score: Raw -1070705.335646 + Penalty 2976.450738 = -1067728.884907 nChanged 93 SP:Iteration 16Q (224.850306 sec): 3 clusters Score: Raw -1070746.071350 + Penalty 2976.450738 = -1067769.620612 nChanged 111 SP:Iteration 17Q (224.901614 sec): 3 clusters Score: Raw -1070797.701349 + Penalty 2976.450738 = -1067821.250611 nChanged 88 SP:Iteration 18Q (224.964222 sec): 3 clusters Score: Raw -1070837.998066 + Penalty 2976.450738 = -1067861.547328 nChanged 76 SP:Iteration 19Q (225.023175 sec): 3 clusters Score: Raw -1070874.445629 + Penalty 2976.450738 = -1067897.994891 nChanged 71 SP:Iteration 20F (225.085630 sec): 3 clusters Score: Raw -1070911.460896 + Penalty 2976.450738 = -1067935.010158 nChanged 65 SP:Iteration 21Q (225.157987 sec): 3 clusters Score: Raw -1070942.191773 + Penalty 2976.450738 = -1067965.741035 nChanged 51 SP:Iteration 22Q (225.220921 sec): 3 clusters Score: Raw -1070969.600454 + Penalty 2976.450738 = -1067993.149716 nChanged 62 SP:Iteration 23Q (225.283781 sec): 3 clusters Score: Raw -1071011.028541 + Penalty 2976.450738 = -1068034.577803 nChanged 61 SP:Iteration 24Q (225.347528 sec): 3 clusters Score: Raw -1071042.181349 + Penalty 2976.450738 = -1068065.730611 nChanged 52 SP:Iteration 25Q (225.415905 sec): 3 clusters Score: Raw -1071069.935915 + Penalty 2976.450738 = -1068093.485176 nChanged 47 SP:Iteration 26Q (225.482108 sec): 3 clusters Score: Raw -1071094.886504 + Penalty 2976.450738 = -1068118.435766 nChanged 35 SP:Iteration 27Q (225.537050 sec): 3 clusters Score: Raw -1071113.951622 + Penalty 2976.450738 = -1068137.500883 nChanged 36 SP:Iteration 28Q (225.605043 sec): 3 clusters Score: Raw -1071130.166622 + Penalty 2976.450738 = -1068153.715884 nChanged 20 SP:Iteration 29Q (225.669147 sec): 3 clusters Score: Raw -1071140.932634 + Penalty 2976.450738 = -1068164.481896 nChanged 26 SP:Iteration 30Q (225.726132 sec): 3 clusters Score: Raw -1071149.786681 + Penalty 2976.450738 = -1068173.335943 nChanged 11 SP:Iteration 31Q (225.795182 sec): 3 clusters Score: Raw -1071153.855839 + Penalty 2976.450738 = -1068177.405101 nChanged 8 SP:Iteration 32Q (225.860255 sec): 3 clusters Score: Raw -1071156.600138 + Penalty 2976.450738 = -1068180.149400 nChanged 6 SP:Iteration 33Q (225.913143 sec): 3 clusters Score: Raw -1071157.868621 + Penalty 2976.450738 = -1068181.417882 nChanged 5 SP:Iteration 34Q (225.973055 sec): 3 clusters Score: Raw -1071159.561215 + Penalty 2976.450738 = -1068183.110477 nChanged 5 SP:Iteration 35Q (226.036550 sec): 3 clusters Score: Raw -1071160.241371 + Penalty 2976.450738 = -1068183.790633 nChanged 2 SP:Iteration 36Q (226.101786 sec): 3 clusters Score: Raw -1071160.424022 + Penalty 2976.450738 = -1068183.973284 nChanged 0 SP:Iteration 37F (226.150875 sec): 3 clusters Score: Raw -1071160.424022 + Penalty 2976.450738 = -1068183.973284 nChanged 0 Score: Raw -86470600.240895 + Penalty 52770.109888 = -86417830.131007 Splitting cluster 8 changes total score from -86405497.289162 to -86417830.131007 So it's getting split into cluster 24. Trying to split cluster 9 (113969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.075618 sec): 2 clusters Score: Raw -13450461.401638 + Penalty 1892.098286 = -13448569.303352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.315688 sec): 3 clusters Score: Raw -13375949.748382 + Penalty 3784.196572 = -13372165.551810 nChanged 54775 SP:Iteration 1F (238.554983 sec): 3 clusters Score: Raw -13408938.538200 + Penalty 3784.196572 = -13405154.341628 nChanged 4836 SP:Iteration 2Q (238.805687 sec): 3 clusters Score: Raw -13410672.651057 + Penalty 3784.196572 = -13406888.454485 nChanged 5447 SP:Iteration 3Q (239.041733 sec): 3 clusters Score: Raw -13413086.259327 + Penalty 3784.196572 = -13409302.062755 nChanged 6309 SP:Iteration 4F (239.276031 sec): 3 clusters Score: Raw -13416510.055479 + Penalty 3784.196572 = -13412725.858907 nChanged 6991 SP:Iteration 5F (239.518443 sec): 3 clusters Score: Raw -13421153.192400 + Penalty 3784.196572 = -13417368.995828 nChanged 7208 SP:Iteration 6F (239.741882 sec): 3 clusters Score: Raw -13426561.694658 + Penalty 3784.196572 = -13422777.498086 nChanged 6705 SP:Iteration 7F (239.995803 sec): 3 clusters Score: Raw -13431468.393350 + Penalty 3784.196572 = -13427684.196778 nChanged 5620 SP:Iteration 8Q (240.234689 sec): 3 clusters Score: Raw -13435018.418428 + Penalty 3784.196572 = -13431234.221856 nChanged 4301 SP:Iteration 9Q (240.480410 sec): 3 clusters Score: Raw -13437238.423055 + Penalty 3784.196572 = -13433454.226483 nChanged 3096 SP:Iteration 10Q (240.720337 sec): 3 clusters Score: Raw -13438611.862163 + Penalty 3784.196572 = -13434827.665590 nChanged 2504 SP:Iteration 11Q (240.944696 sec): 3 clusters Score: Raw -13439633.576235 + Penalty 3784.196572 = -13435849.379662 nChanged 2281 SP:Iteration 12Q (241.157208 sec): 3 clusters Score: Raw -13440525.288677 + Penalty 3784.196572 = -13436741.092105 nChanged 2216 SP:Iteration 13Q (241.370612 sec): 3 clusters Score: Raw -13441424.623940 + Penalty 3784.196572 = -13437640.427368 nChanged 2199 SP:Iteration 14Q (241.583933 sec): 3 clusters Score: Raw -13442329.271211 + Penalty 3784.196572 = -13438545.074639 nChanged 2131 SP:Iteration 15Q (241.793563 sec): 3 clusters Score: Raw -13443249.758369 + Penalty 3784.196572 = -13439465.561797 nChanged 2046 SP:Iteration 16Q (242.006064 sec): 3 clusters Score: Raw -13444155.710897 + Penalty 3784.196572 = -13440371.514325 nChanged 1928 SP:Iteration 17Q (242.216779 sec): 3 clusters Score: Raw -13445014.849071 + Penalty 3784.196572 = -13441230.652499 nChanged 1793 SP:Iteration 18Q (242.416950 sec): 3 clusters Score: Raw -13445817.495170 + Penalty 3784.196572 = -13442033.298598 nChanged 1677 SP:Iteration 19Q (242.618721 sec): 3 clusters Score: Raw -13446597.257417 + Penalty 3784.196572 = -13442813.060845 nChanged 1529 SP:Iteration 20F (242.855587 sec): 3 clusters Score: Raw -13447304.040196 + Penalty 3784.196572 = -13443519.843624 nChanged 1380 SP:Iteration 21Q (243.072100 sec): 3 clusters Score: Raw -13447956.205072 + Penalty 3784.196572 = -13444172.008500 nChanged 1225 SP:Iteration 22Q (243.268817 sec): 3 clusters Score: Raw -13448557.000603 + Penalty 3784.196572 = -13444772.804031 nChanged 1061 SP:Iteration 23Q (243.472234 sec): 3 clusters Score: Raw -13449069.995442 + Penalty 3784.196572 = -13445285.798870 nChanged 871 SP:Iteration 24Q (243.666575 sec): 3 clusters Score: Raw -13449494.963790 + Penalty 3784.196572 = -13445710.767218 nChanged 698 SP:Iteration 25Q (243.863913 sec): 3 clusters Score: Raw -13449825.997975 + Penalty 3784.196572 = -13446041.801403 nChanged 511 SP:Iteration 26Q (244.052405 sec): 3 clusters Score: Raw -13450069.849421 + Penalty 3784.196572 = -13446285.652848 nChanged 398 SP:Iteration 27Q (244.249564 sec): 3 clusters Score: Raw -13450248.603226 + Penalty 3784.196572 = -13446464.406654 nChanged 277 SP:Iteration 28Q (244.431142 sec): 3 clusters Score: Raw -13450369.931953 + Penalty 3784.196572 = -13446585.735381 nChanged 229 SP:Iteration 29Q (244.619667 sec): 3 clusters Score: Raw -13450478.060020 + Penalty 3784.196572 = -13446693.863448 nChanged 172 SP:Iteration 30Q (244.829465 sec): 3 clusters Score: Raw -13450554.142509 + Penalty 3784.196572 = -13446769.945937 nChanged 135 SP:Iteration 31Q (245.011077 sec): 3 clusters Score: Raw -13450614.460307 + Penalty 3784.196572 = -13446830.263735 nChanged 112 SP:Iteration 32Q (245.205760 sec): 3 clusters Score: Raw -13450669.848124 + Penalty 3784.196572 = -13446885.651552 nChanged 97 SP:Iteration 33Q (245.386387 sec): 3 clusters Score: Raw -13450725.022542 + Penalty 3784.196572 = -13446940.825970 nChanged 79 SP:Iteration 34Q (245.572117 sec): 3 clusters Score: Raw -13450777.738477 + Penalty 3784.196572 = -13446993.541905 nChanged 81 SP:Iteration 35Q (245.750604 sec): 3 clusters Score: Raw -13450821.513479 + Penalty 3784.196572 = -13447037.316907 nChanged 63 SP:Iteration 36Q (245.928806 sec): 3 clusters Score: Raw -13450856.074532 + Penalty 3784.196572 = -13447071.877960 nChanged 54 SP:Iteration 37Q (246.102180 sec): 3 clusters Score: Raw -13450881.448244 + Penalty 3784.196572 = -13447097.251671 nChanged 42 SP:Iteration 38Q (246.283423 sec): 3 clusters Score: Raw -13450897.842099 + Penalty 3784.196572 = -13447113.645527 nChanged 37 SP:Iteration 39Q (246.466724 sec): 3 clusters Score: Raw -13450912.610864 + Penalty 3784.196572 = -13447128.414292 nChanged 32 SP:Iteration 40F (246.693998 sec): 3 clusters Score: Raw -13450925.045261 + Penalty 3784.196572 = -13447140.848688 nChanged 27 SP:Iteration 41Q (246.882416 sec): 3 clusters Score: Raw -13450938.786369 + Penalty 3784.196572 = -13447154.589797 nChanged 30 SP:Iteration 42Q (247.067917 sec): 3 clusters Score: Raw -13450951.605382 + Penalty 3784.196572 = -13447167.408810 nChanged 27 SP:Iteration 43Q (247.250589 sec): 3 clusters Score: Raw -13450960.733581 + Penalty 3784.196572 = -13447176.537009 nChanged 20 SP:Iteration 44Q (247.426689 sec): 3 clusters Score: Raw -13450967.899417 + Penalty 3784.196572 = -13447183.702845 nChanged 17 SP:Iteration 45Q (247.613773 sec): 3 clusters Score: Raw -13450975.063942 + Penalty 3784.196572 = -13447190.867370 nChanged 16 SP:Iteration 46Q (247.791569 sec): 3 clusters Score: Raw -13450979.365448 + Penalty 3784.196572 = -13447195.168876 nChanged 13 SP:Iteration 47Q (247.979466 sec): 3 clusters Score: Raw -13450984.142170 + Penalty 3784.196572 = -13447199.945598 nChanged 19 SP:Iteration 48Q (248.166704 sec): 3 clusters Score: Raw -13450993.155578 + Penalty 3784.196572 = -13447208.959006 nChanged 22 SP:Iteration 49Q (248.349738 sec): 3 clusters Score: Raw -13451004.400251 + Penalty 3784.196572 = -13447220.203679 nChanged 28 SP:Iteration 50Q (248.535222 sec): 3 clusters Score: Raw -13451014.658504 + Penalty 3784.196572 = -13447230.461932 nChanged 20 SP:Iteration 51Q (248.720240 sec): 3 clusters Score: Raw -13451023.535145 + Penalty 3784.196572 = -13447239.338573 nChanged 20 SP:Iteration 52Q (248.900337 sec): 3 clusters Score: Raw -13451030.113522 + Penalty 3784.196572 = -13447245.916950 nChanged 12 SP:Iteration 53Q (249.091639 sec): 3 clusters Score: Raw -13451034.407334 + Penalty 3784.196572 = -13447250.210762 nChanged 14 SP:Iteration 54Q (249.284666 sec): 3 clusters Score: Raw -13451040.107581 + Penalty 3784.196572 = -13447255.911009 nChanged 12 SP:Iteration 55Q (249.473216 sec): 3 clusters Score: Raw -13451042.671967 + Penalty 3784.196572 = -13447258.475395 nChanged 4 SP:Iteration 56Q (249.661303 sec): 3 clusters Score: Raw -13451043.808178 + Penalty 3784.196572 = -13447259.611606 nChanged 4 SP:Iteration 57Q (249.841787 sec): 3 clusters Score: Raw -13451045.112147 + Penalty 3784.196572 = -13447260.915575 nChanged 5 SP:Iteration 58Q (250.049985 sec): 3 clusters Score: Raw -13451046.604437 + Penalty 3784.196572 = -13447262.407864 nChanged 4 SP:Iteration 59Q (250.239031 sec): 3 clusters Score: Raw -13451047.819634 + Penalty 3784.196572 = -13447263.623062 nChanged 3 SP:Iteration 60F (250.470649 sec): 3 clusters Score: Raw -13451048.483562 + Penalty 3784.196572 = -13447264.286990 nChanged 0 Trying to split cluster 10 (8210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (250.517483 sec): 2 clusters Score: Raw -903629.292687 + Penalty 1464.630083 = -902164.662604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (250.578931 sec): 3 clusters Score: Raw -899121.422449 + Penalty 2929.260166 = -896192.162283 nChanged 3487 SP:Iteration 1F (250.639748 sec): 3 clusters Score: Raw -901046.603973 + Penalty 2929.260166 = -898117.343807 nChanged 633 SP:Iteration 2F (250.705264 sec): 3 clusters Score: Raw -901398.700725 + Penalty 2929.260166 = -898469.440560 nChanged 572 SP:Iteration 3F (250.767821 sec): 3 clusters Score: Raw -901774.261469 + Penalty 2929.260166 = -898845.001303 nChanged 566 SP:Iteration 4F (250.829518 sec): 3 clusters Score: Raw -902177.176237 + Penalty 2929.260166 = -899247.916071 nChanged 549 SP:Iteration 5F (250.893457 sec): 3 clusters Score: Raw -902611.878886 + Penalty 2929.260166 = -899682.618720 nChanged 507 SP:Iteration 6F (250.956363 sec): 3 clusters Score: Raw -903008.856802 + Penalty 2929.260166 = -900079.596636 nChanged 398 SP:Iteration 7Q (251.010729 sec): 3 clusters Score: Raw -903241.113430 + Penalty 2929.260166 = -900311.853264 nChanged 260 SP:Iteration 8Q (251.067097 sec): 3 clusters Score: Raw -903377.863242 + Penalty 2929.260166 = -900448.603076 nChanged 216 SP:Iteration 9Q (251.138843 sec): 3 clusters Score: Raw -903478.200001 + Penalty 2929.260166 = -900548.939836 nChanged 152 SP:Iteration 10Q (251.202566 sec): 3 clusters Score: Raw -903542.038379 + Penalty 2929.260166 = -900612.778213 nChanged 114 SP:Iteration 11Q (251.251832 sec): 3 clusters Score: Raw -903579.830310 + Penalty 2929.260166 = -900650.570144 nChanged 91 SP:Iteration 12Q (251.321738 sec): 3 clusters Score: Raw -903605.878053 + Penalty 2929.260166 = -900676.617887 nChanged 70 SP:Iteration 13Q (251.384566 sec): 3 clusters Score: Raw -903628.284801 + Penalty 2929.260166 = -900699.024635 nChanged 61 SP:Iteration 14Q (251.433764 sec): 3 clusters Score: Raw -903649.248136 + Penalty 2929.260166 = -900719.987970 nChanged 60 SP:Iteration 15Q (251.506401 sec): 3 clusters Score: Raw -903670.115662 + Penalty 2929.260166 = -900740.855496 nChanged 44 SP:Iteration 16Q (251.568333 sec): 3 clusters Score: Raw -903685.705683 + Penalty 2929.260166 = -900756.445517 nChanged 43 SP:Iteration 17Q (251.630654 sec): 3 clusters Score: Raw -903699.355111 + Penalty 2929.260166 = -900770.094945 nChanged 42 SP:Iteration 18Q (251.680749 sec): 3 clusters Score: Raw -903711.162845 + Penalty 2929.260166 = -900781.902679 nChanged 34 SP:Iteration 19Q (251.750227 sec): 3 clusters Score: Raw -903721.313431 + Penalty 2929.260166 = -900792.053265 nChanged 36 SP:Iteration 20F (251.807461 sec): 3 clusters Score: Raw -903731.669286 + Penalty 2929.260166 = -900802.409120 nChanged 31 SP:Iteration 21Q (251.877975 sec): 3 clusters Score: Raw -903740.824970 + Penalty 2929.260166 = -900811.564804 nChanged 31 SP:Iteration 22Q (251.931723 sec): 3 clusters Score: Raw -903749.025344 + Penalty 2929.260166 = -900819.765178 nChanged 26 SP:Iteration 23Q (251.992929 sec): 3 clusters Score: Raw -903755.142848 + Penalty 2929.260166 = -900825.882682 nChanged 24 SP:Iteration 24Q (252.047423 sec): 3 clusters Score: Raw -903760.181130 + Penalty 2929.260166 = -900830.920964 nChanged 18 SP:Iteration 25Q (252.108740 sec): 3 clusters Score: Raw -903763.673309 + Penalty 2929.260166 = -900834.413143 nChanged 14 SP:Iteration 26Q (252.178113 sec): 3 clusters Score: Raw -903766.436318 + Penalty 2929.260166 = -900837.176152 nChanged 9 SP:Iteration 27Q (252.238814 sec): 3 clusters Score: Raw -903769.200652 + Penalty 2929.260166 = -900839.940486 nChanged 10 SP:Iteration 28Q (252.306650 sec): 3 clusters Score: Raw -903771.178969 + Penalty 2929.260166 = -900841.918803 nChanged 8 SP:Iteration 29Q (252.368471 sec): 3 clusters Score: Raw -903772.856961 + Penalty 2929.260166 = -900843.596795 nChanged 11 SP:Iteration 30Q (252.418299 sec): 3 clusters Score: Raw -903775.587356 + Penalty 2929.260166 = -900846.327190 nChanged 12 SP:Iteration 31Q (252.480886 sec): 3 clusters Score: Raw -903778.151582 + Penalty 2929.260166 = -900848.891416 nChanged 14 SP:Iteration 32Q (252.543498 sec): 3 clusters Score: Raw -903781.330878 + Penalty 2929.260166 = -900852.070713 nChanged 15 SP:Iteration 33Q (252.615643 sec): 3 clusters Score: Raw -903783.698690 + Penalty 2929.260166 = -900854.438524 nChanged 11 SP:Iteration 34Q (252.663889 sec): 3 clusters Score: Raw -903785.445616 + Penalty 2929.260166 = -900856.185450 nChanged 10 SP:Iteration 35Q (252.737565 sec): 3 clusters Score: Raw -903787.799156 + Penalty 2929.260166 = -900858.538990 nChanged 15 SP:Iteration 36Q (252.800847 sec): 3 clusters Score: Raw -903790.502336 + Penalty 2929.260166 = -900861.242171 nChanged 15 SP:Iteration 37Q (252.849578 sec): 3 clusters Score: Raw -903793.027640 + Penalty 2929.260166 = -900863.767474 nChanged 9 SP:Iteration 38Q (252.919388 sec): 3 clusters Score: Raw -903794.840776 + Penalty 2929.260166 = -900865.580611 nChanged 9 SP:Iteration 39Q (252.971376 sec): 3 clusters Score: Raw -903796.138943 + Penalty 2929.260166 = -900866.878778 nChanged 11 SP:Iteration 40F (253.033348 sec): 3 clusters Score: Raw -903797.981780 + Penalty 2929.260166 = -900868.721614 nChanged 10 SP:Iteration 41Q (253.094394 sec): 3 clusters Score: Raw -903799.686602 + Penalty 2929.260166 = -900870.426436 nChanged 10 SP:Iteration 42Q (253.154243 sec): 3 clusters Score: Raw -903801.996064 + Penalty 2929.260166 = -900872.735898 nChanged 19 SP:Iteration 43Q (253.215010 sec): 3 clusters Score: Raw -903806.943255 + Penalty 2929.260166 = -900877.683089 nChanged 20 SP:Iteration 44Q (253.286994 sec): 3 clusters Score: Raw -903812.924466 + Penalty 2929.260166 = -900883.664301 nChanged 24 SP:Iteration 45Q (253.349101 sec): 3 clusters Score: Raw -903817.667447 + Penalty 2929.260166 = -900888.407281 nChanged 12 SP:Iteration 46Q (253.414860 sec): 3 clusters Score: Raw -903819.793307 + Penalty 2929.260166 = -900890.533141 nChanged 14 SP:Iteration 47Q (253.477433 sec): 3 clusters Score: Raw -903822.747457 + Penalty 2929.260166 = -900893.487291 nChanged 14 SP:Iteration 48Q (253.528295 sec): 3 clusters Score: Raw -903826.884207 + Penalty 2929.260166 = -900897.624041 nChanged 15 SP:Iteration 49Q (253.601892 sec): 3 clusters Score: Raw -903831.197600 + Penalty 2929.260166 = -900901.937435 nChanged 17 SP:Iteration 50Q (253.661903 sec): 3 clusters Score: Raw -903835.122840 + Penalty 2929.260166 = -900905.862674 nChanged 15 SP:Iteration 51Q (253.708536 sec): 3 clusters Score: Raw -903839.226964 + Penalty 2929.260166 = -900909.966798 nChanged 17 SP:Iteration 52Q (253.781168 sec): 3 clusters Score: Raw -903844.656001 + Penalty 2929.260166 = -900915.395835 nChanged 21 SP:Iteration 53Q (253.846265 sec): 3 clusters Score: Raw -903852.471648 + Penalty 2929.260166 = -900923.211482 nChanged 28 SP:Iteration 54Q (253.893490 sec): 3 clusters Score: Raw -903864.262329 + Penalty 2929.260166 = -900935.002163 nChanged 28 SP:Iteration 55Q (253.963698 sec): 3 clusters Score: Raw -903872.908251 + Penalty 2929.260166 = -900943.648085 nChanged 24 SP:Iteration 56Q (254.021259 sec): 3 clusters Score: Raw -903880.817927 + Penalty 2929.260166 = -900951.557762 nChanged 31 SP:Iteration 57Q (254.080250 sec): 3 clusters Score: Raw -903891.748218 + Penalty 2929.260166 = -900962.488052 nChanged 26 SP:Iteration 58Q (254.142048 sec): 3 clusters Score: Raw -903900.439871 + Penalty 2929.260166 = -900971.179706 nChanged 23 SP:Iteration 59Q (254.192291 sec): 3 clusters Score: Raw -903907.007038 + Penalty 2929.260166 = -900977.746873 nChanged 15 SP:Iteration 60F (254.259796 sec): 3 clusters Score: Raw -903912.132698 + Penalty 2929.260166 = -900982.872532 nChanged 15 SP:Iteration 61Q (254.322372 sec): 3 clusters Score: Raw -903916.227522 + Penalty 2929.260166 = -900986.967356 nChanged 12 SP:Iteration 62Q (254.375502 sec): 3 clusters Score: Raw -903919.952520 + Penalty 2929.260166 = -900990.692354 nChanged 12 SP:Iteration 63Q (254.436732 sec): 3 clusters Score: Raw -903923.885906 + Penalty 2929.260166 = -900994.625740 nChanged 11 SP:Iteration 64Q (254.512033 sec): 3 clusters Score: Raw -903926.400236 + Penalty 2929.260166 = -900997.140070 nChanged 10 SP:Iteration 65Q (254.573574 sec): 3 clusters Score: Raw -903928.661743 + Penalty 2929.260166 = -900999.401577 nChanged 12 SP:Iteration 66Q (254.635489 sec): 3 clusters Score: Raw -903931.674637 + Penalty 2929.260166 = -901002.414471 nChanged 4 SP:Iteration 67Q (254.684754 sec): 3 clusters Score: Raw -903932.613302 + Penalty 2929.260166 = -901003.353136 nChanged 4 SP:Iteration 68Q (254.756301 sec): 3 clusters Score: Raw -903933.644255 + Penalty 2929.260166 = -901004.384089 nChanged 3 SP:Iteration 69Q (254.817081 sec): 3 clusters Score: Raw -903934.084924 + Penalty 2929.260166 = -901004.824758 nChanged 1 SP:Iteration 70Q (254.878610 sec): 3 clusters Score: Raw -903934.272640 + Penalty 2929.260166 = -901005.012474 nChanged 0 SP:Iteration 71F (254.933799 sec): 3 clusters Score: Raw -903934.272640 + Penalty 2929.260166 = -901005.012474 nChanged 0 Trying to split cluster 11 (10893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (254.980549 sec): 2 clusters Score: Raw -1274302.982346 + Penalty 1510.579795 = -1272792.402551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.048155 sec): 3 clusters Score: Raw -1268022.716105 + Penalty 3021.159590 = -1265001.556515 nChanged 4804 SP:Iteration 1F (255.115403 sec): 3 clusters Score: Raw -1270838.879372 + Penalty 3021.159590 = -1267817.719782 nChanged 722 SP:Iteration 2F (255.180349 sec): 3 clusters Score: Raw -1271238.570058 + Penalty 3021.159590 = -1268217.410468 nChanged 669 SP:Iteration 3F (255.249367 sec): 3 clusters Score: Raw -1271691.768989 + Penalty 3021.159590 = -1268670.609399 nChanged 695 SP:Iteration 4F (255.318613 sec): 3 clusters Score: Raw -1272337.461503 + Penalty 3021.159590 = -1269316.301914 nChanged 772 SP:Iteration 5F (255.388177 sec): 3 clusters Score: Raw -1273198.972687 + Penalty 3021.159590 = -1270177.813098 nChanged 761 SP:Iteration 6F (255.443880 sec): 3 clusters Score: Raw -1273951.538960 + Penalty 3021.159590 = -1270930.379371 nChanged 646 SP:Iteration 7F (255.521806 sec): 3 clusters Score: Raw -1274493.165608 + Penalty 3021.159590 = -1271472.006018 nChanged 517 SP:Iteration 8Q (255.576459 sec): 3 clusters Score: Raw -1274856.085972 + Penalty 3021.159590 = -1271834.926382 nChanged 377 SP:Iteration 9Q (255.641356 sec): 3 clusters Score: Raw -1275098.308170 + Penalty 3021.159590 = -1272077.148581 nChanged 315 SP:Iteration 10Q (255.706108 sec): 3 clusters Score: Raw -1275299.537229 + Penalty 3021.159590 = -1272278.377640 nChanged 254 SP:Iteration 11Q (255.772671 sec): 3 clusters Score: Raw -1275454.005195 + Penalty 3021.159590 = -1272432.845605 nChanged 234 SP:Iteration 12Q (255.839047 sec): 3 clusters Score: Raw -1275592.960575 + Penalty 3021.159590 = -1272571.800985 nChanged 216 SP:Iteration 13Q (255.913531 sec): 3 clusters Score: Raw -1275734.156769 + Penalty 3021.159590 = -1272712.997180 nChanged 217 SP:Iteration 14Q (255.971113 sec): 3 clusters Score: Raw -1275889.248267 + Penalty 3021.159590 = -1272868.088678 nChanged 201 SP:Iteration 15Q (256.049711 sec): 3 clusters Score: Raw -1276027.440713 + Penalty 3021.159590 = -1273006.281123 nChanged 179 SP:Iteration 16Q (256.103106 sec): 3 clusters Score: Raw -1276139.978879 + Penalty 3021.159590 = -1273118.819289 nChanged 164 SP:Iteration 17Q (256.179510 sec): 3 clusters Score: Raw -1276226.955059 + Penalty 3021.159590 = -1273205.795470 nChanged 141 SP:Iteration 18Q (256.245478 sec): 3 clusters Score: Raw -1276290.304440 + Penalty 3021.159590 = -1273269.144850 nChanged 123 SP:Iteration 19Q (256.297536 sec): 3 clusters Score: Raw -1276351.083003 + Penalty 3021.159590 = -1273329.923414 nChanged 111 SP:Iteration 20F (256.377139 sec): 3 clusters Score: Raw -1276401.724412 + Penalty 3021.159590 = -1273380.564822 nChanged 123 SP:Iteration 21Q (256.442880 sec): 3 clusters Score: Raw -1276449.398991 + Penalty 3021.159590 = -1273428.239401 nChanged 90 SP:Iteration 22Q (256.502927 sec): 3 clusters Score: Raw -1276480.354045 + Penalty 3021.159590 = -1273459.194456 nChanged 73 SP:Iteration 23Q (256.576038 sec): 3 clusters Score: Raw -1276506.462816 + Penalty 3021.159590 = -1273485.303226 nChanged 69 SP:Iteration 24Q (256.641621 sec): 3 clusters Score: Raw -1276527.560643 + Penalty 3021.159590 = -1273506.401054 nChanged 50 SP:Iteration 25Q (256.709381 sec): 3 clusters Score: Raw -1276542.678758 + Penalty 3021.159590 = -1273521.519169 nChanged 45 SP:Iteration 26Q (256.772827 sec): 3 clusters Score: Raw -1276557.553437 + Penalty 3021.159590 = -1273536.393847 nChanged 44 SP:Iteration 27Q (256.840078 sec): 3 clusters Score: Raw -1276569.887583 + Penalty 3021.159590 = -1273548.727993 nChanged 39 SP:Iteration 28Q (256.892357 sec): 3 clusters Score: Raw -1276580.053276 + Penalty 3021.159590 = -1273558.893687 nChanged 39 SP:Iteration 29Q (256.967041 sec): 3 clusters Score: Raw -1276588.439994 + Penalty 3021.159590 = -1273567.280405 nChanged 30 SP:Iteration 30Q (257.032302 sec): 3 clusters Score: Raw -1276596.658598 + Penalty 3021.159590 = -1273575.499009 nChanged 33 SP:Iteration 31Q (257.085364 sec): 3 clusters Score: Raw -1276607.873086 + Penalty 3021.159590 = -1273586.713496 nChanged 36 SP:Iteration 32Q (257.149527 sec): 3 clusters Score: Raw -1276620.409306 + Penalty 3021.159590 = -1273599.249716 nChanged 33 SP:Iteration 33Q (257.226274 sec): 3 clusters Score: Raw -1276629.179979 + Penalty 3021.159590 = -1273608.020389 nChanged 24 SP:Iteration 34Q (257.291141 sec): 3 clusters Score: Raw -1276634.577926 + Penalty 3021.159590 = -1273613.418337 nChanged 22 SP:Iteration 35Q (257.343792 sec): 3 clusters Score: Raw -1276639.369822 + Penalty 3021.159590 = -1273618.210233 nChanged 27 SP:Iteration 36Q (257.421210 sec): 3 clusters Score: Raw -1276643.621968 + Penalty 3021.159590 = -1273622.462378 nChanged 23 SP:Iteration 37Q (257.486467 sec): 3 clusters Score: Raw -1276647.973225 + Penalty 3021.159590 = -1273626.813635 nChanged 23 SP:Iteration 38Q (257.539562 sec): 3 clusters Score: Raw -1276653.360953 + Penalty 3021.159590 = -1273632.201363 nChanged 24 SP:Iteration 39Q (257.616759 sec): 3 clusters Score: Raw -1276657.731394 + Penalty 3021.159590 = -1273636.571805 nChanged 20 SP:Iteration 40F (257.675812 sec): 3 clusters Score: Raw -1276660.696446 + Penalty 3021.159590 = -1273639.536857 nChanged 16 SP:Iteration 41Q (257.737701 sec): 3 clusters Score: Raw -1276663.643178 + Penalty 3021.159590 = -1273642.483589 nChanged 14 SP:Iteration 42Q (257.802519 sec): 3 clusters Score: Raw -1276665.794572 + Penalty 3021.159590 = -1273644.634983 nChanged 12 SP:Iteration 43Q (257.866513 sec): 3 clusters Score: Raw -1276667.907869 + Penalty 3021.159590 = -1273646.748280 nChanged 18 SP:Iteration 44Q (257.920760 sec): 3 clusters Score: Raw -1276671.369239 + Penalty 3021.159590 = -1273650.209649 nChanged 13 SP:Iteration 45Q (257.997197 sec): 3 clusters Score: Raw -1276673.632217 + Penalty 3021.159590 = -1273652.472627 nChanged 11 SP:Iteration 46Q (258.061686 sec): 3 clusters Score: Raw -1276675.138349 + Penalty 3021.159590 = -1273653.978760 nChanged 9 SP:Iteration 47Q (258.125874 sec): 3 clusters Score: Raw -1276676.271357 + Penalty 3021.159590 = -1273655.111768 nChanged 4 SP:Iteration 48Q (258.176144 sec): 3 clusters Score: Raw -1276676.836884 + Penalty 3021.159590 = -1273655.677295 nChanged 4 SP:Iteration 49Q (258.252393 sec): 3 clusters Score: Raw -1276677.230127 + Penalty 3021.159590 = -1273656.070537 nChanged 2 SP:Iteration 50Q (258.315060 sec): 3 clusters Score: Raw -1276677.406601 + Penalty 3021.159590 = -1273656.247011 nChanged 1 SP:Iteration 51Q (258.368206 sec): 3 clusters Score: Raw -1276677.531578 + Penalty 3021.159590 = -1273656.371989 nChanged 1 SP:Iteration 52Q (258.433905 sec): 3 clusters Score: Raw -1276677.651914 + Penalty 3021.159590 = -1273656.492324 nChanged 1 SP:Iteration 53Q (258.508154 sec): 3 clusters Score: Raw -1276677.726539 + Penalty 3021.159590 = -1273656.566950 nChanged 0 SP:Iteration 54F (258.576422 sec): 3 clusters Score: Raw -1276677.726539 + Penalty 3021.159590 = -1273656.566950 nChanged 0 Score: Raw -86472974.985088 + Penalty 54968.864467 = -86418006.120622 Splitting cluster 11 changes total score from -86405497.289162 to -86418006.120622 So it's getting split into cluster 25. Trying to split cluster 12 (85545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (270.654712 sec): 2 clusters Score: Raw -10211359.964443 + Penalty 1845.479648 = -10209514.484795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (270.841297 sec): 3 clusters Score: Raw -10155938.347406 + Penalty 3690.959295 = -10152247.388110 nChanged 40860 SP:Iteration 1F (271.035523 sec): 3 clusters Score: Raw -10179582.877425 + Penalty 3690.959295 = -10175891.918130 nChanged 3250 SP:Iteration 2Q (271.232125 sec): 3 clusters Score: Raw -10180706.839241 + Penalty 3690.959295 = -10177015.879945 nChanged 3673 SP:Iteration 3Q (271.425059 sec): 3 clusters Score: Raw -10182337.232569 + Penalty 3690.959295 = -10178646.273273 nChanged 4333 SP:Iteration 4F (271.614136 sec): 3 clusters Score: Raw -10184810.765374 + Penalty 3690.959295 = -10181119.806079 nChanged 5177 SP:Iteration 5F (271.809790 sec): 3 clusters Score: Raw -10188518.265192 + Penalty 3690.959295 = -10184827.305896 nChanged 5934 SP:Iteration 6F (271.990992 sec): 3 clusters Score: Raw -10193160.190081 + Penalty 3690.959295 = -10189469.230785 nChanged 5896 SP:Iteration 7F (272.189818 sec): 3 clusters Score: Raw -10197579.861089 + Penalty 3690.959295 = -10193888.901793 nChanged 5228 SP:Iteration 8F (272.373417 sec): 3 clusters Score: Raw -10201028.389595 + Penalty 3690.959295 = -10197337.430299 nChanged 4296 SP:Iteration 9F (272.557300 sec): 3 clusters Score: Raw -10203328.253313 + Penalty 3690.959295 = -10199637.294018 nChanged 3348 SP:Iteration 10Q (272.747002 sec): 3 clusters Score: Raw -10204793.126854 + Penalty 3690.959295 = -10201102.167558 nChanged 2526 SP:Iteration 11Q (272.949080 sec): 3 clusters Score: Raw -10205699.058347 + Penalty 3690.959295 = -10202008.099052 nChanged 2019 SP:Iteration 12Q (273.134663 sec): 3 clusters Score: Raw -10206341.675421 + Penalty 3690.959295 = -10202650.716125 nChanged 1604 SP:Iteration 13Q (273.315913 sec): 3 clusters Score: Raw -10206801.229001 + Penalty 3690.959295 = -10203110.269706 nChanged 1388 SP:Iteration 14Q (273.514343 sec): 3 clusters Score: Raw -10207153.019265 + Penalty 3690.959295 = -10203462.059970 nChanged 1166 SP:Iteration 15Q (273.694628 sec): 3 clusters Score: Raw -10207431.309291 + Penalty 3690.959295 = -10203740.349996 nChanged 1074 SP:Iteration 16Q (273.886157 sec): 3 clusters Score: Raw -10207683.942907 + Penalty 3690.959295 = -10203992.983611 nChanged 1001 SP:Iteration 17Q (274.084063 sec): 3 clusters Score: Raw -10207905.956736 + Penalty 3690.959295 = -10204214.997441 nChanged 932 SP:Iteration 18Q (274.287867 sec): 3 clusters Score: Raw -10208111.483856 + Penalty 3690.959295 = -10204420.524561 nChanged 921 SP:Iteration 19Q (274.470845 sec): 3 clusters Score: Raw -10208303.570979 + Penalty 3690.959295 = -10204612.611683 nChanged 872 SP:Iteration 20F (274.652802 sec): 3 clusters Score: Raw -10208481.521385 + Penalty 3690.959295 = -10204790.562089 nChanged 853 SP:Iteration 21Q (274.824384 sec): 3 clusters Score: Raw -10208658.799580 + Penalty 3690.959295 = -10204967.840284 nChanged 858 SP:Iteration 22Q (274.991180 sec): 3 clusters Score: Raw -10208847.390280 + Penalty 3690.959295 = -10205156.430985 nChanged 869 SP:Iteration 23Q (275.148851 sec): 3 clusters Score: Raw -10209048.199825 + Penalty 3690.959295 = -10205357.240530 nChanged 857 SP:Iteration 24Q (275.326334 sec): 3 clusters Score: Raw -10209252.650539 + Penalty 3690.959295 = -10205561.691244 nChanged 848 SP:Iteration 25Q (275.492881 sec): 3 clusters Score: Raw -10209461.861486 + Penalty 3690.959295 = -10205770.902190 nChanged 820 SP:Iteration 26Q (275.657784 sec): 3 clusters Score: Raw -10209675.192098 + Penalty 3690.959295 = -10205984.232802 nChanged 808 SP:Iteration 27Q (275.828411 sec): 3 clusters Score: Raw -10209893.384138 + Penalty 3690.959295 = -10206202.424843 nChanged 815 SP:Iteration 28Q (275.994413 sec): 3 clusters Score: Raw -10210121.764393 + Penalty 3690.959295 = -10206430.805097 nChanged 758 SP:Iteration 29Q (276.165673 sec): 3 clusters Score: Raw -10210331.087577 + Penalty 3690.959295 = -10206640.128281 nChanged 713 SP:Iteration 30Q (276.332213 sec): 3 clusters Score: Raw -10210528.973164 + Penalty 3690.959295 = -10206838.013869 nChanged 639 SP:Iteration 31Q (276.494357 sec): 3 clusters Score: Raw -10210715.667870 + Penalty 3690.959295 = -10207024.708575 nChanged 603 SP:Iteration 32Q (276.652485 sec): 3 clusters Score: Raw -10210892.013962 + Penalty 3690.959295 = -10207201.054667 nChanged 546 SP:Iteration 33Q (276.808755 sec): 3 clusters Score: Raw -10211045.668586 + Penalty 3690.959295 = -10207354.709290 nChanged 475 SP:Iteration 34Q (276.968379 sec): 3 clusters Score: Raw -10211186.042146 + Penalty 3690.959295 = -10207495.082850 nChanged 432 SP:Iteration 35Q (277.130543 sec): 3 clusters Score: Raw -10211315.742076 + Penalty 3690.959295 = -10207624.782780 nChanged 349 SP:Iteration 36Q (277.285346 sec): 3 clusters Score: Raw -10211414.635048 + Penalty 3690.959295 = -10207723.675752 nChanged 311 SP:Iteration 37Q (277.443646 sec): 3 clusters Score: Raw -10211498.956415 + Penalty 3690.959295 = -10207807.997119 nChanged 260 SP:Iteration 38Q (277.610867 sec): 3 clusters Score: Raw -10211574.021797 + Penalty 3690.959295 = -10207883.062502 nChanged 226 SP:Iteration 39Q (277.773601 sec): 3 clusters Score: Raw -10211636.693610 + Penalty 3690.959295 = -10207945.734314 nChanged 192 SP:Iteration 40F (277.961099 sec): 3 clusters Score: Raw -10211686.764695 + Penalty 3690.959295 = -10207995.805399 nChanged 167 SP:Iteration 41Q (278.121555 sec): 3 clusters Score: Raw -10211729.126518 + Penalty 3690.959295 = -10208038.167223 nChanged 136 SP:Iteration 42Q (278.293309 sec): 3 clusters Score: Raw -10211759.593228 + Penalty 3690.959295 = -10208068.633933 nChanged 115 SP:Iteration 43Q (278.469085 sec): 3 clusters Score: Raw -10211782.721268 + Penalty 3690.959295 = -10208091.761972 nChanged 102 SP:Iteration 44Q (278.624893 sec): 3 clusters Score: Raw -10211806.054362 + Penalty 3690.959295 = -10208115.095067 nChanged 98 SP:Iteration 45Q (278.773126 sec): 3 clusters Score: Raw -10211828.254764 + Penalty 3690.959295 = -10208137.295468 nChanged 81 SP:Iteration 46Q (278.940594 sec): 3 clusters Score: Raw -10211845.451735 + Penalty 3690.959295 = -10208154.492439 nChanged 65 SP:Iteration 47Q (279.100652 sec): 3 clusters Score: Raw -10211859.349344 + Penalty 3690.959295 = -10208168.390049 nChanged 56 SP:Iteration 48Q (279.269308 sec): 3 clusters Score: Raw -10211872.788540 + Penalty 3690.959295 = -10208181.829244 nChanged 54 SP:Iteration 49Q (279.431528 sec): 3 clusters Score: Raw -10211884.019783 + Penalty 3690.959295 = -10208193.060488 nChanged 52 SP:Iteration 50Q (279.588443 sec): 3 clusters Score: Raw -10211893.601146 + Penalty 3690.959295 = -10208202.641851 nChanged 41 SP:Iteration 51Q (279.759570 sec): 3 clusters Score: Raw -10211900.676453 + Penalty 3690.959295 = -10208209.717157 nChanged 42 SP:Iteration 52Q (279.921294 sec): 3 clusters Score: Raw -10211906.874678 + Penalty 3690.959295 = -10208215.915383 nChanged 23 SP:Iteration 53Q (280.075203 sec): 3 clusters Score: Raw -10211911.476571 + Penalty 3690.959295 = -10208220.517276 nChanged 26 SP:Iteration 54Q (280.233831 sec): 3 clusters Score: Raw -10211915.634127 + Penalty 3690.959295 = -10208224.674831 nChanged 18 SP:Iteration 55Q (280.380958 sec): 3 clusters Score: Raw -10211918.373441 + Penalty 3690.959295 = -10208227.414145 nChanged 12 SP:Iteration 56Q (280.540595 sec): 3 clusters Score: Raw -10211920.208431 + Penalty 3690.959295 = -10208229.249136 nChanged 14 SP:Iteration 57Q (280.686414 sec): 3 clusters Score: Raw -10211921.882983 + Penalty 3690.959295 = -10208230.923687 nChanged 7 SP:Iteration 58Q (280.836353 sec): 3 clusters Score: Raw -10211922.686642 + Penalty 3690.959295 = -10208231.727347 nChanged 12 SP:Iteration 59Q (280.998896 sec): 3 clusters Score: Raw -10211924.451596 + Penalty 3690.959295 = -10208233.492301 nChanged 11 SP:Iteration 60F (281.181621 sec): 3 clusters Score: Raw -10211926.007622 + Penalty 3690.959295 = -10208235.048326 nChanged 13 SP:Iteration 61Q (281.340711 sec): 3 clusters Score: Raw -10211927.997419 + Penalty 3690.959295 = -10208237.038124 nChanged 20 SP:Iteration 62Q (281.494060 sec): 3 clusters Score: Raw -10211932.354163 + Penalty 3690.959295 = -10208241.394867 nChanged 21 SP:Iteration 63Q (281.654929 sec): 3 clusters Score: Raw -10211935.566328 + Penalty 3690.959295 = -10208244.607033 nChanged 16 SP:Iteration 64Q (281.809321 sec): 3 clusters Score: Raw -10211939.578586 + Penalty 3690.959295 = -10208248.619291 nChanged 19 SP:Iteration 65Q (281.973752 sec): 3 clusters Score: Raw -10211942.653665 + Penalty 3690.959295 = -10208251.694370 nChanged 13 SP:Iteration 66Q (282.136732 sec): 3 clusters Score: Raw -10211945.595314 + Penalty 3690.959295 = -10208254.636018 nChanged 11 SP:Iteration 67Q (282.289677 sec): 3 clusters Score: Raw -10211947.207079 + Penalty 3690.959295 = -10208256.247783 nChanged 11 SP:Iteration 68Q (282.461164 sec): 3 clusters Score: Raw -10211948.924822 + Penalty 3690.959295 = -10208257.965526 nChanged 9 SP:Iteration 69Q (282.613439 sec): 3 clusters Score: Raw -10211950.073547 + Penalty 3690.959295 = -10208259.114251 nChanged 7 SP:Iteration 70Q (282.776682 sec): 3 clusters Score: Raw -10211951.429083 + Penalty 3690.959295 = -10208260.469787 nChanged 6 SP:Iteration 71Q (282.941705 sec): 3 clusters Score: Raw -10211952.658100 + Penalty 3690.959295 = -10208261.698805 nChanged 8 SP:Iteration 72Q (283.081317 sec): 3 clusters Score: Raw -10211953.808038 + Penalty 3690.959295 = -10208262.848743 nChanged 9 SP:Iteration 73Q (283.244597 sec): 3 clusters Score: Raw -10211954.895471 + Penalty 3690.959295 = -10208263.936176 nChanged 5 SP:Iteration 74Q (283.416747 sec): 3 clusters Score: Raw -10211955.684045 + Penalty 3690.959295 = -10208264.724750 nChanged 7 SP:Iteration 75Q (283.571921 sec): 3 clusters Score: Raw -10211956.793647 + Penalty 3690.959295 = -10208265.834352 nChanged 7 SP:Iteration 76Q (283.725635 sec): 3 clusters Score: Raw -10211957.673689 + Penalty 3690.959295 = -10208266.714394 nChanged 5 SP:Iteration 77Q (283.882546 sec): 3 clusters Score: Raw -10211958.193966 + Penalty 3690.959295 = -10208267.234670 nChanged 4 SP:Iteration 78Q (284.054542 sec): 3 clusters Score: Raw -10211958.531093 + Penalty 3690.959295 = -10208267.571798 nChanged 3 SP:Iteration 79Q (284.215557 sec): 3 clusters Score: Raw -10211958.830794 + Penalty 3690.959295 = -10208267.871498 nChanged 4 SP:Iteration 80F (284.393352 sec): 3 clusters Score: Raw -10211959.223500 + Penalty 3690.959295 = -10208268.264205 nChanged 4 SP:Iteration 81Q (284.547095 sec): 3 clusters Score: Raw -10211959.674419 + Penalty 3690.959295 = -10208268.715123 nChanged 5 SP:Iteration 82Q (284.710326 sec): 3 clusters Score: Raw -10211960.283693 + Penalty 3690.959295 = -10208269.324398 nChanged 4 SP:Iteration 83Q (284.856041 sec): 3 clusters Score: Raw -10211960.699258 + Penalty 3690.959295 = -10208269.739963 nChanged 5 SP:Iteration 84Q (284.992532 sec): 3 clusters Score: Raw -10211961.165561 + Penalty 3690.959295 = -10208270.206265 nChanged 6 SP:Iteration 85Q (285.153168 sec): 3 clusters Score: Raw -10211961.749307 + Penalty 3690.959295 = -10208270.790012 nChanged 6 SP:Iteration 86Q (285.301329 sec): 3 clusters Score: Raw -10211962.249578 + Penalty 3690.959295 = -10208271.290283 nChanged 4 SP:Iteration 87Q (285.456096 sec): 3 clusters Score: Raw -10211962.590219 + Penalty 3690.959295 = -10208271.630924 nChanged 1 SP:Iteration 88Q (285.617129 sec): 3 clusters Score: Raw -10211962.641443 + Penalty 3690.959295 = -10208271.682148 nChanged 0 SP:Iteration 89F (285.801101 sec): 3 clusters Score: Raw -10211962.641443 + Penalty 3690.959295 = -10208271.682148 nChanged 0 Trying to split cluster 13 (23190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (285.858165 sec): 2 clusters Score: Raw -2738447.354360 + Penalty 1633.364920 = -2736813.989440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (285.944999 sec): 3 clusters Score: Raw -2724298.391627 + Penalty 3266.729840 = -2721031.661787 nChanged 10597 SP:Iteration 1F (286.022942 sec): 3 clusters Score: Raw -2730639.394678 + Penalty 3266.729840 = -2727372.664838 nChanged 1576 SP:Iteration 2F (286.112206 sec): 3 clusters Score: Raw -2732123.266818 + Penalty 3266.729840 = -2728856.536978 nChanged 2150 SP:Iteration 3F (286.207887 sec): 3 clusters Score: Raw -2736135.599543 + Penalty 3266.729840 = -2732868.869703 nChanged 2975 SP:Iteration 4F (286.289540 sec): 3 clusters Score: Raw -2743863.350058 + Penalty 3266.729840 = -2740596.620218 nChanged 2894 SP:Iteration 5F (286.380980 sec): 3 clusters Score: Raw -2747714.510496 + Penalty 3266.729840 = -2744447.780656 nChanged 1413 SP:Iteration 6F (286.482382 sec): 3 clusters Score: Raw -2748889.631272 + Penalty 3266.729840 = -2745622.901432 nChanged 669 SP:Iteration 7Q (286.568240 sec): 3 clusters Score: Raw -2749394.812338 + Penalty 3266.729840 = -2746128.082498 nChanged 431 SP:Iteration 8Q (286.663843 sec): 3 clusters Score: Raw -2749710.141281 + Penalty 3266.729840 = -2746443.411441 nChanged 332 SP:Iteration 9Q (286.746003 sec): 3 clusters Score: Raw -2749951.973173 + Penalty 3266.729840 = -2746685.243333 nChanged 293 SP:Iteration 10Q (286.841254 sec): 3 clusters Score: Raw -2750149.657243 + Penalty 3266.729840 = -2746882.927403 nChanged 230 SP:Iteration 11Q (286.923671 sec): 3 clusters Score: Raw -2750287.734776 + Penalty 3266.729840 = -2747021.004936 nChanged 166 SP:Iteration 12Q (286.997677 sec): 3 clusters Score: Raw -2750373.678782 + Penalty 3266.729840 = -2747106.948943 nChanged 122 SP:Iteration 13Q (287.093753 sec): 3 clusters Score: Raw -2750435.443439 + Penalty 3266.729840 = -2747168.713599 nChanged 109 SP:Iteration 14Q (287.180298 sec): 3 clusters Score: Raw -2750504.400722 + Penalty 3266.729840 = -2747237.670883 nChanged 102 SP:Iteration 15Q (287.260698 sec): 3 clusters Score: Raw -2750599.276186 + Penalty 3266.729840 = -2747332.546346 nChanged 106 SP:Iteration 16Q (287.346066 sec): 3 clusters Score: Raw -2750770.681692 + Penalty 3266.729840 = -2747503.951852 nChanged 120 SP:Iteration 17Q (287.428558 sec): 3 clusters Score: Raw -2751122.695295 + Penalty 3266.729840 = -2747855.965455 nChanged 101 SP:Iteration 18Q (287.508403 sec): 3 clusters Score: Raw -2751405.678385 + Penalty 3266.729840 = -2748138.948546 nChanged 60 SP:Iteration 19Q (287.586846 sec): 3 clusters Score: Raw -2751453.257974 + Penalty 3266.729840 = -2748186.528134 nChanged 40 SP:Iteration 20F (287.677622 sec): 3 clusters Score: Raw -2751469.203111 + Penalty 3266.729840 = -2748202.473271 nChanged 22 SP:Iteration 21Q (287.759330 sec): 3 clusters Score: Raw -2751474.918768 + Penalty 3266.729840 = -2748208.188929 nChanged 13 SP:Iteration 22Q (287.836290 sec): 3 clusters Score: Raw -2751477.443653 + Penalty 3266.729840 = -2748210.713813 nChanged 10 SP:Iteration 23Q (287.915916 sec): 3 clusters Score: Raw -2751479.723804 + Penalty 3266.729840 = -2748212.993964 nChanged 9 SP:Iteration 24Q (287.992922 sec): 3 clusters Score: Raw -2751481.363511 + Penalty 3266.729840 = -2748214.633671 nChanged 9 SP:Iteration 25Q (288.074466 sec): 3 clusters Score: Raw -2751482.824342 + Penalty 3266.729840 = -2748216.094502 nChanged 6 SP:Iteration 26Q (288.152585 sec): 3 clusters Score: Raw -2751483.808708 + Penalty 3266.729840 = -2748217.078869 nChanged 3 SP:Iteration 27Q (288.229089 sec): 3 clusters Score: Raw -2751484.399791 + Penalty 3266.729840 = -2748217.669951 nChanged 2 SP:Iteration 28Q (288.309488 sec): 3 clusters Score: Raw -2751484.578689 + Penalty 3266.729840 = -2748217.848849 nChanged 3 SP:Iteration 29Q (288.391564 sec): 3 clusters Score: Raw -2751484.823180 + Penalty 3266.729840 = -2748218.093340 nChanged 0 SP:Iteration 30F (288.474010 sec): 3 clusters Score: Raw -2751484.823180 + Penalty 3266.729840 = -2748218.093340 nChanged 0 Score: Raw -86486012.453908 + Penalty 57167.619046 = -86428844.834863 Splitting cluster 13 changes total score from -86405497.289162 to -86428844.834863 So it's getting split into cluster 26. Trying to split cluster 14 (28495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (300.395307 sec): 2 clusters Score: Raw -3160990.994852 + Penalty 1666.841136 = -3159324.153717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (300.490525 sec): 3 clusters Score: Raw -3143551.140413 + Penalty 3333.682271 = -3140217.458142 nChanged 13105 SP:Iteration 1F (300.572706 sec): 3 clusters Score: Raw -3152194.967246 + Penalty 3333.682271 = -3148861.284975 nChanged 2427 SP:Iteration 2F (300.669045 sec): 3 clusters Score: Raw -3154101.470098 + Penalty 3333.682271 = -3150767.787827 nChanged 2407 SP:Iteration 3F (300.784290 sec): 3 clusters Score: Raw -3155980.596000 + Penalty 3333.682271 = -3152646.913728 nChanged 2208 SP:Iteration 4F (300.876894 sec): 3 clusters Score: Raw -3157506.365379 + Penalty 3333.682271 = -3154172.683107 nChanged 1776 SP:Iteration 5F (300.973851 sec): 3 clusters Score: Raw -3158645.480481 + Penalty 3333.682271 = -3155311.798210 nChanged 1384 SP:Iteration 6Q (301.065557 sec): 3 clusters Score: Raw -3159498.770918 + Penalty 3333.682271 = -3156165.088646 nChanged 1075 SP:Iteration 7Q (301.158922 sec): 3 clusters Score: Raw -3160201.299612 + Penalty 3333.682271 = -3156867.617341 nChanged 878 SP:Iteration 8Q (301.258679 sec): 3 clusters Score: Raw -3160729.106662 + Penalty 3333.682271 = -3157395.424391 nChanged 674 SP:Iteration 9Q (301.359254 sec): 3 clusters Score: Raw -3161102.455393 + Penalty 3333.682271 = -3157768.773122 nChanged 572 SP:Iteration 10Q (301.462951 sec): 3 clusters Score: Raw -3161415.401637 + Penalty 3333.682271 = -3158081.719365 nChanged 471 SP:Iteration 11Q (301.559871 sec): 3 clusters Score: Raw -3161678.020578 + Penalty 3333.682271 = -3158344.338306 nChanged 420 SP:Iteration 12Q (301.660982 sec): 3 clusters Score: Raw -3161917.439862 + Penalty 3333.682271 = -3158583.757590 nChanged 365 SP:Iteration 13Q (301.758892 sec): 3 clusters Score: Raw -3162108.669787 + Penalty 3333.682271 = -3158774.987516 nChanged 333 SP:Iteration 14Q (301.843327 sec): 3 clusters Score: Raw -3162308.060632 + Penalty 3333.682271 = -3158974.378360 nChanged 306 SP:Iteration 15Q (301.940063 sec): 3 clusters Score: Raw -3162502.166811 + Penalty 3333.682271 = -3159168.484539 nChanged 299 SP:Iteration 16Q (302.034030 sec): 3 clusters Score: Raw -3162700.246488 + Penalty 3333.682271 = -3159366.564216 nChanged 303 SP:Iteration 17Q (302.125480 sec): 3 clusters Score: Raw -3162940.231155 + Penalty 3333.682271 = -3159606.548883 nChanged 298 SP:Iteration 18Q (302.218149 sec): 3 clusters Score: Raw -3163219.920433 + Penalty 3333.682271 = -3159886.238161 nChanged 330 SP:Iteration 19Q (302.325753 sec): 3 clusters Score: Raw -3163555.091943 + Penalty 3333.682271 = -3160221.409672 nChanged 341 SP:Iteration 20F (302.422376 sec): 3 clusters Score: Raw -3163891.250191 + Penalty 3333.682271 = -3160557.567919 nChanged 360 SP:Iteration 21Q (302.518970 sec): 3 clusters Score: Raw -3164212.988242 + Penalty 3333.682271 = -3160879.305970 nChanged 377 SP:Iteration 22Q (302.607181 sec): 3 clusters Score: Raw -3164502.694640 + Penalty 3333.682271 = -3161169.012368 nChanged 337 SP:Iteration 23Q (302.695142 sec): 3 clusters Score: Raw -3164706.520690 + Penalty 3333.682271 = -3161372.838418 nChanged 290 SP:Iteration 24Q (302.787625 sec): 3 clusters Score: Raw -3164845.561843 + Penalty 3333.682271 = -3161511.879571 nChanged 265 SP:Iteration 25Q (302.875213 sec): 3 clusters Score: Raw -3164964.199344 + Penalty 3333.682271 = -3161630.517072 nChanged 218 SP:Iteration 26Q (302.975491 sec): 3 clusters Score: Raw -3165068.115014 + Penalty 3333.682271 = -3161734.432743 nChanged 196 SP:Iteration 27Q (303.072670 sec): 3 clusters Score: Raw -3165176.193903 + Penalty 3333.682271 = -3161842.511632 nChanged 218 SP:Iteration 28Q (303.165813 sec): 3 clusters Score: Raw -3165314.636266 + Penalty 3333.682271 = -3161980.953995 nChanged 210 SP:Iteration 29Q (303.254033 sec): 3 clusters Score: Raw -3165460.475888 + Penalty 3333.682271 = -3162126.793617 nChanged 200 SP:Iteration 30Q (303.328504 sec): 3 clusters Score: Raw -3165551.208041 + Penalty 3333.682271 = -3162217.525769 nChanged 162 SP:Iteration 31Q (303.427156 sec): 3 clusters Score: Raw -3165598.844421 + Penalty 3333.682271 = -3162265.162149 nChanged 126 SP:Iteration 32Q (303.517374 sec): 3 clusters Score: Raw -3165624.412850 + Penalty 3333.682271 = -3162290.730579 nChanged 84 SP:Iteration 33Q (303.604368 sec): 3 clusters Score: Raw -3165639.737275 + Penalty 3333.682271 = -3162306.055003 nChanged 61 SP:Iteration 34Q (303.690015 sec): 3 clusters Score: Raw -3165647.622450 + Penalty 3333.682271 = -3162313.940179 nChanged 55 SP:Iteration 35Q (303.777096 sec): 3 clusters Score: Raw -3165655.413827 + Penalty 3333.682271 = -3162321.731555 nChanged 33 SP:Iteration 36Q (303.865549 sec): 3 clusters Score: Raw -3165657.953003 + Penalty 3333.682271 = -3162324.270732 nChanged 20 SP:Iteration 37Q (303.950374 sec): 3 clusters Score: Raw -3165661.664520 + Penalty 3333.682271 = -3162327.982249 nChanged 14 SP:Iteration 38Q (304.040229 sec): 3 clusters Score: Raw -3165662.665869 + Penalty 3333.682271 = -3162328.983598 nChanged 10 SP:Iteration 39Q (304.125082 sec): 3 clusters Score: Raw -3165663.201962 + Penalty 3333.682271 = -3162329.519691 nChanged 7 SP:Iteration 40F (304.211586 sec): 3 clusters Score: Raw -3165676.565599 + Penalty 3333.682271 = -3162342.883327 nChanged 14 SP:Iteration 41Q (304.326496 sec): 3 clusters Score: Raw -3165679.048140 + Penalty 3333.682271 = -3162345.365868 nChanged 23 SP:Iteration 42Q (304.428956 sec): 3 clusters Score: Raw -3165681.754115 + Penalty 3333.682271 = -3162348.071843 nChanged 14 SP:Iteration 43Q (304.521512 sec): 3 clusters Score: Raw -3165682.741948 + Penalty 3333.682271 = -3162349.059677 nChanged 14 SP:Iteration 44Q (304.608001 sec): 3 clusters Score: Raw -3165683.869820 + Penalty 3333.682271 = -3162350.187549 nChanged 14 SP:Iteration 45Q (304.697857 sec): 3 clusters Score: Raw -3165685.314413 + Penalty 3333.682271 = -3162351.632142 nChanged 12 SP:Iteration 46Q (304.784400 sec): 3 clusters Score: Raw -3165686.399396 + Penalty 3333.682271 = -3162352.717124 nChanged 7 SP:Iteration 47Q (304.876463 sec): 3 clusters Score: Raw -3165686.827607 + Penalty 3333.682271 = -3162353.145336 nChanged 5 SP:Iteration 48Q (304.959973 sec): 3 clusters Score: Raw -3165687.258702 + Penalty 3333.682271 = -3162353.576431 nChanged 3 SP:Iteration 49Q (305.054712 sec): 3 clusters Score: Raw -3165687.457646 + Penalty 3333.682271 = -3162353.775375 nChanged 3 SP:Iteration 50Q (305.142705 sec): 3 clusters Score: Raw -3165687.602722 + Penalty 3333.682271 = -3162353.920450 nChanged 2 SP:Iteration 51Q (305.231714 sec): 3 clusters Score: Raw -3165687.668307 + Penalty 3333.682271 = -3162353.986036 nChanged 4 SP:Iteration 52Q (305.306257 sec): 3 clusters Score: Raw -3165687.876160 + Penalty 3333.682271 = -3162354.193889 nChanged 1 SP:Iteration 53Q (305.407422 sec): 3 clusters Score: Raw -3165687.905752 + Penalty 3333.682271 = -3162354.223480 nChanged 1 SP:Iteration 54Q (305.492632 sec): 3 clusters Score: Raw -3165687.931441 + Penalty 3333.682271 = -3162354.249169 nChanged 0 SP:Iteration 55F (305.580823 sec): 3 clusters Score: Raw -3165687.931441 + Penalty 3333.682271 = -3162354.249169 nChanged 0 Score: Raw -86490709.390497 + Penalty 59366.373624 = -86431343.016873 Splitting cluster 14 changes total score from -86405497.289162 to -86431343.016873 So it's getting split into cluster 27. Trying to split cluster 15 (4227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (317.984595 sec): 2 clusters Score: Raw -496963.772329 + Penalty 1356.752768 = -495607.019562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (318.039445 sec): 3 clusters Score: Raw -494838.178191 + Penalty 2713.505535 = -492124.672656 nChanged 1707 SP:Iteration 1F (318.096473 sec): 3 clusters Score: Raw -495838.988271 + Penalty 2713.505535 = -493125.482736 nChanged 343 SP:Iteration 2F (318.142331 sec): 3 clusters Score: Raw -496070.994908 + Penalty 2713.505535 = -493357.489373 nChanged 275 SP:Iteration 3F (318.201920 sec): 3 clusters Score: Raw -496249.817389 + Penalty 2713.505535 = -493536.311854 nChanged 220 SP:Iteration 4F (318.255915 sec): 3 clusters Score: Raw -496385.585256 + Penalty 2713.505535 = -493672.079721 nChanged 182 SP:Iteration 5Q (318.313474 sec): 3 clusters Score: Raw -496505.022355 + Penalty 2713.505535 = -493791.516820 nChanged 169 SP:Iteration 6Q (318.371370 sec): 3 clusters Score: Raw -496598.151449 + Penalty 2713.505535 = -493884.645914 nChanged 139 SP:Iteration 7Q (318.427042 sec): 3 clusters Score: Raw -496670.326312 + Penalty 2713.505535 = -493956.820776 nChanged 107 SP:Iteration 8Q (318.472337 sec): 3 clusters Score: Raw -496733.796323 + Penalty 2713.505535 = -494020.290788 nChanged 92 SP:Iteration 9Q (318.527649 sec): 3 clusters Score: Raw -496782.484949 + Penalty 2713.505535 = -494068.979414 nChanged 81 SP:Iteration 10Q (318.589964 sec): 3 clusters Score: Raw -496822.367672 + Penalty 2713.505535 = -494108.862137 nChanged 78 SP:Iteration 11Q (318.635598 sec): 3 clusters Score: Raw -496865.033738 + Penalty 2713.505535 = -494151.528203 nChanged 71 SP:Iteration 12Q (318.693654 sec): 3 clusters Score: Raw -496906.950380 + Penalty 2713.505535 = -494193.444844 nChanged 62 SP:Iteration 13Q (318.746238 sec): 3 clusters Score: Raw -496937.906638 + Penalty 2713.505535 = -494224.401103 nChanged 58 SP:Iteration 14Q (318.794913 sec): 3 clusters Score: Raw -496968.669493 + Penalty 2713.505535 = -494255.163958 nChanged 53 SP:Iteration 15Q (318.838679 sec): 3 clusters Score: Raw -496995.089984 + Penalty 2713.505535 = -494281.584449 nChanged 37 SP:Iteration 16Q (318.895360 sec): 3 clusters Score: Raw -497014.526293 + Penalty 2713.505535 = -494301.020758 nChanged 35 SP:Iteration 17Q (318.945415 sec): 3 clusters Score: Raw -497038.320085 + Penalty 2713.505535 = -494324.814550 nChanged 44 SP:Iteration 18Q (319.008979 sec): 3 clusters Score: Raw -497063.254697 + Penalty 2713.505535 = -494349.749161 nChanged 40 SP:Iteration 19Q (319.067474 sec): 3 clusters Score: Raw -497088.310715 + Penalty 2713.505535 = -494374.805180 nChanged 30 SP:Iteration 20F (319.125556 sec): 3 clusters Score: Raw -497108.558764 + Penalty 2713.505535 = -494395.053229 nChanged 24 SP:Iteration 21Q (319.179439 sec): 3 clusters Score: Raw -497121.098104 + Penalty 2713.505535 = -494407.592569 nChanged 14 SP:Iteration 22Q (319.226560 sec): 3 clusters Score: Raw -497129.006705 + Penalty 2713.505535 = -494415.501170 nChanged 11 SP:Iteration 23Q (319.285191 sec): 3 clusters Score: Raw -497135.199304 + Penalty 2713.505535 = -494421.693769 nChanged 13 SP:Iteration 24Q (319.339242 sec): 3 clusters Score: Raw -497142.660876 + Penalty 2713.505535 = -494429.155341 nChanged 9 SP:Iteration 25Q (319.380893 sec): 3 clusters Score: Raw -497146.814063 + Penalty 2713.505535 = -494433.308528 nChanged 5 SP:Iteration 26Q (319.437474 sec): 3 clusters Score: Raw -497149.366162 + Penalty 2713.505535 = -494435.860627 nChanged 8 SP:Iteration 27Q (319.496035 sec): 3 clusters Score: Raw -497153.929403 + Penalty 2713.505535 = -494440.423868 nChanged 10 SP:Iteration 28Q (319.549059 sec): 3 clusters Score: Raw -497158.420942 + Penalty 2713.505535 = -494444.915407 nChanged 12 SP:Iteration 29Q (319.588669 sec): 3 clusters Score: Raw -497163.203186 + Penalty 2713.505535 = -494449.697651 nChanged 6 SP:Iteration 30Q (319.643884 sec): 3 clusters Score: Raw -497165.012930 + Penalty 2713.505535 = -494451.507394 nChanged 5 SP:Iteration 31Q (319.697023 sec): 3 clusters Score: Raw -497166.918880 + Penalty 2713.505535 = -494453.413344 nChanged 3 SP:Iteration 32Q (319.756902 sec): 3 clusters Score: Raw -497167.955433 + Penalty 2713.505535 = -494454.449898 nChanged 3 SP:Iteration 33Q (319.800609 sec): 3 clusters Score: Raw -497170.192385 + Penalty 2713.505535 = -494456.686850 nChanged 5 SP:Iteration 34Q (319.855366 sec): 3 clusters Score: Raw -497172.281840 + Penalty 2713.505535 = -494458.776305 nChanged 7 SP:Iteration 35Q (319.908440 sec): 3 clusters Score: Raw -497175.331029 + Penalty 2713.505535 = -494461.825494 nChanged 8 SP:Iteration 36Q (319.969070 sec): 3 clusters Score: Raw -497178.129170 + Penalty 2713.505535 = -494464.623635 nChanged 7 SP:Iteration 37Q (320.025250 sec): 3 clusters Score: Raw -497180.873697 + Penalty 2713.505535 = -494467.368162 nChanged 4 SP:Iteration 38Q (320.070017 sec): 3 clusters Score: Raw -497182.452971 + Penalty 2713.505535 = -494468.947436 nChanged 5 SP:Iteration 39Q (320.124595 sec): 3 clusters Score: Raw -497183.866402 + Penalty 2713.505535 = -494470.360866 nChanged 4 SP:Iteration 40F (320.184138 sec): 3 clusters Score: Raw -497185.354915 + Penalty 2713.505535 = -494471.849380 nChanged 1 SP:Iteration 41Q (320.248908 sec): 3 clusters Score: Raw -497185.534346 + Penalty 2713.505535 = -494472.028811 nChanged 0 SP:Iteration 42F (320.299645 sec): 3 clusters Score: Raw -497185.534346 + Penalty 2713.505535 = -494472.028811 nChanged 0 Trying to split cluster 16 (245542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (320.810835 sec): 2 clusters Score: Raw -29054401.014368 + Penalty 2016.823785 = -29052384.190584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (321.270948 sec): 3 clusters Score: Raw -28890866.965983 + Penalty 4033.647570 = -28886833.318414 nChanged 119334 SP:Iteration 1F (321.724298 sec): 3 clusters Score: Raw -28964169.281956 + Penalty 4033.647570 = -28960135.634386 nChanged 9793 SP:Iteration 2Q (322.193601 sec): 3 clusters Score: Raw -28967629.779259 + Penalty 4033.647570 = -28963596.131690 nChanged 11187 SP:Iteration 3Q (322.654198 sec): 3 clusters Score: Raw -28972573.516877 + Penalty 4033.647570 = -28968539.869307 nChanged 13256 SP:Iteration 4F (323.098778 sec): 3 clusters Score: Raw -28979760.968408 + Penalty 4033.647570 = -28975727.320838 nChanged 15107 SP:Iteration 5F (323.545516 sec): 3 clusters Score: Raw -28989374.263634 + Penalty 4033.647570 = -28985340.616064 nChanged 15889 SP:Iteration 6F (324.004640 sec): 3 clusters Score: Raw -29000172.211246 + Penalty 4033.647570 = -28996138.563677 nChanged 15216 SP:Iteration 7F (324.465657 sec): 3 clusters Score: Raw -29009893.422352 + Penalty 4033.647570 = -29005859.774783 nChanged 12750 SP:Iteration 8F (324.941887 sec): 3 clusters Score: Raw -29016921.889637 + Penalty 4033.647570 = -29012888.242068 nChanged 9883 SP:Iteration 9Q (325.430160 sec): 3 clusters Score: Raw -29021572.294653 + Penalty 4033.647570 = -29017538.647083 nChanged 7477 SP:Iteration 10Q (325.870094 sec): 3 clusters Score: Raw -29024664.167765 + Penalty 4033.647570 = -29020630.520196 nChanged 6126 SP:Iteration 11Q (326.282504 sec): 3 clusters Score: Raw -29027181.053166 + Penalty 4033.647570 = -29023147.405596 nChanged 5554 SP:Iteration 12Q (326.696130 sec): 3 clusters Score: Raw -29029666.340376 + Penalty 4033.647570 = -29025632.692806 nChanged 5564 SP:Iteration 13Q (327.097952 sec): 3 clusters Score: Raw -29032449.854445 + Penalty 4033.647570 = -29028416.206876 nChanged 5896 SP:Iteration 14Q (327.524379 sec): 3 clusters Score: Raw -29035736.835197 + Penalty 4033.647570 = -29031703.187627 nChanged 6411 SP:Iteration 15Q (327.968433 sec): 3 clusters Score: Raw -29039734.751305 + Penalty 4033.647570 = -29035701.103735 nChanged 6737 SP:Iteration 16Q (328.418123 sec): 3 clusters Score: Raw -29044110.424793 + Penalty 4033.647570 = -29040076.777223 nChanged 6743 SP:Iteration 17Q (328.884127 sec): 3 clusters Score: Raw -29048462.441165 + Penalty 4033.647570 = -29044428.793595 nChanged 6246 SP:Iteration 18Q (329.320474 sec): 3 clusters Score: Raw -29052130.218866 + Penalty 4033.647570 = -29048096.571296 nChanged 5456 SP:Iteration 19Q (329.755320 sec): 3 clusters Score: Raw -29054922.854669 + Penalty 4033.647570 = -29050889.207099 nChanged 4510 SP:Iteration 20F (330.218141 sec): 3 clusters Score: Raw -29057065.009838 + Penalty 4033.647570 = -29053031.362269 nChanged 3725 SP:Iteration 21Q (330.647726 sec): 3 clusters Score: Raw -29058439.884033 + Penalty 4033.647570 = -29054406.236464 nChanged 2979 SP:Iteration 22Q (331.122510 sec): 3 clusters Score: Raw -29059311.189721 + Penalty 4033.647570 = -29055277.542151 nChanged 2450 SP:Iteration 23Q (331.551928 sec): 3 clusters Score: Raw -29059899.373360 + Penalty 4033.647570 = -29055865.725791 nChanged 2014 SP:Iteration 24Q (331.973758 sec): 3 clusters Score: Raw -29060325.721356 + Penalty 4033.647570 = -29056292.073787 nChanged 1933 SP:Iteration 25Q (332.435936 sec): 3 clusters Score: Raw -29060687.074172 + Penalty 4033.647570 = -29056653.426602 nChanged 1730 SP:Iteration 26Q (332.877683 sec): 3 clusters Score: Raw -29060972.953087 + Penalty 4033.647570 = -29056939.305517 nChanged 1488 SP:Iteration 27Q (333.324035 sec): 3 clusters Score: Raw -29061194.875296 + Penalty 4033.647570 = -29057161.227726 nChanged 1418 SP:Iteration 28Q (333.765086 sec): 3 clusters Score: Raw -29061385.700401 + Penalty 4033.647570 = -29057352.052832 nChanged 1242 SP:Iteration 29Q (334.184040 sec): 3 clusters Score: Raw -29061529.798548 + Penalty 4033.647570 = -29057496.150979 nChanged 1117 SP:Iteration 30Q (334.620892 sec): 3 clusters Score: Raw -29061644.281070 + Penalty 4033.647570 = -29057610.633500 nChanged 974 SP:Iteration 31Q (335.036695 sec): 3 clusters Score: Raw -29061729.714773 + Penalty 4033.647570 = -29057696.067203 nChanged 834 SP:Iteration 32Q (335.452033 sec): 3 clusters Score: Raw -29061790.495619 + Penalty 4033.647570 = -29057756.848049 nChanged 694 SP:Iteration 33Q (335.884183 sec): 3 clusters Score: Raw -29061835.449035 + Penalty 4033.647570 = -29057801.801466 nChanged 603 SP:Iteration 34Q (336.311999 sec): 3 clusters Score: Raw -29061869.429179 + Penalty 4033.647570 = -29057835.781610 nChanged 556 SP:Iteration 35Q (336.737697 sec): 3 clusters Score: Raw -29061897.744240 + Penalty 4033.647570 = -29057864.096671 nChanged 477 SP:Iteration 36Q (337.182457 sec): 3 clusters Score: Raw -29061919.082751 + Penalty 4033.647570 = -29057885.435182 nChanged 413 SP:Iteration 37Q (337.619467 sec): 3 clusters Score: Raw -29061935.189189 + Penalty 4033.647570 = -29057901.541620 nChanged 389 SP:Iteration 38Q (338.056058 sec): 3 clusters Score: Raw -29061948.923049 + Penalty 4033.647570 = -29057915.275480 nChanged 313 SP:Iteration 39Q (338.489881 sec): 3 clusters Score: Raw -29061958.590677 + Penalty 4033.647570 = -29057924.943107 nChanged 269 SP:Iteration 40F (338.976778 sec): 3 clusters Score: Raw -29061966.549696 + Penalty 4033.647570 = -29057932.902127 nChanged 244 SP:Iteration 41Q (339.428929 sec): 3 clusters Score: Raw -29061973.014620 + Penalty 4033.647570 = -29057939.367051 nChanged 210 SP:Iteration 42Q (339.873470 sec): 3 clusters Score: Raw -29061978.105394 + Penalty 4033.647570 = -29057944.457824 nChanged 207 SP:Iteration 43Q (340.298306 sec): 3 clusters Score: Raw -29061982.853650 + Penalty 4033.647570 = -29057949.206081 nChanged 193 SP:Iteration 44Q (340.729447 sec): 3 clusters Score: Raw -29061986.790979 + Penalty 4033.647570 = -29057953.143410 nChanged 163 SP:Iteration 45Q (341.156220 sec): 3 clusters Score: Raw -29061990.258097 + Penalty 4033.647570 = -29057956.610528 nChanged 179 SP:Iteration 46Q (341.593038 sec): 3 clusters Score: Raw -29061993.837869 + Penalty 4033.647570 = -29057960.190300 nChanged 152 SP:Iteration 47Q (342.029730 sec): 3 clusters Score: Raw -29061996.489599 + Penalty 4033.647570 = -29057962.842029 nChanged 138 SP:Iteration 48Q (342.456705 sec): 3 clusters Score: Raw -29061998.703844 + Penalty 4033.647570 = -29057965.056275 nChanged 116 SP:Iteration 49Q (342.883013 sec): 3 clusters Score: Raw -29062000.267266 + Penalty 4033.647570 = -29057966.619696 nChanged 92 SP:Iteration 50Q (343.315761 sec): 3 clusters Score: Raw -29062001.448892 + Penalty 4033.647570 = -29057967.801323 nChanged 82 SP:Iteration 51Q (343.717337 sec): 3 clusters Score: Raw -29062002.429667 + Penalty 4033.647570 = -29057968.782097 nChanged 73 SP:Iteration 52Q (344.125780 sec): 3 clusters Score: Raw -29062003.413846 + Penalty 4033.647570 = -29057969.766277 nChanged 84 SP:Iteration 53Q (344.549892 sec): 3 clusters Score: Raw -29062004.320798 + Penalty 4033.647570 = -29057970.673228 nChanged 58 SP:Iteration 54Q (344.999741 sec): 3 clusters Score: Raw -29062004.857268 + Penalty 4033.647570 = -29057971.209699 nChanged 53 SP:Iteration 55Q (345.437619 sec): 3 clusters Score: Raw -29062005.234770 + Penalty 4033.647570 = -29057971.587201 nChanged 36 SP:Iteration 56Q (345.871057 sec): 3 clusters Score: Raw -29062005.483660 + Penalty 4033.647570 = -29057971.836091 nChanged 33 SP:Iteration 57Q (346.327919 sec): 3 clusters Score: Raw -29062005.761653 + Penalty 4033.647570 = -29057972.114083 nChanged 37 SP:Iteration 58Q (346.777804 sec): 3 clusters Score: Raw -29062006.040986 + Penalty 4033.647570 = -29057972.393416 nChanged 32 SP:Iteration 59Q (347.235284 sec): 3 clusters Score: Raw -29062006.265132 + Penalty 4033.647570 = -29057972.617563 nChanged 27 SP:Iteration 60F (347.696396 sec): 3 clusters Score: Raw -29062006.456017 + Penalty 4033.647570 = -29057972.808448 nChanged 29 SP:Iteration 61Q (348.147135 sec): 3 clusters Score: Raw -29062006.656171 + Penalty 4033.647570 = -29057973.008602 nChanged 21 SP:Iteration 62Q (348.593005 sec): 3 clusters Score: Raw -29062006.748920 + Penalty 4033.647570 = -29057973.101350 nChanged 12 SP:Iteration 63Q (349.042827 sec): 3 clusters Score: Raw -29062006.785043 + Penalty 4033.647570 = -29057973.137474 nChanged 4 SP:Iteration 64Q (349.477412 sec): 3 clusters Score: Raw -29062006.796520 + Penalty 4033.647570 = -29057973.148950 nChanged 3 SP:Iteration 65Q (349.927345 sec): 3 clusters Score: Raw -29062006.814620 + Penalty 4033.647570 = -29057973.167051 nChanged 3 SP:Iteration 66Q (350.371999 sec): 3 clusters Score: Raw -29062006.837788 + Penalty 4033.647570 = -29057973.190218 nChanged 6 SP:Iteration 67Q (350.811058 sec): 3 clusters Score: Raw -29062006.869840 + Penalty 4033.647570 = -29057973.222270 nChanged 3 SP:Iteration 68Q (351.226186 sec): 3 clusters Score: Raw -29062006.887640 + Penalty 4033.647570 = -29057973.240071 nChanged 3 SP:Iteration 69Q (351.632078 sec): 3 clusters Score: Raw -29062006.902197 + Penalty 4033.647570 = -29057973.254627 nChanged 4 SP:Iteration 70Q (352.053004 sec): 3 clusters Score: Raw -29062006.916126 + Penalty 4033.647570 = -29057973.268556 nChanged 0 SP:Iteration 71F (352.506921 sec): 3 clusters Score: Raw -29062006.916126 + Penalty 4033.647570 = -29057973.268556 nChanged 0 Score: Raw -86498315.292251 + Penalty 61565.128203 = -86436750.164048 Splitting cluster 16 changes total score from -86405497.289162 to -86436750.164048 So it's getting split into cluster 28. Trying to split cluster 17 (71982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (365.519470 sec): 2 clusters Score: Raw -8467872.309317 + Penalty 1817.427847 = -8466054.881470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (365.681588 sec): 3 clusters Score: Raw -8421750.630961 + Penalty 3634.855694 = -8418115.775267 nChanged 34021 SP:Iteration 1F (365.854514 sec): 3 clusters Score: Raw -8443153.544354 + Penalty 3634.855694 = -8439518.688660 nChanged 5058 SP:Iteration 2F (366.035864 sec): 3 clusters Score: Raw -8446846.142911 + Penalty 3634.855694 = -8443211.287216 nChanged 6210 SP:Iteration 3F (366.208961 sec): 3 clusters Score: Raw -8452311.852027 + Penalty 3634.855694 = -8448676.996333 nChanged 6562 SP:Iteration 4F (366.372366 sec): 3 clusters Score: Raw -8458187.218179 + Penalty 3634.855694 = -8454552.362485 nChanged 5628 SP:Iteration 5F (366.555449 sec): 3 clusters Score: Raw -8463001.893609 + Penalty 3634.855694 = -8459367.037915 nChanged 4167 SP:Iteration 6F (366.719893 sec): 3 clusters Score: Raw -8466471.232113 + Penalty 3634.855694 = -8462836.376419 nChanged 2864 SP:Iteration 7Q (366.898067 sec): 3 clusters Score: Raw -8468278.372420 + Penalty 3634.855694 = -8464643.516726 nChanged 1820 SP:Iteration 8Q (367.072114 sec): 3 clusters Score: Raw -8469163.950954 + Penalty 3634.855694 = -8465529.095260 nChanged 1148 SP:Iteration 9Q (367.239583 sec): 3 clusters Score: Raw -8469641.522979 + Penalty 3634.855694 = -8466006.667285 nChanged 898 SP:Iteration 10Q (367.414794 sec): 3 clusters Score: Raw -8469981.159575 + Penalty 3634.855694 = -8466346.303881 nChanged 799 SP:Iteration 11Q (367.587571 sec): 3 clusters Score: Raw -8470289.006421 + Penalty 3634.855694 = -8466654.150727 nChanged 768 SP:Iteration 12Q (367.762960 sec): 3 clusters Score: Raw -8470590.785460 + Penalty 3634.855694 = -8466955.929765 nChanged 739 SP:Iteration 13Q (367.954140 sec): 3 clusters Score: Raw -8470850.853573 + Penalty 3634.855694 = -8467215.997878 nChanged 639 SP:Iteration 14Q (368.121194 sec): 3 clusters Score: Raw -8471059.179816 + Penalty 3634.855694 = -8467424.324122 nChanged 551 SP:Iteration 15Q (368.279746 sec): 3 clusters Score: Raw -8471232.390709 + Penalty 3634.855694 = -8467597.535015 nChanged 500 SP:Iteration 16Q (368.440512 sec): 3 clusters Score: Raw -8471385.750192 + Penalty 3634.855694 = -8467750.894497 nChanged 448 SP:Iteration 17Q (368.595638 sec): 3 clusters Score: Raw -8471516.713015 + Penalty 3634.855694 = -8467881.857320 nChanged 434 SP:Iteration 18Q (368.751151 sec): 3 clusters Score: Raw -8471632.966143 + Penalty 3634.855694 = -8467998.110449 nChanged 369 SP:Iteration 19Q (368.910890 sec): 3 clusters Score: Raw -8471719.141206 + Penalty 3634.855694 = -8468084.285512 nChanged 304 SP:Iteration 20F (369.072824 sec): 3 clusters Score: Raw -8471781.386627 + Penalty 3634.855694 = -8468146.530933 nChanged 289 SP:Iteration 21Q (369.230121 sec): 3 clusters Score: Raw -8471839.391666 + Penalty 3634.855694 = -8468204.535972 nChanged 266 SP:Iteration 22Q (369.382911 sec): 3 clusters Score: Raw -8471889.001637 + Penalty 3634.855694 = -8468254.145942 nChanged 240 SP:Iteration 23Q (369.554048 sec): 3 clusters Score: Raw -8471928.081796 + Penalty 3634.855694 = -8468293.226102 nChanged 227 SP:Iteration 24Q (369.707614 sec): 3 clusters Score: Raw -8471960.100115 + Penalty 3634.855694 = -8468325.244421 nChanged 195 SP:Iteration 25Q (369.879683 sec): 3 clusters Score: Raw -8471987.085367 + Penalty 3634.855694 = -8468352.229673 nChanged 195 SP:Iteration 26Q (370.038411 sec): 3 clusters Score: Raw -8472011.472028 + Penalty 3634.855694 = -8468376.616334 nChanged 169 SP:Iteration 27Q (370.195065 sec): 3 clusters Score: Raw -8472030.609623 + Penalty 3634.855694 = -8468395.753929 nChanged 147 SP:Iteration 28Q (370.361192 sec): 3 clusters Score: Raw -8472046.369744 + Penalty 3634.855694 = -8468411.514050 nChanged 135 SP:Iteration 29Q (370.521175 sec): 3 clusters Score: Raw -8472058.601860 + Penalty 3634.855694 = -8468423.746166 nChanged 105 SP:Iteration 30Q (370.678738 sec): 3 clusters Score: Raw -8472067.185534 + Penalty 3634.855694 = -8468432.329840 nChanged 97 SP:Iteration 31Q (370.827368 sec): 3 clusters Score: Raw -8472075.175528 + Penalty 3634.855694 = -8468440.319834 nChanged 81 SP:Iteration 32Q (370.985096 sec): 3 clusters Score: Raw -8472080.739909 + Penalty 3634.855694 = -8468445.884215 nChanged 56 SP:Iteration 33Q (371.144880 sec): 3 clusters Score: Raw -8472083.237744 + Penalty 3634.855694 = -8468448.382050 nChanged 48 SP:Iteration 34Q (371.295219 sec): 3 clusters Score: Raw -8472085.713746 + Penalty 3634.855694 = -8468450.858052 nChanged 55 SP:Iteration 35Q (371.450800 sec): 3 clusters Score: Raw -8472089.229462 + Penalty 3634.855694 = -8468454.373768 nChanged 47 SP:Iteration 36Q (371.607506 sec): 3 clusters Score: Raw -8472092.545853 + Penalty 3634.855694 = -8468457.690159 nChanged 42 SP:Iteration 37Q (371.765340 sec): 3 clusters Score: Raw -8472095.139358 + Penalty 3634.855694 = -8468460.283664 nChanged 46 SP:Iteration 38Q (371.918481 sec): 3 clusters Score: Raw -8472097.588302 + Penalty 3634.855694 = -8468462.732608 nChanged 37 SP:Iteration 39Q (372.087495 sec): 3 clusters Score: Raw -8472099.609337 + Penalty 3634.855694 = -8468464.753643 nChanged 42 SP:Iteration 40F (372.257936 sec): 3 clusters Score: Raw -8472102.024747 + Penalty 3634.855694 = -8468467.169052 nChanged 34 SP:Iteration 41Q (372.410677 sec): 3 clusters Score: Raw -8472103.562974 + Penalty 3634.855694 = -8468468.707279 nChanged 39 SP:Iteration 42Q (372.561669 sec): 3 clusters Score: Raw -8472105.498981 + Penalty 3634.855694 = -8468470.643287 nChanged 35 SP:Iteration 43Q (372.724857 sec): 3 clusters Score: Raw -8472107.053481 + Penalty 3634.855694 = -8468472.197787 nChanged 27 SP:Iteration 44Q (372.877085 sec): 3 clusters Score: Raw -8472107.996020 + Penalty 3634.855694 = -8468473.140326 nChanged 16 SP:Iteration 45Q (373.041459 sec): 3 clusters Score: Raw -8472108.598570 + Penalty 3634.855694 = -8468473.742876 nChanged 14 SP:Iteration 46Q (373.203469 sec): 3 clusters Score: Raw -8472109.261601 + Penalty 3634.855694 = -8468474.405907 nChanged 16 SP:Iteration 47Q (373.359456 sec): 3 clusters Score: Raw -8472109.875133 + Penalty 3634.855694 = -8468475.019439 nChanged 17 SP:Iteration 48Q (373.505842 sec): 3 clusters Score: Raw -8472110.752493 + Penalty 3634.855694 = -8468475.896798 nChanged 20 SP:Iteration 49Q (373.658013 sec): 3 clusters Score: Raw -8472111.556300 + Penalty 3634.855694 = -8468476.700606 nChanged 18 SP:Iteration 50Q (373.797735 sec): 3 clusters Score: Raw -8472112.163871 + Penalty 3634.855694 = -8468477.308177 nChanged 17 SP:Iteration 51Q (373.952011 sec): 3 clusters Score: Raw -8472112.755673 + Penalty 3634.855694 = -8468477.899979 nChanged 15 SP:Iteration 52Q (374.101288 sec): 3 clusters Score: Raw -8472113.294005 + Penalty 3634.855694 = -8468478.438311 nChanged 18 SP:Iteration 53Q (374.249013 sec): 3 clusters Score: Raw -8472113.922727 + Penalty 3634.855694 = -8468479.067032 nChanged 13 SP:Iteration 54Q (374.398212 sec): 3 clusters Score: Raw -8472114.595471 + Penalty 3634.855694 = -8468479.739777 nChanged 17 SP:Iteration 55Q (374.545794 sec): 3 clusters Score: Raw -8472115.416617 + Penalty 3634.855694 = -8468480.560923 nChanged 17 SP:Iteration 56Q (374.696396 sec): 3 clusters Score: Raw -8472116.046299 + Penalty 3634.855694 = -8468481.190605 nChanged 11 SP:Iteration 57Q (374.846840 sec): 3 clusters Score: Raw -8472116.315830 + Penalty 3634.855694 = -8468481.460136 nChanged 5 SP:Iteration 58Q (374.991293 sec): 3 clusters Score: Raw -8472116.499087 + Penalty 3634.855694 = -8468481.643393 nChanged 7 SP:Iteration 59Q (375.149642 sec): 3 clusters Score: Raw -8472116.733626 + Penalty 3634.855694 = -8468481.877931 nChanged 8 SP:Iteration 60F (375.319790 sec): 3 clusters Score: Raw -8472117.041424 + Penalty 3634.855694 = -8468482.185730 nChanged 7 SP:Iteration 61Q (375.474985 sec): 3 clusters Score: Raw -8472117.263284 + Penalty 3634.855694 = -8468482.407589 nChanged 4 SP:Iteration 62Q (375.634392 sec): 3 clusters Score: Raw -8472117.357539 + Penalty 3634.855694 = -8468482.501845 nChanged 2 SP:Iteration 63Q (375.798515 sec): 3 clusters Score: Raw -8472117.416924 + Penalty 3634.855694 = -8468482.561230 nChanged 2 SP:Iteration 64Q (375.946026 sec): 3 clusters Score: Raw -8472117.472547 + Penalty 3634.855694 = -8468482.616852 nChanged 1 SP:Iteration 65Q (376.101323 sec): 3 clusters Score: Raw -8472117.515135 + Penalty 3634.855694 = -8468482.659441 nChanged 2 SP:Iteration 66Q (376.258156 sec): 3 clusters Score: Raw -8472117.545697 + Penalty 3634.855694 = -8468482.690003 nChanged 0 SP:Iteration 67F (376.419393 sec): 3 clusters Score: Raw -8472117.545697 + Penalty 3634.855694 = -8468482.690003 nChanged 0 Score: Raw -86502560.528630 + Penalty 63763.882782 = -86438796.645849 Splitting cluster 17 changes total score from -86405497.289162 to -86438796.645849 So it's getting split into cluster 29. Trying to split cluster 18 (54715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (390.231362 sec): 2 clusters Score: Raw -6280884.486122 + Penalty 1772.857641 = -6279111.628481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (390.360432 sec): 3 clusters Score: Raw -6246182.582985 + Penalty 3545.715282 = -6242636.867704 nChanged 25696 SP:Iteration 1F (390.511935 sec): 3 clusters Score: Raw -6261316.336798 + Penalty 3545.715282 = -6257770.621517 nChanged 2496 SP:Iteration 2Q (390.651659 sec): 3 clusters Score: Raw -6262425.126880 + Penalty 3545.715282 = -6258879.411598 nChanged 2807 SP:Iteration 3F (390.788616 sec): 3 clusters Score: Raw -6264052.276562 + Penalty 3545.715282 = -6260506.561280 nChanged 3282 SP:Iteration 4F (390.936074 sec): 3 clusters Score: Raw -6266201.612256 + Penalty 3545.715282 = -6262655.896975 nChanged 3711 SP:Iteration 5F (391.068861 sec): 3 clusters Score: Raw -6268925.639406 + Penalty 3545.715282 = -6265379.924124 nChanged 4036 SP:Iteration 6F (391.212194 sec): 3 clusters Score: Raw -6272015.175993 + Penalty 3545.715282 = -6268469.460712 nChanged 3678 SP:Iteration 7F (391.353291 sec): 3 clusters Score: Raw -6274716.080009 + Penalty 3545.715282 = -6271170.364727 nChanged 2807 SP:Iteration 8F (391.490614 sec): 3 clusters Score: Raw -6276362.172114 + Penalty 3545.715282 = -6272816.456833 nChanged 1865 SP:Iteration 9Q (391.635445 sec): 3 clusters Score: Raw -6277164.117895 + Penalty 3545.715282 = -6273618.402614 nChanged 1279 SP:Iteration 10Q (391.782186 sec): 3 clusters Score: Raw -6277689.825923 + Penalty 3545.715282 = -6274144.110641 nChanged 1116 SP:Iteration 11Q (391.942610 sec): 3 clusters Score: Raw -6278193.358603 + Penalty 3545.715282 = -6274647.643321 nChanged 1094 SP:Iteration 12Q (392.083634 sec): 3 clusters Score: Raw -6278719.450413 + Penalty 3545.715282 = -6275173.735132 nChanged 1032 SP:Iteration 13Q (392.226585 sec): 3 clusters Score: Raw -6279217.233457 + Penalty 3545.715282 = -6275671.518175 nChanged 961 SP:Iteration 14Q (392.371968 sec): 3 clusters Score: Raw -6279621.731964 + Penalty 3545.715282 = -6276076.016682 nChanged 814 SP:Iteration 15Q (392.518001 sec): 3 clusters Score: Raw -6279931.409301 + Penalty 3545.715282 = -6276385.694020 nChanged 742 SP:Iteration 16Q (392.656170 sec): 3 clusters Score: Raw -6280189.048636 + Penalty 3545.715282 = -6276643.333354 nChanged 657 SP:Iteration 17Q (392.796725 sec): 3 clusters Score: Raw -6280394.300803 + Penalty 3545.715282 = -6276848.585522 nChanged 559 SP:Iteration 18Q (392.926080 sec): 3 clusters Score: Raw -6280546.962901 + Penalty 3545.715282 = -6277001.247619 nChanged 482 SP:Iteration 19Q (393.054589 sec): 3 clusters Score: Raw -6280672.179437 + Penalty 3545.715282 = -6277126.464156 nChanged 406 SP:Iteration 20F (393.202214 sec): 3 clusters Score: Raw -6280769.307319 + Penalty 3545.715282 = -6277223.592038 nChanged 381 SP:Iteration 21Q (393.333509 sec): 3 clusters Score: Raw -6280856.916874 + Penalty 3545.715282 = -6277311.201593 nChanged 352 SP:Iteration 22Q (393.470960 sec): 3 clusters Score: Raw -6280930.847213 + Penalty 3545.715282 = -6277385.131932 nChanged 322 SP:Iteration 23Q (393.609298 sec): 3 clusters Score: Raw -6280999.220602 + Penalty 3545.715282 = -6277453.505321 nChanged 317 SP:Iteration 24Q (393.749254 sec): 3 clusters Score: Raw -6281057.700024 + Penalty 3545.715282 = -6277511.984743 nChanged 273 SP:Iteration 25Q (393.884330 sec): 3 clusters Score: Raw -6281102.778420 + Penalty 3545.715282 = -6277557.063139 nChanged 259 SP:Iteration 26Q (394.018270 sec): 3 clusters Score: Raw -6281147.794190 + Penalty 3545.715282 = -6277602.078909 nChanged 263 SP:Iteration 27Q (394.145482 sec): 3 clusters Score: Raw -6281189.869520 + Penalty 3545.715282 = -6277644.154239 nChanged 258 SP:Iteration 28Q (394.275784 sec): 3 clusters Score: Raw -6281228.309685 + Penalty 3545.715282 = -6277682.594404 nChanged 224 SP:Iteration 29Q (394.420011 sec): 3 clusters Score: Raw -6281259.249509 + Penalty 3545.715282 = -6277713.534227 nChanged 205 SP:Iteration 30Q (394.556855 sec): 3 clusters Score: Raw -6281287.908483 + Penalty 3545.715282 = -6277742.193201 nChanged 187 SP:Iteration 31Q (394.684191 sec): 3 clusters Score: Raw -6281313.691766 + Penalty 3545.715282 = -6277767.976484 nChanged 175 SP:Iteration 32Q (394.819890 sec): 3 clusters Score: Raw -6281337.100711 + Penalty 3545.715282 = -6277791.385429 nChanged 177 SP:Iteration 33Q (394.948364 sec): 3 clusters Score: Raw -6281360.463048 + Penalty 3545.715282 = -6277814.747767 nChanged 183 SP:Iteration 34Q (395.069036 sec): 3 clusters Score: Raw -6281383.880159 + Penalty 3545.715282 = -6277838.164878 nChanged 176 SP:Iteration 35Q (395.192680 sec): 3 clusters Score: Raw -6281405.931427 + Penalty 3545.715282 = -6277860.216145 nChanged 183 SP:Iteration 36Q (395.320986 sec): 3 clusters Score: Raw -6281428.404451 + Penalty 3545.715282 = -6277882.689170 nChanged 148 SP:Iteration 37Q (395.457453 sec): 3 clusters Score: Raw -6281444.770867 + Penalty 3545.715282 = -6277899.055585 nChanged 135 SP:Iteration 38Q (395.580800 sec): 3 clusters Score: Raw -6281459.247808 + Penalty 3545.715282 = -6277913.532527 nChanged 125 SP:Iteration 39Q (395.711224 sec): 3 clusters Score: Raw -6281471.438222 + Penalty 3545.715282 = -6277925.722940 nChanged 121 SP:Iteration 40F (395.853147 sec): 3 clusters Score: Raw -6281482.939673 + Penalty 3545.715282 = -6277937.224391 nChanged 134 SP:Iteration 41Q (395.987633 sec): 3 clusters Score: Raw -6281497.347082 + Penalty 3545.715282 = -6277951.631800 nChanged 121 SP:Iteration 42Q (396.136047 sec): 3 clusters Score: Raw -6281510.541568 + Penalty 3545.715282 = -6277964.826286 nChanged 118 SP:Iteration 43Q (396.260615 sec): 3 clusters Score: Raw -6281524.498255 + Penalty 3545.715282 = -6277978.782974 nChanged 112 SP:Iteration 44Q (396.394986 sec): 3 clusters Score: Raw -6281538.706182 + Penalty 3545.715282 = -6277992.990900 nChanged 142 SP:Iteration 45Q (396.526806 sec): 3 clusters Score: Raw -6281555.568631 + Penalty 3545.715282 = -6278009.853350 nChanged 113 SP:Iteration 46Q (396.652421 sec): 3 clusters Score: Raw -6281568.863840 + Penalty 3545.715282 = -6278023.148558 nChanged 116 SP:Iteration 47Q (396.765851 sec): 3 clusters Score: Raw -6281584.268479 + Penalty 3545.715282 = -6278038.553197 nChanged 113 SP:Iteration 48Q (396.907000 sec): 3 clusters Score: Raw -6281596.146449 + Penalty 3545.715282 = -6278050.431167 nChanged 97 SP:Iteration 49Q (397.036283 sec): 3 clusters Score: Raw -6281606.833432 + Penalty 3545.715282 = -6278061.118151 nChanged 107 SP:Iteration 50Q (397.164413 sec): 3 clusters Score: Raw -6281618.459921 + Penalty 3545.715282 = -6278072.744640 nChanged 111 SP:Iteration 51Q (397.290685 sec): 3 clusters Score: Raw -6281630.277226 + Penalty 3545.715282 = -6278084.561944 nChanged 94 SP:Iteration 52Q (397.406697 sec): 3 clusters Score: Raw -6281640.503337 + Penalty 3545.715282 = -6278094.788056 nChanged 88 SP:Iteration 53Q (397.552148 sec): 3 clusters Score: Raw -6281648.801450 + Penalty 3545.715282 = -6278103.086168 nChanged 74 SP:Iteration 54Q (397.686809 sec): 3 clusters Score: Raw -6281655.226743 + Penalty 3545.715282 = -6278109.511461 nChanged 72 SP:Iteration 55Q (397.837616 sec): 3 clusters Score: Raw -6281660.409227 + Penalty 3545.715282 = -6278114.693945 nChanged 66 SP:Iteration 56Q (397.966844 sec): 3 clusters Score: Raw -6281665.797424 + Penalty 3545.715282 = -6278120.082142 nChanged 76 SP:Iteration 57Q (398.079621 sec): 3 clusters Score: Raw -6281672.694615 + Penalty 3545.715282 = -6278126.979334 nChanged 74 SP:Iteration 58Q (398.204609 sec): 3 clusters Score: Raw -6281679.245041 + Penalty 3545.715282 = -6278133.529760 nChanged 59 SP:Iteration 59Q (398.336350 sec): 3 clusters Score: Raw -6281683.910431 + Penalty 3545.715282 = -6278138.195150 nChanged 64 SP:Iteration 60F (398.473202 sec): 3 clusters Score: Raw -6281689.198542 + Penalty 3545.715282 = -6278143.483261 nChanged 65 SP:Iteration 61Q (398.608486 sec): 3 clusters Score: Raw -6281694.663691 + Penalty 3545.715282 = -6278148.948409 nChanged 58 SP:Iteration 62Q (398.732259 sec): 3 clusters Score: Raw -6281699.867337 + Penalty 3545.715282 = -6278154.152056 nChanged 64 SP:Iteration 63Q (398.847220 sec): 3 clusters Score: Raw -6281705.400046 + Penalty 3545.715282 = -6278159.684764 nChanged 70 SP:Iteration 64Q (398.971877 sec): 3 clusters Score: Raw -6281711.391837 + Penalty 3545.715282 = -6278165.676555 nChanged 62 SP:Iteration 65Q (399.108335 sec): 3 clusters Score: Raw -6281716.809510 + Penalty 3545.715282 = -6278171.094228 nChanged 64 SP:Iteration 66Q (399.237756 sec): 3 clusters Score: Raw -6281722.510080 + Penalty 3545.715282 = -6278176.794798 nChanged 59 SP:Iteration 67Q (399.355344 sec): 3 clusters Score: Raw -6281727.758887 + Penalty 3545.715282 = -6278182.043606 nChanged 69 SP:Iteration 68Q (399.479452 sec): 3 clusters Score: Raw -6281734.501886 + Penalty 3545.715282 = -6278188.786605 nChanged 60 SP:Iteration 69Q (399.608313 sec): 3 clusters Score: Raw -6281740.241424 + Penalty 3545.715282 = -6278194.526142 nChanged 78 SP:Iteration 70Q (399.737486 sec): 3 clusters Score: Raw -6281747.593926 + Penalty 3545.715282 = -6278201.878644 nChanged 67 SP:Iteration 71Q (399.858613 sec): 3 clusters Score: Raw -6281754.219884 + Penalty 3545.715282 = -6278208.504603 nChanged 55 SP:Iteration 72Q (399.983566 sec): 3 clusters Score: Raw -6281759.261500 + Penalty 3545.715282 = -6278213.546218 nChanged 61 SP:Iteration 73Q (400.094141 sec): 3 clusters Score: Raw -6281766.221299 + Penalty 3545.715282 = -6278220.506018 nChanged 68 SP:Iteration 74Q (400.232382 sec): 3 clusters Score: Raw -6281773.153588 + Penalty 3545.715282 = -6278227.438307 nChanged 61 SP:Iteration 75Q (400.341692 sec): 3 clusters Score: Raw -6281781.054627 + Penalty 3545.715282 = -6278235.339346 nChanged 78 SP:Iteration 76Q (400.478289 sec): 3 clusters Score: Raw -6281789.878013 + Penalty 3545.715282 = -6278244.162732 nChanged 79 SP:Iteration 77Q (400.588874 sec): 3 clusters Score: Raw -6281797.686182 + Penalty 3545.715282 = -6278251.970900 nChanged 75 SP:Iteration 78Q (400.712243 sec): 3 clusters Score: Raw -6281804.638824 + Penalty 3545.715282 = -6278258.923543 nChanged 69 SP:Iteration 79Q (400.837435 sec): 3 clusters Score: Raw -6281812.787536 + Penalty 3545.715282 = -6278267.072255 nChanged 81 SP:Iteration 80F (400.976648 sec): 3 clusters Score: Raw -6281824.550488 + Penalty 3545.715282 = -6278278.835207 nChanged 83 SP:Iteration 81Q (401.109566 sec): 3 clusters Score: Raw -6281834.116701 + Penalty 3545.715282 = -6278288.401419 nChanged 64 SP:Iteration 82Q (401.244316 sec): 3 clusters Score: Raw -6281840.279794 + Penalty 3545.715282 = -6278294.564512 nChanged 59 SP:Iteration 83Q (401.368694 sec): 3 clusters Score: Raw -6281846.776650 + Penalty 3545.715282 = -6278301.061369 nChanged 53 SP:Iteration 84Q (401.494131 sec): 3 clusters Score: Raw -6281851.589649 + Penalty 3545.715282 = -6278305.874367 nChanged 47 SP:Iteration 85Q (401.620299 sec): 3 clusters Score: Raw -6281856.393051 + Penalty 3545.715282 = -6278310.677770 nChanged 47 SP:Iteration 86Q (401.740054 sec): 3 clusters Score: Raw -6281860.636502 + Penalty 3545.715282 = -6278314.921220 nChanged 45 SP:Iteration 87Q (401.873200 sec): 3 clusters Score: Raw -6281864.530343 + Penalty 3545.715282 = -6278318.815062 nChanged 46 SP:Iteration 88Q (401.990165 sec): 3 clusters Score: Raw -6281868.150447 + Penalty 3545.715282 = -6278322.435165 nChanged 29 SP:Iteration 89Q (402.124920 sec): 3 clusters Score: Raw -6281870.649248 + Penalty 3545.715282 = -6278324.933966 nChanged 27 SP:Iteration 90Q (402.253159 sec): 3 clusters Score: Raw -6281872.893580 + Penalty 3545.715282 = -6278327.178299 nChanged 31 SP:Iteration 91Q (402.364548 sec): 3 clusters Score: Raw -6281875.635725 + Penalty 3545.715282 = -6278329.920444 nChanged 33 SP:Iteration 92Q (402.493201 sec): 3 clusters Score: Raw -6281878.267962 + Penalty 3545.715282 = -6278332.552680 nChanged 41 SP:Iteration 93Q (402.625517 sec): 3 clusters Score: Raw -6281881.160657 + Penalty 3545.715282 = -6278335.445376 nChanged 26 SP:Iteration 94Q (402.753979 sec): 3 clusters Score: Raw -6281882.622373 + Penalty 3545.715282 = -6278336.907092 nChanged 24 SP:Iteration 95Q (402.878455 sec): 3 clusters Score: Raw -6281884.788544 + Penalty 3545.715282 = -6278339.073262 nChanged 31 SP:Iteration 96Q (402.994818 sec): 3 clusters Score: Raw -6281887.740363 + Penalty 3545.715282 = -6278342.025082 nChanged 35 SP:Iteration 97Q (403.129455 sec): 3 clusters Score: Raw -6281890.267783 + Penalty 3545.715282 = -6278344.552501 nChanged 28 SP:Iteration 98Q (403.241627 sec): 3 clusters Score: Raw -6281892.387060 + Penalty 3545.715282 = -6278346.671778 nChanged 24 SP:Iteration 99Q (403.384138 sec): 3 clusters Score: Raw -6281893.824901 + Penalty 3545.715282 = -6278348.109619 nChanged 19 SP:Iteration 100F (403.523858 sec): 3 clusters Score: Raw -6281895.351483 + Penalty 3545.715282 = -6278349.636201 nChanged 18 SP:Iteration 101Q (403.652475 sec): 3 clusters Score: Raw -6281896.709916 + Penalty 3545.715282 = -6278350.994634 nChanged 19 SP:Iteration 102Q (403.771937 sec): 3 clusters Score: Raw -6281898.010611 + Penalty 3545.715282 = -6278352.295329 nChanged 19 SP:Iteration 103Q (403.892075 sec): 3 clusters Score: Raw -6281899.356038 + Penalty 3545.715282 = -6278353.640756 nChanged 22 SP:Iteration 104Q (404.027909 sec): 3 clusters Score: Raw -6281900.856056 + Penalty 3545.715282 = -6278355.140774 nChanged 21 SP:Iteration 105Q (404.150072 sec): 3 clusters Score: Raw -6281902.372326 + Penalty 3545.715282 = -6278356.657045 nChanged 20 SP:Iteration 106Q (404.278805 sec): 3 clusters Score: Raw -6281903.622796 + Penalty 3545.715282 = -6278357.907514 nChanged 18 SP:Iteration 107Q (404.396552 sec): 3 clusters Score: Raw -6281904.934209 + Penalty 3545.715282 = -6278359.218928 nChanged 20 SP:Iteration 108Q (404.513790 sec): 3 clusters Score: Raw -6281906.226563 + Penalty 3545.715282 = -6278360.511282 nChanged 15 SP:Iteration 109Q (404.649053 sec): 3 clusters Score: Raw -6281907.218028 + Penalty 3545.715282 = -6278361.502746 nChanged 16 SP:Iteration 110Q (404.762378 sec): 3 clusters Score: Raw -6281908.127541 + Penalty 3545.715282 = -6278362.412260 nChanged 15 SP:Iteration 111Q (404.892806 sec): 3 clusters Score: Raw -6281908.873162 + Penalty 3545.715282 = -6278363.157881 nChanged 5 SP:Iteration 112Q (405.012592 sec): 3 clusters Score: Raw -6281909.170461 + Penalty 3545.715282 = -6278363.455179 nChanged 4 SP:Iteration 113Q (405.134417 sec): 3 clusters Score: Raw -6281909.353082 + Penalty 3545.715282 = -6278363.637800 nChanged 3 SP:Iteration 114Q (405.247773 sec): 3 clusters Score: Raw -6281909.675071 + Penalty 3545.715282 = -6278363.959789 nChanged 3 SP:Iteration 115Q (405.383042 sec): 3 clusters Score: Raw -6281909.794924 + Penalty 3545.715282 = -6278364.079642 nChanged 1 SP:Iteration 116Q (405.506429 sec): 3 clusters Score: Raw -6281909.842704 + Penalty 3545.715282 = -6278364.127422 nChanged 1 SP:Iteration 117Q (405.618033 sec): 3 clusters Score: Raw -6281909.891173 + Penalty 3545.715282 = -6278364.175892 nChanged 2 SP:Iteration 118Q (405.754956 sec): 3 clusters Score: Raw -6281909.956850 + Penalty 3545.715282 = -6278364.241569 nChanged 0 SP:Iteration 119F (405.892005 sec): 3 clusters Score: Raw -6281909.956850 + Penalty 3545.715282 = -6278364.241569 nChanged 0 Trying to split cluster 19 (17800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (405.950009 sec): 2 clusters Score: Raw -2069270.740556 + Penalty 1590.379982 = -2067680.360574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (406.029513 sec): 3 clusters Score: Raw -2058741.373949 + Penalty 3180.759964 = -2055560.613985 nChanged 7934 SP:Iteration 1F (406.107990 sec): 3 clusters Score: Raw -2063337.336747 + Penalty 3180.759964 = -2060156.576782 nChanged 1139 SP:Iteration 2F (406.186101 sec): 3 clusters Score: Raw -2064019.356065 + Penalty 3180.759964 = -2060838.596100 nChanged 1192 SP:Iteration 3F (406.264188 sec): 3 clusters Score: Raw -2064820.998564 + Penalty 3180.759964 = -2061640.238599 nChanged 1171 SP:Iteration 4F (406.342962 sec): 3 clusters Score: Raw -2065642.078860 + Penalty 3180.759964 = -2062461.318896 nChanged 1208 SP:Iteration 5F (406.423261 sec): 3 clusters Score: Raw -2066487.055063 + Penalty 3180.759964 = -2063306.295099 nChanged 1029 SP:Iteration 6F (406.502126 sec): 3 clusters Score: Raw -2067109.851163 + Penalty 3180.759964 = -2063929.091199 nChanged 788 SP:Iteration 7Q (406.583900 sec): 3 clusters Score: Raw -2067493.071040 + Penalty 3180.759964 = -2064312.311075 nChanged 564 SP:Iteration 8Q (406.651579 sec): 3 clusters Score: Raw -2067722.559673 + Penalty 3180.759964 = -2064541.799709 nChanged 452 SP:Iteration 9Q (406.742397 sec): 3 clusters Score: Raw -2067891.483182 + Penalty 3180.759964 = -2064710.723218 nChanged 366 SP:Iteration 10Q (406.821007 sec): 3 clusters Score: Raw -2068023.137854 + Penalty 3180.759964 = -2064842.377890 nChanged 327 SP:Iteration 11Q (406.897079 sec): 3 clusters Score: Raw -2068124.776734 + Penalty 3180.759964 = -2064944.016770 nChanged 266 SP:Iteration 12Q (406.973292 sec): 3 clusters Score: Raw -2068191.130586 + Penalty 3180.759964 = -2065010.370622 nChanged 163 SP:Iteration 13Q (407.050805 sec): 3 clusters Score: Raw -2068224.424066 + Penalty 3180.759964 = -2065043.664101 nChanged 153 SP:Iteration 14Q (407.131910 sec): 3 clusters Score: Raw -2068257.701238 + Penalty 3180.759964 = -2065076.941274 nChanged 134 SP:Iteration 15Q (407.217205 sec): 3 clusters Score: Raw -2068284.546334 + Penalty 3180.759964 = -2065103.786370 nChanged 113 SP:Iteration 16Q (407.292160 sec): 3 clusters Score: Raw -2068303.506922 + Penalty 3180.759964 = -2065122.746958 nChanged 89 SP:Iteration 17Q (407.369856 sec): 3 clusters Score: Raw -2068318.155931 + Penalty 3180.759964 = -2065137.395967 nChanged 65 SP:Iteration 18Q (407.449765 sec): 3 clusters Score: Raw -2068326.638802 + Penalty 3180.759964 = -2065145.878838 nChanged 56 SP:Iteration 19Q (407.523309 sec): 3 clusters Score: Raw -2068332.220264 + Penalty 3180.759964 = -2065151.460300 nChanged 48 SP:Iteration 20F (407.592736 sec): 3 clusters Score: Raw -2068337.548963 + Penalty 3180.759964 = -2065156.788999 nChanged 49 SP:Iteration 21Q (407.681899 sec): 3 clusters Score: Raw -2068343.602611 + Penalty 3180.759964 = -2065162.842646 nChanged 44 SP:Iteration 22Q (407.760158 sec): 3 clusters Score: Raw -2068347.354235 + Penalty 3180.759964 = -2065166.594271 nChanged 32 SP:Iteration 23Q (407.839697 sec): 3 clusters Score: Raw -2068350.492919 + Penalty 3180.759964 = -2065169.732955 nChanged 41 SP:Iteration 24Q (407.917214 sec): 3 clusters Score: Raw -2068355.090106 + Penalty 3180.759964 = -2065174.330141 nChanged 39 SP:Iteration 25Q (407.993464 sec): 3 clusters Score: Raw -2068359.278432 + Penalty 3180.759964 = -2065178.518468 nChanged 34 SP:Iteration 26Q (408.068459 sec): 3 clusters Score: Raw -2068361.837001 + Penalty 3180.759964 = -2065181.077037 nChanged 34 SP:Iteration 27Q (408.144955 sec): 3 clusters Score: Raw -2068364.852558 + Penalty 3180.759964 = -2065184.092593 nChanged 33 SP:Iteration 28Q (408.228062 sec): 3 clusters Score: Raw -2068367.431831 + Penalty 3180.759964 = -2065186.671867 nChanged 26 SP:Iteration 29Q (408.310714 sec): 3 clusters Score: Raw -2068369.715997 + Penalty 3180.759964 = -2065188.956032 nChanged 33 SP:Iteration 30Q (408.381168 sec): 3 clusters Score: Raw -2068372.492646 + Penalty 3180.759964 = -2065191.732682 nChanged 33 SP:Iteration 31Q (408.465721 sec): 3 clusters Score: Raw -2068375.558179 + Penalty 3180.759964 = -2065194.798215 nChanged 31 SP:Iteration 32Q (408.549811 sec): 3 clusters Score: Raw -2068378.686337 + Penalty 3180.759964 = -2065197.926373 nChanged 33 SP:Iteration 33Q (408.626185 sec): 3 clusters Score: Raw -2068382.735828 + Penalty 3180.759964 = -2065201.975864 nChanged 45 SP:Iteration 34Q (408.701407 sec): 3 clusters Score: Raw -2068386.803093 + Penalty 3180.759964 = -2065206.043129 nChanged 33 SP:Iteration 35Q (408.767530 sec): 3 clusters Score: Raw -2068390.631581 + Penalty 3180.759964 = -2065209.871617 nChanged 28 SP:Iteration 36Q (408.845389 sec): 3 clusters Score: Raw -2068392.772109 + Penalty 3180.759964 = -2065212.012145 nChanged 17 SP:Iteration 37Q (408.936113 sec): 3 clusters Score: Raw -2068393.773697 + Penalty 3180.759964 = -2065213.013733 nChanged 11 SP:Iteration 38Q (409.013759 sec): 3 clusters Score: Raw -2068394.609130 + Penalty 3180.759964 = -2065213.849166 nChanged 12 SP:Iteration 39Q (409.081387 sec): 3 clusters Score: Raw -2068395.699177 + Penalty 3180.759964 = -2065214.939213 nChanged 19 SP:Iteration 40F (409.165380 sec): 3 clusters Score: Raw -2068397.643133 + Penalty 3180.759964 = -2065216.883169 nChanged 19 SP:Iteration 41Q (409.244728 sec): 3 clusters Score: Raw -2068399.096917 + Penalty 3180.759964 = -2065218.336952 nChanged 12 SP:Iteration 42Q (409.321529 sec): 3 clusters Score: Raw -2068400.041423 + Penalty 3180.759964 = -2065219.281459 nChanged 18 SP:Iteration 43Q (409.392547 sec): 3 clusters Score: Raw -2068401.633270 + Penalty 3180.759964 = -2065220.873306 nChanged 20 SP:Iteration 44Q (409.480197 sec): 3 clusters Score: Raw -2068403.086661 + Penalty 3180.759964 = -2065222.326697 nChanged 14 SP:Iteration 45Q (409.558023 sec): 3 clusters Score: Raw -2068404.226902 + Penalty 3180.759964 = -2065223.466937 nChanged 14 SP:Iteration 46Q (409.642533 sec): 3 clusters Score: Raw -2068404.944185 + Penalty 3180.759964 = -2065224.184221 nChanged 8 SP:Iteration 47Q (409.722358 sec): 3 clusters Score: Raw -2068405.515976 + Penalty 3180.759964 = -2065224.756012 nChanged 16 SP:Iteration 48Q (409.802310 sec): 3 clusters Score: Raw -2068406.568420 + Penalty 3180.759964 = -2065225.808456 nChanged 12 SP:Iteration 49Q (409.877533 sec): 3 clusters Score: Raw -2068407.346146 + Penalty 3180.759964 = -2065226.586182 nChanged 14 SP:Iteration 50Q (409.954800 sec): 3 clusters Score: Raw -2068408.216730 + Penalty 3180.759964 = -2065227.456766 nChanged 10 SP:Iteration 51Q (410.032861 sec): 3 clusters Score: Raw -2068408.941182 + Penalty 3180.759964 = -2065228.181218 nChanged 10 SP:Iteration 52Q (410.111143 sec): 3 clusters Score: Raw -2068409.701821 + Penalty 3180.759964 = -2065228.941856 nChanged 14 SP:Iteration 53Q (410.188088 sec): 3 clusters Score: Raw -2068410.450714 + Penalty 3180.759964 = -2065229.690749 nChanged 10 SP:Iteration 54Q (410.266035 sec): 3 clusters Score: Raw -2068411.129724 + Penalty 3180.759964 = -2065230.369760 nChanged 11 SP:Iteration 55Q (410.343929 sec): 3 clusters Score: Raw -2068411.822345 + Penalty 3180.759964 = -2065231.062381 nChanged 15 SP:Iteration 56Q (410.408759 sec): 3 clusters Score: Raw -2068412.703194 + Penalty 3180.759964 = -2065231.943230 nChanged 14 SP:Iteration 57Q (410.487341 sec): 3 clusters Score: Raw -2068413.566850 + Penalty 3180.759964 = -2065232.806886 nChanged 10 SP:Iteration 58Q (410.565870 sec): 3 clusters Score: Raw -2068414.221617 + Penalty 3180.759964 = -2065233.461653 nChanged 12 SP:Iteration 59Q (410.643686 sec): 3 clusters Score: Raw -2068415.169176 + Penalty 3180.759964 = -2065234.409212 nChanged 15 SP:Iteration 60F (410.725103 sec): 3 clusters Score: Raw -2068415.942528 + Penalty 3180.759964 = -2065235.182564 nChanged 13 SP:Iteration 61Q (410.818170 sec): 3 clusters Score: Raw -2068416.675849 + Penalty 3180.759964 = -2065235.915884 nChanged 11 SP:Iteration 62Q (410.898261 sec): 3 clusters Score: Raw -2068417.357274 + Penalty 3180.759964 = -2065236.597310 nChanged 12 SP:Iteration 63Q (410.970155 sec): 3 clusters Score: Raw -2068418.199190 + Penalty 3180.759964 = -2065237.439226 nChanged 15 SP:Iteration 64Q (411.061261 sec): 3 clusters Score: Raw -2068419.056242 + Penalty 3180.759964 = -2065238.296278 nChanged 11 SP:Iteration 65Q (411.136974 sec): 3 clusters Score: Raw -2068419.825801 + Penalty 3180.759964 = -2065239.065837 nChanged 8 SP:Iteration 66Q (411.214526 sec): 3 clusters Score: Raw -2068420.192860 + Penalty 3180.759964 = -2065239.432896 nChanged 6 SP:Iteration 67Q (411.292545 sec): 3 clusters Score: Raw -2068420.479602 + Penalty 3180.759964 = -2065239.719638 nChanged 4 SP:Iteration 68Q (411.369350 sec): 3 clusters Score: Raw -2068420.691991 + Penalty 3180.759964 = -2065239.932026 nChanged 5 SP:Iteration 69Q (411.447691 sec): 3 clusters Score: Raw -2068420.858582 + Penalty 3180.759964 = -2065240.098618 nChanged 7 SP:Iteration 70Q (411.524993 sec): 3 clusters Score: Raw -2068421.210992 + Penalty 3180.759964 = -2065240.451027 nChanged 7 SP:Iteration 71Q (411.603152 sec): 3 clusters Score: Raw -2068421.571340 + Penalty 3180.759964 = -2065240.811375 nChanged 2 SP:Iteration 72Q (411.680854 sec): 3 clusters Score: Raw -2068421.699407 + Penalty 3180.759964 = -2065240.939442 nChanged 2 SP:Iteration 73Q (411.759134 sec): 3 clusters Score: Raw -2068421.844251 + Penalty 3180.759964 = -2065241.084287 nChanged 6 SP:Iteration 74Q (411.834442 sec): 3 clusters Score: Raw -2068422.067181 + Penalty 3180.759964 = -2065241.307217 nChanged 7 SP:Iteration 75Q (411.915517 sec): 3 clusters Score: Raw -2068422.664250 + Penalty 3180.759964 = -2065241.904285 nChanged 5 SP:Iteration 76Q (411.995553 sec): 3 clusters Score: Raw -2068422.879485 + Penalty 3180.759964 = -2065242.119521 nChanged 4 SP:Iteration 77Q (412.079576 sec): 3 clusters Score: Raw -2068423.083901 + Penalty 3180.759964 = -2065242.323936 nChanged 3 SP:Iteration 78Q (412.157946 sec): 3 clusters Score: Raw -2068423.365332 + Penalty 3180.759964 = -2065242.605368 nChanged 2 SP:Iteration 79Q (412.237408 sec): 3 clusters Score: Raw -2068423.453670 + Penalty 3180.759964 = -2065242.693706 nChanged 1 SP:Iteration 80F (412.316594 sec): 3 clusters Score: Raw -2068423.496842 + Penalty 3180.759964 = -2065242.736878 nChanged 4 SP:Iteration 81Q (412.396477 sec): 3 clusters Score: Raw -2068423.805432 + Penalty 3180.759964 = -2065243.045468 nChanged 6 SP:Iteration 82Q (412.476834 sec): 3 clusters Score: Raw -2068424.239301 + Penalty 3180.759964 = -2065243.479337 nChanged 5 SP:Iteration 83Q (412.562645 sec): 3 clusters Score: Raw -2068424.655235 + Penalty 3180.759964 = -2065243.895271 nChanged 4 SP:Iteration 84Q (412.639451 sec): 3 clusters Score: Raw -2068424.927175 + Penalty 3180.759964 = -2065244.167211 nChanged 6 SP:Iteration 85Q (412.715708 sec): 3 clusters Score: Raw -2068425.630718 + Penalty 3180.759964 = -2065244.870753 nChanged 14 SP:Iteration 86Q (412.793727 sec): 3 clusters Score: Raw -2068426.609460 + Penalty 3180.759964 = -2065245.849496 nChanged 20 SP:Iteration 87Q (412.871024 sec): 3 clusters Score: Raw -2068428.211466 + Penalty 3180.759964 = -2065247.451502 nChanged 12 SP:Iteration 88Q (412.948964 sec): 3 clusters Score: Raw -2068428.963993 + Penalty 3180.759964 = -2065248.204029 nChanged 7 SP:Iteration 89Q (413.024800 sec): 3 clusters Score: Raw -2068429.660660 + Penalty 3180.759964 = -2065248.900696 nChanged 6 SP:Iteration 90Q (413.108196 sec): 3 clusters Score: Raw -2068430.096993 + Penalty 3180.759964 = -2065249.337029 nChanged 6 SP:Iteration 91Q (413.187770 sec): 3 clusters Score: Raw -2068430.597548 + Penalty 3180.759964 = -2065249.837584 nChanged 5 SP:Iteration 92Q (413.270260 sec): 3 clusters Score: Raw -2068430.889053 + Penalty 3180.759964 = -2065250.129088 nChanged 8 SP:Iteration 93Q (413.351769 sec): 3 clusters Score: Raw -2068431.398324 + Penalty 3180.759964 = -2065250.638360 nChanged 10 SP:Iteration 94Q (413.427591 sec): 3 clusters Score: Raw -2068432.261063 + Penalty 3180.759964 = -2065251.501099 nChanged 11 SP:Iteration 95Q (413.506274 sec): 3 clusters Score: Raw -2068433.073232 + Penalty 3180.759964 = -2065252.313268 nChanged 15 SP:Iteration 96Q (413.584507 sec): 3 clusters Score: Raw -2068434.362758 + Penalty 3180.759964 = -2065253.602794 nChanged 19 SP:Iteration 97Q (413.663226 sec): 3 clusters Score: Raw -2068435.286949 + Penalty 3180.759964 = -2065254.526984 nChanged 7 SP:Iteration 98Q (413.740972 sec): 3 clusters Score: Raw -2068435.615476 + Penalty 3180.759964 = -2065254.855512 nChanged 6 SP:Iteration 99Q (413.817247 sec): 3 clusters Score: Raw -2068435.905949 + Penalty 3180.759964 = -2065255.145985 nChanged 5 SP:Iteration 100F (413.898227 sec): 3 clusters Score: Raw -2068436.162214 + Penalty 3180.759964 = -2065255.402250 nChanged 6 SP:Iteration 101Q (413.975162 sec): 3 clusters Score: Raw -2068436.565391 + Penalty 3180.759964 = -2065255.805427 nChanged 10 SP:Iteration 102Q (414.052864 sec): 3 clusters Score: Raw -2068437.091489 + Penalty 3180.759964 = -2065256.331525 nChanged 8 SP:Iteration 103Q (414.117088 sec): 3 clusters Score: Raw -2068437.512739 + Penalty 3180.759964 = -2065256.752774 nChanged 7 SP:Iteration 104Q (414.206084 sec): 3 clusters Score: Raw -2068437.978402 + Penalty 3180.759964 = -2065257.218438 nChanged 6 SP:Iteration 105Q (414.283354 sec): 3 clusters Score: Raw -2068438.458050 + Penalty 3180.759964 = -2065257.698086 nChanged 9 SP:Iteration 106Q (414.358353 sec): 3 clusters Score: Raw -2068439.117368 + Penalty 3180.759964 = -2065258.357403 nChanged 10 SP:Iteration 107Q (414.430002 sec): 3 clusters Score: Raw -2068439.817299 + Penalty 3180.759964 = -2065259.057335 nChanged 7 SP:Iteration 108Q (414.514469 sec): 3 clusters Score: Raw -2068440.165100 + Penalty 3180.759964 = -2065259.405136 nChanged 4 SP:Iteration 109Q (414.582084 sec): 3 clusters Score: Raw -2068440.380454 + Penalty 3180.759964 = -2065259.620490 nChanged 3 SP:Iteration 110Q (414.672154 sec): 3 clusters Score: Raw -2068440.554189 + Penalty 3180.759964 = -2065259.794225 nChanged 3 SP:Iteration 111Q (414.753723 sec): 3 clusters Score: Raw -2068440.676622 + Penalty 3180.759964 = -2065259.916657 nChanged 1 SP:Iteration 112Q (414.834410 sec): 3 clusters Score: Raw -2068440.771191 + Penalty 3180.759964 = -2065260.011227 nChanged 3 SP:Iteration 113Q (414.913372 sec): 3 clusters Score: Raw -2068440.916893 + Penalty 3180.759964 = -2065260.156929 nChanged 3 SP:Iteration 114Q (414.989217 sec): 3 clusters Score: Raw -2068441.060107 + Penalty 3180.759964 = -2065260.300142 nChanged 3 SP:Iteration 115Q (415.067114 sec): 3 clusters Score: Raw -2068441.283164 + Penalty 3180.759964 = -2065260.523200 nChanged 7 SP:Iteration 116Q (415.146174 sec): 3 clusters Score: Raw -2068441.756002 + Penalty 3180.759964 = -2065260.996038 nChanged 8 SP:Iteration 117Q (415.227052 sec): 3 clusters Score: Raw -2068442.352834 + Penalty 3180.759964 = -2065261.592870 nChanged 6 SP:Iteration 118Q (415.303841 sec): 3 clusters Score: Raw -2068442.569516 + Penalty 3180.759964 = -2065261.809552 nChanged 3 SP:Iteration 119Q (415.384700 sec): 3 clusters Score: Raw -2068442.702938 + Penalty 3180.759964 = -2065261.942974 nChanged 3 SP:Iteration 120F (415.464704 sec): 3 clusters Score: Raw -2068442.824507 + Penalty 3180.759964 = -2065262.064543 nChanged 5 SP:Iteration 121Q (415.540646 sec): 3 clusters Score: Raw -2068443.032944 + Penalty 3180.759964 = -2065262.272980 nChanged 3 SP:Iteration 122Q (415.605838 sec): 3 clusters Score: Raw -2068443.343225 + Penalty 3180.759964 = -2065262.583261 nChanged 1 SP:Iteration 123Q (415.665715 sec): 3 clusters Score: Raw -2068443.436019 + Penalty 3180.759964 = -2065262.676054 nChanged 1 SP:Iteration 124Q (415.737399 sec): 3 clusters Score: Raw -2068443.558192 + Penalty 3180.759964 = -2065262.798228 nChanged 4 SP:Iteration 125Q (415.816985 sec): 3 clusters Score: Raw -2068443.765427 + Penalty 3180.759964 = -2065263.005463 nChanged 4 SP:Iteration 126Q (415.889523 sec): 3 clusters Score: Raw -2068444.056490 + Penalty 3180.759964 = -2065263.296525 nChanged 4 SP:Iteration 127Q (415.969692 sec): 3 clusters Score: Raw -2068444.178846 + Penalty 3180.759964 = -2065263.418882 nChanged 3 SP:Iteration 128Q (416.052240 sec): 3 clusters Score: Raw -2068444.308454 + Penalty 3180.759964 = -2065263.548490 nChanged 2 SP:Iteration 129Q (416.122396 sec): 3 clusters Score: Raw -2068444.362673 + Penalty 3180.759964 = -2065263.602708 nChanged 1 SP:Iteration 130Q (416.187686 sec): 3 clusters Score: Raw -2068444.377648 + Penalty 3180.759964 = -2065263.617684 nChanged 0 SP:Iteration 131F (416.267066 sec): 3 clusters Score: Raw -2068444.377648 + Penalty 3180.759964 = -2065263.617684 nChanged 0 Iteration 20F (429.780988 sec): 30 clusters Score: Raw -86521707.607835 + Penalty 63763.882782 = -86457943.725053 nChanged 26042 Iteration 21Q (435.010918 sec): 30 clusters Score: Raw -86533468.919493 + Penalty 63763.882782 = -86469705.036711 nChanged 13406 Iteration 22Q (440.171289 sec): 30 clusters Score: Raw -86539033.794565 + Penalty 63763.882782 = -86475269.911784 nChanged 9842 Iteration 23Q (444.965985 sec): 30 clusters Score: Raw -86542564.718515 + Penalty 63763.882782 = -86478800.835733 nChanged 7832 Iteration 24Q (449.594006 sec): 30 clusters Score: Raw -86544889.944542 + Penalty 63763.882782 = -86481126.061761 nChanged 6283 Iteration 25Q (454.652101 sec): 30 clusters Score: Raw -86546470.116919 + Penalty 63763.882782 = -86482706.234137 nChanged 5284 Iteration 26Q (459.444405 sec): 30 clusters Score: Raw -86547646.637348 + Penalty 63763.882782 = -86483882.754566 nChanged 4423 Iteration 27Q (464.298581 sec): 30 clusters Score: Raw -86548524.492102 + Penalty 63763.882782 = -86484760.609320 nChanged 3882 Iteration 28Q (469.271624 sec): 30 clusters Score: Raw -86549273.336532 + Penalty 63763.882782 = -86485509.453750 nChanged 3430 Iteration 29Q (474.039358 sec): 30 clusters Score: Raw -86549920.189759 + Penalty 63763.882782 = -86486156.306977 nChanged 3029 Iteration 30Q (478.747048 sec): 30 clusters Score: Raw -86550472.499084 + Penalty 63763.882782 = -86486708.616302 nChanged 2679 Iteration 31Q (483.216833 sec): 30 clusters Score: Raw -86551000.868276 + Penalty 63763.882782 = -86487236.985494 nChanged 2420 Iteration 32Q (487.836980 sec): 30 clusters Score: Raw -86551421.413591 + Penalty 63763.882782 = -86487657.530809 nChanged 2173 Iteration 33Q (492.493376 sec): 30 clusters Score: Raw -86551756.980883 + Penalty 63763.882782 = -86487993.098101 nChanged 1882 Iteration 34Q (497.615892 sec): 30 clusters Score: Raw -86552005.837188 + Penalty 63763.882782 = -86488241.954406 nChanged 1647 Iteration 35Q (502.880886 sec): 30 clusters Score: Raw -86552223.149591 + Penalty 63763.882782 = -86488459.266810 nChanged 1479 Iteration 36Q (507.824489 sec): 30 clusters Score: Raw -86552415.601993 + Penalty 63763.882782 = -86488651.719211 nChanged 1374 Iteration 37Q (512.557159 sec): 30 clusters Score: Raw -86552584.779069 + Penalty 63763.882782 = -86488820.896287 nChanged 1278 Iteration 38Q (517.464007 sec): 30 clusters Score: Raw -86552732.795437 + Penalty 63763.882782 = -86488968.912655 nChanged 1165 Iteration 39Q (522.115820 sec): 30 clusters Score: Raw -86552850.596820 + Penalty 63763.882782 = -86489086.714039 nChanged 1014 Iteration 40F (535.434729 sec): 30 clusters Score: Raw -86553213.660460 + Penalty 63763.882782 = -86489449.777678 nChanged 1237 Iteration 41Q (540.324965 sec): 30 clusters Score: Raw -86553444.064275 + Penalty 63763.882782 = -86489680.181494 nChanged 1343 Iteration 42Q (545.162266 sec): 30 clusters Score: Raw -86553634.772928 + Penalty 63763.882782 = -86489870.890147 nChanged 1273 Iteration 43Q (549.748522 sec): 30 clusters Score: Raw -86553827.805066 + Penalty 63763.882782 = -86490063.922284 nChanged 1264 Iteration 44Q (554.723896 sec): 30 clusters Score: Raw -86554035.964298 + Penalty 63763.882782 = -86490272.081517 nChanged 1225 Iteration 45Q (559.312907 sec): 30 clusters Score: Raw -86554212.879390 + Penalty 63763.882782 = -86490448.996608 nChanged 1084 Iteration 46Q (564.185676 sec): 30 clusters Score: Raw -86554366.181027 + Penalty 63763.882782 = -86490602.298246 nChanged 975 Iteration 47Q (568.730838 sec): 30 clusters Score: Raw -86554505.990413 + Penalty 63763.882782 = -86490742.107631 nChanged 996 Iteration 48Q (574.030704 sec): 30 clusters Score: Raw -86554632.767373 + Penalty 63763.882782 = -86490868.884591 nChanged 912 Iteration 49Q (579.012000 sec): 30 clusters Score: Raw -86554750.555159 + Penalty 63763.882782 = -86490986.672378 nChanged 869 Iteration 50Q (584.432498 sec): 30 clusters Score: Raw -86554864.047144 + Penalty 63763.882782 = -86491100.164362 nChanged 822 Iteration 51Q (589.149379 sec): 30 clusters Score: Raw -86554971.598144 + Penalty 63763.882782 = -86491207.715362 nChanged 802 Iteration 52Q (594.200583 sec): 30 clusters Score: Raw -86555077.614108 + Penalty 63763.882782 = -86491313.731326 nChanged 821 Iteration 53Q (599.067731 sec): 30 clusters Score: Raw -86555182.511303 + Penalty 63763.882782 = -86491418.628521 nChanged 795 Iteration 54Q (603.785680 sec): 30 clusters Score: Raw -86555304.125433 + Penalty 63763.882782 = -86491540.242651 nChanged 789 Iteration 55Q (608.727126 sec): 30 clusters Score: Raw -86555417.341568 + Penalty 63763.882782 = -86491653.458786 nChanged 757 Iteration 56Q (613.639882 sec): 30 clusters Score: Raw -86555528.358804 + Penalty 63763.882782 = -86491764.476022 nChanged 819 Iteration 57Q (618.573914 sec): 30 clusters Score: Raw -86555647.128881 + Penalty 63763.882782 = -86491883.246099 nChanged 828 Iteration 58Q (623.658986 sec): 30 clusters Score: Raw -86555760.414029 + Penalty 63763.882782 = -86491996.531247 nChanged 789 Writing temp clu file Because OldScore, -86491883.246099, is greater than current (better) Score,-86491996.531247 Compute initial score before splitting: Score: Raw -86555760.414029 + Penalty 63763.882782 = -86491996.531247 Trying to split cluster 1 (3530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (623.957604 sec): 2 clusters Score: Raw -373769.054543 + Penalty 1327.471137 = -372441.583406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (623.998713 sec): 3 clusters Score: Raw -372082.503634 + Penalty 2654.942274 = -369427.561360 nChanged 1346 SP:Iteration 1F (624.049999 sec): 3 clusters Score: Raw -372889.159438 + Penalty 2654.942274 = -370234.217164 nChanged 338 SP:Iteration 2F (624.116618 sec): 3 clusters Score: Raw -373200.173721 + Penalty 2654.942274 = -370545.231447 nChanged 244 SP:Iteration 3F (624.170146 sec): 3 clusters Score: Raw -373483.400080 + Penalty 2654.942274 = -370828.457806 nChanged 215 SP:Iteration 4F (624.221827 sec): 3 clusters Score: Raw -373659.584056 + Penalty 2654.942274 = -371004.641782 nChanged 177 SP:Iteration 5F (624.273794 sec): 3 clusters Score: Raw -373788.557763 + Penalty 2654.942274 = -371133.615490 nChanged 130 SP:Iteration 6Q (624.317616 sec): 3 clusters Score: Raw -373880.554991 + Penalty 2654.942274 = -371225.612717 nChanged 113 SP:Iteration 7Q (624.383132 sec): 3 clusters Score: Raw -373954.048559 + Penalty 2654.942274 = -371299.106286 nChanged 102 SP:Iteration 8Q (624.430598 sec): 3 clusters Score: Raw -374020.828049 + Penalty 2654.942274 = -371365.885775 nChanged 88 SP:Iteration 9Q (624.493958 sec): 3 clusters Score: Raw -374073.977472 + Penalty 2654.942274 = -371419.035199 nChanged 69 SP:Iteration 10Q (624.552463 sec): 3 clusters Score: Raw -374118.316737 + Penalty 2654.942274 = -371463.374464 nChanged 60 SP:Iteration 11Q (624.598041 sec): 3 clusters Score: Raw -374155.263393 + Penalty 2654.942274 = -371500.321119 nChanged 39 SP:Iteration 12Q (624.657034 sec): 3 clusters Score: Raw -374174.104093 + Penalty 2654.942274 = -371519.161819 nChanged 32 SP:Iteration 13Q (624.706873 sec): 3 clusters Score: Raw -374186.635000 + Penalty 2654.942274 = -371531.692726 nChanged 17 SP:Iteration 14Q (624.766688 sec): 3 clusters Score: Raw -374191.754434 + Penalty 2654.942274 = -371536.812161 nChanged 9 SP:Iteration 15Q (624.822659 sec): 3 clusters Score: Raw -374196.014728 + Penalty 2654.942274 = -371541.072455 nChanged 9 SP:Iteration 16Q (624.864729 sec): 3 clusters Score: Raw -374199.904402 + Penalty 2654.942274 = -371544.962128 nChanged 12 SP:Iteration 17Q (624.926891 sec): 3 clusters Score: Raw -374204.614482 + Penalty 2654.942274 = -371549.672209 nChanged 6 SP:Iteration 18Q (624.973577 sec): 3 clusters Score: Raw -374206.202754 + Penalty 2654.942274 = -371551.260481 nChanged 5 SP:Iteration 19Q (625.031109 sec): 3 clusters Score: Raw -374208.486769 + Penalty 2654.942274 = -371553.544496 nChanged 13 SP:Iteration 20F (625.075164 sec): 3 clusters Score: Raw -374216.070024 + Penalty 2654.942274 = -371561.127750 nChanged 15 SP:Iteration 21Q (625.135047 sec): 3 clusters Score: Raw -374232.503277 + Penalty 2654.942274 = -371577.561003 nChanged 21 SP:Iteration 22Q (625.174370 sec): 3 clusters Score: Raw -374252.182748 + Penalty 2654.942274 = -371597.240474 nChanged 26 SP:Iteration 23Q (625.224268 sec): 3 clusters Score: Raw -374268.821214 + Penalty 2654.942274 = -371613.878941 nChanged 32 SP:Iteration 24Q (625.276553 sec): 3 clusters Score: Raw -374287.662518 + Penalty 2654.942274 = -371632.720245 nChanged 26 SP:Iteration 25Q (625.342924 sec): 3 clusters Score: Raw -374305.883677 + Penalty 2654.942274 = -371650.941403 nChanged 30 SP:Iteration 26Q (625.385371 sec): 3 clusters Score: Raw -374326.818359 + Penalty 2654.942274 = -371671.876085 nChanged 23 SP:Iteration 27Q (625.449693 sec): 3 clusters Score: Raw -374346.748090 + Penalty 2654.942274 = -371691.805817 nChanged 28 SP:Iteration 28Q (625.503201 sec): 3 clusters Score: Raw -374370.217882 + Penalty 2654.942274 = -371715.275608 nChanged 31 SP:Iteration 29Q (625.544091 sec): 3 clusters Score: Raw -374389.035145 + Penalty 2654.942274 = -371734.092871 nChanged 21 SP:Iteration 30Q (625.608600 sec): 3 clusters Score: Raw -374397.927012 + Penalty 2654.942274 = -371742.984739 nChanged 18 SP:Iteration 31Q (625.658142 sec): 3 clusters Score: Raw -374409.198922 + Penalty 2654.942274 = -371754.256648 nChanged 15 SP:Iteration 32Q (625.703816 sec): 3 clusters Score: Raw -374418.449599 + Penalty 2654.942274 = -371763.507325 nChanged 11 SP:Iteration 33Q (625.762435 sec): 3 clusters Score: Raw -374426.048919 + Penalty 2654.942274 = -371771.106645 nChanged 13 SP:Iteration 34Q (625.817913 sec): 3 clusters Score: Raw -374433.875642 + Penalty 2654.942274 = -371778.933368 nChanged 14 SP:Iteration 35Q (625.858131 sec): 3 clusters Score: Raw -374442.016767 + Penalty 2654.942274 = -371787.074493 nChanged 18 SP:Iteration 36Q (625.919919 sec): 3 clusters Score: Raw -374453.251171 + Penalty 2654.942274 = -371798.308897 nChanged 15 SP:Iteration 37Q (625.958148 sec): 3 clusters Score: Raw -374462.340515 + Penalty 2654.942274 = -371807.398242 nChanged 9 SP:Iteration 38Q (626.019512 sec): 3 clusters Score: Raw -374465.772710 + Penalty 2654.942274 = -371810.830436 nChanged 5 SP:Iteration 39Q (626.073937 sec): 3 clusters Score: Raw -374469.043354 + Penalty 2654.942274 = -371814.101080 nChanged 4 SP:Iteration 40F (626.130451 sec): 3 clusters Score: Raw -374470.154502 + Penalty 2654.942274 = -371815.212228 nChanged 2 SP:Iteration 41Q (626.173817 sec): 3 clusters Score: Raw -374470.998990 + Penalty 2654.942274 = -371816.056716 nChanged 4 SP:Iteration 42Q (626.237136 sec): 3 clusters Score: Raw -374473.544964 + Penalty 2654.942274 = -371818.602690 nChanged 4 SP:Iteration 43Q (626.284261 sec): 3 clusters Score: Raw -374475.024990 + Penalty 2654.942274 = -371820.082717 nChanged 3 SP:Iteration 44Q (626.337183 sec): 3 clusters Score: Raw -374476.046248 + Penalty 2654.942274 = -371821.103975 nChanged 3 SP:Iteration 45Q (626.388309 sec): 3 clusters Score: Raw -374477.137532 + Penalty 2654.942274 = -371822.195258 nChanged 1 SP:Iteration 46Q (626.453324 sec): 3 clusters Score: Raw -374478.116481 + Penalty 2654.942274 = -371823.174207 nChanged 1 SP:Iteration 47Q (626.492806 sec): 3 clusters Score: Raw -374478.799605 + Penalty 2654.942274 = -371823.857331 nChanged 1 SP:Iteration 48Q (626.550889 sec): 3 clusters Score: Raw -374479.090442 + Penalty 2654.942274 = -371824.148169 nChanged 2 SP:Iteration 49Q (626.610348 sec): 3 clusters Score: Raw -374479.788528 + Penalty 2654.942274 = -371824.846254 nChanged 2 SP:Iteration 50Q (626.664056 sec): 3 clusters Score: Raw -374481.602378 + Penalty 2654.942274 = -371826.660105 nChanged 3 SP:Iteration 51Q (626.712656 sec): 3 clusters Score: Raw -374483.060120 + Penalty 2654.942274 = -371828.117846 nChanged 2 SP:Iteration 52Q (626.765884 sec): 3 clusters Score: Raw -374483.347261 + Penalty 2654.942274 = -371828.404987 nChanged 1 SP:Iteration 53Q (626.819684 sec): 3 clusters Score: Raw -374483.656622 + Penalty 2654.942274 = -371828.714349 nChanged 0 SP:Iteration 54F (626.875433 sec): 3 clusters Score: Raw -374483.656622 + Penalty 2654.942274 = -371828.714349 nChanged 0 Trying to split cluster 2 (28718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (626.943596 sec): 2 clusters Score: Raw -3431773.474768 + Penalty 1668.107900 = -3430105.366868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (627.026309 sec): 3 clusters Score: Raw -3414017.242071 + Penalty 3336.215799 = -3410681.026271 nChanged 13120 SP:Iteration 1F (627.123556 sec): 3 clusters Score: Raw -3421650.045776 + Penalty 3336.215799 = -3418313.829976 nChanged 1459 SP:Iteration 2F (627.226947 sec): 3 clusters Score: Raw -3422228.027119 + Penalty 3336.215799 = -3418891.811320 nChanged 1434 SP:Iteration 3Q (627.320862 sec): 3 clusters Score: Raw -3422864.912362 + Penalty 3336.215799 = -3419528.696563 nChanged 1488 SP:Iteration 4F (627.426351 sec): 3 clusters Score: Raw -3423661.131601 + Penalty 3336.215799 = -3420324.915802 nChanged 1551 SP:Iteration 5F (627.513421 sec): 3 clusters Score: Raw -3424621.186956 + Penalty 3336.215799 = -3421284.971157 nChanged 1703 SP:Iteration 6F (627.615761 sec): 3 clusters Score: Raw -3425794.106128 + Penalty 3336.215799 = -3422457.890329 nChanged 1752 SP:Iteration 7F (627.704940 sec): 3 clusters Score: Raw -3426987.501903 + Penalty 3336.215799 = -3423651.286103 nChanged 1576 SP:Iteration 8F (627.820595 sec): 3 clusters Score: Raw -3428028.788642 + Penalty 3336.215799 = -3424692.572843 nChanged 1301 SP:Iteration 9Q (627.914152 sec): 3 clusters Score: Raw -3428746.831201 + Penalty 3336.215799 = -3425410.615401 nChanged 1006 SP:Iteration 10Q (628.009431 sec): 3 clusters Score: Raw -3429171.418616 + Penalty 3336.215799 = -3425835.202816 nChanged 712 SP:Iteration 11Q (628.094442 sec): 3 clusters Score: Raw -3429423.801986 + Penalty 3336.215799 = -3426087.586186 nChanged 561 SP:Iteration 12Q (628.196129 sec): 3 clusters Score: Raw -3429619.565652 + Penalty 3336.215799 = -3426283.349853 nChanged 509 SP:Iteration 13Q (628.305368 sec): 3 clusters Score: Raw -3429796.676222 + Penalty 3336.215799 = -3426460.460423 nChanged 486 SP:Iteration 14Q (628.406556 sec): 3 clusters Score: Raw -3429958.391674 + Penalty 3336.215799 = -3426622.175874 nChanged 436 SP:Iteration 15Q (628.510788 sec): 3 clusters Score: Raw -3430095.262655 + Penalty 3336.215799 = -3426759.046856 nChanged 447 SP:Iteration 16Q (628.594918 sec): 3 clusters Score: Raw -3430248.435915 + Penalty 3336.215799 = -3426912.220115 nChanged 450 SP:Iteration 17Q (628.701760 sec): 3 clusters Score: Raw -3430410.223973 + Penalty 3336.215799 = -3427074.008174 nChanged 448 SP:Iteration 18Q (628.802850 sec): 3 clusters Score: Raw -3430557.672282 + Penalty 3336.215799 = -3427221.456482 nChanged 441 SP:Iteration 19Q (628.891042 sec): 3 clusters Score: Raw -3430699.187753 + Penalty 3336.215799 = -3427362.971954 nChanged 407 SP:Iteration 20F (628.988701 sec): 3 clusters Score: Raw -3430823.728975 + Penalty 3336.215799 = -3427487.513176 nChanged 371 SP:Iteration 21Q (629.089888 sec): 3 clusters Score: Raw -3430931.315033 + Penalty 3336.215799 = -3427595.099234 nChanged 339 SP:Iteration 22Q (629.172747 sec): 3 clusters Score: Raw -3431030.327753 + Penalty 3336.215799 = -3427694.111953 nChanged 324 SP:Iteration 23Q (629.266038 sec): 3 clusters Score: Raw -3431115.005936 + Penalty 3336.215799 = -3427778.790136 nChanged 299 SP:Iteration 24Q (629.358622 sec): 3 clusters Score: Raw -3431191.141273 + Penalty 3336.215799 = -3427854.925473 nChanged 285 SP:Iteration 25Q (629.450740 sec): 3 clusters Score: Raw -3431264.287094 + Penalty 3336.215799 = -3427928.071295 nChanged 258 SP:Iteration 26Q (629.559288 sec): 3 clusters Score: Raw -3431329.589941 + Penalty 3336.215799 = -3427993.374142 nChanged 272 SP:Iteration 27Q (629.654392 sec): 3 clusters Score: Raw -3431399.208394 + Penalty 3336.215799 = -3428062.992595 nChanged 250 SP:Iteration 28Q (629.747513 sec): 3 clusters Score: Raw -3431460.293635 + Penalty 3336.215799 = -3428124.077835 nChanged 231 SP:Iteration 29Q (629.842101 sec): 3 clusters Score: Raw -3431511.907269 + Penalty 3336.215799 = -3428175.691469 nChanged 224 SP:Iteration 30Q (629.937701 sec): 3 clusters Score: Raw -3431557.968505 + Penalty 3336.215799 = -3428221.752705 nChanged 224 SP:Iteration 31Q (630.032128 sec): 3 clusters Score: Raw -3431605.490438 + Penalty 3336.215799 = -3428269.274639 nChanged 181 SP:Iteration 32Q (630.117784 sec): 3 clusters Score: Raw -3431638.338276 + Penalty 3336.215799 = -3428302.122477 nChanged 175 SP:Iteration 33Q (630.212052 sec): 3 clusters Score: Raw -3431671.385755 + Penalty 3336.215799 = -3428335.169956 nChanged 180 SP:Iteration 34Q (630.301352 sec): 3 clusters Score: Raw -3431702.687094 + Penalty 3336.215799 = -3428366.471295 nChanged 163 SP:Iteration 35Q (630.393324 sec): 3 clusters Score: Raw -3431733.619395 + Penalty 3336.215799 = -3428397.403596 nChanged 164 SP:Iteration 36Q (630.474572 sec): 3 clusters Score: Raw -3431762.538439 + Penalty 3336.215799 = -3428426.322640 nChanged 172 SP:Iteration 37Q (630.569977 sec): 3 clusters Score: Raw -3431790.958183 + Penalty 3336.215799 = -3428454.742383 nChanged 176 SP:Iteration 38Q (630.668358 sec): 3 clusters Score: Raw -3431819.326758 + Penalty 3336.215799 = -3428483.110958 nChanged 169 SP:Iteration 39Q (630.763664 sec): 3 clusters Score: Raw -3431846.699994 + Penalty 3336.215799 = -3428510.484195 nChanged 149 SP:Iteration 40F (630.855781 sec): 3 clusters Score: Raw -3431868.774900 + Penalty 3336.215799 = -3428532.559100 nChanged 134 SP:Iteration 41Q (630.942675 sec): 3 clusters Score: Raw -3431887.213900 + Penalty 3336.215799 = -3428550.998101 nChanged 109 SP:Iteration 42Q (631.037546 sec): 3 clusters Score: Raw -3431904.264105 + Penalty 3336.215799 = -3428568.048305 nChanged 122 SP:Iteration 43Q (631.120513 sec): 3 clusters Score: Raw -3431921.337065 + Penalty 3336.215799 = -3428585.121265 nChanged 115 SP:Iteration 44Q (631.216479 sec): 3 clusters Score: Raw -3431935.592641 + Penalty 3336.215799 = -3428599.376842 nChanged 104 SP:Iteration 45Q (631.312141 sec): 3 clusters Score: Raw -3431950.400261 + Penalty 3336.215799 = -3428614.184461 nChanged 114 SP:Iteration 46Q (631.402808 sec): 3 clusters Score: Raw -3431967.530638 + Penalty 3336.215799 = -3428631.314838 nChanged 104 SP:Iteration 47Q (631.493537 sec): 3 clusters Score: Raw -3431983.025839 + Penalty 3336.215799 = -3428646.810040 nChanged 106 SP:Iteration 48Q (631.581365 sec): 3 clusters Score: Raw -3431998.866553 + Penalty 3336.215799 = -3428662.650754 nChanged 116 SP:Iteration 49Q (631.674495 sec): 3 clusters Score: Raw -3432017.281059 + Penalty 3336.215799 = -3428681.065260 nChanged 97 SP:Iteration 50Q (631.763122 sec): 3 clusters Score: Raw -3432030.671123 + Penalty 3336.215799 = -3428694.455323 nChanged 90 SP:Iteration 51Q (631.855839 sec): 3 clusters Score: Raw -3432042.291834 + Penalty 3336.215799 = -3428706.076035 nChanged 87 SP:Iteration 52Q (631.936008 sec): 3 clusters Score: Raw -3432051.982711 + Penalty 3336.215799 = -3428715.766912 nChanged 78 SP:Iteration 53Q (632.038952 sec): 3 clusters Score: Raw -3432062.169284 + Penalty 3336.215799 = -3428725.953485 nChanged 64 SP:Iteration 54Q (632.132114 sec): 3 clusters Score: Raw -3432069.636509 + Penalty 3336.215799 = -3428733.420710 nChanged 71 SP:Iteration 55Q (632.219950 sec): 3 clusters Score: Raw -3432080.096589 + Penalty 3336.215799 = -3428743.880790 nChanged 75 SP:Iteration 56Q (632.311523 sec): 3 clusters Score: Raw -3432091.624246 + Penalty 3336.215799 = -3428755.408447 nChanged 83 SP:Iteration 57Q (632.404261 sec): 3 clusters Score: Raw -3432104.588092 + Penalty 3336.215799 = -3428768.372293 nChanged 79 SP:Iteration 58Q (632.504388 sec): 3 clusters Score: Raw -3432116.244380 + Penalty 3336.215799 = -3428780.028581 nChanged 78 SP:Iteration 59Q (632.594678 sec): 3 clusters Score: Raw -3432125.836175 + Penalty 3336.215799 = -3428789.620376 nChanged 72 SP:Iteration 60F (632.691500 sec): 3 clusters Score: Raw -3432134.527346 + Penalty 3336.215799 = -3428798.311547 nChanged 63 SP:Iteration 61Q (632.780603 sec): 3 clusters Score: Raw -3432141.234950 + Penalty 3336.215799 = -3428805.019150 nChanged 60 SP:Iteration 62Q (632.870589 sec): 3 clusters Score: Raw -3432147.592170 + Penalty 3336.215799 = -3428811.376370 nChanged 56 SP:Iteration 63Q (632.959618 sec): 3 clusters Score: Raw -3432152.318430 + Penalty 3336.215799 = -3428816.102631 nChanged 40 SP:Iteration 64Q (633.039515 sec): 3 clusters Score: Raw -3432155.522483 + Penalty 3336.215799 = -3428819.306683 nChanged 36 SP:Iteration 65Q (633.139529 sec): 3 clusters Score: Raw -3432158.516250 + Penalty 3336.215799 = -3428822.300450 nChanged 32 SP:Iteration 66Q (633.228822 sec): 3 clusters Score: Raw -3432160.856849 + Penalty 3336.215799 = -3428824.641049 nChanged 34 SP:Iteration 67Q (633.320988 sec): 3 clusters Score: Raw -3432163.804830 + Penalty 3336.215799 = -3428827.589031 nChanged 29 SP:Iteration 68Q (633.418156 sec): 3 clusters Score: Raw -3432165.755866 + Penalty 3336.215799 = -3428829.540067 nChanged 32 SP:Iteration 69Q (633.507081 sec): 3 clusters Score: Raw -3432168.158888 + Penalty 3336.215799 = -3428831.943089 nChanged 38 SP:Iteration 70Q (633.596698 sec): 3 clusters Score: Raw -3432171.448719 + Penalty 3336.215799 = -3428835.232920 nChanged 36 SP:Iteration 71Q (633.681566 sec): 3 clusters Score: Raw -3432174.487383 + Penalty 3336.215799 = -3428838.271584 nChanged 33 SP:Iteration 72Q (633.773105 sec): 3 clusters Score: Raw -3432177.469287 + Penalty 3336.215799 = -3428841.253487 nChanged 27 SP:Iteration 73Q (633.861826 sec): 3 clusters Score: Raw -3432179.646131 + Penalty 3336.215799 = -3428843.430331 nChanged 30 SP:Iteration 74Q (633.952407 sec): 3 clusters Score: Raw -3432182.183005 + Penalty 3336.215799 = -3428845.967205 nChanged 35 SP:Iteration 75Q (634.043452 sec): 3 clusters Score: Raw -3432184.886318 + Penalty 3336.215799 = -3428848.670518 nChanged 27 SP:Iteration 76Q (634.134944 sec): 3 clusters Score: Raw -3432186.877458 + Penalty 3336.215799 = -3428850.661658 nChanged 24 SP:Iteration 77Q (634.223461 sec): 3 clusters Score: Raw -3432188.601495 + Penalty 3336.215799 = -3428852.385696 nChanged 24 SP:Iteration 78Q (634.300067 sec): 3 clusters Score: Raw -3432190.754199 + Penalty 3336.215799 = -3428854.538399 nChanged 27 SP:Iteration 79Q (634.396672 sec): 3 clusters Score: Raw -3432193.211262 + Penalty 3336.215799 = -3428856.995463 nChanged 32 SP:Iteration 80F (634.496757 sec): 3 clusters Score: Raw -3432196.274706 + Penalty 3336.215799 = -3428860.058907 nChanged 25 SP:Iteration 81Q (634.590005 sec): 3 clusters Score: Raw -3432198.832400 + Penalty 3336.215799 = -3428862.616600 nChanged 25 SP:Iteration 82Q (634.675773 sec): 3 clusters Score: Raw -3432201.035789 + Penalty 3336.215799 = -3428864.819989 nChanged 24 SP:Iteration 83Q (634.765981 sec): 3 clusters Score: Raw -3432202.938349 + Penalty 3336.215799 = -3428866.722550 nChanged 24 SP:Iteration 84Q (634.856902 sec): 3 clusters Score: Raw -3432205.085932 + Penalty 3336.215799 = -3428868.870133 nChanged 27 SP:Iteration 85Q (634.947593 sec): 3 clusters Score: Raw -3432207.267706 + Penalty 3336.215799 = -3428871.051906 nChanged 17 SP:Iteration 86Q (635.027407 sec): 3 clusters Score: Raw -3432208.457401 + Penalty 3336.215799 = -3428872.241602 nChanged 13 SP:Iteration 87Q (635.127499 sec): 3 clusters Score: Raw -3432209.331294 + Penalty 3336.215799 = -3428873.115495 nChanged 13 SP:Iteration 88Q (635.230790 sec): 3 clusters Score: Raw -3432210.150834 + Penalty 3336.215799 = -3428873.935034 nChanged 16 SP:Iteration 89Q (635.322125 sec): 3 clusters Score: Raw -3432211.335445 + Penalty 3336.215799 = -3428875.119646 nChanged 16 SP:Iteration 90Q (635.417991 sec): 3 clusters Score: Raw -3432212.841521 + Penalty 3336.215799 = -3428876.625721 nChanged 22 SP:Iteration 91Q (635.514064 sec): 3 clusters Score: Raw -3432214.410711 + Penalty 3336.215799 = -3428878.194912 nChanged 16 SP:Iteration 92Q (635.611543 sec): 3 clusters Score: Raw -3432215.908425 + Penalty 3336.215799 = -3428879.692625 nChanged 20 SP:Iteration 93Q (635.705402 sec): 3 clusters Score: Raw -3432217.584397 + Penalty 3336.215799 = -3428881.368597 nChanged 17 SP:Iteration 94Q (635.793111 sec): 3 clusters Score: Raw -3432218.712900 + Penalty 3336.215799 = -3428882.497101 nChanged 14 SP:Iteration 95Q (635.885024 sec): 3 clusters Score: Raw -3432219.776278 + Penalty 3336.215799 = -3428883.560478 nChanged 15 SP:Iteration 96Q (635.977040 sec): 3 clusters Score: Raw -3432221.132118 + Penalty 3336.215799 = -3428884.916319 nChanged 15 SP:Iteration 97Q (636.068316 sec): 3 clusters Score: Raw -3432222.275296 + Penalty 3336.215799 = -3428886.059496 nChanged 22 SP:Iteration 98Q (636.159605 sec): 3 clusters Score: Raw -3432224.637793 + Penalty 3336.215799 = -3428888.421993 nChanged 26 SP:Iteration 99Q (636.252825 sec): 3 clusters Score: Raw -3432226.618140 + Penalty 3336.215799 = -3428890.402340 nChanged 22 SP:Iteration 100F (636.348227 sec): 3 clusters Score: Raw -3432228.796417 + Penalty 3336.215799 = -3428892.580618 nChanged 27 SP:Iteration 101Q (636.435736 sec): 3 clusters Score: Raw -3432231.423111 + Penalty 3336.215799 = -3428895.207312 nChanged 27 SP:Iteration 102Q (636.523656 sec): 3 clusters Score: Raw -3432234.306525 + Penalty 3336.215799 = -3428898.090726 nChanged 28 SP:Iteration 103Q (636.610741 sec): 3 clusters Score: Raw -3432237.653608 + Penalty 3336.215799 = -3428901.437809 nChanged 33 SP:Iteration 104Q (636.699041 sec): 3 clusters Score: Raw -3432241.279680 + Penalty 3336.215799 = -3428905.063881 nChanged 41 SP:Iteration 105Q (636.787453 sec): 3 clusters Score: Raw -3432245.988195 + Penalty 3336.215799 = -3428909.772396 nChanged 41 SP:Iteration 106Q (636.874094 sec): 3 clusters Score: Raw -3432250.774634 + Penalty 3336.215799 = -3428914.558835 nChanged 38 SP:Iteration 107Q (636.964136 sec): 3 clusters Score: Raw -3432255.415858 + Penalty 3336.215799 = -3428919.200059 nChanged 47 SP:Iteration 108Q (637.052466 sec): 3 clusters Score: Raw -3432260.916170 + Penalty 3336.215799 = -3428924.700370 nChanged 42 SP:Iteration 109Q (637.140198 sec): 3 clusters Score: Raw -3432265.834367 + Penalty 3336.215799 = -3428929.618568 nChanged 48 SP:Iteration 110Q (637.228162 sec): 3 clusters Score: Raw -3432271.467979 + Penalty 3336.215799 = -3428935.252179 nChanged 43 SP:Iteration 111Q (637.318066 sec): 3 clusters Score: Raw -3432278.117207 + Penalty 3336.215799 = -3428941.901408 nChanged 46 SP:Iteration 112Q (637.391721 sec): 3 clusters Score: Raw -3432284.991995 + Penalty 3336.215799 = -3428948.776195 nChanged 43 SP:Iteration 113Q (637.489332 sec): 3 clusters Score: Raw -3432291.747197 + Penalty 3336.215799 = -3428955.531398 nChanged 36 SP:Iteration 114Q (637.562963 sec): 3 clusters Score: Raw -3432297.158443 + Penalty 3336.215799 = -3428960.942643 nChanged 42 SP:Iteration 115Q (637.663775 sec): 3 clusters Score: Raw -3432303.432720 + Penalty 3336.215799 = -3428967.216921 nChanged 42 SP:Iteration 116Q (637.751333 sec): 3 clusters Score: Raw -3432309.506858 + Penalty 3336.215799 = -3428973.291059 nChanged 43 SP:Iteration 117Q (637.845669 sec): 3 clusters Score: Raw -3432315.810885 + Penalty 3336.215799 = -3428979.595085 nChanged 53 SP:Iteration 118Q (637.940091 sec): 3 clusters Score: Raw -3432322.378207 + Penalty 3336.215799 = -3428986.162408 nChanged 37 SP:Iteration 119Q (638.018116 sec): 3 clusters Score: Raw -3432327.454219 + Penalty 3336.215799 = -3428991.238420 nChanged 34 SP:Iteration 120F (638.125877 sec): 3 clusters Score: Raw -3432330.982299 + Penalty 3336.215799 = -3428994.766500 nChanged 26 SP:Iteration 121Q (638.218159 sec): 3 clusters Score: Raw -3432333.708279 + Penalty 3336.215799 = -3428997.492480 nChanged 28 SP:Iteration 122Q (638.301154 sec): 3 clusters Score: Raw -3432337.021471 + Penalty 3336.215799 = -3429000.805672 nChanged 26 SP:Iteration 123Q (638.395997 sec): 3 clusters Score: Raw -3432339.539985 + Penalty 3336.215799 = -3429003.324185 nChanged 21 SP:Iteration 124Q (638.492125 sec): 3 clusters Score: Raw -3432342.091179 + Penalty 3336.215799 = -3429005.875380 nChanged 29 SP:Iteration 125Q (638.582485 sec): 3 clusters Score: Raw -3432346.314399 + Penalty 3336.215799 = -3429010.098600 nChanged 29 SP:Iteration 126Q (638.673543 sec): 3 clusters Score: Raw -3432350.806267 + Penalty 3336.215799 = -3429014.590468 nChanged 26 SP:Iteration 127Q (638.764293 sec): 3 clusters Score: Raw -3432354.032587 + Penalty 3336.215799 = -3429017.816787 nChanged 27 SP:Iteration 128Q (638.852399 sec): 3 clusters Score: Raw -3432357.614709 + Penalty 3336.215799 = -3429021.398909 nChanged 36 SP:Iteration 129Q (638.941801 sec): 3 clusters Score: Raw -3432362.646730 + Penalty 3336.215799 = -3429026.430931 nChanged 37 SP:Iteration 130Q (639.028341 sec): 3 clusters Score: Raw -3432367.745071 + Penalty 3336.215799 = -3429031.529271 nChanged 38 SP:Iteration 131Q (639.116707 sec): 3 clusters Score: Raw -3432374.071855 + Penalty 3336.215799 = -3429037.856055 nChanged 41 SP:Iteration 132Q (639.208338 sec): 3 clusters Score: Raw -3432380.084543 + Penalty 3336.215799 = -3429043.868744 nChanged 40 SP:Iteration 133Q (639.297711 sec): 3 clusters Score: Raw -3432385.508217 + Penalty 3336.215799 = -3429049.292418 nChanged 43 SP:Iteration 134Q (639.384733 sec): 3 clusters Score: Raw -3432391.848568 + Penalty 3336.215799 = -3429055.632769 nChanged 30 SP:Iteration 135Q (639.478542 sec): 3 clusters Score: Raw -3432395.668662 + Penalty 3336.215799 = -3429059.452862 nChanged 33 SP:Iteration 136Q (639.566652 sec): 3 clusters Score: Raw -3432399.779076 + Penalty 3336.215799 = -3429063.563276 nChanged 31 SP:Iteration 137Q (639.657938 sec): 3 clusters Score: Raw -3432403.718940 + Penalty 3336.215799 = -3429067.503141 nChanged 24 SP:Iteration 138Q (639.750416 sec): 3 clusters Score: Raw -3432407.254599 + Penalty 3336.215799 = -3429071.038799 nChanged 22 SP:Iteration 139Q (639.834069 sec): 3 clusters Score: Raw -3432409.971041 + Penalty 3336.215799 = -3429073.755242 nChanged 23 SP:Iteration 140F (639.925654 sec): 3 clusters Score: Raw -3432413.093493 + Penalty 3336.215799 = -3429076.877694 nChanged 26 SP:Iteration 141Q (640.015364 sec): 3 clusters Score: Raw -3432416.162188 + Penalty 3336.215799 = -3429079.946388 nChanged 22 SP:Iteration 142Q (640.104013 sec): 3 clusters Score: Raw -3432418.289426 + Penalty 3336.215799 = -3429082.073626 nChanged 22 SP:Iteration 143Q (640.194376 sec): 3 clusters Score: Raw -3432421.136671 + Penalty 3336.215799 = -3429084.920872 nChanged 27 SP:Iteration 144Q (640.283946 sec): 3 clusters Score: Raw -3432424.394797 + Penalty 3336.215799 = -3429088.178997 nChanged 21 SP:Iteration 145Q (640.387035 sec): 3 clusters Score: Raw -3432426.612120 + Penalty 3336.215799 = -3429090.396321 nChanged 11 SP:Iteration 146Q (640.473897 sec): 3 clusters Score: Raw -3432427.690404 + Penalty 3336.215799 = -3429091.474605 nChanged 10 SP:Iteration 147Q (640.563307 sec): 3 clusters Score: Raw -3432428.590146 + Penalty 3336.215799 = -3429092.374347 nChanged 11 SP:Iteration 148Q (640.653341 sec): 3 clusters Score: Raw -3432429.674765 + Penalty 3336.215799 = -3429093.458965 nChanged 12 SP:Iteration 149Q (640.741670 sec): 3 clusters Score: Raw -3432430.482072 + Penalty 3336.215799 = -3429094.266273 nChanged 8 SP:Iteration 150Q (640.831045 sec): 3 clusters Score: Raw -3432431.046977 + Penalty 3336.215799 = -3429094.831177 nChanged 3 SP:Iteration 151Q (640.918048 sec): 3 clusters Score: Raw -3432431.344141 + Penalty 3336.215799 = -3429095.128341 nChanged 1 SP:Iteration 152Q (641.006032 sec): 3 clusters Score: Raw -3432431.410069 + Penalty 3336.215799 = -3429095.194270 nChanged 0 SP:Iteration 153F (641.108370 sec): 3 clusters Score: Raw -3432431.410069 + Penalty 3336.215799 = -3429095.194270 nChanged 0 Trying to split cluster 3 (5783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (641.148656 sec): 2 clusters Score: Raw -657353.204245 + Penalty 1407.685152 = -655945.519093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (641.202886 sec): 3 clusters Score: Raw -654398.020622 + Penalty 2815.370304 = -651582.650318 nChanged 2314 SP:Iteration 1F (641.267040 sec): 3 clusters Score: Raw -655751.438276 + Penalty 2815.370304 = -652936.067972 nChanged 422 SP:Iteration 2F (641.321946 sec): 3 clusters Score: Raw -656011.999803 + Penalty 2815.370304 = -653196.629499 nChanged 340 SP:Iteration 3F (641.380241 sec): 3 clusters Score: Raw -656258.131012 + Penalty 2815.370304 = -653442.760708 nChanged 302 SP:Iteration 4F (641.424179 sec): 3 clusters Score: Raw -656483.852965 + Penalty 2815.370304 = -653668.482661 nChanged 310 SP:Iteration 5F (641.482331 sec): 3 clusters Score: Raw -656695.546445 + Penalty 2815.370304 = -653880.176141 nChanged 275 SP:Iteration 6Q (641.548780 sec): 3 clusters Score: Raw -656875.010137 + Penalty 2815.370304 = -654059.639833 nChanged 234 SP:Iteration 7Q (641.605300 sec): 3 clusters Score: Raw -657052.422578 + Penalty 2815.370304 = -654237.052274 nChanged 230 SP:Iteration 8Q (641.660831 sec): 3 clusters Score: Raw -657219.578996 + Penalty 2815.370304 = -654404.208692 nChanged 217 SP:Iteration 9Q (641.709084 sec): 3 clusters Score: Raw -657384.073177 + Penalty 2815.370304 = -654568.702873 nChanged 196 SP:Iteration 10Q (641.765192 sec): 3 clusters Score: Raw -657552.826391 + Penalty 2815.370304 = -654737.456087 nChanged 176 SP:Iteration 11Q (641.821774 sec): 3 clusters Score: Raw -657692.462980 + Penalty 2815.370304 = -654877.092676 nChanged 151 SP:Iteration 12Q (641.875413 sec): 3 clusters Score: Raw -657804.142126 + Penalty 2815.370304 = -654988.771822 nChanged 130 SP:Iteration 13Q (641.940406 sec): 3 clusters Score: Raw -657893.078116 + Penalty 2815.370304 = -655077.707812 nChanged 102 SP:Iteration 14Q (641.986441 sec): 3 clusters Score: Raw -657952.251199 + Penalty 2815.370304 = -655136.880895 nChanged 84 SP:Iteration 15Q (642.056061 sec): 3 clusters Score: Raw -657996.645678 + Penalty 2815.370304 = -655181.275375 nChanged 61 SP:Iteration 16Q (642.113805 sec): 3 clusters Score: Raw -658025.993743 + Penalty 2815.370304 = -655210.623439 nChanged 50 SP:Iteration 17Q (642.168477 sec): 3 clusters Score: Raw -658043.889362 + Penalty 2815.370304 = -655228.519059 nChanged 23 SP:Iteration 18Q (642.219214 sec): 3 clusters Score: Raw -658049.629172 + Penalty 2815.370304 = -655234.258868 nChanged 11 SP:Iteration 19Q (642.277418 sec): 3 clusters Score: Raw -658051.316566 + Penalty 2815.370304 = -655235.946262 nChanged 5 SP:Iteration 20F (642.335149 sec): 3 clusters Score: Raw -658052.133498 + Penalty 2815.370304 = -655236.763194 nChanged 4 SP:Iteration 21Q (642.392242 sec): 3 clusters Score: Raw -658053.022709 + Penalty 2815.370304 = -655237.652405 nChanged 4 SP:Iteration 22Q (642.448815 sec): 3 clusters Score: Raw -658053.789236 + Penalty 2815.370304 = -655238.418932 nChanged 6 SP:Iteration 23Q (642.513588 sec): 3 clusters Score: Raw -658055.258999 + Penalty 2815.370304 = -655239.888695 nChanged 5 SP:Iteration 24Q (642.570240 sec): 3 clusters Score: Raw -658056.178142 + Penalty 2815.370304 = -655240.807838 nChanged 5 SP:Iteration 25Q (642.626005 sec): 3 clusters Score: Raw -658057.089155 + Penalty 2815.370304 = -655241.718851 nChanged 2 SP:Iteration 26Q (642.671792 sec): 3 clusters Score: Raw -658057.302022 + Penalty 2815.370304 = -655241.931718 nChanged 3 SP:Iteration 27Q (642.728298 sec): 3 clusters Score: Raw -658057.542634 + Penalty 2815.370304 = -655242.172330 nChanged 1 SP:Iteration 28Q (642.796500 sec): 3 clusters Score: Raw -658058.005073 + Penalty 2815.370304 = -655242.634769 nChanged 1 SP:Iteration 29Q (642.849495 sec): 3 clusters Score: Raw -658058.212891 + Penalty 2815.370304 = -655242.842587 nChanged 0 SP:Iteration 30F (642.898749 sec): 3 clusters Score: Raw -658058.212891 + Penalty 2815.370304 = -655242.842587 nChanged 0 Trying to split cluster 4 (17145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (642.958693 sec): 2 clusters Score: Raw -2011062.000907 + Penalty 1584.287553 = -2009477.713354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (643.032838 sec): 3 clusters Score: Raw -2000832.464673 + Penalty 3168.575106 = -1997663.889567 nChanged 7633 SP:Iteration 1F (643.110748 sec): 3 clusters Score: Raw -2005030.163266 + Penalty 3168.575106 = -2001861.588159 nChanged 999 SP:Iteration 2F (643.187471 sec): 3 clusters Score: Raw -2005472.100595 + Penalty 3168.575106 = -2002303.525488 nChanged 926 SP:Iteration 3F (643.261479 sec): 3 clusters Score: Raw -2005906.347732 + Penalty 3168.575106 = -2002737.772626 nChanged 930 SP:Iteration 4F (643.328325 sec): 3 clusters Score: Raw -2006356.545280 + Penalty 3168.575106 = -2003187.970174 nChanged 984 SP:Iteration 5F (643.415329 sec): 3 clusters Score: Raw -2006868.045093 + Penalty 3168.575106 = -2003699.469987 nChanged 973 SP:Iteration 6F (643.492332 sec): 3 clusters Score: Raw -2007394.247089 + Penalty 3168.575106 = -2004225.671983 nChanged 935 SP:Iteration 7F (643.570842 sec): 3 clusters Score: Raw -2007888.555206 + Penalty 3168.575106 = -2004719.980100 nChanged 819 SP:Iteration 8Q (643.641124 sec): 3 clusters Score: Raw -2008286.659632 + Penalty 3168.575106 = -2005118.084526 nChanged 691 SP:Iteration 9Q (643.725067 sec): 3 clusters Score: Raw -2008567.498754 + Penalty 3168.575106 = -2005398.923648 nChanged 566 SP:Iteration 10Q (643.808890 sec): 3 clusters Score: Raw -2008763.893712 + Penalty 3168.575106 = -2005595.318606 nChanged 428 SP:Iteration 11Q (643.875018 sec): 3 clusters Score: Raw -2008913.960222 + Penalty 3168.575106 = -2005745.385116 nChanged 377 SP:Iteration 12Q (643.964609 sec): 3 clusters Score: Raw -2009046.495516 + Penalty 3168.575106 = -2005877.920410 nChanged 395 SP:Iteration 13Q (644.043009 sec): 3 clusters Score: Raw -2009201.075863 + Penalty 3168.575106 = -2006032.500757 nChanged 381 SP:Iteration 14Q (644.120838 sec): 3 clusters Score: Raw -2009350.329108 + Penalty 3168.575106 = -2006181.754002 nChanged 392 SP:Iteration 15Q (644.195594 sec): 3 clusters Score: Raw -2009520.474802 + Penalty 3168.575106 = -2006351.899695 nChanged 385 SP:Iteration 16Q (644.266305 sec): 3 clusters Score: Raw -2009693.483745 + Penalty 3168.575106 = -2006524.908639 nChanged 406 SP:Iteration 17Q (644.343822 sec): 3 clusters Score: Raw -2009875.486572 + Penalty 3168.575106 = -2006706.911466 nChanged 384 SP:Iteration 18Q (644.412314 sec): 3 clusters Score: Raw -2010065.452364 + Penalty 3168.575106 = -2006896.877258 nChanged 373 SP:Iteration 19Q (644.489370 sec): 3 clusters Score: Raw -2010262.223810 + Penalty 3168.575106 = -2007093.648704 nChanged 331 SP:Iteration 20F (644.574166 sec): 3 clusters Score: Raw -2010441.801032 + Penalty 3168.575106 = -2007273.225926 nChanged 287 SP:Iteration 21Q (644.648818 sec): 3 clusters Score: Raw -2010607.577046 + Penalty 3168.575106 = -2007439.001940 nChanged 269 SP:Iteration 22Q (644.712637 sec): 3 clusters Score: Raw -2010779.127848 + Penalty 3168.575106 = -2007610.552742 nChanged 213 SP:Iteration 23Q (644.795864 sec): 3 clusters Score: Raw -2010912.311057 + Penalty 3168.575106 = -2007743.735951 nChanged 168 SP:Iteration 24Q (644.860972 sec): 3 clusters Score: Raw -2011032.697013 + Penalty 3168.575106 = -2007864.121907 nChanged 134 SP:Iteration 25Q (644.942116 sec): 3 clusters Score: Raw -2011127.305000 + Penalty 3168.575106 = -2007958.729894 nChanged 104 SP:Iteration 26Q (645.013580 sec): 3 clusters Score: Raw -2011202.186475 + Penalty 3168.575106 = -2008033.611369 nChanged 77 SP:Iteration 27Q (645.088104 sec): 3 clusters Score: Raw -2011251.275824 + Penalty 3168.575106 = -2008082.700718 nChanged 52 SP:Iteration 28Q (645.159446 sec): 3 clusters Score: Raw -2011286.447884 + Penalty 3168.575106 = -2008117.872778 nChanged 41 SP:Iteration 29Q (645.218463 sec): 3 clusters Score: Raw -2011311.897383 + Penalty 3168.575106 = -2008143.322277 nChanged 31 SP:Iteration 30Q (645.309032 sec): 3 clusters Score: Raw -2011331.365243 + Penalty 3168.575106 = -2008162.790136 nChanged 13 SP:Iteration 31Q (645.374488 sec): 3 clusters Score: Raw -2011339.677672 + Penalty 3168.575106 = -2008171.102566 nChanged 12 SP:Iteration 32Q (645.452499 sec): 3 clusters Score: Raw -2011347.513309 + Penalty 3168.575106 = -2008178.938203 nChanged 11 SP:Iteration 33Q (645.525057 sec): 3 clusters Score: Raw -2011353.510247 + Penalty 3168.575106 = -2008184.935141 nChanged 7 SP:Iteration 34Q (645.603582 sec): 3 clusters Score: Raw -2011358.531546 + Penalty 3168.575106 = -2008189.956439 nChanged 6 SP:Iteration 35Q (645.683933 sec): 3 clusters Score: Raw -2011361.120935 + Penalty 3168.575106 = -2008192.545829 nChanged 1 SP:Iteration 36Q (645.748243 sec): 3 clusters Score: Raw -2011361.315998 + Penalty 3168.575106 = -2008192.740892 nChanged 0 SP:Iteration 37F (645.830434 sec): 3 clusters Score: Raw -2011361.315998 + Penalty 3168.575106 = -2008192.740892 nChanged 0 Trying to split cluster 5 (7101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (645.861375 sec): 2 clusters Score: Raw -784262.033643 + Penalty 1441.048521 = -782820.985123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (645.918993 sec): 3 clusters Score: Raw -780384.198266 + Penalty 2882.097042 = -777502.101224 nChanged 3002 SP:Iteration 1F (645.979997 sec): 3 clusters Score: Raw -782081.809829 + Penalty 2882.097042 = -779199.712787 nChanged 508 SP:Iteration 2F (646.036541 sec): 3 clusters Score: Raw -782351.899785 + Penalty 2882.097042 = -779469.802743 nChanged 398 SP:Iteration 3F (646.094848 sec): 3 clusters Score: Raw -782548.438141 + Penalty 2882.097042 = -779666.341099 nChanged 315 SP:Iteration 4Q (646.154272 sec): 3 clusters Score: Raw -782682.288300 + Penalty 2882.097042 = -779800.191259 nChanged 256 SP:Iteration 5Q (646.221666 sec): 3 clusters Score: Raw -782785.066243 + Penalty 2882.097042 = -779902.969201 nChanged 252 SP:Iteration 6Q (646.270757 sec): 3 clusters Score: Raw -782893.422551 + Penalty 2882.097042 = -780011.325509 nChanged 261 SP:Iteration 7Q (646.346119 sec): 3 clusters Score: Raw -783008.500275 + Penalty 2882.097042 = -780126.403233 nChanged 236 SP:Iteration 8Q (646.408556 sec): 3 clusters Score: Raw -783118.576131 + Penalty 2882.097042 = -780236.479089 nChanged 254 SP:Iteration 9Q (646.469603 sec): 3 clusters Score: Raw -783246.764609 + Penalty 2882.097042 = -780364.667567 nChanged 257 SP:Iteration 10Q (646.533422 sec): 3 clusters Score: Raw -783365.824281 + Penalty 2882.097042 = -780483.727239 nChanged 231 SP:Iteration 11Q (646.596964 sec): 3 clusters Score: Raw -783466.391277 + Penalty 2882.097042 = -780584.294235 nChanged 206 SP:Iteration 12Q (646.648348 sec): 3 clusters Score: Raw -783568.069998 + Penalty 2882.097042 = -780685.972956 nChanged 192 SP:Iteration 13Q (646.723801 sec): 3 clusters Score: Raw -783654.789433 + Penalty 2882.097042 = -780772.692391 nChanged 190 SP:Iteration 14Q (646.784037 sec): 3 clusters Score: Raw -783749.492024 + Penalty 2882.097042 = -780867.394982 nChanged 179 SP:Iteration 15Q (646.851075 sec): 3 clusters Score: Raw -783834.276718 + Penalty 2882.097042 = -780952.179677 nChanged 151 SP:Iteration 16Q (646.902576 sec): 3 clusters Score: Raw -783913.016816 + Penalty 2882.097042 = -781030.919774 nChanged 148 SP:Iteration 17Q (646.975641 sec): 3 clusters Score: Raw -783987.163864 + Penalty 2882.097042 = -781105.066822 nChanged 131 SP:Iteration 18Q (647.037734 sec): 3 clusters Score: Raw -784059.254182 + Penalty 2882.097042 = -781177.157140 nChanged 133 SP:Iteration 19Q (647.100282 sec): 3 clusters Score: Raw -784146.045334 + Penalty 2882.097042 = -781263.948292 nChanged 113 SP:Iteration 20F (647.149131 sec): 3 clusters Score: Raw -784221.491692 + Penalty 2882.097042 = -781339.394650 nChanged 87 SP:Iteration 21Q (647.223946 sec): 3 clusters Score: Raw -784272.898278 + Penalty 2882.097042 = -781390.801236 nChanged 81 SP:Iteration 22Q (647.272032 sec): 3 clusters Score: Raw -784326.399059 + Penalty 2882.097042 = -781444.302017 nChanged 79 SP:Iteration 23Q (647.333957 sec): 3 clusters Score: Raw -784382.357942 + Penalty 2882.097042 = -781500.260900 nChanged 78 SP:Iteration 24Q (647.406316 sec): 3 clusters Score: Raw -784436.422279 + Penalty 2882.097042 = -781554.325237 nChanged 79 SP:Iteration 25Q (647.465915 sec): 3 clusters Score: Raw -784500.548676 + Penalty 2882.097042 = -781618.451634 nChanged 60 SP:Iteration 26Q (647.513725 sec): 3 clusters Score: Raw -784544.602735 + Penalty 2882.097042 = -781662.505693 nChanged 60 SP:Iteration 27Q (647.578112 sec): 3 clusters Score: Raw -784584.742565 + Penalty 2882.097042 = -781702.645523 nChanged 60 SP:Iteration 28Q (647.643998 sec): 3 clusters Score: Raw -784644.032843 + Penalty 2882.097042 = -781761.935801 nChanged 62 SP:Iteration 29Q (647.703784 sec): 3 clusters Score: Raw -784708.793947 + Penalty 2882.097042 = -781826.696905 nChanged 57 SP:Iteration 30Q (647.763524 sec): 3 clusters Score: Raw -784766.301644 + Penalty 2882.097042 = -781884.204602 nChanged 55 SP:Iteration 31Q (647.819914 sec): 3 clusters Score: Raw -784815.208629 + Penalty 2882.097042 = -781933.111588 nChanged 55 SP:Iteration 32Q (647.866435 sec): 3 clusters Score: Raw -784874.706508 + Penalty 2882.097042 = -781992.609466 nChanged 50 SP:Iteration 33Q (647.932144 sec): 3 clusters Score: Raw -784912.541155 + Penalty 2882.097042 = -782030.444113 nChanged 43 SP:Iteration 34Q (647.990411 sec): 3 clusters Score: Raw -784950.334781 + Penalty 2882.097042 = -782068.237739 nChanged 37 SP:Iteration 35Q (648.053724 sec): 3 clusters Score: Raw -784972.033816 + Penalty 2882.097042 = -782089.936774 nChanged 29 SP:Iteration 36Q (648.110228 sec): 3 clusters Score: Raw -784990.086264 + Penalty 2882.097042 = -782107.989222 nChanged 24 SP:Iteration 37Q (648.171827 sec): 3 clusters Score: Raw -785006.762238 + Penalty 2882.097042 = -782124.665196 nChanged 28 SP:Iteration 38Q (648.237716 sec): 3 clusters Score: Raw -785020.445964 + Penalty 2882.097042 = -782138.348923 nChanged 24 SP:Iteration 39Q (648.301955 sec): 3 clusters Score: Raw -785031.714230 + Penalty 2882.097042 = -782149.617188 nChanged 18 SP:Iteration 40F (648.351619 sec): 3 clusters Score: Raw -785040.255602 + Penalty 2882.097042 = -782158.158560 nChanged 16 SP:Iteration 41Q (648.411436 sec): 3 clusters Score: Raw -785045.896783 + Penalty 2882.097042 = -782163.799742 nChanged 12 SP:Iteration 42Q (648.479220 sec): 3 clusters Score: Raw -785048.989453 + Penalty 2882.097042 = -782166.892411 nChanged 6 SP:Iteration 43Q (648.531821 sec): 3 clusters Score: Raw -785051.190216 + Penalty 2882.097042 = -782169.093174 nChanged 5 SP:Iteration 44Q (648.582790 sec): 3 clusters Score: Raw -785052.303609 + Penalty 2882.097042 = -782170.206567 nChanged 4 SP:Iteration 45Q (648.645096 sec): 3 clusters Score: Raw -785053.583028 + Penalty 2882.097042 = -782171.485987 nChanged 4 SP:Iteration 46Q (648.706574 sec): 3 clusters Score: Raw -785055.376418 + Penalty 2882.097042 = -782173.279376 nChanged 6 SP:Iteration 47Q (648.767242 sec): 3 clusters Score: Raw -785057.779021 + Penalty 2882.097042 = -782175.681980 nChanged 5 SP:Iteration 48Q (648.827884 sec): 3 clusters Score: Raw -785058.802263 + Penalty 2882.097042 = -782176.705221 nChanged 1 SP:Iteration 49Q (648.888849 sec): 3 clusters Score: Raw -785058.936155 + Penalty 2882.097042 = -782176.839113 nChanged 0 SP:Iteration 50F (648.950113 sec): 3 clusters Score: Raw -785058.936155 + Penalty 2882.097042 = -782176.839113 nChanged 0 Trying to split cluster 6 (4251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (648.981871 sec): 2 clusters Score: Raw -503613.040458 + Penalty 1357.672798 = -502255.367660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (649.038062 sec): 3 clusters Score: Raw -501449.909919 + Penalty 2715.345597 = -498734.564322 nChanged 1685 SP:Iteration 1F (649.092972 sec): 3 clusters Score: Raw -502383.920290 + Penalty 2715.345597 = -499668.574693 nChanged 326 SP:Iteration 2F (649.148946 sec): 3 clusters Score: Raw -502571.504250 + Penalty 2715.345597 = -499856.158654 nChanged 223 SP:Iteration 3F (649.204593 sec): 3 clusters Score: Raw -502673.107507 + Penalty 2715.345597 = -499957.761910 nChanged 166 SP:Iteration 4Q (649.272004 sec): 3 clusters Score: Raw -502750.584709 + Penalty 2715.345597 = -500035.239112 nChanged 137 SP:Iteration 5Q (649.323442 sec): 3 clusters Score: Raw -502825.471523 + Penalty 2715.345597 = -500110.125926 nChanged 132 SP:Iteration 6Q (649.370594 sec): 3 clusters Score: Raw -502906.395550 + Penalty 2715.345597 = -500191.049953 nChanged 161 SP:Iteration 7Q (649.439965 sec): 3 clusters Score: Raw -502996.683478 + Penalty 2715.345597 = -500281.337881 nChanged 137 SP:Iteration 8Q (649.482944 sec): 3 clusters Score: Raw -503067.289169 + Penalty 2715.345597 = -500351.943572 nChanged 109 SP:Iteration 9Q (649.542764 sec): 3 clusters Score: Raw -503121.575880 + Penalty 2715.345597 = -500406.230284 nChanged 99 SP:Iteration 10Q (649.594815 sec): 3 clusters Score: Raw -503187.851591 + Penalty 2715.345597 = -500472.505995 nChanged 126 SP:Iteration 11Q (649.657374 sec): 3 clusters Score: Raw -503253.575545 + Penalty 2715.345597 = -500538.229949 nChanged 118 SP:Iteration 12Q (649.719173 sec): 3 clusters Score: Raw -503320.910504 + Penalty 2715.345597 = -500605.564907 nChanged 120 SP:Iteration 13Q (649.768938 sec): 3 clusters Score: Raw -503402.188893 + Penalty 2715.345597 = -500686.843296 nChanged 126 SP:Iteration 14Q (649.830588 sec): 3 clusters Score: Raw -503499.806775 + Penalty 2715.345597 = -500784.461179 nChanged 116 SP:Iteration 15Q (649.876657 sec): 3 clusters Score: Raw -503579.733658 + Penalty 2715.345597 = -500864.388062 nChanged 107 SP:Iteration 16Q (649.937339 sec): 3 clusters Score: Raw -503665.897347 + Penalty 2715.345597 = -500950.551750 nChanged 110 SP:Iteration 17Q (649.989555 sec): 3 clusters Score: Raw -503751.114192 + Penalty 2715.345597 = -501035.768596 nChanged 106 SP:Iteration 18Q (650.045578 sec): 3 clusters Score: Raw -503836.842651 + Penalty 2715.345597 = -501121.497054 nChanged 112 SP:Iteration 19Q (650.105315 sec): 3 clusters Score: Raw -503909.625615 + Penalty 2715.345597 = -501194.280019 nChanged 86 SP:Iteration 20F (650.161370 sec): 3 clusters Score: Raw -503975.541030 + Penalty 2715.345597 = -501260.195433 nChanged 82 SP:Iteration 21Q (650.216781 sec): 3 clusters Score: Raw -504042.445616 + Penalty 2715.345597 = -501327.100019 nChanged 78 SP:Iteration 22Q (650.273722 sec): 3 clusters Score: Raw -504094.976181 + Penalty 2715.345597 = -501379.630584 nChanged 82 SP:Iteration 23Q (650.329988 sec): 3 clusters Score: Raw -504156.506725 + Penalty 2715.345597 = -501441.161128 nChanged 72 SP:Iteration 24Q (650.374264 sec): 3 clusters Score: Raw -504203.112304 + Penalty 2715.345597 = -501487.766707 nChanged 66 SP:Iteration 25Q (650.434680 sec): 3 clusters Score: Raw -504246.409090 + Penalty 2715.345597 = -501531.063494 nChanged 46 SP:Iteration 26Q (650.493158 sec): 3 clusters Score: Raw -504271.972428 + Penalty 2715.345597 = -501556.626832 nChanged 41 SP:Iteration 27Q (650.537154 sec): 3 clusters Score: Raw -504287.780616 + Penalty 2715.345597 = -501572.435019 nChanged 31 SP:Iteration 28Q (650.599058 sec): 3 clusters Score: Raw -504300.934763 + Penalty 2715.345597 = -501585.589166 nChanged 17 SP:Iteration 29Q (650.655837 sec): 3 clusters Score: Raw -504307.535176 + Penalty 2715.345597 = -501592.189580 nChanged 11 SP:Iteration 30Q (650.703411 sec): 3 clusters Score: Raw -504311.835433 + Penalty 2715.345597 = -501596.489836 nChanged 13 SP:Iteration 31Q (650.759389 sec): 3 clusters Score: Raw -504316.222962 + Penalty 2715.345597 = -501600.877365 nChanged 10 SP:Iteration 32Q (650.825039 sec): 3 clusters Score: Raw -504318.697463 + Penalty 2715.345597 = -501603.351866 nChanged 5 SP:Iteration 33Q (650.882306 sec): 3 clusters Score: Raw -504319.556757 + Penalty 2715.345597 = -501604.211160 nChanged 4 SP:Iteration 34Q (650.934578 sec): 3 clusters Score: Raw -504320.701920 + Penalty 2715.345597 = -501605.356323 nChanged 2 SP:Iteration 35Q (650.985568 sec): 3 clusters Score: Raw -504321.201322 + Penalty 2715.345597 = -501605.855725 nChanged 3 SP:Iteration 36Q (651.038779 sec): 3 clusters Score: Raw -504322.172645 + Penalty 2715.345597 = -501606.827048 nChanged 4 SP:Iteration 37Q (651.103179 sec): 3 clusters Score: Raw -504323.221672 + Penalty 2715.345597 = -501607.876075 nChanged 3 SP:Iteration 38Q (651.154600 sec): 3 clusters Score: Raw -504323.730564 + Penalty 2715.345597 = -501608.384967 nChanged 3 SP:Iteration 39Q (651.200991 sec): 3 clusters Score: Raw -504324.117427 + Penalty 2715.345597 = -501608.771830 nChanged 1 SP:Iteration 40F (651.256059 sec): 3 clusters Score: Raw -504324.783342 + Penalty 2715.345597 = -501609.437745 nChanged 2 SP:Iteration 41Q (651.309744 sec): 3 clusters Score: Raw -504325.482966 + Penalty 2715.345597 = -501610.137369 nChanged 2 SP:Iteration 42Q (651.372021 sec): 3 clusters Score: Raw -504326.001337 + Penalty 2715.345597 = -501610.655740 nChanged 3 SP:Iteration 43Q (651.412668 sec): 3 clusters Score: Raw -504326.841028 + Penalty 2715.345597 = -501611.495431 nChanged 5 SP:Iteration 44Q (651.474302 sec): 3 clusters Score: Raw -504328.007907 + Penalty 2715.345597 = -501612.662310 nChanged 2 SP:Iteration 45Q (651.512925 sec): 3 clusters Score: Raw -504328.519000 + Penalty 2715.345597 = -501613.173403 nChanged 2 SP:Iteration 46Q (651.562589 sec): 3 clusters Score: Raw -504329.026936 + Penalty 2715.345597 = -501613.681339 nChanged 3 SP:Iteration 47Q (651.612487 sec): 3 clusters Score: Raw -504329.829632 + Penalty 2715.345597 = -501614.484035 nChanged 0 SP:Iteration 48F (651.669996 sec): 3 clusters Score: Raw -504329.829632 + Penalty 2715.345597 = -501614.484035 nChanged 0 Trying to split cluster 7 (1200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (651.696759 sec): 2 clusters Score: Raw -128951.715154 + Penalty 1152.137486 = -127799.577668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (651.735150 sec): 3 clusters Score: Raw -128590.671501 + Penalty 2304.274972 = -126286.396530 nChanged 417 SP:Iteration 1F (651.779412 sec): 3 clusters Score: Raw -129022.569378 + Penalty 2304.274972 = -126718.294406 nChanged 146 SP:Iteration 2F (651.822480 sec): 3 clusters Score: Raw -129343.238198 + Penalty 2304.274972 = -127038.963227 nChanged 101 SP:Iteration 3F (651.871183 sec): 3 clusters Score: Raw -129562.656679 + Penalty 2304.274972 = -127258.381707 nChanged 64 SP:Iteration 4F (651.920199 sec): 3 clusters Score: Raw -129703.312290 + Penalty 2304.274972 = -127399.037319 nChanged 55 SP:Iteration 5Q (651.969851 sec): 3 clusters Score: Raw -129780.506138 + Penalty 2304.274972 = -127476.231167 nChanged 33 SP:Iteration 6Q (652.024036 sec): 3 clusters Score: Raw -129822.127220 + Penalty 2304.274972 = -127517.852248 nChanged 17 SP:Iteration 7Q (652.076169 sec): 3 clusters Score: Raw -129843.533662 + Penalty 2304.274972 = -127539.258691 nChanged 12 SP:Iteration 8Q (652.116265 sec): 3 clusters Score: Raw -129861.335833 + Penalty 2304.274972 = -127557.060861 nChanged 11 SP:Iteration 9Q (652.177359 sec): 3 clusters Score: Raw -129872.853415 + Penalty 2304.274972 = -127568.578443 nChanged 6 SP:Iteration 10Q (652.217666 sec): 3 clusters Score: Raw -129877.785516 + Penalty 2304.274972 = -127573.510545 nChanged 8 SP:Iteration 11Q (652.271054 sec): 3 clusters Score: Raw -129892.965036 + Penalty 2304.274972 = -127588.690064 nChanged 4 SP:Iteration 12Q (652.326865 sec): 3 clusters Score: Raw -129899.148364 + Penalty 2304.274972 = -127594.873393 nChanged 1 SP:Iteration 13Q (652.371694 sec): 3 clusters Score: Raw -129899.973552 + Penalty 2304.274972 = -127595.698581 nChanged 2 SP:Iteration 14Q (652.424375 sec): 3 clusters Score: Raw -129902.051248 + Penalty 2304.274972 = -127597.776276 nChanged 1 SP:Iteration 15Q (652.470661 sec): 3 clusters Score: Raw -129902.825521 + Penalty 2304.274972 = -127598.550550 nChanged 1 SP:Iteration 16Q (652.521944 sec): 3 clusters Score: Raw -129903.145725 + Penalty 2304.274972 = -127598.870754 nChanged 0 SP:Iteration 17F (652.575738 sec): 3 clusters Score: Raw -129905.532983 + Penalty 2304.274972 = -127601.258011 nChanged 1 SP:Iteration 18Q (652.618863 sec): 3 clusters Score: Raw -129939.462592 + Penalty 2304.274972 = -127635.187620 nChanged 7 SP:Iteration 19Q (652.665396 sec): 3 clusters Score: Raw -129945.727432 + Penalty 2304.274972 = -127641.452460 nChanged 8 SP:Iteration 20F (652.709425 sec): 3 clusters Score: Raw -129952.521006 + Penalty 2304.274972 = -127648.246034 nChanged 8 SP:Iteration 21Q (652.755083 sec): 3 clusters Score: Raw -129961.998403 + Penalty 2304.274972 = -127657.723431 nChanged 8 SP:Iteration 22Q (652.801678 sec): 3 clusters Score: Raw -129970.953210 + Penalty 2304.274972 = -127666.678238 nChanged 3 SP:Iteration 23Q (652.854247 sec): 3 clusters Score: Raw -129973.702431 + Penalty 2304.274972 = -127669.427460 nChanged 2 SP:Iteration 24Q (652.907377 sec): 3 clusters Score: Raw -129975.665643 + Penalty 2304.274972 = -127671.390671 nChanged 0 SP:Iteration 25F (652.958569 sec): 3 clusters Score: Raw -129975.665643 + Penalty 2304.274972 = -127671.390671 nChanged 0 Trying to split cluster 8 (3594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (652.990029 sec): 2 clusters Score: Raw -407644.747376 + Penalty 1330.390923 = -406314.356453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (653.046882 sec): 3 clusters Score: Raw -405928.994774 + Penalty 2660.781847 = -403268.212927 nChanged 1400 SP:Iteration 1F (653.102775 sec): 3 clusters Score: Raw -406861.135002 + Penalty 2660.781847 = -404200.353155 nChanged 298 SP:Iteration 2F (653.156250 sec): 3 clusters Score: Raw -407163.576757 + Penalty 2660.781847 = -404502.794910 nChanged 269 SP:Iteration 3F (653.210632 sec): 3 clusters Score: Raw -407452.911462 + Penalty 2660.781847 = -404792.129615 nChanged 221 SP:Iteration 4F (653.264621 sec): 3 clusters Score: Raw -407665.355104 + Penalty 2660.781847 = -405004.573257 nChanged 183 SP:Iteration 5F (653.321918 sec): 3 clusters Score: Raw -407850.659018 + Penalty 2660.781847 = -405189.877171 nChanged 174 SP:Iteration 6Q (653.379848 sec): 3 clusters Score: Raw -408035.936340 + Penalty 2660.781847 = -405375.154493 nChanged 175 SP:Iteration 7Q (653.433275 sec): 3 clusters Score: Raw -408224.649753 + Penalty 2660.781847 = -405563.867906 nChanged 151 SP:Iteration 8Q (653.490181 sec): 3 clusters Score: Raw -408409.901128 + Penalty 2660.781847 = -405749.119281 nChanged 144 SP:Iteration 9Q (653.544214 sec): 3 clusters Score: Raw -408631.460735 + Penalty 2660.781847 = -405970.678888 nChanged 131 SP:Iteration 10Q (653.604472 sec): 3 clusters Score: Raw -408865.573414 + Penalty 2660.781847 = -406204.791567 nChanged 120 SP:Iteration 11Q (653.648027 sec): 3 clusters Score: Raw -409095.177913 + Penalty 2660.781847 = -406434.396066 nChanged 106 SP:Iteration 12Q (653.709655 sec): 3 clusters Score: Raw -409227.721196 + Penalty 2660.781847 = -406566.939350 nChanged 71 SP:Iteration 13Q (653.767236 sec): 3 clusters Score: Raw -409288.704708 + Penalty 2660.781847 = -406627.922861 nChanged 46 SP:Iteration 14Q (653.812431 sec): 3 clusters Score: Raw -409322.452107 + Penalty 2660.781847 = -406661.670260 nChanged 38 SP:Iteration 15Q (653.872919 sec): 3 clusters Score: Raw -409346.067180 + Penalty 2660.781847 = -406685.285333 nChanged 33 SP:Iteration 16Q (653.927317 sec): 3 clusters Score: Raw -409366.402741 + Penalty 2660.781847 = -406705.620895 nChanged 33 SP:Iteration 17Q (653.965534 sec): 3 clusters Score: Raw -409387.841917 + Penalty 2660.781847 = -406727.060070 nChanged 29 SP:Iteration 18Q (654.024931 sec): 3 clusters Score: Raw -409404.859130 + Penalty 2660.781847 = -406744.077283 nChanged 18 SP:Iteration 19Q (654.077290 sec): 3 clusters Score: Raw -409413.514145 + Penalty 2660.781847 = -406752.732298 nChanged 14 SP:Iteration 20F (654.137922 sec): 3 clusters Score: Raw -409421.343450 + Penalty 2660.781847 = -406760.561603 nChanged 17 SP:Iteration 21Q (654.184912 sec): 3 clusters Score: Raw -409433.674472 + Penalty 2660.781847 = -406772.892625 nChanged 21 SP:Iteration 22Q (654.241692 sec): 3 clusters Score: Raw -409449.463377 + Penalty 2660.781847 = -406788.681530 nChanged 28 SP:Iteration 23Q (654.293109 sec): 3 clusters Score: Raw -409475.284232 + Penalty 2660.781847 = -406814.502385 nChanged 28 SP:Iteration 24Q (654.350904 sec): 3 clusters Score: Raw -409503.712376 + Penalty 2660.781847 = -406842.930529 nChanged 27 SP:Iteration 25Q (654.409100 sec): 3 clusters Score: Raw -409523.380220 + Penalty 2660.781847 = -406862.598373 nChanged 21 SP:Iteration 26Q (654.454280 sec): 3 clusters Score: Raw -409537.482400 + Penalty 2660.781847 = -406876.700553 nChanged 17 SP:Iteration 27Q (654.522845 sec): 3 clusters Score: Raw -409543.446302 + Penalty 2660.781847 = -406882.664455 nChanged 9 SP:Iteration 28Q (654.566208 sec): 3 clusters Score: Raw -409546.573940 + Penalty 2660.781847 = -406885.792093 nChanged 4 SP:Iteration 29Q (654.620350 sec): 3 clusters Score: Raw -409548.439729 + Penalty 2660.781847 = -406887.657882 nChanged 4 SP:Iteration 30Q (654.678035 sec): 3 clusters Score: Raw -409549.837858 + Penalty 2660.781847 = -406889.056011 nChanged 3 SP:Iteration 31Q (654.734722 sec): 3 clusters Score: Raw -409551.401670 + Penalty 2660.781847 = -406890.619823 nChanged 6 SP:Iteration 32Q (654.778691 sec): 3 clusters Score: Raw -409553.508876 + Penalty 2660.781847 = -406892.727029 nChanged 0 SP:Iteration 33F (654.838095 sec): 3 clusters Score: Raw -409553.508876 + Penalty 2660.781847 = -406892.727029 nChanged 0 Score: Raw -86557732.492156 + Penalty 65962.637360 = -86491769.854796 Splitting cluster 8 changes total score from -86491996.531247 to -86491769.854796 So it's not getting split. Trying to split cluster 9 (125565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.960608 sec): 2 clusters Score: Raw -14778468.199941 + Penalty 1907.844060 = -14776560.355881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (669.228909 sec): 3 clusters Score: Raw -14696263.644566 + Penalty 3815.688120 = -14692447.956446 nChanged 60456 SP:Iteration 1F (669.482239 sec): 3 clusters Score: Raw -14731755.906463 + Penalty 3815.688120 = -14727940.218343 nChanged 4992 SP:Iteration 2Q (669.767369 sec): 3 clusters Score: Raw -14733527.453616 + Penalty 3815.688120 = -14729711.765496 nChanged 5948 SP:Iteration 3Q (670.050666 sec): 3 clusters Score: Raw -14736297.371697 + Penalty 3815.688120 = -14732481.683577 nChanged 7139 SP:Iteration 4F (670.305876 sec): 3 clusters Score: Raw -14740517.053736 + Penalty 3815.688120 = -14736701.365616 nChanged 8452 SP:Iteration 5F (670.566806 sec): 3 clusters Score: Raw -14746415.607400 + Penalty 3815.688120 = -14742599.919279 nChanged 9010 SP:Iteration 6F (670.813879 sec): 3 clusters Score: Raw -14753424.697174 + Penalty 3815.688120 = -14749609.009053 nChanged 8486 SP:Iteration 7F (671.070137 sec): 3 clusters Score: Raw -14760261.838452 + Penalty 3815.688120 = -14756446.150331 nChanged 6897 SP:Iteration 8F (671.326921 sec): 3 clusters Score: Raw -14765704.821085 + Penalty 3815.688120 = -14761889.132965 nChanged 5181 SP:Iteration 9Q (671.595684 sec): 3 clusters Score: Raw -14769553.911952 + Penalty 3815.688120 = -14765738.223832 nChanged 3708 SP:Iteration 10Q (671.827443 sec): 3 clusters Score: Raw -14772017.855492 + Penalty 3815.688120 = -14768202.167371 nChanged 2849 SP:Iteration 11Q (672.059281 sec): 3 clusters Score: Raw -14773808.587478 + Penalty 3815.688120 = -14769992.899357 nChanged 2310 SP:Iteration 12Q (672.309924 sec): 3 clusters Score: Raw -14775132.672544 + Penalty 3815.688120 = -14771316.984424 nChanged 1943 SP:Iteration 13Q (672.535237 sec): 3 clusters Score: Raw -14776168.930758 + Penalty 3815.688120 = -14772353.242638 nChanged 1566 SP:Iteration 14Q (672.758879 sec): 3 clusters Score: Raw -14776883.043091 + Penalty 3815.688120 = -14773067.354971 nChanged 1256 SP:Iteration 15Q (672.997701 sec): 3 clusters Score: Raw -14777366.667276 + Penalty 3815.688120 = -14773550.979156 nChanged 1038 SP:Iteration 16Q (673.218048 sec): 3 clusters Score: Raw -14777730.241733 + Penalty 3815.688120 = -14773914.553613 nChanged 898 SP:Iteration 17Q (673.445697 sec): 3 clusters Score: Raw -14778012.501522 + Penalty 3815.688120 = -14774196.813402 nChanged 772 SP:Iteration 18Q (673.669585 sec): 3 clusters Score: Raw -14778226.092550 + Penalty 3815.688120 = -14774410.404429 nChanged 685 SP:Iteration 19Q (673.888881 sec): 3 clusters Score: Raw -14778400.665035 + Penalty 3815.688120 = -14774584.976915 nChanged 623 SP:Iteration 20F (674.170757 sec): 3 clusters Score: Raw -14778557.711674 + Penalty 3815.688120 = -14774742.023554 nChanged 558 SP:Iteration 21Q (674.397966 sec): 3 clusters Score: Raw -14778690.350721 + Penalty 3815.688120 = -14774874.662601 nChanged 477 SP:Iteration 22Q (674.615709 sec): 3 clusters Score: Raw -14778788.842537 + Penalty 3815.688120 = -14774973.154417 nChanged 425 SP:Iteration 23Q (674.865457 sec): 3 clusters Score: Raw -14778869.418313 + Penalty 3815.688120 = -14775053.730193 nChanged 361 SP:Iteration 24Q (675.079344 sec): 3 clusters Score: Raw -14778926.409981 + Penalty 3815.688120 = -14775110.721860 nChanged 324 SP:Iteration 25Q (675.294107 sec): 3 clusters Score: Raw -14778974.778150 + Penalty 3815.688120 = -14775159.090029 nChanged 259 SP:Iteration 26Q (675.501009 sec): 3 clusters Score: Raw -14779011.432413 + Penalty 3815.688120 = -14775195.744292 nChanged 255 SP:Iteration 27Q (675.707407 sec): 3 clusters Score: Raw -14779050.186392 + Penalty 3815.688120 = -14775234.498272 nChanged 232 SP:Iteration 28Q (675.936411 sec): 3 clusters Score: Raw -14779083.495504 + Penalty 3815.688120 = -14775267.807384 nChanged 208 SP:Iteration 29Q (676.150571 sec): 3 clusters Score: Raw -14779111.179025 + Penalty 3815.688120 = -14775295.490904 nChanged 177 SP:Iteration 30Q (676.362699 sec): 3 clusters Score: Raw -14779131.799173 + Penalty 3815.688120 = -14775316.111052 nChanged 150 SP:Iteration 31Q (676.566712 sec): 3 clusters Score: Raw -14779149.764745 + Penalty 3815.688120 = -14775334.076625 nChanged 158 SP:Iteration 32Q (676.789590 sec): 3 clusters Score: Raw -14779169.692438 + Penalty 3815.688120 = -14775354.004318 nChanged 165 SP:Iteration 33Q (676.996789 sec): 3 clusters Score: Raw -14779189.350210 + Penalty 3815.688120 = -14775373.662089 nChanged 146 SP:Iteration 34Q (677.209363 sec): 3 clusters Score: Raw -14779208.102830 + Penalty 3815.688120 = -14775392.414709 nChanged 136 SP:Iteration 35Q (677.419198 sec): 3 clusters Score: Raw -14779223.696820 + Penalty 3815.688120 = -14775408.008700 nChanged 113 SP:Iteration 36Q (677.650036 sec): 3 clusters Score: Raw -14779235.245375 + Penalty 3815.688120 = -14775419.557255 nChanged 102 SP:Iteration 37Q (677.863452 sec): 3 clusters Score: Raw -14779248.717959 + Penalty 3815.688120 = -14775433.029838 nChanged 131 SP:Iteration 38Q (678.084404 sec): 3 clusters Score: Raw -14779265.553641 + Penalty 3815.688120 = -14775449.865521 nChanged 132 SP:Iteration 39Q (678.318520 sec): 3 clusters Score: Raw -14779280.885075 + Penalty 3815.688120 = -14775465.196954 nChanged 133 SP:Iteration 40F (678.576068 sec): 3 clusters Score: Raw -14779296.492701 + Penalty 3815.688120 = -14775480.804581 nChanged 124 SP:Iteration 41Q (678.791964 sec): 3 clusters Score: Raw -14779311.673510 + Penalty 3815.688120 = -14775495.985389 nChanged 113 SP:Iteration 42Q (679.000810 sec): 3 clusters Score: Raw -14779324.334468 + Penalty 3815.688120 = -14775508.646348 nChanged 115 SP:Iteration 43Q (679.232881 sec): 3 clusters Score: Raw -14779336.714925 + Penalty 3815.688120 = -14775521.026805 nChanged 106 SP:Iteration 44Q (679.432289 sec): 3 clusters Score: Raw -14779347.606801 + Penalty 3815.688120 = -14775531.918681 nChanged 101 SP:Iteration 45Q (679.633642 sec): 3 clusters Score: Raw -14779360.191869 + Penalty 3815.688120 = -14775544.503749 nChanged 97 SP:Iteration 46Q (679.843971 sec): 3 clusters Score: Raw -14779372.984617 + Penalty 3815.688120 = -14775557.296497 nChanged 95 SP:Iteration 47Q (680.055157 sec): 3 clusters Score: Raw -14779384.959775 + Penalty 3815.688120 = -14775569.271655 nChanged 81 SP:Iteration 48Q (680.263390 sec): 3 clusters Score: Raw -14779394.249060 + Penalty 3815.688120 = -14775578.560940 nChanged 76 SP:Iteration 49Q (680.461332 sec): 3 clusters Score: Raw -14779402.141788 + Penalty 3815.688120 = -14775586.453667 nChanged 67 SP:Iteration 50Q (680.669913 sec): 3 clusters Score: Raw -14779407.713299 + Penalty 3815.688120 = -14775592.025179 nChanged 53 SP:Iteration 51Q (680.877536 sec): 3 clusters Score: Raw -14779412.758000 + Penalty 3815.688120 = -14775597.069879 nChanged 59 SP:Iteration 52Q (681.092638 sec): 3 clusters Score: Raw -14779417.831125 + Penalty 3815.688120 = -14775602.143005 nChanged 54 SP:Iteration 53Q (681.311694 sec): 3 clusters Score: Raw -14779422.462336 + Penalty 3815.688120 = -14775606.774215 nChanged 50 SP:Iteration 54Q (681.518720 sec): 3 clusters Score: Raw -14779426.710295 + Penalty 3815.688120 = -14775611.022175 nChanged 46 SP:Iteration 55Q (681.742013 sec): 3 clusters Score: Raw -14779430.394625 + Penalty 3815.688120 = -14775614.706505 nChanged 53 SP:Iteration 56Q (681.955275 sec): 3 clusters Score: Raw -14779435.335802 + Penalty 3815.688120 = -14775619.647681 nChanged 57 SP:Iteration 57Q (682.162675 sec): 3 clusters Score: Raw -14779441.366627 + Penalty 3815.688120 = -14775625.678507 nChanged 62 SP:Iteration 58Q (682.371569 sec): 3 clusters Score: Raw -14779448.520857 + Penalty 3815.688120 = -14775632.832737 nChanged 70 SP:Iteration 59Q (682.579754 sec): 3 clusters Score: Raw -14779455.925604 + Penalty 3815.688120 = -14775640.237484 nChanged 60 SP:Iteration 60F (682.834652 sec): 3 clusters Score: Raw -14779462.233566 + Penalty 3815.688120 = -14775646.545446 nChanged 49 SP:Iteration 61Q (683.036142 sec): 3 clusters Score: Raw -14779466.797660 + Penalty 3815.688120 = -14775651.109539 nChanged 36 SP:Iteration 62Q (683.235539 sec): 3 clusters Score: Raw -14779469.666044 + Penalty 3815.688120 = -14775653.977924 nChanged 27 SP:Iteration 63Q (683.443386 sec): 3 clusters Score: Raw -14779471.963122 + Penalty 3815.688120 = -14775656.275002 nChanged 25 SP:Iteration 64Q (683.651735 sec): 3 clusters Score: Raw -14779474.508011 + Penalty 3815.688120 = -14775658.819890 nChanged 20 SP:Iteration 65Q (683.859979 sec): 3 clusters Score: Raw -14779476.504658 + Penalty 3815.688120 = -14775660.816538 nChanged 24 SP:Iteration 66Q (684.086309 sec): 3 clusters Score: Raw -14779478.886788 + Penalty 3815.688120 = -14775663.198668 nChanged 33 SP:Iteration 67Q (684.284952 sec): 3 clusters Score: Raw -14779483.157079 + Penalty 3815.688120 = -14775667.468958 nChanged 45 SP:Iteration 68Q (684.504809 sec): 3 clusters Score: Raw -14779489.687775 + Penalty 3815.688120 = -14775673.999655 nChanged 55 SP:Iteration 69Q (684.730343 sec): 3 clusters Score: Raw -14779498.754385 + Penalty 3815.688120 = -14775683.066265 nChanged 64 SP:Iteration 70Q (684.946998 sec): 3 clusters Score: Raw -14779509.201942 + Penalty 3815.688120 = -14775693.513822 nChanged 67 SP:Iteration 71Q (685.150044 sec): 3 clusters Score: Raw -14779521.580501 + Penalty 3815.688120 = -14775705.892381 nChanged 72 SP:Iteration 72Q (685.359030 sec): 3 clusters Score: Raw -14779531.286763 + Penalty 3815.688120 = -14775715.598643 nChanged 63 SP:Iteration 73Q (685.564035 sec): 3 clusters Score: Raw -14779539.429935 + Penalty 3815.688120 = -14775723.741815 nChanged 53 SP:Iteration 74Q (685.770837 sec): 3 clusters Score: Raw -14779547.237286 + Penalty 3815.688120 = -14775731.549166 nChanged 50 SP:Iteration 75Q (685.980764 sec): 3 clusters Score: Raw -14779553.947912 + Penalty 3815.688120 = -14775738.259792 nChanged 62 SP:Iteration 76Q (686.195353 sec): 3 clusters Score: Raw -14779562.829818 + Penalty 3815.688120 = -14775747.141697 nChanged 46 SP:Iteration 77Q (686.417880 sec): 3 clusters Score: Raw -14779567.594016 + Penalty 3815.688120 = -14775751.905896 nChanged 53 SP:Iteration 78Q (686.640338 sec): 3 clusters Score: Raw -14779577.312178 + Penalty 3815.688120 = -14775761.624058 nChanged 73 SP:Iteration 79Q (686.850497 sec): 3 clusters Score: Raw -14779590.457899 + Penalty 3815.688120 = -14775774.769778 nChanged 76 SP:Iteration 80F (687.099231 sec): 3 clusters Score: Raw -14779607.160748 + Penalty 3815.688120 = -14775791.472627 nChanged 86 SP:Iteration 81Q (687.320107 sec): 3 clusters Score: Raw -14779623.286448 + Penalty 3815.688120 = -14775807.598328 nChanged 77 SP:Iteration 82Q (687.551163 sec): 3 clusters Score: Raw -14779638.891857 + Penalty 3815.688120 = -14775823.203737 nChanged 74 SP:Iteration 83Q (687.763284 sec): 3 clusters Score: Raw -14779656.893131 + Penalty 3815.688120 = -14775841.205010 nChanged 80 SP:Iteration 84Q (687.968735 sec): 3 clusters Score: Raw -14779675.301941 + Penalty 3815.688120 = -14775859.613821 nChanged 75 SP:Iteration 85Q (688.164182 sec): 3 clusters Score: Raw -14779689.541104 + Penalty 3815.688120 = -14775873.852984 nChanged 60 SP:Iteration 86Q (688.371216 sec): 3 clusters Score: Raw -14779702.403118 + Penalty 3815.688120 = -14775886.714998 nChanged 68 SP:Iteration 87Q (688.575306 sec): 3 clusters Score: Raw -14779716.389348 + Penalty 3815.688120 = -14775900.701227 nChanged 80 SP:Iteration 88Q (688.775177 sec): 3 clusters Score: Raw -14779732.561224 + Penalty 3815.688120 = -14775916.873104 nChanged 73 SP:Iteration 89Q (689.004135 sec): 3 clusters Score: Raw -14779751.138343 + Penalty 3815.688120 = -14775935.450223 nChanged 84 SP:Iteration 90Q (689.214060 sec): 3 clusters Score: Raw -14779771.008871 + Penalty 3815.688120 = -14775955.320751 nChanged 81 SP:Iteration 91Q (689.424801 sec): 3 clusters Score: Raw -14779786.718344 + Penalty 3815.688120 = -14775971.030224 nChanged 66 SP:Iteration 92Q (689.632719 sec): 3 clusters Score: Raw -14779797.781600 + Penalty 3815.688120 = -14775982.093479 nChanged 52 SP:Iteration 93Q (689.831071 sec): 3 clusters Score: Raw -14779807.583557 + Penalty 3815.688120 = -14775991.895437 nChanged 44 SP:Iteration 94Q (690.039757 sec): 3 clusters Score: Raw -14779813.657701 + Penalty 3815.688120 = -14775997.969580 nChanged 40 SP:Iteration 95Q (690.267281 sec): 3 clusters Score: Raw -14779818.223787 + Penalty 3815.688120 = -14776002.535666 nChanged 27 SP:Iteration 96Q (690.481426 sec): 3 clusters Score: Raw -14779821.972387 + Penalty 3815.688120 = -14776006.284266 nChanged 32 SP:Iteration 97Q (690.683978 sec): 3 clusters Score: Raw -14779826.526859 + Penalty 3815.688120 = -14776010.838739 nChanged 42 SP:Iteration 98Q (690.875299 sec): 3 clusters Score: Raw -14779832.806773 + Penalty 3815.688120 = -14776017.118652 nChanged 45 SP:Iteration 99Q (691.078874 sec): 3 clusters Score: Raw -14779841.207744 + Penalty 3815.688120 = -14776025.519623 nChanged 58 SP:Iteration 100F (691.330471 sec): 3 clusters Score: Raw -14779852.035669 + Penalty 3815.688120 = -14776036.347549 nChanged 45 SP:Iteration 101Q (691.541352 sec): 3 clusters Score: Raw -14779860.279269 + Penalty 3815.688120 = -14776044.591148 nChanged 43 SP:Iteration 102Q (691.746990 sec): 3 clusters Score: Raw -14779867.731041 + Penalty 3815.688120 = -14776052.042920 nChanged 45 SP:Iteration 103Q (691.953538 sec): 3 clusters Score: Raw -14779877.115471 + Penalty 3815.688120 = -14776061.427351 nChanged 47 SP:Iteration 104Q (692.170607 sec): 3 clusters Score: Raw -14779884.963701 + Penalty 3815.688120 = -14776069.275581 nChanged 41 SP:Iteration 105Q (692.374841 sec): 3 clusters Score: Raw -14779892.591298 + Penalty 3815.688120 = -14776076.903177 nChanged 41 SP:Iteration 106Q (692.577687 sec): 3 clusters Score: Raw -14779899.177601 + Penalty 3815.688120 = -14776083.489480 nChanged 45 SP:Iteration 107Q (692.782329 sec): 3 clusters Score: Raw -14779906.518005 + Penalty 3815.688120 = -14776090.829885 nChanged 42 SP:Iteration 108Q (692.981637 sec): 3 clusters Score: Raw -14779913.080276 + Penalty 3815.688120 = -14776097.392156 nChanged 34 SP:Iteration 109Q (693.192916 sec): 3 clusters Score: Raw -14779917.727493 + Penalty 3815.688120 = -14776102.039372 nChanged 31 SP:Iteration 110Q (693.389651 sec): 3 clusters Score: Raw -14779921.888334 + Penalty 3815.688120 = -14776106.200214 nChanged 27 SP:Iteration 111Q (693.594834 sec): 3 clusters Score: Raw -14779925.102847 + Penalty 3815.688120 = -14776109.414726 nChanged 20 SP:Iteration 112Q (693.802126 sec): 3 clusters Score: Raw -14779927.579923 + Penalty 3815.688120 = -14776111.891803 nChanged 14 SP:Iteration 113Q (694.005621 sec): 3 clusters Score: Raw -14779928.582895 + Penalty 3815.688120 = -14776112.894775 nChanged 8 SP:Iteration 114Q (694.216455 sec): 3 clusters Score: Raw -14779929.172580 + Penalty 3815.688120 = -14776113.484460 nChanged 7 SP:Iteration 115Q (694.415833 sec): 3 clusters Score: Raw -14779929.616536 + Penalty 3815.688120 = -14776113.928415 nChanged 5 SP:Iteration 116Q (694.616597 sec): 3 clusters Score: Raw -14779930.228175 + Penalty 3815.688120 = -14776114.540055 nChanged 5 SP:Iteration 117Q (694.818290 sec): 3 clusters Score: Raw -14779930.663780 + Penalty 3815.688120 = -14776114.975660 nChanged 7 SP:Iteration 118Q (695.011465 sec): 3 clusters Score: Raw -14779931.043914 + Penalty 3815.688120 = -14776115.355794 nChanged 5 SP:Iteration 119Q (695.228842 sec): 3 clusters Score: Raw -14779931.504051 + Penalty 3815.688120 = -14776115.815931 nChanged 11 SP:Iteration 120F (695.491510 sec): 3 clusters Score: Raw -14779932.530588 + Penalty 3815.688120 = -14776116.842468 nChanged 12 SP:Iteration 121Q (695.704021 sec): 3 clusters Score: Raw -14779933.831406 + Penalty 3815.688120 = -14776118.143286 nChanged 11 SP:Iteration 122Q (695.940407 sec): 3 clusters Score: Raw -14779934.595725 + Penalty 3815.688120 = -14776118.907605 nChanged 13 SP:Iteration 123Q (696.152505 sec): 3 clusters Score: Raw -14779935.701711 + Penalty 3815.688120 = -14776120.013591 nChanged 14 SP:Iteration 124Q (696.354593 sec): 3 clusters Score: Raw -14779936.709365 + Penalty 3815.688120 = -14776121.021245 nChanged 7 SP:Iteration 125Q (696.549082 sec): 3 clusters Score: Raw -14779937.272547 + Penalty 3815.688120 = -14776121.584427 nChanged 6 SP:Iteration 126Q (696.752370 sec): 3 clusters Score: Raw -14779938.049659 + Penalty 3815.688120 = -14776122.361538 nChanged 11 SP:Iteration 127Q (696.950677 sec): 3 clusters Score: Raw -14779939.368831 + Penalty 3815.688120 = -14776123.680711 nChanged 9 SP:Iteration 128Q (697.145905 sec): 3 clusters Score: Raw -14779940.263609 + Penalty 3815.688120 = -14776124.575488 nChanged 9 SP:Iteration 129Q (697.352723 sec): 3 clusters Score: Raw -14779941.104410 + Penalty 3815.688120 = -14776125.416290 nChanged 12 SP:Iteration 130Q (697.553676 sec): 3 clusters Score: Raw -14779942.502706 + Penalty 3815.688120 = -14776126.814586 nChanged 14 SP:Iteration 131Q (697.744039 sec): 3 clusters Score: Raw -14779944.579593 + Penalty 3815.688120 = -14776128.891473 nChanged 16 SP:Iteration 132Q (697.937973 sec): 3 clusters Score: Raw -14779946.761524 + Penalty 3815.688120 = -14776131.073404 nChanged 16 SP:Iteration 133Q (698.164853 sec): 3 clusters Score: Raw -14779948.578584 + Penalty 3815.688120 = -14776132.890463 nChanged 10 SP:Iteration 134Q (698.367809 sec): 3 clusters Score: Raw -14779949.548091 + Penalty 3815.688120 = -14776133.859971 nChanged 8 SP:Iteration 135Q (698.565276 sec): 3 clusters Score: Raw -14779950.225654 + Penalty 3815.688120 = -14776134.537533 nChanged 7 SP:Iteration 136Q (698.770556 sec): 3 clusters Score: Raw -14779950.912300 + Penalty 3815.688120 = -14776135.224179 nChanged 9 SP:Iteration 137Q (698.984926 sec): 3 clusters Score: Raw -14779951.647610 + Penalty 3815.688120 = -14776135.959490 nChanged 10 SP:Iteration 138Q (699.192968 sec): 3 clusters Score: Raw -14779952.367808 + Penalty 3815.688120 = -14776136.679687 nChanged 7 SP:Iteration 139Q (699.393177 sec): 3 clusters Score: Raw -14779952.799469 + Penalty 3815.688120 = -14776137.111349 nChanged 9 SP:Iteration 140F (699.648388 sec): 3 clusters Score: Raw -14779953.698981 + Penalty 3815.688120 = -14776138.010860 nChanged 9 SP:Iteration 141Q (699.850623 sec): 3 clusters Score: Raw -14779954.596392 + Penalty 3815.688120 = -14776138.908271 nChanged 9 SP:Iteration 142Q (700.055001 sec): 3 clusters Score: Raw -14779955.207158 + Penalty 3815.688120 = -14776139.519038 nChanged 8 SP:Iteration 143Q (700.278369 sec): 3 clusters Score: Raw -14779956.186029 + Penalty 3815.688120 = -14776140.497908 nChanged 10 SP:Iteration 144Q (700.496327 sec): 3 clusters Score: Raw -14779957.009964 + Penalty 3815.688120 = -14776141.321844 nChanged 10 SP:Iteration 145Q (700.691616 sec): 3 clusters Score: Raw -14779958.347834 + Penalty 3815.688120 = -14776142.659713 nChanged 18 SP:Iteration 146Q (700.895551 sec): 3 clusters Score: Raw -14779961.075706 + Penalty 3815.688120 = -14776145.387586 nChanged 22 SP:Iteration 147Q (701.088960 sec): 3 clusters Score: Raw -14779964.150820 + Penalty 3815.688120 = -14776148.462699 nChanged 26 SP:Iteration 148Q (701.282615 sec): 3 clusters Score: Raw -14779967.963661 + Penalty 3815.688120 = -14776152.275540 nChanged 22 SP:Iteration 149Q (701.463685 sec): 3 clusters Score: Raw -14779971.116013 + Penalty 3815.688120 = -14776155.427893 nChanged 34 SP:Iteration 150Q (701.668608 sec): 3 clusters Score: Raw -14779976.702356 + Penalty 3815.688120 = -14776161.014235 nChanged 36 SP:Iteration 151Q (701.863140 sec): 3 clusters Score: Raw -14779983.546571 + Penalty 3815.688120 = -14776167.858450 nChanged 34 SP:Iteration 152Q (702.046993 sec): 3 clusters Score: Raw -14779988.845609 + Penalty 3815.688120 = -14776173.157488 nChanged 23 SP:Iteration 153Q (702.244983 sec): 3 clusters Score: Raw -14779991.886066 + Penalty 3815.688120 = -14776176.197945 nChanged 27 SP:Iteration 154Q (702.442552 sec): 3 clusters Score: Raw -14779994.729153 + Penalty 3815.688120 = -14776179.041033 nChanged 18 SP:Iteration 155Q (702.640899 sec): 3 clusters Score: Raw -14779996.631321 + Penalty 3815.688120 = -14776180.943200 nChanged 20 SP:Iteration 156Q (702.836232 sec): 3 clusters Score: Raw -14779998.464724 + Penalty 3815.688120 = -14776182.776604 nChanged 17 SP:Iteration 157Q (703.046057 sec): 3 clusters Score: Raw -14780000.045245 + Penalty 3815.688120 = -14776184.357124 nChanged 18 SP:Iteration 158Q (703.253198 sec): 3 clusters Score: Raw -14780001.597874 + Penalty 3815.688120 = -14776185.909754 nChanged 9 SP:Iteration 159Q (703.447070 sec): 3 clusters Score: Raw -14780002.349079 + Penalty 3815.688120 = -14776186.660959 nChanged 4 SP:Iteration 160F (703.711654 sec): 3 clusters Score: Raw -14780002.714821 + Penalty 3815.688120 = -14776187.026700 nChanged 4 SP:Iteration 161Q (703.917608 sec): 3 clusters Score: Raw -14780003.253911 + Penalty 3815.688120 = -14776187.565791 nChanged 6 SP:Iteration 162Q (704.122877 sec): 3 clusters Score: Raw -14780003.982829 + Penalty 3815.688120 = -14776188.294708 nChanged 5 SP:Iteration 163Q (704.321819 sec): 3 clusters Score: Raw -14780004.606132 + Penalty 3815.688120 = -14776188.918012 nChanged 10 SP:Iteration 164Q (704.537196 sec): 3 clusters Score: Raw -14780005.498089 + Penalty 3815.688120 = -14776189.809969 nChanged 8 SP:Iteration 165Q (704.756118 sec): 3 clusters Score: Raw -14780006.190929 + Penalty 3815.688120 = -14776190.502809 nChanged 11 SP:Iteration 166Q (704.974117 sec): 3 clusters Score: Raw -14780007.135106 + Penalty 3815.688120 = -14776191.446986 nChanged 8 SP:Iteration 167Q (705.195481 sec): 3 clusters Score: Raw -14780007.695859 + Penalty 3815.688120 = -14776192.007739 nChanged 6 SP:Iteration 168Q (705.399724 sec): 3 clusters Score: Raw -14780008.233657 + Penalty 3815.688120 = -14776192.545537 nChanged 4 SP:Iteration 169Q (705.585870 sec): 3 clusters Score: Raw -14780008.381776 + Penalty 3815.688120 = -14776192.693656 nChanged 0 SP:Iteration 170F (705.844226 sec): 3 clusters Score: Raw -14780008.381776 + Penalty 3815.688120 = -14776192.693656 nChanged 0 Trying to split cluster 10 (12550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (705.898416 sec): 2 clusters Score: Raw -1384014.128893 + Penalty 1533.589841 = -1382480.539052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (705.968279 sec): 3 clusters Score: Raw -1376651.828847 + Penalty 3067.179682 = -1373584.649165 nChanged 5553 SP:Iteration 1F (706.038189 sec): 3 clusters Score: Raw -1380029.838234 + Penalty 3067.179682 = -1376962.658552 nChanged 1077 SP:Iteration 2F (706.106031 sec): 3 clusters Score: Raw -1380897.353232 + Penalty 3067.179682 = -1377830.173550 nChanged 1154 SP:Iteration 3F (706.166253 sec): 3 clusters Score: Raw -1381942.128843 + Penalty 3067.179682 = -1378874.949161 nChanged 1026 SP:Iteration 4F (706.251309 sec): 3 clusters Score: Raw -1382790.534826 + Penalty 3067.179682 = -1379723.355144 nChanged 775 SP:Iteration 5F (706.311177 sec): 3 clusters Score: Raw -1383368.925218 + Penalty 3067.179682 = -1380301.745536 nChanged 549 SP:Iteration 6Q (706.382865 sec): 3 clusters Score: Raw -1383780.864752 + Penalty 3067.179682 = -1380713.685070 nChanged 377 SP:Iteration 7Q (706.463678 sec): 3 clusters Score: Raw -1384090.802591 + Penalty 3067.179682 = -1381023.622909 nChanged 258 SP:Iteration 8Q (706.531563 sec): 3 clusters Score: Raw -1384323.588119 + Penalty 3067.179682 = -1381256.408437 nChanged 211 SP:Iteration 9Q (706.599681 sec): 3 clusters Score: Raw -1384488.475570 + Penalty 3067.179682 = -1381421.295888 nChanged 140 SP:Iteration 10Q (706.654991 sec): 3 clusters Score: Raw -1384576.083498 + Penalty 3067.179682 = -1381508.903817 nChanged 98 SP:Iteration 11Q (706.720281 sec): 3 clusters Score: Raw -1384632.162574 + Penalty 3067.179682 = -1381564.982892 nChanged 79 SP:Iteration 12Q (706.797417 sec): 3 clusters Score: Raw -1384672.698471 + Penalty 3067.179682 = -1381605.518789 nChanged 61 SP:Iteration 13Q (706.854369 sec): 3 clusters Score: Raw -1384698.233245 + Penalty 3067.179682 = -1381631.053563 nChanged 46 SP:Iteration 14Q (706.928694 sec): 3 clusters Score: Raw -1384712.546990 + Penalty 3067.179682 = -1381645.367308 nChanged 40 SP:Iteration 15Q (706.992241 sec): 3 clusters Score: Raw -1384722.696761 + Penalty 3067.179682 = -1381655.517079 nChanged 36 SP:Iteration 16Q (707.057926 sec): 3 clusters Score: Raw -1384731.857723 + Penalty 3067.179682 = -1381664.678041 nChanged 24 SP:Iteration 17Q (707.125685 sec): 3 clusters Score: Raw -1384738.136842 + Penalty 3067.179682 = -1381670.957160 nChanged 21 SP:Iteration 18Q (707.192669 sec): 3 clusters Score: Raw -1384742.041496 + Penalty 3067.179682 = -1381674.861814 nChanged 22 SP:Iteration 19Q (707.258505 sec): 3 clusters Score: Raw -1384746.240480 + Penalty 3067.179682 = -1381679.060798 nChanged 18 SP:Iteration 20F (707.317189 sec): 3 clusters Score: Raw -1384750.316245 + Penalty 3067.179682 = -1381683.136563 nChanged 22 SP:Iteration 21Q (707.384814 sec): 3 clusters Score: Raw -1384755.184468 + Penalty 3067.179682 = -1381688.004786 nChanged 15 SP:Iteration 22Q (707.466390 sec): 3 clusters Score: Raw -1384758.162778 + Penalty 3067.179682 = -1381690.983096 nChanged 16 SP:Iteration 23Q (707.522081 sec): 3 clusters Score: Raw -1384762.921182 + Penalty 3067.179682 = -1381695.741500 nChanged 22 SP:Iteration 24Q (707.597593 sec): 3 clusters Score: Raw -1384769.471717 + Penalty 3067.179682 = -1381702.292035 nChanged 22 SP:Iteration 25Q (707.669483 sec): 3 clusters Score: Raw -1384775.844389 + Penalty 3067.179682 = -1381708.664707 nChanged 27 SP:Iteration 26Q (707.722680 sec): 3 clusters Score: Raw -1384782.972468 + Penalty 3067.179682 = -1381715.792786 nChanged 18 SP:Iteration 27Q (707.798375 sec): 3 clusters Score: Raw -1384786.621686 + Penalty 3067.179682 = -1381719.442004 nChanged 9 SP:Iteration 28Q (707.850356 sec): 3 clusters Score: Raw -1384788.696352 + Penalty 3067.179682 = -1381721.516670 nChanged 8 SP:Iteration 29Q (707.925381 sec): 3 clusters Score: Raw -1384790.145596 + Penalty 3067.179682 = -1381722.965914 nChanged 5 SP:Iteration 30Q (707.989862 sec): 3 clusters Score: Raw -1384791.206555 + Penalty 3067.179682 = -1381724.026873 nChanged 7 SP:Iteration 31Q (708.058821 sec): 3 clusters Score: Raw -1384792.361833 + Penalty 3067.179682 = -1381725.182151 nChanged 7 SP:Iteration 32Q (708.113485 sec): 3 clusters Score: Raw -1384794.154977 + Penalty 3067.179682 = -1381726.975295 nChanged 8 SP:Iteration 33Q (708.178516 sec): 3 clusters Score: Raw -1384795.675547 + Penalty 3067.179682 = -1381728.495865 nChanged 5 SP:Iteration 34Q (708.251867 sec): 3 clusters Score: Raw -1384796.897103 + Penalty 3067.179682 = -1381729.717421 nChanged 4 SP:Iteration 35Q (708.318664 sec): 3 clusters Score: Raw -1384797.381920 + Penalty 3067.179682 = -1381730.202238 nChanged 0 SP:Iteration 36F (708.381300 sec): 3 clusters Score: Raw -1384797.381920 + Penalty 3067.179682 = -1381730.202238 nChanged 0 Trying to split cluster 11 (6853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (708.424572 sec): 2 clusters Score: Raw -814521.478263 + Penalty 1435.271791 = -813086.206472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (708.483760 sec): 3 clusters Score: Raw -810700.472162 + Penalty 2870.543582 = -807829.928580 nChanged 2901 SP:Iteration 1F (708.531643 sec): 3 clusters Score: Raw -812290.327334 + Penalty 2870.543582 = -809419.783752 nChanged 484 SP:Iteration 2F (708.590213 sec): 3 clusters Score: Raw -812526.943722 + Penalty 2870.543582 = -809656.400140 nChanged 380 SP:Iteration 3F (708.659416 sec): 3 clusters Score: Raw -812725.973059 + Penalty 2870.543582 = -809855.429477 nChanged 354 SP:Iteration 4F (708.704610 sec): 3 clusters Score: Raw -812926.703147 + Penalty 2870.543582 = -810056.159565 nChanged 356 SP:Iteration 5F (708.764899 sec): 3 clusters Score: Raw -813148.585731 + Penalty 2870.543582 = -810278.042149 nChanged 351 SP:Iteration 6F (708.831139 sec): 3 clusters Score: Raw -813370.686538 + Penalty 2870.543582 = -810500.142955 nChanged 315 SP:Iteration 7Q (708.892973 sec): 3 clusters Score: Raw -813590.576670 + Penalty 2870.543582 = -810720.033088 nChanged 303 SP:Iteration 8Q (708.946280 sec): 3 clusters Score: Raw -813820.362795 + Penalty 2870.543582 = -810949.819212 nChanged 257 SP:Iteration 9Q (709.009698 sec): 3 clusters Score: Raw -814036.879121 + Penalty 2870.543582 = -811166.335539 nChanged 228 SP:Iteration 10Q (709.058991 sec): 3 clusters Score: Raw -814234.850721 + Penalty 2870.543582 = -811364.307138 nChanged 188 SP:Iteration 11Q (709.127795 sec): 3 clusters Score: Raw -814408.836298 + Penalty 2870.543582 = -811538.292716 nChanged 128 SP:Iteration 12Q (709.187741 sec): 3 clusters Score: Raw -814534.060004 + Penalty 2870.543582 = -811663.516422 nChanged 77 SP:Iteration 13Q (709.234535 sec): 3 clusters Score: Raw -814623.370867 + Penalty 2870.543582 = -811752.827285 nChanged 58 SP:Iteration 14Q (709.290915 sec): 3 clusters Score: Raw -814696.927408 + Penalty 2870.543582 = -811826.383826 nChanged 49 SP:Iteration 15Q (709.346615 sec): 3 clusters Score: Raw -814742.956132 + Penalty 2870.543582 = -811872.412550 nChanged 36 SP:Iteration 16Q (709.417669 sec): 3 clusters Score: Raw -814774.003658 + Penalty 2870.543582 = -811903.460076 nChanged 24 SP:Iteration 17Q (709.473426 sec): 3 clusters Score: Raw -814795.177009 + Penalty 2870.543582 = -811924.633427 nChanged 17 SP:Iteration 18Q (709.522265 sec): 3 clusters Score: Raw -814804.906047 + Penalty 2870.543582 = -811934.362464 nChanged 7 SP:Iteration 19Q (709.587040 sec): 3 clusters Score: Raw -814809.722848 + Penalty 2870.543582 = -811939.179266 nChanged 2 SP:Iteration 20F (709.638930 sec): 3 clusters Score: Raw -814811.174109 + Penalty 2870.543582 = -811940.630526 nChanged 3 SP:Iteration 21Q (709.698188 sec): 3 clusters Score: Raw -814814.372789 + Penalty 2870.543582 = -811943.829207 nChanged 11 SP:Iteration 22Q (709.765130 sec): 3 clusters Score: Raw -814822.087285 + Penalty 2870.543582 = -811951.543702 nChanged 5 SP:Iteration 23Q (709.824537 sec): 3 clusters Score: Raw -814826.305180 + Penalty 2870.543582 = -811955.761597 nChanged 3 SP:Iteration 24Q (709.869437 sec): 3 clusters Score: Raw -814830.347136 + Penalty 2870.543582 = -811959.803554 nChanged 4 SP:Iteration 25Q (709.934394 sec): 3 clusters Score: Raw -814832.600152 + Penalty 2870.543582 = -811962.056570 nChanged 2 SP:Iteration 26Q (709.992091 sec): 3 clusters Score: Raw -814833.508695 + Penalty 2870.543582 = -811962.965112 nChanged 0 SP:Iteration 27F (710.047864 sec): 3 clusters Score: Raw -814833.508695 + Penalty 2870.543582 = -811962.965112 nChanged 0 Trying to split cluster 12 (78287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (710.195091 sec): 2 clusters Score: Raw -9368385.120713 + Penalty 1831.072237 = -9366554.048477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (710.375544 sec): 3 clusters Score: Raw -9317950.574548 + Penalty 3662.144473 = -9314288.430075 nChanged 37097 SP:Iteration 1F (710.552707 sec): 3 clusters Score: Raw -9340523.389502 + Penalty 3662.144473 = -9336861.245029 nChanged 3465 SP:Iteration 2Q (710.735249 sec): 3 clusters Score: Raw -9341819.077790 + Penalty 3662.144473 = -9338156.933317 nChanged 3646 SP:Iteration 3Q (710.916824 sec): 3 clusters Score: Raw -9343338.662190 + Penalty 3662.144473 = -9339676.517717 nChanged 3906 SP:Iteration 4Q (711.104939 sec): 3 clusters Score: Raw -9345194.651215 + Penalty 3662.144473 = -9341532.506742 nChanged 4133 SP:Iteration 5F (711.298260 sec): 3 clusters Score: Raw -9347341.239004 + Penalty 3662.144473 = -9343679.094531 nChanged 4185 SP:Iteration 6F (711.487263 sec): 3 clusters Score: Raw -9349646.854468 + Penalty 3662.144473 = -9345984.709995 nChanged 4186 SP:Iteration 7F (711.666269 sec): 3 clusters Score: Raw -9352053.426219 + Penalty 3662.144473 = -9348391.281746 nChanged 3874 SP:Iteration 8Q (711.858922 sec): 3 clusters Score: Raw -9354102.394729 + Penalty 3662.144473 = -9350440.250256 nChanged 3303 SP:Iteration 9Q (712.050612 sec): 3 clusters Score: Raw -9355609.861600 + Penalty 3662.144473 = -9351947.717127 nChanged 2614 SP:Iteration 10Q (712.226002 sec): 3 clusters Score: Raw -9356530.312951 + Penalty 3662.144473 = -9352868.168477 nChanged 1913 SP:Iteration 11Q (712.429408 sec): 3 clusters Score: Raw -9357003.316629 + Penalty 3662.144473 = -9353341.172156 nChanged 1343 SP:Iteration 12Q (712.601540 sec): 3 clusters Score: Raw -9357261.491708 + Penalty 3662.144473 = -9353599.347235 nChanged 1016 SP:Iteration 13Q (712.789225 sec): 3 clusters Score: Raw -9357454.253677 + Penalty 3662.144473 = -9353792.109204 nChanged 941 SP:Iteration 14Q (712.971890 sec): 3 clusters Score: Raw -9357639.265315 + Penalty 3662.144473 = -9353977.120842 nChanged 910 SP:Iteration 15Q (713.148398 sec): 3 clusters Score: Raw -9357830.465369 + Penalty 3662.144473 = -9354168.320896 nChanged 943 SP:Iteration 16Q (713.314983 sec): 3 clusters Score: Raw -9358037.144236 + Penalty 3662.144473 = -9354374.999763 nChanged 1026 SP:Iteration 17Q (713.497566 sec): 3 clusters Score: Raw -9358279.048622 + Penalty 3662.144473 = -9354616.904149 nChanged 1063 SP:Iteration 18Q (713.672286 sec): 3 clusters Score: Raw -9358542.741909 + Penalty 3662.144473 = -9354880.597436 nChanged 1086 SP:Iteration 19Q (713.842655 sec): 3 clusters Score: Raw -9358822.259862 + Penalty 3662.144473 = -9355160.115389 nChanged 1126 SP:Iteration 20F (714.013673 sec): 3 clusters Score: Raw -9359137.979381 + Penalty 3662.144473 = -9355475.834908 nChanged 1231 SP:Iteration 21Q (714.185331 sec): 3 clusters Score: Raw -9359504.146535 + Penalty 3662.144473 = -9355842.002062 nChanged 1288 SP:Iteration 22Q (714.357982 sec): 3 clusters Score: Raw -9359917.805091 + Penalty 3662.144473 = -9356255.660618 nChanged 1364 SP:Iteration 23Q (714.530884 sec): 3 clusters Score: Raw -9360397.085384 + Penalty 3662.144473 = -9356734.940911 nChanged 1389 SP:Iteration 24Q (714.712956 sec): 3 clusters Score: Raw -9360894.587897 + Penalty 3662.144473 = -9357232.443424 nChanged 1451 SP:Iteration 25Q (714.885704 sec): 3 clusters Score: Raw -9361469.129594 + Penalty 3662.144473 = -9357806.985121 nChanged 1469 SP:Iteration 26Q (715.061181 sec): 3 clusters Score: Raw -9362062.127013 + Penalty 3662.144473 = -9358399.982540 nChanged 1433 SP:Iteration 27Q (715.221833 sec): 3 clusters Score: Raw -9362641.619517 + Penalty 3662.144473 = -9358979.475044 nChanged 1393 SP:Iteration 28Q (715.394623 sec): 3 clusters Score: Raw -9363213.938358 + Penalty 3662.144473 = -9359551.793885 nChanged 1306 SP:Iteration 29Q (715.569353 sec): 3 clusters Score: Raw -9363740.099794 + Penalty 3662.144473 = -9360077.955321 nChanged 1231 SP:Iteration 30Q (715.743877 sec): 3 clusters Score: Raw -9364243.032322 + Penalty 3662.144473 = -9360580.887849 nChanged 1166 SP:Iteration 31Q (715.894713 sec): 3 clusters Score: Raw -9364756.027943 + Penalty 3662.144473 = -9361093.883470 nChanged 1119 SP:Iteration 32Q (716.064793 sec): 3 clusters Score: Raw -9365260.496307 + Penalty 3662.144473 = -9361598.351834 nChanged 1035 SP:Iteration 33Q (716.239388 sec): 3 clusters Score: Raw -9365755.743833 + Penalty 3662.144473 = -9362093.599360 nChanged 979 SP:Iteration 34Q (716.399136 sec): 3 clusters Score: Raw -9366237.767298 + Penalty 3662.144473 = -9362575.622825 nChanged 860 SP:Iteration 35Q (716.557655 sec): 3 clusters Score: Raw -9366660.428186 + Penalty 3662.144473 = -9362998.283713 nChanged 785 SP:Iteration 36Q (716.714490 sec): 3 clusters Score: Raw -9367039.841439 + Penalty 3662.144473 = -9363377.696966 nChanged 702 SP:Iteration 37Q (716.870250 sec): 3 clusters Score: Raw -9367349.780879 + Penalty 3662.144473 = -9363687.636406 nChanged 599 SP:Iteration 38Q (717.024048 sec): 3 clusters Score: Raw -9367606.617035 + Penalty 3662.144473 = -9363944.472561 nChanged 480 SP:Iteration 39Q (717.181255 sec): 3 clusters Score: Raw -9367800.347092 + Penalty 3662.144473 = -9364138.202619 nChanged 429 SP:Iteration 40F (717.354990 sec): 3 clusters Score: Raw -9367968.389724 + Penalty 3662.144473 = -9364306.245251 nChanged 378 SP:Iteration 41Q (717.507738 sec): 3 clusters Score: Raw -9368094.826765 + Penalty 3662.144473 = -9364432.682292 nChanged 302 SP:Iteration 42Q (717.667157 sec): 3 clusters Score: Raw -9368189.151835 + Penalty 3662.144473 = -9364527.007362 nChanged 285 SP:Iteration 43Q (717.822986 sec): 3 clusters Score: Raw -9368274.889702 + Penalty 3662.144473 = -9364612.745229 nChanged 263 SP:Iteration 44Q (717.973895 sec): 3 clusters Score: Raw -9368354.247356 + Penalty 3662.144473 = -9364692.102883 nChanged 266 SP:Iteration 45Q (718.123272 sec): 3 clusters Score: Raw -9368436.576305 + Penalty 3662.144473 = -9364774.431832 nChanged 229 SP:Iteration 46Q (718.274300 sec): 3 clusters Score: Raw -9368507.307135 + Penalty 3662.144473 = -9364845.162662 nChanged 198 SP:Iteration 47Q (718.426988 sec): 3 clusters Score: Raw -9368558.469689 + Penalty 3662.144473 = -9364896.325216 nChanged 171 SP:Iteration 48Q (718.600518 sec): 3 clusters Score: Raw -9368602.319095 + Penalty 3662.144473 = -9364940.174622 nChanged 157 SP:Iteration 49Q (718.758794 sec): 3 clusters Score: Raw -9368637.406717 + Penalty 3662.144473 = -9364975.262244 nChanged 130 SP:Iteration 50Q (718.906689 sec): 3 clusters Score: Raw -9368663.861808 + Penalty 3662.144473 = -9365001.717335 nChanged 94 SP:Iteration 51Q (719.050291 sec): 3 clusters Score: Raw -9368682.703839 + Penalty 3662.144473 = -9365020.559366 nChanged 84 SP:Iteration 52Q (719.196806 sec): 3 clusters Score: Raw -9368697.440656 + Penalty 3662.144473 = -9365035.296183 nChanged 70 SP:Iteration 53Q (719.338458 sec): 3 clusters Score: Raw -9368709.183081 + Penalty 3662.144473 = -9365047.038608 nChanged 61 SP:Iteration 54Q (719.464037 sec): 3 clusters Score: Raw -9368721.982297 + Penalty 3662.144473 = -9365059.837824 nChanged 61 SP:Iteration 55Q (719.615809 sec): 3 clusters Score: Raw -9368734.867619 + Penalty 3662.144473 = -9365072.723146 nChanged 63 SP:Iteration 56Q (719.749910 sec): 3 clusters Score: Raw -9368747.341909 + Penalty 3662.144473 = -9365085.197436 nChanged 65 SP:Iteration 57Q (719.897877 sec): 3 clusters Score: Raw -9368761.411133 + Penalty 3662.144473 = -9365099.266660 nChanged 81 SP:Iteration 58Q (720.057787 sec): 3 clusters Score: Raw -9368780.574556 + Penalty 3662.144473 = -9365118.430083 nChanged 68 SP:Iteration 59Q (720.212238 sec): 3 clusters Score: Raw -9368793.249673 + Penalty 3662.144473 = -9365131.105200 nChanged 57 SP:Iteration 60F (720.391250 sec): 3 clusters Score: Raw -9368805.363132 + Penalty 3662.144473 = -9365143.218659 nChanged 54 SP:Iteration 61Q (720.537477 sec): 3 clusters Score: Raw -9368815.278643 + Penalty 3662.144473 = -9365153.134170 nChanged 41 SP:Iteration 62Q (720.681124 sec): 3 clusters Score: Raw -9368820.942895 + Penalty 3662.144473 = -9365158.798422 nChanged 41 SP:Iteration 63Q (720.826014 sec): 3 clusters Score: Raw -9368827.427230 + Penalty 3662.144473 = -9365165.282756 nChanged 32 SP:Iteration 64Q (720.975885 sec): 3 clusters Score: Raw -9368832.611341 + Penalty 3662.144473 = -9365170.466868 nChanged 27 SP:Iteration 65Q (721.117247 sec): 3 clusters Score: Raw -9368836.053992 + Penalty 3662.144473 = -9365173.909519 nChanged 22 SP:Iteration 66Q (721.264656 sec): 3 clusters Score: Raw -9368838.792520 + Penalty 3662.144473 = -9365176.648047 nChanged 16 SP:Iteration 67Q (721.413348 sec): 3 clusters Score: Raw -9368840.816188 + Penalty 3662.144473 = -9365178.671715 nChanged 20 SP:Iteration 68Q (721.553055 sec): 3 clusters Score: Raw -9368843.593726 + Penalty 3662.144473 = -9365181.449253 nChanged 20 SP:Iteration 69Q (721.714038 sec): 3 clusters Score: Raw -9368847.379597 + Penalty 3662.144473 = -9365185.235124 nChanged 23 SP:Iteration 70Q (721.859619 sec): 3 clusters Score: Raw -9368850.608980 + Penalty 3662.144473 = -9365188.464507 nChanged 21 SP:Iteration 71Q (722.001229 sec): 3 clusters Score: Raw -9368854.191304 + Penalty 3662.144473 = -9365192.046831 nChanged 17 SP:Iteration 72Q (722.145128 sec): 3 clusters Score: Raw -9368856.781522 + Penalty 3662.144473 = -9365194.637049 nChanged 14 SP:Iteration 73Q (722.283302 sec): 3 clusters Score: Raw -9368858.820935 + Penalty 3662.144473 = -9365196.676462 nChanged 16 SP:Iteration 74Q (722.424722 sec): 3 clusters Score: Raw -9368860.974376 + Penalty 3662.144473 = -9365198.829903 nChanged 18 SP:Iteration 75Q (722.557833 sec): 3 clusters Score: Raw -9368864.210090 + Penalty 3662.144473 = -9365202.065617 nChanged 26 SP:Iteration 76Q (722.711641 sec): 3 clusters Score: Raw -9368868.237361 + Penalty 3662.144473 = -9365206.092888 nChanged 20 SP:Iteration 77Q (722.840652 sec): 3 clusters Score: Raw -9368870.849694 + Penalty 3662.144473 = -9365208.705221 nChanged 20 SP:Iteration 78Q (722.998610 sec): 3 clusters Score: Raw -9368873.633495 + Penalty 3662.144473 = -9365211.489022 nChanged 23 SP:Iteration 79Q (723.141578 sec): 3 clusters Score: Raw -9368877.311245 + Penalty 3662.144473 = -9365215.166772 nChanged 26 SP:Iteration 80F (723.309902 sec): 3 clusters Score: Raw -9368881.746188 + Penalty 3662.144473 = -9365219.601715 nChanged 21 SP:Iteration 81Q (723.453841 sec): 3 clusters Score: Raw -9368885.371463 + Penalty 3662.144473 = -9365223.226990 nChanged 19 SP:Iteration 82Q (723.582058 sec): 3 clusters Score: Raw -9368888.599389 + Penalty 3662.144473 = -9365226.454916 nChanged 17 SP:Iteration 83Q (723.739627 sec): 3 clusters Score: Raw -9368891.027376 + Penalty 3662.144473 = -9365228.882903 nChanged 14 SP:Iteration 84Q (723.883733 sec): 3 clusters Score: Raw -9368892.644729 + Penalty 3662.144473 = -9365230.500256 nChanged 10 SP:Iteration 85Q (724.037925 sec): 3 clusters Score: Raw -9368893.886935 + Penalty 3662.144473 = -9365231.742462 nChanged 13 SP:Iteration 86Q (724.182819 sec): 3 clusters Score: Raw -9368895.653835 + Penalty 3662.144473 = -9365233.509362 nChanged 12 SP:Iteration 87Q (724.331502 sec): 3 clusters Score: Raw -9368897.568354 + Penalty 3662.144473 = -9365235.423881 nChanged 6 SP:Iteration 88Q (724.487183 sec): 3 clusters Score: Raw -9368898.549633 + Penalty 3662.144473 = -9365236.405160 nChanged 10 SP:Iteration 89Q (724.639243 sec): 3 clusters Score: Raw -9368899.899867 + Penalty 3662.144473 = -9365237.755394 nChanged 12 SP:Iteration 90Q (724.783750 sec): 3 clusters Score: Raw -9368901.826384 + Penalty 3662.144473 = -9365239.681911 nChanged 10 SP:Iteration 91Q (724.912056 sec): 3 clusters Score: Raw -9368903.169026 + Penalty 3662.144473 = -9365241.024553 nChanged 14 SP:Iteration 92Q (725.066255 sec): 3 clusters Score: Raw -9368905.165358 + Penalty 3662.144473 = -9365243.020885 nChanged 10 SP:Iteration 93Q (725.206979 sec): 3 clusters Score: Raw -9368906.594129 + Penalty 3662.144473 = -9365244.449656 nChanged 8 SP:Iteration 94Q (725.347338 sec): 3 clusters Score: Raw -9368907.678083 + Penalty 3662.144473 = -9365245.533610 nChanged 8 SP:Iteration 95Q (725.472525 sec): 3 clusters Score: Raw -9368908.590256 + Penalty 3662.144473 = -9365246.445783 nChanged 7 SP:Iteration 96Q (725.623730 sec): 3 clusters Score: Raw -9368909.642519 + Penalty 3662.144473 = -9365247.498046 nChanged 3 SP:Iteration 97Q (725.756523 sec): 3 clusters Score: Raw -9368910.033102 + Penalty 3662.144473 = -9365247.888629 nChanged 1 SP:Iteration 98Q (725.898203 sec): 3 clusters Score: Raw -9368910.149401 + Penalty 3662.144473 = -9365248.004928 nChanged 1 SP:Iteration 99Q (726.049546 sec): 3 clusters Score: Raw -9368910.400189 + Penalty 3662.144473 = -9365248.255716 nChanged 3 SP:Iteration 100F (726.224365 sec): 3 clusters Score: Raw -9368910.777141 + Penalty 3662.144473 = -9365248.632668 nChanged 3 SP:Iteration 101Q (726.355531 sec): 3 clusters Score: Raw -9368911.138373 + Penalty 3662.144473 = -9365248.993900 nChanged 3 SP:Iteration 102Q (726.504833 sec): 3 clusters Score: Raw -9368911.588859 + Penalty 3662.144473 = -9365249.444386 nChanged 3 SP:Iteration 103Q (726.640129 sec): 3 clusters Score: Raw -9368911.977080 + Penalty 3662.144473 = -9365249.832607 nChanged 3 SP:Iteration 104Q (726.804044 sec): 3 clusters Score: Raw -9368912.488643 + Penalty 3662.144473 = -9365250.344170 nChanged 5 SP:Iteration 105Q (726.946315 sec): 3 clusters Score: Raw -9368913.636092 + Penalty 3662.144473 = -9365251.491619 nChanged 4 SP:Iteration 106Q (727.081567 sec): 3 clusters Score: Raw -9368914.076686 + Penalty 3662.144473 = -9365251.932213 nChanged 1 SP:Iteration 107Q (727.234131 sec): 3 clusters Score: Raw -9368914.175812 + Penalty 3662.144473 = -9365252.031339 nChanged 1 SP:Iteration 108Q (727.377466 sec): 3 clusters Score: Raw -9368914.294909 + Penalty 3662.144473 = -9365252.150436 nChanged 2 SP:Iteration 109Q (727.510715 sec): 3 clusters Score: Raw -9368914.544004 + Penalty 3662.144473 = -9365252.399531 nChanged 1 SP:Iteration 110Q (727.674044 sec): 3 clusters Score: Raw -9368914.625369 + Penalty 3662.144473 = -9365252.480896 nChanged 1 SP:Iteration 111Q (727.816344 sec): 3 clusters Score: Raw -9368914.780263 + Penalty 3662.144473 = -9365252.635790 nChanged 2 SP:Iteration 112Q (727.972224 sec): 3 clusters Score: Raw -9368915.022695 + Penalty 3662.144473 = -9365252.878222 nChanged 1 SP:Iteration 113Q (728.115351 sec): 3 clusters Score: Raw -9368915.127296 + Penalty 3662.144473 = -9365252.982823 nChanged 1 SP:Iteration 114Q (728.241119 sec): 3 clusters Score: Raw -9368915.269595 + Penalty 3662.144473 = -9365253.125122 nChanged 3 SP:Iteration 115Q (728.390768 sec): 3 clusters Score: Raw -9368915.676283 + Penalty 3662.144473 = -9365253.531810 nChanged 4 SP:Iteration 116Q (728.519027 sec): 3 clusters Score: Raw -9368916.065726 + Penalty 3662.144473 = -9365253.921253 nChanged 3 SP:Iteration 117Q (728.680049 sec): 3 clusters Score: Raw -9368916.344194 + Penalty 3662.144473 = -9365254.199721 nChanged 4 SP:Iteration 118Q (728.817006 sec): 3 clusters Score: Raw -9368916.971519 + Penalty 3662.144473 = -9365254.827046 nChanged 3 SP:Iteration 119Q (728.960871 sec): 3 clusters Score: Raw -9368917.202201 + Penalty 3662.144473 = -9365255.057728 nChanged 3 SP:Iteration 120F (729.120170 sec): 3 clusters Score: Raw -9368917.440636 + Penalty 3662.144473 = -9365255.296163 nChanged 2 SP:Iteration 121Q (729.260032 sec): 3 clusters Score: Raw -9368917.631943 + Penalty 3662.144473 = -9365255.487470 nChanged 2 SP:Iteration 122Q (729.396922 sec): 3 clusters Score: Raw -9368917.782031 + Penalty 3662.144473 = -9365255.637558 nChanged 2 SP:Iteration 123Q (729.532308 sec): 3 clusters Score: Raw -9368918.014674 + Penalty 3662.144473 = -9365255.870201 nChanged 4 SP:Iteration 124Q (729.667925 sec): 3 clusters Score: Raw -9368918.587631 + Penalty 3662.144473 = -9365256.443158 nChanged 5 SP:Iteration 125Q (729.804480 sec): 3 clusters Score: Raw -9368919.137309 + Penalty 3662.144473 = -9365256.992836 nChanged 6 SP:Iteration 126Q (729.941811 sec): 3 clusters Score: Raw -9368920.181860 + Penalty 3662.144473 = -9365258.037387 nChanged 2 SP:Iteration 127Q (730.081374 sec): 3 clusters Score: Raw -9368920.509034 + Penalty 3662.144473 = -9365258.364560 nChanged 4 SP:Iteration 128Q (730.222187 sec): 3 clusters Score: Raw -9368920.939857 + Penalty 3662.144473 = -9365258.795384 nChanged 6 SP:Iteration 129Q (730.368188 sec): 3 clusters Score: Raw -9368921.768737 + Penalty 3662.144473 = -9365259.624264 nChanged 5 SP:Iteration 130Q (730.506869 sec): 3 clusters Score: Raw -9368922.713913 + Penalty 3662.144473 = -9365260.569440 nChanged 7 SP:Iteration 131Q (730.631584 sec): 3 clusters Score: Raw -9368923.738463 + Penalty 3662.144473 = -9365261.593990 nChanged 7 SP:Iteration 132Q (730.767684 sec): 3 clusters Score: Raw -9368924.502938 + Penalty 3662.144473 = -9365262.358465 nChanged 6 SP:Iteration 133Q (730.916705 sec): 3 clusters Score: Raw -9368925.326562 + Penalty 3662.144473 = -9365263.182089 nChanged 4 SP:Iteration 134Q (731.057939 sec): 3 clusters Score: Raw -9368925.815541 + Penalty 3662.144473 = -9365263.671067 nChanged 3 SP:Iteration 135Q (731.181020 sec): 3 clusters Score: Raw -9368926.266668 + Penalty 3662.144473 = -9365264.122195 nChanged 2 SP:Iteration 136Q (731.327389 sec): 3 clusters Score: Raw -9368926.486381 + Penalty 3662.144473 = -9365264.341908 nChanged 1 SP:Iteration 137Q (731.477554 sec): 3 clusters Score: Raw -9368926.601979 + Penalty 3662.144473 = -9365264.457506 nChanged 2 SP:Iteration 138Q (731.602340 sec): 3 clusters Score: Raw -9368926.966403 + Penalty 3662.144473 = -9365264.821930 nChanged 4 SP:Iteration 139Q (731.744349 sec): 3 clusters Score: Raw -9368927.407400 + Penalty 3662.144473 = -9365265.262927 nChanged 6 SP:Iteration 140F (731.932370 sec): 3 clusters Score: Raw -9368928.119885 + Penalty 3662.144473 = -9365265.975412 nChanged 8 SP:Iteration 141Q (732.078966 sec): 3 clusters Score: Raw -9368928.908946 + Penalty 3662.144473 = -9365266.764473 nChanged 5 SP:Iteration 142Q (732.233345 sec): 3 clusters Score: Raw -9368929.669824 + Penalty 3662.144473 = -9365267.525351 nChanged 6 SP:Iteration 143Q (732.378126 sec): 3 clusters Score: Raw -9368930.556943 + Penalty 3662.144473 = -9365268.412470 nChanged 2 SP:Iteration 144Q (732.520328 sec): 3 clusters Score: Raw -9368930.826539 + Penalty 3662.144473 = -9365268.682066 nChanged 1 SP:Iteration 145Q (732.661634 sec): 3 clusters Score: Raw -9368931.037867 + Penalty 3662.144473 = -9365268.893394 nChanged 3 SP:Iteration 146Q (732.801099 sec): 3 clusters Score: Raw -9368931.595273 + Penalty 3662.144473 = -9365269.450800 nChanged 3 SP:Iteration 147Q (732.942068 sec): 3 clusters Score: Raw -9368932.033524 + Penalty 3662.144473 = -9365269.889051 nChanged 3 SP:Iteration 148Q (733.080471 sec): 3 clusters Score: Raw -9368932.283416 + Penalty 3662.144473 = -9365270.138943 nChanged 3 SP:Iteration 149Q (733.235435 sec): 3 clusters Score: Raw -9368932.596721 + Penalty 3662.144473 = -9365270.452248 nChanged 6 SP:Iteration 150Q (733.373800 sec): 3 clusters Score: Raw -9368933.465888 + Penalty 3662.144473 = -9365271.321415 nChanged 5 SP:Iteration 151Q (733.518702 sec): 3 clusters Score: Raw -9368934.284931 + Penalty 3662.144473 = -9365272.140458 nChanged 3 SP:Iteration 152Q (733.650389 sec): 3 clusters Score: Raw -9368934.971568 + Penalty 3662.144473 = -9365272.827095 nChanged 6 SP:Iteration 153Q (733.812594 sec): 3 clusters Score: Raw -9368935.830292 + Penalty 3662.144473 = -9365273.685819 nChanged 3 SP:Iteration 154Q (733.970858 sec): 3 clusters Score: Raw -9368936.134830 + Penalty 3662.144473 = -9365273.990357 nChanged 1 SP:Iteration 155Q (734.119998 sec): 3 clusters Score: Raw -9368936.215949 + Penalty 3662.144473 = -9365274.071476 nChanged 0 SP:Iteration 156F (734.288055 sec): 3 clusters Score: Raw -9368936.215949 + Penalty 3662.144473 = -9365274.071476 nChanged 0 Trying to split cluster 13 (18470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (734.351822 sec): 2 clusters Score: Raw -2207278.315919 + Penalty 1596.384249 = -2205681.931669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (734.431333 sec): 3 clusters Score: Raw -2196263.295986 + Penalty 3192.768499 = -2193070.527487 nChanged 8267 SP:Iteration 1F (734.502172 sec): 3 clusters Score: Raw -2200886.681299 + Penalty 3192.768499 = -2197693.912800 nChanged 1045 SP:Iteration 2F (734.581609 sec): 3 clusters Score: Raw -2201334.720498 + Penalty 3192.768499 = -2198141.952000 nChanged 1063 SP:Iteration 3F (734.663449 sec): 3 clusters Score: Raw -2201839.817537 + Penalty 3192.768499 = -2198647.049038 nChanged 1116 SP:Iteration 4F (734.756075 sec): 3 clusters Score: Raw -2202473.867549 + Penalty 3192.768499 = -2199281.099050 nChanged 1246 SP:Iteration 5F (734.836951 sec): 3 clusters Score: Raw -2203311.581102 + Penalty 3192.768499 = -2200118.812603 nChanged 1269 SP:Iteration 6F (734.918460 sec): 3 clusters Score: Raw -2204237.757260 + Penalty 3192.768499 = -2201044.988761 nChanged 1094 SP:Iteration 7F (734.998212 sec): 3 clusters Score: Raw -2205060.369333 + Penalty 3192.768499 = -2201867.600834 nChanged 917 SP:Iteration 8Q (735.070306 sec): 3 clusters Score: Raw -2205809.476265 + Penalty 3192.768499 = -2202616.707766 nChanged 718 SP:Iteration 9Q (735.161746 sec): 3 clusters Score: Raw -2206432.914290 + Penalty 3192.768499 = -2203240.145791 nChanged 472 SP:Iteration 10Q (735.240361 sec): 3 clusters Score: Raw -2206848.472241 + Penalty 3192.768499 = -2203655.703742 nChanged 289 SP:Iteration 11Q (735.322523 sec): 3 clusters Score: Raw -2207123.332685 + Penalty 3192.768499 = -2203930.564186 nChanged 161 SP:Iteration 12Q (735.397600 sec): 3 clusters Score: Raw -2207273.130093 + Penalty 3192.768499 = -2204080.361594 nChanged 107 SP:Iteration 13Q (735.473702 sec): 3 clusters Score: Raw -2207371.105733 + Penalty 3192.768499 = -2204178.337235 nChanged 70 SP:Iteration 14Q (735.547757 sec): 3 clusters Score: Raw -2207432.757591 + Penalty 3192.768499 = -2204239.989092 nChanged 60 SP:Iteration 15Q (735.620898 sec): 3 clusters Score: Raw -2207478.965117 + Penalty 3192.768499 = -2204286.196619 nChanged 41 SP:Iteration 16Q (735.692080 sec): 3 clusters Score: Raw -2207505.841937 + Penalty 3192.768499 = -2204313.073438 nChanged 30 SP:Iteration 17Q (735.761980 sec): 3 clusters Score: Raw -2207535.915592 + Penalty 3192.768499 = -2204343.147093 nChanged 30 SP:Iteration 18Q (735.832427 sec): 3 clusters Score: Raw -2207570.018607 + Penalty 3192.768499 = -2204377.250108 nChanged 23 SP:Iteration 19Q (735.901034 sec): 3 clusters Score: Raw -2207589.377875 + Penalty 3192.768499 = -2204396.609376 nChanged 17 SP:Iteration 20F (735.982466 sec): 3 clusters Score: Raw -2207600.305095 + Penalty 3192.768499 = -2204407.536596 nChanged 8 SP:Iteration 21Q (736.053125 sec): 3 clusters Score: Raw -2207604.568885 + Penalty 3192.768499 = -2204411.800386 nChanged 7 SP:Iteration 22Q (736.123649 sec): 3 clusters Score: Raw -2207609.548430 + Penalty 3192.768499 = -2204416.779931 nChanged 8 SP:Iteration 23Q (736.194351 sec): 3 clusters Score: Raw -2207614.421581 + Penalty 3192.768499 = -2204421.653082 nChanged 3 SP:Iteration 24Q (736.265254 sec): 3 clusters Score: Raw -2207615.727515 + Penalty 3192.768499 = -2204422.959016 nChanged 1 SP:Iteration 25Q (736.337718 sec): 3 clusters Score: Raw -2207615.833363 + Penalty 3192.768499 = -2204423.064864 nChanged 0 SP:Iteration 26F (736.408693 sec): 3 clusters Score: Raw -2207615.833363 + Penalty 3192.768499 = -2204423.064864 nChanged 0 Trying to split cluster 14 (6909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (736.452999 sec): 2 clusters Score: Raw -788500.045787 + Penalty 1436.594281 = -787063.451506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.514603 sec): 3 clusters Score: Raw -784747.438250 + Penalty 2873.188561 = -781874.249689 nChanged 2919 SP:Iteration 1F (736.562273 sec): 3 clusters Score: Raw -786294.488080 + Penalty 2873.188561 = -783421.299518 nChanged 489 SP:Iteration 2F (736.632960 sec): 3 clusters Score: Raw -786580.309402 + Penalty 2873.188561 = -783707.120841 nChanged 437 SP:Iteration 3F (736.693127 sec): 3 clusters Score: Raw -786871.139839 + Penalty 2873.188561 = -783997.951278 nChanged 450 SP:Iteration 4F (736.745350 sec): 3 clusters Score: Raw -787251.251483 + Penalty 2873.188561 = -784378.062922 nChanged 411 SP:Iteration 5F (736.803318 sec): 3 clusters Score: Raw -787665.248570 + Penalty 2873.188561 = -784792.060009 nChanged 412 SP:Iteration 6F (736.855555 sec): 3 clusters Score: Raw -788024.593006 + Penalty 2873.188561 = -785151.404444 nChanged 350 SP:Iteration 7F (736.913551 sec): 3 clusters Score: Raw -788294.104812 + Penalty 2873.188561 = -785420.916251 nChanged 305 SP:Iteration 8Q (736.985252 sec): 3 clusters Score: Raw -788506.928731 + Penalty 2873.188561 = -785633.740170 nChanged 253 SP:Iteration 9Q (737.040026 sec): 3 clusters Score: Raw -788687.640008 + Penalty 2873.188561 = -785814.451447 nChanged 216 SP:Iteration 10Q (737.096133 sec): 3 clusters Score: Raw -788817.441975 + Penalty 2873.188561 = -785944.253414 nChanged 175 SP:Iteration 11Q (737.142349 sec): 3 clusters Score: Raw -788905.189324 + Penalty 2873.188561 = -786032.000763 nChanged 118 SP:Iteration 12Q (737.200067 sec): 3 clusters Score: Raw -788951.359401 + Penalty 2873.188561 = -786078.170840 nChanged 82 SP:Iteration 13Q (737.256883 sec): 3 clusters Score: Raw -788980.188772 + Penalty 2873.188561 = -786107.000211 nChanged 64 SP:Iteration 14Q (737.310557 sec): 3 clusters Score: Raw -789000.323813 + Penalty 2873.188561 = -786127.135252 nChanged 63 SP:Iteration 15Q (737.375066 sec): 3 clusters Score: Raw -789016.625989 + Penalty 2873.188561 = -786143.437428 nChanged 40 SP:Iteration 16Q (737.422014 sec): 3 clusters Score: Raw -789023.956897 + Penalty 2873.188561 = -786150.768336 nChanged 25 SP:Iteration 17Q (737.494393 sec): 3 clusters Score: Raw -789029.214686 + Penalty 2873.188561 = -786156.026125 nChanged 18 SP:Iteration 18Q (737.549208 sec): 3 clusters Score: Raw -789031.998557 + Penalty 2873.188561 = -786158.809995 nChanged 11 SP:Iteration 19Q (737.608392 sec): 3 clusters Score: Raw -789033.142835 + Penalty 2873.188561 = -786159.954274 nChanged 9 SP:Iteration 20F (737.657326 sec): 3 clusters Score: Raw -789034.577988 + Penalty 2873.188561 = -786161.389426 nChanged 12 SP:Iteration 21Q (737.718095 sec): 3 clusters Score: Raw -789036.403128 + Penalty 2873.188561 = -786163.214566 nChanged 11 SP:Iteration 22Q (737.777704 sec): 3 clusters Score: Raw -789038.957467 + Penalty 2873.188561 = -786165.768906 nChanged 11 SP:Iteration 23Q (737.845955 sec): 3 clusters Score: Raw -789042.458456 + Penalty 2873.188561 = -786169.269895 nChanged 14 SP:Iteration 24Q (737.903193 sec): 3 clusters Score: Raw -789044.534297 + Penalty 2873.188561 = -786171.345736 nChanged 10 SP:Iteration 25Q (737.949564 sec): 3 clusters Score: Raw -789046.109361 + Penalty 2873.188561 = -786172.920800 nChanged 10 SP:Iteration 26Q (738.021593 sec): 3 clusters Score: Raw -789048.166931 + Penalty 2873.188561 = -786174.978370 nChanged 10 SP:Iteration 27Q (738.080196 sec): 3 clusters Score: Raw -789049.493172 + Penalty 2873.188561 = -786176.304610 nChanged 9 SP:Iteration 28Q (738.132251 sec): 3 clusters Score: Raw -789050.791853 + Penalty 2873.188561 = -786177.603291 nChanged 9 SP:Iteration 29Q (738.199291 sec): 3 clusters Score: Raw -789051.848380 + Penalty 2873.188561 = -786178.659818 nChanged 7 SP:Iteration 30Q (738.261080 sec): 3 clusters Score: Raw -789052.606478 + Penalty 2873.188561 = -786179.417917 nChanged 6 SP:Iteration 31Q (738.308025 sec): 3 clusters Score: Raw -789053.388034 + Penalty 2873.188561 = -786180.199473 nChanged 3 SP:Iteration 32Q (738.375300 sec): 3 clusters Score: Raw -789054.036947 + Penalty 2873.188561 = -786180.848385 nChanged 2 SP:Iteration 33Q (738.421754 sec): 3 clusters Score: Raw -789054.268677 + Penalty 2873.188561 = -786181.080116 nChanged 3 SP:Iteration 34Q (738.477715 sec): 3 clusters Score: Raw -789054.681968 + Penalty 2873.188561 = -786181.493407 nChanged 3 SP:Iteration 35Q (738.548493 sec): 3 clusters Score: Raw -789054.925304 + Penalty 2873.188561 = -786181.736743 nChanged 0 SP:Iteration 36F (738.608431 sec): 3 clusters Score: Raw -789054.925304 + Penalty 2873.188561 = -786181.736743 nChanged 0 Trying to split cluster 15 (5144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (738.640568 sec): 2 clusters Score: Raw -601490.234811 + Penalty 1388.657768 = -600101.577042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (738.691267 sec): 3 clusters Score: Raw -598824.337042 + Penalty 2777.315536 = -596047.021505 nChanged 2107 SP:Iteration 1F (738.748339 sec): 3 clusters Score: Raw -600061.070193 + Penalty 2777.315536 = -597283.754657 nChanged 430 SP:Iteration 2F (738.803929 sec): 3 clusters Score: Raw -600315.069192 + Penalty 2777.315536 = -597537.753655 nChanged 324 SP:Iteration 3F (738.861960 sec): 3 clusters Score: Raw -600522.778619 + Penalty 2777.315536 = -597745.463083 nChanged 288 SP:Iteration 4F (738.926600 sec): 3 clusters Score: Raw -600679.120733 + Penalty 2777.315536 = -597901.805197 nChanged 245 SP:Iteration 5Q (738.984914 sec): 3 clusters Score: Raw -600813.469976 + Penalty 2777.315536 = -598036.154439 nChanged 200 SP:Iteration 6Q (739.044671 sec): 3 clusters Score: Raw -600936.427440 + Penalty 2777.315536 = -598159.111904 nChanged 197 SP:Iteration 7Q (739.102152 sec): 3 clusters Score: Raw -601042.666434 + Penalty 2777.315536 = -598265.350898 nChanged 166 SP:Iteration 8Q (739.159335 sec): 3 clusters Score: Raw -601130.462382 + Penalty 2777.315536 = -598353.146846 nChanged 131 SP:Iteration 9Q (739.208017 sec): 3 clusters Score: Raw -601191.907410 + Penalty 2777.315536 = -598414.591873 nChanged 110 SP:Iteration 10Q (739.273911 sec): 3 clusters Score: Raw -601242.906788 + Penalty 2777.315536 = -598465.591251 nChanged 93 SP:Iteration 11Q (739.327247 sec): 3 clusters Score: Raw -601285.365935 + Penalty 2777.315536 = -598508.050399 nChanged 86 SP:Iteration 12Q (739.381843 sec): 3 clusters Score: Raw -601330.099930 + Penalty 2777.315536 = -598552.784393 nChanged 94 SP:Iteration 13Q (739.429143 sec): 3 clusters Score: Raw -601375.473828 + Penalty 2777.315536 = -598598.158292 nChanged 84 SP:Iteration 14Q (739.493145 sec): 3 clusters Score: Raw -601415.235755 + Penalty 2777.315536 = -598637.920219 nChanged 83 SP:Iteration 15Q (739.542178 sec): 3 clusters Score: Raw -601454.458633 + Penalty 2777.315536 = -598677.143097 nChanged 75 SP:Iteration 16Q (739.608334 sec): 3 clusters Score: Raw -601487.650227 + Penalty 2777.315536 = -598710.334691 nChanged 59 SP:Iteration 17Q (739.662384 sec): 3 clusters Score: Raw -601515.069556 + Penalty 2777.315536 = -598737.754020 nChanged 51 SP:Iteration 18Q (739.720230 sec): 3 clusters Score: Raw -601553.122967 + Penalty 2777.315536 = -598775.807431 nChanged 55 SP:Iteration 19Q (739.775433 sec): 3 clusters Score: Raw -601594.487569 + Penalty 2777.315536 = -598817.172032 nChanged 43 SP:Iteration 20F (739.832031 sec): 3 clusters Score: Raw -601619.967868 + Penalty 2777.315536 = -598842.652332 nChanged 41 SP:Iteration 21Q (739.882519 sec): 3 clusters Score: Raw -601643.509297 + Penalty 2777.315536 = -598866.193761 nChanged 42 SP:Iteration 22Q (739.938633 sec): 3 clusters Score: Raw -601671.131712 + Penalty 2777.315536 = -598893.816176 nChanged 37 SP:Iteration 23Q (739.991348 sec): 3 clusters Score: Raw -601694.186372 + Penalty 2777.315536 = -598916.870835 nChanged 28 SP:Iteration 24Q (740.040328 sec): 3 clusters Score: Raw -601706.454247 + Penalty 2777.315536 = -598929.138710 nChanged 24 SP:Iteration 25Q (740.106712 sec): 3 clusters Score: Raw -601716.294015 + Penalty 2777.315536 = -598938.978478 nChanged 19 SP:Iteration 26Q (740.162002 sec): 3 clusters Score: Raw -601725.177311 + Penalty 2777.315536 = -598947.861774 nChanged 22 SP:Iteration 27Q (740.210870 sec): 3 clusters Score: Raw -601736.910002 + Penalty 2777.315536 = -598959.594466 nChanged 24 SP:Iteration 28Q (740.277689 sec): 3 clusters Score: Raw -601748.387849 + Penalty 2777.315536 = -598971.072313 nChanged 20 SP:Iteration 29Q (740.333055 sec): 3 clusters Score: Raw -601761.727945 + Penalty 2777.315536 = -598984.412408 nChanged 13 SP:Iteration 30Q (740.389824 sec): 3 clusters Score: Raw -601766.887318 + Penalty 2777.315536 = -598989.571782 nChanged 6 SP:Iteration 31Q (740.437387 sec): 3 clusters Score: Raw -601768.478774 + Penalty 2777.315536 = -598991.163238 nChanged 4 SP:Iteration 32Q (740.495457 sec): 3 clusters Score: Raw -601769.757596 + Penalty 2777.315536 = -598992.442060 nChanged 2 SP:Iteration 33Q (740.561479 sec): 3 clusters Score: Raw -601770.151068 + Penalty 2777.315536 = -598992.835532 nChanged 3 SP:Iteration 34Q (740.621971 sec): 3 clusters Score: Raw -601771.357431 + Penalty 2777.315536 = -598994.041895 nChanged 3 SP:Iteration 35Q (740.677836 sec): 3 clusters Score: Raw -601773.082541 + Penalty 2777.315536 = -598995.767005 nChanged 4 SP:Iteration 36Q (740.734677 sec): 3 clusters Score: Raw -601776.118418 + Penalty 2777.315536 = -598998.802881 nChanged 8 SP:Iteration 37Q (740.790518 sec): 3 clusters Score: Raw -601779.661491 + Penalty 2777.315536 = -599002.345955 nChanged 5 SP:Iteration 38Q (740.844677 sec): 3 clusters Score: Raw -601782.264213 + Penalty 2777.315536 = -599004.948677 nChanged 7 SP:Iteration 39Q (740.886093 sec): 3 clusters Score: Raw -601784.470679 + Penalty 2777.315536 = -599007.155143 nChanged 2 SP:Iteration 40F (740.943750 sec): 3 clusters Score: Raw -601785.196143 + Penalty 2777.315536 = -599007.880606 nChanged 3 SP:Iteration 41Q (741.008205 sec): 3 clusters Score: Raw -601786.007739 + Penalty 2777.315536 = -599008.692202 nChanged 0 SP:Iteration 42F (741.055220 sec): 3 clusters Score: Raw -601786.007739 + Penalty 2777.315536 = -599008.692202 nChanged 0 Trying to split cluster 16 (121679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (741.264306 sec): 2 clusters Score: Raw -14576928.028593 + Penalty 1902.735528 = -14575025.293065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (741.514372 sec): 3 clusters Score: Raw -14497415.061389 + Penalty 3805.471055 = -14493609.590334 nChanged 58318 SP:Iteration 1F (741.752012 sec): 3 clusters Score: Raw -14532715.299657 + Penalty 3805.471055 = -14528909.828602 nChanged 4905 SP:Iteration 2Q (741.991940 sec): 3 clusters Score: Raw -14534395.883663 + Penalty 3805.471055 = -14530590.412608 nChanged 5668 SP:Iteration 3Q (742.241733 sec): 3 clusters Score: Raw -14536777.419993 + Penalty 3805.471055 = -14532971.948938 nChanged 6555 SP:Iteration 4F (742.486896 sec): 3 clusters Score: Raw -14540263.303458 + Penalty 3805.471055 = -14536457.832402 nChanged 7594 SP:Iteration 5F (742.727025 sec): 3 clusters Score: Raw -14545156.809372 + Penalty 3805.471055 = -14541351.338317 nChanged 8340 SP:Iteration 6F (742.966420 sec): 3 clusters Score: Raw -14551252.659567 + Penalty 3805.471055 = -14547447.188512 nChanged 8192 SP:Iteration 7F (743.204633 sec): 3 clusters Score: Raw -14557328.758075 + Penalty 3805.471055 = -14553523.287020 nChanged 6880 SP:Iteration 8F (743.448700 sec): 3 clusters Score: Raw -14561515.639967 + Penalty 3805.471055 = -14557710.168911 nChanged 4889 SP:Iteration 9Q (743.686278 sec): 3 clusters Score: Raw -14563553.812114 + Penalty 3805.471055 = -14559748.341059 nChanged 3106 SP:Iteration 10Q (743.922023 sec): 3 clusters Score: Raw -14564538.003636 + Penalty 3805.471055 = -14560732.532581 nChanged 2272 SP:Iteration 11Q (744.170472 sec): 3 clusters Score: Raw -14565255.227542 + Penalty 3805.471055 = -14561449.756487 nChanged 2024 SP:Iteration 12Q (744.409926 sec): 3 clusters Score: Raw -14565923.182063 + Penalty 3805.471055 = -14562117.711008 nChanged 1973 SP:Iteration 13Q (744.659091 sec): 3 clusters Score: Raw -14566580.465010 + Penalty 3805.471055 = -14562774.993955 nChanged 1892 SP:Iteration 14Q (744.915239 sec): 3 clusters Score: Raw -14567182.901500 + Penalty 3805.471055 = -14563377.430444 nChanged 1779 SP:Iteration 15Q (745.181712 sec): 3 clusters Score: Raw -14567746.293083 + Penalty 3805.471055 = -14563940.822027 nChanged 1725 SP:Iteration 16Q (745.421195 sec): 3 clusters Score: Raw -14568318.536471 + Penalty 3805.471055 = -14564513.065416 nChanged 1672 SP:Iteration 17Q (745.665673 sec): 3 clusters Score: Raw -14568881.698097 + Penalty 3805.471055 = -14565076.227041 nChanged 1691 SP:Iteration 18Q (745.912248 sec): 3 clusters Score: Raw -14569452.675337 + Penalty 3805.471055 = -14565647.204281 nChanged 1617 SP:Iteration 19Q (746.150657 sec): 3 clusters Score: Raw -14570021.341477 + Penalty 3805.471055 = -14566215.870422 nChanged 1510 SP:Iteration 20F (746.388634 sec): 3 clusters Score: Raw -14570548.689298 + Penalty 3805.471055 = -14566743.218243 nChanged 1439 SP:Iteration 21Q (746.628655 sec): 3 clusters Score: Raw -14571015.641557 + Penalty 3805.471055 = -14567210.170501 nChanged 1409 SP:Iteration 22Q (746.863346 sec): 3 clusters Score: Raw -14571446.387231 + Penalty 3805.471055 = -14567640.916175 nChanged 1309 SP:Iteration 23Q (747.099527 sec): 3 clusters Score: Raw -14571819.230588 + Penalty 3805.471055 = -14568013.759533 nChanged 1203 SP:Iteration 24Q (747.338930 sec): 3 clusters Score: Raw -14572156.332114 + Penalty 3805.471055 = -14568350.861059 nChanged 1175 SP:Iteration 25Q (747.592221 sec): 3 clusters Score: Raw -14572489.397382 + Penalty 3805.471055 = -14568683.926327 nChanged 1168 SP:Iteration 26Q (747.835749 sec): 3 clusters Score: Raw -14572823.789650 + Penalty 3805.471055 = -14569018.318594 nChanged 1102 SP:Iteration 27Q (748.056057 sec): 3 clusters Score: Raw -14573137.719287 + Penalty 3805.471055 = -14569332.248232 nChanged 1076 SP:Iteration 28Q (748.281982 sec): 3 clusters Score: Raw -14573449.814708 + Penalty 3805.471055 = -14569644.343652 nChanged 1027 SP:Iteration 29Q (748.505957 sec): 3 clusters Score: Raw -14573761.048672 + Penalty 3805.471055 = -14569955.577617 nChanged 976 SP:Iteration 30Q (748.723897 sec): 3 clusters Score: Raw -14574059.239461 + Penalty 3805.471055 = -14570253.768406 nChanged 941 SP:Iteration 31Q (748.936061 sec): 3 clusters Score: Raw -14574350.166165 + Penalty 3805.471055 = -14570544.695110 nChanged 887 SP:Iteration 32Q (749.154830 sec): 3 clusters Score: Raw -14574626.696999 + Penalty 3805.471055 = -14570821.225944 nChanged 834 SP:Iteration 33Q (749.371290 sec): 3 clusters Score: Raw -14574873.911323 + Penalty 3805.471055 = -14571068.440267 nChanged 819 SP:Iteration 34Q (749.597754 sec): 3 clusters Score: Raw -14575110.127921 + Penalty 3805.471055 = -14571304.656865 nChanged 748 SP:Iteration 35Q (749.829864 sec): 3 clusters Score: Raw -14575329.472580 + Penalty 3805.471055 = -14571524.001525 nChanged 729 SP:Iteration 36Q (750.036638 sec): 3 clusters Score: Raw -14575531.706428 + Penalty 3805.471055 = -14571726.235372 nChanged 663 SP:Iteration 37Q (750.253614 sec): 3 clusters Score: Raw -14575709.058361 + Penalty 3805.471055 = -14571903.587306 nChanged 595 SP:Iteration 38Q (750.463170 sec): 3 clusters Score: Raw -14575869.708904 + Penalty 3805.471055 = -14572064.237848 nChanged 572 SP:Iteration 39Q (750.677641 sec): 3 clusters Score: Raw -14576022.357641 + Penalty 3805.471055 = -14572216.886586 nChanged 526 SP:Iteration 40F (750.918192 sec): 3 clusters Score: Raw -14576151.676941 + Penalty 3805.471055 = -14572346.205886 nChanged 468 SP:Iteration 41Q (751.125725 sec): 3 clusters Score: Raw -14576253.636769 + Penalty 3805.471055 = -14572448.165714 nChanged 406 SP:Iteration 42Q (751.332978 sec): 3 clusters Score: Raw -14576336.864946 + Penalty 3805.471055 = -14572531.393891 nChanged 350 SP:Iteration 43Q (751.539243 sec): 3 clusters Score: Raw -14576412.016947 + Penalty 3805.471055 = -14572606.545892 nChanged 332 SP:Iteration 44Q (751.731565 sec): 3 clusters Score: Raw -14576480.049975 + Penalty 3805.471055 = -14572674.578920 nChanged 313 SP:Iteration 45Q (751.946327 sec): 3 clusters Score: Raw -14576545.118972 + Penalty 3805.471055 = -14572739.647917 nChanged 313 SP:Iteration 46Q (752.151954 sec): 3 clusters Score: Raw -14576607.771212 + Penalty 3805.471055 = -14572802.300157 nChanged 309 SP:Iteration 47Q (752.377431 sec): 3 clusters Score: Raw -14576671.611316 + Penalty 3805.471055 = -14572866.140260 nChanged 283 SP:Iteration 48Q (752.581118 sec): 3 clusters Score: Raw -14576731.923348 + Penalty 3805.471055 = -14572926.452293 nChanged 273 SP:Iteration 49Q (752.780557 sec): 3 clusters Score: Raw -14576785.671281 + Penalty 3805.471055 = -14572980.200226 nChanged 237 SP:Iteration 50Q (752.974815 sec): 3 clusters Score: Raw -14576830.542179 + Penalty 3805.471055 = -14573025.071123 nChanged 222 SP:Iteration 51Q (753.173870 sec): 3 clusters Score: Raw -14576877.165605 + Penalty 3805.471055 = -14573071.694549 nChanged 221 SP:Iteration 52Q (753.374638 sec): 3 clusters Score: Raw -14576920.969273 + Penalty 3805.471055 = -14573115.498218 nChanged 211 SP:Iteration 53Q (753.574328 sec): 3 clusters Score: Raw -14576961.625348 + Penalty 3805.471055 = -14573156.154292 nChanged 215 SP:Iteration 54Q (753.767398 sec): 3 clusters Score: Raw -14577001.931640 + Penalty 3805.471055 = -14573196.460585 nChanged 187 SP:Iteration 55Q (753.968183 sec): 3 clusters Score: Raw -14577033.914422 + Penalty 3805.471055 = -14573228.443367 nChanged 164 SP:Iteration 56Q (754.152862 sec): 3 clusters Score: Raw -14577064.099435 + Penalty 3805.471055 = -14573258.628379 nChanged 165 SP:Iteration 57Q (754.350709 sec): 3 clusters Score: Raw -14577092.926669 + Penalty 3805.471055 = -14573287.455613 nChanged 162 SP:Iteration 58Q (754.564699 sec): 3 clusters Score: Raw -14577123.572322 + Penalty 3805.471055 = -14573318.101267 nChanged 171 SP:Iteration 59Q (754.758433 sec): 3 clusters Score: Raw -14577158.695022 + Penalty 3805.471055 = -14573353.223966 nChanged 150 SP:Iteration 60F (755.009315 sec): 3 clusters Score: Raw -14577187.678475 + Penalty 3805.471055 = -14573382.207419 nChanged 121 SP:Iteration 61Q (755.215497 sec): 3 clusters Score: Raw -14577207.569891 + Penalty 3805.471055 = -14573402.098836 nChanged 106 SP:Iteration 62Q (755.412193 sec): 3 clusters Score: Raw -14577224.926616 + Penalty 3805.471055 = -14573419.455561 nChanged 96 SP:Iteration 63Q (755.622293 sec): 3 clusters Score: Raw -14577240.686137 + Penalty 3805.471055 = -14573435.215081 nChanged 101 SP:Iteration 64Q (755.827707 sec): 3 clusters Score: Raw -14577257.810032 + Penalty 3805.471055 = -14573452.338976 nChanged 94 SP:Iteration 65Q (756.030298 sec): 3 clusters Score: Raw -14577273.678916 + Penalty 3805.471055 = -14573468.207860 nChanged 83 SP:Iteration 66Q (756.244044 sec): 3 clusters Score: Raw -14577285.996079 + Penalty 3805.471055 = -14573480.525024 nChanged 66 SP:Iteration 67Q (756.439693 sec): 3 clusters Score: Raw -14577295.557936 + Penalty 3805.471055 = -14573490.086881 nChanged 56 SP:Iteration 68Q (756.646878 sec): 3 clusters Score: Raw -14577306.103918 + Penalty 3805.471055 = -14573500.632863 nChanged 61 SP:Iteration 69Q (756.847800 sec): 3 clusters Score: Raw -14577315.639952 + Penalty 3805.471055 = -14573510.168897 nChanged 62 SP:Iteration 70Q (757.055377 sec): 3 clusters Score: Raw -14577325.957186 + Penalty 3805.471055 = -14573520.486131 nChanged 59 SP:Iteration 71Q (757.246422 sec): 3 clusters Score: Raw -14577334.946871 + Penalty 3805.471055 = -14573529.475816 nChanged 47 SP:Iteration 72Q (757.447578 sec): 3 clusters Score: Raw -14577342.524000 + Penalty 3805.471055 = -14573537.052945 nChanged 47 SP:Iteration 73Q (757.683443 sec): 3 clusters Score: Raw -14577349.983557 + Penalty 3805.471055 = -14573544.512502 nChanged 46 SP:Iteration 74Q (757.883193 sec): 3 clusters Score: Raw -14577357.537991 + Penalty 3805.471055 = -14573552.066935 nChanged 45 SP:Iteration 75Q (758.074788 sec): 3 clusters Score: Raw -14577364.966822 + Penalty 3805.471055 = -14573559.495767 nChanged 35 SP:Iteration 76Q (758.264340 sec): 3 clusters Score: Raw -14577369.576741 + Penalty 3805.471055 = -14573564.105686 nChanged 39 SP:Iteration 77Q (758.464328 sec): 3 clusters Score: Raw -14577375.992552 + Penalty 3805.471055 = -14573570.521497 nChanged 38 SP:Iteration 78Q (758.656215 sec): 3 clusters Score: Raw -14577380.653144 + Penalty 3805.471055 = -14573575.182088 nChanged 31 SP:Iteration 79Q (758.859281 sec): 3 clusters Score: Raw -14577383.791749 + Penalty 3805.471055 = -14573578.320694 nChanged 19 SP:Iteration 80F (759.090510 sec): 3 clusters Score: Raw -14577385.869025 + Penalty 3805.471055 = -14573580.397970 nChanged 13 SP:Iteration 81Q (759.297151 sec): 3 clusters Score: Raw -14577386.827239 + Penalty 3805.471055 = -14573581.356184 nChanged 13 SP:Iteration 82Q (759.487033 sec): 3 clusters Score: Raw -14577387.938335 + Penalty 3805.471055 = -14573582.467280 nChanged 11 SP:Iteration 83Q (759.678996 sec): 3 clusters Score: Raw -14577388.620234 + Penalty 3805.471055 = -14573583.149179 nChanged 8 SP:Iteration 84Q (759.873044 sec): 3 clusters Score: Raw -14577389.090486 + Penalty 3805.471055 = -14573583.619431 nChanged 5 SP:Iteration 85Q (760.061640 sec): 3 clusters Score: Raw -14577389.545856 + Penalty 3805.471055 = -14573584.074801 nChanged 9 SP:Iteration 86Q (760.249504 sec): 3 clusters Score: Raw -14577390.342598 + Penalty 3805.471055 = -14573584.871543 nChanged 8 SP:Iteration 87Q (760.447604 sec): 3 clusters Score: Raw -14577391.213461 + Penalty 3805.471055 = -14573585.742406 nChanged 9 SP:Iteration 88Q (760.642264 sec): 3 clusters Score: Raw -14577392.512202 + Penalty 3805.471055 = -14573587.041147 nChanged 8 SP:Iteration 89Q (760.832839 sec): 3 clusters Score: Raw -14577393.200554 + Penalty 3805.471055 = -14573587.729499 nChanged 3 SP:Iteration 90Q (761.025087 sec): 3 clusters Score: Raw -14577393.454015 + Penalty 3805.471055 = -14573587.982959 nChanged 5 SP:Iteration 91Q (761.216338 sec): 3 clusters Score: Raw -14577393.787051 + Penalty 3805.471055 = -14573588.315995 nChanged 3 SP:Iteration 92Q (761.422197 sec): 3 clusters Score: Raw -14577394.203959 + Penalty 3805.471055 = -14573588.732903 nChanged 5 SP:Iteration 93Q (761.627864 sec): 3 clusters Score: Raw -14577394.734844 + Penalty 3805.471055 = -14573589.263789 nChanged 4 SP:Iteration 94Q (761.812431 sec): 3 clusters Score: Raw -14577395.046006 + Penalty 3805.471055 = -14573589.574951 nChanged 1 SP:Iteration 95Q (762.025277 sec): 3 clusters Score: Raw -14577395.062498 + Penalty 3805.471055 = -14573589.591443 nChanged 0 SP:Iteration 96F (762.273612 sec): 3 clusters Score: Raw -14577395.062498 + Penalty 3805.471055 = -14573589.591443 nChanged 0 Trying to split cluster 17 (11826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (762.326261 sec): 2 clusters Score: Raw -1377107.911919 + Penalty 1523.934064 = -1375583.977856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (762.398460 sec): 3 clusters Score: Raw -1370224.789976 + Penalty 3047.868127 = -1367176.921848 nChanged 5248 SP:Iteration 1F (762.467179 sec): 3 clusters Score: Raw -1373006.017964 + Penalty 3047.868127 = -1369958.149837 nChanged 673 SP:Iteration 2F (762.540850 sec): 3 clusters Score: Raw -1373277.106023 + Penalty 3047.868127 = -1370229.237896 nChanged 584 SP:Iteration 3Q (762.612696 sec): 3 clusters Score: Raw -1373504.238320 + Penalty 3047.868127 = -1370456.370193 nChanged 512 SP:Iteration 4Q (762.681184 sec): 3 clusters Score: Raw -1373710.706420 + Penalty 3047.868127 = -1370662.838293 nChanged 465 SP:Iteration 5Q (762.736912 sec): 3 clusters Score: Raw -1373897.449876 + Penalty 3047.868127 = -1370849.581748 nChanged 447 SP:Iteration 6Q (762.817297 sec): 3 clusters Score: Raw -1374076.891518 + Penalty 3047.868127 = -1371029.023390 nChanged 418 SP:Iteration 7Q (762.884038 sec): 3 clusters Score: Raw -1374253.992955 + Penalty 3047.868127 = -1371206.124827 nChanged 417 SP:Iteration 8Q (762.945006 sec): 3 clusters Score: Raw -1374436.539446 + Penalty 3047.868127 = -1371388.671319 nChanged 446 SP:Iteration 9Q (763.021708 sec): 3 clusters Score: Raw -1374651.599986 + Penalty 3047.868127 = -1371603.731859 nChanged 446 SP:Iteration 10Q (763.087898 sec): 3 clusters Score: Raw -1374885.798699 + Penalty 3047.868127 = -1371837.930571 nChanged 454 SP:Iteration 11Q (763.160786 sec): 3 clusters Score: Raw -1375136.705668 + Penalty 3047.868127 = -1372088.837540 nChanged 459 SP:Iteration 12Q (763.230480 sec): 3 clusters Score: Raw -1375399.256925 + Penalty 3047.868127 = -1372351.388797 nChanged 416 SP:Iteration 13Q (763.301817 sec): 3 clusters Score: Raw -1375641.719353 + Penalty 3047.868127 = -1372593.851225 nChanged 382 SP:Iteration 14Q (763.369669 sec): 3 clusters Score: Raw -1375851.180518 + Penalty 3047.868127 = -1372803.312391 nChanged 354 SP:Iteration 15Q (763.445138 sec): 3 clusters Score: Raw -1376030.012959 + Penalty 3047.868127 = -1372982.144831 nChanged 276 SP:Iteration 16Q (763.516621 sec): 3 clusters Score: Raw -1376170.516964 + Penalty 3047.868127 = -1373122.648837 nChanged 255 SP:Iteration 17Q (763.588773 sec): 3 clusters Score: Raw -1376297.816049 + Penalty 3047.868127 = -1373249.947922 nChanged 229 SP:Iteration 18Q (763.655315 sec): 3 clusters Score: Raw -1376412.085391 + Penalty 3047.868127 = -1373364.217264 nChanged 204 SP:Iteration 19Q (763.723743 sec): 3 clusters Score: Raw -1376519.336187 + Penalty 3047.868127 = -1373471.468060 nChanged 187 SP:Iteration 20F (763.792289 sec): 3 clusters Score: Raw -1376632.181840 + Penalty 3047.868127 = -1373584.313712 nChanged 175 SP:Iteration 21Q (763.846540 sec): 3 clusters Score: Raw -1376747.176497 + Penalty 3047.868127 = -1373699.308370 nChanged 174 SP:Iteration 22Q (763.926461 sec): 3 clusters Score: Raw -1376851.515225 + Penalty 3047.868127 = -1373803.647098 nChanged 161 SP:Iteration 23Q (763.992844 sec): 3 clusters Score: Raw -1376942.585963 + Penalty 3047.868127 = -1373894.717836 nChanged 152 SP:Iteration 24Q (764.047131 sec): 3 clusters Score: Raw -1377025.907478 + Penalty 3047.868127 = -1373978.039351 nChanged 137 SP:Iteration 25Q (764.113074 sec): 3 clusters Score: Raw -1377096.331738 + Penalty 3047.868127 = -1374048.463611 nChanged 121 SP:Iteration 26Q (764.183819 sec): 3 clusters Score: Raw -1377151.718273 + Penalty 3047.868127 = -1374103.850146 nChanged 90 SP:Iteration 27Q (764.253795 sec): 3 clusters Score: Raw -1377193.881048 + Penalty 3047.868127 = -1374146.012920 nChanged 76 SP:Iteration 28Q (764.308731 sec): 3 clusters Score: Raw -1377224.197168 + Penalty 3047.868127 = -1374176.329041 nChanged 47 SP:Iteration 29Q (764.384727 sec): 3 clusters Score: Raw -1377239.731367 + Penalty 3047.868127 = -1374191.863240 nChanged 37 SP:Iteration 30Q (764.448180 sec): 3 clusters Score: Raw -1377254.428366 + Penalty 3047.868127 = -1374206.560239 nChanged 42 SP:Iteration 31Q (764.500502 sec): 3 clusters Score: Raw -1377269.612312 + Penalty 3047.868127 = -1374221.744184 nChanged 38 SP:Iteration 32Q (764.564456 sec): 3 clusters Score: Raw -1377281.101482 + Penalty 3047.868127 = -1374233.233355 nChanged 31 SP:Iteration 33Q (764.642129 sec): 3 clusters Score: Raw -1377291.570537 + Penalty 3047.868127 = -1374243.702409 nChanged 37 SP:Iteration 34Q (764.705482 sec): 3 clusters Score: Raw -1377305.928291 + Penalty 3047.868127 = -1374258.060164 nChanged 33 SP:Iteration 35Q (764.765453 sec): 3 clusters Score: Raw -1377319.651519 + Penalty 3047.868127 = -1374271.783391 nChanged 33 SP:Iteration 36Q (764.830005 sec): 3 clusters Score: Raw -1377333.296434 + Penalty 3047.868127 = -1374285.428307 nChanged 19 SP:Iteration 37Q (764.894319 sec): 3 clusters Score: Raw -1377339.023229 + Penalty 3047.868127 = -1374291.155102 nChanged 15 SP:Iteration 38Q (764.958219 sec): 3 clusters Score: Raw -1377343.859798 + Penalty 3047.868127 = -1374295.991671 nChanged 13 SP:Iteration 39Q (765.025599 sec): 3 clusters Score: Raw -1377347.548101 + Penalty 3047.868127 = -1374299.679973 nChanged 17 SP:Iteration 40F (765.091470 sec): 3 clusters Score: Raw -1377355.005053 + Penalty 3047.868127 = -1374307.136926 nChanged 16 SP:Iteration 41Q (765.161753 sec): 3 clusters Score: Raw -1377362.530506 + Penalty 3047.868127 = -1374314.662378 nChanged 11 SP:Iteration 42Q (765.226838 sec): 3 clusters Score: Raw -1377366.069014 + Penalty 3047.868127 = -1374318.200886 nChanged 11 SP:Iteration 43Q (765.289845 sec): 3 clusters Score: Raw -1377368.794034 + Penalty 3047.868127 = -1374320.925907 nChanged 7 SP:Iteration 44Q (765.343680 sec): 3 clusters Score: Raw -1377370.779855 + Penalty 3047.868127 = -1374322.911728 nChanged 11 SP:Iteration 45Q (765.420470 sec): 3 clusters Score: Raw -1377373.869052 + Penalty 3047.868127 = -1374326.000924 nChanged 8 SP:Iteration 46Q (765.485150 sec): 3 clusters Score: Raw -1377377.026417 + Penalty 3047.868127 = -1374329.158290 nChanged 7 SP:Iteration 47Q (765.547876 sec): 3 clusters Score: Raw -1377379.649884 + Penalty 3047.868127 = -1374331.781757 nChanged 7 SP:Iteration 48Q (765.611577 sec): 3 clusters Score: Raw -1377382.006479 + Penalty 3047.868127 = -1374334.138352 nChanged 6 SP:Iteration 49Q (765.676501 sec): 3 clusters Score: Raw -1377383.394842 + Penalty 3047.868127 = -1374335.526715 nChanged 5 SP:Iteration 50Q (765.741329 sec): 3 clusters Score: Raw -1377384.993975 + Penalty 3047.868127 = -1374337.125848 nChanged 7 SP:Iteration 51Q (765.806170 sec): 3 clusters Score: Raw -1377387.123942 + Penalty 3047.868127 = -1374339.255814 nChanged 2 SP:Iteration 52Q (765.857940 sec): 3 clusters Score: Raw -1377387.327127 + Penalty 3047.868127 = -1374339.459000 nChanged 3 SP:Iteration 53Q (765.935744 sec): 3 clusters Score: Raw -1377388.124253 + Penalty 3047.868127 = -1374340.256126 nChanged 6 SP:Iteration 54Q (765.989469 sec): 3 clusters Score: Raw -1377389.360975 + Penalty 3047.868127 = -1374341.492847 nChanged 3 SP:Iteration 55Q (766.064330 sec): 3 clusters Score: Raw -1377389.875389 + Penalty 3047.868127 = -1374342.007261 nChanged 4 SP:Iteration 56Q (766.119965 sec): 3 clusters Score: Raw -1377391.037414 + Penalty 3047.868127 = -1374343.169287 nChanged 4 SP:Iteration 57Q (766.194471 sec): 3 clusters Score: Raw -1377392.412802 + Penalty 3047.868127 = -1374344.544674 nChanged 2 SP:Iteration 58Q (766.260133 sec): 3 clusters Score: Raw -1377392.680344 + Penalty 3047.868127 = -1374344.812217 nChanged 1 SP:Iteration 59Q (766.324098 sec): 3 clusters Score: Raw -1377392.715090 + Penalty 3047.868127 = -1374344.846963 nChanged 0 SP:Iteration 60F (766.375692 sec): 3 clusters Score: Raw -1377392.715090 + Penalty 3047.868127 = -1374344.846963 nChanged 0 Trying to split cluster 18 (50050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.479790 sec): 2 clusters Score: Raw -5732264.278368 + Penalty 1758.376390 = -5730505.901978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.614977 sec): 3 clusters Score: Raw -5700443.997445 + Penalty 3516.752780 = -5696927.244665 nChanged 23530 SP:Iteration 1F (766.746253 sec): 3 clusters Score: Raw -5714243.090722 + Penalty 3516.752780 = -5710726.337942 nChanged 2693 SP:Iteration 2F (766.872388 sec): 3 clusters Score: Raw -5715387.723484 + Penalty 3516.752780 = -5711870.970704 nChanged 2788 SP:Iteration 3F (767.014188 sec): 3 clusters Score: Raw -5716706.895487 + Penalty 3516.752780 = -5713190.142707 nChanged 2939 SP:Iteration 4F (767.149308 sec): 3 clusters Score: Raw -5718248.245148 + Penalty 3516.752780 = -5714731.492368 nChanged 3016 SP:Iteration 5F (767.281243 sec): 3 clusters Score: Raw -5719928.228028 + Penalty 3516.752780 = -5716411.475248 nChanged 3026 SP:Iteration 6F (767.401648 sec): 3 clusters Score: Raw -5721791.099793 + Penalty 3516.752780 = -5718274.347013 nChanged 2725 SP:Iteration 7F (767.528360 sec): 3 clusters Score: Raw -5723743.185914 + Penalty 3516.752780 = -5720226.433134 nChanged 2492 SP:Iteration 8Q (767.671681 sec): 3 clusters Score: Raw -5725856.866287 + Penalty 3516.752780 = -5722340.113507 nChanged 2121 SP:Iteration 9Q (767.812740 sec): 3 clusters Score: Raw -5727814.958037 + Penalty 3516.752780 = -5724298.205257 nChanged 1659 SP:Iteration 10Q (767.943022 sec): 3 clusters Score: Raw -5729053.829283 + Penalty 3516.752780 = -5725537.076503 nChanged 1247 SP:Iteration 11Q (768.071915 sec): 3 clusters Score: Raw -5729759.503609 + Penalty 3516.752780 = -5726242.750829 nChanged 901 SP:Iteration 12Q (768.193062 sec): 3 clusters Score: Raw -5730193.375059 + Penalty 3516.752780 = -5726676.622279 nChanged 636 SP:Iteration 13Q (768.318338 sec): 3 clusters Score: Raw -5730480.786866 + Penalty 3516.752780 = -5726964.034086 nChanged 598 SP:Iteration 14Q (768.442270 sec): 3 clusters Score: Raw -5730719.953813 + Penalty 3516.752780 = -5727203.201033 nChanged 555 SP:Iteration 15Q (768.577913 sec): 3 clusters Score: Raw -5730930.063085 + Penalty 3516.752780 = -5727413.310304 nChanged 475 SP:Iteration 16Q (768.690556 sec): 3 clusters Score: Raw -5731095.316252 + Penalty 3516.752780 = -5727578.563472 nChanged 408 SP:Iteration 17Q (768.819409 sec): 3 clusters Score: Raw -5731216.149935 + Penalty 3516.752780 = -5727699.397155 nChanged 366 SP:Iteration 18Q (768.947659 sec): 3 clusters Score: Raw -5731319.548161 + Penalty 3516.752780 = -5727802.795381 nChanged 349 SP:Iteration 19Q (769.074388 sec): 3 clusters Score: Raw -5731417.798609 + Penalty 3516.752780 = -5727901.045829 nChanged 319 SP:Iteration 20F (769.218300 sec): 3 clusters Score: Raw -5731508.751109 + Penalty 3516.752780 = -5727991.998329 nChanged 292 SP:Iteration 21Q (769.340787 sec): 3 clusters Score: Raw -5731580.891101 + Penalty 3516.752780 = -5728064.138320 nChanged 249 SP:Iteration 22Q (769.466204 sec): 3 clusters Score: Raw -5731639.443586 + Penalty 3516.752780 = -5728122.690806 nChanged 229 SP:Iteration 23Q (769.585995 sec): 3 clusters Score: Raw -5731692.145337 + Penalty 3516.752780 = -5728175.392557 nChanged 232 SP:Iteration 24Q (769.708050 sec): 3 clusters Score: Raw -5731742.699324 + Penalty 3516.752780 = -5728225.946544 nChanged 235 SP:Iteration 25Q (769.832646 sec): 3 clusters Score: Raw -5731792.965862 + Penalty 3516.752780 = -5728276.213082 nChanged 214 SP:Iteration 26Q (769.952115 sec): 3 clusters Score: Raw -5731841.011501 + Penalty 3516.752780 = -5728324.258721 nChanged 201 SP:Iteration 27Q (770.073211 sec): 3 clusters Score: Raw -5731892.627425 + Penalty 3516.752780 = -5728375.874645 nChanged 201 SP:Iteration 28Q (770.190451 sec): 3 clusters Score: Raw -5731944.709860 + Penalty 3516.752780 = -5728427.957080 nChanged 187 SP:Iteration 29Q (770.308674 sec): 3 clusters Score: Raw -5731989.093729 + Penalty 3516.752780 = -5728472.340949 nChanged 181 SP:Iteration 30Q (770.415378 sec): 3 clusters Score: Raw -5732031.936439 + Penalty 3516.752780 = -5728515.183659 nChanged 183 SP:Iteration 31Q (770.540545 sec): 3 clusters Score: Raw -5732071.893823 + Penalty 3516.752780 = -5728555.141043 nChanged 166 SP:Iteration 32Q (770.662619 sec): 3 clusters Score: Raw -5732107.582649 + Penalty 3516.752780 = -5728590.829869 nChanged 158 SP:Iteration 33Q (770.779952 sec): 3 clusters Score: Raw -5732140.704407 + Penalty 3516.752780 = -5728623.951627 nChanged 147 SP:Iteration 34Q (770.897173 sec): 3 clusters Score: Raw -5732168.312120 + Penalty 3516.752780 = -5728651.559340 nChanged 134 SP:Iteration 35Q (771.013867 sec): 3 clusters Score: Raw -5732194.856189 + Penalty 3516.752780 = -5728678.103409 nChanged 140 SP:Iteration 36Q (771.123875 sec): 3 clusters Score: Raw -5732221.694085 + Penalty 3516.752780 = -5728704.941305 nChanged 137 SP:Iteration 37Q (771.242366 sec): 3 clusters Score: Raw -5732247.112635 + Penalty 3516.752780 = -5728730.359855 nChanged 123 SP:Iteration 38Q (771.360213 sec): 3 clusters Score: Raw -5732266.882770 + Penalty 3516.752780 = -5728750.129990 nChanged 111 SP:Iteration 39Q (771.477121 sec): 3 clusters Score: Raw -5732287.814970 + Penalty 3516.752780 = -5728771.062190 nChanged 126 SP:Iteration 40F (771.608803 sec): 3 clusters Score: Raw -5732312.426237 + Penalty 3516.752780 = -5728795.673457 nChanged 123 SP:Iteration 41Q (771.727497 sec): 3 clusters Score: Raw -5732334.711786 + Penalty 3516.752780 = -5728817.959006 nChanged 119 SP:Iteration 42Q (771.844208 sec): 3 clusters Score: Raw -5732357.942863 + Penalty 3516.752780 = -5728841.190083 nChanged 115 SP:Iteration 43Q (771.958739 sec): 3 clusters Score: Raw -5732382.295870 + Penalty 3516.752780 = -5728865.543090 nChanged 100 SP:Iteration 44Q (772.075219 sec): 3 clusters Score: Raw -5732406.046258 + Penalty 3516.752780 = -5728889.293477 nChanged 100 SP:Iteration 45Q (772.190585 sec): 3 clusters Score: Raw -5732429.066781 + Penalty 3516.752780 = -5728912.314001 nChanged 82 SP:Iteration 46Q (772.316326 sec): 3 clusters Score: Raw -5732447.192384 + Penalty 3516.752780 = -5728930.439604 nChanged 81 SP:Iteration 47Q (772.419685 sec): 3 clusters Score: Raw -5732462.081107 + Penalty 3516.752780 = -5728945.328327 nChanged 66 SP:Iteration 48Q (772.553716 sec): 3 clusters Score: Raw -5732477.485167 + Penalty 3516.752780 = -5728960.732387 nChanged 72 SP:Iteration 49Q (772.668366 sec): 3 clusters Score: Raw -5732490.805126 + Penalty 3516.752780 = -5728974.052346 nChanged 64 SP:Iteration 50Q (772.783041 sec): 3 clusters Score: Raw -5732504.437139 + Penalty 3516.752780 = -5728987.684359 nChanged 63 SP:Iteration 51Q (772.894450 sec): 3 clusters Score: Raw -5732516.593710 + Penalty 3516.752780 = -5728999.840930 nChanged 56 SP:Iteration 52Q (773.005949 sec): 3 clusters Score: Raw -5732528.292911 + Penalty 3516.752780 = -5729011.540131 nChanged 65 SP:Iteration 53Q (773.123011 sec): 3 clusters Score: Raw -5732539.236301 + Penalty 3516.752780 = -5729022.483521 nChanged 54 SP:Iteration 54Q (773.220657 sec): 3 clusters Score: Raw -5732548.495979 + Penalty 3516.752780 = -5729031.743199 nChanged 56 SP:Iteration 55Q (773.346637 sec): 3 clusters Score: Raw -5732558.908779 + Penalty 3516.752780 = -5729042.155999 nChanged 52 SP:Iteration 56Q (773.461727 sec): 3 clusters Score: Raw -5732569.603367 + Penalty 3516.752780 = -5729052.850587 nChanged 50 SP:Iteration 57Q (773.575422 sec): 3 clusters Score: Raw -5732580.716365 + Penalty 3516.752780 = -5729063.963585 nChanged 62 SP:Iteration 58Q (773.688892 sec): 3 clusters Score: Raw -5732594.365838 + Penalty 3516.752780 = -5729077.613058 nChanged 52 SP:Iteration 59Q (773.792885 sec): 3 clusters Score: Raw -5732603.521878 + Penalty 3516.752780 = -5729086.769098 nChanged 29 SP:Iteration 60F (773.935390 sec): 3 clusters Score: Raw -5732608.591094 + Penalty 3516.752780 = -5729091.838314 nChanged 30 SP:Iteration 61Q (774.056319 sec): 3 clusters Score: Raw -5732614.267422 + Penalty 3516.752780 = -5729097.514642 nChanged 25 SP:Iteration 62Q (774.162181 sec): 3 clusters Score: Raw -5732618.034841 + Penalty 3516.752780 = -5729101.282061 nChanged 26 SP:Iteration 63Q (774.291552 sec): 3 clusters Score: Raw -5732622.128241 + Penalty 3516.752780 = -5729105.375461 nChanged 26 SP:Iteration 64Q (774.404327 sec): 3 clusters Score: Raw -5732625.339244 + Penalty 3516.752780 = -5729108.586464 nChanged 19 SP:Iteration 65Q (774.515078 sec): 3 clusters Score: Raw -5732628.293716 + Penalty 3516.752780 = -5729111.540936 nChanged 20 SP:Iteration 66Q (774.624921 sec): 3 clusters Score: Raw -5732632.009924 + Penalty 3516.752780 = -5729115.257144 nChanged 21 SP:Iteration 67Q (774.739647 sec): 3 clusters Score: Raw -5732634.814264 + Penalty 3516.752780 = -5729118.061484 nChanged 17 SP:Iteration 68Q (774.869922 sec): 3 clusters Score: Raw -5732637.062226 + Penalty 3516.752780 = -5729120.309446 nChanged 12 SP:Iteration 69Q (774.986436 sec): 3 clusters Score: Raw -5732638.769848 + Penalty 3516.752780 = -5729122.017068 nChanged 10 SP:Iteration 70Q (775.089192 sec): 3 clusters Score: Raw -5732640.282891 + Penalty 3516.752780 = -5729123.530111 nChanged 13 SP:Iteration 71Q (775.199826 sec): 3 clusters Score: Raw -5732642.367996 + Penalty 3516.752780 = -5729125.615216 nChanged 7 SP:Iteration 72Q (775.323780 sec): 3 clusters Score: Raw -5732643.372097 + Penalty 3516.752780 = -5729126.619317 nChanged 6 SP:Iteration 73Q (775.424723 sec): 3 clusters Score: Raw -5732643.921082 + Penalty 3516.752780 = -5729127.168302 nChanged 2 SP:Iteration 74Q (775.540591 sec): 3 clusters Score: Raw -5732644.337453 + Penalty 3516.752780 = -5729127.584673 nChanged 1 SP:Iteration 75Q (775.651559 sec): 3 clusters Score: Raw -5732644.440682 + Penalty 3516.752780 = -5729127.687902 nChanged 1 SP:Iteration 76Q (775.771812 sec): 3 clusters Score: Raw -5732644.632949 + Penalty 3516.752780 = -5729127.880169 nChanged 4 SP:Iteration 77Q (775.873986 sec): 3 clusters Score: Raw -5732645.166993 + Penalty 3516.752780 = -5729128.414213 nChanged 5 SP:Iteration 78Q (775.996206 sec): 3 clusters Score: Raw -5732646.371586 + Penalty 3516.752780 = -5729129.618806 nChanged 12 SP:Iteration 79Q (776.104022 sec): 3 clusters Score: Raw -5732648.424570 + Penalty 3516.752780 = -5729131.671790 nChanged 13 SP:Iteration 80F (776.242581 sec): 3 clusters Score: Raw -5732651.095698 + Penalty 3516.752780 = -5729134.342918 nChanged 13 SP:Iteration 81Q (776.343218 sec): 3 clusters Score: Raw -5732653.268005 + Penalty 3516.752780 = -5729136.515225 nChanged 18 SP:Iteration 82Q (776.468576 sec): 3 clusters Score: Raw -5732655.429017 + Penalty 3516.752780 = -5729138.676237 nChanged 12 SP:Iteration 83Q (776.583715 sec): 3 clusters Score: Raw -5732656.834802 + Penalty 3516.752780 = -5729140.082022 nChanged 7 SP:Iteration 84Q (776.702014 sec): 3 clusters Score: Raw -5732657.981148 + Penalty 3516.752780 = -5729141.228368 nChanged 4 SP:Iteration 85Q (776.816903 sec): 3 clusters Score: Raw -5732658.445473 + Penalty 3516.752780 = -5729141.692693 nChanged 6 SP:Iteration 86Q (776.929957 sec): 3 clusters Score: Raw -5732659.360752 + Penalty 3516.752780 = -5729142.607972 nChanged 6 SP:Iteration 87Q (777.043673 sec): 3 clusters Score: Raw -5732660.694152 + Penalty 3516.752780 = -5729143.941372 nChanged 8 SP:Iteration 88Q (777.172381 sec): 3 clusters Score: Raw -5732661.876658 + Penalty 3516.752780 = -5729145.123878 nChanged 7 SP:Iteration 89Q (777.292740 sec): 3 clusters Score: Raw -5732662.849988 + Penalty 3516.752780 = -5729146.097208 nChanged 12 SP:Iteration 90Q (777.392634 sec): 3 clusters Score: Raw -5732664.483322 + Penalty 3516.752780 = -5729147.730542 nChanged 11 SP:Iteration 91Q (777.532236 sec): 3 clusters Score: Raw -5732666.206023 + Penalty 3516.752780 = -5729149.453243 nChanged 9 SP:Iteration 92Q (777.654058 sec): 3 clusters Score: Raw -5732668.462026 + Penalty 3516.752780 = -5729151.709246 nChanged 17 SP:Iteration 93Q (777.767943 sec): 3 clusters Score: Raw -5732672.929046 + Penalty 3516.752780 = -5729156.176266 nChanged 16 SP:Iteration 94Q (777.882438 sec): 3 clusters Score: Raw -5732675.518305 + Penalty 3516.752780 = -5729158.765525 nChanged 14 SP:Iteration 95Q (777.998479 sec): 3 clusters Score: Raw -5732677.648495 + Penalty 3516.752780 = -5729160.895715 nChanged 8 SP:Iteration 96Q (778.117261 sec): 3 clusters Score: Raw -5732679.804696 + Penalty 3516.752780 = -5729163.051916 nChanged 14 SP:Iteration 97Q (778.228723 sec): 3 clusters Score: Raw -5732682.781203 + Penalty 3516.752780 = -5729166.028423 nChanged 17 SP:Iteration 98Q (778.346323 sec): 3 clusters Score: Raw -5732685.761720 + Penalty 3516.752780 = -5729169.008940 nChanged 6 SP:Iteration 99Q (778.461234 sec): 3 clusters Score: Raw -5732686.754444 + Penalty 3516.752780 = -5729170.001664 nChanged 4 SP:Iteration 100F (778.586986 sec): 3 clusters Score: Raw -5732687.461786 + Penalty 3516.752780 = -5729170.709006 nChanged 8 SP:Iteration 101Q (778.703600 sec): 3 clusters Score: Raw -5732688.873361 + Penalty 3516.752780 = -5729172.120581 nChanged 9 SP:Iteration 102Q (778.815209 sec): 3 clusters Score: Raw -5732690.018041 + Penalty 3516.752780 = -5729173.265261 nChanged 7 SP:Iteration 103Q (778.931956 sec): 3 clusters Score: Raw -5732690.840424 + Penalty 3516.752780 = -5729174.087644 nChanged 4 SP:Iteration 104Q (779.045684 sec): 3 clusters Score: Raw -5732691.196442 + Penalty 3516.752780 = -5729174.443662 nChanged 3 SP:Iteration 105Q (779.167486 sec): 3 clusters Score: Raw -5732691.678749 + Penalty 3516.752780 = -5729174.925969 nChanged 3 SP:Iteration 106Q (779.286912 sec): 3 clusters Score: Raw -5732691.994384 + Penalty 3516.752780 = -5729175.241604 nChanged 5 SP:Iteration 107Q (779.402377 sec): 3 clusters Score: Raw -5732692.742475 + Penalty 3516.752780 = -5729175.989695 nChanged 2 SP:Iteration 108Q (779.512600 sec): 3 clusters Score: Raw -5732692.948564 + Penalty 3516.752780 = -5729176.195784 nChanged 1 SP:Iteration 109Q (779.621264 sec): 3 clusters Score: Raw -5732693.164002 + Penalty 3516.752780 = -5729176.411222 nChanged 0 SP:Iteration 110F (779.756678 sec): 3 clusters Score: Raw -5732693.164002 + Penalty 3516.752780 = -5729176.411222 nChanged 0 Trying to split cluster 19 (9702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (779.804952 sec): 2 clusters Score: Raw -1131916.434890 + Penalty 1491.764191 = -1130424.670700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (779.871023 sec): 3 clusters Score: Raw -1126383.804596 + Penalty 2983.528382 = -1123400.276214 nChanged 4178 SP:Iteration 1F (779.935685 sec): 3 clusters Score: Raw -1128607.750516 + Penalty 2983.528382 = -1125624.222134 nChanged 577 SP:Iteration 2F (780.003764 sec): 3 clusters Score: Raw -1128840.848316 + Penalty 2983.528382 = -1125857.319935 nChanged 506 SP:Iteration 3F (780.054079 sec): 3 clusters Score: Raw -1129070.365361 + Penalty 2983.528382 = -1126086.836979 nChanged 469 SP:Iteration 4Q (780.128251 sec): 3 clusters Score: Raw -1129313.786147 + Penalty 2983.528382 = -1126330.257765 nChanged 484 SP:Iteration 5Q (780.188037 sec): 3 clusters Score: Raw -1129600.224614 + Penalty 2983.528382 = -1126616.696232 nChanged 450 SP:Iteration 6Q (780.263499 sec): 3 clusters Score: Raw -1129860.651997 + Penalty 2983.528382 = -1126877.123615 nChanged 446 SP:Iteration 7Q (780.329180 sec): 3 clusters Score: Raw -1130151.848382 + Penalty 2983.528382 = -1127168.320001 nChanged 477 SP:Iteration 8Q (780.384601 sec): 3 clusters Score: Raw -1130508.692855 + Penalty 2983.528382 = -1127525.164473 nChanged 498 SP:Iteration 9F (780.449808 sec): 3 clusters Score: Raw -1130928.923001 + Penalty 2983.528382 = -1127945.394619 nChanged 434 SP:Iteration 10Q (780.523810 sec): 3 clusters Score: Raw -1131310.184014 + Penalty 2983.528382 = -1128326.655632 nChanged 327 SP:Iteration 11Q (780.588409 sec): 3 clusters Score: Raw -1131619.271232 + Penalty 2983.528382 = -1128635.742850 nChanged 249 SP:Iteration 12Q (780.652412 sec): 3 clusters Score: Raw -1131870.345060 + Penalty 2983.528382 = -1128886.816678 nChanged 165 SP:Iteration 13Q (780.712020 sec): 3 clusters Score: Raw -1132036.148966 + Penalty 2983.528382 = -1129052.620585 nChanged 93 SP:Iteration 14Q (780.780757 sec): 3 clusters Score: Raw -1132144.240976 + Penalty 2983.528382 = -1129160.712594 nChanged 69 SP:Iteration 15Q (780.844671 sec): 3 clusters Score: Raw -1132216.091383 + Penalty 2983.528382 = -1129232.563001 nChanged 48 SP:Iteration 16Q (780.896994 sec): 3 clusters Score: Raw -1132259.860673 + Penalty 2983.528382 = -1129276.332291 nChanged 37 SP:Iteration 17Q (780.960548 sec): 3 clusters Score: Raw -1132289.752506 + Penalty 2983.528382 = -1129306.224124 nChanged 19 SP:Iteration 18Q (781.032773 sec): 3 clusters Score: Raw -1132304.287022 + Penalty 2983.528382 = -1129320.758640 nChanged 19 SP:Iteration 19Q (781.082740 sec): 3 clusters Score: Raw -1132322.273661 + Penalty 2983.528382 = -1129338.745280 nChanged 8 SP:Iteration 20F (781.158306 sec): 3 clusters Score: Raw -1132329.043546 + Penalty 2983.528382 = -1129345.515164 nChanged 9 SP:Iteration 21Q (781.207672 sec): 3 clusters Score: Raw -1132333.256902 + Penalty 2983.528382 = -1129349.728520 nChanged 4 SP:Iteration 22Q (781.275783 sec): 3 clusters Score: Raw -1132335.132210 + Penalty 2983.528382 = -1129351.603828 nChanged 4 SP:Iteration 23Q (781.334826 sec): 3 clusters Score: Raw -1132336.204009 + Penalty 2983.528382 = -1129352.675627 nChanged 3 SP:Iteration 24Q (781.392702 sec): 3 clusters Score: Raw -1132338.721943 + Penalty 2983.528382 = -1129355.193561 nChanged 4 SP:Iteration 25Q (781.454628 sec): 3 clusters Score: Raw -1132342.134873 + Penalty 2983.528382 = -1129358.606491 nChanged 9 SP:Iteration 26Q (781.516202 sec): 3 clusters Score: Raw -1132346.001167 + Penalty 2983.528382 = -1129362.472785 nChanged 1 SP:Iteration 27Q (781.579636 sec): 3 clusters Score: Raw -1132347.516459 + Penalty 2983.528382 = -1129363.988077 nChanged 0 SP:Iteration 28F (781.632440 sec): 3 clusters Score: Raw -1132347.516459 + Penalty 2983.528382 = -1129363.988077 nChanged 0 Trying to split cluster 20 (11271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (781.686807 sec): 2 clusters Score: Raw -1292535.129925 + Penalty 1516.123104 = -1291019.006821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (781.755603 sec): 3 clusters Score: Raw -1286125.471889 + Penalty 3032.246209 = -1283093.225681 nChanged 4863 SP:Iteration 1F (781.809400 sec): 3 clusters Score: Raw -1288789.364482 + Penalty 3032.246209 = -1285757.118274 nChanged 631 SP:Iteration 2F (781.886178 sec): 3 clusters Score: Raw -1289070.255988 + Penalty 3032.246209 = -1286038.009780 nChanged 587 SP:Iteration 3F (781.942227 sec): 3 clusters Score: Raw -1289348.933456 + Penalty 3032.246209 = -1286316.687248 nChanged 578 SP:Iteration 4F (782.005528 sec): 3 clusters Score: Raw -1289637.992982 + Penalty 3032.246209 = -1286605.746773 nChanged 530 SP:Iteration 5Q (782.074310 sec): 3 clusters Score: Raw -1289913.746922 + Penalty 3032.246209 = -1286881.500714 nChanged 550 SP:Iteration 6Q (782.146747 sec): 3 clusters Score: Raw -1290219.957833 + Penalty 3032.246209 = -1287187.711624 nChanged 506 SP:Iteration 7Q (782.210224 sec): 3 clusters Score: Raw -1290523.435757 + Penalty 3032.246209 = -1287491.189549 nChanged 511 SP:Iteration 8Q (782.290427 sec): 3 clusters Score: Raw -1290876.334753 + Penalty 3032.246209 = -1287844.088545 nChanged 485 SP:Iteration 9Q (782.357147 sec): 3 clusters Score: Raw -1291170.497136 + Penalty 3032.246209 = -1288138.250927 nChanged 419 SP:Iteration 10Q (782.421084 sec): 3 clusters Score: Raw -1291386.459063 + Penalty 3032.246209 = -1288354.212855 nChanged 318 SP:Iteration 11Q (782.488873 sec): 3 clusters Score: Raw -1291518.936829 + Penalty 3032.246209 = -1288486.690620 nChanged 230 SP:Iteration 12Q (782.554745 sec): 3 clusters Score: Raw -1291610.788223 + Penalty 3032.246209 = -1288578.542015 nChanged 215 SP:Iteration 13Q (782.611130 sec): 3 clusters Score: Raw -1291694.035942 + Penalty 3032.246209 = -1288661.789733 nChanged 166 SP:Iteration 14Q (782.683468 sec): 3 clusters Score: Raw -1291763.298379 + Penalty 3032.246209 = -1288731.052170 nChanged 179 SP:Iteration 15Q (782.750465 sec): 3 clusters Score: Raw -1291840.118197 + Penalty 3032.246209 = -1288807.871988 nChanged 193 SP:Iteration 16Q (782.802689 sec): 3 clusters Score: Raw -1291923.363943 + Penalty 3032.246209 = -1288891.117735 nChanged 166 SP:Iteration 17Q (782.867098 sec): 3 clusters Score: Raw -1291994.958384 + Penalty 3032.246209 = -1288962.712175 nChanged 158 SP:Iteration 18Q (782.944537 sec): 3 clusters Score: Raw -1292067.453272 + Penalty 3032.246209 = -1289035.207063 nChanged 151 SP:Iteration 19Q (783.009735 sec): 3 clusters Score: Raw -1292144.983773 + Penalty 3032.246209 = -1289112.737564 nChanged 165 SP:Iteration 20F (783.072240 sec): 3 clusters Score: Raw -1292222.503797 + Penalty 3032.246209 = -1289190.257588 nChanged 165 SP:Iteration 21Q (783.126770 sec): 3 clusters Score: Raw -1292301.062411 + Penalty 3032.246209 = -1289268.816202 nChanged 160 SP:Iteration 22Q (783.193136 sec): 3 clusters Score: Raw -1292377.010429 + Penalty 3032.246209 = -1289344.764221 nChanged 146 SP:Iteration 23Q (783.273398 sec): 3 clusters Score: Raw -1292442.589669 + Penalty 3032.246209 = -1289410.343461 nChanged 120 SP:Iteration 24Q (783.328855 sec): 3 clusters Score: Raw -1292491.980391 + Penalty 3032.246209 = -1289459.734182 nChanged 114 SP:Iteration 25Q (783.398102 sec): 3 clusters Score: Raw -1292541.468409 + Penalty 3032.246209 = -1289509.222200 nChanged 105 SP:Iteration 26Q (783.472841 sec): 3 clusters Score: Raw -1292582.901690 + Penalty 3032.246209 = -1289550.655481 nChanged 107 SP:Iteration 27Q (783.535709 sec): 3 clusters Score: Raw -1292624.608475 + Penalty 3032.246209 = -1289592.362266 nChanged 91 SP:Iteration 28Q (783.601347 sec): 3 clusters Score: Raw -1292658.148625 + Penalty 3032.246209 = -1289625.902416 nChanged 84 SP:Iteration 29Q (783.663211 sec): 3 clusters Score: Raw -1292695.496333 + Penalty 3032.246209 = -1289663.250125 nChanged 78 SP:Iteration 30Q (783.733797 sec): 3 clusters Score: Raw -1292733.820288 + Penalty 3032.246209 = -1289701.574080 nChanged 80 SP:Iteration 31Q (783.799960 sec): 3 clusters Score: Raw -1292767.875855 + Penalty 3032.246209 = -1289735.629647 nChanged 80 SP:Iteration 32Q (783.861815 sec): 3 clusters Score: Raw -1292794.074233 + Penalty 3032.246209 = -1289761.828025 nChanged 55 SP:Iteration 33Q (783.931203 sec): 3 clusters Score: Raw -1292809.546903 + Penalty 3032.246209 = -1289777.300694 nChanged 53 SP:Iteration 34Q (783.999394 sec): 3 clusters Score: Raw -1292822.522114 + Penalty 3032.246209 = -1289790.275905 nChanged 40 SP:Iteration 35Q (784.066383 sec): 3 clusters Score: Raw -1292830.920713 + Penalty 3032.246209 = -1289798.674505 nChanged 36 SP:Iteration 36Q (784.117785 sec): 3 clusters Score: Raw -1292838.993544 + Penalty 3032.246209 = -1289806.747335 nChanged 34 SP:Iteration 37Q (784.180417 sec): 3 clusters Score: Raw -1292846.245060 + Penalty 3032.246209 = -1289813.998851 nChanged 23 SP:Iteration 38Q (784.243811 sec): 3 clusters Score: Raw -1292849.765957 + Penalty 3032.246209 = -1289817.519749 nChanged 20 SP:Iteration 39Q (784.302996 sec): 3 clusters Score: Raw -1292853.503029 + Penalty 3032.246209 = -1289821.256820 nChanged 20 SP:Iteration 40F (784.381016 sec): 3 clusters Score: Raw -1292856.488497 + Penalty 3032.246209 = -1289824.242288 nChanged 17 SP:Iteration 41Q (784.444040 sec): 3 clusters Score: Raw -1292860.042060 + Penalty 3032.246209 = -1289827.795851 nChanged 22 SP:Iteration 42Q (784.509932 sec): 3 clusters Score: Raw -1292862.952304 + Penalty 3032.246209 = -1289830.706095 nChanged 12 SP:Iteration 43Q (784.563041 sec): 3 clusters Score: Raw -1292866.069471 + Penalty 3032.246209 = -1289833.823262 nChanged 18 SP:Iteration 44Q (784.639561 sec): 3 clusters Score: Raw -1292868.886618 + Penalty 3032.246209 = -1289836.640409 nChanged 12 SP:Iteration 45Q (784.696374 sec): 3 clusters Score: Raw -1292871.410314 + Penalty 3032.246209 = -1289839.164105 nChanged 20 SP:Iteration 46Q (784.765360 sec): 3 clusters Score: Raw -1292875.612002 + Penalty 3032.246209 = -1289843.365793 nChanged 17 SP:Iteration 47Q (784.821064 sec): 3 clusters Score: Raw -1292878.569141 + Penalty 3032.246209 = -1289846.322932 nChanged 18 SP:Iteration 48Q (784.886415 sec): 3 clusters Score: Raw -1292881.613177 + Penalty 3032.246209 = -1289849.366969 nChanged 13 SP:Iteration 49Q (784.958265 sec): 3 clusters Score: Raw -1292883.834546 + Penalty 3032.246209 = -1289851.588338 nChanged 13 SP:Iteration 50Q (785.019732 sec): 3 clusters Score: Raw -1292885.851348 + Penalty 3032.246209 = -1289853.605140 nChanged 22 SP:Iteration 51Q (785.085518 sec): 3 clusters Score: Raw -1292890.396741 + Penalty 3032.246209 = -1289858.150533 nChanged 24 SP:Iteration 52Q (785.166281 sec): 3 clusters Score: Raw -1292895.729045 + Penalty 3032.246209 = -1289863.482836 nChanged 18 SP:Iteration 53Q (785.232030 sec): 3 clusters Score: Raw -1292900.262911 + Penalty 3032.246209 = -1289868.016702 nChanged 14 SP:Iteration 54Q (785.287116 sec): 3 clusters Score: Raw -1292903.406350 + Penalty 3032.246209 = -1289871.160141 nChanged 23 SP:Iteration 55Q (785.359279 sec): 3 clusters Score: Raw -1292907.649897 + Penalty 3032.246209 = -1289875.403689 nChanged 19 SP:Iteration 56Q (785.427641 sec): 3 clusters Score: Raw -1292912.683175 + Penalty 3032.246209 = -1289880.436966 nChanged 25 SP:Iteration 57Q (785.491230 sec): 3 clusters Score: Raw -1292919.173122 + Penalty 3032.246209 = -1289886.926914 nChanged 22 SP:Iteration 58Q (785.553713 sec): 3 clusters Score: Raw -1292924.401291 + Penalty 3032.246209 = -1289892.155083 nChanged 19 SP:Iteration 59Q (785.615661 sec): 3 clusters Score: Raw -1292929.293056 + Penalty 3032.246209 = -1289897.046848 nChanged 11 SP:Iteration 60F (785.693500 sec): 3 clusters Score: Raw -1292930.930133 + Penalty 3032.246209 = -1289898.683924 nChanged 11 SP:Iteration 61Q (785.758093 sec): 3 clusters Score: Raw -1292932.763294 + Penalty 3032.246209 = -1289900.517085 nChanged 13 SP:Iteration 62Q (785.817252 sec): 3 clusters Score: Raw -1292935.687562 + Penalty 3032.246209 = -1289903.441353 nChanged 11 SP:Iteration 63Q (785.886540 sec): 3 clusters Score: Raw -1292937.720852 + Penalty 3032.246209 = -1289905.474643 nChanged 10 SP:Iteration 64Q (785.953453 sec): 3 clusters Score: Raw -1292939.574832 + Penalty 3032.246209 = -1289907.328623 nChanged 9 SP:Iteration 65Q (786.018807 sec): 3 clusters Score: Raw -1292940.782313 + Penalty 3032.246209 = -1289908.536105 nChanged 6 SP:Iteration 66Q (786.087090 sec): 3 clusters Score: Raw -1292942.083558 + Penalty 3032.246209 = -1289909.837350 nChanged 12 SP:Iteration 67Q (786.152849 sec): 3 clusters Score: Raw -1292944.520840 + Penalty 3032.246209 = -1289912.274631 nChanged 11 SP:Iteration 68Q (786.219918 sec): 3 clusters Score: Raw -1292946.369915 + Penalty 3032.246209 = -1289914.123707 nChanged 11 SP:Iteration 69Q (786.286701 sec): 3 clusters Score: Raw -1292948.562200 + Penalty 3032.246209 = -1289916.315992 nChanged 11 SP:Iteration 70Q (786.349869 sec): 3 clusters Score: Raw -1292950.733982 + Penalty 3032.246209 = -1289918.487774 nChanged 12 SP:Iteration 71Q (786.415263 sec): 3 clusters Score: Raw -1292953.100441 + Penalty 3032.246209 = -1289920.854233 nChanged 15 SP:Iteration 72Q (786.478612 sec): 3 clusters Score: Raw -1292957.427509 + Penalty 3032.246209 = -1289925.181301 nChanged 14 SP:Iteration 73Q (786.543079 sec): 3 clusters Score: Raw -1292960.858823 + Penalty 3032.246209 = -1289928.612615 nChanged 14 SP:Iteration 74Q (786.609280 sec): 3 clusters Score: Raw -1292963.669114 + Penalty 3032.246209 = -1289931.422906 nChanged 10 SP:Iteration 75Q (786.675348 sec): 3 clusters Score: Raw -1292965.883536 + Penalty 3032.246209 = -1289933.637327 nChanged 13 SP:Iteration 76Q (786.726950 sec): 3 clusters Score: Raw -1292968.730010 + Penalty 3032.246209 = -1289936.483802 nChanged 11 SP:Iteration 77Q (786.801466 sec): 3 clusters Score: Raw -1292971.290326 + Penalty 3032.246209 = -1289939.044117 nChanged 12 SP:Iteration 78Q (786.867640 sec): 3 clusters Score: Raw -1292974.317083 + Penalty 3032.246209 = -1289942.070875 nChanged 10 SP:Iteration 79Q (786.937865 sec): 3 clusters Score: Raw -1292976.129263 + Penalty 3032.246209 = -1289943.883054 nChanged 9 SP:Iteration 80F (787.006921 sec): 3 clusters Score: Raw -1292978.400818 + Penalty 3032.246209 = -1289946.154609 nChanged 7 SP:Iteration 81Q (787.077420 sec): 3 clusters Score: Raw -1292979.965883 + Penalty 3032.246209 = -1289947.719674 nChanged 9 SP:Iteration 82Q (787.135128 sec): 3 clusters Score: Raw -1292982.346901 + Penalty 3032.246209 = -1289950.100693 nChanged 10 SP:Iteration 83Q (787.208278 sec): 3 clusters Score: Raw -1292984.614092 + Penalty 3032.246209 = -1289952.367884 nChanged 6 SP:Iteration 84Q (787.271664 sec): 3 clusters Score: Raw -1292986.275370 + Penalty 3032.246209 = -1289954.029161 nChanged 6 SP:Iteration 85Q (787.330690 sec): 3 clusters Score: Raw -1292987.718007 + Penalty 3032.246209 = -1289955.471799 nChanged 8 SP:Iteration 86Q (787.403504 sec): 3 clusters Score: Raw -1292988.971063 + Penalty 3032.246209 = -1289956.724854 nChanged 6 SP:Iteration 87Q (787.468313 sec): 3 clusters Score: Raw -1292990.073125 + Penalty 3032.246209 = -1289957.826917 nChanged 5 SP:Iteration 88Q (787.534259 sec): 3 clusters Score: Raw -1292990.896577 + Penalty 3032.246209 = -1289958.650368 nChanged 2 SP:Iteration 89Q (787.599266 sec): 3 clusters Score: Raw -1292991.337446 + Penalty 3032.246209 = -1289959.091238 nChanged 3 SP:Iteration 90Q (787.651807 sec): 3 clusters Score: Raw -1292992.000636 + Penalty 3032.246209 = -1289959.754427 nChanged 5 SP:Iteration 91Q (787.715676 sec): 3 clusters Score: Raw -1292992.923237 + Penalty 3032.246209 = -1289960.677028 nChanged 3 SP:Iteration 92Q (787.785013 sec): 3 clusters Score: Raw -1292993.448922 + Penalty 3032.246209 = -1289961.202714 nChanged 2 SP:Iteration 93Q (787.852781 sec): 3 clusters Score: Raw -1292993.696171 + Penalty 3032.246209 = -1289961.449963 nChanged 1 SP:Iteration 94Q (787.917142 sec): 3 clusters Score: Raw -1292993.786486 + Penalty 3032.246209 = -1289961.540277 nChanged 1 SP:Iteration 95Q (787.979807 sec): 3 clusters Score: Raw -1292993.928621 + Penalty 3032.246209 = -1289961.682412 nChanged 1 SP:Iteration 96Q (788.042238 sec): 3 clusters Score: Raw -1292994.073913 + Penalty 3032.246209 = -1289961.827704 nChanged 1 SP:Iteration 97Q (788.096363 sec): 3 clusters Score: Raw -1292994.336087 + Penalty 3032.246209 = -1289962.089879 nChanged 2 SP:Iteration 98Q (788.160186 sec): 3 clusters Score: Raw -1292994.597641 + Penalty 3032.246209 = -1289962.351433 nChanged 2 SP:Iteration 99Q (788.226514 sec): 3 clusters Score: Raw -1292994.792835 + Penalty 3032.246209 = -1289962.546627 nChanged 1 SP:Iteration 100F (788.301097 sec): 3 clusters Score: Raw -1292994.935636 + Penalty 3032.246209 = -1289962.689427 nChanged 2 SP:Iteration 101Q (788.361967 sec): 3 clusters Score: Raw -1292995.331481 + Penalty 3032.246209 = -1289963.085272 nChanged 1 SP:Iteration 102Q (788.432864 sec): 3 clusters Score: Raw -1292995.448392 + Penalty 3032.246209 = -1289963.202183 nChanged 0 SP:Iteration 103F (788.488927 sec): 3 clusters Score: Raw -1292995.448392 + Penalty 3032.246209 = -1289963.202183 nChanged 0 Trying to split cluster 21 (3788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (788.529257 sec): 2 clusters Score: Raw -436861.569882 + Penalty 1338.933936 = -435522.635945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (788.584978 sec): 3 clusters Score: Raw -435002.829295 + Penalty 2677.867873 = -432324.961423 nChanged 1466 SP:Iteration 1F (788.626935 sec): 3 clusters Score: Raw -435860.992737 + Penalty 2677.867873 = -433183.124864 nChanged 299 SP:Iteration 2F (788.686790 sec): 3 clusters Score: Raw -436078.105643 + Penalty 2677.867873 = -433400.237770 nChanged 230 SP:Iteration 3F (788.734852 sec): 3 clusters Score: Raw -436291.433958 + Penalty 2677.867873 = -433613.566085 nChanged 229 SP:Iteration 4F (788.798610 sec): 3 clusters Score: Raw -436536.313779 + Penalty 2677.867873 = -433858.445907 nChanged 239 SP:Iteration 5F (788.846256 sec): 3 clusters Score: Raw -436808.587395 + Penalty 2677.867873 = -434130.719522 nChanged 217 SP:Iteration 6F (788.911366 sec): 3 clusters Score: Raw -437037.307536 + Penalty 2677.867873 = -434359.439664 nChanged 208 SP:Iteration 7F (788.966552 sec): 3 clusters Score: Raw -437262.635155 + Penalty 2677.867873 = -434584.767282 nChanged 191 SP:Iteration 8F (789.008972 sec): 3 clusters Score: Raw -437469.420768 + Penalty 2677.867873 = -434791.552895 nChanged 157 SP:Iteration 9Q (789.072405 sec): 3 clusters Score: Raw -437658.550872 + Penalty 2677.867873 = -434980.682999 nChanged 163 SP:Iteration 10Q (789.116901 sec): 3 clusters Score: Raw -437842.861329 + Penalty 2677.867873 = -435164.993457 nChanged 146 SP:Iteration 11Q (789.172873 sec): 3 clusters Score: Raw -437993.904962 + Penalty 2677.867873 = -435316.037089 nChanged 129 SP:Iteration 12Q (789.231401 sec): 3 clusters Score: Raw -438112.739342 + Penalty 2677.867873 = -435434.871469 nChanged 108 SP:Iteration 13Q (789.291288 sec): 3 clusters Score: Raw -438228.134330 + Penalty 2677.867873 = -435550.266457 nChanged 102 SP:Iteration 14Q (789.332420 sec): 3 clusters Score: Raw -438331.364245 + Penalty 2677.867873 = -435653.496372 nChanged 78 SP:Iteration 15Q (789.396969 sec): 3 clusters Score: Raw -438385.116733 + Penalty 2677.867873 = -435707.248860 nChanged 48 SP:Iteration 16Q (789.440326 sec): 3 clusters Score: Raw -438407.046143 + Penalty 2677.867873 = -435729.178270 nChanged 16 SP:Iteration 17Q (789.496664 sec): 3 clusters Score: Raw -438413.405862 + Penalty 2677.867873 = -435735.537989 nChanged 13 SP:Iteration 18Q (789.548897 sec): 3 clusters Score: Raw -438418.587865 + Penalty 2677.867873 = -435740.719992 nChanged 8 SP:Iteration 19Q (789.607341 sec): 3 clusters Score: Raw -438422.503295 + Penalty 2677.867873 = -435744.635422 nChanged 11 SP:Iteration 20F (789.657553 sec): 3 clusters Score: Raw -438427.046572 + Penalty 2677.867873 = -435749.178699 nChanged 6 SP:Iteration 21Q (789.707926 sec): 3 clusters Score: Raw -438428.399707 + Penalty 2677.867873 = -435750.531834 nChanged 2 SP:Iteration 22Q (789.766706 sec): 3 clusters Score: Raw -438428.853113 + Penalty 2677.867873 = -435750.985241 nChanged 2 SP:Iteration 23Q (789.818526 sec): 3 clusters Score: Raw -438429.105154 + Penalty 2677.867873 = -435751.237282 nChanged 0 SP:Iteration 24F (789.872698 sec): 3 clusters Score: Raw -438429.105154 + Penalty 2677.867873 = -435751.237282 nChanged 0 Score: Raw -86557391.265930 + Penalty 65962.637360 = -86491428.628569 Splitting cluster 21 changes total score from -86491996.531247 to -86491428.628569 So it's not getting split. Trying to split cluster 22 (2285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (803.701311 sec): 2 clusters Score: Raw -254199.681309 + Penalty 1256.794712 = -252942.886597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (803.742881 sec): 3 clusters Score: Raw -253172.001676 + Penalty 2513.589424 = -250658.412253 nChanged 830 SP:Iteration 1F (803.807438 sec): 3 clusters Score: Raw -253718.910917 + Penalty 2513.589424 = -251205.321494 nChanged 199 SP:Iteration 2F (803.863077 sec): 3 clusters Score: Raw -253891.658981 + Penalty 2513.589424 = -251378.069558 nChanged 142 SP:Iteration 3F (803.919596 sec): 3 clusters Score: Raw -254023.548182 + Penalty 2513.589424 = -251509.958758 nChanged 129 SP:Iteration 4F (803.966034 sec): 3 clusters Score: Raw -254134.420485 + Penalty 2513.589424 = -251620.831061 nChanged 95 SP:Iteration 5Q (804.021982 sec): 3 clusters Score: Raw -254218.549364 + Penalty 2513.589424 = -251704.959940 nChanged 80 SP:Iteration 6Q (804.076759 sec): 3 clusters Score: Raw -254286.649499 + Penalty 2513.589424 = -251773.060076 nChanged 68 SP:Iteration 7Q (804.135099 sec): 3 clusters Score: Raw -254338.365766 + Penalty 2513.589424 = -251824.776343 nChanged 52 SP:Iteration 8Q (804.184604 sec): 3 clusters Score: Raw -254387.760676 + Penalty 2513.589424 = -251874.171253 nChanged 58 SP:Iteration 9Q (804.220308 sec): 3 clusters Score: Raw -254440.234547 + Penalty 2513.589424 = -251926.645123 nChanged 59 SP:Iteration 10Q (804.277910 sec): 3 clusters Score: Raw -254492.465445 + Penalty 2513.589424 = -251978.876021 nChanged 60 SP:Iteration 11Q (804.332885 sec): 3 clusters Score: Raw -254543.257186 + Penalty 2513.589424 = -252029.667762 nChanged 48 SP:Iteration 12Q (804.381622 sec): 3 clusters Score: Raw -254584.208902 + Penalty 2513.589424 = -252070.619478 nChanged 40 SP:Iteration 13Q (804.429946 sec): 3 clusters Score: Raw -254620.901541 + Penalty 2513.589424 = -252107.312118 nChanged 50 SP:Iteration 14Q (804.471247 sec): 3 clusters Score: Raw -254665.441299 + Penalty 2513.589424 = -252151.851876 nChanged 37 SP:Iteration 15Q (804.530006 sec): 3 clusters Score: Raw -254692.276960 + Penalty 2513.589424 = -252178.687537 nChanged 26 SP:Iteration 16Q (804.585122 sec): 3 clusters Score: Raw -254711.725638 + Penalty 2513.589424 = -252198.136214 nChanged 26 SP:Iteration 17Q (804.641037 sec): 3 clusters Score: Raw -254732.480411 + Penalty 2513.589424 = -252218.890988 nChanged 24 SP:Iteration 18Q (804.688419 sec): 3 clusters Score: Raw -254752.726747 + Penalty 2513.589424 = -252239.137323 nChanged 22 SP:Iteration 19Q (804.744298 sec): 3 clusters Score: Raw -254766.229037 + Penalty 2513.589424 = -252252.639614 nChanged 18 SP:Iteration 20F (804.782277 sec): 3 clusters Score: Raw -254780.843725 + Penalty 2513.589424 = -252267.254301 nChanged 15 SP:Iteration 21Q (804.826926 sec): 3 clusters Score: Raw -254787.983600 + Penalty 2513.589424 = -252274.394176 nChanged 12 SP:Iteration 22Q (804.886144 sec): 3 clusters Score: Raw -254794.797296 + Penalty 2513.589424 = -252281.207872 nChanged 18 SP:Iteration 23Q (804.936647 sec): 3 clusters Score: Raw -254805.983347 + Penalty 2513.589424 = -252292.393924 nChanged 18 SP:Iteration 24Q (804.984011 sec): 3 clusters Score: Raw -254817.255159 + Penalty 2513.589424 = -252303.665736 nChanged 18 SP:Iteration 25Q (805.045226 sec): 3 clusters Score: Raw -254829.720753 + Penalty 2513.589424 = -252316.131330 nChanged 13 SP:Iteration 26Q (805.094864 sec): 3 clusters Score: Raw -254840.462892 + Penalty 2513.589424 = -252326.873468 nChanged 17 SP:Iteration 27Q (805.151341 sec): 3 clusters Score: Raw -254854.309334 + Penalty 2513.589424 = -252340.719911 nChanged 20 SP:Iteration 28Q (805.205661 sec): 3 clusters Score: Raw -254865.730452 + Penalty 2513.589424 = -252352.141028 nChanged 18 SP:Iteration 29Q (805.255397 sec): 3 clusters Score: Raw -254878.503856 + Penalty 2513.589424 = -252364.914432 nChanged 21 SP:Iteration 30Q (805.293843 sec): 3 clusters Score: Raw -254892.510418 + Penalty 2513.589424 = -252378.920995 nChanged 15 SP:Iteration 31Q (805.345356 sec): 3 clusters Score: Raw -254899.275326 + Penalty 2513.589424 = -252385.685903 nChanged 19 SP:Iteration 32Q (805.395693 sec): 3 clusters Score: Raw -254912.144592 + Penalty 2513.589424 = -252398.555168 nChanged 14 SP:Iteration 33Q (805.445359 sec): 3 clusters Score: Raw -254922.502876 + Penalty 2513.589424 = -252408.913452 nChanged 17 SP:Iteration 34Q (805.498727 sec): 3 clusters Score: Raw -254936.436575 + Penalty 2513.589424 = -252422.847152 nChanged 16 SP:Iteration 35Q (805.548490 sec): 3 clusters Score: Raw -254943.461814 + Penalty 2513.589424 = -252429.872390 nChanged 9 SP:Iteration 36Q (805.597917 sec): 3 clusters Score: Raw -254946.293598 + Penalty 2513.589424 = -252432.704174 nChanged 4 SP:Iteration 37Q (805.658957 sec): 3 clusters Score: Raw -254948.472135 + Penalty 2513.589424 = -252434.882712 nChanged 3 SP:Iteration 38Q (805.703052 sec): 3 clusters Score: Raw -254950.049983 + Penalty 2513.589424 = -252436.460560 nChanged 3 SP:Iteration 39Q (805.767593 sec): 3 clusters Score: Raw -254951.270707 + Penalty 2513.589424 = -252437.681283 nChanged 4 SP:Iteration 40F (805.819243 sec): 3 clusters Score: Raw -254952.498491 + Penalty 2513.589424 = -252438.909068 nChanged 2 SP:Iteration 41Q (805.873148 sec): 3 clusters Score: Raw -254953.094194 + Penalty 2513.589424 = -252439.504771 nChanged 2 SP:Iteration 42Q (805.922849 sec): 3 clusters Score: Raw -254955.313397 + Penalty 2513.589424 = -252441.723973 nChanged 5 SP:Iteration 43Q (805.973724 sec): 3 clusters Score: Raw -254956.737121 + Penalty 2513.589424 = -252443.147697 nChanged 3 SP:Iteration 44Q (806.012397 sec): 3 clusters Score: Raw -254957.631475 + Penalty 2513.589424 = -252444.042052 nChanged 0 SP:Iteration 45F (806.069862 sec): 3 clusters Score: Raw -254957.631475 + Penalty 2513.589424 = -252444.042052 nChanged 0 Trying to split cluster 23 (1571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (806.099086 sec): 2 clusters Score: Raw -159510.254188 + Penalty 1195.913491 = -158314.340697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (806.149002 sec): 3 clusters Score: Raw -159065.639643 + Penalty 2391.826982 = -156673.812660 nChanged 552 SP:Iteration 1F (806.199994 sec): 3 clusters Score: Raw -159585.603729 + Penalty 2391.826982 = -157193.776747 nChanged 158 SP:Iteration 2F (806.252964 sec): 3 clusters Score: Raw -159865.501457 + Penalty 2391.826982 = -157473.674474 nChanged 137 SP:Iteration 3F (806.303843 sec): 3 clusters Score: Raw -160075.452073 + Penalty 2391.826982 = -157683.625091 nChanged 109 SP:Iteration 4F (806.356088 sec): 3 clusters Score: Raw -160249.139294 + Penalty 2391.826982 = -157857.312312 nChanged 85 SP:Iteration 5F (806.399618 sec): 3 clusters Score: Raw -160347.136652 + Penalty 2391.826982 = -157955.309670 nChanged 49 SP:Iteration 6Q (806.457915 sec): 3 clusters Score: Raw -160410.414497 + Penalty 2391.826982 = -158018.587514 nChanged 25 SP:Iteration 7Q (806.501200 sec): 3 clusters Score: Raw -160438.000881 + Penalty 2391.826982 = -158046.173899 nChanged 22 SP:Iteration 8Q (806.553299 sec): 3 clusters Score: Raw -160463.294285 + Penalty 2391.826982 = -158071.467303 nChanged 15 SP:Iteration 9Q (806.608303 sec): 3 clusters Score: Raw -160481.317605 + Penalty 2391.826982 = -158089.490623 nChanged 11 SP:Iteration 10Q (806.647587 sec): 3 clusters Score: Raw -160496.025445 + Penalty 2391.826982 = -158104.198462 nChanged 12 SP:Iteration 11Q (806.700597 sec): 3 clusters Score: Raw -160508.942243 + Penalty 2391.826982 = -158117.115261 nChanged 10 SP:Iteration 12Q (806.759316 sec): 3 clusters Score: Raw -160517.231733 + Penalty 2391.826982 = -158125.404751 nChanged 6 SP:Iteration 13Q (806.809026 sec): 3 clusters Score: Raw -160524.762307 + Penalty 2391.826982 = -158132.935325 nChanged 2 SP:Iteration 14Q (806.861106 sec): 3 clusters Score: Raw -160525.825818 + Penalty 2391.826982 = -158133.998835 nChanged 2 SP:Iteration 15Q (806.913555 sec): 3 clusters Score: Raw -160527.111009 + Penalty 2391.826982 = -158135.284027 nChanged 4 SP:Iteration 16Q (806.957715 sec): 3 clusters Score: Raw -160531.116862 + Penalty 2391.826982 = -158139.289879 nChanged 7 SP:Iteration 17Q (807.018630 sec): 3 clusters Score: Raw -160536.989942 + Penalty 2391.826982 = -158145.162960 nChanged 6 SP:Iteration 18Q (807.064125 sec): 3 clusters Score: Raw -160541.186256 + Penalty 2391.826982 = -158149.359274 nChanged 4 SP:Iteration 19Q (807.104740 sec): 3 clusters Score: Raw -160543.585219 + Penalty 2391.826982 = -158151.758237 nChanged 2 SP:Iteration 20F (807.158972 sec): 3 clusters Score: Raw -160546.176701 + Penalty 2391.826982 = -158154.349719 nChanged 1 SP:Iteration 21Q (807.208165 sec): 3 clusters Score: Raw -160546.701011 + Penalty 2391.826982 = -158154.874029 nChanged 0 SP:Iteration 22F (807.252232 sec): 3 clusters Score: Raw -160546.701011 + Penalty 2391.826982 = -158154.874029 nChanged 0 Trying to split cluster 24 (2266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (807.281399 sec): 2 clusters Score: Raw -255678.278459 + Penalty 1255.437859 = -254422.840599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (807.322894 sec): 3 clusters Score: Raw -254702.392803 + Penalty 2510.875719 = -252191.517085 nChanged 788 SP:Iteration 1F (807.375870 sec): 3 clusters Score: Raw -255303.436502 + Penalty 2510.875719 = -252792.560783 nChanged 213 SP:Iteration 2F (807.422667 sec): 3 clusters Score: Raw -255528.922786 + Penalty 2510.875719 = -253018.047067 nChanged 140 SP:Iteration 3F (807.475433 sec): 3 clusters Score: Raw -255692.393472 + Penalty 2510.875719 = -253181.517753 nChanged 126 SP:Iteration 4F (807.523892 sec): 3 clusters Score: Raw -255828.657591 + Penalty 2510.875719 = -253317.781872 nChanged 90 SP:Iteration 5Q (807.571129 sec): 3 clusters Score: Raw -255918.017450 + Penalty 2510.875719 = -253407.141731 nChanged 64 SP:Iteration 6Q (807.614758 sec): 3 clusters Score: Raw -255970.112703 + Penalty 2510.875719 = -253459.236985 nChanged 39 SP:Iteration 7Q (807.663154 sec): 3 clusters Score: Raw -255995.970504 + Penalty 2510.875719 = -253485.094786 nChanged 29 SP:Iteration 8Q (807.714510 sec): 3 clusters Score: Raw -256021.915289 + Penalty 2510.875719 = -253511.039571 nChanged 38 SP:Iteration 9Q (807.758965 sec): 3 clusters Score: Raw -256048.664659 + Penalty 2510.875719 = -253537.788940 nChanged 30 SP:Iteration 10Q (807.806877 sec): 3 clusters Score: Raw -256067.591752 + Penalty 2510.875719 = -253556.716034 nChanged 25 SP:Iteration 11Q (807.862515 sec): 3 clusters Score: Raw -256083.965295 + Penalty 2510.875719 = -253573.089577 nChanged 21 SP:Iteration 12Q (807.902322 sec): 3 clusters Score: Raw -256100.282404 + Penalty 2510.875719 = -253589.406685 nChanged 23 SP:Iteration 13Q (807.967847 sec): 3 clusters Score: Raw -256115.149271 + Penalty 2510.875719 = -253604.273553 nChanged 19 SP:Iteration 14Q (808.017564 sec): 3 clusters Score: Raw -256127.761342 + Penalty 2510.875719 = -253616.885624 nChanged 18 SP:Iteration 15Q (808.060437 sec): 3 clusters Score: Raw -256136.408605 + Penalty 2510.875719 = -253625.532886 nChanged 10 SP:Iteration 16Q (808.114180 sec): 3 clusters Score: Raw -256144.356251 + Penalty 2510.875719 = -253633.480532 nChanged 14 SP:Iteration 17Q (808.162988 sec): 3 clusters Score: Raw -256155.970791 + Penalty 2510.875719 = -253645.095072 nChanged 17 SP:Iteration 18Q (808.214284 sec): 3 clusters Score: Raw -256168.036648 + Penalty 2510.875719 = -253657.160929 nChanged 14 SP:Iteration 19Q (808.265849 sec): 3 clusters Score: Raw -256179.312693 + Penalty 2510.875719 = -253668.436974 nChanged 16 SP:Iteration 20F (808.318677 sec): 3 clusters Score: Raw -256190.167455 + Penalty 2510.875719 = -253679.291736 nChanged 15 SP:Iteration 21Q (808.360620 sec): 3 clusters Score: Raw -256201.151312 + Penalty 2510.875719 = -253690.275593 nChanged 18 SP:Iteration 22Q (808.414523 sec): 3 clusters Score: Raw -256215.545244 + Penalty 2510.875719 = -253704.669525 nChanged 22 SP:Iteration 23Q (808.474846 sec): 3 clusters Score: Raw -256255.304039 + Penalty 2510.875719 = -253744.428321 nChanged 30 SP:Iteration 24Q (808.525162 sec): 3 clusters Score: Raw -256312.840202 + Penalty 2510.875719 = -253801.964484 nChanged 34 SP:Iteration 25Q (808.563997 sec): 3 clusters Score: Raw -256356.254042 + Penalty 2510.875719 = -253845.378324 nChanged 40 SP:Iteration 26Q (808.624565 sec): 3 clusters Score: Raw -256399.182961 + Penalty 2510.875719 = -253888.307243 nChanged 40 SP:Iteration 27Q (808.665092 sec): 3 clusters Score: Raw -256435.596780 + Penalty 2510.875719 = -253924.721062 nChanged 26 SP:Iteration 28Q (808.720625 sec): 3 clusters Score: Raw -256463.370167 + Penalty 2510.875719 = -253952.494449 nChanged 28 SP:Iteration 29Q (808.778758 sec): 3 clusters Score: Raw -256492.491299 + Penalty 2510.875719 = -253981.615580 nChanged 18 SP:Iteration 30Q (808.834568 sec): 3 clusters Score: Raw -256512.523858 + Penalty 2510.875719 = -254001.648140 nChanged 13 SP:Iteration 31Q (808.877820 sec): 3 clusters Score: Raw -256527.412101 + Penalty 2510.875719 = -254016.536382 nChanged 12 SP:Iteration 32Q (808.936205 sec): 3 clusters Score: Raw -256537.742931 + Penalty 2510.875719 = -254026.867212 nChanged 12 SP:Iteration 33Q (808.990061 sec): 3 clusters Score: Raw -256546.776955 + Penalty 2510.875719 = -254035.901237 nChanged 10 SP:Iteration 34Q (809.032656 sec): 3 clusters Score: Raw -256557.916313 + Penalty 2510.875719 = -254047.040595 nChanged 12 SP:Iteration 35Q (809.090813 sec): 3 clusters Score: Raw -256565.417479 + Penalty 2510.875719 = -254054.541761 nChanged 5 SP:Iteration 36Q (809.143422 sec): 3 clusters Score: Raw -256568.047200 + Penalty 2510.875719 = -254057.171482 nChanged 1 SP:Iteration 37Q (809.192593 sec): 3 clusters Score: Raw -256568.265827 + Penalty 2510.875719 = -254057.390108 nChanged 0 SP:Iteration 38F (809.238692 sec): 3 clusters Score: Raw -256568.265827 + Penalty 2510.875719 = -254057.390108 nChanged 0 Trying to split cluster 25 (8562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (809.278765 sec): 2 clusters Score: Raw -1008426.293269 + Penalty 1471.451977 = -1006954.841292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (809.341483 sec): 3 clusters Score: Raw -1003737.355394 + Penalty 2942.903953 = -1000794.451441 nChanged 3615 SP:Iteration 1F (809.401665 sec): 3 clusters Score: Raw -1005679.657777 + Penalty 2942.903953 = -1002736.753824 nChanged 557 SP:Iteration 2F (809.454784 sec): 3 clusters Score: Raw -1005959.202190 + Penalty 2942.903953 = -1003016.298237 nChanged 460 SP:Iteration 3F (809.513044 sec): 3 clusters Score: Raw -1006198.555725 + Penalty 2942.903953 = -1003255.651772 nChanged 436 SP:Iteration 4F (809.576779 sec): 3 clusters Score: Raw -1006426.395389 + Penalty 2942.903953 = -1003483.491436 nChanged 432 SP:Iteration 5F (809.643879 sec): 3 clusters Score: Raw -1006673.895284 + Penalty 2942.903953 = -1003730.991331 nChanged 425 SP:Iteration 6Q (809.703014 sec): 3 clusters Score: Raw -1006956.516368 + Penalty 2942.903953 = -1004013.612415 nChanged 414 SP:Iteration 7Q (809.772048 sec): 3 clusters Score: Raw -1007260.361366 + Penalty 2942.903953 = -1004317.457413 nChanged 424 SP:Iteration 8Q (809.837022 sec): 3 clusters Score: Raw -1007588.114197 + Penalty 2942.903953 = -1004645.210244 nChanged 390 SP:Iteration 9Q (809.902487 sec): 3 clusters Score: Raw -1007895.408313 + Penalty 2942.903953 = -1004952.504360 nChanged 327 SP:Iteration 10Q (809.956716 sec): 3 clusters Score: Raw -1008187.495579 + Penalty 2942.903953 = -1005244.591625 nChanged 296 SP:Iteration 11Q (810.031904 sec): 3 clusters Score: Raw -1008433.562352 + Penalty 2942.903953 = -1005490.658398 nChanged 225 SP:Iteration 12Q (810.093170 sec): 3 clusters Score: Raw -1008601.536852 + Penalty 2942.903953 = -1005658.632899 nChanged 165 SP:Iteration 13Q (810.154359 sec): 3 clusters Score: Raw -1008714.229814 + Penalty 2942.903953 = -1005771.325861 nChanged 129 SP:Iteration 14Q (810.205995 sec): 3 clusters Score: Raw -1008796.557158 + Penalty 2942.903953 = -1005853.653205 nChanged 116 SP:Iteration 15Q (810.278912 sec): 3 clusters Score: Raw -1008858.820454 + Penalty 2942.903953 = -1005915.916500 nChanged 78 SP:Iteration 16Q (810.328317 sec): 3 clusters Score: Raw -1008887.313064 + Penalty 2942.903953 = -1005944.409111 nChanged 51 SP:Iteration 17Q (810.390827 sec): 3 clusters Score: Raw -1008903.204153 + Penalty 2942.903953 = -1005960.300200 nChanged 32 SP:Iteration 18Q (810.453111 sec): 3 clusters Score: Raw -1008912.259932 + Penalty 2942.903953 = -1005969.355979 nChanged 20 SP:Iteration 19Q (810.513887 sec): 3 clusters Score: Raw -1008916.382340 + Penalty 2942.903953 = -1005973.478387 nChanged 12 SP:Iteration 20F (810.586521 sec): 3 clusters Score: Raw -1008918.498156 + Penalty 2942.903953 = -1005975.594203 nChanged 7 SP:Iteration 21Q (810.639249 sec): 3 clusters Score: Raw -1008919.471350 + Penalty 2942.903953 = -1005976.567397 nChanged 2 SP:Iteration 22Q (810.711599 sec): 3 clusters Score: Raw -1008919.688781 + Penalty 2942.903953 = -1005976.784827 nChanged 3 SP:Iteration 23Q (810.761433 sec): 3 clusters Score: Raw -1008920.047376 + Penalty 2942.903953 = -1005977.143423 nChanged 1 SP:Iteration 24Q (810.820367 sec): 3 clusters Score: Raw -1008920.149655 + Penalty 2942.903953 = -1005977.245702 nChanged 0 SP:Iteration 25F (810.894100 sec): 3 clusters Score: Raw -1008920.149655 + Penalty 2942.903953 = -1005977.245702 nChanged 0 Trying to split cluster 26 (5132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (810.929252 sec): 2 clusters Score: Raw -608746.221426 + Penalty 1388.278243 = -607357.943183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (810.986755 sec): 3 clusters Score: Raw -606055.896313 + Penalty 2776.556486 = -603279.339827 nChanged 2095 SP:Iteration 1F (811.032507 sec): 3 clusters Score: Raw -607216.625685 + Penalty 2776.556486 = -604440.069199 nChanged 382 SP:Iteration 2F (811.099735 sec): 3 clusters Score: Raw -607431.733940 + Penalty 2776.556486 = -604655.177454 nChanged 296 SP:Iteration 3F (811.146937 sec): 3 clusters Score: Raw -607607.790356 + Penalty 2776.556486 = -604831.233870 nChanged 277 SP:Iteration 4F (811.206225 sec): 3 clusters Score: Raw -607765.656012 + Penalty 2776.556486 = -604989.099526 nChanged 252 SP:Iteration 5Q (811.274519 sec): 3 clusters Score: Raw -607922.557242 + Penalty 2776.556486 = -605146.000756 nChanged 241 SP:Iteration 6Q (811.327066 sec): 3 clusters Score: Raw -608086.346953 + Penalty 2776.556486 = -605309.790467 nChanged 241 SP:Iteration 7Q (811.383063 sec): 3 clusters Score: Raw -608263.239915 + Penalty 2776.556486 = -605486.683430 nChanged 233 SP:Iteration 8Q (811.449790 sec): 3 clusters Score: Raw -608419.101910 + Penalty 2776.556486 = -605642.545424 nChanged 198 SP:Iteration 9Q (811.507773 sec): 3 clusters Score: Raw -608544.842003 + Penalty 2776.556486 = -605768.285517 nChanged 152 SP:Iteration 10Q (811.553177 sec): 3 clusters Score: Raw -608636.706468 + Penalty 2776.556486 = -605860.149982 nChanged 129 SP:Iteration 11Q (811.610103 sec): 3 clusters Score: Raw -608719.926731 + Penalty 2776.556486 = -605943.370246 nChanged 115 SP:Iteration 12Q (811.679368 sec): 3 clusters Score: Raw -608777.334614 + Penalty 2776.556486 = -606000.778128 nChanged 87 SP:Iteration 13Q (811.739427 sec): 3 clusters Score: Raw -608827.089993 + Penalty 2776.556486 = -606050.533507 nChanged 76 SP:Iteration 14Q (811.798066 sec): 3 clusters Score: Raw -608878.137590 + Penalty 2776.556486 = -606101.581104 nChanged 68 SP:Iteration 15Q (811.857668 sec): 3 clusters Score: Raw -608925.091197 + Penalty 2776.556486 = -606148.534711 nChanged 69 SP:Iteration 16Q (811.905174 sec): 3 clusters Score: Raw -608974.994159 + Penalty 2776.556486 = -606198.437673 nChanged 54 SP:Iteration 17Q (811.957455 sec): 3 clusters Score: Raw -609009.816695 + Penalty 2776.556486 = -606233.260209 nChanged 36 SP:Iteration 18Q (812.009927 sec): 3 clusters Score: Raw -609031.433210 + Penalty 2776.556486 = -606254.876724 nChanged 38 SP:Iteration 19Q (812.075367 sec): 3 clusters Score: Raw -609052.549236 + Penalty 2776.556486 = -606275.992750 nChanged 34 SP:Iteration 20F (812.136136 sec): 3 clusters Score: Raw -609068.131456 + Penalty 2776.556486 = -606291.574970 nChanged 19 SP:Iteration 21Q (812.192449 sec): 3 clusters Score: Raw -609077.541153 + Penalty 2776.556486 = -606300.984667 nChanged 16 SP:Iteration 22Q (812.237834 sec): 3 clusters Score: Raw -609085.072390 + Penalty 2776.556486 = -606308.515904 nChanged 14 SP:Iteration 23Q (812.307644 sec): 3 clusters Score: Raw -609091.103510 + Penalty 2776.556486 = -606314.547024 nChanged 10 SP:Iteration 24Q (812.351885 sec): 3 clusters Score: Raw -609095.749681 + Penalty 2776.556486 = -606319.193195 nChanged 13 SP:Iteration 25Q (812.410970 sec): 3 clusters Score: Raw -609102.555455 + Penalty 2776.556486 = -606325.998970 nChanged 14 SP:Iteration 26Q (812.476980 sec): 3 clusters Score: Raw -609108.565893 + Penalty 2776.556486 = -606332.009407 nChanged 14 SP:Iteration 27Q (812.519273 sec): 3 clusters Score: Raw -609116.526694 + Penalty 2776.556486 = -606339.970208 nChanged 13 SP:Iteration 28Q (812.565295 sec): 3 clusters Score: Raw -609127.570973 + Penalty 2776.556486 = -606351.014487 nChanged 21 SP:Iteration 29Q (812.624803 sec): 3 clusters Score: Raw -609136.247444 + Penalty 2776.556486 = -606359.690958 nChanged 17 SP:Iteration 30Q (812.683678 sec): 3 clusters Score: Raw -609141.446698 + Penalty 2776.556486 = -606364.890212 nChanged 6 SP:Iteration 31Q (812.724545 sec): 3 clusters Score: Raw -609142.255231 + Penalty 2776.556486 = -606365.698745 nChanged 2 SP:Iteration 32Q (812.779298 sec): 3 clusters Score: Raw -609142.761912 + Penalty 2776.556486 = -606366.205426 nChanged 1 SP:Iteration 33Q (812.837042 sec): 3 clusters Score: Raw -609143.140648 + Penalty 2776.556486 = -606366.584162 nChanged 1 SP:Iteration 34Q (812.895395 sec): 3 clusters Score: Raw -609144.140393 + Penalty 2776.556486 = -606367.583907 nChanged 1 SP:Iteration 35Q (812.946641 sec): 3 clusters Score: Raw -609144.367671 + Penalty 2776.556486 = -606367.811185 nChanged 1 SP:Iteration 36Q (812.992746 sec): 3 clusters Score: Raw -609144.577228 + Penalty 2776.556486 = -606368.020742 nChanged 0 SP:Iteration 37F (813.061601 sec): 3 clusters Score: Raw -609144.577228 + Penalty 2776.556486 = -606368.020742 nChanged 0 Trying to split cluster 27 (18344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (813.111725 sec): 2 clusters Score: Raw -2056142.115513 + Penalty 1595.271896 = -2054546.843617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (813.176537 sec): 3 clusters Score: Raw -2045131.138845 + Penalty 3190.543793 = -2041940.595052 nChanged 8285 SP:Iteration 1F (813.258140 sec): 3 clusters Score: Raw -2049854.535027 + Penalty 3190.543793 = -2046663.991234 nChanged 1125 SP:Iteration 2F (813.342570 sec): 3 clusters Score: Raw -2050399.607217 + Penalty 3190.543793 = -2047209.063424 nChanged 1064 SP:Iteration 3F (813.419878 sec): 3 clusters Score: Raw -2050976.607035 + Penalty 3190.543793 = -2047786.063242 nChanged 1093 SP:Iteration 4F (813.496016 sec): 3 clusters Score: Raw -2051640.455522 + Penalty 3190.543793 = -2048449.911729 nChanged 1114 SP:Iteration 5F (813.577047 sec): 3 clusters Score: Raw -2052382.558963 + Penalty 3190.543793 = -2049192.015170 nChanged 1091 SP:Iteration 6F (813.657238 sec): 3 clusters Score: Raw -2053092.867646 + Penalty 3190.543793 = -2049902.323853 nChanged 1024 SP:Iteration 7F (813.735864 sec): 3 clusters Score: Raw -2053771.608631 + Penalty 3190.543793 = -2050581.064838 nChanged 916 SP:Iteration 8Q (813.824187 sec): 3 clusters Score: Raw -2054323.276765 + Penalty 3190.543793 = -2051132.732972 nChanged 691 SP:Iteration 9Q (813.905616 sec): 3 clusters Score: Raw -2054716.940256 + Penalty 3190.543793 = -2051526.396463 nChanged 573 SP:Iteration 10Q (813.984403 sec): 3 clusters Score: Raw -2055000.778525 + Penalty 3190.543793 = -2051810.234732 nChanged 419 SP:Iteration 11Q (814.064502 sec): 3 clusters Score: Raw -2055190.059429 + Penalty 3190.543793 = -2051999.515636 nChanged 371 SP:Iteration 12Q (814.143529 sec): 3 clusters Score: Raw -2055349.249190 + Penalty 3190.543793 = -2052158.705397 nChanged 316 SP:Iteration 13Q (814.222834 sec): 3 clusters Score: Raw -2055477.167400 + Penalty 3190.543793 = -2052286.623607 nChanged 278 SP:Iteration 14Q (814.296491 sec): 3 clusters Score: Raw -2055597.334569 + Penalty 3190.543793 = -2052406.790776 nChanged 291 SP:Iteration 15Q (814.378122 sec): 3 clusters Score: Raw -2055722.224322 + Penalty 3190.543793 = -2052531.680529 nChanged 288 SP:Iteration 16Q (814.449338 sec): 3 clusters Score: Raw -2055845.382454 + Penalty 3190.543793 = -2052654.838661 nChanged 261 SP:Iteration 17Q (814.539661 sec): 3 clusters Score: Raw -2055963.057185 + Penalty 3190.543793 = -2052772.513392 nChanged 256 SP:Iteration 18Q (814.612645 sec): 3 clusters Score: Raw -2056078.342619 + Penalty 3190.543793 = -2052887.798826 nChanged 226 SP:Iteration 19Q (814.692208 sec): 3 clusters Score: Raw -2056185.786573 + Penalty 3190.543793 = -2052995.242780 nChanged 220 SP:Iteration 20F (814.770759 sec): 3 clusters Score: Raw -2056282.247053 + Penalty 3190.543793 = -2053091.703260 nChanged 208 SP:Iteration 21Q (814.849125 sec): 3 clusters Score: Raw -2056373.686347 + Penalty 3190.543793 = -2053183.142554 nChanged 169 SP:Iteration 22Q (814.925853 sec): 3 clusters Score: Raw -2056444.585866 + Penalty 3190.543793 = -2053254.042073 nChanged 140 SP:Iteration 23Q (815.002795 sec): 3 clusters Score: Raw -2056503.305727 + Penalty 3190.543793 = -2053312.761934 nChanged 137 SP:Iteration 24Q (815.065332 sec): 3 clusters Score: Raw -2056555.410712 + Penalty 3190.543793 = -2053364.866919 nChanged 114 SP:Iteration 25Q (815.137890 sec): 3 clusters Score: Raw -2056594.506114 + Penalty 3190.543793 = -2053403.962321 nChanged 94 SP:Iteration 26Q (815.223587 sec): 3 clusters Score: Raw -2056630.519201 + Penalty 3190.543793 = -2053439.975408 nChanged 98 SP:Iteration 27Q (815.296836 sec): 3 clusters Score: Raw -2056666.761795 + Penalty 3190.543793 = -2053476.218002 nChanged 91 SP:Iteration 28Q (815.371832 sec): 3 clusters Score: Raw -2056703.044355 + Penalty 3190.543793 = -2053512.500562 nChanged 88 SP:Iteration 29Q (815.443659 sec): 3 clusters Score: Raw -2056736.347351 + Penalty 3190.543793 = -2053545.803558 nChanged 70 SP:Iteration 30Q (815.519391 sec): 3 clusters Score: Raw -2056762.169230 + Penalty 3190.543793 = -2053571.625437 nChanged 63 SP:Iteration 31Q (815.598791 sec): 3 clusters Score: Raw -2056784.148574 + Penalty 3190.543793 = -2053593.604781 nChanged 65 SP:Iteration 32Q (815.672736 sec): 3 clusters Score: Raw -2056805.243827 + Penalty 3190.543793 = -2053614.700034 nChanged 42 SP:Iteration 33Q (815.747627 sec): 3 clusters Score: Raw -2056817.841321 + Penalty 3190.543793 = -2053627.297528 nChanged 46 SP:Iteration 34Q (815.821035 sec): 3 clusters Score: Raw -2056834.087335 + Penalty 3190.543793 = -2053643.543542 nChanged 53 SP:Iteration 35Q (815.895613 sec): 3 clusters Score: Raw -2056854.672996 + Penalty 3190.543793 = -2053664.129203 nChanged 52 SP:Iteration 36Q (815.968694 sec): 3 clusters Score: Raw -2056873.157598 + Penalty 3190.543793 = -2053682.613806 nChanged 45 SP:Iteration 37Q (816.042572 sec): 3 clusters Score: Raw -2056890.359700 + Penalty 3190.543793 = -2053699.815907 nChanged 58 SP:Iteration 38Q (816.109581 sec): 3 clusters Score: Raw -2056910.547833 + Penalty 3190.543793 = -2053720.004040 nChanged 57 SP:Iteration 39Q (816.185388 sec): 3 clusters Score: Raw -2056929.619227 + Penalty 3190.543793 = -2053739.075434 nChanged 48 SP:Iteration 40F (816.260796 sec): 3 clusters Score: Raw -2056945.967770 + Penalty 3190.543793 = -2053755.423977 nChanged 35 SP:Iteration 41Q (816.329290 sec): 3 clusters Score: Raw -2056958.199220 + Penalty 3190.543793 = -2053767.655427 nChanged 38 SP:Iteration 42Q (816.409394 sec): 3 clusters Score: Raw -2056970.272686 + Penalty 3190.543793 = -2053779.728893 nChanged 30 SP:Iteration 43Q (816.484131 sec): 3 clusters Score: Raw -2056981.517205 + Penalty 3190.543793 = -2053790.973412 nChanged 38 SP:Iteration 44Q (816.558604 sec): 3 clusters Score: Raw -2056995.984577 + Penalty 3190.543793 = -2053805.440784 nChanged 42 SP:Iteration 45Q (816.642588 sec): 3 clusters Score: Raw -2057011.453518 + Penalty 3190.543793 = -2053820.909725 nChanged 41 SP:Iteration 46Q (816.716628 sec): 3 clusters Score: Raw -2057026.513972 + Penalty 3190.543793 = -2053835.970179 nChanged 33 SP:Iteration 47Q (816.789990 sec): 3 clusters Score: Raw -2057042.001423 + Penalty 3190.543793 = -2053851.457630 nChanged 35 SP:Iteration 48Q (816.859098 sec): 3 clusters Score: Raw -2057058.346681 + Penalty 3190.543793 = -2053867.802888 nChanged 28 SP:Iteration 49Q (816.935530 sec): 3 clusters Score: Raw -2057069.217503 + Penalty 3190.543793 = -2053878.673710 nChanged 21 SP:Iteration 50Q (817.007344 sec): 3 clusters Score: Raw -2057075.290128 + Penalty 3190.543793 = -2053884.746335 nChanged 16 SP:Iteration 51Q (817.086927 sec): 3 clusters Score: Raw -2057080.287479 + Penalty 3190.543793 = -2053889.743686 nChanged 18 SP:Iteration 52Q (817.174158 sec): 3 clusters Score: Raw -2057086.751761 + Penalty 3190.543793 = -2053896.207968 nChanged 21 SP:Iteration 53Q (817.249202 sec): 3 clusters Score: Raw -2057093.485669 + Penalty 3190.543793 = -2053902.941876 nChanged 16 SP:Iteration 54Q (817.322145 sec): 3 clusters Score: Raw -2057103.116654 + Penalty 3190.543793 = -2053912.572861 nChanged 16 SP:Iteration 55Q (817.394702 sec): 3 clusters Score: Raw -2057110.297044 + Penalty 3190.543793 = -2053919.753251 nChanged 15 SP:Iteration 56Q (817.467150 sec): 3 clusters Score: Raw -2057116.626760 + Penalty 3190.543793 = -2053926.082967 nChanged 11 SP:Iteration 57Q (817.540060 sec): 3 clusters Score: Raw -2057123.358213 + Penalty 3190.543793 = -2053932.814420 nChanged 18 SP:Iteration 58Q (817.612330 sec): 3 clusters Score: Raw -2057133.969357 + Penalty 3190.543793 = -2053943.425564 nChanged 21 SP:Iteration 59Q (817.685531 sec): 3 clusters Score: Raw -2057145.151304 + Penalty 3190.543793 = -2053954.607511 nChanged 24 SP:Iteration 60F (817.764377 sec): 3 clusters Score: Raw -2057164.884907 + Penalty 3190.543793 = -2053974.341114 nChanged 32 SP:Iteration 61Q (817.836280 sec): 3 clusters Score: Raw -2057189.548390 + Penalty 3190.543793 = -2053999.004597 nChanged 37 SP:Iteration 62Q (817.909301 sec): 3 clusters Score: Raw -2057220.639670 + Penalty 3190.543793 = -2054030.095877 nChanged 39 SP:Iteration 63Q (817.979641 sec): 3 clusters Score: Raw -2057246.311983 + Penalty 3190.543793 = -2054055.768190 nChanged 30 SP:Iteration 64Q (818.048968 sec): 3 clusters Score: Raw -2057264.966294 + Penalty 3190.543793 = -2054074.422501 nChanged 19 SP:Iteration 65Q (818.123028 sec): 3 clusters Score: Raw -2057273.232364 + Penalty 3190.543793 = -2054082.688571 nChanged 10 SP:Iteration 66Q (818.195501 sec): 3 clusters Score: Raw -2057278.330066 + Penalty 3190.543793 = -2054087.786273 nChanged 9 SP:Iteration 67Q (818.268306 sec): 3 clusters Score: Raw -2057281.885585 + Penalty 3190.543793 = -2054091.341792 nChanged 11 SP:Iteration 68Q (818.338650 sec): 3 clusters Score: Raw -2057285.403003 + Penalty 3190.543793 = -2054094.859210 nChanged 5 SP:Iteration 69Q (818.408644 sec): 3 clusters Score: Raw -2057286.831291 + Penalty 3190.543793 = -2054096.287498 nChanged 2 SP:Iteration 70Q (818.476415 sec): 3 clusters Score: Raw -2057287.378975 + Penalty 3190.543793 = -2054096.835182 nChanged 3 SP:Iteration 71Q (818.546000 sec): 3 clusters Score: Raw -2057288.308236 + Penalty 3190.543793 = -2054097.764443 nChanged 4 SP:Iteration 72Q (818.616225 sec): 3 clusters Score: Raw -2057289.512194 + Penalty 3190.543793 = -2054098.968401 nChanged 0 SP:Iteration 73F (818.690930 sec): 3 clusters Score: Raw -2057289.512194 + Penalty 3190.543793 = -2054098.968401 nChanged 0 Trying to split cluster 28 (117031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (818.865148 sec): 2 clusters Score: Raw -13877735.094667 + Penalty 1896.406547 = -13875838.688120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (819.102442 sec): 3 clusters Score: Raw -13801172.380078 + Penalty 3792.813094 = -13797379.566984 nChanged 56294 SP:Iteration 1F (819.340558 sec): 3 clusters Score: Raw -13834793.044264 + Penalty 3792.813094 = -13831000.231170 nChanged 5021 SP:Iteration 2Q (819.587612 sec): 3 clusters Score: Raw -13836672.565074 + Penalty 3792.813094 = -13832879.751980 nChanged 6079 SP:Iteration 3F (819.837873 sec): 3 clusters Score: Raw -13839548.288465 + Penalty 3792.813094 = -13835755.475371 nChanged 7412 SP:Iteration 4F (820.065945 sec): 3 clusters Score: Raw -13843916.105908 + Penalty 3792.813094 = -13840123.292814 nChanged 8535 SP:Iteration 5F (820.308372 sec): 3 clusters Score: Raw -13849755.400448 + Penalty 3792.813094 = -13845962.587353 nChanged 8547 SP:Iteration 6F (820.550502 sec): 3 clusters Score: Raw -13856220.460082 + Penalty 3792.813094 = -13852427.646987 nChanged 7436 SP:Iteration 7F (820.794560 sec): 3 clusters Score: Raw -13862207.435026 + Penalty 3792.813094 = -13858414.621932 nChanged 5594 SP:Iteration 8Q (821.038019 sec): 3 clusters Score: Raw -13867050.056419 + Penalty 3792.813094 = -13863257.243325 nChanged 3874 SP:Iteration 9Q (821.276153 sec): 3 clusters Score: Raw -13870379.394925 + Penalty 3792.813094 = -13866586.581831 nChanged 2619 SP:Iteration 10Q (821.494546 sec): 3 clusters Score: Raw -13872435.744462 + Penalty 3792.813094 = -13868642.931368 nChanged 1829 SP:Iteration 11Q (821.706329 sec): 3 clusters Score: Raw -13873715.085968 + Penalty 3792.813094 = -13869922.272874 nChanged 1429 SP:Iteration 12Q (821.908017 sec): 3 clusters Score: Raw -13874630.998314 + Penalty 3792.813094 = -13870838.185220 nChanged 1139 SP:Iteration 13Q (822.112055 sec): 3 clusters Score: Raw -13875284.915301 + Penalty 3792.813094 = -13871492.102207 nChanged 929 SP:Iteration 14Q (822.324216 sec): 3 clusters Score: Raw -13875775.077239 + Penalty 3792.813094 = -13871982.264145 nChanged 801 SP:Iteration 15Q (822.534947 sec): 3 clusters Score: Raw -13876160.120577 + Penalty 3792.813094 = -13872367.307482 nChanged 698 SP:Iteration 16Q (822.740533 sec): 3 clusters Score: Raw -13876474.128789 + Penalty 3792.813094 = -13872681.315695 nChanged 589 SP:Iteration 17Q (822.931646 sec): 3 clusters Score: Raw -13876722.769797 + Penalty 3792.813094 = -13872929.956703 nChanged 519 SP:Iteration 18Q (823.109248 sec): 3 clusters Score: Raw -13876933.933727 + Penalty 3792.813094 = -13873141.120633 nChanged 444 SP:Iteration 19Q (823.306274 sec): 3 clusters Score: Raw -13877109.541717 + Penalty 3792.813094 = -13873316.728623 nChanged 390 SP:Iteration 20F (823.529172 sec): 3 clusters Score: Raw -13877244.795095 + Penalty 3792.813094 = -13873451.982001 nChanged 331 SP:Iteration 21Q (823.726145 sec): 3 clusters Score: Raw -13877355.708311 + Penalty 3792.813094 = -13873562.895217 nChanged 280 SP:Iteration 22Q (823.911787 sec): 3 clusters Score: Raw -13877442.409199 + Penalty 3792.813094 = -13873649.596105 nChanged 258 SP:Iteration 23Q (824.105802 sec): 3 clusters Score: Raw -13877523.161536 + Penalty 3792.813094 = -13873730.348442 nChanged 220 SP:Iteration 24Q (824.308099 sec): 3 clusters Score: Raw -13877595.579402 + Penalty 3792.813094 = -13873802.766308 nChanged 189 SP:Iteration 25Q (824.504387 sec): 3 clusters Score: Raw -13877648.988309 + Penalty 3792.813094 = -13873856.175215 nChanged 160 SP:Iteration 26Q (824.697714 sec): 3 clusters Score: Raw -13877699.186772 + Penalty 3792.813094 = -13873906.373678 nChanged 157 SP:Iteration 27Q (824.895154 sec): 3 clusters Score: Raw -13877745.438462 + Penalty 3792.813094 = -13873952.625368 nChanged 125 SP:Iteration 28Q (825.092681 sec): 3 clusters Score: Raw -13877781.868250 + Penalty 3792.813094 = -13873989.055156 nChanged 120 SP:Iteration 29Q (825.277087 sec): 3 clusters Score: Raw -13877813.915132 + Penalty 3792.813094 = -13874021.102037 nChanged 93 SP:Iteration 30Q (825.455835 sec): 3 clusters Score: Raw -13877840.761393 + Penalty 3792.813094 = -13874047.948299 nChanged 97 SP:Iteration 31Q (825.650951 sec): 3 clusters Score: Raw -13877870.241000 + Penalty 3792.813094 = -13874077.427906 nChanged 101 SP:Iteration 32Q (825.848635 sec): 3 clusters Score: Raw -13877902.837532 + Penalty 3792.813094 = -13874110.024437 nChanged 84 SP:Iteration 33Q (826.036789 sec): 3 clusters Score: Raw -13877929.445509 + Penalty 3792.813094 = -13874136.632415 nChanged 73 SP:Iteration 34Q (826.222328 sec): 3 clusters Score: Raw -13877951.548057 + Penalty 3792.813094 = -13874158.734963 nChanged 67 SP:Iteration 35Q (826.406278 sec): 3 clusters Score: Raw -13877971.098363 + Penalty 3792.813094 = -13874178.285269 nChanged 57 SP:Iteration 36Q (826.591777 sec): 3 clusters Score: Raw -13877988.558055 + Penalty 3792.813094 = -13874195.744961 nChanged 57 SP:Iteration 37Q (826.777913 sec): 3 clusters Score: Raw -13878003.897199 + Penalty 3792.813094 = -13874211.084105 nChanged 53 SP:Iteration 38Q (826.965724 sec): 3 clusters Score: Raw -13878017.600297 + Penalty 3792.813094 = -13874224.787202 nChanged 44 SP:Iteration 39Q (827.153448 sec): 3 clusters Score: Raw -13878029.877045 + Penalty 3792.813094 = -13874237.063950 nChanged 31 SP:Iteration 40F (827.393835 sec): 3 clusters Score: Raw -13878038.033383 + Penalty 3792.813094 = -13874245.220288 nChanged 23 SP:Iteration 41Q (827.580718 sec): 3 clusters Score: Raw -13878044.052948 + Penalty 3792.813094 = -13874251.239854 nChanged 28 SP:Iteration 42Q (827.772874 sec): 3 clusters Score: Raw -13878052.410387 + Penalty 3792.813094 = -13874259.597293 nChanged 27 SP:Iteration 43Q (827.958243 sec): 3 clusters Score: Raw -13878058.539436 + Penalty 3792.813094 = -13874265.726341 nChanged 19 SP:Iteration 44Q (828.146803 sec): 3 clusters Score: Raw -13878063.515293 + Penalty 3792.813094 = -13874270.702199 nChanged 21 SP:Iteration 45Q (828.345417 sec): 3 clusters Score: Raw -13878069.043385 + Penalty 3792.813094 = -13874276.230291 nChanged 17 SP:Iteration 46Q (828.561352 sec): 3 clusters Score: Raw -13878072.838338 + Penalty 3792.813094 = -13874280.025244 nChanged 13 SP:Iteration 47Q (828.746877 sec): 3 clusters Score: Raw -13878075.399709 + Penalty 3792.813094 = -13874282.586614 nChanged 11 SP:Iteration 48Q (828.909137 sec): 3 clusters Score: Raw -13878077.773451 + Penalty 3792.813094 = -13874284.960357 nChanged 7 SP:Iteration 49Q (829.073355 sec): 3 clusters Score: Raw -13878078.899842 + Penalty 3792.813094 = -13874286.086748 nChanged 9 SP:Iteration 50Q (829.249792 sec): 3 clusters Score: Raw -13878081.382400 + Penalty 3792.813094 = -13874288.569306 nChanged 13 SP:Iteration 51Q (829.436950 sec): 3 clusters Score: Raw -13878084.831102 + Penalty 3792.813094 = -13874292.018007 nChanged 13 SP:Iteration 52Q (829.622060 sec): 3 clusters Score: Raw -13878087.880073 + Penalty 3792.813094 = -13874295.066979 nChanged 9 SP:Iteration 53Q (829.806117 sec): 3 clusters Score: Raw -13878090.434568 + Penalty 3792.813094 = -13874297.621474 nChanged 13 SP:Iteration 54Q (829.990232 sec): 3 clusters Score: Raw -13878093.104325 + Penalty 3792.813094 = -13874300.291231 nChanged 9 SP:Iteration 55Q (830.185959 sec): 3 clusters Score: Raw -13878095.475678 + Penalty 3792.813094 = -13874302.662584 nChanged 9 SP:Iteration 56Q (830.372538 sec): 3 clusters Score: Raw -13878098.554510 + Penalty 3792.813094 = -13874305.741416 nChanged 9 SP:Iteration 57Q (830.558798 sec): 3 clusters Score: Raw -13878101.003202 + Penalty 3792.813094 = -13874308.190107 nChanged 12 SP:Iteration 58Q (830.757474 sec): 3 clusters Score: Raw -13878103.212625 + Penalty 3792.813094 = -13874310.399531 nChanged 5 SP:Iteration 59Q (830.957537 sec): 3 clusters Score: Raw -13878104.098612 + Penalty 3792.813094 = -13874311.285518 nChanged 2 SP:Iteration 60F (831.198252 sec): 3 clusters Score: Raw -13878104.597383 + Penalty 3792.813094 = -13874311.784289 nChanged 0 Trying to split cluster 29 (63551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (831.315662 sec): 2 clusters Score: Raw -7506006.953236 + Penalty 1797.184677 = -7504209.768559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (831.478484 sec): 3 clusters Score: Raw -7465564.235005 + Penalty 3594.369354 = -7461969.865651 nChanged 29789 SP:Iteration 1F (831.633713 sec): 3 clusters Score: Raw -7483025.520807 + Penalty 3594.369354 = -7479431.151453 nChanged 2947 SP:Iteration 2Q (831.802881 sec): 3 clusters Score: Raw -7484183.895055 + Penalty 3594.369354 = -7480589.525701 nChanged 3204 SP:Iteration 3F (831.963241 sec): 3 clusters Score: Raw -7485798.989338 + Penalty 3594.369354 = -7482204.619984 nChanged 3722 SP:Iteration 4F (832.117235 sec): 3 clusters Score: Raw -7488176.790465 + Penalty 3594.369354 = -7484582.421111 nChanged 4253 SP:Iteration 5F (832.284113 sec): 3 clusters Score: Raw -7491365.087813 + Penalty 3594.369354 = -7487770.718459 nChanged 4340 SP:Iteration 6F (832.438878 sec): 3 clusters Score: Raw -7494798.401222 + Penalty 3594.369354 = -7491204.031868 nChanged 3934 SP:Iteration 7F (832.593585 sec): 3 clusters Score: Raw -7497793.318045 + Penalty 3594.369354 = -7494198.948691 nChanged 3156 SP:Iteration 8Q (832.746598 sec): 3 clusters Score: Raw -7499883.587181 + Penalty 3594.369354 = -7496289.217828 nChanged 2419 SP:Iteration 9Q (832.892909 sec): 3 clusters Score: Raw -7501303.924538 + Penalty 3594.369354 = -7497709.555184 nChanged 1827 SP:Iteration 10Q (833.054956 sec): 3 clusters Score: Raw -7502313.038831 + Penalty 3594.369354 = -7498718.669477 nChanged 1474 SP:Iteration 11Q (833.210601 sec): 3 clusters Score: Raw -7503067.027331 + Penalty 3594.369354 = -7499472.657978 nChanged 1189 SP:Iteration 12Q (833.359358 sec): 3 clusters Score: Raw -7503653.247306 + Penalty 3594.369354 = -7500058.877952 nChanged 1035 SP:Iteration 13Q (833.517601 sec): 3 clusters Score: Raw -7504143.353130 + Penalty 3594.369354 = -7500548.983776 nChanged 974 SP:Iteration 14Q (833.656949 sec): 3 clusters Score: Raw -7504616.279605 + Penalty 3594.369354 = -7501021.910251 nChanged 898 SP:Iteration 15Q (833.796075 sec): 3 clusters Score: Raw -7505059.378400 + Penalty 3594.369354 = -7501465.009046 nChanged 737 SP:Iteration 16Q (833.934214 sec): 3 clusters Score: Raw -7505411.340820 + Penalty 3594.369354 = -7501816.971466 nChanged 632 SP:Iteration 17Q (834.072327 sec): 3 clusters Score: Raw -7505705.845902 + Penalty 3594.369354 = -7502111.476548 nChanged 536 SP:Iteration 18Q (834.202235 sec): 3 clusters Score: Raw -7505940.429847 + Penalty 3594.369354 = -7502346.060494 nChanged 417 SP:Iteration 19Q (834.342943 sec): 3 clusters Score: Raw -7506110.208753 + Penalty 3594.369354 = -7502515.839399 nChanged 330 SP:Iteration 20F (834.504740 sec): 3 clusters Score: Raw -7506243.796431 + Penalty 3594.369354 = -7502649.427077 nChanged 324 SP:Iteration 21Q (834.648088 sec): 3 clusters Score: Raw -7506376.720092 + Penalty 3594.369354 = -7502782.350738 nChanged 265 SP:Iteration 22Q (834.792241 sec): 3 clusters Score: Raw -7506487.046182 + Penalty 3594.369354 = -7502892.676828 nChanged 194 SP:Iteration 23Q (834.923986 sec): 3 clusters Score: Raw -7506558.760790 + Penalty 3594.369354 = -7502964.391436 nChanged 163 SP:Iteration 24Q (835.052847 sec): 3 clusters Score: Raw -7506613.633477 + Penalty 3594.369354 = -7503019.264123 nChanged 129 SP:Iteration 25Q (835.198635 sec): 3 clusters Score: Raw -7506662.454771 + Penalty 3594.369354 = -7503068.085417 nChanged 105 SP:Iteration 26Q (835.331460 sec): 3 clusters Score: Raw -7506710.197774 + Penalty 3594.369354 = -7503115.828420 nChanged 110 SP:Iteration 27Q (835.478667 sec): 3 clusters Score: Raw -7506756.639692 + Penalty 3594.369354 = -7503162.270338 nChanged 97 SP:Iteration 28Q (835.629244 sec): 3 clusters Score: Raw -7506793.014270 + Penalty 3594.369354 = -7503198.644916 nChanged 78 SP:Iteration 29Q (835.762315 sec): 3 clusters Score: Raw -7506816.379782 + Penalty 3594.369354 = -7503222.010428 nChanged 53 SP:Iteration 30Q (835.890159 sec): 3 clusters Score: Raw -7506834.690449 + Penalty 3594.369354 = -7503240.321095 nChanged 51 SP:Iteration 31Q (836.014591 sec): 3 clusters Score: Raw -7506852.234919 + Penalty 3594.369354 = -7503257.865565 nChanged 47 SP:Iteration 32Q (836.143744 sec): 3 clusters Score: Raw -7506870.530128 + Penalty 3594.369354 = -7503276.160774 nChanged 42 SP:Iteration 33Q (836.276997 sec): 3 clusters Score: Raw -7506886.205023 + Penalty 3594.369354 = -7503291.835669 nChanged 39 SP:Iteration 34Q (836.406514 sec): 3 clusters Score: Raw -7506898.372089 + Penalty 3594.369354 = -7503304.002735 nChanged 34 SP:Iteration 35Q (836.539108 sec): 3 clusters Score: Raw -7506907.631115 + Penalty 3594.369354 = -7503313.261761 nChanged 36 SP:Iteration 36Q (836.669669 sec): 3 clusters Score: Raw -7506918.923124 + Penalty 3594.369354 = -7503324.553770 nChanged 30 SP:Iteration 37Q (836.812809 sec): 3 clusters Score: Raw -7506927.343655 + Penalty 3594.369354 = -7503332.974301 nChanged 26 SP:Iteration 38Q (836.949775 sec): 3 clusters Score: Raw -7506933.714059 + Penalty 3594.369354 = -7503339.344705 nChanged 28 SP:Iteration 39Q (837.094120 sec): 3 clusters Score: Raw -7506941.790772 + Penalty 3594.369354 = -7503347.421418 nChanged 30 SP:Iteration 40F (837.281470 sec): 3 clusters Score: Raw -7506952.041064 + Penalty 3594.369354 = -7503357.671710 nChanged 38 SP:Iteration 41Q (837.405190 sec): 3 clusters Score: Raw -7506964.504891 + Penalty 3594.369354 = -7503370.135537 nChanged 36 SP:Iteration 42Q (837.527567 sec): 3 clusters Score: Raw -7506974.313321 + Penalty 3594.369354 = -7503379.943967 nChanged 22 SP:Iteration 43Q (837.651451 sec): 3 clusters Score: Raw -7506979.013387 + Penalty 3594.369354 = -7503384.644033 nChanged 14 SP:Iteration 44Q (837.778763 sec): 3 clusters Score: Raw -7506981.966850 + Penalty 3594.369354 = -7503387.597496 nChanged 8 SP:Iteration 45Q (837.898150 sec): 3 clusters Score: Raw -7506983.643202 + Penalty 3594.369354 = -7503389.273849 nChanged 6 SP:Iteration 46Q (838.020979 sec): 3 clusters Score: Raw -7506984.945666 + Penalty 3594.369354 = -7503390.576312 nChanged 6 SP:Iteration 47Q (838.140984 sec): 3 clusters Score: Raw -7506986.522820 + Penalty 3594.369354 = -7503392.153466 nChanged 8 SP:Iteration 48Q (838.268620 sec): 3 clusters Score: Raw -7506988.092071 + Penalty 3594.369354 = -7503393.722718 nChanged 6 SP:Iteration 49Q (838.403814 sec): 3 clusters Score: Raw -7506989.476238 + Penalty 3594.369354 = -7503395.106884 nChanged 6 SP:Iteration 50Q (838.528820 sec): 3 clusters Score: Raw -7506990.678213 + Penalty 3594.369354 = -7503396.308859 nChanged 8 SP:Iteration 51Q (838.662634 sec): 3 clusters Score: Raw -7506992.047529 + Penalty 3594.369354 = -7503397.678175 nChanged 10 SP:Iteration 52Q (838.795900 sec): 3 clusters Score: Raw -7506993.849866 + Penalty 3594.369354 = -7503399.480512 nChanged 6 SP:Iteration 53Q (838.931961 sec): 3 clusters Score: Raw -7506994.633238 + Penalty 3594.369354 = -7503400.263884 nChanged 4 SP:Iteration 54Q (839.060647 sec): 3 clusters Score: Raw -7506995.610054 + Penalty 3594.369354 = -7503401.240700 nChanged 7 SP:Iteration 55Q (839.196631 sec): 3 clusters Score: Raw -7506997.037120 + Penalty 3594.369354 = -7503402.667766 nChanged 5 SP:Iteration 56Q (839.327813 sec): 3 clusters Score: Raw -7506997.939215 + Penalty 3594.369354 = -7503403.569861 nChanged 6 SP:Iteration 57Q (839.446783 sec): 3 clusters Score: Raw -7506998.586274 + Penalty 3594.369354 = -7503404.216920 nChanged 2 SP:Iteration 58Q (839.578662 sec): 3 clusters Score: Raw -7506999.064262 + Penalty 3594.369354 = -7503404.694909 nChanged 2 SP:Iteration 59Q (839.708297 sec): 3 clusters Score: Raw -7506999.411925 + Penalty 3594.369354 = -7503405.042571 nChanged 2 SP:Iteration 60F (839.860208 sec): 3 clusters Score: Raw -7506999.970627 + Penalty 3594.369354 = -7503405.601273 nChanged 1 SP:Iteration 61Q (840.003689 sec): 3 clusters Score: Raw -7507000.043626 + Penalty 3594.369354 = -7503405.674272 nChanged 1 SP:Iteration 62Q (840.126288 sec): 3 clusters Score: Raw -7507000.184777 + Penalty 3594.369354 = -7503405.815423 nChanged 0 SP:Iteration 63F (840.275433 sec): 3 clusters Score: Raw -7507000.184777 + Penalty 3594.369354 = -7503405.815423 nChanged 0 Iteration 59Q (845.132843 sec): 30 clusters Score: Raw -86555861.998591 + Penalty 63763.882782 = -86492098.115809 nChanged 738 Iteration 60F (858.375953 sec): 30 clusters Score: Raw -86556011.009164 + Penalty 63763.882782 = -86492247.126383 nChanged 757 Iteration 61Q (863.611952 sec): 30 clusters Score: Raw -86556146.483694 + Penalty 63763.882782 = -86492382.600913 nChanged 827 Iteration 62Q (868.412227 sec): 30 clusters Score: Raw -86556291.209150 + Penalty 63763.882782 = -86492527.326369 nChanged 853 Iteration 63Q (873.600650 sec): 30 clusters Score: Raw -86556432.683368 + Penalty 63763.882782 = -86492668.800586 nChanged 831 Iteration 64Q (879.307607 sec): 30 clusters Score: Raw -86556580.671740 + Penalty 63763.882782 = -86492816.788958 nChanged 840 Iteration 65Q (884.386705 sec): 30 clusters Score: Raw -86556755.448721 + Penalty 63763.882782 = -86492991.565940 nChanged 864 Iteration 66Q (889.209482 sec): 30 clusters Score: Raw -86556964.984078 + Penalty 63763.882782 = -86493201.101297 nChanged 971 Iteration 67Q (894.520207 sec): 30 clusters Score: Raw -86557232.529723 + Penalty 63763.882782 = -86493468.646941 nChanged 979 Iteration 68Q (899.074757 sec): 30 clusters Score: Raw -86557544.143034 + Penalty 63763.882782 = -86493780.260252 nChanged 1031 Iteration 69Q (903.868444 sec): 30 clusters Score: Raw -86557953.253942 + Penalty 63763.882782 = -86494189.371160 nChanged 993 Iteration 70Q (909.106906 sec): 30 clusters Score: Raw -86558461.986910 + Penalty 63763.882782 = -86494698.104129 nChanged 991 Iteration 71Q (914.292534 sec): 30 clusters Score: Raw -86558807.446662 + Penalty 63763.882782 = -86495043.563881 nChanged 883 Iteration 72Q (919.823323 sec): 30 clusters Score: Raw -86558990.659432 + Penalty 63763.882782 = -86495226.776650 nChanged 728 Iteration 73Q (924.969971 sec): 30 clusters Score: Raw -86559098.704958 + Penalty 63763.882782 = -86495334.822176 nChanged 625 Iteration 74Q (929.859511 sec): 30 clusters Score: Raw -86559173.273939 + Penalty 63763.882782 = -86495409.391158 nChanged 530 Iteration 75Q (934.820548 sec): 30 clusters Score: Raw -86559228.029790 + Penalty 63763.882782 = -86495464.147009 nChanged 456 Iteration 76Q (939.569454 sec): 30 clusters Score: Raw -86559269.308174 + Penalty 63763.882782 = -86495505.425392 nChanged 403 Iteration 77Q (944.567372 sec): 30 clusters Score: Raw -86559301.668160 + Penalty 63763.882782 = -86495537.785379 nChanged 319 Iteration 78Q (949.501340 sec): 30 clusters Score: Raw -86559332.404412 + Penalty 63763.882782 = -86495568.521631 nChanged 288 Iteration 79Q (954.736330 sec): 30 clusters Score: Raw -86559361.324718 + Penalty 63763.882782 = -86495597.441937 nChanged 281 Iteration 80F (968.020008 sec): 30 clusters Score: Raw -86559395.314385 + Penalty 63763.882782 = -86495631.431604 nChanged 302 Iteration 81Q (972.672008 sec): 30 clusters Score: Raw -86559418.693998 + Penalty 63763.882782 = -86495654.811216 nChanged 251 Iteration 82Q (977.423018 sec): 30 clusters Score: Raw -86559436.401090 + Penalty 63763.882782 = -86495672.518308 nChanged 234 Iteration 83Q (982.616130 sec): 30 clusters Score: Raw -86559448.418968 + Penalty 63763.882782 = -86495684.536187 nChanged 178 Iteration 84Q (987.226598 sec): 30 clusters Score: Raw -86559457.638369 + Penalty 63763.882782 = -86495693.755587 nChanged 165 Iteration 85Q (991.737311 sec): 30 clusters Score: Raw -86559466.234429 + Penalty 63763.882782 = -86495702.351648 nChanged 164 Iteration 86Q (996.865889 sec): 30 clusters Score: Raw -86559474.401514 + Penalty 63763.882782 = -86495710.518732 nChanged 155 Iteration 87Q (1001.562800 sec): 30 clusters Score: Raw -86559485.173671 + Penalty 63763.882782 = -86495721.290889 nChanged 161 Iteration 88Q (1006.387290 sec): 30 clusters Score: Raw -86559505.274281 + Penalty 63763.882782 = -86495741.391499 nChanged 139 Iteration 89Q (1011.376161 sec): 30 clusters Score: Raw -86559545.876592 + Penalty 63763.882782 = -86495781.993810 nChanged 172 Iteration 90Q (1016.353608 sec): 30 clusters Score: Raw -86559571.271533 + Penalty 63763.882782 = -86495807.388751 nChanged 150 Iteration 91Q (1021.251507 sec): 30 clusters Score: Raw -86559581.913524 + Penalty 63763.882782 = -86495818.030742 nChanged 142 Iteration 92Q (1026.382485 sec): 30 clusters Score: Raw -86559595.430712 + Penalty 63763.882782 = -86495831.547930 nChanged 143 Iteration 93Q (1031.497283 sec): 30 clusters Score: Raw -86559607.349418 + Penalty 63763.882782 = -86495843.466636 nChanged 136 Iteration 94Q (1036.468944 sec): 30 clusters Score: Raw -86559615.682537 + Penalty 63763.882782 = -86495851.799756 nChanged 124 Iteration 95Q (1042.057820 sec): 30 clusters Score: Raw -86559621.719727 + Penalty 63763.882782 = -86495857.836946 nChanged 86 Iteration 96Q (1046.706594 sec): 30 clusters Score: Raw -86559625.585362 + Penalty 63763.882782 = -86495861.702580 nChanged 86 Iteration 97Q (1051.852339 sec): 30 clusters Score: Raw -86559628.818659 + Penalty 63763.882782 = -86495864.935877 nChanged 81 Iteration 98Q (1056.743839 sec): 30 clusters Score: Raw -86559631.886149 + Penalty 63763.882782 = -86495868.003368 nChanged 85 Writing temp clu file Because OldScore, -86495864.935877, is greater than current (better) Score,-86495868.003368 Compute initial score before splitting: Score: Raw -86559631.886149 + Penalty 63763.882782 = -86495868.003368 Trying to split cluster 1 (3881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1057.050189 sec): 2 clusters Score: Raw -411023.765881 + Penalty 1342.875321 = -409680.890560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1057.104448 sec): 3 clusters Score: Raw -409139.417048 + Penalty 2685.750643 = -406453.666406 nChanged 1550 SP:Iteration 1F (1057.146264 sec): 3 clusters Score: Raw -410194.375380 + Penalty 2685.750643 = -407508.624738 nChanged 343 SP:Iteration 2F (1057.208907 sec): 3 clusters Score: Raw -410476.634880 + Penalty 2685.750643 = -407790.884237 nChanged 267 SP:Iteration 3F (1057.252960 sec): 3 clusters Score: Raw -410687.185885 + Penalty 2685.750643 = -408001.435243 nChanged 206 SP:Iteration 4F (1057.316032 sec): 3 clusters Score: Raw -410844.839256 + Penalty 2685.750643 = -408159.088613 nChanged 167 SP:Iteration 5Q (1057.368595 sec): 3 clusters Score: Raw -410980.699371 + Penalty 2685.750643 = -408294.948728 nChanged 156 SP:Iteration 6Q (1057.414076 sec): 3 clusters Score: Raw -411097.145231 + Penalty 2685.750643 = -408411.394588 nChanged 135 SP:Iteration 7Q (1057.479648 sec): 3 clusters Score: Raw -411189.272286 + Penalty 2685.750643 = -408503.521643 nChanged 118 SP:Iteration 8Q (1057.533731 sec): 3 clusters Score: Raw -411272.664324 + Penalty 2685.750643 = -408586.913682 nChanged 93 SP:Iteration 9Q (1057.586404 sec): 3 clusters Score: Raw -411322.809448 + Penalty 2685.750643 = -408637.058805 nChanged 79 SP:Iteration 10Q (1057.638750 sec): 3 clusters Score: Raw -411361.214225 + Penalty 2685.750643 = -408675.463582 nChanged 69 SP:Iteration 11Q (1057.695823 sec): 3 clusters Score: Raw -411390.469372 + Penalty 2685.750643 = -408704.718729 nChanged 38 SP:Iteration 12Q (1057.745713 sec): 3 clusters Score: Raw -411404.255297 + Penalty 2685.750643 = -408718.504654 nChanged 27 SP:Iteration 13Q (1057.797354 sec): 3 clusters Score: Raw -411413.163496 + Penalty 2685.750643 = -408727.412854 nChanged 25 SP:Iteration 14Q (1057.840831 sec): 3 clusters Score: Raw -411425.452343 + Penalty 2685.750643 = -408739.701701 nChanged 23 SP:Iteration 15Q (1057.895210 sec): 3 clusters Score: Raw -411434.129344 + Penalty 2685.750643 = -408748.378702 nChanged 25 SP:Iteration 16Q (1057.959488 sec): 3 clusters Score: Raw -411442.458616 + Penalty 2685.750643 = -408756.707973 nChanged 21 SP:Iteration 17Q (1058.015511 sec): 3 clusters Score: Raw -411447.015935 + Penalty 2685.750643 = -408761.265293 nChanged 14 SP:Iteration 18Q (1058.069544 sec): 3 clusters Score: Raw -411451.759211 + Penalty 2685.750643 = -408766.008568 nChanged 12 SP:Iteration 19Q (1058.125054 sec): 3 clusters Score: Raw -411454.445173 + Penalty 2685.750643 = -408768.694530 nChanged 8 SP:Iteration 20F (1058.175965 sec): 3 clusters Score: Raw -411456.650674 + Penalty 2685.750643 = -408770.900031 nChanged 12 SP:Iteration 21Q (1058.218857 sec): 3 clusters Score: Raw -411459.778186 + Penalty 2685.750643 = -408774.027544 nChanged 10 SP:Iteration 22Q (1058.285458 sec): 3 clusters Score: Raw -411462.524217 + Penalty 2685.750643 = -408776.773575 nChanged 13 SP:Iteration 23Q (1058.326759 sec): 3 clusters Score: Raw -411466.370491 + Penalty 2685.750643 = -408780.619848 nChanged 20 SP:Iteration 24Q (1058.391859 sec): 3 clusters Score: Raw -411471.687177 + Penalty 2685.750643 = -408785.936534 nChanged 19 SP:Iteration 25Q (1058.434200 sec): 3 clusters Score: Raw -411477.663234 + Penalty 2685.750643 = -408791.912591 nChanged 19 SP:Iteration 26Q (1058.486149 sec): 3 clusters Score: Raw -411483.808086 + Penalty 2685.750643 = -408798.057444 nChanged 17 SP:Iteration 27Q (1058.544043 sec): 3 clusters Score: Raw -411488.750202 + Penalty 2685.750643 = -408802.999559 nChanged 15 SP:Iteration 28Q (1058.604355 sec): 3 clusters Score: Raw -411492.835933 + Penalty 2685.750643 = -408807.085290 nChanged 17 SP:Iteration 29Q (1058.651007 sec): 3 clusters Score: Raw -411497.155105 + Penalty 2685.750643 = -408811.404462 nChanged 10 SP:Iteration 30Q (1058.711912 sec): 3 clusters Score: Raw -411500.057380 + Penalty 2685.750643 = -408814.306737 nChanged 10 SP:Iteration 31Q (1058.766833 sec): 3 clusters Score: Raw -411502.812953 + Penalty 2685.750643 = -408817.062310 nChanged 13 SP:Iteration 32Q (1058.818253 sec): 3 clusters Score: Raw -411506.365894 + Penalty 2685.750643 = -408820.615252 nChanged 8 SP:Iteration 33Q (1058.862510 sec): 3 clusters Score: Raw -411508.404975 + Penalty 2685.750643 = -408822.654332 nChanged 10 SP:Iteration 34Q (1058.925997 sec): 3 clusters Score: Raw -411510.382472 + Penalty 2685.750643 = -408824.631830 nChanged 5 SP:Iteration 35Q (1058.981076 sec): 3 clusters Score: Raw -411510.959316 + Penalty 2685.750643 = -408825.208673 nChanged 3 SP:Iteration 36Q (1059.034055 sec): 3 clusters Score: Raw -411511.536024 + Penalty 2685.750643 = -408825.785382 nChanged 1 SP:Iteration 37Q (1059.087041 sec): 3 clusters Score: Raw -411511.695072 + Penalty 2685.750643 = -408825.944429 nChanged 0 SP:Iteration 38F (1059.144078 sec): 3 clusters Score: Raw -411511.695072 + Penalty 2685.750643 = -408825.944429 nChanged 0 Trying to split cluster 2 (28825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1059.207255 sec): 2 clusters Score: Raw -3444325.512751 + Penalty 1668.712231 = -3442656.800520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1059.301416 sec): 3 clusters Score: Raw -3426521.617838 + Penalty 3337.424462 = -3423184.193376 nChanged 13282 SP:Iteration 1F (1059.395672 sec): 3 clusters Score: Raw -3434538.180174 + Penalty 3337.424462 = -3431200.755711 nChanged 1889 SP:Iteration 2F (1059.480637 sec): 3 clusters Score: Raw -3435642.840405 + Penalty 3337.424462 = -3432305.415943 nChanged 1996 SP:Iteration 3F (1059.591991 sec): 3 clusters Score: Raw -3436996.540235 + Penalty 3337.424462 = -3433659.115772 nChanged 2105 SP:Iteration 4F (1059.687022 sec): 3 clusters Score: Raw -3438495.957933 + Penalty 3337.424462 = -3435158.533470 nChanged 1908 SP:Iteration 5F (1059.784318 sec): 3 clusters Score: Raw -3439850.986446 + Penalty 3337.424462 = -3436513.561984 nChanged 1794 SP:Iteration 6F (1059.883964 sec): 3 clusters Score: Raw -3441111.350795 + Penalty 3337.424462 = -3437773.926333 nChanged 1468 SP:Iteration 7F (1059.968932 sec): 3 clusters Score: Raw -3442070.390657 + Penalty 3337.424462 = -3438732.966194 nChanged 1099 SP:Iteration 8Q (1060.062990 sec): 3 clusters Score: Raw -3442635.731054 + Penalty 3337.424462 = -3439298.306592 nChanged 757 SP:Iteration 9Q (1060.172781 sec): 3 clusters Score: Raw -3442903.698231 + Penalty 3337.424462 = -3439566.273769 nChanged 495 SP:Iteration 10Q (1060.268207 sec): 3 clusters Score: Raw -3443034.919047 + Penalty 3337.424462 = -3439697.494585 nChanged 345 SP:Iteration 11Q (1060.361486 sec): 3 clusters Score: Raw -3443120.478594 + Penalty 3337.424462 = -3439783.054132 nChanged 293 SP:Iteration 12Q (1060.445691 sec): 3 clusters Score: Raw -3443192.969096 + Penalty 3337.424462 = -3439855.544633 nChanged 288 SP:Iteration 13Q (1060.553277 sec): 3 clusters Score: Raw -3443267.600237 + Penalty 3337.424462 = -3439930.175775 nChanged 264 SP:Iteration 14Q (1060.652156 sec): 3 clusters Score: Raw -3443339.840245 + Penalty 3337.424462 = -3440002.415783 nChanged 239 SP:Iteration 15Q (1060.756809 sec): 3 clusters Score: Raw -3443398.935356 + Penalty 3337.424462 = -3440061.510894 nChanged 219 SP:Iteration 16Q (1060.855948 sec): 3 clusters Score: Raw -3443449.189855 + Penalty 3337.424462 = -3440111.765393 nChanged 196 SP:Iteration 17Q (1060.949257 sec): 3 clusters Score: Raw -3443490.352252 + Penalty 3337.424462 = -3440152.927790 nChanged 183 SP:Iteration 18Q (1061.040506 sec): 3 clusters Score: Raw -3443524.798883 + Penalty 3337.424462 = -3440187.374421 nChanged 184 SP:Iteration 19Q (1061.145909 sec): 3 clusters Score: Raw -3443564.705631 + Penalty 3337.424462 = -3440227.281168 nChanged 192 SP:Iteration 20F (1061.245936 sec): 3 clusters Score: Raw -3443610.878013 + Penalty 3337.424462 = -3440273.453550 nChanged 199 SP:Iteration 21Q (1061.351737 sec): 3 clusters Score: Raw -3443656.998742 + Penalty 3337.424462 = -3440319.574280 nChanged 211 SP:Iteration 22Q (1061.443403 sec): 3 clusters Score: Raw -3443707.029866 + Penalty 3337.424462 = -3440369.605404 nChanged 182 SP:Iteration 23Q (1061.535738 sec): 3 clusters Score: Raw -3443743.037829 + Penalty 3337.424462 = -3440405.613367 nChanged 184 SP:Iteration 24Q (1061.616427 sec): 3 clusters Score: Raw -3443781.648813 + Penalty 3337.424462 = -3440444.224351 nChanged 174 SP:Iteration 25Q (1061.714382 sec): 3 clusters Score: Raw -3443816.607709 + Penalty 3337.424462 = -3440479.183246 nChanged 168 SP:Iteration 26Q (1061.813316 sec): 3 clusters Score: Raw -3443847.005080 + Penalty 3337.424462 = -3440509.580618 nChanged 167 SP:Iteration 27Q (1061.919125 sec): 3 clusters Score: Raw -3443878.345537 + Penalty 3337.424462 = -3440540.921074 nChanged 158 SP:Iteration 28Q (1062.007399 sec): 3 clusters Score: Raw -3443907.505806 + Penalty 3337.424462 = -3440570.081344 nChanged 170 SP:Iteration 29Q (1062.114267 sec): 3 clusters Score: Raw -3443940.582622 + Penalty 3337.424462 = -3440603.158160 nChanged 180 SP:Iteration 30Q (1062.212993 sec): 3 clusters Score: Raw -3443977.619095 + Penalty 3337.424462 = -3440640.194633 nChanged 185 SP:Iteration 31Q (1062.305250 sec): 3 clusters Score: Raw -3444015.246486 + Penalty 3337.424462 = -3440677.822024 nChanged 164 SP:Iteration 32Q (1062.390251 sec): 3 clusters Score: Raw -3444045.905116 + Penalty 3337.424462 = -3440708.480653 nChanged 147 SP:Iteration 33Q (1062.479122 sec): 3 clusters Score: Raw -3444073.170095 + Penalty 3337.424462 = -3440735.745633 nChanged 145 SP:Iteration 34Q (1062.570186 sec): 3 clusters Score: Raw -3444099.827304 + Penalty 3337.424462 = -3440762.402842 nChanged 148 SP:Iteration 35Q (1062.666871 sec): 3 clusters Score: Raw -3444129.013747 + Penalty 3337.424462 = -3440791.589285 nChanged 136 SP:Iteration 36Q (1062.765256 sec): 3 clusters Score: Raw -3444159.060388 + Penalty 3337.424462 = -3440821.635926 nChanged 160 SP:Iteration 37Q (1062.862800 sec): 3 clusters Score: Raw -3444196.238090 + Penalty 3337.424462 = -3440858.813627 nChanged 151 SP:Iteration 38Q (1062.961342 sec): 3 clusters Score: Raw -3444230.649576 + Penalty 3337.424462 = -3440893.225113 nChanged 139 SP:Iteration 39Q (1063.061735 sec): 3 clusters Score: Raw -3444257.397921 + Penalty 3337.424462 = -3440919.973459 nChanged 127 SP:Iteration 40F (1063.165503 sec): 3 clusters Score: Raw -3444283.745889 + Penalty 3337.424462 = -3440946.321427 nChanged 143 SP:Iteration 41Q (1063.260327 sec): 3 clusters Score: Raw -3444315.647746 + Penalty 3337.424462 = -3440978.223284 nChanged 127 SP:Iteration 42Q (1063.345083 sec): 3 clusters Score: Raw -3444343.930286 + Penalty 3337.424462 = -3441006.505824 nChanged 115 SP:Iteration 43Q (1063.447832 sec): 3 clusters Score: Raw -3444368.209553 + Penalty 3337.424462 = -3441030.785091 nChanged 118 SP:Iteration 44Q (1063.534058 sec): 3 clusters Score: Raw -3444399.204988 + Penalty 3337.424462 = -3441061.780526 nChanged 109 SP:Iteration 45Q (1063.621156 sec): 3 clusters Score: Raw -3444427.303084 + Penalty 3337.424462 = -3441089.878622 nChanged 107 SP:Iteration 46Q (1063.698342 sec): 3 clusters Score: Raw -3444459.022344 + Penalty 3337.424462 = -3441121.597882 nChanged 111 SP:Iteration 47Q (1063.800937 sec): 3 clusters Score: Raw -3444490.503437 + Penalty 3337.424462 = -3441153.078975 nChanged 118 SP:Iteration 48Q (1063.890371 sec): 3 clusters Score: Raw -3444525.657781 + Penalty 3337.424462 = -3441188.233319 nChanged 114 SP:Iteration 49Q (1063.981152 sec): 3 clusters Score: Raw -3444557.840522 + Penalty 3337.424462 = -3441220.416060 nChanged 116 SP:Iteration 50Q (1064.070293 sec): 3 clusters Score: Raw -3444584.925460 + Penalty 3337.424462 = -3441247.500998 nChanged 93 SP:Iteration 51Q (1064.157375 sec): 3 clusters Score: Raw -3444610.948640 + Penalty 3337.424462 = -3441273.524178 nChanged 98 SP:Iteration 52Q (1064.244416 sec): 3 clusters Score: Raw -3444633.676707 + Penalty 3337.424462 = -3441296.252245 nChanged 81 SP:Iteration 53Q (1064.329691 sec): 3 clusters Score: Raw -3444652.266108 + Penalty 3337.424462 = -3441314.841646 nChanged 73 SP:Iteration 54Q (1064.420492 sec): 3 clusters Score: Raw -3444666.067700 + Penalty 3337.424462 = -3441328.643238 nChanged 59 SP:Iteration 55Q (1064.509971 sec): 3 clusters Score: Raw -3444675.516677 + Penalty 3337.424462 = -3441338.092214 nChanged 56 SP:Iteration 56Q (1064.598065 sec): 3 clusters Score: Raw -3444683.948073 + Penalty 3337.424462 = -3441346.523611 nChanged 46 SP:Iteration 57Q (1064.683645 sec): 3 clusters Score: Raw -3444690.235834 + Penalty 3337.424462 = -3441352.811372 nChanged 46 SP:Iteration 58Q (1064.762119 sec): 3 clusters Score: Raw -3444697.309407 + Penalty 3337.424462 = -3441359.884944 nChanged 42 SP:Iteration 59Q (1064.863207 sec): 3 clusters Score: Raw -3444704.245982 + Penalty 3337.424462 = -3441366.821520 nChanged 44 SP:Iteration 60F (1064.945312 sec): 3 clusters Score: Raw -3444711.284691 + Penalty 3337.424462 = -3441373.860229 nChanged 50 SP:Iteration 61Q (1065.042436 sec): 3 clusters Score: Raw -3444719.493428 + Penalty 3337.424462 = -3441382.068966 nChanged 45 SP:Iteration 62Q (1065.131323 sec): 3 clusters Score: Raw -3444726.113807 + Penalty 3337.424462 = -3441388.689344 nChanged 35 SP:Iteration 63Q (1065.216069 sec): 3 clusters Score: Raw -3444730.337813 + Penalty 3337.424462 = -3441392.913351 nChanged 25 SP:Iteration 64Q (1065.305482 sec): 3 clusters Score: Raw -3444733.419365 + Penalty 3337.424462 = -3441395.994903 nChanged 27 SP:Iteration 65Q (1065.388123 sec): 3 clusters Score: Raw -3444737.552310 + Penalty 3337.424462 = -3441400.127848 nChanged 34 SP:Iteration 66Q (1065.475937 sec): 3 clusters Score: Raw -3444742.376229 + Penalty 3337.424462 = -3441404.951767 nChanged 24 SP:Iteration 67Q (1065.563810 sec): 3 clusters Score: Raw -3444745.852250 + Penalty 3337.424462 = -3441408.427788 nChanged 29 SP:Iteration 68Q (1065.649365 sec): 3 clusters Score: Raw -3444749.412931 + Penalty 3337.424462 = -3441411.988469 nChanged 20 SP:Iteration 69Q (1065.736269 sec): 3 clusters Score: Raw -3444752.117985 + Penalty 3337.424462 = -3441414.693523 nChanged 22 SP:Iteration 70Q (1065.825467 sec): 3 clusters Score: Raw -3444755.274336 + Penalty 3337.424462 = -3441417.849874 nChanged 16 SP:Iteration 71Q (1065.912143 sec): 3 clusters Score: Raw -3444757.417166 + Penalty 3337.424462 = -3441419.992703 nChanged 24 SP:Iteration 72Q (1066.008158 sec): 3 clusters Score: Raw -3444761.450732 + Penalty 3337.424462 = -3441424.026269 nChanged 33 SP:Iteration 73Q (1066.094481 sec): 3 clusters Score: Raw -3444765.671697 + Penalty 3337.424462 = -3441428.247235 nChanged 31 SP:Iteration 74Q (1066.187395 sec): 3 clusters Score: Raw -3444769.920485 + Penalty 3337.424462 = -3441432.496023 nChanged 29 SP:Iteration 75Q (1066.277728 sec): 3 clusters Score: Raw -3444774.457325 + Penalty 3337.424462 = -3441437.032863 nChanged 33 SP:Iteration 76Q (1066.373136 sec): 3 clusters Score: Raw -3444780.245081 + Penalty 3337.424462 = -3441442.820619 nChanged 35 SP:Iteration 77Q (1066.468641 sec): 3 clusters Score: Raw -3444786.468735 + Penalty 3337.424462 = -3441449.044273 nChanged 39 SP:Iteration 78Q (1066.556879 sec): 3 clusters Score: Raw -3444792.600033 + Penalty 3337.424462 = -3441455.175571 nChanged 27 SP:Iteration 79Q (1066.648335 sec): 3 clusters Score: Raw -3444796.144520 + Penalty 3337.424462 = -3441458.720058 nChanged 22 SP:Iteration 80F (1066.750113 sec): 3 clusters Score: Raw -3444799.077798 + Penalty 3337.424462 = -3441461.653336 nChanged 20 SP:Iteration 81Q (1066.842376 sec): 3 clusters Score: Raw -3444801.931967 + Penalty 3337.424462 = -3441464.507505 nChanged 25 SP:Iteration 82Q (1066.931488 sec): 3 clusters Score: Raw -3444805.939613 + Penalty 3337.424462 = -3441468.515151 nChanged 32 SP:Iteration 83Q (1067.010729 sec): 3 clusters Score: Raw -3444810.232729 + Penalty 3337.424462 = -3441472.808267 nChanged 26 SP:Iteration 84Q (1067.098206 sec): 3 clusters Score: Raw -3444814.347644 + Penalty 3337.424462 = -3441476.923182 nChanged 29 SP:Iteration 85Q (1067.190837 sec): 3 clusters Score: Raw -3444818.697098 + Penalty 3337.424462 = -3441481.272636 nChanged 28 SP:Iteration 86Q (1067.278408 sec): 3 clusters Score: Raw -3444822.191103 + Penalty 3337.424462 = -3441484.766641 nChanged 28 SP:Iteration 87Q (1067.378961 sec): 3 clusters Score: Raw -3444826.149529 + Penalty 3337.424462 = -3441488.725067 nChanged 26 SP:Iteration 88Q (1067.467558 sec): 3 clusters Score: Raw -3444828.748573 + Penalty 3337.424462 = -3441491.324110 nChanged 20 SP:Iteration 89Q (1067.550971 sec): 3 clusters Score: Raw -3444831.285087 + Penalty 3337.424462 = -3441493.860625 nChanged 19 SP:Iteration 90Q (1067.654446 sec): 3 clusters Score: Raw -3444833.530321 + Penalty 3337.424462 = -3441496.105859 nChanged 17 SP:Iteration 91Q (1067.747386 sec): 3 clusters Score: Raw -3444835.303399 + Penalty 3337.424462 = -3441497.878937 nChanged 17 SP:Iteration 92Q (1067.838688 sec): 3 clusters Score: Raw -3444837.014094 + Penalty 3337.424462 = -3441499.589631 nChanged 16 SP:Iteration 93Q (1067.926058 sec): 3 clusters Score: Raw -3444838.576672 + Penalty 3337.424462 = -3441501.152210 nChanged 16 SP:Iteration 94Q (1068.014339 sec): 3 clusters Score: Raw -3444840.905906 + Penalty 3337.424462 = -3441503.481444 nChanged 18 SP:Iteration 95Q (1068.098312 sec): 3 clusters Score: Raw -3444843.051139 + Penalty 3337.424462 = -3441505.626677 nChanged 13 SP:Iteration 96Q (1068.181494 sec): 3 clusters Score: Raw -3444844.437619 + Penalty 3337.424462 = -3441507.013157 nChanged 12 SP:Iteration 97Q (1068.276973 sec): 3 clusters Score: Raw -3444846.071561 + Penalty 3337.424462 = -3441508.647099 nChanged 13 SP:Iteration 98Q (1068.364311 sec): 3 clusters Score: Raw -3444847.512238 + Penalty 3337.424462 = -3441510.087775 nChanged 15 SP:Iteration 99Q (1068.451042 sec): 3 clusters Score: Raw -3444848.959583 + Penalty 3337.424462 = -3441511.535121 nChanged 13 SP:Iteration 100F (1068.550547 sec): 3 clusters Score: Raw -3444850.600105 + Penalty 3337.424462 = -3441513.175643 nChanged 9 SP:Iteration 101Q (1068.634313 sec): 3 clusters Score: Raw -3444851.633264 + Penalty 3337.424462 = -3441514.208802 nChanged 8 SP:Iteration 102Q (1068.723573 sec): 3 clusters Score: Raw -3444852.940783 + Penalty 3337.424462 = -3441515.516321 nChanged 7 SP:Iteration 103Q (1068.812561 sec): 3 clusters Score: Raw -3444853.868304 + Penalty 3337.424462 = -3441516.443842 nChanged 11 SP:Iteration 104Q (1068.908159 sec): 3 clusters Score: Raw -3444855.022788 + Penalty 3337.424462 = -3441517.598326 nChanged 11 SP:Iteration 105Q (1068.993793 sec): 3 clusters Score: Raw -3444856.398023 + Penalty 3337.424462 = -3441518.973561 nChanged 10 SP:Iteration 106Q (1069.075858 sec): 3 clusters Score: Raw -3444857.649550 + Penalty 3337.424462 = -3441520.225088 nChanged 8 SP:Iteration 107Q (1069.162397 sec): 3 clusters Score: Raw -3444858.611075 + Penalty 3337.424462 = -3441521.186613 nChanged 9 SP:Iteration 108Q (1069.251608 sec): 3 clusters Score: Raw -3444859.960671 + Penalty 3337.424462 = -3441522.536209 nChanged 13 SP:Iteration 109Q (1069.344412 sec): 3 clusters Score: Raw -3444861.205410 + Penalty 3337.424462 = -3441523.780948 nChanged 7 SP:Iteration 110Q (1069.434151 sec): 3 clusters Score: Raw -3444861.875748 + Penalty 3337.424462 = -3441524.451285 nChanged 7 SP:Iteration 111Q (1069.523456 sec): 3 clusters Score: Raw -3444862.543219 + Penalty 3337.424462 = -3441525.118756 nChanged 7 SP:Iteration 112Q (1069.610215 sec): 3 clusters Score: Raw -3444863.298663 + Penalty 3337.424462 = -3441525.874201 nChanged 11 SP:Iteration 113Q (1069.693338 sec): 3 clusters Score: Raw -3444865.025927 + Penalty 3337.424462 = -3441527.601465 nChanged 13 SP:Iteration 114Q (1069.788271 sec): 3 clusters Score: Raw -3444866.957303 + Penalty 3337.424462 = -3441529.532841 nChanged 10 SP:Iteration 115Q (1069.884511 sec): 3 clusters Score: Raw -3444867.884465 + Penalty 3337.424462 = -3441530.460003 nChanged 5 SP:Iteration 116Q (1069.976016 sec): 3 clusters Score: Raw -3444868.400576 + Penalty 3337.424462 = -3441530.976113 nChanged 4 SP:Iteration 117Q (1070.064589 sec): 3 clusters Score: Raw -3444869.112531 + Penalty 3337.424462 = -3441531.688069 nChanged 9 SP:Iteration 118Q (1070.152064 sec): 3 clusters Score: Raw -3444869.933004 + Penalty 3337.424462 = -3441532.508542 nChanged 8 SP:Iteration 119Q (1070.239709 sec): 3 clusters Score: Raw -3444870.585078 + Penalty 3337.424462 = -3441533.160615 nChanged 9 SP:Iteration 120F (1070.336092 sec): 3 clusters Score: Raw -3444871.672218 + Penalty 3337.424462 = -3441534.247756 nChanged 8 SP:Iteration 121Q (1070.431338 sec): 3 clusters Score: Raw -3444872.662640 + Penalty 3337.424462 = -3441535.238178 nChanged 8 SP:Iteration 122Q (1070.515667 sec): 3 clusters Score: Raw -3444873.523980 + Penalty 3337.424462 = -3441536.099518 nChanged 13 SP:Iteration 123Q (1070.601274 sec): 3 clusters Score: Raw -3444875.349259 + Penalty 3337.424462 = -3441537.924797 nChanged 20 SP:Iteration 124Q (1070.680509 sec): 3 clusters Score: Raw -3444878.784610 + Penalty 3337.424462 = -3441541.360148 nChanged 27 SP:Iteration 125Q (1070.767139 sec): 3 clusters Score: Raw -3444883.803036 + Penalty 3337.424462 = -3441546.378573 nChanged 29 SP:Iteration 126Q (1070.852194 sec): 3 clusters Score: Raw -3444888.376117 + Penalty 3337.424462 = -3441550.951655 nChanged 23 SP:Iteration 127Q (1070.937527 sec): 3 clusters Score: Raw -3444890.826038 + Penalty 3337.424462 = -3441553.401576 nChanged 13 SP:Iteration 128Q (1071.026311 sec): 3 clusters Score: Raw -3444892.190261 + Penalty 3337.424462 = -3441554.765798 nChanged 12 SP:Iteration 129Q (1071.117629 sec): 3 clusters Score: Raw -3444893.653555 + Penalty 3337.424462 = -3441556.229093 nChanged 8 SP:Iteration 130Q (1071.220274 sec): 3 clusters Score: Raw -3444894.644108 + Penalty 3337.424462 = -3441557.219646 nChanged 10 SP:Iteration 131Q (1071.311357 sec): 3 clusters Score: Raw -3444895.953969 + Penalty 3337.424462 = -3441558.529507 nChanged 16 SP:Iteration 132Q (1071.404740 sec): 3 clusters Score: Raw -3444899.061988 + Penalty 3337.424462 = -3441561.637526 nChanged 23 SP:Iteration 133Q (1071.494680 sec): 3 clusters Score: Raw -3444902.835103 + Penalty 3337.424462 = -3441565.410641 nChanged 23 SP:Iteration 134Q (1071.586985 sec): 3 clusters Score: Raw -3444905.767844 + Penalty 3337.424462 = -3441568.343382 nChanged 20 SP:Iteration 135Q (1071.677648 sec): 3 clusters Score: Raw -3444908.486181 + Penalty 3337.424462 = -3441571.061719 nChanged 13 SP:Iteration 136Q (1071.767543 sec): 3 clusters Score: Raw -3444909.834538 + Penalty 3337.424462 = -3441572.410076 nChanged 8 SP:Iteration 137Q (1071.855689 sec): 3 clusters Score: Raw -3444910.559638 + Penalty 3337.424462 = -3441573.135176 nChanged 6 SP:Iteration 138Q (1071.940069 sec): 3 clusters Score: Raw -3444911.924306 + Penalty 3337.424462 = -3441574.499844 nChanged 9 SP:Iteration 139Q (1072.025277 sec): 3 clusters Score: Raw -3444912.879476 + Penalty 3337.424462 = -3441575.455014 nChanged 7 SP:Iteration 140F (1072.122166 sec): 3 clusters Score: Raw -3444913.937354 + Penalty 3337.424462 = -3441576.512892 nChanged 11 SP:Iteration 141Q (1072.205721 sec): 3 clusters Score: Raw -3444915.048805 + Penalty 3337.424462 = -3441577.624343 nChanged 9 SP:Iteration 142Q (1072.295902 sec): 3 clusters Score: Raw -3444916.020204 + Penalty 3337.424462 = -3441578.595742 nChanged 8 SP:Iteration 143Q (1072.381704 sec): 3 clusters Score: Raw -3444917.151670 + Penalty 3337.424462 = -3441579.727207 nChanged 13 SP:Iteration 144Q (1072.465708 sec): 3 clusters Score: Raw -3444919.644997 + Penalty 3337.424462 = -3441582.220535 nChanged 13 SP:Iteration 145Q (1072.553787 sec): 3 clusters Score: Raw -3444922.055036 + Penalty 3337.424462 = -3441584.630574 nChanged 19 SP:Iteration 146Q (1072.640114 sec): 3 clusters Score: Raw -3444926.361673 + Penalty 3337.424462 = -3441588.937211 nChanged 25 SP:Iteration 147Q (1072.735648 sec): 3 clusters Score: Raw -3444931.302743 + Penalty 3337.424462 = -3441593.878281 nChanged 30 SP:Iteration 148Q (1072.823754 sec): 3 clusters Score: Raw -3444935.781391 + Penalty 3337.424462 = -3441598.356929 nChanged 18 SP:Iteration 149Q (1072.911139 sec): 3 clusters Score: Raw -3444938.584692 + Penalty 3337.424462 = -3441601.160230 nChanged 18 SP:Iteration 150Q (1072.998203 sec): 3 clusters Score: Raw -3444941.220212 + Penalty 3337.424462 = -3441603.795750 nChanged 11 SP:Iteration 151Q (1073.086540 sec): 3 clusters Score: Raw -3444942.817822 + Penalty 3337.424462 = -3441605.393360 nChanged 16 SP:Iteration 152Q (1073.177390 sec): 3 clusters Score: Raw -3444945.326470 + Penalty 3337.424462 = -3441607.902007 nChanged 9 SP:Iteration 153Q (1073.267288 sec): 3 clusters Score: Raw -3444947.409410 + Penalty 3337.424462 = -3441609.984948 nChanged 18 SP:Iteration 154Q (1073.354147 sec): 3 clusters Score: Raw -3444950.145334 + Penalty 3337.424462 = -3441612.720872 nChanged 15 SP:Iteration 155Q (1073.439541 sec): 3 clusters Score: Raw -3444952.110359 + Penalty 3337.424462 = -3441614.685897 nChanged 8 SP:Iteration 156Q (1073.526171 sec): 3 clusters Score: Raw -3444952.975528 + Penalty 3337.424462 = -3441615.551066 nChanged 6 SP:Iteration 157Q (1073.610113 sec): 3 clusters Score: Raw -3444953.865939 + Penalty 3337.424462 = -3441616.441476 nChanged 5 SP:Iteration 158Q (1073.695902 sec): 3 clusters Score: Raw -3444954.408160 + Penalty 3337.424462 = -3441616.983698 nChanged 5 SP:Iteration 159Q (1073.780686 sec): 3 clusters Score: Raw -3444955.415205 + Penalty 3337.424462 = -3441617.990743 nChanged 7 SP:Iteration 160F (1073.863076 sec): 3 clusters Score: Raw -3444955.984085 + Penalty 3337.424462 = -3441618.559623 nChanged 2 SP:Iteration 161Q (1073.960531 sec): 3 clusters Score: Raw -3444956.384157 + Penalty 3337.424462 = -3441618.959695 nChanged 5 SP:Iteration 162Q (1074.052854 sec): 3 clusters Score: Raw -3444957.176861 + Penalty 3337.424462 = -3441619.752399 nChanged 5 SP:Iteration 163Q (1074.141994 sec): 3 clusters Score: Raw -3444958.094198 + Penalty 3337.424462 = -3441620.669736 nChanged 5 SP:Iteration 164Q (1074.234057 sec): 3 clusters Score: Raw -3444958.774284 + Penalty 3337.424462 = -3441621.349822 nChanged 4 SP:Iteration 165Q (1074.320194 sec): 3 clusters Score: Raw -3444959.176389 + Penalty 3337.424462 = -3441621.751927 nChanged 6 SP:Iteration 166Q (1074.407296 sec): 3 clusters Score: Raw -3444959.586914 + Penalty 3337.424462 = -3441622.162452 nChanged 1 SP:Iteration 167Q (1074.492951 sec): 3 clusters Score: Raw -3444959.699761 + Penalty 3337.424462 = -3441622.275299 nChanged 2 SP:Iteration 168Q (1074.578253 sec): 3 clusters Score: Raw -3444959.902983 + Penalty 3337.424462 = -3441622.478521 nChanged 4 SP:Iteration 169Q (1074.665416 sec): 3 clusters Score: Raw -3444960.395494 + Penalty 3337.424462 = -3441622.971032 nChanged 3 SP:Iteration 170Q (1074.751523 sec): 3 clusters Score: Raw -3444960.872819 + Penalty 3337.424462 = -3441623.448357 nChanged 1 SP:Iteration 171Q (1074.846686 sec): 3 clusters Score: Raw -3444961.117188 + Penalty 3337.424462 = -3441623.692726 nChanged 3 SP:Iteration 172Q (1074.941198 sec): 3 clusters Score: Raw -3444961.496905 + Penalty 3337.424462 = -3441624.072443 nChanged 4 SP:Iteration 173Q (1075.036092 sec): 3 clusters Score: Raw -3444962.282419 + Penalty 3337.424462 = -3441624.857956 nChanged 4 SP:Iteration 174Q (1075.123802 sec): 3 clusters Score: Raw -3444962.676475 + Penalty 3337.424462 = -3441625.252013 nChanged 3 SP:Iteration 175Q (1075.216767 sec): 3 clusters Score: Raw -3444962.946823 + Penalty 3337.424462 = -3441625.522361 nChanged 6 SP:Iteration 176Q (1075.301280 sec): 3 clusters Score: Raw -3444963.898413 + Penalty 3337.424462 = -3441626.473951 nChanged 3 SP:Iteration 177Q (1075.386054 sec): 3 clusters Score: Raw -3444964.177793 + Penalty 3337.424462 = -3441626.753331 nChanged 4 SP:Iteration 178Q (1075.464677 sec): 3 clusters Score: Raw -3444964.777183 + Penalty 3337.424462 = -3441627.352720 nChanged 5 SP:Iteration 179Q (1075.549100 sec): 3 clusters Score: Raw -3444965.417761 + Penalty 3337.424462 = -3441627.993298 nChanged 4 SP:Iteration 180F (1075.648611 sec): 3 clusters Score: Raw -3444966.025701 + Penalty 3337.424462 = -3441628.601238 nChanged 4 SP:Iteration 181Q (1075.732855 sec): 3 clusters Score: Raw -3444966.507767 + Penalty 3337.424462 = -3441629.083305 nChanged 2 SP:Iteration 182Q (1075.818696 sec): 3 clusters Score: Raw -3444966.807165 + Penalty 3337.424462 = -3441629.382703 nChanged 2 SP:Iteration 183Q (1075.891584 sec): 3 clusters Score: Raw -3444967.005650 + Penalty 3337.424462 = -3441629.581187 nChanged 1 SP:Iteration 184Q (1075.989295 sec): 3 clusters Score: Raw -3444967.111356 + Penalty 3337.424462 = -3441629.686894 nChanged 3 SP:Iteration 185Q (1076.082971 sec): 3 clusters Score: Raw -3444967.627298 + Penalty 3337.424462 = -3441630.202836 nChanged 2 SP:Iteration 186Q (1076.176689 sec): 3 clusters Score: Raw -3444967.852057 + Penalty 3337.424462 = -3441630.427595 nChanged 3 SP:Iteration 187Q (1076.261375 sec): 3 clusters Score: Raw -3444968.074115 + Penalty 3337.424462 = -3441630.649653 nChanged 3 SP:Iteration 188Q (1076.344420 sec): 3 clusters Score: Raw -3444968.339034 + Penalty 3337.424462 = -3441630.914572 nChanged 2 SP:Iteration 189Q (1076.432925 sec): 3 clusters Score: Raw -3444968.494065 + Penalty 3337.424462 = -3441631.069603 nChanged 2 SP:Iteration 190Q (1076.521385 sec): 3 clusters Score: Raw -3444968.671276 + Penalty 3337.424462 = -3441631.246814 nChanged 1 SP:Iteration 191Q (1076.598761 sec): 3 clusters Score: Raw -3444968.800800 + Penalty 3337.424462 = -3441631.376338 nChanged 0 SP:Iteration 192F (1076.703007 sec): 3 clusters Score: Raw -3444968.800800 + Penalty 3337.424462 = -3441631.376338 nChanged 0 Trying to split cluster 3 (5581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1076.738518 sec): 2 clusters Score: Raw -635722.534031 + Penalty 1401.907528 = -634320.626503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1076.782453 sec): 3 clusters Score: Raw -632764.466872 + Penalty 2803.815057 = -629960.651815 nChanged 2316 SP:Iteration 1F (1076.833147 sec): 3 clusters Score: Raw -634004.541789 + Penalty 2803.815057 = -631200.726732 nChanged 390 SP:Iteration 2F (1076.894598 sec): 3 clusters Score: Raw -634227.897543 + Penalty 2803.815057 = -631424.082487 nChanged 341 SP:Iteration 3F (1076.949043 sec): 3 clusters Score: Raw -634458.458801 + Penalty 2803.815057 = -631654.643745 nChanged 323 SP:Iteration 4F (1077.004776 sec): 3 clusters Score: Raw -634718.141691 + Penalty 2803.815057 = -631914.326635 nChanged 345 SP:Iteration 5F (1077.057490 sec): 3 clusters Score: Raw -635030.662500 + Penalty 2803.815057 = -632226.847443 nChanged 343 SP:Iteration 6F (1077.117953 sec): 3 clusters Score: Raw -635319.362759 + Penalty 2803.815057 = -632515.547702 nChanged 309 SP:Iteration 7F (1077.178542 sec): 3 clusters Score: Raw -635569.345513 + Penalty 2803.815057 = -632765.530456 nChanged 277 SP:Iteration 8Q (1077.235440 sec): 3 clusters Score: Raw -635771.951605 + Penalty 2803.815057 = -632968.136548 nChanged 229 SP:Iteration 9Q (1077.278753 sec): 3 clusters Score: Raw -635921.329784 + Penalty 2803.815057 = -633117.514727 nChanged 179 SP:Iteration 10Q (1077.333070 sec): 3 clusters Score: Raw -636024.288647 + Penalty 2803.815057 = -633220.473590 nChanged 135 SP:Iteration 11Q (1077.393325 sec): 3 clusters Score: Raw -636086.887508 + Penalty 2803.815057 = -633283.072451 nChanged 103 SP:Iteration 12Q (1077.449322 sec): 3 clusters Score: Raw -636132.726902 + Penalty 2803.815057 = -633328.911846 nChanged 86 SP:Iteration 13Q (1077.506529 sec): 3 clusters Score: Raw -636165.865468 + Penalty 2803.815057 = -633362.050411 nChanged 54 SP:Iteration 14Q (1077.557950 sec): 3 clusters Score: Raw -636180.837188 + Penalty 2803.815057 = -633377.022131 nChanged 40 SP:Iteration 15Q (1077.623152 sec): 3 clusters Score: Raw -636191.443454 + Penalty 2803.815057 = -633387.628398 nChanged 29 SP:Iteration 16Q (1077.669543 sec): 3 clusters Score: Raw -636200.314875 + Penalty 2803.815057 = -633396.499819 nChanged 23 SP:Iteration 17Q (1077.735940 sec): 3 clusters Score: Raw -636206.045718 + Penalty 2803.815057 = -633402.230661 nChanged 16 SP:Iteration 18Q (1077.783374 sec): 3 clusters Score: Raw -636209.795474 + Penalty 2803.815057 = -633405.980418 nChanged 18 SP:Iteration 19Q (1077.839627 sec): 3 clusters Score: Raw -636213.859194 + Penalty 2803.815057 = -633410.044137 nChanged 10 SP:Iteration 20F (1077.907753 sec): 3 clusters Score: Raw -636215.593891 + Penalty 2803.815057 = -633411.778835 nChanged 4 SP:Iteration 21Q (1077.963269 sec): 3 clusters Score: Raw -636215.927200 + Penalty 2803.815057 = -633412.112143 nChanged 1 SP:Iteration 22Q (1078.022652 sec): 3 clusters Score: Raw -636216.033941 + Penalty 2803.815057 = -633412.218884 nChanged 1 SP:Iteration 23Q (1078.079002 sec): 3 clusters Score: Raw -636216.140535 + Penalty 2803.815057 = -633412.325479 nChanged 0 SP:Iteration 24F (1078.127894 sec): 3 clusters Score: Raw -636216.140535 + Penalty 2803.815057 = -633412.325479 nChanged 0 Trying to split cluster 4 (17305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1078.189001 sec): 2 clusters Score: Raw -2028542.972141 + Penalty 1585.796998 = -2026957.175143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1078.264438 sec): 3 clusters Score: Raw -2018290.714691 + Penalty 3171.593996 = -2015119.120695 nChanged 7718 SP:Iteration 1F (1078.340347 sec): 3 clusters Score: Raw -2022573.896748 + Penalty 3171.593996 = -2019402.302752 nChanged 939 SP:Iteration 2F (1078.401874 sec): 3 clusters Score: Raw -2022977.610761 + Penalty 3171.593996 = -2019806.016766 nChanged 898 SP:Iteration 3F (1078.489841 sec): 3 clusters Score: Raw -2023428.175477 + Penalty 3171.593996 = -2020256.581481 nChanged 1011 SP:Iteration 4F (1078.565523 sec): 3 clusters Score: Raw -2024031.517103 + Penalty 3171.593996 = -2020859.923107 nChanged 1194 SP:Iteration 5F (1078.628934 sec): 3 clusters Score: Raw -2024924.061084 + Penalty 3171.593996 = -2021752.467088 nChanged 1359 SP:Iteration 6F (1078.716768 sec): 3 clusters Score: Raw -2026094.419324 + Penalty 3171.593996 = -2022922.825328 nChanged 1217 SP:Iteration 7F (1078.793178 sec): 3 clusters Score: Raw -2027218.586358 + Penalty 3171.593996 = -2024046.992362 nChanged 835 SP:Iteration 8Q (1078.868457 sec): 3 clusters Score: Raw -2027964.558689 + Penalty 3171.593996 = -2024792.964693 nChanged 490 SP:Iteration 9Q (1078.942925 sec): 3 clusters Score: Raw -2028386.701842 + Penalty 3171.593996 = -2025215.107846 nChanged 259 SP:Iteration 10Q (1079.015711 sec): 3 clusters Score: Raw -2028596.101387 + Penalty 3171.593996 = -2025424.507391 nChanged 119 SP:Iteration 11Q (1079.087078 sec): 3 clusters Score: Raw -2028689.832063 + Penalty 3171.593996 = -2025518.238067 nChanged 75 SP:Iteration 12Q (1079.160747 sec): 3 clusters Score: Raw -2028751.879000 + Penalty 3171.593996 = -2025580.285004 nChanged 39 SP:Iteration 13Q (1079.231661 sec): 3 clusters Score: Raw -2028788.064704 + Penalty 3171.593996 = -2025616.470709 nChanged 25 SP:Iteration 14Q (1079.299757 sec): 3 clusters Score: Raw -2028807.295085 + Penalty 3171.593996 = -2025635.701089 nChanged 16 SP:Iteration 15Q (1079.376817 sec): 3 clusters Score: Raw -2028819.932044 + Penalty 3171.593996 = -2025648.338048 nChanged 8 SP:Iteration 16Q (1079.444825 sec): 3 clusters Score: Raw -2028828.079520 + Penalty 3171.593996 = -2025656.485524 nChanged 10 SP:Iteration 17Q (1079.521861 sec): 3 clusters Score: Raw -2028837.766396 + Penalty 3171.593996 = -2025666.172400 nChanged 11 SP:Iteration 18Q (1079.596835 sec): 3 clusters Score: Raw -2028846.765060 + Penalty 3171.593996 = -2025675.171064 nChanged 6 SP:Iteration 19Q (1079.671345 sec): 3 clusters Score: Raw -2028851.045958 + Penalty 3171.593996 = -2025679.451962 nChanged 1 SP:Iteration 20F (1079.751723 sec): 3 clusters Score: Raw -2028851.494093 + Penalty 3171.593996 = -2025679.900097 nChanged 0 Trying to split cluster 5 (6720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1079.788691 sec): 2 clusters Score: Raw -742124.537245 + Penalty 1432.087058 = -740692.450187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1079.850340 sec): 3 clusters Score: Raw -738446.270177 + Penalty 2864.174116 = -735582.096061 nChanged 2833 SP:Iteration 1F (1079.909843 sec): 3 clusters Score: Raw -740106.997585 + Penalty 2864.174116 = -737242.823469 nChanged 476 SP:Iteration 2F (1079.957797 sec): 3 clusters Score: Raw -740396.855243 + Penalty 2864.174116 = -737532.681127 nChanged 384 SP:Iteration 3F (1080.016416 sec): 3 clusters Score: Raw -740619.085012 + Penalty 2864.174116 = -737754.910896 nChanged 308 SP:Iteration 4Q (1080.077166 sec): 3 clusters Score: Raw -740797.582530 + Penalty 2864.174116 = -737933.408414 nChanged 293 SP:Iteration 5Q (1080.138901 sec): 3 clusters Score: Raw -740962.553035 + Penalty 2864.174116 = -738098.378919 nChanged 288 SP:Iteration 6Q (1080.201048 sec): 3 clusters Score: Raw -741135.216424 + Penalty 2864.174116 = -738271.042308 nChanged 306 SP:Iteration 7Q (1080.253526 sec): 3 clusters Score: Raw -741300.357768 + Penalty 2864.174116 = -738436.183652 nChanged 279 SP:Iteration 8Q (1080.324132 sec): 3 clusters Score: Raw -741465.988210 + Penalty 2864.174116 = -738601.814094 nChanged 271 SP:Iteration 9Q (1080.383388 sec): 3 clusters Score: Raw -741618.901602 + Penalty 2864.174116 = -738754.727486 nChanged 256 SP:Iteration 10Q (1080.436810 sec): 3 clusters Score: Raw -741766.581429 + Penalty 2864.174116 = -738902.407313 nChanged 257 SP:Iteration 11Q (1080.491869 sec): 3 clusters Score: Raw -741923.728843 + Penalty 2864.174116 = -739059.554727 nChanged 234 SP:Iteration 12Q (1080.562520 sec): 3 clusters Score: Raw -742079.236793 + Penalty 2864.174116 = -739215.062677 nChanged 231 SP:Iteration 13Q (1080.614925 sec): 3 clusters Score: Raw -742229.695392 + Penalty 2864.174116 = -739365.521276 nChanged 206 SP:Iteration 14Q (1080.677993 sec): 3 clusters Score: Raw -742383.105106 + Penalty 2864.174116 = -739518.930990 nChanged 167 SP:Iteration 15Q (1080.738344 sec): 3 clusters Score: Raw -742503.567092 + Penalty 2864.174116 = -739639.392976 nChanged 142 SP:Iteration 16Q (1080.783098 sec): 3 clusters Score: Raw -742602.021259 + Penalty 2864.174116 = -739737.847143 nChanged 109 SP:Iteration 17Q (1080.840000 sec): 3 clusters Score: Raw -742666.911918 + Penalty 2864.174116 = -739802.737802 nChanged 102 SP:Iteration 18Q (1080.910023 sec): 3 clusters Score: Raw -742714.416692 + Penalty 2864.174116 = -739850.242576 nChanged 76 SP:Iteration 19Q (1080.965970 sec): 3 clusters Score: Raw -742743.165263 + Penalty 2864.174116 = -739878.991147 nChanged 53 SP:Iteration 20F (1081.028599 sec): 3 clusters Score: Raw -742761.807620 + Penalty 2864.174116 = -739897.633504 nChanged 45 SP:Iteration 21Q (1081.087150 sec): 3 clusters Score: Raw -742783.136223 + Penalty 2864.174116 = -739918.962107 nChanged 45 SP:Iteration 22Q (1081.141860 sec): 3 clusters Score: Raw -742798.682307 + Penalty 2864.174116 = -739934.508191 nChanged 39 SP:Iteration 23Q (1081.197758 sec): 3 clusters Score: Raw -742816.888591 + Penalty 2864.174116 = -739952.714475 nChanged 35 SP:Iteration 24Q (1081.260887 sec): 3 clusters Score: Raw -742831.143734 + Penalty 2864.174116 = -739966.969618 nChanged 25 SP:Iteration 25Q (1081.321825 sec): 3 clusters Score: Raw -742838.026032 + Penalty 2864.174116 = -739973.851917 nChanged 20 SP:Iteration 26Q (1081.367838 sec): 3 clusters Score: Raw -742844.126025 + Penalty 2864.174116 = -739979.951909 nChanged 22 SP:Iteration 27Q (1081.435703 sec): 3 clusters Score: Raw -742849.464160 + Penalty 2864.174116 = -739985.290044 nChanged 16 SP:Iteration 28Q (1081.495139 sec): 3 clusters Score: Raw -742852.656550 + Penalty 2864.174116 = -739988.482434 nChanged 9 SP:Iteration 29Q (1081.554895 sec): 3 clusters Score: Raw -742855.659649 + Penalty 2864.174116 = -739991.485533 nChanged 7 SP:Iteration 30Q (1081.609303 sec): 3 clusters Score: Raw -742857.975661 + Penalty 2864.174116 = -739993.801545 nChanged 12 SP:Iteration 31Q (1081.661978 sec): 3 clusters Score: Raw -742860.579638 + Penalty 2864.174116 = -739996.405522 nChanged 12 SP:Iteration 32Q (1081.719886 sec): 3 clusters Score: Raw -742862.513855 + Penalty 2864.174116 = -739998.339739 nChanged 8 SP:Iteration 33Q (1081.767450 sec): 3 clusters Score: Raw -742864.792303 + Penalty 2864.174116 = -740000.618187 nChanged 6 SP:Iteration 34Q (1081.833564 sec): 3 clusters Score: Raw -742867.061983 + Penalty 2864.174116 = -740002.887867 nChanged 6 SP:Iteration 35Q (1081.893571 sec): 3 clusters Score: Raw -742869.657703 + Penalty 2864.174116 = -740005.483587 nChanged 8 SP:Iteration 36Q (1081.947158 sec): 3 clusters Score: Raw -742871.160352 + Penalty 2864.174116 = -740006.986236 nChanged 5 SP:Iteration 37Q (1082.008923 sec): 3 clusters Score: Raw -742872.100389 + Penalty 2864.174116 = -740007.926273 nChanged 2 SP:Iteration 38Q (1082.071244 sec): 3 clusters Score: Raw -742872.363425 + Penalty 2864.174116 = -740008.189309 nChanged 3 SP:Iteration 39Q (1082.126860 sec): 3 clusters Score: Raw -742873.052511 + Penalty 2864.174116 = -740008.878396 nChanged 6 SP:Iteration 40F (1082.183559 sec): 3 clusters Score: Raw -742874.428995 + Penalty 2864.174116 = -740010.254880 nChanged 3 SP:Iteration 41Q (1082.241661 sec): 3 clusters Score: Raw -742875.275189 + Penalty 2864.174116 = -740011.101073 nChanged 4 SP:Iteration 42Q (1082.291510 sec): 3 clusters Score: Raw -742876.013632 + Penalty 2864.174116 = -740011.839516 nChanged 2 SP:Iteration 43Q (1082.360097 sec): 3 clusters Score: Raw -742877.655312 + Penalty 2864.174116 = -740013.481196 nChanged 3 SP:Iteration 44Q (1082.416628 sec): 3 clusters Score: Raw -742878.318404 + Penalty 2864.174116 = -740014.144288 nChanged 2 SP:Iteration 45Q (1082.461516 sec): 3 clusters Score: Raw -742878.685017 + Penalty 2864.174116 = -740014.510901 nChanged 3 SP:Iteration 46Q (1082.528124 sec): 3 clusters Score: Raw -742879.406012 + Penalty 2864.174116 = -740015.231896 nChanged 2 SP:Iteration 47Q (1082.587594 sec): 3 clusters Score: Raw -742879.640643 + Penalty 2864.174116 = -740015.466527 nChanged 3 SP:Iteration 48Q (1082.635136 sec): 3 clusters Score: Raw -742880.560889 + Penalty 2864.174116 = -740016.386773 nChanged 5 SP:Iteration 49Q (1082.692123 sec): 3 clusters Score: Raw -742881.313759 + Penalty 2864.174116 = -740017.139643 nChanged 2 SP:Iteration 50Q (1082.745620 sec): 3 clusters Score: Raw -742882.083309 + Penalty 2864.174116 = -740017.909193 nChanged 3 SP:Iteration 51Q (1082.807383 sec): 3 clusters Score: Raw -742883.102541 + Penalty 2864.174116 = -740018.928425 nChanged 2 SP:Iteration 52Q (1082.852057 sec): 3 clusters Score: Raw -742883.331648 + Penalty 2864.174116 = -740019.157532 nChanged 4 SP:Iteration 53Q (1082.908415 sec): 3 clusters Score: Raw -742884.226602 + Penalty 2864.174116 = -740020.052486 nChanged 2 SP:Iteration 54Q (1082.976447 sec): 3 clusters Score: Raw -742884.680549 + Penalty 2864.174116 = -740020.506433 nChanged 0 SP:Iteration 55F (1083.032102 sec): 3 clusters Score: Raw -742884.680549 + Penalty 2864.174116 = -740020.506433 nChanged 0 Trying to split cluster 6 (4270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1083.051626 sec): 2 clusters Score: Raw -505601.934384 + Penalty 1358.397480 = -504243.536905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1083.107891 sec): 3 clusters Score: Raw -503400.183234 + Penalty 2716.794960 = -500683.388274 nChanged 1708 SP:Iteration 1F (1083.162238 sec): 3 clusters Score: Raw -504307.365614 + Penalty 2716.794960 = -501590.570654 nChanged 310 SP:Iteration 2F (1083.213908 sec): 3 clusters Score: Raw -504485.889596 + Penalty 2716.794960 = -501769.094636 nChanged 230 SP:Iteration 3F (1083.265446 sec): 3 clusters Score: Raw -504623.526802 + Penalty 2716.794960 = -501906.731842 nChanged 205 SP:Iteration 4Q (1083.311262 sec): 3 clusters Score: Raw -504743.540862 + Penalty 2716.794960 = -502026.745903 nChanged 161 SP:Iteration 5Q (1083.374918 sec): 3 clusters Score: Raw -504827.273067 + Penalty 2716.794960 = -502110.478107 nChanged 136 SP:Iteration 6Q (1083.429468 sec): 3 clusters Score: Raw -504894.424740 + Penalty 2716.794960 = -502177.629780 nChanged 131 SP:Iteration 7Q (1083.472813 sec): 3 clusters Score: Raw -504959.974641 + Penalty 2716.794960 = -502243.179681 nChanged 126 SP:Iteration 8Q (1083.541848 sec): 3 clusters Score: Raw -505027.410118 + Penalty 2716.794960 = -502310.615159 nChanged 120 SP:Iteration 9Q (1083.592141 sec): 3 clusters Score: Raw -505098.800401 + Penalty 2716.794960 = -502382.005441 nChanged 117 SP:Iteration 10Q (1083.650633 sec): 3 clusters Score: Raw -505165.126995 + Penalty 2716.794960 = -502448.332035 nChanged 118 SP:Iteration 11Q (1083.706144 sec): 3 clusters Score: Raw -505232.291586 + Penalty 2716.794960 = -502515.496626 nChanged 105 SP:Iteration 12Q (1083.760570 sec): 3 clusters Score: Raw -505292.131663 + Penalty 2716.794960 = -502575.336703 nChanged 87 SP:Iteration 13Q (1083.807078 sec): 3 clusters Score: Raw -505346.485431 + Penalty 2716.794960 = -502629.690471 nChanged 91 SP:Iteration 14Q (1083.869729 sec): 3 clusters Score: Raw -505408.831324 + Penalty 2716.794960 = -502692.036365 nChanged 73 SP:Iteration 15Q (1083.923139 sec): 3 clusters Score: Raw -505455.847147 + Penalty 2716.794960 = -502739.052187 nChanged 46 SP:Iteration 16Q (1083.973934 sec): 3 clusters Score: Raw -505494.974973 + Penalty 2716.794960 = -502778.180014 nChanged 55 SP:Iteration 17Q (1084.020616 sec): 3 clusters Score: Raw -505534.875174 + Penalty 2716.794960 = -502818.080215 nChanged 52 SP:Iteration 18Q (1084.065906 sec): 3 clusters Score: Raw -505569.640775 + Penalty 2716.794960 = -502852.845816 nChanged 51 SP:Iteration 19Q (1084.116832 sec): 3 clusters Score: Raw -505610.648469 + Penalty 2716.794960 = -502893.853509 nChanged 46 SP:Iteration 20F (1084.168263 sec): 3 clusters Score: Raw -505646.719600 + Penalty 2716.794960 = -502929.924641 nChanged 35 SP:Iteration 21Q (1084.218075 sec): 3 clusters Score: Raw -505666.327957 + Penalty 2716.794960 = -502949.532997 nChanged 20 SP:Iteration 22Q (1084.277509 sec): 3 clusters Score: Raw -505677.990842 + Penalty 2716.794960 = -502961.195883 nChanged 19 SP:Iteration 23Q (1084.330090 sec): 3 clusters Score: Raw -505691.873425 + Penalty 2716.794960 = -502975.078465 nChanged 16 SP:Iteration 24Q (1084.383228 sec): 3 clusters Score: Raw -505702.903075 + Penalty 2716.794960 = -502986.108116 nChanged 19 SP:Iteration 25Q (1084.434541 sec): 3 clusters Score: Raw -505717.101166 + Penalty 2716.794960 = -503000.306207 nChanged 18 SP:Iteration 26Q (1084.477223 sec): 3 clusters Score: Raw -505727.013415 + Penalty 2716.794960 = -503010.218455 nChanged 14 SP:Iteration 27Q (1084.539789 sec): 3 clusters Score: Raw -505736.863864 + Penalty 2716.794960 = -503020.068904 nChanged 14 SP:Iteration 28Q (1084.593650 sec): 3 clusters Score: Raw -505753.804952 + Penalty 2716.794960 = -503037.009993 nChanged 21 SP:Iteration 29Q (1084.649447 sec): 3 clusters Score: Raw -505771.630827 + Penalty 2716.794960 = -503054.835867 nChanged 15 SP:Iteration 30Q (1084.691381 sec): 3 clusters Score: Raw -505783.725467 + Penalty 2716.794960 = -503066.930507 nChanged 12 SP:Iteration 31Q (1084.749276 sec): 3 clusters Score: Raw -505793.574892 + Penalty 2716.794960 = -503076.779933 nChanged 10 SP:Iteration 32Q (1084.798855 sec): 3 clusters Score: Raw -505799.853316 + Penalty 2716.794960 = -503083.058356 nChanged 5 SP:Iteration 33Q (1084.850623 sec): 3 clusters Score: Raw -505802.892208 + Penalty 2716.794960 = -503086.097249 nChanged 8 SP:Iteration 34Q (1084.912571 sec): 3 clusters Score: Raw -505810.652825 + Penalty 2716.794960 = -503093.857866 nChanged 8 SP:Iteration 35Q (1084.976210 sec): 3 clusters Score: Raw -505815.953595 + Penalty 2716.794960 = -503099.158636 nChanged 3 SP:Iteration 36Q (1085.031264 sec): 3 clusters Score: Raw -505819.148173 + Penalty 2716.794960 = -503102.353214 nChanged 4 SP:Iteration 37Q (1085.075106 sec): 3 clusters Score: Raw -505823.080208 + Penalty 2716.794960 = -503106.285249 nChanged 7 SP:Iteration 38Q (1085.134687 sec): 3 clusters Score: Raw -505829.377827 + Penalty 2716.794960 = -503112.582868 nChanged 8 SP:Iteration 39Q (1085.187721 sec): 3 clusters Score: Raw -505836.849920 + Penalty 2716.794960 = -503120.054961 nChanged 4 SP:Iteration 40F (1085.253534 sec): 3 clusters Score: Raw -505839.873288 + Penalty 2716.794960 = -503123.078329 nChanged 3 SP:Iteration 41Q (1085.310044 sec): 3 clusters Score: Raw -505841.809891 + Penalty 2716.794960 = -503125.014932 nChanged 3 SP:Iteration 42Q (1085.365027 sec): 3 clusters Score: Raw -505843.683469 + Penalty 2716.794960 = -503126.888509 nChanged 2 SP:Iteration 43Q (1085.420579 sec): 3 clusters Score: Raw -505846.371199 + Penalty 2716.794960 = -503129.576239 nChanged 3 SP:Iteration 44Q (1085.465966 sec): 3 clusters Score: Raw -505848.392302 + Penalty 2716.794960 = -503131.597343 nChanged 1 SP:Iteration 45Q (1085.525516 sec): 3 clusters Score: Raw -505850.063251 + Penalty 2716.794960 = -503133.268291 nChanged 2 SP:Iteration 46Q (1085.583710 sec): 3 clusters Score: Raw -505851.003836 + Penalty 2716.794960 = -503134.208877 nChanged 2 SP:Iteration 47Q (1085.639295 sec): 3 clusters Score: Raw -505853.181112 + Penalty 2716.794960 = -503136.386153 nChanged 4 SP:Iteration 48Q (1085.681742 sec): 3 clusters Score: Raw -505856.370540 + Penalty 2716.794960 = -503139.575581 nChanged 1 SP:Iteration 49Q (1085.736831 sec): 3 clusters Score: Raw -505856.711736 + Penalty 2716.794960 = -503139.916776 nChanged 1 SP:Iteration 50Q (1085.796266 sec): 3 clusters Score: Raw -505857.155838 + Penalty 2716.794960 = -503140.360878 nChanged 1 SP:Iteration 51Q (1085.843332 sec): 3 clusters Score: Raw -505857.724048 + Penalty 2716.794960 = -503140.929089 nChanged 0 SP:Iteration 52F (1085.905401 sec): 3 clusters Score: Raw -505857.724048 + Penalty 2716.794960 = -503140.929089 nChanged 0 Trying to split cluster 7 (1233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1085.938742 sec): 2 clusters Score: Raw -132463.665568 + Penalty 1156.545894 = -131307.119674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1085.989218 sec): 3 clusters Score: Raw -132133.403797 + Penalty 2313.091789 = -129820.312008 nChanged 398 SP:Iteration 1F (1086.039009 sec): 3 clusters Score: Raw -132577.593147 + Penalty 2313.091789 = -130264.501359 nChanged 113 SP:Iteration 2F (1086.089649 sec): 3 clusters Score: Raw -132735.356884 + Penalty 2313.091789 = -130422.265096 nChanged 73 SP:Iteration 3F (1086.143271 sec): 3 clusters Score: Raw -132856.335809 + Penalty 2313.091789 = -130543.244021 nChanged 59 SP:Iteration 4Q (1086.191234 sec): 3 clusters Score: Raw -132932.862808 + Penalty 2313.091789 = -130619.771019 nChanged 37 SP:Iteration 5Q (1086.238153 sec): 3 clusters Score: Raw -132991.352511 + Penalty 2313.091789 = -130678.260722 nChanged 40 SP:Iteration 6Q (1086.285056 sec): 3 clusters Score: Raw -133078.102813 + Penalty 2313.091789 = -130765.011024 nChanged 38 SP:Iteration 7Q (1086.338935 sec): 3 clusters Score: Raw -133138.629572 + Penalty 2313.091789 = -130825.537784 nChanged 21 SP:Iteration 8Q (1086.387295 sec): 3 clusters Score: Raw -133174.639449 + Penalty 2313.091789 = -130861.547660 nChanged 16 SP:Iteration 9Q (1086.431696 sec): 3 clusters Score: Raw -133185.693571 + Penalty 2313.091789 = -130872.601782 nChanged 13 SP:Iteration 10Q (1086.475404 sec): 3 clusters Score: Raw -133198.270192 + Penalty 2313.091789 = -130885.178403 nChanged 10 SP:Iteration 11Q (1086.535769 sec): 3 clusters Score: Raw -133206.919705 + Penalty 2313.091789 = -130893.827917 nChanged 5 SP:Iteration 12Q (1086.581223 sec): 3 clusters Score: Raw -133213.307275 + Penalty 2313.091789 = -130900.215486 nChanged 7 SP:Iteration 13Q (1086.636824 sec): 3 clusters Score: Raw -133218.563803 + Penalty 2313.091789 = -130905.472015 nChanged 6 SP:Iteration 14Q (1086.679106 sec): 3 clusters Score: Raw -133224.716766 + Penalty 2313.091789 = -130911.624978 nChanged 7 SP:Iteration 15Q (1086.724914 sec): 3 clusters Score: Raw -133229.885740 + Penalty 2313.091789 = -130916.793952 nChanged 7 SP:Iteration 16Q (1086.762019 sec): 3 clusters Score: Raw -133235.380411 + Penalty 2313.091789 = -130922.288623 nChanged 7 SP:Iteration 17Q (1086.811449 sec): 3 clusters Score: Raw -133241.088279 + Penalty 2313.091789 = -130927.996490 nChanged 3 SP:Iteration 18Q (1086.847160 sec): 3 clusters Score: Raw -133244.285303 + Penalty 2313.091789 = -130931.193515 nChanged 4 SP:Iteration 19Q (1086.890643 sec): 3 clusters Score: Raw -133247.462904 + Penalty 2313.091789 = -130934.371115 nChanged 4 SP:Iteration 20F (1086.930816 sec): 3 clusters Score: Raw -133252.272799 + Penalty 2313.091789 = -130939.181011 nChanged 7 SP:Iteration 21Q (1086.981100 sec): 3 clusters Score: Raw -133269.103347 + Penalty 2313.091789 = -130956.011558 nChanged 7 SP:Iteration 22Q (1087.033357 sec): 3 clusters Score: Raw -133278.195940 + Penalty 2313.091789 = -130965.104151 nChanged 7 SP:Iteration 23Q (1087.081440 sec): 3 clusters Score: Raw -133283.900564 + Penalty 2313.091789 = -130970.808776 nChanged 5 SP:Iteration 24Q (1087.127608 sec): 3 clusters Score: Raw -133287.478109 + Penalty 2313.091789 = -130974.386321 nChanged 3 SP:Iteration 25Q (1087.171783 sec): 3 clusters Score: Raw -133288.744797 + Penalty 2313.091789 = -130975.653009 nChanged 0 SP:Iteration 26F (1087.221683 sec): 3 clusters Score: Raw -133288.744797 + Penalty 2313.091789 = -130975.653009 nChanged 0 Trying to split cluster 8 (2622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1087.243397 sec): 2 clusters Score: Raw -302315.234275 + Penalty 1279.150058 = -301036.084217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1087.295417 sec): 3 clusters Score: Raw -301148.606051 + Penalty 2558.300116 = -298590.305935 nChanged 1019 SP:Iteration 1F (1087.346370 sec): 3 clusters Score: Raw -301779.438207 + Penalty 2558.300116 = -299221.138091 nChanged 212 SP:Iteration 2F (1087.396496 sec): 3 clusters Score: Raw -301959.406372 + Penalty 2558.300116 = -299401.106256 nChanged 159 SP:Iteration 3F (1087.455318 sec): 3 clusters Score: Raw -302112.322121 + Penalty 2558.300116 = -299554.022005 nChanged 150 SP:Iteration 4F (1087.503918 sec): 3 clusters Score: Raw -302251.300628 + Penalty 2558.300116 = -299693.000512 nChanged 126 SP:Iteration 5Q (1087.553450 sec): 3 clusters Score: Raw -302354.072160 + Penalty 2558.300116 = -299795.772044 nChanged 112 SP:Iteration 6Q (1087.590604 sec): 3 clusters Score: Raw -302450.960700 + Penalty 2558.300116 = -299892.660584 nChanged 113 SP:Iteration 7Q (1087.644017 sec): 3 clusters Score: Raw -302550.914625 + Penalty 2558.300116 = -299992.614509 nChanged 91 SP:Iteration 8Q (1087.702444 sec): 3 clusters Score: Raw -302622.003873 + Penalty 2558.300116 = -300063.703757 nChanged 75 SP:Iteration 9Q (1087.754317 sec): 3 clusters Score: Raw -302679.066963 + Penalty 2558.300116 = -300120.766847 nChanged 70 SP:Iteration 10Q (1087.799075 sec): 3 clusters Score: Raw -302730.717638 + Penalty 2558.300116 = -300172.417522 nChanged 49 SP:Iteration 11Q (1087.857613 sec): 3 clusters Score: Raw -302762.820795 + Penalty 2558.300116 = -300204.520679 nChanged 41 SP:Iteration 12Q (1087.904508 sec): 3 clusters Score: Raw -302791.580879 + Penalty 2558.300116 = -300233.280763 nChanged 30 SP:Iteration 13Q (1087.960673 sec): 3 clusters Score: Raw -302807.994892 + Penalty 2558.300116 = -300249.694776 nChanged 21 SP:Iteration 14Q (1088.003889 sec): 3 clusters Score: Raw -302820.472006 + Penalty 2558.300116 = -300262.171890 nChanged 20 SP:Iteration 15Q (1088.052590 sec): 3 clusters Score: Raw -302830.234817 + Penalty 2558.300116 = -300271.934701 nChanged 21 SP:Iteration 16Q (1088.101393 sec): 3 clusters Score: Raw -302841.558326 + Penalty 2558.300116 = -300283.258210 nChanged 15 SP:Iteration 17Q (1088.158519 sec): 3 clusters Score: Raw -302849.646254 + Penalty 2558.300116 = -300291.346138 nChanged 9 SP:Iteration 18Q (1088.215523 sec): 3 clusters Score: Raw -302853.443037 + Penalty 2558.300116 = -300295.142921 nChanged 2 SP:Iteration 19Q (1088.268730 sec): 3 clusters Score: Raw -302854.555609 + Penalty 2558.300116 = -300296.255493 nChanged 2 SP:Iteration 20F (1088.319330 sec): 3 clusters Score: Raw -302855.997576 + Penalty 2558.300116 = -300297.697460 nChanged 3 SP:Iteration 21Q (1088.358112 sec): 3 clusters Score: Raw -302858.424297 + Penalty 2558.300116 = -300300.124181 nChanged 4 SP:Iteration 22Q (1088.409376 sec): 3 clusters Score: Raw -302859.897809 + Penalty 2558.300116 = -300301.597693 nChanged 3 SP:Iteration 23Q (1088.471615 sec): 3 clusters Score: Raw -302860.910826 + Penalty 2558.300116 = -300302.610710 nChanged 3 SP:Iteration 24Q (1088.524777 sec): 3 clusters Score: Raw -302861.747456 + Penalty 2558.300116 = -300303.447340 nChanged 3 SP:Iteration 25Q (1088.569536 sec): 3 clusters Score: Raw -302863.125249 + Penalty 2558.300116 = -300304.825133 nChanged 2 SP:Iteration 26Q (1088.627543 sec): 3 clusters Score: Raw -302863.679705 + Penalty 2558.300116 = -300305.379589 nChanged 2 SP:Iteration 27Q (1088.672681 sec): 3 clusters Score: Raw -302865.525563 + Penalty 2558.300116 = -300307.225447 nChanged 2 SP:Iteration 28Q (1088.726746 sec): 3 clusters Score: Raw -302866.186816 + Penalty 2558.300116 = -300307.886700 nChanged 2 SP:Iteration 29Q (1088.783964 sec): 3 clusters Score: Raw -302866.874546 + Penalty 2558.300116 = -300308.574431 nChanged 3 SP:Iteration 30Q (1088.829868 sec): 3 clusters Score: Raw -302868.500054 + Penalty 2558.300116 = -300310.199938 nChanged 2 SP:Iteration 31Q (1088.887985 sec): 3 clusters Score: Raw -302869.286172 + Penalty 2558.300116 = -300310.986056 nChanged 3 SP:Iteration 32Q (1088.944008 sec): 3 clusters Score: Raw -302870.040141 + Penalty 2558.300116 = -300311.740025 nChanged 2 SP:Iteration 33Q (1088.991981 sec): 3 clusters Score: Raw -302871.178376 + Penalty 2558.300116 = -300312.878260 nChanged 3 SP:Iteration 34Q (1089.038510 sec): 3 clusters Score: Raw -302872.473338 + Penalty 2558.300116 = -300314.173222 nChanged 5 SP:Iteration 35Q (1089.085026 sec): 3 clusters Score: Raw -302874.331441 + Penalty 2558.300116 = -300316.031325 nChanged 7 SP:Iteration 36Q (1089.132889 sec): 3 clusters Score: Raw -302877.293057 + Penalty 2558.300116 = -300318.992942 nChanged 7 SP:Iteration 37Q (1089.180676 sec): 3 clusters Score: Raw -302880.512696 + Penalty 2558.300116 = -300322.212580 nChanged 2 SP:Iteration 38Q (1089.230906 sec): 3 clusters Score: Raw -302881.406238 + Penalty 2558.300116 = -300323.106122 nChanged 2 SP:Iteration 39Q (1089.273923 sec): 3 clusters Score: Raw -302881.795970 + Penalty 2558.300116 = -300323.495854 nChanged 0 SP:Iteration 40F (1089.320520 sec): 3 clusters Score: Raw -302881.795970 + Penalty 2558.300116 = -300323.495854 nChanged 0 Trying to split cluster 9 (127133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1089.533782 sec): 2 clusters Score: Raw -14958330.711747 + Penalty 1909.860723 = -14956420.851025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1089.788024 sec): 3 clusters Score: Raw -14875115.204449 + Penalty 3819.721445 = -14871295.483004 nChanged 61015 SP:Iteration 1F (1090.015765 sec): 3 clusters Score: Raw -14912677.112118 + Penalty 3819.721445 = -14908857.390673 nChanged 5807 SP:Iteration 2Q (1090.289763 sec): 3 clusters Score: Raw -14914936.426339 + Penalty 3819.721445 = -14911116.704894 nChanged 6339 SP:Iteration 3Q (1090.554936 sec): 3 clusters Score: Raw -14917786.647014 + Penalty 3819.721445 = -14913966.925569 nChanged 6947 SP:Iteration 4F (1090.810965 sec): 3 clusters Score: Raw -14921528.758545 + Penalty 3819.721445 = -14917709.037100 nChanged 7564 SP:Iteration 5F (1091.061495 sec): 3 clusters Score: Raw -14926192.655252 + Penalty 3819.721445 = -14922372.933807 nChanged 7894 SP:Iteration 6F (1091.312194 sec): 3 clusters Score: Raw -14931701.167173 + Penalty 3819.721445 = -14927881.445728 nChanged 7615 SP:Iteration 7F (1091.560987 sec): 3 clusters Score: Raw -14937009.095754 + Penalty 3819.721445 = -14933189.374309 nChanged 6513 SP:Iteration 8F (1091.810795 sec): 3 clusters Score: Raw -14940716.501661 + Penalty 3819.721445 = -14936896.780216 nChanged 4867 SP:Iteration 9Q (1092.068275 sec): 3 clusters Score: Raw -14942913.679582 + Penalty 3819.721445 = -14939093.958137 nChanged 3663 SP:Iteration 10Q (1092.315525 sec): 3 clusters Score: Raw -14944326.583687 + Penalty 3819.721445 = -14940506.862242 nChanged 2958 SP:Iteration 11Q (1092.558682 sec): 3 clusters Score: Raw -14945501.101556 + Penalty 3819.721445 = -14941681.380111 nChanged 2707 SP:Iteration 12Q (1092.817430 sec): 3 clusters Score: Raw -14946672.198529 + Penalty 3819.721445 = -14942852.477084 nChanged 2693 SP:Iteration 13Q (1093.067163 sec): 3 clusters Score: Raw -14947915.475799 + Penalty 3819.721445 = -14944095.754354 nChanged 2654 SP:Iteration 14Q (1093.320255 sec): 3 clusters Score: Raw -14949204.068186 + Penalty 3819.721445 = -14945384.346741 nChanged 2560 SP:Iteration 15Q (1093.565963 sec): 3 clusters Score: Raw -14950460.209192 + Penalty 3819.721445 = -14946640.487747 nChanged 2450 SP:Iteration 16Q (1093.828670 sec): 3 clusters Score: Raw -14951655.541374 + Penalty 3819.721445 = -14947835.819929 nChanged 2302 SP:Iteration 17Q (1094.066662 sec): 3 clusters Score: Raw -14952859.014367 + Penalty 3819.721445 = -14949039.292922 nChanged 2173 SP:Iteration 18Q (1094.306125 sec): 3 clusters Score: Raw -14954029.918380 + Penalty 3819.721445 = -14950210.196935 nChanged 1990 SP:Iteration 19Q (1094.548414 sec): 3 clusters Score: Raw -14955166.223931 + Penalty 3819.721445 = -14951346.502486 nChanged 1784 SP:Iteration 20F (1094.809762 sec): 3 clusters Score: Raw -14956164.641913 + Penalty 3819.721445 = -14952344.920468 nChanged 1579 SP:Iteration 21Q (1095.035811 sec): 3 clusters Score: Raw -14956947.865400 + Penalty 3819.721445 = -14953128.143955 nChanged 1254 SP:Iteration 22Q (1095.279486 sec): 3 clusters Score: Raw -14957442.221569 + Penalty 3819.721445 = -14953622.500124 nChanged 1004 SP:Iteration 23Q (1095.512775 sec): 3 clusters Score: Raw -14957756.069394 + Penalty 3819.721445 = -14953936.347949 nChanged 820 SP:Iteration 24Q (1095.733422 sec): 3 clusters Score: Raw -14957982.662848 + Penalty 3819.721445 = -14954162.941403 nChanged 685 SP:Iteration 25Q (1095.968224 sec): 3 clusters Score: Raw -14958143.498125 + Penalty 3819.721445 = -14954323.776680 nChanged 608 SP:Iteration 26Q (1096.212250 sec): 3 clusters Score: Raw -14958278.857317 + Penalty 3819.721445 = -14954459.135872 nChanged 548 SP:Iteration 27Q (1096.439586 sec): 3 clusters Score: Raw -14958395.962567 + Penalty 3819.721445 = -14954576.241122 nChanged 494 SP:Iteration 28Q (1096.662257 sec): 3 clusters Score: Raw -14958492.439476 + Penalty 3819.721445 = -14954672.718031 nChanged 482 SP:Iteration 29Q (1096.878105 sec): 3 clusters Score: Raw -14958589.094164 + Penalty 3819.721445 = -14954769.372719 nChanged 422 SP:Iteration 30Q (1097.094637 sec): 3 clusters Score: Raw -14958664.552455 + Penalty 3819.721445 = -14954844.831010 nChanged 348 SP:Iteration 31Q (1097.321196 sec): 3 clusters Score: Raw -14958723.107261 + Penalty 3819.721445 = -14954903.385816 nChanged 296 SP:Iteration 32Q (1097.538166 sec): 3 clusters Score: Raw -14958766.719976 + Penalty 3819.721445 = -14954946.998531 nChanged 253 SP:Iteration 33Q (1097.759635 sec): 3 clusters Score: Raw -14958803.347117 + Penalty 3819.721445 = -14954983.625672 nChanged 252 SP:Iteration 34Q (1097.964414 sec): 3 clusters Score: Raw -14958840.837023 + Penalty 3819.721445 = -14955021.115578 nChanged 247 SP:Iteration 35Q (1098.183605 sec): 3 clusters Score: Raw -14958877.334163 + Penalty 3819.721445 = -14955057.612718 nChanged 236 SP:Iteration 36Q (1098.395057 sec): 3 clusters Score: Raw -14958910.926962 + Penalty 3819.721445 = -14955091.205517 nChanged 207 SP:Iteration 37Q (1098.616514 sec): 3 clusters Score: Raw -14958937.949734 + Penalty 3819.721445 = -14955118.228289 nChanged 199 SP:Iteration 38Q (1098.838261 sec): 3 clusters Score: Raw -14958966.386091 + Penalty 3819.721445 = -14955146.664646 nChanged 197 SP:Iteration 39Q (1099.053246 sec): 3 clusters Score: Raw -14958997.952312 + Penalty 3819.721445 = -14955178.230867 nChanged 202 SP:Iteration 40F (1099.307827 sec): 3 clusters Score: Raw -14959028.689997 + Penalty 3819.721445 = -14955208.968552 nChanged 190 SP:Iteration 41Q (1099.527893 sec): 3 clusters Score: Raw -14959054.305375 + Penalty 3819.721445 = -14955234.583930 nChanged 155 SP:Iteration 42Q (1099.730851 sec): 3 clusters Score: Raw -14959071.065622 + Penalty 3819.721445 = -14955251.344177 nChanged 132 SP:Iteration 43Q (1099.949368 sec): 3 clusters Score: Raw -14959086.496585 + Penalty 3819.721445 = -14955266.775140 nChanged 126 SP:Iteration 44Q (1100.168229 sec): 3 clusters Score: Raw -14959101.990016 + Penalty 3819.721445 = -14955282.268571 nChanged 120 SP:Iteration 45Q (1100.375103 sec): 3 clusters Score: Raw -14959115.351495 + Penalty 3819.721445 = -14955295.630050 nChanged 110 SP:Iteration 46Q (1100.579230 sec): 3 clusters Score: Raw -14959129.156214 + Penalty 3819.721445 = -14955309.434769 nChanged 118 SP:Iteration 47Q (1100.797612 sec): 3 clusters Score: Raw -14959142.885405 + Penalty 3819.721445 = -14955323.163960 nChanged 115 SP:Iteration 48Q (1101.018819 sec): 3 clusters Score: Raw -14959158.353704 + Penalty 3819.721445 = -14955338.632259 nChanged 133 SP:Iteration 49Q (1101.234336 sec): 3 clusters Score: Raw -14959175.552470 + Penalty 3819.721445 = -14955355.831025 nChanged 125 SP:Iteration 50Q (1101.446193 sec): 3 clusters Score: Raw -14959190.457779 + Penalty 3819.721445 = -14955370.736334 nChanged 119 SP:Iteration 51Q (1101.655396 sec): 3 clusters Score: Raw -14959206.491636 + Penalty 3819.721445 = -14955386.770191 nChanged 118 SP:Iteration 52Q (1101.873801 sec): 3 clusters Score: Raw -14959219.976796 + Penalty 3819.721445 = -14955400.255351 nChanged 115 SP:Iteration 53Q (1102.118461 sec): 3 clusters Score: Raw -14959233.047992 + Penalty 3819.721445 = -14955413.326547 nChanged 105 SP:Iteration 54Q (1102.325262 sec): 3 clusters Score: Raw -14959244.665589 + Penalty 3819.721445 = -14955424.944144 nChanged 84 SP:Iteration 55Q (1102.521876 sec): 3 clusters Score: Raw -14959253.890316 + Penalty 3819.721445 = -14955434.168871 nChanged 96 SP:Iteration 56Q (1102.732186 sec): 3 clusters Score: Raw -14959264.233754 + Penalty 3819.721445 = -14955444.512309 nChanged 92 SP:Iteration 57Q (1102.936446 sec): 3 clusters Score: Raw -14959274.523476 + Penalty 3819.721445 = -14955454.802031 nChanged 78 SP:Iteration 58Q (1103.148665 sec): 3 clusters Score: Raw -14959283.954261 + Penalty 3819.721445 = -14955464.232816 nChanged 75 SP:Iteration 59Q (1103.349838 sec): 3 clusters Score: Raw -14959291.485684 + Penalty 3819.721445 = -14955471.764239 nChanged 67 SP:Iteration 60F (1103.591052 sec): 3 clusters Score: Raw -14959297.749315 + Penalty 3819.721445 = -14955478.027870 nChanged 47 SP:Iteration 61Q (1103.802520 sec): 3 clusters Score: Raw -14959302.279862 + Penalty 3819.721445 = -14955482.558417 nChanged 46 SP:Iteration 62Q (1104.001225 sec): 3 clusters Score: Raw -14959307.094782 + Penalty 3819.721445 = -14955487.373337 nChanged 48 SP:Iteration 63Q (1104.207313 sec): 3 clusters Score: Raw -14959312.688833 + Penalty 3819.721445 = -14955492.967388 nChanged 64 SP:Iteration 64Q (1104.407483 sec): 3 clusters Score: Raw -14959319.610555 + Penalty 3819.721445 = -14955499.889110 nChanged 80 SP:Iteration 65Q (1104.601593 sec): 3 clusters Score: Raw -14959328.850778 + Penalty 3819.721445 = -14955509.129333 nChanged 76 SP:Iteration 66Q (1104.828221 sec): 3 clusters Score: Raw -14959339.055464 + Penalty 3819.721445 = -14955519.334019 nChanged 81 SP:Iteration 67Q (1105.042194 sec): 3 clusters Score: Raw -14959353.342258 + Penalty 3819.721445 = -14955533.620813 nChanged 78 SP:Iteration 68Q (1105.257918 sec): 3 clusters Score: Raw -14959366.002912 + Penalty 3819.721445 = -14955546.281467 nChanged 87 SP:Iteration 69Q (1105.463313 sec): 3 clusters Score: Raw -14959380.889128 + Penalty 3819.721445 = -14955561.167683 nChanged 88 SP:Iteration 70Q (1105.659187 sec): 3 clusters Score: Raw -14959393.078309 + Penalty 3819.721445 = -14955573.356864 nChanged 79 SP:Iteration 71Q (1105.867829 sec): 3 clusters Score: Raw -14959404.343224 + Penalty 3819.721445 = -14955584.621779 nChanged 77 SP:Iteration 72Q (1106.080615 sec): 3 clusters Score: Raw -14959415.910757 + Penalty 3819.721445 = -14955596.189312 nChanged 72 SP:Iteration 73Q (1106.291931 sec): 3 clusters Score: Raw -14959426.988216 + Penalty 3819.721445 = -14955607.266771 nChanged 83 SP:Iteration 74Q (1106.506349 sec): 3 clusters Score: Raw -14959443.497525 + Penalty 3819.721445 = -14955623.776080 nChanged 90 SP:Iteration 75Q (1106.712955 sec): 3 clusters Score: Raw -14959461.361156 + Penalty 3819.721445 = -14955641.639711 nChanged 98 SP:Iteration 76Q (1106.914527 sec): 3 clusters Score: Raw -14959484.565940 + Penalty 3819.721445 = -14955664.844495 nChanged 101 SP:Iteration 77Q (1107.128706 sec): 3 clusters Score: Raw -14959504.348954 + Penalty 3819.721445 = -14955684.627509 nChanged 85 SP:Iteration 78Q (1107.346332 sec): 3 clusters Score: Raw -14959522.800277 + Penalty 3819.721445 = -14955703.078832 nChanged 90 SP:Iteration 79Q (1107.541276 sec): 3 clusters Score: Raw -14959541.377320 + Penalty 3819.721445 = -14955721.655875 nChanged 82 SP:Iteration 80F (1107.810273 sec): 3 clusters Score: Raw -14959559.172408 + Penalty 3819.721445 = -14955739.450963 nChanged 73 SP:Iteration 81Q (1108.030660 sec): 3 clusters Score: Raw -14959575.549021 + Penalty 3819.721445 = -14955755.827576 nChanged 72 SP:Iteration 82Q (1108.231419 sec): 3 clusters Score: Raw -14959593.661372 + Penalty 3819.721445 = -14955773.939927 nChanged 95 SP:Iteration 83Q (1108.430039 sec): 3 clusters Score: Raw -14959614.287931 + Penalty 3819.721445 = -14955794.566486 nChanged 87 SP:Iteration 84Q (1108.636880 sec): 3 clusters Score: Raw -14959635.723052 + Penalty 3819.721445 = -14955816.001607 nChanged 93 SP:Iteration 85Q (1108.843540 sec): 3 clusters Score: Raw -14959654.911882 + Penalty 3819.721445 = -14955835.190437 nChanged 76 SP:Iteration 86Q (1109.042208 sec): 3 clusters Score: Raw -14959667.996457 + Penalty 3819.721445 = -14955848.275012 nChanged 68 SP:Iteration 87Q (1109.243036 sec): 3 clusters Score: Raw -14959680.200718 + Penalty 3819.721445 = -14955860.479273 nChanged 68 SP:Iteration 88Q (1109.448245 sec): 3 clusters Score: Raw -14959690.701969 + Penalty 3819.721445 = -14955870.980524 nChanged 52 SP:Iteration 89Q (1109.652005 sec): 3 clusters Score: Raw -14959697.201820 + Penalty 3819.721445 = -14955877.480375 nChanged 41 SP:Iteration 90Q (1109.863081 sec): 3 clusters Score: Raw -14959702.683803 + Penalty 3819.721445 = -14955882.962358 nChanged 33 SP:Iteration 91Q (1110.049640 sec): 3 clusters Score: Raw -14959706.161056 + Penalty 3819.721445 = -14955886.439611 nChanged 28 SP:Iteration 92Q (1110.271370 sec): 3 clusters Score: Raw -14959708.856053 + Penalty 3819.721445 = -14955889.134608 nChanged 24 SP:Iteration 93Q (1110.465937 sec): 3 clusters Score: Raw -14959710.931371 + Penalty 3819.721445 = -14955891.209926 nChanged 15 SP:Iteration 94Q (1110.665761 sec): 3 clusters Score: Raw -14959711.965016 + Penalty 3819.721445 = -14955892.243571 nChanged 10 SP:Iteration 95Q (1110.870802 sec): 3 clusters Score: Raw -14959712.877680 + Penalty 3819.721445 = -14955893.156235 nChanged 15 SP:Iteration 96Q (1111.079474 sec): 3 clusters Score: Raw -14959714.560295 + Penalty 3819.721445 = -14955894.838850 nChanged 20 SP:Iteration 97Q (1111.295259 sec): 3 clusters Score: Raw -14959717.407013 + Penalty 3819.721445 = -14955897.685568 nChanged 22 SP:Iteration 98Q (1111.501646 sec): 3 clusters Score: Raw -14959720.337538 + Penalty 3819.721445 = -14955900.616093 nChanged 24 SP:Iteration 99Q (1111.714668 sec): 3 clusters Score: Raw -14959723.276630 + Penalty 3819.721445 = -14955903.555185 nChanged 22 SP:Iteration 100F (1111.962589 sec): 3 clusters Score: Raw -14959725.349148 + Penalty 3819.721445 = -14955905.627703 nChanged 28 SP:Iteration 101Q (1112.181599 sec): 3 clusters Score: Raw -14959730.737505 + Penalty 3819.721445 = -14955911.016060 nChanged 29 SP:Iteration 102Q (1112.414077 sec): 3 clusters Score: Raw -14959737.326185 + Penalty 3819.721445 = -14955917.604740 nChanged 47 SP:Iteration 103Q (1112.630132 sec): 3 clusters Score: Raw -14959745.842333 + Penalty 3819.721445 = -14955926.120888 nChanged 48 SP:Iteration 104Q (1112.850295 sec): 3 clusters Score: Raw -14959754.698047 + Penalty 3819.721445 = -14955934.976602 nChanged 55 SP:Iteration 105Q (1113.042232 sec): 3 clusters Score: Raw -14959764.757571 + Penalty 3819.721445 = -14955945.036126 nChanged 52 SP:Iteration 106Q (1113.253305 sec): 3 clusters Score: Raw -14959772.867025 + Penalty 3819.721445 = -14955953.145580 nChanged 47 SP:Iteration 107Q (1113.451183 sec): 3 clusters Score: Raw -14959779.978435 + Penalty 3819.721445 = -14955960.256990 nChanged 45 SP:Iteration 108Q (1113.654888 sec): 3 clusters Score: Raw -14959786.963829 + Penalty 3819.721445 = -14955967.242384 nChanged 39 SP:Iteration 109Q (1113.863549 sec): 3 clusters Score: Raw -14959793.024939 + Penalty 3819.721445 = -14955973.303494 nChanged 33 SP:Iteration 110Q (1114.069258 sec): 3 clusters Score: Raw -14959797.039970 + Penalty 3819.721445 = -14955977.318525 nChanged 25 SP:Iteration 111Q (1114.271334 sec): 3 clusters Score: Raw -14959800.038172 + Penalty 3819.721445 = -14955980.316727 nChanged 17 SP:Iteration 112Q (1114.470543 sec): 3 clusters Score: Raw -14959801.838100 + Penalty 3819.721445 = -14955982.116655 nChanged 25 SP:Iteration 113Q (1114.684342 sec): 3 clusters Score: Raw -14959804.719077 + Penalty 3819.721445 = -14955984.997632 nChanged 19 SP:Iteration 114Q (1114.893415 sec): 3 clusters Score: Raw -14959807.209232 + Penalty 3819.721445 = -14955987.487787 nChanged 16 SP:Iteration 115Q (1115.096463 sec): 3 clusters Score: Raw -14959809.477443 + Penalty 3819.721445 = -14955989.755998 nChanged 26 SP:Iteration 116Q (1115.306742 sec): 3 clusters Score: Raw -14959813.618493 + Penalty 3819.721445 = -14955993.897048 nChanged 26 SP:Iteration 117Q (1115.514193 sec): 3 clusters Score: Raw -14959817.986789 + Penalty 3819.721445 = -14955998.265344 nChanged 23 SP:Iteration 118Q (1115.703057 sec): 3 clusters Score: Raw -14959821.120983 + Penalty 3819.721445 = -14956001.399538 nChanged 27 SP:Iteration 119Q (1115.889836 sec): 3 clusters Score: Raw -14959824.500994 + Penalty 3819.721445 = -14956004.779549 nChanged 25 SP:Iteration 120F (1116.147978 sec): 3 clusters Score: Raw -14959828.800638 + Penalty 3819.721445 = -14956009.079193 nChanged 31 SP:Iteration 121Q (1116.352361 sec): 3 clusters Score: Raw -14959832.839963 + Penalty 3819.721445 = -14956013.118518 nChanged 33 SP:Iteration 122Q (1116.563281 sec): 3 clusters Score: Raw -14959837.540060 + Penalty 3819.721445 = -14956017.818615 nChanged 27 SP:Iteration 123Q (1116.762812 sec): 3 clusters Score: Raw -14959842.031146 + Penalty 3819.721445 = -14956022.309701 nChanged 34 SP:Iteration 124Q (1116.975313 sec): 3 clusters Score: Raw -14959846.249885 + Penalty 3819.721445 = -14956026.528440 nChanged 26 SP:Iteration 125Q (1117.193189 sec): 3 clusters Score: Raw -14959848.765602 + Penalty 3819.721445 = -14956029.044157 nChanged 17 SP:Iteration 126Q (1117.404349 sec): 3 clusters Score: Raw -14959850.273670 + Penalty 3819.721445 = -14956030.552225 nChanged 14 SP:Iteration 127Q (1117.619524 sec): 3 clusters Score: Raw -14959852.209371 + Penalty 3819.721445 = -14956032.487926 nChanged 15 SP:Iteration 128Q (1117.828044 sec): 3 clusters Score: Raw -14959854.033291 + Penalty 3819.721445 = -14956034.311846 nChanged 17 SP:Iteration 129Q (1118.023333 sec): 3 clusters Score: Raw -14959856.014497 + Penalty 3819.721445 = -14956036.293052 nChanged 22 SP:Iteration 130Q (1118.218924 sec): 3 clusters Score: Raw -14959859.125771 + Penalty 3819.721445 = -14956039.404326 nChanged 22 SP:Iteration 131Q (1118.403690 sec): 3 clusters Score: Raw -14959861.697359 + Penalty 3819.721445 = -14956041.975914 nChanged 16 SP:Iteration 132Q (1118.607255 sec): 3 clusters Score: Raw -14959863.452388 + Penalty 3819.721445 = -14956043.730943 nChanged 20 SP:Iteration 133Q (1118.813786 sec): 3 clusters Score: Raw -14959866.095369 + Penalty 3819.721445 = -14956046.373924 nChanged 15 SP:Iteration 134Q (1119.011077 sec): 3 clusters Score: Raw -14959867.273503 + Penalty 3819.721445 = -14956047.552058 nChanged 16 SP:Iteration 135Q (1119.207379 sec): 3 clusters Score: Raw -14959869.306205 + Penalty 3819.721445 = -14956049.584760 nChanged 23 SP:Iteration 136Q (1119.400254 sec): 3 clusters Score: Raw -14959872.937541 + Penalty 3819.721445 = -14956053.216096 nChanged 26 SP:Iteration 137Q (1119.599379 sec): 3 clusters Score: Raw -14959875.787017 + Penalty 3819.721445 = -14956056.065572 nChanged 21 SP:Iteration 138Q (1119.791795 sec): 3 clusters Score: Raw -14959878.761417 + Penalty 3819.721445 = -14956059.039972 nChanged 16 SP:Iteration 139Q (1119.991825 sec): 3 clusters Score: Raw -14959880.731393 + Penalty 3819.721445 = -14956061.009948 nChanged 13 SP:Iteration 140F (1120.251489 sec): 3 clusters Score: Raw -14959881.997948 + Penalty 3819.721445 = -14956062.276503 nChanged 14 SP:Iteration 141Q (1120.446875 sec): 3 clusters Score: Raw -14959883.531569 + Penalty 3819.721445 = -14956063.810124 nChanged 14 SP:Iteration 142Q (1120.660214 sec): 3 clusters Score: Raw -14959884.976075 + Penalty 3819.721445 = -14956065.254630 nChanged 14 SP:Iteration 143Q (1120.863348 sec): 3 clusters Score: Raw -14959887.010769 + Penalty 3819.721445 = -14956067.289324 nChanged 18 SP:Iteration 144Q (1121.065716 sec): 3 clusters Score: Raw -14959889.890161 + Penalty 3819.721445 = -14956070.168716 nChanged 20 SP:Iteration 145Q (1121.265575 sec): 3 clusters Score: Raw -14959892.413437 + Penalty 3819.721445 = -14956072.691992 nChanged 19 SP:Iteration 146Q (1121.471558 sec): 3 clusters Score: Raw -14959896.083061 + Penalty 3819.721445 = -14956076.361616 nChanged 24 SP:Iteration 147Q (1121.681149 sec): 3 clusters Score: Raw -14959898.826629 + Penalty 3819.721445 = -14956079.105184 nChanged 19 SP:Iteration 148Q (1121.880587 sec): 3 clusters Score: Raw -14959901.152439 + Penalty 3819.721445 = -14956081.430994 nChanged 18 SP:Iteration 149Q (1122.084848 sec): 3 clusters Score: Raw -14959903.047486 + Penalty 3819.721445 = -14956083.326041 nChanged 9 SP:Iteration 150Q (1122.311540 sec): 3 clusters Score: Raw -14959903.872223 + Penalty 3819.721445 = -14956084.150778 nChanged 11 SP:Iteration 151Q (1122.534061 sec): 3 clusters Score: Raw -14959905.060674 + Penalty 3819.721445 = -14956085.339228 nChanged 16 SP:Iteration 152Q (1122.749606 sec): 3 clusters Score: Raw -14959907.116761 + Penalty 3819.721445 = -14956087.395316 nChanged 15 SP:Iteration 153Q (1122.951199 sec): 3 clusters Score: Raw -14959908.734839 + Penalty 3819.721445 = -14956089.013394 nChanged 12 SP:Iteration 154Q (1123.143503 sec): 3 clusters Score: Raw -14959909.982664 + Penalty 3819.721445 = -14956090.261219 nChanged 8 SP:Iteration 155Q (1123.349857 sec): 3 clusters Score: Raw -14959910.569559 + Penalty 3819.721445 = -14956090.848114 nChanged 5 SP:Iteration 156Q (1123.556092 sec): 3 clusters Score: Raw -14959911.185451 + Penalty 3819.721445 = -14956091.464006 nChanged 6 SP:Iteration 157Q (1123.745188 sec): 3 clusters Score: Raw -14959911.972951 + Penalty 3819.721445 = -14956092.251506 nChanged 8 SP:Iteration 158Q (1123.937137 sec): 3 clusters Score: Raw -14959913.059161 + Penalty 3819.721445 = -14956093.337716 nChanged 4 SP:Iteration 159Q (1124.135378 sec): 3 clusters Score: Raw -14959913.373379 + Penalty 3819.721445 = -14956093.651934 nChanged 4 SP:Iteration 160F (1124.390275 sec): 3 clusters Score: Raw -14959913.882795 + Penalty 3819.721445 = -14956094.161350 nChanged 4 SP:Iteration 161Q (1124.587106 sec): 3 clusters Score: Raw -14959914.184233 + Penalty 3819.721445 = -14956094.462788 nChanged 4 SP:Iteration 162Q (1124.792297 sec): 3 clusters Score: Raw -14959914.529207 + Penalty 3819.721445 = -14956094.807762 nChanged 6 SP:Iteration 163Q (1124.986288 sec): 3 clusters Score: Raw -14959915.073941 + Penalty 3819.721445 = -14956095.352496 nChanged 2 SP:Iteration 164Q (1125.190155 sec): 3 clusters Score: Raw -14959915.281970 + Penalty 3819.721445 = -14956095.560525 nChanged 1 SP:Iteration 165Q (1125.400668 sec): 3 clusters Score: Raw -14959915.373483 + Penalty 3819.721445 = -14956095.652038 nChanged 3 SP:Iteration 166Q (1125.621732 sec): 3 clusters Score: Raw -14959915.608787 + Penalty 3819.721445 = -14956095.887342 nChanged 1 SP:Iteration 167Q (1125.823158 sec): 3 clusters Score: Raw -14959915.741197 + Penalty 3819.721445 = -14956096.019752 nChanged 3 SP:Iteration 168Q (1126.039901 sec): 3 clusters Score: Raw -14959915.854694 + Penalty 3819.721445 = -14956096.133249 nChanged 1 SP:Iteration 169Q (1126.243198 sec): 3 clusters Score: Raw -14959915.885178 + Penalty 3819.721445 = -14956096.163733 nChanged 0 SP:Iteration 170F (1126.493336 sec): 3 clusters Score: Raw -14959915.885178 + Penalty 3819.721445 = -14956096.163733 nChanged 0 Trying to split cluster 10 (12582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1126.549132 sec): 2 clusters Score: Raw -1387698.297300 + Penalty 1534.003656 = -1386164.293644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1126.616789 sec): 3 clusters Score: Raw -1380437.439298 + Penalty 3068.007313 = -1377369.431986 nChanged 5509 SP:Iteration 1F (1126.674371 sec): 3 clusters Score: Raw -1383425.457862 + Penalty 3068.007313 = -1380357.450549 nChanged 740 SP:Iteration 2F (1126.748081 sec): 3 clusters Score: Raw -1383805.820432 + Penalty 3068.007313 = -1380737.813119 nChanged 709 SP:Iteration 3F (1126.813741 sec): 3 clusters Score: Raw -1384212.481539 + Penalty 3068.007313 = -1381144.474226 nChanged 728 SP:Iteration 4F (1126.893487 sec): 3 clusters Score: Raw -1384725.708267 + Penalty 3068.007313 = -1381657.700955 nChanged 727 SP:Iteration 5F (1126.961578 sec): 3 clusters Score: Raw -1385272.576124 + Penalty 3068.007313 = -1382204.568812 nChanged 765 SP:Iteration 6F (1127.032114 sec): 3 clusters Score: Raw -1385830.538012 + Penalty 3068.007313 = -1382762.530700 nChanged 703 SP:Iteration 7F (1127.104161 sec): 3 clusters Score: Raw -1386273.389456 + Penalty 3068.007313 = -1383205.382144 nChanged 608 SP:Iteration 8Q (1127.174677 sec): 3 clusters Score: Raw -1386581.593264 + Penalty 3068.007313 = -1383513.585951 nChanged 517 SP:Iteration 9Q (1127.240784 sec): 3 clusters Score: Raw -1386810.701827 + Penalty 3068.007313 = -1383742.694515 nChanged 403 SP:Iteration 10Q (1127.305751 sec): 3 clusters Score: Raw -1386965.181459 + Penalty 3068.007313 = -1383897.174147 nChanged 306 SP:Iteration 11Q (1127.376831 sec): 3 clusters Score: Raw -1387058.883652 + Penalty 3068.007313 = -1383990.876340 nChanged 233 SP:Iteration 12Q (1127.440029 sec): 3 clusters Score: Raw -1387127.126564 + Penalty 3068.007313 = -1384059.119252 nChanged 187 SP:Iteration 13Q (1127.498406 sec): 3 clusters Score: Raw -1387182.926912 + Penalty 3068.007313 = -1384114.919599 nChanged 184 SP:Iteration 14Q (1127.570348 sec): 3 clusters Score: Raw -1387229.191105 + Penalty 3068.007313 = -1384161.183792 nChanged 155 SP:Iteration 15Q (1127.644925 sec): 3 clusters Score: Raw -1387262.903111 + Penalty 3068.007313 = -1384194.895799 nChanged 119 SP:Iteration 16Q (1127.701773 sec): 3 clusters Score: Raw -1387282.862615 + Penalty 3068.007313 = -1384214.855302 nChanged 95 SP:Iteration 17Q (1127.781001 sec): 3 clusters Score: Raw -1387297.529899 + Penalty 3068.007313 = -1384229.522587 nChanged 65 SP:Iteration 18Q (1127.849532 sec): 3 clusters Score: Raw -1387309.255306 + Penalty 3068.007313 = -1384241.247994 nChanged 68 SP:Iteration 19Q (1127.899652 sec): 3 clusters Score: Raw -1387322.682769 + Penalty 3068.007313 = -1384254.675457 nChanged 68 SP:Iteration 20F (1127.970509 sec): 3 clusters Score: Raw -1387336.586082 + Penalty 3068.007313 = -1384268.578770 nChanged 83 SP:Iteration 21Q (1128.025463 sec): 3 clusters Score: Raw -1387353.316069 + Penalty 3068.007313 = -1384285.308756 nChanged 74 SP:Iteration 22Q (1128.109257 sec): 3 clusters Score: Raw -1387367.106999 + Penalty 3068.007313 = -1384299.099687 nChanged 63 SP:Iteration 23Q (1128.180027 sec): 3 clusters Score: Raw -1387378.065156 + Penalty 3068.007313 = -1384310.057844 nChanged 44 SP:Iteration 24Q (1128.241909 sec): 3 clusters Score: Raw -1387384.503599 + Penalty 3068.007313 = -1384316.496287 nChanged 31 SP:Iteration 25Q (1128.313604 sec): 3 clusters Score: Raw -1387388.885509 + Penalty 3068.007313 = -1384320.878197 nChanged 29 SP:Iteration 26Q (1128.385020 sec): 3 clusters Score: Raw -1387392.764315 + Penalty 3068.007313 = -1384324.757003 nChanged 30 SP:Iteration 27Q (1128.464995 sec): 3 clusters Score: Raw -1387396.431459 + Penalty 3068.007313 = -1384328.424147 nChanged 26 SP:Iteration 28Q (1128.534432 sec): 3 clusters Score: Raw -1387400.741623 + Penalty 3068.007313 = -1384332.734310 nChanged 35 SP:Iteration 29Q (1128.603640 sec): 3 clusters Score: Raw -1387405.397322 + Penalty 3068.007313 = -1384337.390010 nChanged 35 SP:Iteration 30Q (1128.660515 sec): 3 clusters Score: Raw -1387409.489858 + Penalty 3068.007313 = -1384341.482546 nChanged 28 SP:Iteration 31Q (1128.742285 sec): 3 clusters Score: Raw -1387412.971803 + Penalty 3068.007313 = -1384344.964491 nChanged 29 SP:Iteration 32Q (1128.812169 sec): 3 clusters Score: Raw -1387417.377924 + Penalty 3068.007313 = -1384349.370612 nChanged 31 SP:Iteration 33Q (1128.869081 sec): 3 clusters Score: Raw -1387421.670652 + Penalty 3068.007313 = -1384353.663339 nChanged 33 SP:Iteration 34Q (1128.947577 sec): 3 clusters Score: Raw -1387426.231666 + Penalty 3068.007313 = -1384358.224354 nChanged 38 SP:Iteration 35Q (1129.015554 sec): 3 clusters Score: Raw -1387432.037216 + Penalty 3068.007313 = -1384364.029903 nChanged 33 SP:Iteration 36Q (1129.083215 sec): 3 clusters Score: Raw -1387437.664999 + Penalty 3068.007313 = -1384369.657687 nChanged 36 SP:Iteration 37Q (1129.151069 sec): 3 clusters Score: Raw -1387443.145979 + Penalty 3068.007313 = -1384375.138666 nChanged 38 SP:Iteration 38Q (1129.208486 sec): 3 clusters Score: Raw -1387448.637544 + Penalty 3068.007313 = -1384380.630231 nChanged 30 SP:Iteration 39Q (1129.275246 sec): 3 clusters Score: Raw -1387451.826082 + Penalty 3068.007313 = -1384383.818770 nChanged 25 SP:Iteration 40F (1129.341239 sec): 3 clusters Score: Raw -1387454.385930 + Penalty 3068.007313 = -1384386.378617 nChanged 26 SP:Iteration 41Q (1129.409364 sec): 3 clusters Score: Raw -1387456.473147 + Penalty 3068.007313 = -1384388.465835 nChanged 16 SP:Iteration 42Q (1129.481687 sec): 3 clusters Score: Raw -1387457.912878 + Penalty 3068.007313 = -1384389.905566 nChanged 11 SP:Iteration 43Q (1129.553502 sec): 3 clusters Score: Raw -1387458.831780 + Penalty 3068.007313 = -1384390.824468 nChanged 11 SP:Iteration 44Q (1129.620506 sec): 3 clusters Score: Raw -1387459.702891 + Penalty 3068.007313 = -1384391.695578 nChanged 13 SP:Iteration 45Q (1129.689958 sec): 3 clusters Score: Raw -1387460.844479 + Penalty 3068.007313 = -1384392.837166 nChanged 15 SP:Iteration 46Q (1129.759417 sec): 3 clusters Score: Raw -1387461.914008 + Penalty 3068.007313 = -1384393.906696 nChanged 10 SP:Iteration 47Q (1129.826567 sec): 3 clusters Score: Raw -1387462.911864 + Penalty 3068.007313 = -1384394.904551 nChanged 9 SP:Iteration 48Q (1129.895613 sec): 3 clusters Score: Raw -1387463.670363 + Penalty 3068.007313 = -1384395.663050 nChanged 5 SP:Iteration 49Q (1129.965070 sec): 3 clusters Score: Raw -1387463.964115 + Penalty 3068.007313 = -1384395.956803 nChanged 5 SP:Iteration 50Q (1130.020757 sec): 3 clusters Score: Raw -1387464.398692 + Penalty 3068.007313 = -1384396.391379 nChanged 4 SP:Iteration 51Q (1130.101602 sec): 3 clusters Score: Raw -1387464.759691 + Penalty 3068.007313 = -1384396.752378 nChanged 3 SP:Iteration 52Q (1130.157914 sec): 3 clusters Score: Raw -1387465.055919 + Penalty 3068.007313 = -1384397.048606 nChanged 5 SP:Iteration 53Q (1130.239665 sec): 3 clusters Score: Raw -1387465.547787 + Penalty 3068.007313 = -1384397.540474 nChanged 6 SP:Iteration 54Q (1130.300057 sec): 3 clusters Score: Raw -1387465.829274 + Penalty 3068.007313 = -1384397.821961 nChanged 4 SP:Iteration 55Q (1130.371479 sec): 3 clusters Score: Raw -1387466.046490 + Penalty 3068.007313 = -1384398.039178 nChanged 3 SP:Iteration 56Q (1130.439802 sec): 3 clusters Score: Raw -1387466.204645 + Penalty 3068.007313 = -1384398.197333 nChanged 0 SP:Iteration 57F (1130.509742 sec): 3 clusters Score: Raw -1387466.204645 + Penalty 3068.007313 = -1384398.197333 nChanged 0 Trying to split cluster 11 (6878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1130.544439 sec): 2 clusters Score: Raw -817606.158346 + Penalty 1435.863519 = -816170.294827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1130.591825 sec): 3 clusters Score: Raw -813896.890533 + Penalty 2871.727037 = -811025.163496 nChanged 2824 SP:Iteration 1F (1130.651477 sec): 3 clusters Score: Raw -815458.375221 + Penalty 2871.727037 = -812586.648184 nChanged 463 SP:Iteration 2F (1130.720879 sec): 3 clusters Score: Raw -815675.461187 + Penalty 2871.727037 = -812803.734150 nChanged 340 SP:Iteration 3Q (1130.780659 sec): 3 clusters Score: Raw -815834.157309 + Penalty 2871.727037 = -812962.430272 nChanged 326 SP:Iteration 4Q (1130.827998 sec): 3 clusters Score: Raw -815990.361381 + Penalty 2871.727037 = -813118.634344 nChanged 297 SP:Iteration 5Q (1130.888027 sec): 3 clusters Score: Raw -816138.778145 + Penalty 2871.727037 = -813267.051108 nChanged 280 SP:Iteration 6Q (1130.947864 sec): 3 clusters Score: Raw -816269.296031 + Penalty 2871.727037 = -813397.568994 nChanged 266 SP:Iteration 7Q (1131.018009 sec): 3 clusters Score: Raw -816397.711301 + Penalty 2871.727037 = -813525.984263 nChanged 260 SP:Iteration 8Q (1131.075307 sec): 3 clusters Score: Raw -816541.541022 + Penalty 2871.727037 = -813669.813985 nChanged 251 SP:Iteration 9Q (1131.138918 sec): 3 clusters Score: Raw -816680.393234 + Penalty 2871.727037 = -813808.666197 nChanged 228 SP:Iteration 10Q (1131.197387 sec): 3 clusters Score: Raw -816818.865425 + Penalty 2871.727037 = -813947.138388 nChanged 217 SP:Iteration 11Q (1131.253708 sec): 3 clusters Score: Raw -816956.947702 + Penalty 2871.727037 = -814085.220664 nChanged 204 SP:Iteration 12Q (1131.318262 sec): 3 clusters Score: Raw -817101.033536 + Penalty 2871.727037 = -814229.306499 nChanged 161 SP:Iteration 13Q (1131.379304 sec): 3 clusters Score: Raw -817212.913590 + Penalty 2871.727037 = -814341.186553 nChanged 142 SP:Iteration 14Q (1131.439879 sec): 3 clusters Score: Raw -817327.145786 + Penalty 2871.727037 = -814455.418749 nChanged 121 SP:Iteration 15Q (1131.495620 sec): 3 clusters Score: Raw -817407.891374 + Penalty 2871.727037 = -814536.164337 nChanged 94 SP:Iteration 16Q (1131.558807 sec): 3 clusters Score: Raw -817465.356125 + Penalty 2871.727037 = -814593.629088 nChanged 83 SP:Iteration 17Q (1131.620131 sec): 3 clusters Score: Raw -817508.148498 + Penalty 2871.727037 = -814636.421461 nChanged 68 SP:Iteration 18Q (1131.666609 sec): 3 clusters Score: Raw -817540.620291 + Penalty 2871.727037 = -814668.893254 nChanged 47 SP:Iteration 19Q (1131.725595 sec): 3 clusters Score: Raw -817559.781505 + Penalty 2871.727037 = -814688.054468 nChanged 39 SP:Iteration 20F (1131.784817 sec): 3 clusters Score: Raw -817578.830134 + Penalty 2871.727037 = -814707.103097 nChanged 32 SP:Iteration 21Q (1131.841921 sec): 3 clusters Score: Raw -817596.682170 + Penalty 2871.727037 = -814724.955133 nChanged 33 SP:Iteration 22Q (1131.907884 sec): 3 clusters Score: Raw -817612.998061 + Penalty 2871.727037 = -814741.271024 nChanged 32 SP:Iteration 23Q (1131.959117 sec): 3 clusters Score: Raw -817633.195698 + Penalty 2871.727037 = -814761.468661 nChanged 34 SP:Iteration 24Q (1132.028508 sec): 3 clusters Score: Raw -817651.746115 + Penalty 2871.727037 = -814780.019077 nChanged 29 SP:Iteration 25Q (1132.082799 sec): 3 clusters Score: Raw -817668.389326 + Penalty 2871.727037 = -814796.662289 nChanged 21 SP:Iteration 26Q (1132.148348 sec): 3 clusters Score: Raw -817677.272641 + Penalty 2871.727037 = -814805.545604 nChanged 14 SP:Iteration 27Q (1132.198734 sec): 3 clusters Score: Raw -817683.952735 + Penalty 2871.727037 = -814812.225698 nChanged 15 SP:Iteration 28Q (1132.269138 sec): 3 clusters Score: Raw -817690.845331 + Penalty 2871.727037 = -814819.118294 nChanged 13 SP:Iteration 29Q (1132.316804 sec): 3 clusters Score: Raw -817698.193855 + Penalty 2871.727037 = -814826.466818 nChanged 11 SP:Iteration 30Q (1132.383917 sec): 3 clusters Score: Raw -817702.317825 + Penalty 2871.727037 = -814830.590788 nChanged 11 SP:Iteration 31Q (1132.435425 sec): 3 clusters Score: Raw -817706.955512 + Penalty 2871.727037 = -814835.228475 nChanged 6 SP:Iteration 32Q (1132.507843 sec): 3 clusters Score: Raw -817709.109490 + Penalty 2871.727037 = -814837.382453 nChanged 5 SP:Iteration 33Q (1132.567968 sec): 3 clusters Score: Raw -817710.175293 + Penalty 2871.727037 = -814838.448256 nChanged 6 SP:Iteration 34Q (1132.614093 sec): 3 clusters Score: Raw -817712.284184 + Penalty 2871.727037 = -814840.557147 nChanged 3 SP:Iteration 35Q (1132.672738 sec): 3 clusters Score: Raw -817713.062876 + Penalty 2871.727037 = -814841.335839 nChanged 2 SP:Iteration 36Q (1132.728425 sec): 3 clusters Score: Raw -817713.577471 + Penalty 2871.727037 = -814841.850433 nChanged 2 SP:Iteration 37Q (1132.788880 sec): 3 clusters Score: Raw -817713.990434 + Penalty 2871.727037 = -814842.263397 nChanged 1 SP:Iteration 38Q (1132.849348 sec): 3 clusters Score: Raw -817714.112151 + Penalty 2871.727037 = -814842.385114 nChanged 2 SP:Iteration 39Q (1132.896638 sec): 3 clusters Score: Raw -817715.342678 + Penalty 2871.727037 = -814843.615641 nChanged 1 SP:Iteration 40F (1132.966145 sec): 3 clusters Score: Raw -817715.663559 + Penalty 2871.727037 = -814843.936522 nChanged 2 SP:Iteration 41Q (1133.012742 sec): 3 clusters Score: Raw -817716.420192 + Penalty 2871.727037 = -814844.693155 nChanged 1 SP:Iteration 42Q (1133.077629 sec): 3 clusters Score: Raw -817716.664723 + Penalty 2871.727037 = -814844.937686 nChanged 2 SP:Iteration 43Q (1133.139598 sec): 3 clusters Score: Raw -817717.465395 + Penalty 2871.727037 = -814845.738358 nChanged 3 SP:Iteration 44Q (1133.203505 sec): 3 clusters Score: Raw -817718.530163 + Penalty 2871.727037 = -814846.803126 nChanged 3 SP:Iteration 45Q (1133.249338 sec): 3 clusters Score: Raw -817719.625336 + Penalty 2871.727037 = -814847.898299 nChanged 3 SP:Iteration 46Q (1133.307322 sec): 3 clusters Score: Raw -817720.626207 + Penalty 2871.727037 = -814848.899170 nChanged 3 SP:Iteration 47Q (1133.369586 sec): 3 clusters Score: Raw -817721.450165 + Penalty 2871.727037 = -814849.723128 nChanged 2 SP:Iteration 48Q (1133.430310 sec): 3 clusters Score: Raw -817722.263290 + Penalty 2871.727037 = -814850.536253 nChanged 1 SP:Iteration 49Q (1133.494570 sec): 3 clusters Score: Raw -817722.410638 + Penalty 2871.727037 = -814850.683601 nChanged 1 SP:Iteration 50Q (1133.558250 sec): 3 clusters Score: Raw -817722.485059 + Penalty 2871.727037 = -814850.758022 nChanged 0 SP:Iteration 51F (1133.618293 sec): 3 clusters Score: Raw -817722.485059 + Penalty 2871.727037 = -814850.758022 nChanged 0 Trying to split cluster 12 (78147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1133.750050 sec): 2 clusters Score: Raw -9352713.915912 + Penalty 1830.781379 = -9350883.134533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1133.940995 sec): 3 clusters Score: Raw -9302668.131703 + Penalty 3661.562758 = -9299006.568945 nChanged 37067 SP:Iteration 1F (1134.114302 sec): 3 clusters Score: Raw -9325107.711808 + Penalty 3661.562758 = -9321446.149050 nChanged 4417 SP:Iteration 2F (1134.287350 sec): 3 clusters Score: Raw -9327291.146580 + Penalty 3661.562758 = -9323629.583822 nChanged 5139 SP:Iteration 3F (1134.465423 sec): 3 clusters Score: Raw -9330338.840231 + Penalty 3661.562758 = -9326677.277473 nChanged 5557 SP:Iteration 4F (1134.644974 sec): 3 clusters Score: Raw -9334050.104899 + Penalty 3661.562758 = -9330388.542141 nChanged 5432 SP:Iteration 5F (1134.835675 sec): 3 clusters Score: Raw -9337799.983433 + Penalty 3661.562758 = -9334138.420675 nChanged 4681 SP:Iteration 6F (1135.018378 sec): 3 clusters Score: Raw -9340965.092164 + Penalty 3661.562758 = -9337303.529406 nChanged 3701 SP:Iteration 7Q (1135.195185 sec): 3 clusters Score: Raw -9343538.181727 + Penalty 3661.562758 = -9339876.618969 nChanged 2880 SP:Iteration 8Q (1135.365912 sec): 3 clusters Score: Raw -9345518.842837 + Penalty 3661.562758 = -9341857.280079 nChanged 2234 SP:Iteration 9Q (1135.529573 sec): 3 clusters Score: Raw -9346996.022451 + Penalty 3661.562758 = -9343334.459693 nChanged 1713 SP:Iteration 10Q (1135.695900 sec): 3 clusters Score: Raw -9348019.592424 + Penalty 3661.562758 = -9344358.029666 nChanged 1361 SP:Iteration 11Q (1135.867795 sec): 3 clusters Score: Raw -9348745.445202 + Penalty 3661.562758 = -9345083.882444 nChanged 1095 SP:Iteration 12Q (1136.030757 sec): 3 clusters Score: Raw -9349262.152381 + Penalty 3661.562758 = -9345600.589623 nChanged 962 SP:Iteration 13Q (1136.188752 sec): 3 clusters Score: Raw -9349744.886444 + Penalty 3661.562758 = -9346083.323686 nChanged 918 SP:Iteration 14Q (1136.363795 sec): 3 clusters Score: Raw -9350239.302864 + Penalty 3661.562758 = -9346577.740106 nChanged 889 SP:Iteration 15Q (1136.523783 sec): 3 clusters Score: Raw -9350725.767856 + Penalty 3661.562758 = -9347064.205098 nChanged 807 SP:Iteration 16Q (1136.683006 sec): 3 clusters Score: Raw -9351189.734000 + Penalty 3661.562758 = -9347528.171243 nChanged 743 SP:Iteration 17Q (1136.835158 sec): 3 clusters Score: Raw -9351610.680276 + Penalty 3661.562758 = -9347949.117518 nChanged 649 SP:Iteration 18Q (1136.981429 sec): 3 clusters Score: Raw -9351996.444489 + Penalty 3661.562758 = -9348334.881731 nChanged 562 SP:Iteration 19Q (1137.129827 sec): 3 clusters Score: Raw -9352322.389287 + Penalty 3661.562758 = -9348660.826529 nChanged 514 SP:Iteration 20F (1137.301080 sec): 3 clusters Score: Raw -9352635.940796 + Penalty 3661.562758 = -9348974.378038 nChanged 441 SP:Iteration 21Q (1137.461780 sec): 3 clusters Score: Raw -9352906.197788 + Penalty 3661.562758 = -9349244.635030 nChanged 368 SP:Iteration 22Q (1137.613054 sec): 3 clusters Score: Raw -9353090.933594 + Penalty 3661.562758 = -9349429.370836 nChanged 293 SP:Iteration 23Q (1137.761182 sec): 3 clusters Score: Raw -9353222.897681 + Penalty 3661.562758 = -9349561.334924 nChanged 253 SP:Iteration 24Q (1137.906651 sec): 3 clusters Score: Raw -9353336.451302 + Penalty 3661.562758 = -9349674.888544 nChanged 227 SP:Iteration 25Q (1138.057020 sec): 3 clusters Score: Raw -9353436.483491 + Penalty 3661.562758 = -9349774.920733 nChanged 182 SP:Iteration 26Q (1138.222895 sec): 3 clusters Score: Raw -9353505.619668 + Penalty 3661.562758 = -9349844.056910 nChanged 135 SP:Iteration 27Q (1138.373377 sec): 3 clusters Score: Raw -9353556.305926 + Penalty 3661.562758 = -9349894.743169 nChanged 117 SP:Iteration 28Q (1138.520999 sec): 3 clusters Score: Raw -9353593.063912 + Penalty 3661.562758 = -9349931.501154 nChanged 96 SP:Iteration 29Q (1138.679751 sec): 3 clusters Score: Raw -9353619.381367 + Penalty 3661.562758 = -9349957.818609 nChanged 75 SP:Iteration 30Q (1138.827587 sec): 3 clusters Score: Raw -9353636.659950 + Penalty 3661.562758 = -9349975.097192 nChanged 66 SP:Iteration 31Q (1138.973873 sec): 3 clusters Score: Raw -9353652.820802 + Penalty 3661.562758 = -9349991.258044 nChanged 57 SP:Iteration 32Q (1139.126520 sec): 3 clusters Score: Raw -9353666.187226 + Penalty 3661.562758 = -9350004.624468 nChanged 55 SP:Iteration 33Q (1139.283798 sec): 3 clusters Score: Raw -9353681.196936 + Penalty 3661.562758 = -9350019.634178 nChanged 56 SP:Iteration 34Q (1139.434444 sec): 3 clusters Score: Raw -9353696.833417 + Penalty 3661.562758 = -9350035.270659 nChanged 66 SP:Iteration 35Q (1139.585119 sec): 3 clusters Score: Raw -9353714.636025 + Penalty 3661.562758 = -9350053.073267 nChanged 61 SP:Iteration 36Q (1139.726112 sec): 3 clusters Score: Raw -9353729.312209 + Penalty 3661.562758 = -9350067.749452 nChanged 62 SP:Iteration 37Q (1139.866196 sec): 3 clusters Score: Raw -9353743.050706 + Penalty 3661.562758 = -9350081.487949 nChanged 50 SP:Iteration 38Q (1140.011820 sec): 3 clusters Score: Raw -9353756.163444 + Penalty 3661.562758 = -9350094.600686 nChanged 46 SP:Iteration 39Q (1140.153099 sec): 3 clusters Score: Raw -9353767.830801 + Penalty 3661.562758 = -9350106.268043 nChanged 46 SP:Iteration 40F (1140.323294 sec): 3 clusters Score: Raw -9353778.632916 + Penalty 3661.562758 = -9350117.070158 nChanged 38 SP:Iteration 41Q (1140.472302 sec): 3 clusters Score: Raw -9353786.120417 + Penalty 3661.562758 = -9350124.557659 nChanged 30 SP:Iteration 42Q (1140.631468 sec): 3 clusters Score: Raw -9353793.176476 + Penalty 3661.562758 = -9350131.613718 nChanged 39 SP:Iteration 43Q (1140.779919 sec): 3 clusters Score: Raw -9353799.683342 + Penalty 3661.562758 = -9350138.120585 nChanged 25 SP:Iteration 44Q (1140.938899 sec): 3 clusters Score: Raw -9353803.503671 + Penalty 3661.562758 = -9350141.940913 nChanged 17 SP:Iteration 45Q (1141.078519 sec): 3 clusters Score: Raw -9353806.251956 + Penalty 3661.562758 = -9350144.689198 nChanged 18 SP:Iteration 46Q (1141.230565 sec): 3 clusters Score: Raw -9353809.196380 + Penalty 3661.562758 = -9350147.633622 nChanged 11 SP:Iteration 47Q (1141.386595 sec): 3 clusters Score: Raw -9353810.841625 + Penalty 3661.562758 = -9350149.278867 nChanged 10 SP:Iteration 48Q (1141.538169 sec): 3 clusters Score: Raw -9353811.980071 + Penalty 3661.562758 = -9350150.417313 nChanged 1 SP:Iteration 49Q (1141.686941 sec): 3 clusters Score: Raw -9353812.047650 + Penalty 3661.562758 = -9350150.484892 nChanged 0 SP:Iteration 50F (1141.856915 sec): 3 clusters Score: Raw -9353812.047650 + Penalty 3661.562758 = -9350150.484892 nChanged 0 Trying to split cluster 13 (18435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1141.922731 sec): 2 clusters Score: Raw -2203367.059305 + Penalty 1596.076025 = -2201770.983280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1142.004447 sec): 3 clusters Score: Raw -2192343.113049 + Penalty 3192.152051 = -2189150.960998 nChanged 8234 SP:Iteration 1F (1142.083828 sec): 3 clusters Score: Raw -2196846.503387 + Penalty 3192.152051 = -2193654.351336 nChanged 872 SP:Iteration 2Q (1142.163359 sec): 3 clusters Score: Raw -2197135.506871 + Penalty 3192.152051 = -2193943.354820 nChanged 791 SP:Iteration 3Q (1142.249640 sec): 3 clusters Score: Raw -2197398.698394 + Penalty 3192.152051 = -2194206.546343 nChanged 777 SP:Iteration 4Q (1142.327803 sec): 3 clusters Score: Raw -2197654.404947 + Penalty 3192.152051 = -2194462.252896 nChanged 727 SP:Iteration 5Q (1142.408503 sec): 3 clusters Score: Raw -2197922.924784 + Penalty 3192.152051 = -2194730.772733 nChanged 820 SP:Iteration 6Q (1142.491927 sec): 3 clusters Score: Raw -2198294.284081 + Penalty 3192.152051 = -2195102.132030 nChanged 944 SP:Iteration 7F (1142.558858 sec): 3 clusters Score: Raw -2198717.655427 + Penalty 3192.152051 = -2195525.503376 nChanged 912 SP:Iteration 8Q (1142.652614 sec): 3 clusters Score: Raw -2199158.038084 + Penalty 3192.152051 = -2195965.886033 nChanged 877 SP:Iteration 9Q (1142.736651 sec): 3 clusters Score: Raw -2199580.846283 + Penalty 3192.152051 = -2196388.694232 nChanged 815 SP:Iteration 10Q (1142.816322 sec): 3 clusters Score: Raw -2199978.421367 + Penalty 3192.152051 = -2196786.269316 nChanged 749 SP:Iteration 11Q (1142.884629 sec): 3 clusters Score: Raw -2200331.863590 + Penalty 3192.152051 = -2197139.711539 nChanged 632 SP:Iteration 12Q (1142.976337 sec): 3 clusters Score: Raw -2200621.746996 + Penalty 3192.152051 = -2197429.594945 nChanged 548 SP:Iteration 13Q (1143.039089 sec): 3 clusters Score: Raw -2200873.681233 + Penalty 3192.152051 = -2197681.529182 nChanged 491 SP:Iteration 14Q (1143.122201 sec): 3 clusters Score: Raw -2201110.035070 + Penalty 3192.152051 = -2197917.883019 nChanged 453 SP:Iteration 15Q (1143.208598 sec): 3 clusters Score: Raw -2201379.344873 + Penalty 3192.152051 = -2198187.192822 nChanged 433 SP:Iteration 16Q (1143.281294 sec): 3 clusters Score: Raw -2201693.428349 + Penalty 3192.152051 = -2198501.276298 nChanged 434 SP:Iteration 17Q (1143.343692 sec): 3 clusters Score: Raw -2202020.740160 + Penalty 3192.152051 = -2198828.588109 nChanged 413 SP:Iteration 18Q (1143.420051 sec): 3 clusters Score: Raw -2202282.182119 + Penalty 3192.152051 = -2199090.030068 nChanged 392 SP:Iteration 19Q (1143.486160 sec): 3 clusters Score: Raw -2202508.869670 + Penalty 3192.152051 = -2199316.717619 nChanged 322 SP:Iteration 20F (1143.563589 sec): 3 clusters Score: Raw -2202683.294280 + Penalty 3192.152051 = -2199491.142229 nChanged 267 SP:Iteration 21Q (1143.632886 sec): 3 clusters Score: Raw -2202804.072121 + Penalty 3192.152051 = -2199611.920070 nChanged 194 SP:Iteration 22Q (1143.704858 sec): 3 clusters Score: Raw -2202876.887479 + Penalty 3192.152051 = -2199684.735428 nChanged 131 SP:Iteration 23Q (1143.785028 sec): 3 clusters Score: Raw -2202922.882408 + Penalty 3192.152051 = -2199730.730357 nChanged 99 SP:Iteration 24Q (1143.853447 sec): 3 clusters Score: Raw -2202952.884255 + Penalty 3192.152051 = -2199760.732204 nChanged 99 SP:Iteration 25Q (1143.919773 sec): 3 clusters Score: Raw -2202981.982151 + Penalty 3192.152051 = -2199789.830100 nChanged 87 SP:Iteration 26Q (1143.987527 sec): 3 clusters Score: Raw -2203005.318145 + Penalty 3192.152051 = -2199813.166094 nChanged 77 SP:Iteration 27Q (1144.056561 sec): 3 clusters Score: Raw -2203028.529485 + Penalty 3192.152051 = -2199836.377434 nChanged 86 SP:Iteration 28Q (1144.120969 sec): 3 clusters Score: Raw -2203054.209530 + Penalty 3192.152051 = -2199862.057479 nChanged 80 SP:Iteration 29Q (1144.190673 sec): 3 clusters Score: Raw -2203079.655750 + Penalty 3192.152051 = -2199887.503699 nChanged 84 SP:Iteration 30Q (1144.252983 sec): 3 clusters Score: Raw -2203105.443704 + Penalty 3192.152051 = -2199913.291653 nChanged 82 SP:Iteration 31Q (1144.322211 sec): 3 clusters Score: Raw -2203129.563737 + Penalty 3192.152051 = -2199937.411686 nChanged 72 SP:Iteration 32Q (1144.390878 sec): 3 clusters Score: Raw -2203153.621651 + Penalty 3192.152051 = -2199961.469600 nChanged 85 SP:Iteration 33Q (1144.459533 sec): 3 clusters Score: Raw -2203185.068939 + Penalty 3192.152051 = -2199992.916888 nChanged 76 SP:Iteration 34Q (1144.542199 sec): 3 clusters Score: Raw -2203213.367895 + Penalty 3192.152051 = -2200021.215844 nChanged 72 SP:Iteration 35Q (1144.612159 sec): 3 clusters Score: Raw -2203233.212055 + Penalty 3192.152051 = -2200041.060004 nChanged 57 SP:Iteration 36Q (1144.690311 sec): 3 clusters Score: Raw -2203249.667785 + Penalty 3192.152051 = -2200057.515734 nChanged 58 SP:Iteration 37Q (1144.760236 sec): 3 clusters Score: Raw -2203266.804438 + Penalty 3192.152051 = -2200074.652387 nChanged 58 SP:Iteration 38Q (1144.823300 sec): 3 clusters Score: Raw -2203286.572797 + Penalty 3192.152051 = -2200094.420746 nChanged 58 SP:Iteration 39Q (1144.898528 sec): 3 clusters Score: Raw -2203307.910668 + Penalty 3192.152051 = -2200115.758617 nChanged 66 SP:Iteration 40F (1144.987742 sec): 3 clusters Score: Raw -2203332.767589 + Penalty 3192.152051 = -2200140.615538 nChanged 54 SP:Iteration 41Q (1145.063842 sec): 3 clusters Score: Raw -2203353.831351 + Penalty 3192.152051 = -2200161.679300 nChanged 58 SP:Iteration 42Q (1145.134225 sec): 3 clusters Score: Raw -2203376.976388 + Penalty 3192.152051 = -2200184.824337 nChanged 67 SP:Iteration 43Q (1145.209372 sec): 3 clusters Score: Raw -2203399.204540 + Penalty 3192.152051 = -2200207.052489 nChanged 52 SP:Iteration 44Q (1145.283060 sec): 3 clusters Score: Raw -2203413.747237 + Penalty 3192.152051 = -2200221.595186 nChanged 51 SP:Iteration 45Q (1145.356200 sec): 3 clusters Score: Raw -2203432.434264 + Penalty 3192.152051 = -2200240.282213 nChanged 48 SP:Iteration 46Q (1145.431541 sec): 3 clusters Score: Raw -2203450.089055 + Penalty 3192.152051 = -2200257.937004 nChanged 61 SP:Iteration 47Q (1145.498919 sec): 3 clusters Score: Raw -2203476.547066 + Penalty 3192.152051 = -2200284.395015 nChanged 65 SP:Iteration 48Q (1145.580127 sec): 3 clusters Score: Raw -2203501.460279 + Penalty 3192.152051 = -2200309.308228 nChanged 60 SP:Iteration 49Q (1145.646536 sec): 3 clusters Score: Raw -2203518.446614 + Penalty 3192.152051 = -2200326.294563 nChanged 44 SP:Iteration 50Q (1145.718296 sec): 3 clusters Score: Raw -2203530.870964 + Penalty 3192.152051 = -2200338.718913 nChanged 36 SP:Iteration 51Q (1145.796327 sec): 3 clusters Score: Raw -2203540.839573 + Penalty 3192.152051 = -2200348.687522 nChanged 37 SP:Iteration 52Q (1145.876361 sec): 3 clusters Score: Raw -2203550.150792 + Penalty 3192.152051 = -2200357.998741 nChanged 25 SP:Iteration 53Q (1145.954640 sec): 3 clusters Score: Raw -2203557.369588 + Penalty 3192.152051 = -2200365.217537 nChanged 23 SP:Iteration 54Q (1146.027690 sec): 3 clusters Score: Raw -2203562.398742 + Penalty 3192.152051 = -2200370.246691 nChanged 24 SP:Iteration 55Q (1146.098305 sec): 3 clusters Score: Raw -2203566.979810 + Penalty 3192.152051 = -2200374.827759 nChanged 18 SP:Iteration 56Q (1146.170463 sec): 3 clusters Score: Raw -2203571.732701 + Penalty 3192.152051 = -2200379.580650 nChanged 23 SP:Iteration 57Q (1146.229746 sec): 3 clusters Score: Raw -2203577.243215 + Penalty 3192.152051 = -2200385.091165 nChanged 17 SP:Iteration 58Q (1146.311435 sec): 3 clusters Score: Raw -2203581.330572 + Penalty 3192.152051 = -2200389.178521 nChanged 20 SP:Iteration 59Q (1146.388414 sec): 3 clusters Score: Raw -2203587.670782 + Penalty 3192.152051 = -2200395.518731 nChanged 26 SP:Iteration 60F (1146.465991 sec): 3 clusters Score: Raw -2203596.586503 + Penalty 3192.152051 = -2200404.434452 nChanged 29 SP:Iteration 61Q (1146.542394 sec): 3 clusters Score: Raw -2203605.550766 + Penalty 3192.152051 = -2200413.398715 nChanged 25 SP:Iteration 62Q (1146.614206 sec): 3 clusters Score: Raw -2203612.308170 + Penalty 3192.152051 = -2200420.156119 nChanged 20 SP:Iteration 63Q (1146.686699 sec): 3 clusters Score: Raw -2203616.650966 + Penalty 3192.152051 = -2200424.498915 nChanged 10 SP:Iteration 64Q (1146.752059 sec): 3 clusters Score: Raw -2203618.958850 + Penalty 3192.152051 = -2200426.806799 nChanged 7 SP:Iteration 65Q (1146.835530 sec): 3 clusters Score: Raw -2203620.164724 + Penalty 3192.152051 = -2200428.012673 nChanged 6 SP:Iteration 66Q (1146.914078 sec): 3 clusters Score: Raw -2203621.263514 + Penalty 3192.152051 = -2200429.111463 nChanged 6 SP:Iteration 67Q (1146.989974 sec): 3 clusters Score: Raw -2203622.838199 + Penalty 3192.152051 = -2200430.686148 nChanged 3 SP:Iteration 68Q (1147.063795 sec): 3 clusters Score: Raw -2203623.176049 + Penalty 3192.152051 = -2200431.023998 nChanged 4 SP:Iteration 69Q (1147.135159 sec): 3 clusters Score: Raw -2203623.753028 + Penalty 3192.152051 = -2200431.600977 nChanged 5 SP:Iteration 70Q (1147.203847 sec): 3 clusters Score: Raw -2203624.406475 + Penalty 3192.152051 = -2200432.254424 nChanged 4 SP:Iteration 71Q (1147.277735 sec): 3 clusters Score: Raw -2203625.773229 + Penalty 3192.152051 = -2200433.621179 nChanged 4 SP:Iteration 72Q (1147.354946 sec): 3 clusters Score: Raw -2203626.778726 + Penalty 3192.152051 = -2200434.626675 nChanged 3 SP:Iteration 73Q (1147.426200 sec): 3 clusters Score: Raw -2203627.446771 + Penalty 3192.152051 = -2200435.294720 nChanged 1 SP:Iteration 74Q (1147.510402 sec): 3 clusters Score: Raw -2203627.534214 + Penalty 3192.152051 = -2200435.382163 nChanged 1 SP:Iteration 75Q (1147.581088 sec): 3 clusters Score: Raw -2203627.715511 + Penalty 3192.152051 = -2200435.563460 nChanged 0 SP:Iteration 76F (1147.659311 sec): 3 clusters Score: Raw -2203627.715511 + Penalty 3192.152051 = -2200435.563460 nChanged 0 Trying to split cluster 14 (6601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1147.694797 sec): 2 clusters Score: Raw -752801.274280 + Penalty 1429.183670 = -751372.090610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1147.751381 sec): 3 clusters Score: Raw -749267.588314 + Penalty 2858.367340 = -746409.220973 nChanged 2767 SP:Iteration 1F (1147.797017 sec): 3 clusters Score: Raw -750817.532963 + Penalty 2858.367340 = -747959.165622 nChanged 511 SP:Iteration 2F (1147.859499 sec): 3 clusters Score: Raw -751104.548363 + Penalty 2858.367340 = -748246.181023 nChanged 413 SP:Iteration 3F (1147.918818 sec): 3 clusters Score: Raw -751338.739213 + Penalty 2858.367340 = -748480.371873 nChanged 358 SP:Iteration 4F (1147.981913 sec): 3 clusters Score: Raw -751531.104787 + Penalty 2858.367340 = -748672.737447 nChanged 301 SP:Iteration 5Q (1148.029522 sec): 3 clusters Score: Raw -751704.545336 + Penalty 2858.367340 = -748846.177996 nChanged 292 SP:Iteration 6Q (1148.095172 sec): 3 clusters Score: Raw -751893.127769 + Penalty 2858.367340 = -749034.760429 nChanged 307 SP:Iteration 7Q (1148.150052 sec): 3 clusters Score: Raw -752116.429080 + Penalty 2858.367340 = -749258.061740 nChanged 327 SP:Iteration 8Q (1148.207996 sec): 3 clusters Score: Raw -752379.395904 + Penalty 2858.367340 = -749521.028564 nChanged 328 SP:Iteration 9Q (1148.265174 sec): 3 clusters Score: Raw -752626.161809 + Penalty 2858.367340 = -749767.794468 nChanged 265 SP:Iteration 10Q (1148.323912 sec): 3 clusters Score: Raw -752805.703712 + Penalty 2858.367340 = -749947.336372 nChanged 224 SP:Iteration 11Q (1148.386599 sec): 3 clusters Score: Raw -752943.959134 + Penalty 2858.367340 = -750085.591794 nChanged 225 SP:Iteration 12Q (1148.436567 sec): 3 clusters Score: Raw -753076.980436 + Penalty 2858.367340 = -750218.613096 nChanged 153 SP:Iteration 13Q (1148.497669 sec): 3 clusters Score: Raw -753142.430146 + Penalty 2858.367340 = -750284.062805 nChanged 107 SP:Iteration 14Q (1148.557091 sec): 3 clusters Score: Raw -753187.608805 + Penalty 2858.367340 = -750329.241464 nChanged 97 SP:Iteration 15Q (1148.617281 sec): 3 clusters Score: Raw -753229.644999 + Penalty 2858.367340 = -750371.277658 nChanged 91 SP:Iteration 16Q (1148.688662 sec): 3 clusters Score: Raw -753277.381252 + Penalty 2858.367340 = -750419.013912 nChanged 75 SP:Iteration 17Q (1148.733532 sec): 3 clusters Score: Raw -753310.984144 + Penalty 2858.367340 = -750452.616804 nChanged 67 SP:Iteration 18Q (1148.787886 sec): 3 clusters Score: Raw -753332.548364 + Penalty 2858.367340 = -750474.181024 nChanged 57 SP:Iteration 19Q (1148.852373 sec): 3 clusters Score: Raw -753353.124640 + Penalty 2858.367340 = -750494.757300 nChanged 58 SP:Iteration 20F (1148.903871 sec): 3 clusters Score: Raw -753374.951448 + Penalty 2858.367340 = -750516.584108 nChanged 45 SP:Iteration 21Q (1148.965983 sec): 3 clusters Score: Raw -753388.240883 + Penalty 2858.367340 = -750529.873542 nChanged 41 SP:Iteration 22Q (1149.015259 sec): 3 clusters Score: Raw -753401.177858 + Penalty 2858.367340 = -750542.810517 nChanged 38 SP:Iteration 23Q (1149.085183 sec): 3 clusters Score: Raw -753410.923406 + Penalty 2858.367340 = -750552.556066 nChanged 33 SP:Iteration 24Q (1149.137445 sec): 3 clusters Score: Raw -753418.897361 + Penalty 2858.367340 = -750560.530021 nChanged 19 SP:Iteration 25Q (1149.188995 sec): 3 clusters Score: Raw -753423.427977 + Penalty 2858.367340 = -750565.060636 nChanged 23 SP:Iteration 26Q (1149.248200 sec): 3 clusters Score: Raw -753430.828002 + Penalty 2858.367340 = -750572.460661 nChanged 32 SP:Iteration 27Q (1149.298890 sec): 3 clusters Score: Raw -753441.104017 + Penalty 2858.367340 = -750582.736676 nChanged 37 SP:Iteration 28Q (1149.355220 sec): 3 clusters Score: Raw -753452.345942 + Penalty 2858.367340 = -750593.978602 nChanged 43 SP:Iteration 29Q (1149.423343 sec): 3 clusters Score: Raw -753467.814323 + Penalty 2858.367340 = -750609.446983 nChanged 43 SP:Iteration 30Q (1149.481483 sec): 3 clusters Score: Raw -753484.888665 + Penalty 2858.367340 = -750626.521325 nChanged 56 SP:Iteration 31Q (1149.536482 sec): 3 clusters Score: Raw -753507.296608 + Penalty 2858.367340 = -750648.929267 nChanged 56 SP:Iteration 32Q (1149.598159 sec): 3 clusters Score: Raw -753531.292140 + Penalty 2858.367340 = -750672.924799 nChanged 53 SP:Iteration 33Q (1149.644725 sec): 3 clusters Score: Raw -753546.709126 + Penalty 2858.367340 = -750688.341785 nChanged 36 SP:Iteration 34Q (1149.702266 sec): 3 clusters Score: Raw -753555.788809 + Penalty 2858.367340 = -750697.421469 nChanged 31 SP:Iteration 35Q (1149.762438 sec): 3 clusters Score: Raw -753563.078255 + Penalty 2858.367340 = -750704.710915 nChanged 30 SP:Iteration 36Q (1149.823222 sec): 3 clusters Score: Raw -753570.543391 + Penalty 2858.367340 = -750712.176051 nChanged 29 SP:Iteration 37Q (1149.884058 sec): 3 clusters Score: Raw -753579.776400 + Penalty 2858.367340 = -750721.409060 nChanged 24 SP:Iteration 38Q (1149.945452 sec): 3 clusters Score: Raw -753589.160718 + Penalty 2858.367340 = -750730.793378 nChanged 30 SP:Iteration 39Q (1150.006603 sec): 3 clusters Score: Raw -753599.166040 + Penalty 2858.367340 = -750740.798700 nChanged 36 SP:Iteration 40F (1150.071975 sec): 3 clusters Score: Raw -753609.996033 + Penalty 2858.367340 = -750751.628693 nChanged 31 SP:Iteration 41Q (1150.131070 sec): 3 clusters Score: Raw -753618.243684 + Penalty 2858.367340 = -750759.876344 nChanged 31 SP:Iteration 42Q (1150.189853 sec): 3 clusters Score: Raw -753627.460620 + Penalty 2858.367340 = -750769.093279 nChanged 37 SP:Iteration 43Q (1150.255854 sec): 3 clusters Score: Raw -753637.593624 + Penalty 2858.367340 = -750779.226284 nChanged 36 SP:Iteration 44Q (1150.313058 sec): 3 clusters Score: Raw -753648.477338 + Penalty 2858.367340 = -750790.109997 nChanged 35 SP:Iteration 45Q (1150.376252 sec): 3 clusters Score: Raw -753657.271186 + Penalty 2858.367340 = -750798.903845 nChanged 25 SP:Iteration 46Q (1150.422127 sec): 3 clusters Score: Raw -753664.283634 + Penalty 2858.367340 = -750805.916294 nChanged 25 SP:Iteration 47Q (1150.481674 sec): 3 clusters Score: Raw -753669.937407 + Penalty 2858.367340 = -750811.570067 nChanged 20 SP:Iteration 48Q (1150.537874 sec): 3 clusters Score: Raw -753676.101971 + Penalty 2858.367340 = -750817.734631 nChanged 26 SP:Iteration 49Q (1150.592189 sec): 3 clusters Score: Raw -753684.366872 + Penalty 2858.367340 = -750825.999531 nChanged 25 SP:Iteration 50Q (1150.652221 sec): 3 clusters Score: Raw -753690.651642 + Penalty 2858.367340 = -750832.284301 nChanged 16 SP:Iteration 51Q (1150.708533 sec): 3 clusters Score: Raw -753695.720700 + Penalty 2858.367340 = -750837.353360 nChanged 21 SP:Iteration 52Q (1150.769706 sec): 3 clusters Score: Raw -753700.572144 + Penalty 2858.367340 = -750842.204804 nChanged 15 SP:Iteration 53Q (1150.833891 sec): 3 clusters Score: Raw -753704.786828 + Penalty 2858.367340 = -750846.419488 nChanged 18 SP:Iteration 54Q (1150.894429 sec): 3 clusters Score: Raw -753708.505366 + Penalty 2858.367340 = -750850.138026 nChanged 8 SP:Iteration 55Q (1150.954315 sec): 3 clusters Score: Raw -753710.434767 + Penalty 2858.367340 = -750852.067427 nChanged 14 SP:Iteration 56Q (1151.014661 sec): 3 clusters Score: Raw -753713.344489 + Penalty 2858.367340 = -750854.977149 nChanged 11 SP:Iteration 57Q (1151.063717 sec): 3 clusters Score: Raw -753715.024008 + Penalty 2858.367340 = -750856.656667 nChanged 10 SP:Iteration 58Q (1151.121990 sec): 3 clusters Score: Raw -753716.477976 + Penalty 2858.367340 = -750858.110635 nChanged 5 SP:Iteration 59Q (1151.178657 sec): 3 clusters Score: Raw -753717.813007 + Penalty 2858.367340 = -750859.445667 nChanged 9 SP:Iteration 60F (1151.239447 sec): 3 clusters Score: Raw -753719.777659 + Penalty 2858.367340 = -750861.410319 nChanged 7 SP:Iteration 61Q (1151.300293 sec): 3 clusters Score: Raw -753721.134961 + Penalty 2858.367340 = -750862.767621 nChanged 4 SP:Iteration 62Q (1151.360380 sec): 3 clusters Score: Raw -753721.548726 + Penalty 2858.367340 = -750863.181386 nChanged 1 SP:Iteration 63Q (1151.422694 sec): 3 clusters Score: Raw -753721.577020 + Penalty 2858.367340 = -750863.209680 nChanged 0 SP:Iteration 64F (1151.483598 sec): 3 clusters Score: Raw -753721.577020 + Penalty 2858.367340 = -750863.209680 nChanged 0 Trying to split cluster 15 (5138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1151.519313 sec): 2 clusters Score: Raw -600803.595502 + Penalty 1388.468116 = -599415.127385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1151.571388 sec): 3 clusters Score: Raw -598119.086814 + Penalty 2776.936233 = -595342.150582 nChanged 2080 SP:Iteration 1F (1151.634106 sec): 3 clusters Score: Raw -599375.159933 + Penalty 2776.936233 = -596598.223700 nChanged 424 SP:Iteration 2F (1151.687893 sec): 3 clusters Score: Raw -599664.956802 + Penalty 2776.936233 = -596888.020569 nChanged 326 SP:Iteration 3F (1151.747190 sec): 3 clusters Score: Raw -599915.569916 + Penalty 2776.936233 = -597138.633683 nChanged 361 SP:Iteration 4F (1151.807030 sec): 3 clusters Score: Raw -600240.596456 + Penalty 2776.936233 = -597463.660223 nChanged 325 SP:Iteration 5F (1151.850728 sec): 3 clusters Score: Raw -600514.750161 + Penalty 2776.936233 = -597737.813928 nChanged 266 SP:Iteration 6F (1151.919375 sec): 3 clusters Score: Raw -600738.900894 + Penalty 2776.936233 = -597961.964661 nChanged 250 SP:Iteration 7Q (1151.974318 sec): 3 clusters Score: Raw -600962.258196 + Penalty 2776.936233 = -598185.321963 nChanged 215 SP:Iteration 8Q (1152.020136 sec): 3 clusters Score: Raw -601130.065044 + Penalty 2776.936233 = -598353.128811 nChanged 168 SP:Iteration 9Q (1152.075843 sec): 3 clusters Score: Raw -601254.153651 + Penalty 2776.936233 = -598477.217418 nChanged 130 SP:Iteration 10Q (1152.142175 sec): 3 clusters Score: Raw -601342.591545 + Penalty 2776.936233 = -598565.655312 nChanged 102 SP:Iteration 11Q (1152.188587 sec): 3 clusters Score: Raw -601421.539706 + Penalty 2776.936233 = -598644.603473 nChanged 94 SP:Iteration 12Q (1152.246395 sec): 3 clusters Score: Raw -601507.578126 + Penalty 2776.936233 = -598730.641893 nChanged 78 SP:Iteration 13Q (1152.315465 sec): 3 clusters Score: Raw -601570.738000 + Penalty 2776.936233 = -598793.801767 nChanged 70 SP:Iteration 14Q (1152.371615 sec): 3 clusters Score: Raw -601614.410100 + Penalty 2776.936233 = -598837.473867 nChanged 54 SP:Iteration 15Q (1152.415368 sec): 3 clusters Score: Raw -601635.865764 + Penalty 2776.936233 = -598858.929531 nChanged 29 SP:Iteration 16Q (1152.478829 sec): 3 clusters Score: Raw -601648.093188 + Penalty 2776.936233 = -598871.156956 nChanged 22 SP:Iteration 17Q (1152.530540 sec): 3 clusters Score: Raw -601654.977571 + Penalty 2776.936233 = -598878.041339 nChanged 20 SP:Iteration 18Q (1152.590033 sec): 3 clusters Score: Raw -601663.837788 + Penalty 2776.936233 = -598886.901556 nChanged 20 SP:Iteration 19Q (1152.636386 sec): 3 clusters Score: Raw -601672.761827 + Penalty 2776.936233 = -598895.825594 nChanged 17 SP:Iteration 20F (1152.699459 sec): 3 clusters Score: Raw -601677.694022 + Penalty 2776.936233 = -598900.757789 nChanged 12 SP:Iteration 21Q (1152.750131 sec): 3 clusters Score: Raw -601681.199312 + Penalty 2776.936233 = -598904.263079 nChanged 6 SP:Iteration 22Q (1152.809706 sec): 3 clusters Score: Raw -601683.604869 + Penalty 2776.936233 = -598906.668636 nChanged 4 SP:Iteration 23Q (1152.866069 sec): 3 clusters Score: Raw -601684.792215 + Penalty 2776.936233 = -598907.855983 nChanged 4 SP:Iteration 24Q (1152.924644 sec): 3 clusters Score: Raw -601686.054396 + Penalty 2776.936233 = -598909.118163 nChanged 3 SP:Iteration 25Q (1152.982419 sec): 3 clusters Score: Raw -601686.718003 + Penalty 2776.936233 = -598909.781770 nChanged 3 SP:Iteration 26Q (1153.037594 sec): 3 clusters Score: Raw -601687.238813 + Penalty 2776.936233 = -598910.302581 nChanged 1 SP:Iteration 27Q (1153.097839 sec): 3 clusters Score: Raw -601687.446048 + Penalty 2776.936233 = -598910.509815 nChanged 1 SP:Iteration 28Q (1153.155608 sec): 3 clusters Score: Raw -601687.605856 + Penalty 2776.936233 = -598910.669623 nChanged 2 SP:Iteration 29Q (1153.200732 sec): 3 clusters Score: Raw -601688.035143 + Penalty 2776.936233 = -598911.098910 nChanged 3 SP:Iteration 30Q (1153.257780 sec): 3 clusters Score: Raw -601688.856460 + Penalty 2776.936233 = -598911.920228 nChanged 6 SP:Iteration 31Q (1153.314514 sec): 3 clusters Score: Raw -601691.145523 + Penalty 2776.936233 = -598914.209290 nChanged 7 SP:Iteration 32Q (1153.384677 sec): 3 clusters Score: Raw -601692.887223 + Penalty 2776.936233 = -598915.950990 nChanged 3 SP:Iteration 33Q (1153.430936 sec): 3 clusters Score: Raw -601693.547836 + Penalty 2776.936233 = -598916.611604 nChanged 2 SP:Iteration 34Q (1153.497574 sec): 3 clusters Score: Raw -601693.779079 + Penalty 2776.936233 = -598916.842847 nChanged 2 SP:Iteration 35Q (1153.553542 sec): 3 clusters Score: Raw -601694.424246 + Penalty 2776.936233 = -598917.488013 nChanged 3 SP:Iteration 36Q (1153.599235 sec): 3 clusters Score: Raw -601695.053024 + Penalty 2776.936233 = -598918.116791 nChanged 5 SP:Iteration 37Q (1153.656100 sec): 3 clusters Score: Raw -601696.403025 + Penalty 2776.936233 = -598919.466792 nChanged 5 SP:Iteration 38Q (1153.717480 sec): 3 clusters Score: Raw -601697.264849 + Penalty 2776.936233 = -598920.328616 nChanged 1 SP:Iteration 39Q (1153.776610 sec): 3 clusters Score: Raw -601697.454870 + Penalty 2776.936233 = -598920.518637 nChanged 0 SP:Iteration 40F (1153.831748 sec): 3 clusters Score: Raw -601697.454870 + Penalty 2776.936233 = -598920.518637 nChanged 0 Trying to split cluster 16 (120714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1154.028036 sec): 2 clusters Score: Raw -14464400.338656 + Penalty 1901.441651 = -14462498.897005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1154.306041 sec): 3 clusters Score: Raw -14385377.507242 + Penalty 3802.883302 = -14381574.623940 nChanged 57980 SP:Iteration 1F (1154.557125 sec): 3 clusters Score: Raw -14420131.166358 + Penalty 3802.883302 = -14416328.283056 nChanged 5103 SP:Iteration 2Q (1154.817602 sec): 3 clusters Score: Raw -14421881.378429 + Penalty 3802.883302 = -14418078.495127 nChanged 5604 SP:Iteration 3Q (1155.088120 sec): 3 clusters Score: Raw -14424133.589939 + Penalty 3802.883302 = -14420330.706638 nChanged 6417 SP:Iteration 4F (1155.337269 sec): 3 clusters Score: Raw -14427279.624649 + Penalty 3802.883302 = -14423476.741347 nChanged 7213 SP:Iteration 5F (1155.584725 sec): 3 clusters Score: Raw -14431384.955789 + Penalty 3802.883302 = -14427582.072487 nChanged 7703 SP:Iteration 6F (1155.835701 sec): 3 clusters Score: Raw -14436151.182504 + Penalty 3802.883302 = -14432348.299202 nChanged 7191 SP:Iteration 7F (1156.067471 sec): 3 clusters Score: Raw -14440841.681563 + Penalty 3802.883302 = -14437038.798261 nChanged 6458 SP:Iteration 8F (1156.316600 sec): 3 clusters Score: Raw -14445037.619683 + Penalty 3802.883302 = -14441234.736381 nChanged 5393 SP:Iteration 9Q (1156.574644 sec): 3 clusters Score: Raw -14448141.161134 + Penalty 3802.883302 = -14444338.277832 nChanged 4070 SP:Iteration 10Q (1156.824612 sec): 3 clusters Score: Raw -14449865.407165 + Penalty 3802.883302 = -14446062.523863 nChanged 2756 SP:Iteration 11Q (1157.071986 sec): 3 clusters Score: Raw -14450735.824675 + Penalty 3802.883302 = -14446932.941374 nChanged 1938 SP:Iteration 12Q (1157.317461 sec): 3 clusters Score: Raw -14451303.080496 + Penalty 3802.883302 = -14447500.197194 nChanged 1671 SP:Iteration 13Q (1157.562988 sec): 3 clusters Score: Raw -14451773.125797 + Penalty 3802.883302 = -14447970.242495 nChanged 1557 SP:Iteration 14Q (1157.799072 sec): 3 clusters Score: Raw -14452218.168715 + Penalty 3802.883302 = -14448415.285413 nChanged 1609 SP:Iteration 15Q (1158.054759 sec): 3 clusters Score: Raw -14452708.614299 + Penalty 3802.883302 = -14448905.730997 nChanged 1673 SP:Iteration 16Q (1158.294619 sec): 3 clusters Score: Raw -14453213.594964 + Penalty 3802.883302 = -14449410.711662 nChanged 1670 SP:Iteration 17Q (1158.533532 sec): 3 clusters Score: Raw -14453721.168245 + Penalty 3802.883302 = -14449918.284943 nChanged 1735 SP:Iteration 18Q (1158.768900 sec): 3 clusters Score: Raw -14454272.091921 + Penalty 3802.883302 = -14450469.208619 nChanged 1676 SP:Iteration 19Q (1158.996737 sec): 3 clusters Score: Raw -14454816.189931 + Penalty 3802.883302 = -14451013.306630 nChanged 1660 SP:Iteration 20F (1159.249916 sec): 3 clusters Score: Raw -14455364.703091 + Penalty 3802.883302 = -14451561.819789 nChanged 1660 SP:Iteration 21Q (1159.492085 sec): 3 clusters Score: Raw -14455912.436563 + Penalty 3802.883302 = -14452109.553261 nChanged 1577 SP:Iteration 22Q (1159.721580 sec): 3 clusters Score: Raw -14456443.074227 + Penalty 3802.883302 = -14452640.190925 nChanged 1536 SP:Iteration 23Q (1159.965101 sec): 3 clusters Score: Raw -14456950.559874 + Penalty 3802.883302 = -14453147.676572 nChanged 1496 SP:Iteration 24Q (1160.200638 sec): 3 clusters Score: Raw -14457482.000332 + Penalty 3802.883302 = -14453679.117030 nChanged 1492 SP:Iteration 25Q (1160.430341 sec): 3 clusters Score: Raw -14458016.247744 + Penalty 3802.883302 = -14454213.364442 nChanged 1440 SP:Iteration 26Q (1160.661373 sec): 3 clusters Score: Raw -14458577.441971 + Penalty 3802.883302 = -14454774.558669 nChanged 1397 SP:Iteration 27Q (1160.892790 sec): 3 clusters Score: Raw -14459179.009180 + Penalty 3802.883302 = -14455376.125879 nChanged 1350 SP:Iteration 28Q (1161.114132 sec): 3 clusters Score: Raw -14459793.569029 + Penalty 3802.883302 = -14455990.685727 nChanged 1201 SP:Iteration 29Q (1161.320175 sec): 3 clusters Score: Raw -14460347.995586 + Penalty 3802.883302 = -14456545.112284 nChanged 1149 SP:Iteration 30Q (1161.545617 sec): 3 clusters Score: Raw -14460915.604121 + Penalty 3802.883302 = -14457112.720819 nChanged 1045 SP:Iteration 31Q (1161.754217 sec): 3 clusters Score: Raw -14461468.519278 + Penalty 3802.883302 = -14457665.635976 nChanged 952 SP:Iteration 32Q (1161.968681 sec): 3 clusters Score: Raw -14461985.011397 + Penalty 3802.883302 = -14458182.128095 nChanged 837 SP:Iteration 33Q (1162.189844 sec): 3 clusters Score: Raw -14462415.190701 + Penalty 3802.883302 = -14458612.307399 nChanged 704 SP:Iteration 34Q (1162.402841 sec): 3 clusters Score: Raw -14462767.587538 + Penalty 3802.883302 = -14458964.704236 nChanged 650 SP:Iteration 35Q (1162.640248 sec): 3 clusters Score: Raw -14463109.338950 + Penalty 3802.883302 = -14459306.455648 nChanged 552 SP:Iteration 36Q (1162.851419 sec): 3 clusters Score: Raw -14463395.192371 + Penalty 3802.883302 = -14459592.309070 nChanged 509 SP:Iteration 37Q (1163.043680 sec): 3 clusters Score: Raw -14463634.868712 + Penalty 3802.883302 = -14459831.985410 nChanged 436 SP:Iteration 38Q (1163.244530 sec): 3 clusters Score: Raw -14463844.351112 + Penalty 3802.883302 = -14460041.467810 nChanged 394 SP:Iteration 39Q (1163.449130 sec): 3 clusters Score: Raw -14464003.916956 + Penalty 3802.883302 = -14460201.033655 nChanged 291 SP:Iteration 40F (1163.686393 sec): 3 clusters Score: Raw -14464107.306251 + Penalty 3802.883302 = -14460304.422949 nChanged 246 SP:Iteration 41Q (1163.876746 sec): 3 clusters Score: Raw -14464194.905828 + Penalty 3802.883302 = -14460392.022527 nChanged 239 SP:Iteration 42Q (1164.092989 sec): 3 clusters Score: Raw -14464271.822569 + Penalty 3802.883302 = -14460468.939267 nChanged 213 SP:Iteration 43Q (1164.301195 sec): 3 clusters Score: Raw -14464343.908579 + Penalty 3802.883302 = -14460541.025277 nChanged 200 SP:Iteration 44Q (1164.492348 sec): 3 clusters Score: Raw -14464401.671499 + Penalty 3802.883302 = -14460598.788197 nChanged 173 SP:Iteration 45Q (1164.688599 sec): 3 clusters Score: Raw -14464455.136584 + Penalty 3802.883302 = -14460652.253282 nChanged 171 SP:Iteration 46Q (1164.888456 sec): 3 clusters Score: Raw -14464504.611772 + Penalty 3802.883302 = -14460701.728470 nChanged 148 SP:Iteration 47Q (1165.085213 sec): 3 clusters Score: Raw -14464545.653625 + Penalty 3802.883302 = -14460742.770323 nChanged 143 SP:Iteration 48Q (1165.285756 sec): 3 clusters Score: Raw -14464583.908627 + Penalty 3802.883302 = -14460781.025325 nChanged 122 SP:Iteration 49Q (1165.501066 sec): 3 clusters Score: Raw -14464614.375813 + Penalty 3802.883302 = -14460811.492512 nChanged 94 SP:Iteration 50Q (1165.712880 sec): 3 clusters Score: Raw -14464635.707146 + Penalty 3802.883302 = -14460832.823844 nChanged 90 SP:Iteration 51Q (1165.912410 sec): 3 clusters Score: Raw -14464656.317397 + Penalty 3802.883302 = -14460853.434095 nChanged 94 SP:Iteration 52Q (1166.133263 sec): 3 clusters Score: Raw -14464680.786009 + Penalty 3802.883302 = -14460877.902707 nChanged 85 SP:Iteration 53Q (1166.323892 sec): 3 clusters Score: Raw -14464702.349068 + Penalty 3802.883302 = -14460899.465766 nChanged 71 SP:Iteration 54Q (1166.513224 sec): 3 clusters Score: Raw -14464719.722446 + Penalty 3802.883302 = -14460916.839144 nChanged 69 SP:Iteration 55Q (1166.711136 sec): 3 clusters Score: Raw -14464734.347345 + Penalty 3802.883302 = -14460931.464043 nChanged 54 SP:Iteration 56Q (1166.913249 sec): 3 clusters Score: Raw -14464743.778798 + Penalty 3802.883302 = -14460940.895496 nChanged 49 SP:Iteration 57Q (1167.116149 sec): 3 clusters Score: Raw -14464752.135387 + Penalty 3802.883302 = -14460949.252085 nChanged 42 SP:Iteration 58Q (1167.297918 sec): 3 clusters Score: Raw -14464760.211506 + Penalty 3802.883302 = -14460957.328204 nChanged 38 SP:Iteration 59Q (1167.500377 sec): 3 clusters Score: Raw -14464766.274547 + Penalty 3802.883302 = -14460963.391246 nChanged 25 SP:Iteration 60F (1167.752220 sec): 3 clusters Score: Raw -14464769.772762 + Penalty 3802.883302 = -14460966.889460 nChanged 16 SP:Iteration 61Q (1167.955095 sec): 3 clusters Score: Raw -14464771.554019 + Penalty 3802.883302 = -14460968.670718 nChanged 17 SP:Iteration 62Q (1168.157402 sec): 3 clusters Score: Raw -14464773.462843 + Penalty 3802.883302 = -14460970.579541 nChanged 12 SP:Iteration 63Q (1168.363961 sec): 3 clusters Score: Raw -14464774.832014 + Penalty 3802.883302 = -14460971.948712 nChanged 19 SP:Iteration 64Q (1168.563443 sec): 3 clusters Score: Raw -14464777.402655 + Penalty 3802.883302 = -14460974.519353 nChanged 11 SP:Iteration 65Q (1168.746062 sec): 3 clusters Score: Raw -14464778.610131 + Penalty 3802.883302 = -14460975.726829 nChanged 10 SP:Iteration 66Q (1168.937119 sec): 3 clusters Score: Raw -14464779.667088 + Penalty 3802.883302 = -14460976.783786 nChanged 8 SP:Iteration 67Q (1169.130658 sec): 3 clusters Score: Raw -14464780.698681 + Penalty 3802.883302 = -14460977.815379 nChanged 5 SP:Iteration 68Q (1169.328580 sec): 3 clusters Score: Raw -14464781.338138 + Penalty 3802.883302 = -14460978.454836 nChanged 7 SP:Iteration 69Q (1169.522974 sec): 3 clusters Score: Raw -14464781.834001 + Penalty 3802.883302 = -14460978.950699 nChanged 2 SP:Iteration 70Q (1169.715551 sec): 3 clusters Score: Raw -14464782.035103 + Penalty 3802.883302 = -14460979.151801 nChanged 3 SP:Iteration 71Q (1169.910269 sec): 3 clusters Score: Raw -14464782.385078 + Penalty 3802.883302 = -14460979.501776 nChanged 7 SP:Iteration 72Q (1170.089506 sec): 3 clusters Score: Raw -14464782.897184 + Penalty 3802.883302 = -14460980.013882 nChanged 3 SP:Iteration 73Q (1170.286492 sec): 3 clusters Score: Raw -14464783.216702 + Penalty 3802.883302 = -14460980.333400 nChanged 3 SP:Iteration 74Q (1170.491774 sec): 3 clusters Score: Raw -14464783.452357 + Penalty 3802.883302 = -14460980.569055 nChanged 3 SP:Iteration 75Q (1170.689639 sec): 3 clusters Score: Raw -14464783.756608 + Penalty 3802.883302 = -14460980.873306 nChanged 3 SP:Iteration 76Q (1170.861199 sec): 3 clusters Score: Raw -14464784.076033 + Penalty 3802.883302 = -14460981.192732 nChanged 3 SP:Iteration 77Q (1171.072152 sec): 3 clusters Score: Raw -14464784.488575 + Penalty 3802.883302 = -14460981.605274 nChanged 3 SP:Iteration 78Q (1171.276937 sec): 3 clusters Score: Raw -14464784.795536 + Penalty 3802.883302 = -14460981.912234 nChanged 2 SP:Iteration 79Q (1171.487895 sec): 3 clusters Score: Raw -14464785.140534 + Penalty 3802.883302 = -14460982.257232 nChanged 2 SP:Iteration 80F (1171.742749 sec): 3 clusters Score: Raw -14464785.360485 + Penalty 3802.883302 = -14460982.477183 nChanged 2 SP:Iteration 81Q (1171.936532 sec): 3 clusters Score: Raw -14464785.592872 + Penalty 3802.883302 = -14460982.709570 nChanged 1 SP:Iteration 82Q (1172.137879 sec): 3 clusters Score: Raw -14464785.698411 + Penalty 3802.883302 = -14460982.815109 nChanged 2 SP:Iteration 83Q (1172.333776 sec): 3 clusters Score: Raw -14464785.859411 + Penalty 3802.883302 = -14460982.976109 nChanged 1 SP:Iteration 84Q (1172.529055 sec): 3 clusters Score: Raw -14464785.980979 + Penalty 3802.883302 = -14460983.097677 nChanged 0 SP:Iteration 85F (1172.763910 sec): 3 clusters Score: Raw -14464785.980979 + Penalty 3802.883302 = -14460983.097677 nChanged 0 Trying to split cluster 17 (12307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1172.829106 sec): 2 clusters Score: Raw -1423650.350376 + Penalty 1530.412566 = -1422119.937810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1172.892738 sec): 3 clusters Score: Raw -1416580.579504 + Penalty 3060.825133 = -1413519.754371 nChanged 5470 SP:Iteration 1F (1172.958690 sec): 3 clusters Score: Raw -1419590.947300 + Penalty 3060.825133 = -1416530.122167 nChanged 816 SP:Iteration 2F (1173.025879 sec): 3 clusters Score: Raw -1419996.389413 + Penalty 3060.825133 = -1416935.564280 nChanged 712 SP:Iteration 3F (1173.093829 sec): 3 clusters Score: Raw -1420380.168760 + Penalty 3060.825133 = -1417319.343628 nChanged 681 SP:Iteration 4F (1173.151406 sec): 3 clusters Score: Raw -1420773.309589 + Penalty 3060.825133 = -1417712.484457 nChanged 622 SP:Iteration 5F (1173.231821 sec): 3 clusters Score: Raw -1421097.765842 + Penalty 3060.825133 = -1418036.940709 nChanged 548 SP:Iteration 6Q (1173.301658 sec): 3 clusters Score: Raw -1421368.352908 + Penalty 3060.825133 = -1418307.527775 nChanged 511 SP:Iteration 7Q (1173.375847 sec): 3 clusters Score: Raw -1421634.296711 + Penalty 3060.825133 = -1418573.471579 nChanged 477 SP:Iteration 8Q (1173.449674 sec): 3 clusters Score: Raw -1421908.392155 + Penalty 3060.825133 = -1418847.567023 nChanged 459 SP:Iteration 9Q (1173.525933 sec): 3 clusters Score: Raw -1422176.552404 + Penalty 3060.825133 = -1419115.727271 nChanged 428 SP:Iteration 10Q (1173.598850 sec): 3 clusters Score: Raw -1422455.392575 + Penalty 3060.825133 = -1419394.567442 nChanged 371 SP:Iteration 11Q (1173.657927 sec): 3 clusters Score: Raw -1422721.575080 + Penalty 3060.825133 = -1419660.749947 nChanged 392 SP:Iteration 12Q (1173.725315 sec): 3 clusters Score: Raw -1423005.253834 + Penalty 3060.825133 = -1419944.428701 nChanged 341 SP:Iteration 13Q (1173.803213 sec): 3 clusters Score: Raw -1423235.806551 + Penalty 3060.825133 = -1420174.981418 nChanged 302 SP:Iteration 14Q (1173.872364 sec): 3 clusters Score: Raw -1423408.547472 + Penalty 3060.825133 = -1420347.722339 nChanged 274 SP:Iteration 15Q (1173.927270 sec): 3 clusters Score: Raw -1423544.537712 + Penalty 3060.825133 = -1420483.712579 nChanged 240 SP:Iteration 16Q (1174.006168 sec): 3 clusters Score: Raw -1423655.876957 + Penalty 3060.825133 = -1420595.051824 nChanged 227 SP:Iteration 17Q (1174.060862 sec): 3 clusters Score: Raw -1423752.523218 + Penalty 3060.825133 = -1420691.698085 nChanged 182 SP:Iteration 18Q (1174.125899 sec): 3 clusters Score: Raw -1423823.172976 + Penalty 3060.825133 = -1420762.347844 nChanged 160 SP:Iteration 19Q (1174.203987 sec): 3 clusters Score: Raw -1423874.131249 + Penalty 3060.825133 = -1420813.306117 nChanged 143 SP:Iteration 20F (1174.271998 sec): 3 clusters Score: Raw -1423918.560589 + Penalty 3060.825133 = -1420857.735457 nChanged 119 SP:Iteration 21Q (1174.338237 sec): 3 clusters Score: Raw -1423955.040153 + Penalty 3060.825133 = -1420894.215020 nChanged 102 SP:Iteration 22Q (1174.406297 sec): 3 clusters Score: Raw -1423984.313221 + Penalty 3060.825133 = -1420923.488089 nChanged 96 SP:Iteration 23Q (1174.471739 sec): 3 clusters Score: Raw -1424011.435235 + Penalty 3060.825133 = -1420950.610102 nChanged 92 SP:Iteration 24Q (1174.539191 sec): 3 clusters Score: Raw -1424034.623461 + Penalty 3060.825133 = -1420973.798328 nChanged 76 SP:Iteration 25Q (1174.594024 sec): 3 clusters Score: Raw -1424052.281335 + Penalty 3060.825133 = -1420991.456202 nChanged 71 SP:Iteration 26Q (1174.671961 sec): 3 clusters Score: Raw -1424068.640344 + Penalty 3060.825133 = -1421007.815211 nChanged 70 SP:Iteration 27Q (1174.739596 sec): 3 clusters Score: Raw -1424081.781457 + Penalty 3060.825133 = -1421020.956324 nChanged 57 SP:Iteration 28Q (1174.804369 sec): 3 clusters Score: Raw -1424092.090516 + Penalty 3060.825133 = -1421031.265384 nChanged 42 SP:Iteration 29Q (1174.860759 sec): 3 clusters Score: Raw -1424099.966869 + Penalty 3060.825133 = -1421039.141737 nChanged 42 SP:Iteration 30Q (1174.928461 sec): 3 clusters Score: Raw -1424108.177055 + Penalty 3060.825133 = -1421047.351922 nChanged 44 SP:Iteration 31Q (1175.004894 sec): 3 clusters Score: Raw -1424115.031432 + Penalty 3060.825133 = -1421054.206299 nChanged 36 SP:Iteration 32Q (1175.058067 sec): 3 clusters Score: Raw -1424120.258684 + Penalty 3060.825133 = -1421059.433552 nChanged 34 SP:Iteration 33Q (1175.126750 sec): 3 clusters Score: Raw -1424124.759987 + Penalty 3060.825133 = -1421063.934855 nChanged 22 SP:Iteration 34Q (1175.201554 sec): 3 clusters Score: Raw -1424128.090638 + Penalty 3060.825133 = -1421067.265505 nChanged 16 SP:Iteration 35Q (1175.272727 sec): 3 clusters Score: Raw -1424130.402460 + Penalty 3060.825133 = -1421069.577327 nChanged 14 SP:Iteration 36Q (1175.339285 sec): 3 clusters Score: Raw -1424132.049580 + Penalty 3060.825133 = -1421071.224447 nChanged 14 SP:Iteration 37Q (1175.408554 sec): 3 clusters Score: Raw -1424134.078846 + Penalty 3060.825133 = -1421073.253713 nChanged 17 SP:Iteration 38Q (1175.473907 sec): 3 clusters Score: Raw -1424136.446654 + Penalty 3060.825133 = -1421075.621521 nChanged 13 SP:Iteration 39Q (1175.540503 sec): 3 clusters Score: Raw -1424138.106208 + Penalty 3060.825133 = -1421077.281076 nChanged 8 SP:Iteration 40F (1175.609196 sec): 3 clusters Score: Raw -1424139.034915 + Penalty 3060.825133 = -1421078.209782 nChanged 6 SP:Iteration 41Q (1175.675443 sec): 3 clusters Score: Raw -1424139.876384 + Penalty 3060.825133 = -1421079.051252 nChanged 4 SP:Iteration 42Q (1175.744035 sec): 3 clusters Score: Raw -1424140.437415 + Penalty 3060.825133 = -1421079.612283 nChanged 7 SP:Iteration 43Q (1175.808324 sec): 3 clusters Score: Raw -1424141.070546 + Penalty 3060.825133 = -1421080.245413 nChanged 5 SP:Iteration 44Q (1175.863946 sec): 3 clusters Score: Raw -1424141.360834 + Penalty 3060.825133 = -1421080.535701 nChanged 3 SP:Iteration 45Q (1175.933827 sec): 3 clusters Score: Raw -1424141.597643 + Penalty 3060.825133 = -1421080.772510 nChanged 0 SP:Iteration 46F (1176.005373 sec): 3 clusters Score: Raw -1424141.597643 + Penalty 3060.825133 = -1421080.772510 nChanged 0 Trying to split cluster 18 (49927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1176.095549 sec): 2 clusters Score: Raw -5715377.271127 + Penalty 1757.976548 = -5713619.294579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1176.217658 sec): 3 clusters Score: Raw -5683870.891650 + Penalty 3515.953096 = -5680354.938554 nChanged 23403 SP:Iteration 1F (1176.365736 sec): 3 clusters Score: Raw -5697859.081222 + Penalty 3515.953096 = -5694343.128126 nChanged 2662 SP:Iteration 2F (1176.499878 sec): 3 clusters Score: Raw -5699097.847087 + Penalty 3515.953096 = -5695581.893991 nChanged 2848 SP:Iteration 3F (1176.623410 sec): 3 clusters Score: Raw -5700704.537970 + Penalty 3515.953096 = -5697188.584874 nChanged 2991 SP:Iteration 4F (1176.749322 sec): 3 clusters Score: Raw -5702713.255860 + Penalty 3515.953096 = -5699197.302765 nChanged 3207 SP:Iteration 5F (1176.900275 sec): 3 clusters Score: Raw -5704872.021506 + Penalty 3515.953096 = -5701356.068411 nChanged 3017 SP:Iteration 6F (1177.037249 sec): 3 clusters Score: Raw -5706725.208574 + Penalty 3515.953096 = -5703209.255478 nChanged 2716 SP:Iteration 7F (1177.162951 sec): 3 clusters Score: Raw -5708241.091026 + Penalty 3515.953096 = -5704725.137931 nChanged 2229 SP:Iteration 8Q (1177.306285 sec): 3 clusters Score: Raw -5709290.299512 + Penalty 3515.953096 = -5705774.346417 nChanged 1777 SP:Iteration 9Q (1177.442412 sec): 3 clusters Score: Raw -5710004.492208 + Penalty 3515.953096 = -5706488.539113 nChanged 1396 SP:Iteration 10Q (1177.575606 sec): 3 clusters Score: Raw -5710438.890995 + Penalty 3515.953096 = -5706922.937899 nChanged 1046 SP:Iteration 11Q (1177.704111 sec): 3 clusters Score: Raw -5710699.825935 + Penalty 3515.953096 = -5707183.872839 nChanged 774 SP:Iteration 12Q (1177.841640 sec): 3 clusters Score: Raw -5710862.375813 + Penalty 3515.953096 = -5707346.422718 nChanged 592 SP:Iteration 13Q (1177.969215 sec): 3 clusters Score: Raw -5710970.395027 + Penalty 3515.953096 = -5707454.441931 nChanged 503 SP:Iteration 14Q (1178.106150 sec): 3 clusters Score: Raw -5711058.233850 + Penalty 3515.953096 = -5707542.280754 nChanged 466 SP:Iteration 15Q (1178.224746 sec): 3 clusters Score: Raw -5711140.357139 + Penalty 3515.953096 = -5707624.404044 nChanged 483 SP:Iteration 16Q (1178.363307 sec): 3 clusters Score: Raw -5711222.729474 + Penalty 3515.953096 = -5707706.776378 nChanged 461 SP:Iteration 17Q (1178.494888 sec): 3 clusters Score: Raw -5711301.586583 + Penalty 3515.953096 = -5707785.633488 nChanged 470 SP:Iteration 18Q (1178.619649 sec): 3 clusters Score: Raw -5711389.645388 + Penalty 3515.953096 = -5707873.692292 nChanged 496 SP:Iteration 19Q (1178.748996 sec): 3 clusters Score: Raw -5711489.728244 + Penalty 3515.953096 = -5707973.775148 nChanged 514 SP:Iteration 20F (1178.890873 sec): 3 clusters Score: Raw -5711593.114714 + Penalty 3515.953096 = -5708077.161618 nChanged 512 SP:Iteration 21Q (1179.015499 sec): 3 clusters Score: Raw -5711694.834562 + Penalty 3515.953096 = -5708178.881466 nChanged 491 SP:Iteration 22Q (1179.140741 sec): 3 clusters Score: Raw -5711792.169708 + Penalty 3515.953096 = -5708276.216612 nChanged 518 SP:Iteration 23Q (1179.274925 sec): 3 clusters Score: Raw -5711896.737466 + Penalty 3515.953096 = -5708380.784370 nChanged 501 SP:Iteration 24Q (1179.414881 sec): 3 clusters Score: Raw -5711995.501350 + Penalty 3515.953096 = -5708479.548254 nChanged 523 SP:Iteration 25Q (1179.553657 sec): 3 clusters Score: Raw -5712111.642800 + Penalty 3515.953096 = -5708595.689704 nChanged 565 SP:Iteration 26Q (1179.686713 sec): 3 clusters Score: Raw -5712249.405194 + Penalty 3515.953096 = -5708733.452098 nChanged 613 SP:Iteration 27Q (1179.812857 sec): 3 clusters Score: Raw -5712410.221471 + Penalty 3515.953096 = -5708894.268375 nChanged 613 SP:Iteration 28Q (1179.931168 sec): 3 clusters Score: Raw -5712591.396367 + Penalty 3515.953096 = -5709075.443272 nChanged 653 SP:Iteration 29Q (1180.063668 sec): 3 clusters Score: Raw -5712798.050073 + Penalty 3515.953096 = -5709282.096977 nChanged 666 SP:Iteration 30Q (1180.185947 sec): 3 clusters Score: Raw -5713017.007165 + Penalty 3515.953096 = -5709501.054069 nChanged 676 SP:Iteration 31Q (1180.310241 sec): 3 clusters Score: Raw -5713254.771787 + Penalty 3515.953096 = -5709738.818692 nChanged 696 SP:Iteration 32Q (1180.429624 sec): 3 clusters Score: Raw -5713509.025098 + Penalty 3515.953096 = -5709993.072002 nChanged 662 SP:Iteration 33Q (1180.534254 sec): 3 clusters Score: Raw -5713770.820006 + Penalty 3515.953096 = -5710254.866910 nChanged 653 SP:Iteration 34Q (1180.659138 sec): 3 clusters Score: Raw -5714045.097184 + Penalty 3515.953096 = -5710529.144088 nChanged 611 SP:Iteration 35Q (1180.770867 sec): 3 clusters Score: Raw -5714325.094672 + Penalty 3515.953096 = -5710809.141577 nChanged 545 SP:Iteration 36Q (1180.900907 sec): 3 clusters Score: Raw -5714576.881216 + Penalty 3515.953096 = -5711060.928120 nChanged 486 SP:Iteration 37Q (1181.004310 sec): 3 clusters Score: Raw -5714799.799654 + Penalty 3515.953096 = -5711283.846558 nChanged 392 SP:Iteration 38Q (1181.130186 sec): 3 clusters Score: Raw -5714980.426021 + Penalty 3515.953096 = -5711464.472926 nChanged 336 SP:Iteration 39Q (1181.245221 sec): 3 clusters Score: Raw -5715134.505082 + Penalty 3515.953096 = -5711618.551986 nChanged 260 SP:Iteration 40F (1181.361577 sec): 3 clusters Score: Raw -5715254.524960 + Penalty 3515.953096 = -5711738.571864 nChanged 206 SP:Iteration 41Q (1181.473964 sec): 3 clusters Score: Raw -5715346.249267 + Penalty 3515.953096 = -5711830.296171 nChanged 185 SP:Iteration 42Q (1181.601791 sec): 3 clusters Score: Raw -5715429.779022 + Penalty 3515.953096 = -5711913.825927 nChanged 140 SP:Iteration 43Q (1181.717787 sec): 3 clusters Score: Raw -5715497.091857 + Penalty 3515.953096 = -5711981.138762 nChanged 111 SP:Iteration 44Q (1181.834154 sec): 3 clusters Score: Raw -5715547.796425 + Penalty 3515.953096 = -5712031.843329 nChanged 93 SP:Iteration 45Q (1181.952682 sec): 3 clusters Score: Raw -5715586.895935 + Penalty 3515.953096 = -5712070.942840 nChanged 80 SP:Iteration 46Q (1182.064437 sec): 3 clusters Score: Raw -5715614.064262 + Penalty 3515.953096 = -5712098.111167 nChanged 58 SP:Iteration 47Q (1182.179401 sec): 3 clusters Score: Raw -5715636.325702 + Penalty 3515.953096 = -5712120.372607 nChanged 44 SP:Iteration 48Q (1182.280531 sec): 3 clusters Score: Raw -5715649.781071 + Penalty 3515.953096 = -5712133.827975 nChanged 37 SP:Iteration 49Q (1182.395199 sec): 3 clusters Score: Raw -5715664.885071 + Penalty 3515.953096 = -5712148.931975 nChanged 32 SP:Iteration 50Q (1182.524259 sec): 3 clusters Score: Raw -5715677.611943 + Penalty 3515.953096 = -5712161.658847 nChanged 38 SP:Iteration 51Q (1182.632594 sec): 3 clusters Score: Raw -5715690.927699 + Penalty 3515.953096 = -5712174.974604 nChanged 21 SP:Iteration 52Q (1182.750541 sec): 3 clusters Score: Raw -5715698.983389 + Penalty 3515.953096 = -5712183.030294 nChanged 27 SP:Iteration 53Q (1182.866681 sec): 3 clusters Score: Raw -5715705.828633 + Penalty 3515.953096 = -5712189.875538 nChanged 12 SP:Iteration 54Q (1182.984863 sec): 3 clusters Score: Raw -5715709.820658 + Penalty 3515.953096 = -5712193.867563 nChanged 14 SP:Iteration 55Q (1183.087847 sec): 3 clusters Score: Raw -5715714.152677 + Penalty 3515.953096 = -5712198.199582 nChanged 14 SP:Iteration 56Q (1183.211502 sec): 3 clusters Score: Raw -5715718.892862 + Penalty 3515.953096 = -5712202.939766 nChanged 14 SP:Iteration 57Q (1183.318396 sec): 3 clusters Score: Raw -5715722.311729 + Penalty 3515.953096 = -5712206.358633 nChanged 8 SP:Iteration 58Q (1183.442678 sec): 3 clusters Score: Raw -5715724.094405 + Penalty 3515.953096 = -5712208.141310 nChanged 5 SP:Iteration 59Q (1183.549151 sec): 3 clusters Score: Raw -5715725.428924 + Penalty 3515.953096 = -5712209.475828 nChanged 4 SP:Iteration 60F (1183.694865 sec): 3 clusters Score: Raw -5715727.353289 + Penalty 3515.953096 = -5712211.400193 nChanged 4 SP:Iteration 61Q (1183.790418 sec): 3 clusters Score: Raw -5715729.380411 + Penalty 3515.953096 = -5712213.427316 nChanged 4 SP:Iteration 62Q (1183.901953 sec): 3 clusters Score: Raw -5715730.120189 + Penalty 3515.953096 = -5712214.167093 nChanged 0 SP:Iteration 63F (1184.036581 sec): 3 clusters Score: Raw -5715730.120189 + Penalty 3515.953096 = -5712214.167093 nChanged 0 Trying to split cluster 19 (9488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1184.086804 sec): 2 clusters Score: Raw -1105943.308000 + Penalty 1488.139757 = -1104455.168243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1184.149418 sec): 3 clusters Score: Raw -1100631.423554 + Penalty 2976.279514 = -1097655.144040 nChanged 4079 SP:Iteration 1F (1184.214494 sec): 3 clusters Score: Raw -1102976.608830 + Penalty 2976.279514 = -1100000.329316 nChanged 670 SP:Iteration 2F (1184.278295 sec): 3 clusters Score: Raw -1103435.498392 + Penalty 2976.279514 = -1100459.218878 nChanged 630 SP:Iteration 3F (1184.344316 sec): 3 clusters Score: Raw -1103902.757981 + Penalty 2976.279514 = -1100926.478466 nChanged 569 SP:Iteration 4F (1184.395548 sec): 3 clusters Score: Raw -1104276.621239 + Penalty 2976.279514 = -1101300.341725 nChanged 526 SP:Iteration 5F (1184.470292 sec): 3 clusters Score: Raw -1104614.723353 + Penalty 2976.279514 = -1101638.443838 nChanged 482 SP:Iteration 6F (1184.527756 sec): 3 clusters Score: Raw -1104939.388266 + Penalty 2976.279514 = -1101963.108752 nChanged 484 SP:Iteration 7F (1184.595801 sec): 3 clusters Score: Raw -1105284.842439 + Penalty 2976.279514 = -1102308.562925 nChanged 434 SP:Iteration 8Q (1184.661062 sec): 3 clusters Score: Raw -1105600.467840 + Penalty 2976.279514 = -1102624.188326 nChanged 377 SP:Iteration 9Q (1184.720915 sec): 3 clusters Score: Raw -1105882.040479 + Penalty 2976.279514 = -1102905.760965 nChanged 300 SP:Iteration 10Q (1184.789855 sec): 3 clusters Score: Raw -1106140.138873 + Penalty 2976.279514 = -1103163.859358 nChanged 272 SP:Iteration 11Q (1184.854928 sec): 3 clusters Score: Raw -1106362.855268 + Penalty 2976.279514 = -1103386.575754 nChanged 202 SP:Iteration 12Q (1184.917692 sec): 3 clusters Score: Raw -1106517.775466 + Penalty 2976.279514 = -1103541.495951 nChanged 147 SP:Iteration 13Q (1184.968876 sec): 3 clusters Score: Raw -1106626.162479 + Penalty 2976.279514 = -1103649.882964 nChanged 119 SP:Iteration 14Q (1185.031335 sec): 3 clusters Score: Raw -1106699.053524 + Penalty 2976.279514 = -1103722.774010 nChanged 87 SP:Iteration 15Q (1185.102947 sec): 3 clusters Score: Raw -1106754.195533 + Penalty 2976.279514 = -1103777.916019 nChanged 83 SP:Iteration 16Q (1185.155825 sec): 3 clusters Score: Raw -1106810.815864 + Penalty 2976.279514 = -1103834.536350 nChanged 66 SP:Iteration 17Q (1185.219378 sec): 3 clusters Score: Raw -1106863.390300 + Penalty 2976.279514 = -1103887.110786 nChanged 81 SP:Iteration 18Q (1185.282049 sec): 3 clusters Score: Raw -1106935.418104 + Penalty 2976.279514 = -1103959.138590 nChanged 82 SP:Iteration 19Q (1185.357391 sec): 3 clusters Score: Raw -1107023.130320 + Penalty 2976.279514 = -1104046.850806 nChanged 78 SP:Iteration 20F (1185.410407 sec): 3 clusters Score: Raw -1107081.321198 + Penalty 2976.279514 = -1104105.041684 nChanged 53 SP:Iteration 21Q (1185.481032 sec): 3 clusters Score: Raw -1107112.883571 + Penalty 2976.279514 = -1104136.604056 nChanged 38 SP:Iteration 22Q (1185.536456 sec): 3 clusters Score: Raw -1107129.099579 + Penalty 2976.279514 = -1104152.820064 nChanged 18 SP:Iteration 23Q (1185.600665 sec): 3 clusters Score: Raw -1107136.341504 + Penalty 2976.279514 = -1104160.061990 nChanged 14 SP:Iteration 24Q (1185.676120 sec): 3 clusters Score: Raw -1107142.842481 + Penalty 2976.279514 = -1104166.562966 nChanged 10 SP:Iteration 25Q (1185.735964 sec): 3 clusters Score: Raw -1107146.207594 + Penalty 2976.279514 = -1104169.928079 nChanged 9 SP:Iteration 26Q (1185.800168 sec): 3 clusters Score: Raw -1107150.206603 + Penalty 2976.279514 = -1104173.927088 nChanged 10 SP:Iteration 27Q (1185.859412 sec): 3 clusters Score: Raw -1107154.251003 + Penalty 2976.279514 = -1104177.971489 nChanged 12 SP:Iteration 28Q (1185.911974 sec): 3 clusters Score: Raw -1107158.970753 + Penalty 2976.279514 = -1104182.691238 nChanged 10 SP:Iteration 29Q (1185.972904 sec): 3 clusters Score: Raw -1107164.630431 + Penalty 2976.279514 = -1104188.350917 nChanged 21 SP:Iteration 30Q (1186.030364 sec): 3 clusters Score: Raw -1107175.364760 + Penalty 2976.279514 = -1104199.085245 nChanged 20 SP:Iteration 31Q (1186.100185 sec): 3 clusters Score: Raw -1107188.366419 + Penalty 2976.279514 = -1104212.086905 nChanged 15 SP:Iteration 32Q (1186.163370 sec): 3 clusters Score: Raw -1107195.000986 + Penalty 2976.279514 = -1104218.721472 nChanged 13 SP:Iteration 33Q (1186.223278 sec): 3 clusters Score: Raw -1107201.822770 + Penalty 2976.279514 = -1104225.543256 nChanged 14 SP:Iteration 34Q (1186.284431 sec): 3 clusters Score: Raw -1107210.671982 + Penalty 2976.279514 = -1104234.392468 nChanged 15 SP:Iteration 35Q (1186.334386 sec): 3 clusters Score: Raw -1107215.649978 + Penalty 2976.279514 = -1104239.370464 nChanged 7 SP:Iteration 36Q (1186.406985 sec): 3 clusters Score: Raw -1107217.648825 + Penalty 2976.279514 = -1104241.369311 nChanged 6 SP:Iteration 37Q (1186.459643 sec): 3 clusters Score: Raw -1107219.335512 + Penalty 2976.279514 = -1104243.055998 nChanged 6 SP:Iteration 38Q (1186.514427 sec): 3 clusters Score: Raw -1107220.907290 + Penalty 2976.279514 = -1104244.627776 nChanged 2 SP:Iteration 39Q (1186.578762 sec): 3 clusters Score: Raw -1107221.821843 + Penalty 2976.279514 = -1104245.542329 nChanged 5 SP:Iteration 40F (1186.643814 sec): 3 clusters Score: Raw -1107222.598431 + Penalty 2976.279514 = -1104246.318917 nChanged 6 SP:Iteration 41Q (1186.691643 sec): 3 clusters Score: Raw -1107224.804653 + Penalty 2976.279514 = -1104248.525139 nChanged 3 SP:Iteration 42Q (1186.751866 sec): 3 clusters Score: Raw -1107226.219746 + Penalty 2976.279514 = -1104249.940231 nChanged 3 SP:Iteration 43Q (1186.812016 sec): 3 clusters Score: Raw -1107226.691187 + Penalty 2976.279514 = -1104250.411673 nChanged 2 SP:Iteration 44Q (1186.872700 sec): 3 clusters Score: Raw -1107227.342308 + Penalty 2976.279514 = -1104251.062794 nChanged 2 SP:Iteration 45Q (1186.933917 sec): 3 clusters Score: Raw -1107228.067852 + Penalty 2976.279514 = -1104251.788338 nChanged 1 SP:Iteration 46Q (1187.006423 sec): 3 clusters Score: Raw -1107228.404228 + Penalty 2976.279514 = -1104252.124713 nChanged 0 SP:Iteration 47F (1187.059802 sec): 3 clusters Score: Raw -1107228.404228 + Penalty 2976.279514 = -1104252.124713 nChanged 0 Trying to split cluster 20 (11474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1187.099979 sec): 2 clusters Score: Raw -1314513.072345 + Penalty 1519.023819 = -1312994.048526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1187.179732 sec): 3 clusters Score: Raw -1307911.553974 + Penalty 3038.047638 = -1304873.506336 nChanged 5018 SP:Iteration 1F (1187.235492 sec): 3 clusters Score: Raw -1310752.259446 + Penalty 3038.047638 = -1307714.211809 nChanged 732 SP:Iteration 2F (1187.315570 sec): 3 clusters Score: Raw -1311116.375539 + Penalty 3038.047638 = -1308078.327902 nChanged 658 SP:Iteration 3F (1187.374127 sec): 3 clusters Score: Raw -1311458.487865 + Penalty 3038.047638 = -1308420.440227 nChanged 594 SP:Iteration 4F (1187.434556 sec): 3 clusters Score: Raw -1311757.880850 + Penalty 3038.047638 = -1308719.833212 nChanged 564 SP:Iteration 5Q (1187.513616 sec): 3 clusters Score: Raw -1312041.543239 + Penalty 3038.047638 = -1309003.495601 nChanged 556 SP:Iteration 6Q (1187.577127 sec): 3 clusters Score: Raw -1312344.354829 + Penalty 3038.047638 = -1309306.307192 nChanged 532 SP:Iteration 7Q (1187.633061 sec): 3 clusters Score: Raw -1312622.390302 + Penalty 3038.047638 = -1309584.342664 nChanged 472 SP:Iteration 8Q (1187.699033 sec): 3 clusters Score: Raw -1312900.632537 + Penalty 3038.047638 = -1309862.584899 nChanged 475 SP:Iteration 9Q (1187.775076 sec): 3 clusters Score: Raw -1313186.255019 + Penalty 3038.047638 = -1310148.207381 nChanged 424 SP:Iteration 10Q (1187.842185 sec): 3 clusters Score: Raw -1313433.111792 + Penalty 3038.047638 = -1310395.064155 nChanged 394 SP:Iteration 11Q (1187.897798 sec): 3 clusters Score: Raw -1313648.072342 + Penalty 3038.047638 = -1310610.024704 nChanged 334 SP:Iteration 12Q (1187.974952 sec): 3 clusters Score: Raw -1313801.976569 + Penalty 3038.047638 = -1310763.928932 nChanged 283 SP:Iteration 13Q (1188.028976 sec): 3 clusters Score: Raw -1313915.125069 + Penalty 3038.047638 = -1310877.077431 nChanged 215 SP:Iteration 14Q (1188.107006 sec): 3 clusters Score: Raw -1313997.062106 + Penalty 3038.047638 = -1310959.014468 nChanged 190 SP:Iteration 15Q (1188.171974 sec): 3 clusters Score: Raw -1314068.856652 + Penalty 3038.047638 = -1311030.809014 nChanged 157 SP:Iteration 16Q (1188.237054 sec): 3 clusters Score: Raw -1314123.197976 + Penalty 3038.047638 = -1311085.150339 nChanged 144 SP:Iteration 17Q (1188.306735 sec): 3 clusters Score: Raw -1314167.368105 + Penalty 3038.047638 = -1311129.320468 nChanged 126 SP:Iteration 18Q (1188.376920 sec): 3 clusters Score: Raw -1314207.440643 + Penalty 3038.047638 = -1311169.393005 nChanged 136 SP:Iteration 19Q (1188.432540 sec): 3 clusters Score: Raw -1314254.718316 + Penalty 3038.047638 = -1311216.670678 nChanged 147 SP:Iteration 20F (1188.509571 sec): 3 clusters Score: Raw -1314306.325867 + Penalty 3038.047638 = -1311268.278229 nChanged 141 SP:Iteration 21Q (1188.573175 sec): 3 clusters Score: Raw -1314358.843076 + Penalty 3038.047638 = -1311320.795439 nChanged 124 SP:Iteration 22Q (1188.629462 sec): 3 clusters Score: Raw -1314403.878236 + Penalty 3038.047638 = -1311365.830598 nChanged 130 SP:Iteration 23Q (1188.706541 sec): 3 clusters Score: Raw -1314452.139989 + Penalty 3038.047638 = -1311414.092352 nChanged 113 SP:Iteration 24Q (1188.760455 sec): 3 clusters Score: Raw -1314497.821114 + Penalty 3038.047638 = -1311459.773477 nChanged 131 SP:Iteration 25Q (1188.834667 sec): 3 clusters Score: Raw -1314549.902017 + Penalty 3038.047638 = -1311511.854380 nChanged 138 SP:Iteration 26Q (1188.889912 sec): 3 clusters Score: Raw -1314610.482466 + Penalty 3038.047638 = -1311572.434828 nChanged 128 SP:Iteration 27Q (1188.967709 sec): 3 clusters Score: Raw -1314663.773287 + Penalty 3038.047638 = -1311625.725650 nChanged 114 SP:Iteration 28Q (1189.023651 sec): 3 clusters Score: Raw -1314707.199807 + Penalty 3038.047638 = -1311669.152169 nChanged 115 SP:Iteration 29Q (1189.103276 sec): 3 clusters Score: Raw -1314752.682358 + Penalty 3038.047638 = -1311714.634720 nChanged 108 SP:Iteration 30Q (1189.166778 sec): 3 clusters Score: Raw -1314798.565088 + Penalty 3038.047638 = -1311760.517451 nChanged 100 SP:Iteration 31Q (1189.232039 sec): 3 clusters Score: Raw -1314838.139538 + Penalty 3038.047638 = -1311800.091900 nChanged 85 SP:Iteration 32Q (1189.296977 sec): 3 clusters Score: Raw -1314867.723235 + Penalty 3038.047638 = -1311829.675597 nChanged 71 SP:Iteration 33Q (1189.349895 sec): 3 clusters Score: Raw -1314892.602732 + Penalty 3038.047638 = -1311854.555094 nChanged 67 SP:Iteration 34Q (1189.412871 sec): 3 clusters Score: Raw -1314913.721736 + Penalty 3038.047638 = -1311875.674099 nChanged 52 SP:Iteration 35Q (1189.489923 sec): 3 clusters Score: Raw -1314928.053975 + Penalty 3038.047638 = -1311890.006337 nChanged 42 SP:Iteration 36Q (1189.557301 sec): 3 clusters Score: Raw -1314941.255605 + Penalty 3038.047638 = -1311903.207967 nChanged 40 SP:Iteration 37Q (1189.624546 sec): 3 clusters Score: Raw -1314952.406813 + Penalty 3038.047638 = -1311914.359176 nChanged 41 SP:Iteration 38Q (1189.690378 sec): 3 clusters Score: Raw -1314963.799902 + Penalty 3038.047638 = -1311925.752264 nChanged 37 SP:Iteration 39Q (1189.753708 sec): 3 clusters Score: Raw -1314975.216295 + Penalty 3038.047638 = -1311937.168658 nChanged 38 SP:Iteration 40F (1189.813425 sec): 3 clusters Score: Raw -1314987.797736 + Penalty 3038.047638 = -1311949.750098 nChanged 28 SP:Iteration 41Q (1189.876105 sec): 3 clusters Score: Raw -1314995.005645 + Penalty 3038.047638 = -1311956.958008 nChanged 20 SP:Iteration 42Q (1189.945524 sec): 3 clusters Score: Raw -1314999.982866 + Penalty 3038.047638 = -1311961.935228 nChanged 19 SP:Iteration 43Q (1190.005933 sec): 3 clusters Score: Raw -1315004.381799 + Penalty 3038.047638 = -1311966.334161 nChanged 16 SP:Iteration 44Q (1190.077738 sec): 3 clusters Score: Raw -1315007.529118 + Penalty 3038.047638 = -1311969.481480 nChanged 14 SP:Iteration 45Q (1190.131323 sec): 3 clusters Score: Raw -1315011.502287 + Penalty 3038.047638 = -1311973.454650 nChanged 14 SP:Iteration 46Q (1190.195005 sec): 3 clusters Score: Raw -1315015.216336 + Penalty 3038.047638 = -1311977.168698 nChanged 15 SP:Iteration 47Q (1190.267928 sec): 3 clusters Score: Raw -1315019.283651 + Penalty 3038.047638 = -1311981.236014 nChanged 14 SP:Iteration 48Q (1190.333639 sec): 3 clusters Score: Raw -1315022.574148 + Penalty 3038.047638 = -1311984.526511 nChanged 19 SP:Iteration 49Q (1190.383788 sec): 3 clusters Score: Raw -1315029.067322 + Penalty 3038.047638 = -1311991.019684 nChanged 31 SP:Iteration 50Q (1190.459268 sec): 3 clusters Score: Raw -1315039.722391 + Penalty 3038.047638 = -1312001.674754 nChanged 21 SP:Iteration 51Q (1190.525310 sec): 3 clusters Score: Raw -1315047.227116 + Penalty 3038.047638 = -1312009.179479 nChanged 20 SP:Iteration 52Q (1190.590167 sec): 3 clusters Score: Raw -1315052.213403 + Penalty 3038.047638 = -1312014.165765 nChanged 20 SP:Iteration 53Q (1190.642515 sec): 3 clusters Score: Raw -1315057.259717 + Penalty 3038.047638 = -1312019.212080 nChanged 13 SP:Iteration 54Q (1190.706050 sec): 3 clusters Score: Raw -1315060.064664 + Penalty 3038.047638 = -1312022.017026 nChanged 13 SP:Iteration 55Q (1190.774465 sec): 3 clusters Score: Raw -1315063.538609 + Penalty 3038.047638 = -1312025.490972 nChanged 11 SP:Iteration 56Q (1190.848053 sec): 3 clusters Score: Raw -1315065.317476 + Penalty 3038.047638 = -1312027.269838 nChanged 5 SP:Iteration 57Q (1190.916911 sec): 3 clusters Score: Raw -1315066.695752 + Penalty 3038.047638 = -1312028.648115 nChanged 9 SP:Iteration 58Q (1190.979987 sec): 3 clusters Score: Raw -1315068.716301 + Penalty 3038.047638 = -1312030.668664 nChanged 8 SP:Iteration 59Q (1191.036900 sec): 3 clusters Score: Raw -1315070.702342 + Penalty 3038.047638 = -1312032.654704 nChanged 6 SP:Iteration 60F (1191.113996 sec): 3 clusters Score: Raw -1315072.641865 + Penalty 3038.047638 = -1312034.594227 nChanged 8 SP:Iteration 61Q (1191.163700 sec): 3 clusters Score: Raw -1315074.402152 + Penalty 3038.047638 = -1312036.354514 nChanged 8 SP:Iteration 62Q (1191.230880 sec): 3 clusters Score: Raw -1315076.134246 + Penalty 3038.047638 = -1312038.086608 nChanged 5 SP:Iteration 63Q (1191.290622 sec): 3 clusters Score: Raw -1315077.165246 + Penalty 3038.047638 = -1312039.117608 nChanged 11 SP:Iteration 64Q (1191.363856 sec): 3 clusters Score: Raw -1315080.799747 + Penalty 3038.047638 = -1312042.752109 nChanged 15 SP:Iteration 65Q (1191.423809 sec): 3 clusters Score: Raw -1315085.062201 + Penalty 3038.047638 = -1312047.014564 nChanged 15 SP:Iteration 66Q (1191.491555 sec): 3 clusters Score: Raw -1315089.481970 + Penalty 3038.047638 = -1312051.434332 nChanged 21 SP:Iteration 67Q (1191.563285 sec): 3 clusters Score: Raw -1315094.817819 + Penalty 3038.047638 = -1312056.770181 nChanged 22 SP:Iteration 68Q (1191.629226 sec): 3 clusters Score: Raw -1315101.355609 + Penalty 3038.047638 = -1312063.307971 nChanged 25 SP:Iteration 69Q (1191.682915 sec): 3 clusters Score: Raw -1315110.928568 + Penalty 3038.047638 = -1312072.880930 nChanged 29 SP:Iteration 70Q (1191.752527 sec): 3 clusters Score: Raw -1315121.823195 + Penalty 3038.047638 = -1312083.775557 nChanged 35 SP:Iteration 71Q (1191.808414 sec): 3 clusters Score: Raw -1315133.028277 + Penalty 3038.047638 = -1312094.980640 nChanged 35 SP:Iteration 72Q (1191.871420 sec): 3 clusters Score: Raw -1315146.212733 + Penalty 3038.047638 = -1312108.165095 nChanged 28 SP:Iteration 73Q (1191.934759 sec): 3 clusters Score: Raw -1315153.130168 + Penalty 3038.047638 = -1312115.082531 nChanged 21 SP:Iteration 74Q (1192.009674 sec): 3 clusters Score: Raw -1315158.537708 + Penalty 3038.047638 = -1312120.490070 nChanged 13 SP:Iteration 75Q (1192.076907 sec): 3 clusters Score: Raw -1315161.455635 + Penalty 3038.047638 = -1312123.407998 nChanged 8 SP:Iteration 76Q (1192.134491 sec): 3 clusters Score: Raw -1315163.409073 + Penalty 3038.047638 = -1312125.361436 nChanged 9 SP:Iteration 77Q (1192.199948 sec): 3 clusters Score: Raw -1315165.880013 + Penalty 3038.047638 = -1312127.832376 nChanged 10 SP:Iteration 78Q (1192.278048 sec): 3 clusters Score: Raw -1315168.167873 + Penalty 3038.047638 = -1312130.120235 nChanged 9 SP:Iteration 79Q (1192.342211 sec): 3 clusters Score: Raw -1315170.366718 + Penalty 3038.047638 = -1312132.319080 nChanged 9 SP:Iteration 80F (1192.412611 sec): 3 clusters Score: Raw -1315173.298816 + Penalty 3038.047638 = -1312135.251178 nChanged 10 SP:Iteration 81Q (1192.482506 sec): 3 clusters Score: Raw -1315176.031022 + Penalty 3038.047638 = -1312137.983384 nChanged 13 SP:Iteration 82Q (1192.551678 sec): 3 clusters Score: Raw -1315179.444715 + Penalty 3038.047638 = -1312141.397077 nChanged 13 SP:Iteration 83Q (1192.621808 sec): 3 clusters Score: Raw -1315183.423304 + Penalty 3038.047638 = -1312145.375666 nChanged 15 SP:Iteration 84Q (1192.685953 sec): 3 clusters Score: Raw -1315188.815250 + Penalty 3038.047638 = -1312150.767612 nChanged 17 SP:Iteration 85Q (1192.756632 sec): 3 clusters Score: Raw -1315194.549894 + Penalty 3038.047638 = -1312156.502256 nChanged 14 SP:Iteration 86Q (1192.821419 sec): 3 clusters Score: Raw -1315198.420253 + Penalty 3038.047638 = -1312160.372616 nChanged 10 SP:Iteration 87Q (1192.889050 sec): 3 clusters Score: Raw -1315202.151087 + Penalty 3038.047638 = -1312164.103449 nChanged 11 SP:Iteration 88Q (1192.949163 sec): 3 clusters Score: Raw -1315204.834045 + Penalty 3038.047638 = -1312166.786407 nChanged 6 SP:Iteration 89Q (1193.020594 sec): 3 clusters Score: Raw -1315205.947538 + Penalty 3038.047638 = -1312167.899900 nChanged 7 SP:Iteration 90Q (1193.075983 sec): 3 clusters Score: Raw -1315207.432543 + Penalty 3038.047638 = -1312169.384905 nChanged 9 SP:Iteration 91Q (1193.137197 sec): 3 clusters Score: Raw -1315210.203174 + Penalty 3038.047638 = -1312172.155537 nChanged 6 SP:Iteration 92Q (1193.202158 sec): 3 clusters Score: Raw -1315211.542556 + Penalty 3038.047638 = -1312173.494918 nChanged 5 SP:Iteration 93Q (1193.270334 sec): 3 clusters Score: Raw -1315212.357015 + Penalty 3038.047638 = -1312174.309378 nChanged 3 SP:Iteration 94Q (1193.342318 sec): 3 clusters Score: Raw -1315213.059057 + Penalty 3038.047638 = -1312175.011419 nChanged 4 SP:Iteration 95Q (1193.401882 sec): 3 clusters Score: Raw -1315213.906842 + Penalty 3038.047638 = -1312175.859205 nChanged 2 SP:Iteration 96Q (1193.458986 sec): 3 clusters Score: Raw -1315214.205915 + Penalty 3038.047638 = -1312176.158278 nChanged 1 SP:Iteration 97Q (1193.523095 sec): 3 clusters Score: Raw -1315214.307059 + Penalty 3038.047638 = -1312176.259421 nChanged 0 SP:Iteration 98F (1193.592889 sec): 3 clusters Score: Raw -1315214.307059 + Penalty 3038.047638 = -1312176.259421 nChanged 0 Trying to split cluster 21 (3888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1193.632177 sec): 2 clusters Score: Raw -448136.706524 + Penalty 1343.168152 = -446793.538372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1193.682153 sec): 3 clusters Score: Raw -446219.278458 + Penalty 2686.336304 = -443532.942154 nChanged 1543 SP:Iteration 1F (1193.736275 sec): 3 clusters Score: Raw -447252.767318 + Penalty 2686.336304 = -444566.431015 nChanged 308 SP:Iteration 2F (1193.797759 sec): 3 clusters Score: Raw -447480.662609 + Penalty 2686.336304 = -444794.326305 nChanged 246 SP:Iteration 3F (1193.851437 sec): 3 clusters Score: Raw -447665.554523 + Penalty 2686.336304 = -444979.218219 nChanged 216 SP:Iteration 4F (1193.903373 sec): 3 clusters Score: Raw -447845.429778 + Penalty 2686.336304 = -445159.093474 nChanged 175 SP:Iteration 5Q (1193.950254 sec): 3 clusters Score: Raw -448002.116972 + Penalty 2686.336304 = -445315.780668 nChanged 153 SP:Iteration 6Q (1194.011672 sec): 3 clusters Score: Raw -448135.848863 + Penalty 2686.336304 = -445449.512560 nChanged 155 SP:Iteration 7Q (1194.062087 sec): 3 clusters Score: Raw -448299.506650 + Penalty 2686.336304 = -445613.170347 nChanged 133 SP:Iteration 8Q (1194.115782 sec): 3 clusters Score: Raw -448439.779623 + Penalty 2686.336304 = -445753.443319 nChanged 102 SP:Iteration 9Q (1194.173524 sec): 3 clusters Score: Raw -448565.059916 + Penalty 2686.336304 = -445878.723612 nChanged 116 SP:Iteration 10Q (1194.235568 sec): 3 clusters Score: Raw -448674.362741 + Penalty 2686.336304 = -445988.026438 nChanged 92 SP:Iteration 11Q (1194.291052 sec): 3 clusters Score: Raw -448759.097079 + Penalty 2686.336304 = -446072.760775 nChanged 95 SP:Iteration 12Q (1194.341785 sec): 3 clusters Score: Raw -448831.587079 + Penalty 2686.336304 = -446145.250775 nChanged 82 SP:Iteration 13Q (1194.400119 sec): 3 clusters Score: Raw -448886.819806 + Penalty 2686.336304 = -446200.483502 nChanged 69 SP:Iteration 14Q (1194.455443 sec): 3 clusters Score: Raw -448923.376809 + Penalty 2686.336304 = -446237.040505 nChanged 42 SP:Iteration 15Q (1194.509442 sec): 3 clusters Score: Raw -448943.024924 + Penalty 2686.336304 = -446256.688621 nChanged 40 SP:Iteration 16Q (1194.558843 sec): 3 clusters Score: Raw -448963.006788 + Penalty 2686.336304 = -446276.670484 nChanged 41 SP:Iteration 17Q (1194.597496 sec): 3 clusters Score: Raw -448980.337198 + Penalty 2686.336304 = -446294.000894 nChanged 30 SP:Iteration 18Q (1194.645154 sec): 3 clusters Score: Raw -448995.052950 + Penalty 2686.336304 = -446308.716646 nChanged 33 SP:Iteration 19Q (1194.704139 sec): 3 clusters Score: Raw -449009.150309 + Penalty 2686.336304 = -446322.814006 nChanged 30 SP:Iteration 20F (1194.754330 sec): 3 clusters Score: Raw -449020.847054 + Penalty 2686.336304 = -446334.510750 nChanged 22 SP:Iteration 21Q (1194.817259 sec): 3 clusters Score: Raw -449027.319764 + Penalty 2686.336304 = -446340.983461 nChanged 15 SP:Iteration 22Q (1194.878020 sec): 3 clusters Score: Raw -449032.088270 + Penalty 2686.336304 = -446345.751966 nChanged 22 SP:Iteration 23Q (1194.929757 sec): 3 clusters Score: Raw -449040.999357 + Penalty 2686.336304 = -446354.663053 nChanged 30 SP:Iteration 24Q (1194.980106 sec): 3 clusters Score: Raw -449054.263280 + Penalty 2686.336304 = -446367.926976 nChanged 29 SP:Iteration 25Q (1195.029048 sec): 3 clusters Score: Raw -449068.291069 + Penalty 2686.336304 = -446381.954765 nChanged 33 SP:Iteration 26Q (1195.081945 sec): 3 clusters Score: Raw -449083.261678 + Penalty 2686.336304 = -446396.925375 nChanged 32 SP:Iteration 27Q (1195.134924 sec): 3 clusters Score: Raw -449102.777994 + Penalty 2686.336304 = -446416.441691 nChanged 37 SP:Iteration 28Q (1195.188367 sec): 3 clusters Score: Raw -449123.821344 + Penalty 2686.336304 = -446437.485040 nChanged 44 SP:Iteration 29Q (1195.248407 sec): 3 clusters Score: Raw -449151.142485 + Penalty 2686.336304 = -446464.806181 nChanged 51 SP:Iteration 30Q (1195.296251 sec): 3 clusters Score: Raw -449190.499413 + Penalty 2686.336304 = -446504.163110 nChanged 61 SP:Iteration 31Q (1195.357699 sec): 3 clusters Score: Raw -449244.498508 + Penalty 2686.336304 = -446558.162204 nChanged 75 SP:Iteration 32Q (1195.403688 sec): 3 clusters Score: Raw -449323.327695 + Penalty 2686.336304 = -446636.991391 nChanged 74 SP:Iteration 33Q (1195.454578 sec): 3 clusters Score: Raw -449387.722180 + Penalty 2686.336304 = -446701.385876 nChanged 60 SP:Iteration 34Q (1195.511287 sec): 3 clusters Score: Raw -449446.114173 + Penalty 2686.336304 = -446759.777869 nChanged 51 SP:Iteration 35Q (1195.557791 sec): 3 clusters Score: Raw -449490.646672 + Penalty 2686.336304 = -446804.310369 nChanged 45 SP:Iteration 36Q (1195.610460 sec): 3 clusters Score: Raw -449535.537443 + Penalty 2686.336304 = -446849.201139 nChanged 29 SP:Iteration 37Q (1195.663809 sec): 3 clusters Score: Raw -449555.448383 + Penalty 2686.336304 = -446869.112080 nChanged 18 SP:Iteration 38Q (1195.727234 sec): 3 clusters Score: Raw -449563.357735 + Penalty 2686.336304 = -446877.021431 nChanged 14 SP:Iteration 39Q (1195.771606 sec): 3 clusters Score: Raw -449568.667006 + Penalty 2686.336304 = -446882.330702 nChanged 7 SP:Iteration 40F (1195.835304 sec): 3 clusters Score: Raw -449587.597117 + Penalty 2686.336304 = -446901.260813 nChanged 9 SP:Iteration 41Q (1195.893452 sec): 3 clusters Score: Raw -449596.127392 + Penalty 2686.336304 = -446909.791089 nChanged 20 SP:Iteration 42Q (1195.935501 sec): 3 clusters Score: Raw -449605.940569 + Penalty 2686.336304 = -446919.604265 nChanged 16 SP:Iteration 43Q (1195.995792 sec): 3 clusters Score: Raw -449612.205760 + Penalty 2686.336304 = -446925.869457 nChanged 12 SP:Iteration 44Q (1196.043559 sec): 3 clusters Score: Raw -449615.272836 + Penalty 2686.336304 = -446928.936532 nChanged 10 SP:Iteration 45Q (1196.095013 sec): 3 clusters Score: Raw -449618.345452 + Penalty 2686.336304 = -446932.009148 nChanged 6 SP:Iteration 46Q (1196.151371 sec): 3 clusters Score: Raw -449619.555405 + Penalty 2686.336304 = -446933.219102 nChanged 5 SP:Iteration 47Q (1196.208406 sec): 3 clusters Score: Raw -449620.522169 + Penalty 2686.336304 = -446934.185865 nChanged 4 SP:Iteration 48Q (1196.264682 sec): 3 clusters Score: Raw -449621.284703 + Penalty 2686.336304 = -446934.948399 nChanged 2 SP:Iteration 49Q (1196.313176 sec): 3 clusters Score: Raw -449621.487302 + Penalty 2686.336304 = -446935.150998 nChanged 1 SP:Iteration 50Q (1196.372463 sec): 3 clusters Score: Raw -449621.612937 + Penalty 2686.336304 = -446935.276633 nChanged 1 SP:Iteration 51Q (1196.420809 sec): 3 clusters Score: Raw -449622.026543 + Penalty 2686.336304 = -446935.690239 nChanged 3 SP:Iteration 52Q (1196.480060 sec): 3 clusters Score: Raw -449622.545612 + Penalty 2686.336304 = -446936.209308 nChanged 1 SP:Iteration 53Q (1196.530253 sec): 3 clusters Score: Raw -449622.804360 + Penalty 2686.336304 = -446936.468056 nChanged 1 SP:Iteration 54Q (1196.573887 sec): 3 clusters Score: Raw -449623.015199 + Penalty 2686.336304 = -446936.678896 nChanged 0 SP:Iteration 55F (1196.636472 sec): 3 clusters Score: Raw -449623.015199 + Penalty 2686.336304 = -446936.678896 nChanged 0 Score: Raw -86561121.684351 + Penalty 65962.637360 = -86495159.046991 Splitting cluster 21 changes total score from -86495868.003368 to -86495159.046991 So it's not getting split. Trying to split cluster 22 (2566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1210.388080 sec): 2 clusters Score: Raw -289192.747067 + Penalty 1275.641826 = -287917.105241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1210.439067 sec): 3 clusters Score: Raw -288013.800983 + Penalty 2551.283652 = -285462.517331 nChanged 937 SP:Iteration 1F (1210.490353 sec): 3 clusters Score: Raw -288623.783391 + Penalty 2551.283652 = -286072.499739 nChanged 196 SP:Iteration 2F (1210.536919 sec): 3 clusters Score: Raw -288775.178056 + Penalty 2551.283652 = -286223.894404 nChanged 133 SP:Iteration 3F (1210.583683 sec): 3 clusters Score: Raw -288866.596911 + Penalty 2551.283652 = -286315.313259 nChanged 106 SP:Iteration 4Q (1210.648406 sec): 3 clusters Score: Raw -288940.247576 + Penalty 2551.283652 = -286388.963924 nChanged 83 SP:Iteration 5Q (1210.694539 sec): 3 clusters Score: Raw -288985.161084 + Penalty 2551.283652 = -286433.877432 nChanged 56 SP:Iteration 6Q (1210.752064 sec): 3 clusters Score: Raw -289017.031261 + Penalty 2551.283652 = -286465.747609 nChanged 49 SP:Iteration 7Q (1210.805565 sec): 3 clusters Score: Raw -289038.208466 + Penalty 2551.283652 = -286486.924813 nChanged 30 SP:Iteration 8Q (1210.848301 sec): 3 clusters Score: Raw -289052.514271 + Penalty 2551.283652 = -286501.230619 nChanged 26 SP:Iteration 9Q (1210.898079 sec): 3 clusters Score: Raw -289065.898603 + Penalty 2551.283652 = -286514.614951 nChanged 26 SP:Iteration 10Q (1210.954298 sec): 3 clusters Score: Raw -289082.869571 + Penalty 2551.283652 = -286531.585919 nChanged 33 SP:Iteration 11Q (1211.007182 sec): 3 clusters Score: Raw -289097.836916 + Penalty 2551.283652 = -286546.553264 nChanged 38 SP:Iteration 12Q (1211.061836 sec): 3 clusters Score: Raw -289116.569583 + Penalty 2551.283652 = -286565.285930 nChanged 27 SP:Iteration 13Q (1211.120813 sec): 3 clusters Score: Raw -289130.862795 + Penalty 2551.283652 = -286579.579143 nChanged 30 SP:Iteration 14Q (1211.173633 sec): 3 clusters Score: Raw -289148.201488 + Penalty 2551.283652 = -286596.917836 nChanged 27 SP:Iteration 15Q (1211.215158 sec): 3 clusters Score: Raw -289162.179207 + Penalty 2551.283652 = -286610.895555 nChanged 32 SP:Iteration 16Q (1211.272978 sec): 3 clusters Score: Raw -289183.093321 + Penalty 2551.283652 = -286631.809669 nChanged 34 SP:Iteration 17Q (1211.316301 sec): 3 clusters Score: Raw -289207.484509 + Penalty 2551.283652 = -286656.200857 nChanged 50 SP:Iteration 18Q (1211.372140 sec): 3 clusters Score: Raw -289251.505250 + Penalty 2551.283652 = -286700.221598 nChanged 60 SP:Iteration 19Q (1211.414880 sec): 3 clusters Score: Raw -289301.316047 + Penalty 2551.283652 = -286750.032394 nChanged 48 SP:Iteration 20F (1211.460199 sec): 3 clusters Score: Raw -289333.050892 + Penalty 2551.283652 = -286781.767240 nChanged 51 SP:Iteration 21Q (1211.512603 sec): 3 clusters Score: Raw -289370.706941 + Penalty 2551.283652 = -286819.423289 nChanged 55 SP:Iteration 22Q (1211.565099 sec): 3 clusters Score: Raw -289413.010913 + Penalty 2551.283652 = -286861.727261 nChanged 58 SP:Iteration 23Q (1211.612759 sec): 3 clusters Score: Raw -289457.833908 + Penalty 2551.283652 = -286906.550255 nChanged 55 SP:Iteration 24Q (1211.660651 sec): 3 clusters Score: Raw -289507.303162 + Penalty 2551.283652 = -286956.019510 nChanged 58 SP:Iteration 25Q (1211.708313 sec): 3 clusters Score: Raw -289556.062307 + Penalty 2551.283652 = -287004.778655 nChanged 53 SP:Iteration 26Q (1211.754565 sec): 3 clusters Score: Raw -289601.908230 + Penalty 2551.283652 = -287050.624578 nChanged 66 SP:Iteration 27Q (1211.802047 sec): 3 clusters Score: Raw -289661.421212 + Penalty 2551.283652 = -287110.137560 nChanged 55 SP:Iteration 28Q (1211.847490 sec): 3 clusters Score: Raw -289717.704207 + Penalty 2551.283652 = -287166.420555 nChanged 67 SP:Iteration 29Q (1211.894165 sec): 3 clusters Score: Raw -289782.024228 + Penalty 2551.283652 = -287230.740576 nChanged 59 SP:Iteration 30Q (1211.934755 sec): 3 clusters Score: Raw -289839.681441 + Penalty 2551.283652 = -287288.397788 nChanged 45 SP:Iteration 31Q (1211.987967 sec): 3 clusters Score: Raw -289882.739038 + Penalty 2551.283652 = -287331.455386 nChanged 52 SP:Iteration 32Q (1212.030902 sec): 3 clusters Score: Raw -289931.199426 + Penalty 2551.283652 = -287379.915774 nChanged 41 SP:Iteration 33Q (1212.085748 sec): 3 clusters Score: Raw -289968.234437 + Penalty 2551.283652 = -287416.950785 nChanged 30 SP:Iteration 34Q (1212.129155 sec): 3 clusters Score: Raw -289983.429739 + Penalty 2551.283652 = -287432.146087 nChanged 12 SP:Iteration 35Q (1212.169828 sec): 3 clusters Score: Raw -289989.016371 + Penalty 2551.283652 = -287437.732719 nChanged 15 SP:Iteration 36Q (1212.226143 sec): 3 clusters Score: Raw -289996.365219 + Penalty 2551.283652 = -287445.081567 nChanged 15 SP:Iteration 37Q (1212.273493 sec): 3 clusters Score: Raw -290004.151331 + Penalty 2551.283652 = -287452.867679 nChanged 8 SP:Iteration 38Q (1212.320787 sec): 3 clusters Score: Raw -290008.299749 + Penalty 2551.283652 = -287457.016097 nChanged 5 SP:Iteration 39Q (1212.367636 sec): 3 clusters Score: Raw -290010.643563 + Penalty 2551.283652 = -287459.359910 nChanged 5 SP:Iteration 40F (1212.415259 sec): 3 clusters Score: Raw -290014.563315 + Penalty 2551.283652 = -287463.279663 nChanged 10 SP:Iteration 41Q (1212.455358 sec): 3 clusters Score: Raw -290021.980013 + Penalty 2551.283652 = -287470.696361 nChanged 13 SP:Iteration 42Q (1212.503784 sec): 3 clusters Score: Raw -290031.363162 + Penalty 2551.283652 = -287480.079510 nChanged 13 SP:Iteration 43Q (1212.568262 sec): 3 clusters Score: Raw -290043.522037 + Penalty 2551.283652 = -287492.238385 nChanged 18 SP:Iteration 44Q (1212.605867 sec): 3 clusters Score: Raw -290056.368649 + Penalty 2551.283652 = -287505.084997 nChanged 19 SP:Iteration 45Q (1212.666890 sec): 3 clusters Score: Raw -290074.473108 + Penalty 2551.283652 = -287523.189455 nChanged 27 SP:Iteration 46Q (1212.716487 sec): 3 clusters Score: Raw -290099.125212 + Penalty 2551.283652 = -287547.841560 nChanged 32 SP:Iteration 47Q (1212.758318 sec): 3 clusters Score: Raw -290131.695916 + Penalty 2551.283652 = -287580.412264 nChanged 43 SP:Iteration 48Q (1212.816370 sec): 3 clusters Score: Raw -290170.787986 + Penalty 2551.283652 = -287619.504333 nChanged 40 SP:Iteration 49Q (1212.868860 sec): 3 clusters Score: Raw -290205.749583 + Penalty 2551.283652 = -287654.465931 nChanged 27 SP:Iteration 50Q (1212.920332 sec): 3 clusters Score: Raw -290228.469962 + Penalty 2551.283652 = -287677.186310 nChanged 18 SP:Iteration 51Q (1212.972989 sec): 3 clusters Score: Raw -290246.680235 + Penalty 2551.283652 = -287695.396583 nChanged 32 SP:Iteration 52Q (1213.031319 sec): 3 clusters Score: Raw -290280.473871 + Penalty 2551.283652 = -287729.190218 nChanged 31 SP:Iteration 53Q (1213.077076 sec): 3 clusters Score: Raw -290310.486095 + Penalty 2551.283652 = -287759.202443 nChanged 27 SP:Iteration 54Q (1213.133192 sec): 3 clusters Score: Raw -290337.194356 + Penalty 2551.283652 = -287785.910704 nChanged 27 SP:Iteration 55Q (1213.186037 sec): 3 clusters Score: Raw -290366.517186 + Penalty 2551.283652 = -287815.233534 nChanged 23 SP:Iteration 56Q (1213.243724 sec): 3 clusters Score: Raw -290386.751048 + Penalty 2551.283652 = -287835.467396 nChanged 22 SP:Iteration 57Q (1213.290393 sec): 3 clusters Score: Raw -290402.614552 + Penalty 2551.283652 = -287851.330899 nChanged 16 SP:Iteration 58Q (1213.340302 sec): 3 clusters Score: Raw -290414.411644 + Penalty 2551.283652 = -287863.127992 nChanged 15 SP:Iteration 59Q (1213.392158 sec): 3 clusters Score: Raw -290430.188494 + Penalty 2551.283652 = -287878.904842 nChanged 8 SP:Iteration 60F (1213.446055 sec): 3 clusters Score: Raw -290436.826200 + Penalty 2551.283652 = -287885.542548 nChanged 8 SP:Iteration 61Q (1213.500233 sec): 3 clusters Score: Raw -290440.837188 + Penalty 2551.283652 = -287889.553536 nChanged 4 SP:Iteration 62Q (1213.553391 sec): 3 clusters Score: Raw -290442.386822 + Penalty 2551.283652 = -287891.103170 nChanged 1 SP:Iteration 63Q (1213.596742 sec): 3 clusters Score: Raw -290443.036287 + Penalty 2551.283652 = -287891.752634 nChanged 3 SP:Iteration 64Q (1213.651115 sec): 3 clusters Score: Raw -290444.597855 + Penalty 2551.283652 = -287893.314203 nChanged 2 SP:Iteration 65Q (1213.704917 sec): 3 clusters Score: Raw -290445.449706 + Penalty 2551.283652 = -287894.166054 nChanged 3 SP:Iteration 66Q (1213.762235 sec): 3 clusters Score: Raw -290446.605218 + Penalty 2551.283652 = -287895.321566 nChanged 2 SP:Iteration 67Q (1213.815478 sec): 3 clusters Score: Raw -290447.514832 + Penalty 2551.283652 = -287896.231180 nChanged 3 SP:Iteration 68Q (1213.864226 sec): 3 clusters Score: Raw -290449.479701 + Penalty 2551.283652 = -287898.196049 nChanged 1 SP:Iteration 69Q (1213.915220 sec): 3 clusters Score: Raw -290450.047822 + Penalty 2551.283652 = -287898.764170 nChanged 0 SP:Iteration 70F (1213.967472 sec): 3 clusters Score: Raw -290450.047822 + Penalty 2551.283652 = -287898.764170 nChanged 0 Trying to split cluster 23 (1641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1213.982977 sec): 2 clusters Score: Raw -166232.105135 + Penalty 1202.997427 = -165029.107708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1214.043989 sec): 3 clusters Score: Raw -165673.865819 + Penalty 2405.994855 = -163267.870964 nChanged 575 SP:Iteration 1F (1214.081241 sec): 3 clusters Score: Raw -166161.012372 + Penalty 2405.994855 = -163755.017517 nChanged 149 SP:Iteration 2F (1214.133869 sec): 3 clusters Score: Raw -166296.770424 + Penalty 2405.994855 = -163890.775569 nChanged 76 SP:Iteration 3Q (1214.185923 sec): 3 clusters Score: Raw -166385.255325 + Penalty 2405.994855 = -163979.260471 nChanged 58 SP:Iteration 4Q (1214.238449 sec): 3 clusters Score: Raw -166428.518720 + Penalty 2405.994855 = -164022.523865 nChanged 52 SP:Iteration 5Q (1214.290946 sec): 3 clusters Score: Raw -166511.306818 + Penalty 2405.994855 = -164105.311964 nChanged 70 SP:Iteration 6Q (1214.343736 sec): 3 clusters Score: Raw -166598.878868 + Penalty 2405.994855 = -164192.884013 nChanged 81 SP:Iteration 7Q (1214.388480 sec): 3 clusters Score: Raw -166758.576078 + Penalty 2405.994855 = -164352.581224 nChanged 79 SP:Iteration 8Q (1214.438848 sec): 3 clusters Score: Raw -166931.100125 + Penalty 2405.994855 = -164525.105271 nChanged 83 SP:Iteration 9F (1214.491947 sec): 3 clusters Score: Raw -167024.343538 + Penalty 2405.994855 = -164618.348684 nChanged 65 SP:Iteration 10Q (1214.546363 sec): 3 clusters Score: Raw -167102.621267 + Penalty 2405.994855 = -164696.626413 nChanged 56 SP:Iteration 11Q (1214.586250 sec): 3 clusters Score: Raw -167183.983637 + Penalty 2405.994855 = -164777.988782 nChanged 44 SP:Iteration 12Q (1214.641112 sec): 3 clusters Score: Raw -167242.386416 + Penalty 2405.994855 = -164836.391561 nChanged 29 SP:Iteration 13Q (1214.693249 sec): 3 clusters Score: Raw -167294.411220 + Penalty 2405.994855 = -164888.416365 nChanged 28 SP:Iteration 14Q (1214.741687 sec): 3 clusters Score: Raw -167327.018317 + Penalty 2405.994855 = -164921.023462 nChanged 23 SP:Iteration 15Q (1214.793635 sec): 3 clusters Score: Raw -167352.465941 + Penalty 2405.994855 = -164946.471086 nChanged 11 SP:Iteration 16Q (1214.847938 sec): 3 clusters Score: Raw -167363.334393 + Penalty 2405.994855 = -164957.339539 nChanged 6 SP:Iteration 17Q (1214.898508 sec): 3 clusters Score: Raw -167369.856962 + Penalty 2405.994855 = -164963.862108 nChanged 4 SP:Iteration 18Q (1214.943110 sec): 3 clusters Score: Raw -167374.719051 + Penalty 2405.994855 = -164968.724197 nChanged 8 SP:Iteration 19Q (1214.996708 sec): 3 clusters Score: Raw -167384.686859 + Penalty 2405.994855 = -164978.692005 nChanged 5 SP:Iteration 20F (1215.057327 sec): 3 clusters Score: Raw -167391.367661 + Penalty 2405.994855 = -164985.372806 nChanged 6 SP:Iteration 21Q (1215.108163 sec): 3 clusters Score: Raw -167401.476672 + Penalty 2405.994855 = -164995.481817 nChanged 5 SP:Iteration 22Q (1215.157933 sec): 3 clusters Score: Raw -167408.281167 + Penalty 2405.994855 = -165002.286312 nChanged 8 SP:Iteration 23Q (1215.207866 sec): 3 clusters Score: Raw -167419.536984 + Penalty 2405.994855 = -165013.542129 nChanged 4 SP:Iteration 24Q (1215.266230 sec): 3 clusters Score: Raw -167425.153657 + Penalty 2405.994855 = -165019.158803 nChanged 1 SP:Iteration 25Q (1215.312754 sec): 3 clusters Score: Raw -167425.814369 + Penalty 2405.994855 = -165019.819514 nChanged 1 SP:Iteration 26Q (1215.364109 sec): 3 clusters Score: Raw -167426.833190 + Penalty 2405.994855 = -165020.838336 nChanged 1 SP:Iteration 27Q (1215.402166 sec): 3 clusters Score: Raw -167427.677989 + Penalty 2405.994855 = -165021.683135 nChanged 0 SP:Iteration 28F (1215.457610 sec): 3 clusters Score: Raw -167427.677989 + Penalty 2405.994855 = -165021.683135 nChanged 0 Trying to split cluster 24 (2330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1215.478588 sec): 2 clusters Score: Raw -262606.997987 + Penalty 1259.963826 = -261347.034160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1215.531007 sec): 3 clusters Score: Raw -261543.567767 + Penalty 2519.927653 = -259023.640114 nChanged 856 SP:Iteration 1F (1215.586766 sec): 3 clusters Score: Raw -262164.299368 + Penalty 2519.927653 = -259644.371716 nChanged 235 SP:Iteration 2F (1215.637541 sec): 3 clusters Score: Raw -262405.335939 + Penalty 2519.927653 = -259885.408286 nChanged 165 SP:Iteration 3F (1215.688072 sec): 3 clusters Score: Raw -262610.116538 + Penalty 2519.927653 = -260090.188886 nChanged 154 SP:Iteration 4F (1215.736009 sec): 3 clusters Score: Raw -262805.391523 + Penalty 2519.927653 = -260285.463871 nChanged 123 SP:Iteration 5F (1215.776453 sec): 3 clusters Score: Raw -262909.746502 + Penalty 2519.927653 = -260389.818850 nChanged 93 SP:Iteration 6Q (1215.831629 sec): 3 clusters Score: Raw -262994.500703 + Penalty 2519.927653 = -260474.573050 nChanged 78 SP:Iteration 7Q (1215.879294 sec): 3 clusters Score: Raw -263068.573881 + Penalty 2519.927653 = -260548.646228 nChanged 68 SP:Iteration 8Q (1215.917313 sec): 3 clusters Score: Raw -263131.975858 + Penalty 2519.927653 = -260612.048205 nChanged 62 SP:Iteration 9Q (1215.977927 sec): 3 clusters Score: Raw -263193.839528 + Penalty 2519.927653 = -260673.911875 nChanged 43 SP:Iteration 10Q (1216.020979 sec): 3 clusters Score: Raw -263248.058169 + Penalty 2519.927653 = -260728.130516 nChanged 43 SP:Iteration 11Q (1216.075451 sec): 3 clusters Score: Raw -263297.603447 + Penalty 2519.927653 = -260777.675794 nChanged 42 SP:Iteration 12Q (1216.131801 sec): 3 clusters Score: Raw -263326.909712 + Penalty 2519.927653 = -260806.982059 nChanged 33 SP:Iteration 13Q (1216.181164 sec): 3 clusters Score: Raw -263346.289173 + Penalty 2519.927653 = -260826.361520 nChanged 29 SP:Iteration 14Q (1216.237284 sec): 3 clusters Score: Raw -263369.077419 + Penalty 2519.927653 = -260849.149766 nChanged 26 SP:Iteration 15Q (1216.286849 sec): 3 clusters Score: Raw -263390.396680 + Penalty 2519.927653 = -260870.469028 nChanged 25 SP:Iteration 16Q (1216.334900 sec): 3 clusters Score: Raw -263403.809169 + Penalty 2519.927653 = -260883.881516 nChanged 17 SP:Iteration 17Q (1216.378275 sec): 3 clusters Score: Raw -263414.360130 + Penalty 2519.927653 = -260894.432478 nChanged 10 SP:Iteration 18Q (1216.435713 sec): 3 clusters Score: Raw -263419.862144 + Penalty 2519.927653 = -260899.934492 nChanged 3 SP:Iteration 19Q (1216.473572 sec): 3 clusters Score: Raw -263421.439813 + Penalty 2519.927653 = -260901.512160 nChanged 0 SP:Iteration 20F (1216.531663 sec): 3 clusters Score: Raw -263421.439813 + Penalty 2519.927653 = -260901.512160 nChanged 0 Trying to split cluster 25 (10148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1216.571473 sec): 2 clusters Score: Raw -1197783.019481 + Penalty 1499.067687 = -1196283.951794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1216.638041 sec): 3 clusters Score: Raw -1192078.596030 + Penalty 2998.135374 = -1189080.460656 nChanged 4330 SP:Iteration 1F (1216.696792 sec): 3 clusters Score: Raw -1194398.862174 + Penalty 2998.135374 = -1191400.726799 nChanged 568 SP:Iteration 2F (1216.762777 sec): 3 clusters Score: Raw -1194643.282222 + Penalty 2998.135374 = -1191645.146848 nChanged 506 SP:Iteration 3Q (1216.831223 sec): 3 clusters Score: Raw -1194858.614922 + Penalty 2998.135374 = -1191860.479548 nChanged 435 SP:Iteration 4Q (1216.896481 sec): 3 clusters Score: Raw -1195024.180981 + Penalty 2998.135374 = -1192026.045606 nChanged 381 SP:Iteration 5Q (1216.961059 sec): 3 clusters Score: Raw -1195171.632156 + Penalty 2998.135374 = -1192173.496782 nChanged 377 SP:Iteration 6Q (1217.031733 sec): 3 clusters Score: Raw -1195334.922445 + Penalty 2998.135374 = -1192336.787071 nChanged 402 SP:Iteration 7Q (1217.085362 sec): 3 clusters Score: Raw -1195522.803366 + Penalty 2998.135374 = -1192524.667992 nChanged 368 SP:Iteration 8Q (1217.148472 sec): 3 clusters Score: Raw -1195688.438867 + Penalty 2998.135374 = -1192690.303493 nChanged 362 SP:Iteration 9Q (1217.221435 sec): 3 clusters Score: Raw -1195868.171088 + Penalty 2998.135374 = -1192870.035714 nChanged 349 SP:Iteration 10Q (1217.274425 sec): 3 clusters Score: Raw -1196099.125963 + Penalty 2998.135374 = -1193100.990588 nChanged 390 SP:Iteration 11Q (1217.338585 sec): 3 clusters Score: Raw -1196346.839965 + Penalty 2998.135374 = -1193348.704591 nChanged 356 SP:Iteration 12Q (1217.410106 sec): 3 clusters Score: Raw -1196593.183656 + Penalty 2998.135374 = -1193595.048281 nChanged 333 SP:Iteration 13Q (1217.476756 sec): 3 clusters Score: Raw -1196809.889157 + Penalty 2998.135374 = -1193811.753783 nChanged 286 SP:Iteration 14Q (1217.527775 sec): 3 clusters Score: Raw -1196969.852247 + Penalty 2998.135374 = -1193971.716873 nChanged 226 SP:Iteration 15Q (1217.603147 sec): 3 clusters Score: Raw -1197079.392566 + Penalty 2998.135374 = -1194081.257192 nChanged 192 SP:Iteration 16Q (1217.661751 sec): 3 clusters Score: Raw -1197168.755812 + Penalty 2998.135374 = -1194170.620438 nChanged 145 SP:Iteration 17Q (1217.734544 sec): 3 clusters Score: Raw -1197234.563363 + Penalty 2998.135374 = -1194236.427989 nChanged 141 SP:Iteration 18Q (1217.794158 sec): 3 clusters Score: Raw -1197293.387388 + Penalty 2998.135374 = -1194295.252014 nChanged 130 SP:Iteration 19Q (1217.859072 sec): 3 clusters Score: Raw -1197348.704645 + Penalty 2998.135374 = -1194350.569271 nChanged 131 SP:Iteration 20F (1217.926792 sec): 3 clusters Score: Raw -1197408.237791 + Penalty 2998.135374 = -1194410.102417 nChanged 119 SP:Iteration 21Q (1217.992672 sec): 3 clusters Score: Raw -1197463.485093 + Penalty 2998.135374 = -1194465.349719 nChanged 123 SP:Iteration 22Q (1218.056560 sec): 3 clusters Score: Raw -1197520.709155 + Penalty 2998.135374 = -1194522.573781 nChanged 116 SP:Iteration 23Q (1218.119635 sec): 3 clusters Score: Raw -1197582.748158 + Penalty 2998.135374 = -1194584.612784 nChanged 111 SP:Iteration 24Q (1218.171575 sec): 3 clusters Score: Raw -1197644.908561 + Penalty 2998.135374 = -1194646.773186 nChanged 109 SP:Iteration 25Q (1218.235748 sec): 3 clusters Score: Raw -1197715.602721 + Penalty 2998.135374 = -1194717.467347 nChanged 98 SP:Iteration 26Q (1218.311037 sec): 3 clusters Score: Raw -1197775.002371 + Penalty 2998.135374 = -1194776.866997 nChanged 96 SP:Iteration 27Q (1218.370871 sec): 3 clusters Score: Raw -1197833.120288 + Penalty 2998.135374 = -1194834.984913 nChanged 82 SP:Iteration 28Q (1218.439188 sec): 3 clusters Score: Raw -1197887.115024 + Penalty 2998.135374 = -1194888.979650 nChanged 71 SP:Iteration 29Q (1218.504806 sec): 3 clusters Score: Raw -1197931.353144 + Penalty 2998.135374 = -1194933.217770 nChanged 76 SP:Iteration 30Q (1218.559008 sec): 3 clusters Score: Raw -1197977.563039 + Penalty 2998.135374 = -1194979.427665 nChanged 54 SP:Iteration 31Q (1218.628616 sec): 3 clusters Score: Raw -1198004.660096 + Penalty 2998.135374 = -1195006.524722 nChanged 47 SP:Iteration 32Q (1218.677986 sec): 3 clusters Score: Raw -1198025.784574 + Penalty 2998.135374 = -1195027.649200 nChanged 31 SP:Iteration 33Q (1218.750383 sec): 3 clusters Score: Raw -1198035.901274 + Penalty 2998.135374 = -1195037.765900 nChanged 28 SP:Iteration 34Q (1218.802294 sec): 3 clusters Score: Raw -1198049.238202 + Penalty 2998.135374 = -1195051.102828 nChanged 30 SP:Iteration 35Q (1218.878428 sec): 3 clusters Score: Raw -1198063.120363 + Penalty 2998.135374 = -1195064.984988 nChanged 27 SP:Iteration 36Q (1218.941438 sec): 3 clusters Score: Raw -1198074.133577 + Penalty 2998.135374 = -1195075.998203 nChanged 23 SP:Iteration 37Q (1219.006622 sec): 3 clusters Score: Raw -1198082.267852 + Penalty 2998.135374 = -1195084.132478 nChanged 18 SP:Iteration 38Q (1219.073794 sec): 3 clusters Score: Raw -1198088.861643 + Penalty 2998.135374 = -1195090.726268 nChanged 10 SP:Iteration 39Q (1219.138417 sec): 3 clusters Score: Raw -1198092.921557 + Penalty 2998.135374 = -1195094.786183 nChanged 8 SP:Iteration 40F (1219.204325 sec): 3 clusters Score: Raw -1198096.438991 + Penalty 2998.135374 = -1195098.303616 nChanged 7 SP:Iteration 41Q (1219.254137 sec): 3 clusters Score: Raw -1198099.465361 + Penalty 2998.135374 = -1195101.329987 nChanged 6 SP:Iteration 42Q (1219.326723 sec): 3 clusters Score: Raw -1198101.759793 + Penalty 2998.135374 = -1195103.624419 nChanged 9 SP:Iteration 43Q (1219.376175 sec): 3 clusters Score: Raw -1198104.349471 + Penalty 2998.135374 = -1195106.214097 nChanged 4 SP:Iteration 44Q (1219.437381 sec): 3 clusters Score: Raw -1198105.090155 + Penalty 2998.135374 = -1195106.954781 nChanged 1 SP:Iteration 45Q (1219.497804 sec): 3 clusters Score: Raw -1198105.287789 + Penalty 2998.135374 = -1195107.152415 nChanged 1 SP:Iteration 46Q (1219.557961 sec): 3 clusters Score: Raw -1198105.641885 + Penalty 2998.135374 = -1195107.506510 nChanged 0 SP:Iteration 47F (1219.633590 sec): 3 clusters Score: Raw -1198105.641885 + Penalty 2998.135374 = -1195107.506510 nChanged 0 Trying to split cluster 26 (5162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1219.668659 sec): 2 clusters Score: Raw -612261.423278 + Penalty 1389.225399 = -610872.197879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1219.724581 sec): 3 clusters Score: Raw -609595.845933 + Penalty 2778.450799 = -606817.395135 nChanged 2086 SP:Iteration 1F (1219.768657 sec): 3 clusters Score: Raw -610833.401434 + Penalty 2778.450799 = -608054.950635 nChanged 420 SP:Iteration 2F (1219.821189 sec): 3 clusters Score: Raw -611111.080190 + Penalty 2778.450799 = -608332.629391 nChanged 343 SP:Iteration 3F (1219.878386 sec): 3 clusters Score: Raw -611349.444982 + Penalty 2778.450799 = -608570.994183 nChanged 298 SP:Iteration 4F (1219.944213 sec): 3 clusters Score: Raw -611548.207716 + Penalty 2778.450799 = -608769.756917 nChanged 274 SP:Iteration 5F (1219.990589 sec): 3 clusters Score: Raw -611696.218978 + Penalty 2778.450799 = -608917.768180 nChanged 206 SP:Iteration 6Q (1220.058955 sec): 3 clusters Score: Raw -611804.818107 + Penalty 2778.450799 = -609026.367309 nChanged 182 SP:Iteration 7Q (1220.102543 sec): 3 clusters Score: Raw -611897.087690 + Penalty 2778.450799 = -609118.636891 nChanged 152 SP:Iteration 8Q (1220.158973 sec): 3 clusters Score: Raw -611970.331447 + Penalty 2778.450799 = -609191.880648 nChanged 117 SP:Iteration 9Q (1220.214922 sec): 3 clusters Score: Raw -612020.442037 + Penalty 2778.450799 = -609241.991239 nChanged 110 SP:Iteration 10Q (1220.271965 sec): 3 clusters Score: Raw -612072.256619 + Penalty 2778.450799 = -609293.805820 nChanged 108 SP:Iteration 11Q (1220.339731 sec): 3 clusters Score: Raw -612126.114612 + Penalty 2778.450799 = -609347.663813 nChanged 101 SP:Iteration 12Q (1220.385051 sec): 3 clusters Score: Raw -612173.097067 + Penalty 2778.450799 = -609394.646269 nChanged 99 SP:Iteration 13Q (1220.444179 sec): 3 clusters Score: Raw -612219.412338 + Penalty 2778.450799 = -609440.961539 nChanged 101 SP:Iteration 14Q (1220.502681 sec): 3 clusters Score: Raw -612273.415664 + Penalty 2778.450799 = -609494.964865 nChanged 83 SP:Iteration 15Q (1220.568363 sec): 3 clusters Score: Raw -612317.278412 + Penalty 2778.450799 = -609538.827613 nChanged 79 SP:Iteration 16Q (1220.615736 sec): 3 clusters Score: Raw -612357.770170 + Penalty 2778.450799 = -609579.319371 nChanged 70 SP:Iteration 17Q (1220.672453 sec): 3 clusters Score: Raw -612392.178463 + Penalty 2778.450799 = -609613.727664 nChanged 52 SP:Iteration 18Q (1220.740453 sec): 3 clusters Score: Raw -612413.396089 + Penalty 2778.450799 = -609634.945291 nChanged 43 SP:Iteration 19Q (1220.788223 sec): 3 clusters Score: Raw -612435.442902 + Penalty 2778.450799 = -609656.992104 nChanged 45 SP:Iteration 20F (1220.844258 sec): 3 clusters Score: Raw -612461.845217 + Penalty 2778.450799 = -609683.394418 nChanged 39 SP:Iteration 21Q (1220.909734 sec): 3 clusters Score: Raw -612482.829892 + Penalty 2778.450799 = -609704.379093 nChanged 29 SP:Iteration 22Q (1220.968464 sec): 3 clusters Score: Raw -612498.707174 + Penalty 2778.450799 = -609720.256375 nChanged 33 SP:Iteration 23Q (1221.012380 sec): 3 clusters Score: Raw -612515.747535 + Penalty 2778.450799 = -609737.296737 nChanged 30 SP:Iteration 24Q (1221.069078 sec): 3 clusters Score: Raw -612534.600989 + Penalty 2778.450799 = -609756.150190 nChanged 25 SP:Iteration 25Q (1221.129025 sec): 3 clusters Score: Raw -612547.090953 + Penalty 2778.450799 = -609768.640154 nChanged 17 SP:Iteration 26Q (1221.189920 sec): 3 clusters Score: Raw -612555.597679 + Penalty 2778.450799 = -609777.146880 nChanged 17 SP:Iteration 27Q (1221.246684 sec): 3 clusters Score: Raw -612566.297483 + Penalty 2778.450799 = -609787.846684 nChanged 24 SP:Iteration 28Q (1221.292274 sec): 3 clusters Score: Raw -612578.443565 + Penalty 2778.450799 = -609799.992767 nChanged 15 SP:Iteration 29Q (1221.361125 sec): 3 clusters Score: Raw -612586.001358 + Penalty 2778.450799 = -609807.550560 nChanged 15 SP:Iteration 30Q (1221.417783 sec): 3 clusters Score: Raw -612592.762539 + Penalty 2778.450799 = -609814.311741 nChanged 13 SP:Iteration 31Q (1221.462254 sec): 3 clusters Score: Raw -612599.695645 + Penalty 2778.450799 = -609821.244846 nChanged 9 SP:Iteration 32Q (1221.530884 sec): 3 clusters Score: Raw -612602.967826 + Penalty 2778.450799 = -609824.517028 nChanged 7 SP:Iteration 33Q (1221.586652 sec): 3 clusters Score: Raw -612605.297442 + Penalty 2778.450799 = -609826.846643 nChanged 6 SP:Iteration 34Q (1221.630270 sec): 3 clusters Score: Raw -612607.306703 + Penalty 2778.450799 = -609828.855905 nChanged 3 SP:Iteration 35Q (1221.696162 sec): 3 clusters Score: Raw -612608.347807 + Penalty 2778.450799 = -609829.897008 nChanged 3 SP:Iteration 36Q (1221.750885 sec): 3 clusters Score: Raw -612608.903685 + Penalty 2778.450799 = -609830.452886 nChanged 1 SP:Iteration 37Q (1221.795939 sec): 3 clusters Score: Raw -612609.309240 + Penalty 2778.450799 = -609830.858441 nChanged 1 SP:Iteration 38Q (1221.861637 sec): 3 clusters Score: Raw -612610.466364 + Penalty 2778.450799 = -609832.015566 nChanged 1 SP:Iteration 39Q (1221.921408 sec): 3 clusters Score: Raw -612610.678498 + Penalty 2778.450799 = -609832.227699 nChanged 2 SP:Iteration 40F (1221.977945 sec): 3 clusters Score: Raw -612610.940954 + Penalty 2778.450799 = -609832.490155 nChanged 1 SP:Iteration 41Q (1222.024710 sec): 3 clusters Score: Raw -612610.998800 + Penalty 2778.450799 = -609832.548001 nChanged 0 SP:Iteration 42F (1222.084493 sec): 3 clusters Score: Raw -612610.998800 + Penalty 2778.450799 = -609832.548001 nChanged 0 Trying to split cluster 27 (17357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1222.145624 sec): 2 clusters Score: Raw -1948231.926624 + Penalty 1586.284564 = -1946645.642060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1222.224863 sec): 3 clusters Score: Raw -1937903.261633 + Penalty 3172.569128 = -1934730.692505 nChanged 7712 SP:Iteration 1F (1222.298822 sec): 3 clusters Score: Raw -1942342.072551 + Penalty 3172.569128 = -1939169.503423 nChanged 1055 SP:Iteration 2F (1222.384596 sec): 3 clusters Score: Raw -1942894.799485 + Penalty 3172.569128 = -1939722.230357 nChanged 1055 SP:Iteration 3F (1222.466613 sec): 3 clusters Score: Raw -1943520.565621 + Penalty 3172.569128 = -1940347.996493 nChanged 1038 SP:Iteration 4F (1222.542748 sec): 3 clusters Score: Raw -1944143.535133 + Penalty 3172.569128 = -1940970.966005 nChanged 979 SP:Iteration 5F (1222.629322 sec): 3 clusters Score: Raw -1944806.666273 + Penalty 3172.569128 = -1941634.097145 nChanged 965 SP:Iteration 6F (1222.711753 sec): 3 clusters Score: Raw -1945488.118545 + Penalty 3172.569128 = -1942315.549417 nChanged 935 SP:Iteration 7F (1222.790126 sec): 3 clusters Score: Raw -1946176.499269 + Penalty 3172.569128 = -1943003.930141 nChanged 780 SP:Iteration 8Q (1222.864375 sec): 3 clusters Score: Raw -1946701.468686 + Penalty 3172.569128 = -1943528.899558 nChanged 625 SP:Iteration 9Q (1222.941741 sec): 3 clusters Score: Raw -1947106.977732 + Penalty 3172.569128 = -1943934.408604 nChanged 515 SP:Iteration 10Q (1223.009692 sec): 3 clusters Score: Raw -1947428.486382 + Penalty 3172.569128 = -1944255.917254 nChanged 427 SP:Iteration 11Q (1223.096951 sec): 3 clusters Score: Raw -1947670.021023 + Penalty 3172.569128 = -1944497.451896 nChanged 359 SP:Iteration 12Q (1223.174323 sec): 3 clusters Score: Raw -1947879.374898 + Penalty 3172.569128 = -1944706.805771 nChanged 306 SP:Iteration 13Q (1223.251733 sec): 3 clusters Score: Raw -1948065.535590 + Penalty 3172.569128 = -1944892.966462 nChanged 268 SP:Iteration 14Q (1223.327515 sec): 3 clusters Score: Raw -1948208.857372 + Penalty 3172.569128 = -1945036.288244 nChanged 254 SP:Iteration 15Q (1223.401194 sec): 3 clusters Score: Raw -1948333.548775 + Penalty 3172.569128 = -1945160.979648 nChanged 224 SP:Iteration 16Q (1223.477536 sec): 3 clusters Score: Raw -1948452.666715 + Penalty 3172.569128 = -1945280.097587 nChanged 217 SP:Iteration 17Q (1223.557184 sec): 3 clusters Score: Raw -1948560.236931 + Penalty 3172.569128 = -1945387.667803 nChanged 175 SP:Iteration 18Q (1223.631865 sec): 3 clusters Score: Raw -1948641.396089 + Penalty 3172.569128 = -1945468.826962 nChanged 157 SP:Iteration 19Q (1223.690876 sec): 3 clusters Score: Raw -1948709.402808 + Penalty 3172.569128 = -1945536.833681 nChanged 132 SP:Iteration 20F (1223.775280 sec): 3 clusters Score: Raw -1948756.118769 + Penalty 3172.569128 = -1945583.549641 nChanged 114 SP:Iteration 21Q (1223.850732 sec): 3 clusters Score: Raw -1948795.165620 + Penalty 3172.569128 = -1945622.596492 nChanged 89 SP:Iteration 22Q (1223.921705 sec): 3 clusters Score: Raw -1948821.964073 + Penalty 3172.569128 = -1945649.394946 nChanged 81 SP:Iteration 23Q (1224.000307 sec): 3 clusters Score: Raw -1948849.728767 + Penalty 3172.569128 = -1945677.159640 nChanged 84 SP:Iteration 24Q (1224.074002 sec): 3 clusters Score: Raw -1948877.140549 + Penalty 3172.569128 = -1945704.571421 nChanged 61 SP:Iteration 25Q (1224.137095 sec): 3 clusters Score: Raw -1948895.912646 + Penalty 3172.569128 = -1945723.343518 nChanged 59 SP:Iteration 26Q (1224.218389 sec): 3 clusters Score: Raw -1948911.619049 + Penalty 3172.569128 = -1945739.049921 nChanged 44 SP:Iteration 27Q (1224.291925 sec): 3 clusters Score: Raw -1948922.084641 + Penalty 3172.569128 = -1945749.515513 nChanged 51 SP:Iteration 28Q (1224.365583 sec): 3 clusters Score: Raw -1948934.372256 + Penalty 3172.569128 = -1945761.803128 nChanged 50 SP:Iteration 29Q (1224.443149 sec): 3 clusters Score: Raw -1948947.538780 + Penalty 3172.569128 = -1945774.969653 nChanged 41 SP:Iteration 30Q (1224.518245 sec): 3 clusters Score: Raw -1948957.434596 + Penalty 3172.569128 = -1945784.865468 nChanged 36 SP:Iteration 31Q (1224.577835 sec): 3 clusters Score: Raw -1948967.080347 + Penalty 3172.569128 = -1945794.511220 nChanged 36 SP:Iteration 32Q (1224.657708 sec): 3 clusters Score: Raw -1948977.420308 + Penalty 3172.569128 = -1945804.851180 nChanged 27 SP:Iteration 33Q (1224.727072 sec): 3 clusters Score: Raw -1948984.735136 + Penalty 3172.569128 = -1945812.166008 nChanged 15 SP:Iteration 34Q (1224.795539 sec): 3 clusters Score: Raw -1948989.121584 + Penalty 3172.569128 = -1945816.552456 nChanged 14 SP:Iteration 35Q (1224.866770 sec): 3 clusters Score: Raw -1948991.592922 + Penalty 3172.569128 = -1945819.023794 nChanged 8 SP:Iteration 36Q (1224.938713 sec): 3 clusters Score: Raw -1948993.249634 + Penalty 3172.569128 = -1945820.680506 nChanged 14 SP:Iteration 37Q (1225.013012 sec): 3 clusters Score: Raw -1948996.936056 + Penalty 3172.569128 = -1945824.366929 nChanged 14 SP:Iteration 38Q (1225.086217 sec): 3 clusters Score: Raw -1949000.621090 + Penalty 3172.569128 = -1945828.051962 nChanged 14 SP:Iteration 39Q (1225.160085 sec): 3 clusters Score: Raw -1949004.272753 + Penalty 3172.569128 = -1945831.703625 nChanged 12 SP:Iteration 40F (1225.239767 sec): 3 clusters Score: Raw -1949007.776709 + Penalty 3172.569128 = -1945835.207581 nChanged 16 SP:Iteration 41Q (1225.314485 sec): 3 clusters Score: Raw -1949011.177943 + Penalty 3172.569128 = -1945838.608815 nChanged 18 SP:Iteration 42Q (1225.389494 sec): 3 clusters Score: Raw -1949015.428381 + Penalty 3172.569128 = -1945842.859254 nChanged 16 SP:Iteration 43Q (1225.462365 sec): 3 clusters Score: Raw -1949019.777987 + Penalty 3172.569128 = -1945847.208859 nChanged 21 SP:Iteration 44Q (1225.528692 sec): 3 clusters Score: Raw -1949024.392019 + Penalty 3172.569128 = -1945851.822891 nChanged 21 SP:Iteration 45Q (1225.595965 sec): 3 clusters Score: Raw -1949030.227816 + Penalty 3172.569128 = -1945857.658688 nChanged 26 SP:Iteration 46Q (1225.657057 sec): 3 clusters Score: Raw -1949037.120292 + Penalty 3172.569128 = -1945864.551165 nChanged 22 SP:Iteration 47Q (1225.727671 sec): 3 clusters Score: Raw -1949042.909726 + Penalty 3172.569128 = -1945870.340598 nChanged 30 SP:Iteration 48Q (1225.807190 sec): 3 clusters Score: Raw -1949051.204967 + Penalty 3172.569128 = -1945878.635840 nChanged 24 SP:Iteration 49Q (1225.882304 sec): 3 clusters Score: Raw -1949058.284035 + Penalty 3172.569128 = -1945885.714908 nChanged 25 SP:Iteration 50Q (1225.956073 sec): 3 clusters Score: Raw -1949065.621728 + Penalty 3172.569128 = -1945893.052601 nChanged 26 SP:Iteration 51Q (1226.030411 sec): 3 clusters Score: Raw -1949071.833668 + Penalty 3172.569128 = -1945899.264541 nChanged 18 SP:Iteration 52Q (1226.101670 sec): 3 clusters Score: Raw -1949076.562420 + Penalty 3172.569128 = -1945903.993292 nChanged 17 SP:Iteration 53Q (1226.170897 sec): 3 clusters Score: Raw -1949081.407333 + Penalty 3172.569128 = -1945908.838205 nChanged 18 SP:Iteration 54Q (1226.245741 sec): 3 clusters Score: Raw -1949086.664006 + Penalty 3172.569128 = -1945914.094879 nChanged 17 SP:Iteration 55Q (1226.318551 sec): 3 clusters Score: Raw -1949092.131077 + Penalty 3172.569128 = -1945919.561949 nChanged 20 SP:Iteration 56Q (1226.395879 sec): 3 clusters Score: Raw -1949097.919929 + Penalty 3172.569128 = -1945925.350801 nChanged 20 SP:Iteration 57Q (1226.470546 sec): 3 clusters Score: Raw -1949102.086287 + Penalty 3172.569128 = -1945929.517159 nChanged 12 SP:Iteration 58Q (1226.544895 sec): 3 clusters Score: Raw -1949104.608573 + Penalty 3172.569128 = -1945932.039446 nChanged 10 SP:Iteration 59Q (1226.614896 sec): 3 clusters Score: Raw -1949107.129982 + Penalty 3172.569128 = -1945934.560854 nChanged 9 SP:Iteration 60F (1226.691841 sec): 3 clusters Score: Raw -1949110.021361 + Penalty 3172.569128 = -1945937.452233 nChanged 13 SP:Iteration 61Q (1226.762559 sec): 3 clusters Score: Raw -1949115.009578 + Penalty 3172.569128 = -1945942.440450 nChanged 17 SP:Iteration 62Q (1226.830391 sec): 3 clusters Score: Raw -1949119.793466 + Penalty 3172.569128 = -1945947.224339 nChanged 18 SP:Iteration 63Q (1226.900517 sec): 3 clusters Score: Raw -1949125.649492 + Penalty 3172.569128 = -1945953.080364 nChanged 13 SP:Iteration 64Q (1226.971654 sec): 3 clusters Score: Raw -1949130.267520 + Penalty 3172.569128 = -1945957.698392 nChanged 18 SP:Iteration 65Q (1227.041927 sec): 3 clusters Score: Raw -1949136.377002 + Penalty 3172.569128 = -1945963.807875 nChanged 19 SP:Iteration 66Q (1227.112807 sec): 3 clusters Score: Raw -1949143.446549 + Penalty 3172.569128 = -1945970.877422 nChanged 23 SP:Iteration 67Q (1227.182600 sec): 3 clusters Score: Raw -1949151.489054 + Penalty 3172.569128 = -1945978.919927 nChanged 24 SP:Iteration 68Q (1227.252211 sec): 3 clusters Score: Raw -1949159.378386 + Penalty 3172.569128 = -1945986.809258 nChanged 24 SP:Iteration 69Q (1227.321650 sec): 3 clusters Score: Raw -1949167.116668 + Penalty 3172.569128 = -1945994.547540 nChanged 14 SP:Iteration 70Q (1227.392754 sec): 3 clusters Score: Raw -1949171.545996 + Penalty 3172.569128 = -1945998.976868 nChanged 15 SP:Iteration 71Q (1227.463694 sec): 3 clusters Score: Raw -1949176.451982 + Penalty 3172.569128 = -1946003.882854 nChanged 14 SP:Iteration 72Q (1227.532931 sec): 3 clusters Score: Raw -1949181.643745 + Penalty 3172.569128 = -1946009.074617 nChanged 14 SP:Iteration 73Q (1227.603691 sec): 3 clusters Score: Raw -1949187.216275 + Penalty 3172.569128 = -1946014.647147 nChanged 14 SP:Iteration 74Q (1227.674840 sec): 3 clusters Score: Raw -1949192.199074 + Penalty 3172.569128 = -1946019.629947 nChanged 10 SP:Iteration 75Q (1227.749603 sec): 3 clusters Score: Raw -1949195.104349 + Penalty 3172.569128 = -1946022.535222 nChanged 9 SP:Iteration 76Q (1227.824616 sec): 3 clusters Score: Raw -1949197.898322 + Penalty 3172.569128 = -1946025.329194 nChanged 6 SP:Iteration 77Q (1227.897673 sec): 3 clusters Score: Raw -1949199.235318 + Penalty 3172.569128 = -1946026.666190 nChanged 2 SP:Iteration 78Q (1227.971002 sec): 3 clusters Score: Raw -1949199.851862 + Penalty 3172.569128 = -1946027.282734 nChanged 1 SP:Iteration 79Q (1228.043613 sec): 3 clusters Score: Raw -1949199.971946 + Penalty 3172.569128 = -1946027.402819 nChanged 0 SP:Iteration 80F (1228.121729 sec): 3 clusters Score: Raw -1949199.971946 + Penalty 3172.569128 = -1946027.402819 nChanged 0 Trying to split cluster 28 (115768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1228.296314 sec): 2 clusters Score: Raw -13731452.909597 + Penalty 1894.643313 = -13729558.266284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1228.536389 sec): 3 clusters Score: Raw -13655447.047446 + Penalty 3789.286627 = -13651657.760819 nChanged 55694 SP:Iteration 1F (1228.774162 sec): 3 clusters Score: Raw -13689281.444125 + Penalty 3789.286627 = -13685492.157498 nChanged 5168 SP:Iteration 2Q (1229.026000 sec): 3 clusters Score: Raw -13691089.281793 + Penalty 3789.286627 = -13687299.995166 nChanged 5894 SP:Iteration 3F (1229.273884 sec): 3 clusters Score: Raw -13693560.855800 + Penalty 3789.286627 = -13689771.569173 nChanged 6742 SP:Iteration 4F (1229.522050 sec): 3 clusters Score: Raw -13696969.547016 + Penalty 3789.286627 = -13693180.260389 nChanged 7389 SP:Iteration 5F (1229.762141 sec): 3 clusters Score: Raw -13701290.777861 + Penalty 3789.286627 = -13697501.491234 nChanged 7476 SP:Iteration 6F (1230.000430 sec): 3 clusters Score: Raw -13706085.316958 + Penalty 3789.286627 = -13702296.030331 nChanged 6984 SP:Iteration 7F (1230.251912 sec): 3 clusters Score: Raw -13711097.133048 + Penalty 3789.286627 = -13707307.846421 nChanged 6307 SP:Iteration 8F (1230.490112 sec): 3 clusters Score: Raw -13716344.372680 + Penalty 3789.286627 = -13712555.086053 nChanged 5325 SP:Iteration 9Q (1230.736205 sec): 3 clusters Score: Raw -13721240.061425 + Penalty 3789.286627 = -13717450.774798 nChanged 4027 SP:Iteration 10Q (1230.980139 sec): 3 clusters Score: Raw -13724914.484134 + Penalty 3789.286627 = -13721125.197507 nChanged 2863 SP:Iteration 11Q (1231.216669 sec): 3 clusters Score: Raw -13727234.309760 + Penalty 3789.286627 = -13723445.023133 nChanged 1969 SP:Iteration 12Q (1231.433487 sec): 3 clusters Score: Raw -13728647.245445 + Penalty 3789.286627 = -13724857.958818 nChanged 1425 SP:Iteration 13Q (1231.635513 sec): 3 clusters Score: Raw -13729597.546782 + Penalty 3789.286627 = -13725808.260155 nChanged 1080 SP:Iteration 14Q (1231.855404 sec): 3 clusters Score: Raw -13730256.400601 + Penalty 3789.286627 = -13726467.113974 nChanged 857 SP:Iteration 15Q (1232.066049 sec): 3 clusters Score: Raw -13730768.443366 + Penalty 3789.286627 = -13726979.156739 nChanged 685 SP:Iteration 16Q (1232.276049 sec): 3 clusters Score: Raw -13731154.495761 + Penalty 3789.286627 = -13727365.209134 nChanged 536 SP:Iteration 17Q (1232.476288 sec): 3 clusters Score: Raw -13731442.292707 + Penalty 3789.286627 = -13727653.006080 nChanged 436 SP:Iteration 18Q (1232.676136 sec): 3 clusters Score: Raw -13731671.245248 + Penalty 3789.286627 = -13727881.958621 nChanged 358 SP:Iteration 19Q (1232.873470 sec): 3 clusters Score: Raw -13731849.230210 + Penalty 3789.286627 = -13728059.943583 nChanged 282 SP:Iteration 20F (1233.103586 sec): 3 clusters Score: Raw -13731983.126901 + Penalty 3789.286627 = -13728193.840274 nChanged 222 SP:Iteration 21Q (1233.288107 sec): 3 clusters Score: Raw -13732081.325979 + Penalty 3789.286627 = -13728292.039352 nChanged 186 SP:Iteration 22Q (1233.477311 sec): 3 clusters Score: Raw -13732163.977198 + Penalty 3789.286627 = -13728374.690571 nChanged 176 SP:Iteration 23Q (1233.680196 sec): 3 clusters Score: Raw -13732236.703372 + Penalty 3789.286627 = -13728447.416745 nChanged 151 SP:Iteration 24Q (1233.878771 sec): 3 clusters Score: Raw -13732288.154968 + Penalty 3789.286627 = -13728498.868341 nChanged 128 SP:Iteration 25Q (1234.072692 sec): 3 clusters Score: Raw -13732327.435142 + Penalty 3789.286627 = -13728538.148515 nChanged 105 SP:Iteration 26Q (1234.263400 sec): 3 clusters Score: Raw -13732357.629475 + Penalty 3789.286627 = -13728568.342848 nChanged 80 SP:Iteration 27Q (1234.446101 sec): 3 clusters Score: Raw -13732379.452409 + Penalty 3789.286627 = -13728590.165782 nChanged 69 SP:Iteration 28Q (1234.630753 sec): 3 clusters Score: Raw -13732396.956373 + Penalty 3789.286627 = -13728607.669746 nChanged 73 SP:Iteration 29Q (1234.818470 sec): 3 clusters Score: Raw -13732419.766941 + Penalty 3789.286627 = -13728630.480314 nChanged 71 SP:Iteration 30Q (1235.012077 sec): 3 clusters Score: Raw -13732438.562260 + Penalty 3789.286627 = -13728649.275633 nChanged 66 SP:Iteration 31Q (1235.195403 sec): 3 clusters Score: Raw -13732459.324939 + Penalty 3789.286627 = -13728670.038312 nChanged 48 SP:Iteration 32Q (1235.384433 sec): 3 clusters Score: Raw -13732473.578397 + Penalty 3789.286627 = -13728684.291770 nChanged 46 SP:Iteration 33Q (1235.564436 sec): 3 clusters Score: Raw -13732484.336565 + Penalty 3789.286627 = -13728695.049938 nChanged 39 SP:Iteration 34Q (1235.759445 sec): 3 clusters Score: Raw -13732493.320531 + Penalty 3789.286627 = -13728704.033904 nChanged 28 SP:Iteration 35Q (1235.935311 sec): 3 clusters Score: Raw -13732498.674604 + Penalty 3789.286627 = -13728709.387977 nChanged 22 SP:Iteration 36Q (1236.139693 sec): 3 clusters Score: Raw -13732503.559874 + Penalty 3789.286627 = -13728714.273247 nChanged 22 SP:Iteration 37Q (1236.323658 sec): 3 clusters Score: Raw -13732507.688843 + Penalty 3789.286627 = -13728718.402216 nChanged 16 SP:Iteration 38Q (1236.528332 sec): 3 clusters Score: Raw -13732510.517581 + Penalty 3789.286627 = -13728721.230954 nChanged 6 SP:Iteration 39Q (1236.717780 sec): 3 clusters Score: Raw -13732511.438312 + Penalty 3789.286627 = -13728722.151685 nChanged 5 SP:Iteration 40F (1236.947719 sec): 3 clusters Score: Raw -13732512.120655 + Penalty 3789.286627 = -13728722.834028 nChanged 6 SP:Iteration 41Q (1237.131258 sec): 3 clusters Score: Raw -13732512.909051 + Penalty 3789.286627 = -13728723.622424 nChanged 3 SP:Iteration 42Q (1237.304199 sec): 3 clusters Score: Raw -13732513.166781 + Penalty 3789.286627 = -13728723.880154 nChanged 1 SP:Iteration 43Q (1237.479761 sec): 3 clusters Score: Raw -13732513.331782 + Penalty 3789.286627 = -13728724.045155 nChanged 2 SP:Iteration 44Q (1237.663035 sec): 3 clusters Score: Raw -13732513.600580 + Penalty 3789.286627 = -13728724.313953 nChanged 2 SP:Iteration 45Q (1237.852927 sec): 3 clusters Score: Raw -13732513.774164 + Penalty 3789.286627 = -13728724.487537 nChanged 2 SP:Iteration 46Q (1238.034828 sec): 3 clusters Score: Raw -13732513.999559 + Penalty 3789.286627 = -13728724.712932 nChanged 2 SP:Iteration 47Q (1238.244968 sec): 3 clusters Score: Raw -13732514.091784 + Penalty 3789.286627 = -13728724.805157 nChanged 1 SP:Iteration 48Q (1238.434606 sec): 3 clusters Score: Raw -13732514.165845 + Penalty 3789.286627 = -13728724.879219 nChanged 0 SP:Iteration 49F (1238.670766 sec): 3 clusters Score: Raw -13732514.165845 + Penalty 3789.286627 = -13728724.879219 nChanged 0 Trying to split cluster 29 (64038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1238.783698 sec): 2 clusters Score: Raw -7564870.354400 + Penalty 1798.425190 = -7563071.929210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1238.942713 sec): 3 clusters Score: Raw -7523746.281994 + Penalty 3596.850379 = -7520149.431615 nChanged 30426 SP:Iteration 1F (1239.096340 sec): 3 clusters Score: Raw -7541600.583509 + Penalty 3596.850379 = -7538003.733130 nChanged 3116 SP:Iteration 2Q (1239.257663 sec): 3 clusters Score: Raw -7542799.531383 + Penalty 3596.850379 = -7539202.681003 nChanged 3423 SP:Iteration 3F (1239.420856 sec): 3 clusters Score: Raw -7544441.511302 + Penalty 3596.850379 = -7540844.660923 nChanged 3811 SP:Iteration 4F (1239.571751 sec): 3 clusters Score: Raw -7546782.489754 + Penalty 3596.850379 = -7543185.639375 nChanged 4403 SP:Iteration 5F (1239.744456 sec): 3 clusters Score: Raw -7550148.894458 + Penalty 3596.850379 = -7546552.044078 nChanged 4431 SP:Iteration 6F (1239.900451 sec): 3 clusters Score: Raw -7554226.541568 + Penalty 3596.850379 = -7550629.691189 nChanged 3902 SP:Iteration 7F (1240.057040 sec): 3 clusters Score: Raw -7558037.117528 + Penalty 3596.850379 = -7554440.267149 nChanged 2704 SP:Iteration 8Q (1240.217879 sec): 3 clusters Score: Raw -7560419.350698 + Penalty 3596.850379 = -7556822.500319 nChanged 1809 SP:Iteration 9Q (1240.364473 sec): 3 clusters Score: Raw -7561692.952005 + Penalty 3596.850379 = -7558096.101626 nChanged 1289 SP:Iteration 10Q (1240.535530 sec): 3 clusters Score: Raw -7562474.993992 + Penalty 3596.850379 = -7558878.143612 nChanged 1014 SP:Iteration 11Q (1240.677080 sec): 3 clusters Score: Raw -7563038.675877 + Penalty 3596.850379 = -7559441.825498 nChanged 824 SP:Iteration 12Q (1240.812386 sec): 3 clusters Score: Raw -7563477.378089 + Penalty 3596.850379 = -7559880.527710 nChanged 705 SP:Iteration 13Q (1240.962612 sec): 3 clusters Score: Raw -7563838.194623 + Penalty 3596.850379 = -7560241.344244 nChanged 602 SP:Iteration 14Q (1241.101654 sec): 3 clusters Score: Raw -7564144.408719 + Penalty 3596.850379 = -7560547.558340 nChanged 507 SP:Iteration 15Q (1241.251961 sec): 3 clusters Score: Raw -7564394.788691 + Penalty 3596.850379 = -7560797.938311 nChanged 451 SP:Iteration 16Q (1241.398923 sec): 3 clusters Score: Raw -7564604.177777 + Penalty 3596.850379 = -7561007.327398 nChanged 332 SP:Iteration 17Q (1241.536396 sec): 3 clusters Score: Raw -7564762.919513 + Penalty 3596.850379 = -7561166.069134 nChanged 309 SP:Iteration 18Q (1241.671886 sec): 3 clusters Score: Raw -7564913.927778 + Penalty 3596.850379 = -7561317.077399 nChanged 248 SP:Iteration 19Q (1241.789095 sec): 3 clusters Score: Raw -7565044.685190 + Penalty 3596.850379 = -7561447.834811 nChanged 206 SP:Iteration 20F (1241.965638 sec): 3 clusters Score: Raw -7565158.752474 + Penalty 3596.850379 = -7561561.902095 nChanged 160 SP:Iteration 21Q (1242.086680 sec): 3 clusters Score: Raw -7565246.735921 + Penalty 3596.850379 = -7561649.885542 nChanged 115 SP:Iteration 22Q (1242.222392 sec): 3 clusters Score: Raw -7565312.255314 + Penalty 3596.850379 = -7561715.404935 nChanged 97 SP:Iteration 23Q (1242.368444 sec): 3 clusters Score: Raw -7565366.257109 + Penalty 3596.850379 = -7561769.406730 nChanged 84 SP:Iteration 24Q (1242.496604 sec): 3 clusters Score: Raw -7565410.928450 + Penalty 3596.850379 = -7561814.078070 nChanged 68 SP:Iteration 25Q (1242.624458 sec): 3 clusters Score: Raw -7565440.729398 + Penalty 3596.850379 = -7561843.879018 nChanged 56 SP:Iteration 26Q (1242.738431 sec): 3 clusters Score: Raw -7565465.822626 + Penalty 3596.850379 = -7561868.972247 nChanged 41 SP:Iteration 27Q (1242.878075 sec): 3 clusters Score: Raw -7565484.994339 + Penalty 3596.850379 = -7561888.143959 nChanged 41 SP:Iteration 28Q (1243.020778 sec): 3 clusters Score: Raw -7565505.981864 + Penalty 3596.850379 = -7561909.131485 nChanged 34 SP:Iteration 29Q (1243.144192 sec): 3 clusters Score: Raw -7565520.559718 + Penalty 3596.850379 = -7561923.709338 nChanged 27 SP:Iteration 30Q (1243.284790 sec): 3 clusters Score: Raw -7565530.344776 + Penalty 3596.850379 = -7561933.494397 nChanged 27 SP:Iteration 31Q (1243.436988 sec): 3 clusters Score: Raw -7565539.561393 + Penalty 3596.850379 = -7561942.711014 nChanged 24 SP:Iteration 32Q (1243.584521 sec): 3 clusters Score: Raw -7565547.403804 + Penalty 3596.850379 = -7561950.553425 nChanged 15 SP:Iteration 33Q (1243.718520 sec): 3 clusters Score: Raw -7565552.165273 + Penalty 3596.850379 = -7561955.314893 nChanged 10 SP:Iteration 34Q (1243.862767 sec): 3 clusters Score: Raw -7565555.472278 + Penalty 3596.850379 = -7561958.621899 nChanged 8 SP:Iteration 35Q (1243.998181 sec): 3 clusters Score: Raw -7565558.123760 + Penalty 3596.850379 = -7561961.273381 nChanged 8 SP:Iteration 36Q (1244.133612 sec): 3 clusters Score: Raw -7565560.378264 + Penalty 3596.850379 = -7561963.527885 nChanged 6 SP:Iteration 37Q (1244.267573 sec): 3 clusters Score: Raw -7565561.951177 + Penalty 3596.850379 = -7561965.100797 nChanged 5 SP:Iteration 38Q (1244.381679 sec): 3 clusters Score: Raw -7565563.765266 + Penalty 3596.850379 = -7561966.914886 nChanged 7 SP:Iteration 39Q (1244.520807 sec): 3 clusters Score: Raw -7565565.768906 + Penalty 3596.850379 = -7561968.918527 nChanged 5 SP:Iteration 40F (1244.664887 sec): 3 clusters Score: Raw -7565567.655702 + Penalty 3596.850379 = -7561970.805323 nChanged 7 SP:Iteration 41Q (1244.789379 sec): 3 clusters Score: Raw -7565570.211061 + Penalty 3596.850379 = -7561973.360681 nChanged 9 SP:Iteration 42Q (1244.928907 sec): 3 clusters Score: Raw -7565572.298245 + Penalty 3596.850379 = -7561975.447866 nChanged 5 SP:Iteration 43Q (1245.047012 sec): 3 clusters Score: Raw -7565574.089201 + Penalty 3596.850379 = -7561977.238821 nChanged 9 SP:Iteration 44Q (1245.190119 sec): 3 clusters Score: Raw -7565576.745587 + Penalty 3596.850379 = -7561979.895208 nChanged 8 SP:Iteration 45Q (1245.316952 sec): 3 clusters Score: Raw -7565579.154939 + Penalty 3596.850379 = -7561982.304560 nChanged 9 SP:Iteration 46Q (1245.447196 sec): 3 clusters Score: Raw -7565581.549670 + Penalty 3596.850379 = -7561984.699291 nChanged 4 SP:Iteration 47Q (1245.574559 sec): 3 clusters Score: Raw -7565582.649316 + Penalty 3596.850379 = -7561985.798937 nChanged 3 SP:Iteration 48Q (1245.687365 sec): 3 clusters Score: Raw -7565583.762151 + Penalty 3596.850379 = -7561986.911772 nChanged 3 SP:Iteration 49Q (1245.812600 sec): 3 clusters Score: Raw -7565584.468385 + Penalty 3596.850379 = -7561987.618005 nChanged 3 SP:Iteration 50Q (1245.951069 sec): 3 clusters Score: Raw -7565584.820063 + Penalty 3596.850379 = -7561987.969684 nChanged 1 SP:Iteration 51Q (1246.066583 sec): 3 clusters Score: Raw -7565585.035874 + Penalty 3596.850379 = -7561988.185494 nChanged 1 SP:Iteration 52Q (1246.191489 sec): 3 clusters Score: Raw -7565585.473462 + Penalty 3596.850379 = -7561988.623082 nChanged 1 SP:Iteration 53Q (1246.332383 sec): 3 clusters Score: Raw -7565585.691477 + Penalty 3596.850379 = -7561988.841098 nChanged 2 SP:Iteration 54Q (1246.472233 sec): 3 clusters Score: Raw -7565586.084788 + Penalty 3596.850379 = -7561989.234409 nChanged 1 SP:Iteration 55Q (1246.603940 sec): 3 clusters Score: Raw -7565586.319472 + Penalty 3596.850379 = -7561989.469093 nChanged 0 SP:Iteration 56F (1246.762447 sec): 3 clusters Score: Raw -7565586.319472 + Penalty 3596.850379 = -7561989.469093 nChanged 0 Iteration 99Q (1251.931151 sec): 30 clusters Score: Raw -86559636.696288 + Penalty 63763.882782 = -86495872.813507 nChanged 81 Iteration 100F (1265.497021 sec): 30 clusters Score: Raw -86559648.304338 + Penalty 63763.882782 = -86495884.421556 nChanged 78 Iteration 101Q (1270.335483 sec): 30 clusters Score: Raw -86559657.288259 + Penalty 63763.882782 = -86495893.405477 nChanged 67 Iteration 102Q (1275.386317 sec): 30 clusters Score: Raw -86559673.486025 + Penalty 63763.882782 = -86495909.603244 nChanged 101 Iteration 103Q (1279.983275 sec): 30 clusters Score: Raw -86559681.583965 + Penalty 63763.882782 = -86495917.701184 nChanged 87 Iteration 104Q (1284.871802 sec): 30 clusters Score: Raw -86559686.280607 + Penalty 63763.882782 = -86495922.397826 nChanged 58 Iteration 105Q (1290.072937 sec): 30 clusters Score: Raw -86559688.772334 + Penalty 63763.882782 = -86495924.889552 nChanged 62 Iteration 106Q (1294.845346 sec): 30 clusters Score: Raw -86559692.425482 + Penalty 63763.882782 = -86495928.542700 nChanged 45 Iteration 107Q (1299.696873 sec): 30 clusters Score: Raw -86559694.309991 + Penalty 63763.882782 = -86495930.427209 nChanged 47 Iteration 108Q (1304.485035 sec): 30 clusters Score: Raw -86559696.853375 + Penalty 63763.882782 = -86495932.970594 nChanged 50 Iteration 109Q (1309.365963 sec): 30 clusters Score: Raw -86559699.288657 + Penalty 63763.882782 = -86495935.405876 nChanged 44 Iteration 110Q (1314.334477 sec): 30 clusters Score: Raw -86559701.179924 + Penalty 63763.882782 = -86495937.297142 nChanged 37 Iteration 111Q (1319.002349 sec): 30 clusters Score: Raw -86559702.412592 + Penalty 63763.882782 = -86495938.529810 nChanged 35 Iteration 112Q (1324.077643 sec): 30 clusters Score: Raw -86559703.716586 + Penalty 63763.882782 = -86495939.833804 nChanged 37 Iteration 113Q (1328.814177 sec): 30 clusters Score: Raw -86559705.094779 + Penalty 63763.882782 = -86495941.211997 nChanged 41 Iteration 114Q (1334.082437 sec): 30 clusters Score: Raw -86559706.674680 + Penalty 63763.882782 = -86495942.791899 nChanged 39 Iteration 115Q (1339.039328 sec): 30 clusters Score: Raw -86559708.096053 + Penalty 63763.882782 = -86495944.213272 nChanged 26 Iteration 116Q (1343.629390 sec): 30 clusters Score: Raw -86559708.928887 + Penalty 63763.882782 = -86495945.046105 nChanged 21 Iteration 117Q (1348.696831 sec): 30 clusters Score: Raw -86559709.948644 + Penalty 63763.882782 = -86495946.065863 nChanged 23 Iteration 118Q (1353.629038 sec): 30 clusters Score: Raw -86559710.887100 + Penalty 63763.882782 = -86495947.004318 nChanged 19 Iteration 119Q (1358.282073 sec): 30 clusters Score: Raw -86559711.517461 + Penalty 63763.882782 = -86495947.634679 nChanged 21 Iteration 120F (1371.811443 sec): 30 clusters Score: Raw -86559726.630980 + Penalty 63763.882782 = -86495962.748199 nChanged 24 Iteration 121Q (1376.641389 sec): 30 clusters Score: Raw -86559750.170661 + Penalty 63763.882782 = -86495986.287880 nChanged 45 Iteration 122Q (1381.320768 sec): 30 clusters Score: Raw -86559756.188542 + Penalty 63763.882782 = -86495992.305760 nChanged 41 Iteration 123Q (1386.290004 sec): 30 clusters Score: Raw -86559759.489699 + Penalty 63763.882782 = -86495995.606918 nChanged 43 Iteration 124Q (1390.980488 sec): 30 clusters Score: Raw -86559762.212762 + Penalty 63763.882782 = -86495998.329981 nChanged 43 Iteration 125Q (1396.268852 sec): 30 clusters Score: Raw -86559764.559044 + Penalty 63763.882782 = -86496000.676263 nChanged 47 Iteration 126Q (1401.582358 sec): 30 clusters Score: Raw -86559766.863857 + Penalty 63763.882782 = -86496002.981076 nChanged 41 Iteration 127Q (1406.865629 sec): 30 clusters Score: Raw -86559768.575631 + Penalty 63763.882782 = -86496004.692849 nChanged 33 Iteration 128Q (1412.470569 sec): 30 clusters Score: Raw -86559770.426142 + Penalty 63763.882782 = -86496006.543361 nChanged 33 Iteration 129Q (1417.711751 sec): 30 clusters Score: Raw -86559771.750870 + Penalty 63763.882782 = -86496007.868089 nChanged 27 Iteration 130Q (1423.114163 sec): 30 clusters Score: Raw -86559772.567456 + Penalty 63763.882782 = -86496008.684675 nChanged 26 Iteration 131Q (1428.581771 sec): 30 clusters Score: Raw -86559773.211379 + Penalty 63763.882782 = -86496009.328597 nChanged 18 Iteration 132Q (1433.781251 sec): 30 clusters Score: Raw -86559773.724161 + Penalty 63763.882782 = -86496009.841379 nChanged 14 Iteration 133Q (1438.813915 sec): 30 clusters Score: Raw -86559774.177562 + Penalty 63763.882782 = -86496010.294780 nChanged 16 Iteration 134Q (1444.123823 sec): 30 clusters Score: Raw -86559774.614502 + Penalty 63763.882782 = -86496010.731721 nChanged 9 Iteration 135Q (1449.359952 sec): 30 clusters Score: Raw -86559774.939463 + Penalty 63763.882782 = -86496011.056682 nChanged 14 Iteration 136Q (1454.726932 sec): 30 clusters Score: Raw -86559775.524892 + Penalty 63763.882782 = -86496011.642110 nChanged 13 Iteration 137Q (1460.301422 sec): 30 clusters Score: Raw -86559776.433582 + Penalty 63763.882782 = -86496012.550801 nChanged 12 Iteration 138Q (1465.954878 sec): 30 clusters Score: Raw -86559777.153170 + Penalty 63763.882782 = -86496013.270389 nChanged 8 Writing temp clu file Because OldScore, -86496012.550801, is greater than current (better) Score,-86496013.270389 Compute initial score before splitting: Score: Raw -86559777.153170 + Penalty 63763.882782 = -86496013.270389 Trying to split cluster 1 (3881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1466.284909 sec): 2 clusters Score: Raw -411240.885231 + Penalty 1342.875321 = -409898.009910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1466.339602 sec): 3 clusters Score: Raw -409397.427568 + Penalty 2685.750643 = -406711.676926 nChanged 1532 SP:Iteration 1F (1466.390813 sec): 3 clusters Score: Raw -410578.488119 + Penalty 2685.750643 = -407892.737476 nChanged 356 SP:Iteration 2F (1466.441513 sec): 3 clusters Score: Raw -410885.491838 + Penalty 2685.750643 = -408199.741196 nChanged 265 SP:Iteration 3F (1466.499023 sec): 3 clusters Score: Raw -411107.560085 + Penalty 2685.750643 = -408421.809443 nChanged 240 SP:Iteration 4F (1466.543896 sec): 3 clusters Score: Raw -411328.541288 + Penalty 2685.750643 = -408642.790646 nChanged 197 SP:Iteration 5F (1466.602764 sec): 3 clusters Score: Raw -411483.015781 + Penalty 2685.750643 = -408797.265138 nChanged 141 SP:Iteration 6Q (1466.661536 sec): 3 clusters Score: Raw -411571.544082 + Penalty 2685.750643 = -408885.793439 nChanged 116 SP:Iteration 7Q (1466.712719 sec): 3 clusters Score: Raw -411631.602245 + Penalty 2685.750643 = -408945.851602 nChanged 76 SP:Iteration 8Q (1466.772496 sec): 3 clusters Score: Raw -411667.473037 + Penalty 2685.750643 = -408981.722394 nChanged 57 SP:Iteration 9Q (1466.822716 sec): 3 clusters Score: Raw -411692.935926 + Penalty 2685.750643 = -409007.185283 nChanged 41 SP:Iteration 10Q (1466.877425 sec): 3 clusters Score: Raw -411709.637876 + Penalty 2685.750643 = -409023.887233 nChanged 37 SP:Iteration 11Q (1466.923416 sec): 3 clusters Score: Raw -411725.303805 + Penalty 2685.750643 = -409039.553162 nChanged 33 SP:Iteration 12Q (1466.985566 sec): 3 clusters Score: Raw -411739.674267 + Penalty 2685.750643 = -409053.923624 nChanged 27 SP:Iteration 13Q (1467.027052 sec): 3 clusters Score: Raw -411751.243032 + Penalty 2685.750643 = -409065.492390 nChanged 31 SP:Iteration 14Q (1467.079287 sec): 3 clusters Score: Raw -411759.904683 + Penalty 2685.750643 = -409074.154040 nChanged 23 SP:Iteration 15Q (1467.139238 sec): 3 clusters Score: Raw -411766.326481 + Penalty 2685.750643 = -409080.575839 nChanged 18 SP:Iteration 16Q (1467.190124 sec): 3 clusters Score: Raw -411770.795206 + Penalty 2685.750643 = -409085.044563 nChanged 9 SP:Iteration 17Q (1467.238767 sec): 3 clusters Score: Raw -411772.994674 + Penalty 2685.750643 = -409087.244031 nChanged 8 SP:Iteration 18Q (1467.305272 sec): 3 clusters Score: Raw -411775.530991 + Penalty 2685.750643 = -409089.780349 nChanged 8 SP:Iteration 19Q (1467.346164 sec): 3 clusters Score: Raw -411777.548421 + Penalty 2685.750643 = -409091.797778 nChanged 10 SP:Iteration 20F (1467.405091 sec): 3 clusters Score: Raw -411779.668339 + Penalty 2685.750643 = -409093.917696 nChanged 10 SP:Iteration 21Q (1467.461539 sec): 3 clusters Score: Raw -411782.604694 + Penalty 2685.750643 = -409096.854051 nChanged 7 SP:Iteration 22Q (1467.506622 sec): 3 clusters Score: Raw -411784.801498 + Penalty 2685.750643 = -409099.050855 nChanged 11 SP:Iteration 23Q (1467.559697 sec): 3 clusters Score: Raw -411787.538486 + Penalty 2685.750643 = -409101.787844 nChanged 9 SP:Iteration 24Q (1467.619685 sec): 3 clusters Score: Raw -411789.252668 + Penalty 2685.750643 = -409103.502025 nChanged 8 SP:Iteration 25Q (1467.682862 sec): 3 clusters Score: Raw -411791.672272 + Penalty 2685.750643 = -409105.921630 nChanged 7 SP:Iteration 26Q (1467.726305 sec): 3 clusters Score: Raw -411793.452157 + Penalty 2685.750643 = -409107.701514 nChanged 6 SP:Iteration 27Q (1467.782263 sec): 3 clusters Score: Raw -411795.096417 + Penalty 2685.750643 = -409109.345774 nChanged 5 SP:Iteration 28Q (1467.846817 sec): 3 clusters Score: Raw -411796.866946 + Penalty 2685.750643 = -409111.116304 nChanged 7 SP:Iteration 29Q (1467.902261 sec): 3 clusters Score: Raw -411798.066858 + Penalty 2685.750643 = -409112.316215 nChanged 1 SP:Iteration 30Q (1467.960664 sec): 3 clusters Score: Raw -411798.254583 + Penalty 2685.750643 = -409112.503941 nChanged 1 SP:Iteration 31Q (1468.004081 sec): 3 clusters Score: Raw -411798.422962 + Penalty 2685.750643 = -409112.672319 nChanged 0 SP:Iteration 32F (1468.054507 sec): 3 clusters Score: Raw -411798.422962 + Penalty 2685.750643 = -409112.672319 nChanged 0 Trying to split cluster 2 (28839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1468.129324 sec): 2 clusters Score: Raw -3445926.281352 + Penalty 1668.791136 = -3444257.490215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1468.222737 sec): 3 clusters Score: Raw -3428220.063631 + Penalty 3337.582273 = -3424882.481358 nChanged 13210 SP:Iteration 1F (1468.312795 sec): 3 clusters Score: Raw -3435521.297658 + Penalty 3337.582273 = -3432183.715385 nChanged 1249 SP:Iteration 2Q (1468.404090 sec): 3 clusters Score: Raw -3435917.782759 + Penalty 3337.582273 = -3432580.200486 nChanged 1212 SP:Iteration 3Q (1468.497538 sec): 3 clusters Score: Raw -3436333.103194 + Penalty 3337.582273 = -3432995.520921 nChanged 1221 SP:Iteration 4Q (1468.581936 sec): 3 clusters Score: Raw -3436795.458700 + Penalty 3337.582273 = -3433457.876427 nChanged 1261 SP:Iteration 5Q (1468.678075 sec): 3 clusters Score: Raw -3437317.307436 + Penalty 3337.582273 = -3433979.725163 nChanged 1401 SP:Iteration 6Q (1468.775347 sec): 3 clusters Score: Raw -3438018.572296 + Penalty 3337.582273 = -3434680.990023 nChanged 1536 SP:Iteration 7F (1468.873789 sec): 3 clusters Score: Raw -3438884.441532 + Penalty 3337.582273 = -3435546.859260 nChanged 1668 SP:Iteration 8F (1468.977737 sec): 3 clusters Score: Raw -3440038.678521 + Penalty 3337.582273 = -3436701.096248 nChanged 1711 SP:Iteration 9F (1469.078395 sec): 3 clusters Score: Raw -3441364.183002 + Penalty 3337.582273 = -3438026.600729 nChanged 1609 SP:Iteration 10F (1469.174942 sec): 3 clusters Score: Raw -3442651.238847 + Penalty 3337.582273 = -3439313.656574 nChanged 1287 SP:Iteration 11Q (1469.268372 sec): 3 clusters Score: Raw -3443702.616726 + Penalty 3337.582273 = -3440365.034453 nChanged 991 SP:Iteration 12Q (1469.356586 sec): 3 clusters Score: Raw -3444437.388647 + Penalty 3337.582273 = -3441099.806374 nChanged 724 SP:Iteration 13Q (1469.459817 sec): 3 clusters Score: Raw -3444949.299864 + Penalty 3337.582273 = -3441611.717591 nChanged 553 SP:Iteration 14Q (1469.553930 sec): 3 clusters Score: Raw -3445361.641229 + Penalty 3337.582273 = -3442024.058956 nChanged 399 SP:Iteration 15Q (1469.640750 sec): 3 clusters Score: Raw -3445667.986442 + Penalty 3337.582273 = -3442330.404170 nChanged 278 SP:Iteration 16Q (1469.719161 sec): 3 clusters Score: Raw -3445887.977649 + Penalty 3337.582273 = -3442550.395376 nChanged 195 SP:Iteration 17Q (1469.786266 sec): 3 clusters Score: Raw -3446048.863080 + Penalty 3337.582273 = -3442711.280807 nChanged 128 SP:Iteration 18Q (1469.874728 sec): 3 clusters Score: Raw -3446137.785717 + Penalty 3337.582273 = -3442800.203444 nChanged 82 SP:Iteration 19Q (1469.951190 sec): 3 clusters Score: Raw -3446195.823129 + Penalty 3337.582273 = -3442858.240856 nChanged 62 SP:Iteration 20F (1470.034262 sec): 3 clusters Score: Raw -3446235.059285 + Penalty 3337.582273 = -3442897.477012 nChanged 46 SP:Iteration 21Q (1470.115492 sec): 3 clusters Score: Raw -3446256.874986 + Penalty 3337.582273 = -3442919.292713 nChanged 34 SP:Iteration 22Q (1470.188461 sec): 3 clusters Score: Raw -3446273.529112 + Penalty 3337.582273 = -3442935.946839 nChanged 25 SP:Iteration 23Q (1470.269407 sec): 3 clusters Score: Raw -3446285.272666 + Penalty 3337.582273 = -3442947.690393 nChanged 22 SP:Iteration 24Q (1470.351252 sec): 3 clusters Score: Raw -3446294.936826 + Penalty 3337.582273 = -3442957.354553 nChanged 16 SP:Iteration 25Q (1470.437508 sec): 3 clusters Score: Raw -3446303.796820 + Penalty 3337.582273 = -3442966.214547 nChanged 11 SP:Iteration 26Q (1470.525710 sec): 3 clusters Score: Raw -3446309.865900 + Penalty 3337.582273 = -3442972.283627 nChanged 10 SP:Iteration 27Q (1470.611964 sec): 3 clusters Score: Raw -3446315.257765 + Penalty 3337.582273 = -3442977.675492 nChanged 9 SP:Iteration 28Q (1470.703006 sec): 3 clusters Score: Raw -3446319.092241 + Penalty 3337.582273 = -3442981.509968 nChanged 6 SP:Iteration 29Q (1470.790572 sec): 3 clusters Score: Raw -3446321.547254 + Penalty 3337.582273 = -3442983.964981 nChanged 5 SP:Iteration 30Q (1470.877155 sec): 3 clusters Score: Raw -3446323.582023 + Penalty 3337.582273 = -3442985.999750 nChanged 5 SP:Iteration 31Q (1470.966281 sec): 3 clusters Score: Raw -3446326.028899 + Penalty 3337.582273 = -3442988.446626 nChanged 2 SP:Iteration 32Q (1471.053197 sec): 3 clusters Score: Raw -3446326.222961 + Penalty 3337.582273 = -3442988.640688 nChanged 0 SP:Iteration 33F (1471.151512 sec): 3 clusters Score: Raw -3446326.222961 + Penalty 3337.582273 = -3442988.640688 nChanged 0 Trying to split cluster 3 (5544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1471.193548 sec): 2 clusters Score: Raw -631560.939185 + Penalty 1400.826625 = -630160.112559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1471.247113 sec): 3 clusters Score: Raw -628669.690122 + Penalty 2801.653251 = -625868.036872 nChanged 2293 SP:Iteration 1F (1471.302248 sec): 3 clusters Score: Raw -630007.030583 + Penalty 2801.653251 = -627205.377332 nChanged 412 SP:Iteration 2F (1471.347301 sec): 3 clusters Score: Raw -630266.925059 + Penalty 2801.653251 = -627465.271809 nChanged 330 SP:Iteration 3F (1471.402528 sec): 3 clusters Score: Raw -630512.579723 + Penalty 2801.653251 = -627710.926472 nChanged 306 SP:Iteration 4F (1471.463800 sec): 3 clusters Score: Raw -630743.185808 + Penalty 2801.653251 = -627941.532558 nChanged 301 SP:Iteration 5F (1471.520431 sec): 3 clusters Score: Raw -631014.113609 + Penalty 2801.653251 = -628212.460358 nChanged 309 SP:Iteration 6F (1471.566540 sec): 3 clusters Score: Raw -631304.410010 + Penalty 2801.653251 = -628502.756759 nChanged 305 SP:Iteration 7F (1471.622642 sec): 3 clusters Score: Raw -631579.741281 + Penalty 2801.653251 = -628778.088030 nChanged 260 SP:Iteration 8Q (1471.682459 sec): 3 clusters Score: Raw -631808.271824 + Penalty 2801.653251 = -629006.618573 nChanged 214 SP:Iteration 9Q (1471.723098 sec): 3 clusters Score: Raw -631982.098807 + Penalty 2801.653251 = -629180.445556 nChanged 156 SP:Iteration 10Q (1471.793242 sec): 3 clusters Score: Raw -632090.131743 + Penalty 2801.653251 = -629288.478492 nChanged 131 SP:Iteration 11Q (1471.851420 sec): 3 clusters Score: Raw -632165.209209 + Penalty 2801.653251 = -629363.555958 nChanged 97 SP:Iteration 12Q (1471.897355 sec): 3 clusters Score: Raw -632221.648902 + Penalty 2801.653251 = -629419.995651 nChanged 85 SP:Iteration 13Q (1471.952563 sec): 3 clusters Score: Raw -632260.159085 + Penalty 2801.653251 = -629458.505835 nChanged 61 SP:Iteration 14Q (1472.012822 sec): 3 clusters Score: Raw -632282.125413 + Penalty 2801.653251 = -629480.472162 nChanged 45 SP:Iteration 15Q (1472.058910 sec): 3 clusters Score: Raw -632297.182733 + Penalty 2801.653251 = -629495.529482 nChanged 34 SP:Iteration 16Q (1472.124383 sec): 3 clusters Score: Raw -632307.052374 + Penalty 2801.653251 = -629505.399123 nChanged 24 SP:Iteration 17Q (1472.181448 sec): 3 clusters Score: Raw -632312.435776 + Penalty 2801.653251 = -629510.782525 nChanged 16 SP:Iteration 18Q (1472.241704 sec): 3 clusters Score: Raw -632315.637147 + Penalty 2801.653251 = -629513.983896 nChanged 8 SP:Iteration 19Q (1472.296374 sec): 3 clusters Score: Raw -632318.072927 + Penalty 2801.653251 = -629516.419676 nChanged 9 SP:Iteration 20F (1472.352489 sec): 3 clusters Score: Raw -632320.075721 + Penalty 2801.653251 = -629518.422471 nChanged 4 SP:Iteration 21Q (1472.396468 sec): 3 clusters Score: Raw -632320.935644 + Penalty 2801.653251 = -629519.282393 nChanged 5 SP:Iteration 22Q (1472.447743 sec): 3 clusters Score: Raw -632321.670541 + Penalty 2801.653251 = -629520.017290 nChanged 3 SP:Iteration 23Q (1472.505692 sec): 3 clusters Score: Raw -632322.090158 + Penalty 2801.653251 = -629520.436907 nChanged 1 SP:Iteration 24Q (1472.574243 sec): 3 clusters Score: Raw -632322.462746 + Penalty 2801.653251 = -629520.809496 nChanged 3 SP:Iteration 25Q (1472.619541 sec): 3 clusters Score: Raw -632323.767379 + Penalty 2801.653251 = -629522.114129 nChanged 4 SP:Iteration 26Q (1472.681296 sec): 3 clusters Score: Raw -632324.863299 + Penalty 2801.653251 = -629523.210049 nChanged 3 SP:Iteration 27Q (1472.723491 sec): 3 clusters Score: Raw -632325.283667 + Penalty 2801.653251 = -629523.630416 nChanged 0 SP:Iteration 28F (1472.778690 sec): 3 clusters Score: Raw -632325.283667 + Penalty 2801.653251 = -629523.630416 nChanged 0 Trying to split cluster 4 (17315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1472.840446 sec): 2 clusters Score: Raw -2029673.974754 + Penalty 1585.890874 = -2028088.083880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1472.920412 sec): 3 clusters Score: Raw -2019383.794483 + Penalty 3171.781748 = -2016212.012735 nChanged 7779 SP:Iteration 1F (1473.002089 sec): 3 clusters Score: Raw -2023720.446157 + Penalty 3171.781748 = -2020548.664409 nChanged 964 SP:Iteration 2F (1473.093464 sec): 3 clusters Score: Raw -2024129.493798 + Penalty 3171.781748 = -2020957.712049 nChanged 846 SP:Iteration 3Q (1473.176310 sec): 3 clusters Score: Raw -2024507.681932 + Penalty 3171.781748 = -2021335.900183 nChanged 795 SP:Iteration 4Q (1473.252122 sec): 3 clusters Score: Raw -2024847.864755 + Penalty 3171.781748 = -2021676.083007 nChanged 740 SP:Iteration 5Q (1473.334753 sec): 3 clusters Score: Raw -2025207.263879 + Penalty 3171.781748 = -2022035.482130 nChanged 790 SP:Iteration 6Q (1473.404825 sec): 3 clusters Score: Raw -2025633.812282 + Penalty 3171.781748 = -2022462.030534 nChanged 812 SP:Iteration 7Q (1473.500602 sec): 3 clusters Score: Raw -2026107.910864 + Penalty 3171.781748 = -2022936.129115 nChanged 808 SP:Iteration 8Q (1473.575649 sec): 3 clusters Score: Raw -2026531.344460 + Penalty 3171.781748 = -2023359.562711 nChanged 719 SP:Iteration 9Q (1473.642037 sec): 3 clusters Score: Raw -2026874.384213 + Penalty 3171.781748 = -2023702.602464 nChanged 667 SP:Iteration 10Q (1473.727909 sec): 3 clusters Score: Raw -2027184.348391 + Penalty 3171.781748 = -2024012.566643 nChanged 589 SP:Iteration 11Q (1473.804954 sec): 3 clusters Score: Raw -2027459.582643 + Penalty 3171.781748 = -2024287.800895 nChanged 510 SP:Iteration 12Q (1473.880768 sec): 3 clusters Score: Raw -2027665.028072 + Penalty 3171.781748 = -2024493.246324 nChanged 427 SP:Iteration 13Q (1473.957110 sec): 3 clusters Score: Raw -2027833.072845 + Penalty 3171.781748 = -2024661.291096 nChanged 364 SP:Iteration 14Q (1474.031581 sec): 3 clusters Score: Raw -2027971.058704 + Penalty 3171.781748 = -2024799.276955 nChanged 325 SP:Iteration 15Q (1474.111785 sec): 3 clusters Score: Raw -2028102.211848 + Penalty 3171.781748 = -2024930.430099 nChanged 337 SP:Iteration 16Q (1474.189940 sec): 3 clusters Score: Raw -2028234.063223 + Penalty 3171.781748 = -2025062.281474 nChanged 341 SP:Iteration 17Q (1474.266084 sec): 3 clusters Score: Raw -2028373.748951 + Penalty 3171.781748 = -2025201.967203 nChanged 349 SP:Iteration 18Q (1474.343994 sec): 3 clusters Score: Raw -2028533.315433 + Penalty 3171.781748 = -2025361.533685 nChanged 373 SP:Iteration 19Q (1474.417934 sec): 3 clusters Score: Raw -2028689.145958 + Penalty 3171.781748 = -2025517.364210 nChanged 360 SP:Iteration 20F (1474.494589 sec): 3 clusters Score: Raw -2028852.992705 + Penalty 3171.781748 = -2025681.210956 nChanged 371 SP:Iteration 21Q (1474.568365 sec): 3 clusters Score: Raw -2029030.478588 + Penalty 3171.781748 = -2025858.696840 nChanged 381 SP:Iteration 22Q (1474.645458 sec): 3 clusters Score: Raw -2029199.907667 + Penalty 3171.781748 = -2026028.125919 nChanged 345 SP:Iteration 23Q (1474.721560 sec): 3 clusters Score: Raw -2029348.229355 + Penalty 3171.781748 = -2026176.447606 nChanged 321 SP:Iteration 24Q (1474.802283 sec): 3 clusters Score: Raw -2029491.088246 + Penalty 3171.781748 = -2026319.306498 nChanged 270 SP:Iteration 25Q (1474.861918 sec): 3 clusters Score: Raw -2029608.898863 + Penalty 3171.781748 = -2026437.117115 nChanged 238 SP:Iteration 26Q (1474.939692 sec): 3 clusters Score: Raw -2029709.922036 + Penalty 3171.781748 = -2026538.140288 nChanged 194 SP:Iteration 27Q (1475.022937 sec): 3 clusters Score: Raw -2029788.678344 + Penalty 3171.781748 = -2026616.896596 nChanged 180 SP:Iteration 28Q (1475.104982 sec): 3 clusters Score: Raw -2029865.553703 + Penalty 3171.781748 = -2026693.771955 nChanged 156 SP:Iteration 29Q (1475.184653 sec): 3 clusters Score: Raw -2029939.998283 + Penalty 3171.781748 = -2026768.216535 nChanged 137 SP:Iteration 30Q (1475.256756 sec): 3 clusters Score: Raw -2029998.270027 + Penalty 3171.781748 = -2026826.488279 nChanged 113 SP:Iteration 31Q (1475.312119 sec): 3 clusters Score: Raw -2030037.049021 + Penalty 3171.781748 = -2026865.267273 nChanged 84 SP:Iteration 32Q (1475.385967 sec): 3 clusters Score: Raw -2030064.789942 + Penalty 3171.781748 = -2026893.008194 nChanged 76 SP:Iteration 33Q (1475.450587 sec): 3 clusters Score: Raw -2030091.891648 + Penalty 3171.781748 = -2026920.109899 nChanged 69 SP:Iteration 34Q (1475.522522 sec): 3 clusters Score: Raw -2030117.453731 + Penalty 3171.781748 = -2026945.671982 nChanged 58 SP:Iteration 35Q (1475.598613 sec): 3 clusters Score: Raw -2030133.956915 + Penalty 3171.781748 = -2026962.175167 nChanged 35 SP:Iteration 36Q (1475.674728 sec): 3 clusters Score: Raw -2030145.220532 + Penalty 3171.781748 = -2026973.438783 nChanged 30 SP:Iteration 37Q (1475.747917 sec): 3 clusters Score: Raw -2030156.120734 + Penalty 3171.781748 = -2026984.338985 nChanged 31 SP:Iteration 38Q (1475.821546 sec): 3 clusters Score: Raw -2030166.977405 + Penalty 3171.781748 = -2026995.195657 nChanged 26 SP:Iteration 39Q (1475.893751 sec): 3 clusters Score: Raw -2030176.559441 + Penalty 3171.781748 = -2027004.777692 nChanged 22 SP:Iteration 40F (1475.964532 sec): 3 clusters Score: Raw -2030185.403693 + Penalty 3171.781748 = -2027013.621944 nChanged 21 SP:Iteration 41Q (1476.043867 sec): 3 clusters Score: Raw -2030192.483830 + Penalty 3171.781748 = -2027020.702082 nChanged 14 SP:Iteration 42Q (1476.113179 sec): 3 clusters Score: Raw -2030196.354308 + Penalty 3171.781748 = -2027024.572560 nChanged 16 SP:Iteration 43Q (1476.187649 sec): 3 clusters Score: Raw -2030200.085719 + Penalty 3171.781748 = -2027028.303970 nChanged 9 SP:Iteration 44Q (1476.261334 sec): 3 clusters Score: Raw -2030202.871606 + Penalty 3171.781748 = -2027031.089857 nChanged 11 SP:Iteration 45Q (1476.337509 sec): 3 clusters Score: Raw -2030205.554981 + Penalty 3171.781748 = -2027033.773233 nChanged 9 SP:Iteration 46Q (1476.403670 sec): 3 clusters Score: Raw -2030208.570747 + Penalty 3171.781748 = -2027036.788998 nChanged 6 SP:Iteration 47Q (1476.478388 sec): 3 clusters Score: Raw -2030210.185044 + Penalty 3171.781748 = -2027038.403296 nChanged 4 SP:Iteration 48Q (1476.542253 sec): 3 clusters Score: Raw -2030211.103266 + Penalty 3171.781748 = -2027039.321518 nChanged 3 SP:Iteration 49Q (1476.596214 sec): 3 clusters Score: Raw -2030211.861227 + Penalty 3171.781748 = -2027040.079479 nChanged 5 SP:Iteration 50Q (1476.665538 sec): 3 clusters Score: Raw -2030213.061807 + Penalty 3171.781748 = -2027041.280058 nChanged 9 SP:Iteration 51Q (1476.733297 sec): 3 clusters Score: Raw -2030215.161870 + Penalty 3171.781748 = -2027043.380122 nChanged 4 SP:Iteration 52Q (1476.809905 sec): 3 clusters Score: Raw -2030216.469735 + Penalty 3171.781748 = -2027044.687986 nChanged 5 SP:Iteration 53Q (1476.876933 sec): 3 clusters Score: Raw -2030217.565281 + Penalty 3171.781748 = -2027045.783532 nChanged 6 SP:Iteration 54Q (1476.931860 sec): 3 clusters Score: Raw -2030218.630968 + Penalty 3171.781748 = -2027046.849220 nChanged 2 SP:Iteration 55Q (1477.009407 sec): 3 clusters Score: Raw -2030218.883950 + Penalty 3171.781748 = -2027047.102202 nChanged 2 SP:Iteration 56Q (1477.076022 sec): 3 clusters Score: Raw -2030219.340222 + Penalty 3171.781748 = -2027047.558474 nChanged 1 SP:Iteration 57Q (1477.140924 sec): 3 clusters Score: Raw -2030219.434424 + Penalty 3171.781748 = -2027047.652675 nChanged 0 SP:Iteration 58F (1477.212800 sec): 3 clusters Score: Raw -2030219.434424 + Penalty 3171.781748 = -2027047.652675 nChanged 0 Trying to split cluster 5 (6681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1477.248424 sec): 2 clusters Score: Raw -737996.213316 + Penalty 1431.141230 = -736565.072086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1477.297001 sec): 3 clusters Score: Raw -734431.572624 + Penalty 2862.282461 = -731569.290163 nChanged 2760 SP:Iteration 1F (1477.351316 sec): 3 clusters Score: Raw -735986.750228 + Penalty 2862.282461 = -733124.467768 nChanged 449 SP:Iteration 2F (1477.405294 sec): 3 clusters Score: Raw -736231.189620 + Penalty 2862.282461 = -733368.907160 nChanged 376 SP:Iteration 3F (1477.459288 sec): 3 clusters Score: Raw -736442.933701 + Penalty 2862.282461 = -733580.651241 nChanged 331 SP:Iteration 4Q (1477.526445 sec): 3 clusters Score: Raw -736624.729007 + Penalty 2862.282461 = -733762.446547 nChanged 289 SP:Iteration 5Q (1477.570284 sec): 3 clusters Score: Raw -736797.616486 + Penalty 2862.282461 = -733935.334025 nChanged 283 SP:Iteration 6Q (1477.628463 sec): 3 clusters Score: Raw -737003.400672 + Penalty 2862.282461 = -734141.118211 nChanged 276 SP:Iteration 7Q (1477.689426 sec): 3 clusters Score: Raw -737205.786859 + Penalty 2862.282461 = -734343.504398 nChanged 293 SP:Iteration 8Q (1477.734220 sec): 3 clusters Score: Raw -737456.950861 + Penalty 2862.282461 = -734594.668400 nChanged 290 SP:Iteration 9Q (1477.791660 sec): 3 clusters Score: Raw -737708.715081 + Penalty 2862.282461 = -734846.432620 nChanged 277 SP:Iteration 10Q (1477.842257 sec): 3 clusters Score: Raw -737893.174533 + Penalty 2862.282461 = -735030.892073 nChanged 210 SP:Iteration 11Q (1477.905219 sec): 3 clusters Score: Raw -737999.044041 + Penalty 2862.282461 = -735136.761580 nChanged 165 SP:Iteration 12Q (1477.963639 sec): 3 clusters Score: Raw -738080.897871 + Penalty 2862.282461 = -735218.615410 nChanged 123 SP:Iteration 13Q (1478.007999 sec): 3 clusters Score: Raw -738138.616954 + Penalty 2862.282461 = -735276.334493 nChanged 102 SP:Iteration 14Q (1478.059956 sec): 3 clusters Score: Raw -738181.948523 + Penalty 2862.282461 = -735319.666062 nChanged 94 SP:Iteration 15Q (1478.118219 sec): 3 clusters Score: Raw -738211.332227 + Penalty 2862.282461 = -735349.049766 nChanged 78 SP:Iteration 16Q (1478.172807 sec): 3 clusters Score: Raw -738231.655424 + Penalty 2862.282461 = -735369.372963 nChanged 55 SP:Iteration 17Q (1478.232159 sec): 3 clusters Score: Raw -738247.268441 + Penalty 2862.282461 = -735384.985980 nChanged 54 SP:Iteration 18Q (1478.286674 sec): 3 clusters Score: Raw -738264.073009 + Penalty 2862.282461 = -735401.790549 nChanged 48 SP:Iteration 19Q (1478.336371 sec): 3 clusters Score: Raw -738279.872975 + Penalty 2862.282461 = -735417.590514 nChanged 47 SP:Iteration 20F (1478.396267 sec): 3 clusters Score: Raw -738290.827427 + Penalty 2862.282461 = -735428.544966 nChanged 44 SP:Iteration 21Q (1478.444821 sec): 3 clusters Score: Raw -738304.765162 + Penalty 2862.282461 = -735442.482701 nChanged 36 SP:Iteration 22Q (1478.506301 sec): 3 clusters Score: Raw -738316.773821 + Penalty 2862.282461 = -735454.491360 nChanged 42 SP:Iteration 23Q (1478.560276 sec): 3 clusters Score: Raw -738327.990653 + Penalty 2862.282461 = -735465.708192 nChanged 38 SP:Iteration 24Q (1478.625161 sec): 3 clusters Score: Raw -738337.146216 + Penalty 2862.282461 = -735474.863756 nChanged 24 SP:Iteration 25Q (1478.673732 sec): 3 clusters Score: Raw -738342.228327 + Penalty 2862.282461 = -735479.945866 nChanged 19 SP:Iteration 26Q (1478.731169 sec): 3 clusters Score: Raw -738346.011450 + Penalty 2862.282461 = -735483.728990 nChanged 15 SP:Iteration 27Q (1478.803607 sec): 3 clusters Score: Raw -738348.243684 + Penalty 2862.282461 = -735485.961223 nChanged 10 SP:Iteration 28Q (1478.860760 sec): 3 clusters Score: Raw -738350.073645 + Penalty 2862.282461 = -735487.791184 nChanged 10 SP:Iteration 29Q (1478.924139 sec): 3 clusters Score: Raw -738351.698247 + Penalty 2862.282461 = -735489.415786 nChanged 9 SP:Iteration 30Q (1478.971212 sec): 3 clusters Score: Raw -738352.987256 + Penalty 2862.282461 = -735490.704795 nChanged 12 SP:Iteration 31Q (1479.041788 sec): 3 clusters Score: Raw -738354.673601 + Penalty 2862.282461 = -735492.391140 nChanged 6 SP:Iteration 32Q (1479.101102 sec): 3 clusters Score: Raw -738355.540964 + Penalty 2862.282461 = -735493.258504 nChanged 5 SP:Iteration 33Q (1479.148309 sec): 3 clusters Score: Raw -738356.364062 + Penalty 2862.282461 = -735494.081602 nChanged 7 SP:Iteration 34Q (1479.200455 sec): 3 clusters Score: Raw -738357.589843 + Penalty 2862.282461 = -735495.307382 nChanged 10 SP:Iteration 35Q (1479.252816 sec): 3 clusters Score: Raw -738359.296488 + Penalty 2862.282461 = -735497.014027 nChanged 10 SP:Iteration 36Q (1479.315547 sec): 3 clusters Score: Raw -738360.504024 + Penalty 2862.282461 = -735498.221563 nChanged 6 SP:Iteration 37Q (1479.364101 sec): 3 clusters Score: Raw -738361.450377 + Penalty 2862.282461 = -735499.167916 nChanged 8 SP:Iteration 38Q (1479.424029 sec): 3 clusters Score: Raw -738362.308070 + Penalty 2862.282461 = -735500.025610 nChanged 3 SP:Iteration 39Q (1479.483084 sec): 3 clusters Score: Raw -738362.603339 + Penalty 2862.282461 = -735500.320878 nChanged 1 SP:Iteration 40F (1479.543903 sec): 3 clusters Score: Raw -738362.696677 + Penalty 2862.282461 = -735500.414217 nChanged 2 SP:Iteration 41Q (1479.591084 sec): 3 clusters Score: Raw -738362.908855 + Penalty 2862.282461 = -735500.626394 nChanged 0 SP:Iteration 42F (1479.658728 sec): 3 clusters Score: Raw -738362.908855 + Penalty 2862.282461 = -735500.626394 nChanged 0 Trying to split cluster 6 (4269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1479.689311 sec): 2 clusters Score: Raw -505509.735017 + Penalty 1358.359419 = -504151.375598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1479.744812 sec): 3 clusters Score: Raw -503333.078631 + Penalty 2716.718838 = -500616.359793 nChanged 1738 SP:Iteration 1F (1479.797785 sec): 3 clusters Score: Raw -504282.487422 + Penalty 2716.718838 = -501565.768584 nChanged 312 SP:Iteration 2F (1479.842443 sec): 3 clusters Score: Raw -504459.367270 + Penalty 2716.718838 = -501742.648432 nChanged 234 SP:Iteration 3F (1479.910173 sec): 3 clusters Score: Raw -504600.062188 + Penalty 2716.718838 = -501883.343350 nChanged 198 SP:Iteration 4Q (1479.965936 sec): 3 clusters Score: Raw -504710.757628 + Penalty 2716.718838 = -501994.038790 nChanged 149 SP:Iteration 5Q (1480.017333 sec): 3 clusters Score: Raw -504785.582255 + Penalty 2716.718838 = -502068.863417 nChanged 127 SP:Iteration 6Q (1480.071215 sec): 3 clusters Score: Raw -504857.540203 + Penalty 2716.718838 = -502140.821365 nChanged 123 SP:Iteration 7Q (1480.137185 sec): 3 clusters Score: Raw -504933.935287 + Penalty 2716.718838 = -502217.216449 nChanged 107 SP:Iteration 8Q (1480.192582 sec): 3 clusters Score: Raw -505000.447268 + Penalty 2716.718838 = -502283.728430 nChanged 108 SP:Iteration 9Q (1480.247291 sec): 3 clusters Score: Raw -505057.781463 + Penalty 2716.718838 = -502341.062624 nChanged 99 SP:Iteration 10Q (1480.305430 sec): 3 clusters Score: Raw -505114.893723 + Penalty 2716.718838 = -502398.174885 nChanged 97 SP:Iteration 11Q (1480.357527 sec): 3 clusters Score: Raw -505161.735726 + Penalty 2716.718838 = -502445.016888 nChanged 106 SP:Iteration 12Q (1480.409510 sec): 3 clusters Score: Raw -505215.168238 + Penalty 2716.718838 = -502498.449399 nChanged 101 SP:Iteration 13Q (1480.467637 sec): 3 clusters Score: Raw -505263.705972 + Penalty 2716.718838 = -502546.987134 nChanged 103 SP:Iteration 14Q (1480.521356 sec): 3 clusters Score: Raw -505325.771249 + Penalty 2716.718838 = -502609.052411 nChanged 91 SP:Iteration 15Q (1480.573900 sec): 3 clusters Score: Raw -505380.964273 + Penalty 2716.718838 = -502664.245435 nChanged 102 SP:Iteration 16Q (1480.627831 sec): 3 clusters Score: Raw -505450.480919 + Penalty 2716.718838 = -502733.762081 nChanged 101 SP:Iteration 17Q (1480.687788 sec): 3 clusters Score: Raw -505516.346913 + Penalty 2716.718838 = -502799.628075 nChanged 104 SP:Iteration 18Q (1480.734259 sec): 3 clusters Score: Raw -505578.656837 + Penalty 2716.718838 = -502861.937998 nChanged 96 SP:Iteration 19Q (1480.792613 sec): 3 clusters Score: Raw -505638.467238 + Penalty 2716.718838 = -502921.748400 nChanged 97 SP:Iteration 20F (1480.845870 sec): 3 clusters Score: Raw -505688.306527 + Penalty 2716.718838 = -502971.587689 nChanged 69 SP:Iteration 21Q (1480.905392 sec): 3 clusters Score: Raw -505725.334108 + Penalty 2716.718838 = -503008.615270 nChanged 72 SP:Iteration 22Q (1480.955780 sec): 3 clusters Score: Raw -505761.455235 + Penalty 2716.718838 = -503044.736397 nChanged 68 SP:Iteration 23Q (1481.025404 sec): 3 clusters Score: Raw -505802.637725 + Penalty 2716.718838 = -503085.918887 nChanged 70 SP:Iteration 24Q (1481.076424 sec): 3 clusters Score: Raw -505843.220817 + Penalty 2716.718838 = -503126.501978 nChanged 69 SP:Iteration 25Q (1481.132966 sec): 3 clusters Score: Raw -505892.039919 + Penalty 2716.718838 = -503175.321081 nChanged 62 SP:Iteration 26Q (1481.189559 sec): 3 clusters Score: Raw -505938.337308 + Penalty 2716.718838 = -503221.618470 nChanged 70 SP:Iteration 27Q (1481.235090 sec): 3 clusters Score: Raw -505988.406662 + Penalty 2716.718838 = -503271.687823 nChanged 55 SP:Iteration 28Q (1481.294923 sec): 3 clusters Score: Raw -506022.678463 + Penalty 2716.718838 = -503305.959625 nChanged 43 SP:Iteration 29Q (1481.356221 sec): 3 clusters Score: Raw -506054.159678 + Penalty 2716.718838 = -503337.440840 nChanged 47 SP:Iteration 30Q (1481.408173 sec): 3 clusters Score: Raw -506088.008412 + Penalty 2716.718838 = -503371.289573 nChanged 51 SP:Iteration 31Q (1481.463090 sec): 3 clusters Score: Raw -506119.250702 + Penalty 2716.718838 = -503402.531864 nChanged 41 SP:Iteration 32Q (1481.506117 sec): 3 clusters Score: Raw -506145.567536 + Penalty 2716.718838 = -503428.848698 nChanged 44 SP:Iteration 33Q (1481.567271 sec): 3 clusters Score: Raw -506173.116707 + Penalty 2716.718838 = -503456.397869 nChanged 26 SP:Iteration 34Q (1481.610316 sec): 3 clusters Score: Raw -506188.515967 + Penalty 2716.718838 = -503471.797128 nChanged 22 SP:Iteration 35Q (1481.670142 sec): 3 clusters Score: Raw -506201.169512 + Penalty 2716.718838 = -503484.450673 nChanged 26 SP:Iteration 36Q (1481.725989 sec): 3 clusters Score: Raw -506208.488214 + Penalty 2716.718838 = -503491.769375 nChanged 12 SP:Iteration 37Q (1481.769680 sec): 3 clusters Score: Raw -506213.565546 + Penalty 2716.718838 = -503496.846708 nChanged 8 SP:Iteration 38Q (1481.819885 sec): 3 clusters Score: Raw -506216.450980 + Penalty 2716.718838 = -503499.732141 nChanged 7 SP:Iteration 39Q (1481.880265 sec): 3 clusters Score: Raw -506218.345274 + Penalty 2716.718838 = -503501.626436 nChanged 2 SP:Iteration 40F (1481.930067 sec): 3 clusters Score: Raw -506219.660026 + Penalty 2716.718838 = -503502.941188 nChanged 5 SP:Iteration 41Q (1481.991748 sec): 3 clusters Score: Raw -506221.230059 + Penalty 2716.718838 = -503504.511221 nChanged 7 SP:Iteration 42Q (1482.049360 sec): 3 clusters Score: Raw -506224.224346 + Penalty 2716.718838 = -503507.505508 nChanged 10 SP:Iteration 43Q (1482.097435 sec): 3 clusters Score: Raw -506226.138401 + Penalty 2716.718838 = -503509.419562 nChanged 7 SP:Iteration 44Q (1482.155293 sec): 3 clusters Score: Raw -506228.267369 + Penalty 2716.718838 = -503511.548530 nChanged 10 SP:Iteration 45Q (1482.202683 sec): 3 clusters Score: Raw -506230.676367 + Penalty 2716.718838 = -503513.957529 nChanged 7 SP:Iteration 46Q (1482.259717 sec): 3 clusters Score: Raw -506232.155869 + Penalty 2716.718838 = -503515.437031 nChanged 4 SP:Iteration 47Q (1482.317918 sec): 3 clusters Score: Raw -506233.012518 + Penalty 2716.718838 = -503516.293680 nChanged 2 SP:Iteration 48Q (1482.364905 sec): 3 clusters Score: Raw -506233.415336 + Penalty 2716.718838 = -503516.696498 nChanged 1 SP:Iteration 49Q (1482.433177 sec): 3 clusters Score: Raw -506234.085612 + Penalty 2716.718838 = -503517.366774 nChanged 2 SP:Iteration 50Q (1482.478248 sec): 3 clusters Score: Raw -506234.282196 + Penalty 2716.718838 = -503517.563358 nChanged 0 SP:Iteration 51F (1482.545141 sec): 3 clusters Score: Raw -506234.282196 + Penalty 2716.718838 = -503517.563358 nChanged 0 Trying to split cluster 7 (1235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1482.572903 sec): 2 clusters Score: Raw -132668.040602 + Penalty 1156.809265 = -131511.231336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1482.621640 sec): 3 clusters Score: Raw -132412.189695 + Penalty 2313.618531 = -130098.571164 nChanged 439 SP:Iteration 1F (1482.671784 sec): 3 clusters Score: Raw -132923.621305 + Penalty 2313.618531 = -130610.002774 nChanged 141 SP:Iteration 2F (1482.720671 sec): 3 clusters Score: Raw -133172.705065 + Penalty 2313.618531 = -130859.086534 nChanged 89 SP:Iteration 3F (1482.772413 sec): 3 clusters Score: Raw -133314.697415 + Penalty 2313.618531 = -131001.078884 nChanged 60 SP:Iteration 4Q (1482.824264 sec): 3 clusters Score: Raw -133461.660658 + Penalty 2313.618531 = -131148.042127 nChanged 40 SP:Iteration 5Q (1482.870390 sec): 3 clusters Score: Raw -133534.435744 + Penalty 2313.618531 = -131220.817213 nChanged 27 SP:Iteration 6Q (1482.918272 sec): 3 clusters Score: Raw -133596.604852 + Penalty 2313.618531 = -131282.986321 nChanged 20 SP:Iteration 7Q (1482.966149 sec): 3 clusters Score: Raw -133616.884071 + Penalty 2313.618531 = -131303.265540 nChanged 12 SP:Iteration 8Q (1483.014059 sec): 3 clusters Score: Raw -133629.370632 + Penalty 2313.618531 = -131315.752101 nChanged 3 SP:Iteration 9Q (1483.060694 sec): 3 clusters Score: Raw -133631.488910 + Penalty 2313.618531 = -131317.870379 nChanged 4 SP:Iteration 10Q (1483.111024 sec): 3 clusters Score: Raw -133635.948546 + Penalty 2313.618531 = -131322.330016 nChanged 1 SP:Iteration 11Q (1483.161417 sec): 3 clusters Score: Raw -133637.452372 + Penalty 2313.618531 = -131323.833841 nChanged 0 SP:Iteration 12F (1483.214143 sec): 3 clusters Score: Raw -133637.452372 + Penalty 2313.618531 = -131323.833841 nChanged 0 Trying to split cluster 8 (2621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1483.241799 sec): 2 clusters Score: Raw -302202.380240 + Penalty 1279.088071 = -300923.292169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1483.293896 sec): 3 clusters Score: Raw -301001.306917 + Penalty 2558.176141 = -298443.130776 nChanged 964 SP:Iteration 1F (1483.337714 sec): 3 clusters Score: Raw -301617.209801 + Penalty 2558.176141 = -299059.033660 nChanged 223 SP:Iteration 2F (1483.403736 sec): 3 clusters Score: Raw -301798.667488 + Penalty 2558.176141 = -299240.491347 nChanged 159 SP:Iteration 3F (1483.457916 sec): 3 clusters Score: Raw -301931.831846 + Penalty 2558.176141 = -299373.655705 nChanged 134 SP:Iteration 4F (1483.499119 sec): 3 clusters Score: Raw -302038.263979 + Penalty 2558.176141 = -299480.087838 nChanged 130 SP:Iteration 5Q (1483.559980 sec): 3 clusters Score: Raw -302159.179774 + Penalty 2558.176141 = -299601.003633 nChanged 127 SP:Iteration 6Q (1483.614781 sec): 3 clusters Score: Raw -302271.575224 + Penalty 2558.176141 = -299713.399083 nChanged 115 SP:Iteration 7Q (1483.659987 sec): 3 clusters Score: Raw -302382.735240 + Penalty 2558.176141 = -299824.559099 nChanged 103 SP:Iteration 8Q (1483.716512 sec): 3 clusters Score: Raw -302475.356809 + Penalty 2558.176141 = -299917.180668 nChanged 77 SP:Iteration 9Q (1483.754120 sec): 3 clusters Score: Raw -302550.256127 + Penalty 2558.176141 = -299992.079986 nChanged 63 SP:Iteration 10Q (1483.806538 sec): 3 clusters Score: Raw -302599.569046 + Penalty 2558.176141 = -300041.392905 nChanged 40 SP:Iteration 11Q (1483.866893 sec): 3 clusters Score: Raw -302632.666075 + Penalty 2558.176141 = -300074.489934 nChanged 32 SP:Iteration 12Q (1483.911632 sec): 3 clusters Score: Raw -302649.113509 + Penalty 2558.176141 = -300090.937368 nChanged 25 SP:Iteration 13Q (1483.969018 sec): 3 clusters Score: Raw -302664.985860 + Penalty 2558.176141 = -300106.809719 nChanged 25 SP:Iteration 14Q (1484.022277 sec): 3 clusters Score: Raw -302678.486766 + Penalty 2558.176141 = -300120.310625 nChanged 22 SP:Iteration 15Q (1484.076929 sec): 3 clusters Score: Raw -302687.890633 + Penalty 2558.176141 = -300129.714492 nChanged 13 SP:Iteration 16Q (1484.128389 sec): 3 clusters Score: Raw -302693.140433 + Penalty 2558.176141 = -300134.964292 nChanged 7 SP:Iteration 17Q (1484.184869 sec): 3 clusters Score: Raw -302695.778564 + Penalty 2558.176141 = -300137.602423 nChanged 2 SP:Iteration 18Q (1484.234684 sec): 3 clusters Score: Raw -302696.196176 + Penalty 2558.176141 = -300138.020035 nChanged 2 SP:Iteration 19Q (1484.275732 sec): 3 clusters Score: Raw -302696.918202 + Penalty 2558.176141 = -300138.742061 nChanged 2 SP:Iteration 20F (1484.331436 sec): 3 clusters Score: Raw -302697.876729 + Penalty 2558.176141 = -300139.700588 nChanged 4 SP:Iteration 21Q (1484.386604 sec): 3 clusters Score: Raw -302699.690715 + Penalty 2558.176141 = -300141.514574 nChanged 3 SP:Iteration 22Q (1484.424572 sec): 3 clusters Score: Raw -302701.946761 + Penalty 2558.176141 = -300143.770620 nChanged 1 SP:Iteration 23Q (1484.478547 sec): 3 clusters Score: Raw -302702.416883 + Penalty 2558.176141 = -300144.240742 nChanged 1 SP:Iteration 24Q (1484.532480 sec): 3 clusters Score: Raw -302703.297534 + Penalty 2558.176141 = -300145.121393 nChanged 0 SP:Iteration 25F (1484.583210 sec): 3 clusters Score: Raw -302703.297534 + Penalty 2558.176141 = -300145.121393 nChanged 0 Trying to split cluster 9 (127286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1484.757019 sec): 2 clusters Score: Raw -14975987.641605 + Penalty 1910.056168 = -14974077.585437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.011642 sec): 3 clusters Score: Raw -14892759.167239 + Penalty 3820.112336 = -14888939.054904 nChanged 61273 SP:Iteration 1F (1485.244504 sec): 3 clusters Score: Raw -14929772.443011 + Penalty 3820.112336 = -14925952.330675 nChanged 5209 SP:Iteration 2Q (1485.517535 sec): 3 clusters Score: Raw -14931829.259944 + Penalty 3820.112336 = -14928009.147609 nChanged 5894 SP:Iteration 3Q (1485.788473 sec): 3 clusters Score: Raw -14934830.044121 + Penalty 3820.112336 = -14931009.931785 nChanged 6805 SP:Iteration 4F (1486.036945 sec): 3 clusters Score: Raw -14939181.440998 + Penalty 3820.112336 = -14935361.328662 nChanged 7517 SP:Iteration 5F (1486.294587 sec): 3 clusters Score: Raw -14944797.142895 + Penalty 3820.112336 = -14940977.030559 nChanged 7921 SP:Iteration 6F (1486.562313 sec): 3 clusters Score: Raw -14950773.264355 + Penalty 3820.112336 = -14946953.152020 nChanged 7325 SP:Iteration 7F (1486.821032 sec): 3 clusters Score: Raw -14955836.410700 + Penalty 3820.112336 = -14952016.298364 nChanged 6172 SP:Iteration 8Q (1487.085658 sec): 3 clusters Score: Raw -14959369.583783 + Penalty 3820.112336 = -14955549.471447 nChanged 4754 SP:Iteration 9Q (1487.352005 sec): 3 clusters Score: Raw -14961570.043097 + Penalty 3820.112336 = -14957749.930761 nChanged 3498 SP:Iteration 10Q (1487.609592 sec): 3 clusters Score: Raw -14962926.906027 + Penalty 3820.112336 = -14959106.793692 nChanged 2858 SP:Iteration 11Q (1487.861099 sec): 3 clusters Score: Raw -14963966.965608 + Penalty 3820.112336 = -14960146.853272 nChanged 2460 SP:Iteration 12Q (1488.101828 sec): 3 clusters Score: Raw -14964890.814697 + Penalty 3820.112336 = -14961070.702361 nChanged 2384 SP:Iteration 13Q (1488.352672 sec): 3 clusters Score: Raw -14965828.454751 + Penalty 3820.112336 = -14962008.342416 nChanged 2358 SP:Iteration 14Q (1488.616969 sec): 3 clusters Score: Raw -14966841.794909 + Penalty 3820.112336 = -14963021.682573 nChanged 2321 SP:Iteration 15Q (1488.851648 sec): 3 clusters Score: Raw -14967923.835428 + Penalty 3820.112336 = -14964103.723092 nChanged 2198 SP:Iteration 16Q (1489.083627 sec): 3 clusters Score: Raw -14969020.267638 + Penalty 3820.112336 = -14965200.155302 nChanged 2106 SP:Iteration 17Q (1489.307929 sec): 3 clusters Score: Raw -14970093.366724 + Penalty 3820.112336 = -14966273.254388 nChanged 1909 SP:Iteration 18Q (1489.546880 sec): 3 clusters Score: Raw -14971050.437668 + Penalty 3820.112336 = -14967230.325332 nChanged 1765 SP:Iteration 19Q (1489.784591 sec): 3 clusters Score: Raw -14971919.539019 + Penalty 3820.112336 = -14968099.426683 nChanged 1579 SP:Iteration 20F (1490.062268 sec): 3 clusters Score: Raw -14972711.789094 + Penalty 3820.112336 = -14968891.676758 nChanged 1416 SP:Iteration 21Q (1490.276448 sec): 3 clusters Score: Raw -14973430.037097 + Penalty 3820.112336 = -14969609.924761 nChanged 1231 SP:Iteration 22Q (1490.486061 sec): 3 clusters Score: Raw -14974067.352098 + Penalty 3820.112336 = -14970247.239763 nChanged 1035 SP:Iteration 23Q (1490.705452 sec): 3 clusters Score: Raw -14974617.247356 + Penalty 3820.112336 = -14970797.135020 nChanged 794 SP:Iteration 24Q (1490.917237 sec): 3 clusters Score: Raw -14975037.989319 + Penalty 3820.112336 = -14971217.876983 nChanged 605 SP:Iteration 25Q (1491.139866 sec): 3 clusters Score: Raw -14975365.996318 + Penalty 3820.112336 = -14971545.883982 nChanged 522 SP:Iteration 26Q (1491.371743 sec): 3 clusters Score: Raw -14975664.089892 + Penalty 3820.112336 = -14971843.977557 nChanged 393 SP:Iteration 27Q (1491.569142 sec): 3 clusters Score: Raw -14975895.890824 + Penalty 3820.112336 = -14972075.778488 nChanged 281 SP:Iteration 28Q (1491.743325 sec): 3 clusters Score: Raw -14976054.487949 + Penalty 3820.112336 = -14972234.375613 nChanged 218 SP:Iteration 29Q (1491.951899 sec): 3 clusters Score: Raw -14976179.500117 + Penalty 3820.112336 = -14972359.387781 nChanged 192 SP:Iteration 30Q (1492.169230 sec): 3 clusters Score: Raw -14976289.643506 + Penalty 3820.112336 = -14972469.531171 nChanged 161 SP:Iteration 31Q (1492.412847 sec): 3 clusters Score: Raw -14976389.889111 + Penalty 3820.112336 = -14972569.776776 nChanged 128 SP:Iteration 32Q (1492.618805 sec): 3 clusters Score: Raw -14976474.955505 + Penalty 3820.112336 = -14972654.843169 nChanged 119 SP:Iteration 33Q (1492.819404 sec): 3 clusters Score: Raw -14976565.164523 + Penalty 3820.112336 = -14972745.052187 nChanged 122 SP:Iteration 34Q (1492.998330 sec): 3 clusters Score: Raw -14976661.926832 + Penalty 3820.112336 = -14972841.814496 nChanged 108 SP:Iteration 35Q (1493.195231 sec): 3 clusters Score: Raw -14976731.516801 + Penalty 3820.112336 = -14972911.404465 nChanged 89 SP:Iteration 36Q (1493.407499 sec): 3 clusters Score: Raw -14976797.896158 + Penalty 3820.112336 = -14972977.783823 nChanged 88 SP:Iteration 37Q (1493.609334 sec): 3 clusters Score: Raw -14976854.035843 + Penalty 3820.112336 = -14973033.923507 nChanged 88 SP:Iteration 38Q (1493.843838 sec): 3 clusters Score: Raw -14976916.789031 + Penalty 3820.112336 = -14973096.676695 nChanged 111 SP:Iteration 39Q (1494.044074 sec): 3 clusters Score: Raw -14976997.586379 + Penalty 3820.112336 = -14973177.474043 nChanged 110 SP:Iteration 40F (1494.293615 sec): 3 clusters Score: Raw -14977077.097839 + Penalty 3820.112336 = -14973256.985503 nChanged 101 SP:Iteration 41Q (1494.482358 sec): 3 clusters Score: Raw -14977143.217578 + Penalty 3820.112336 = -14973323.105243 nChanged 120 SP:Iteration 42Q (1494.711071 sec): 3 clusters Score: Raw -14977210.343276 + Penalty 3820.112336 = -14973390.230941 nChanged 117 SP:Iteration 43Q (1494.932394 sec): 3 clusters Score: Raw -14977275.676438 + Penalty 3820.112336 = -14973455.564102 nChanged 110 SP:Iteration 44Q (1495.150459 sec): 3 clusters Score: Raw -14977334.949721 + Penalty 3820.112336 = -14973514.837385 nChanged 99 SP:Iteration 45Q (1495.363841 sec): 3 clusters Score: Raw -14977382.994631 + Penalty 3820.112336 = -14973562.882295 nChanged 98 SP:Iteration 46Q (1495.561140 sec): 3 clusters Score: Raw -14977417.579666 + Penalty 3820.112336 = -14973597.467330 nChanged 66 SP:Iteration 47Q (1495.761006 sec): 3 clusters Score: Raw -14977437.388240 + Penalty 3820.112336 = -14973617.275905 nChanged 54 SP:Iteration 48Q (1495.961383 sec): 3 clusters Score: Raw -14977452.410790 + Penalty 3820.112336 = -14973632.298454 nChanged 48 SP:Iteration 49Q (1496.180332 sec): 3 clusters Score: Raw -14977465.900413 + Penalty 3820.112336 = -14973645.788077 nChanged 59 SP:Iteration 50Q (1496.398554 sec): 3 clusters Score: Raw -14977479.889110 + Penalty 3820.112336 = -14973659.776774 nChanged 45 SP:Iteration 51Q (1496.620851 sec): 3 clusters Score: Raw -14977490.348937 + Penalty 3820.112336 = -14973670.236601 nChanged 42 SP:Iteration 52Q (1496.831957 sec): 3 clusters Score: Raw -14977500.216230 + Penalty 3820.112336 = -14973680.103894 nChanged 37 SP:Iteration 53Q (1497.050476 sec): 3 clusters Score: Raw -14977508.425634 + Penalty 3820.112336 = -14973688.313298 nChanged 37 SP:Iteration 54Q (1497.237855 sec): 3 clusters Score: Raw -14977515.198140 + Penalty 3820.112336 = -14973695.085804 nChanged 24 SP:Iteration 55Q (1497.440669 sec): 3 clusters Score: Raw -14977520.241929 + Penalty 3820.112336 = -14973700.129594 nChanged 20 SP:Iteration 56Q (1497.650568 sec): 3 clusters Score: Raw -14977524.135369 + Penalty 3820.112336 = -14973704.023034 nChanged 13 SP:Iteration 57Q (1497.853259 sec): 3 clusters Score: Raw -14977525.724214 + Penalty 3820.112336 = -14973705.611878 nChanged 12 SP:Iteration 58Q (1498.056072 sec): 3 clusters Score: Raw -14977526.985692 + Penalty 3820.112336 = -14973706.873356 nChanged 7 SP:Iteration 59Q (1498.254881 sec): 3 clusters Score: Raw -14977528.150553 + Penalty 3820.112336 = -14973708.038217 nChanged 6 SP:Iteration 60F (1498.513356 sec): 3 clusters Score: Raw -14977540.162755 + Penalty 3820.112336 = -14973720.050420 nChanged 25 SP:Iteration 61Q (1498.712788 sec): 3 clusters Score: Raw -14977546.312001 + Penalty 3820.112336 = -14973726.199665 nChanged 19 SP:Iteration 62Q (1498.898458 sec): 3 clusters Score: Raw -14977549.979270 + Penalty 3820.112336 = -14973729.866934 nChanged 13 SP:Iteration 63Q (1499.111545 sec): 3 clusters Score: Raw -14977552.020370 + Penalty 3820.112336 = -14973731.908034 nChanged 10 SP:Iteration 64Q (1499.319479 sec): 3 clusters Score: Raw -14977553.395314 + Penalty 3820.112336 = -14973733.282979 nChanged 7 SP:Iteration 65Q (1499.526924 sec): 3 clusters Score: Raw -14977554.426845 + Penalty 3820.112336 = -14973734.314509 nChanged 8 SP:Iteration 66Q (1499.740260 sec): 3 clusters Score: Raw -14977555.709309 + Penalty 3820.112336 = -14973735.596974 nChanged 8 SP:Iteration 67Q (1499.947842 sec): 3 clusters Score: Raw -14977557.006771 + Penalty 3820.112336 = -14973736.894435 nChanged 9 SP:Iteration 68Q (1500.157728 sec): 3 clusters Score: Raw -14977558.679380 + Penalty 3820.112336 = -14973738.567044 nChanged 9 SP:Iteration 69Q (1500.358255 sec): 3 clusters Score: Raw -14977561.345536 + Penalty 3820.112336 = -14973741.233200 nChanged 18 SP:Iteration 70Q (1500.555407 sec): 3 clusters Score: Raw -14977564.356463 + Penalty 3820.112336 = -14973744.244128 nChanged 15 SP:Iteration 71Q (1500.769658 sec): 3 clusters Score: Raw -14977566.324367 + Penalty 3820.112336 = -14973746.212032 nChanged 10 SP:Iteration 72Q (1500.978763 sec): 3 clusters Score: Raw -14977567.854266 + Penalty 3820.112336 = -14973747.741930 nChanged 14 SP:Iteration 73Q (1501.182681 sec): 3 clusters Score: Raw -14977569.592138 + Penalty 3820.112336 = -14973749.479802 nChanged 18 SP:Iteration 74Q (1501.401994 sec): 3 clusters Score: Raw -14977572.324273 + Penalty 3820.112336 = -14973752.211937 nChanged 16 SP:Iteration 75Q (1501.619659 sec): 3 clusters Score: Raw -14977574.621939 + Penalty 3820.112336 = -14973754.509604 nChanged 8 SP:Iteration 76Q (1501.824508 sec): 3 clusters Score: Raw -14977575.595237 + Penalty 3820.112336 = -14973755.482901 nChanged 7 SP:Iteration 77Q (1502.021529 sec): 3 clusters Score: Raw -14977576.516174 + Penalty 3820.112336 = -14973756.403839 nChanged 5 SP:Iteration 78Q (1502.215677 sec): 3 clusters Score: Raw -14977577.023044 + Penalty 3820.112336 = -14973756.910709 nChanged 5 SP:Iteration 79Q (1502.396884 sec): 3 clusters Score: Raw -14977577.356946 + Penalty 3820.112336 = -14973757.244611 nChanged 2 SP:Iteration 80F (1502.633042 sec): 3 clusters Score: Raw -14977577.544379 + Penalty 3820.112336 = -14973757.432043 nChanged 2 SP:Iteration 81Q (1502.827347 sec): 3 clusters Score: Raw -14977577.811607 + Penalty 3820.112336 = -14973757.699271 nChanged 0 SP:Iteration 82F (1503.081559 sec): 3 clusters Score: Raw -14977577.811607 + Penalty 3820.112336 = -14973757.699271 nChanged 0 Trying to split cluster 10 (12568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1503.134855 sec): 2 clusters Score: Raw -1385611.783681 + Penalty 1533.822742 = -1384077.960939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1503.203935 sec): 3 clusters Score: Raw -1378317.524247 + Penalty 3067.645483 = -1375249.878763 nChanged 5509 SP:Iteration 1F (1503.271545 sec): 3 clusters Score: Raw -1381350.802718 + Penalty 3067.645483 = -1378283.157235 nChanged 760 SP:Iteration 2F (1503.339725 sec): 3 clusters Score: Raw -1381727.456079 + Penalty 3067.645483 = -1378659.810595 nChanged 797 SP:Iteration 3F (1503.407139 sec): 3 clusters Score: Raw -1382188.219134 + Penalty 3067.645483 = -1379120.573650 nChanged 790 SP:Iteration 4F (1503.475101 sec): 3 clusters Score: Raw -1382683.994614 + Penalty 3067.645483 = -1379616.349131 nChanged 809 SP:Iteration 5F (1503.530268 sec): 3 clusters Score: Raw -1383257.599940 + Penalty 3067.645483 = -1380189.954457 nChanged 813 SP:Iteration 6F (1503.607938 sec): 3 clusters Score: Raw -1383897.786622 + Penalty 3067.645483 = -1380830.141139 nChanged 728 SP:Iteration 7F (1503.666494 sec): 3 clusters Score: Raw -1384510.431327 + Penalty 3067.645483 = -1381442.785843 nChanged 570 SP:Iteration 8Q (1503.735430 sec): 3 clusters Score: Raw -1385005.970402 + Penalty 3067.645483 = -1381938.324918 nChanged 400 SP:Iteration 9Q (1503.804778 sec): 3 clusters Score: Raw -1385383.554518 + Penalty 3067.645483 = -1382315.909034 nChanged 254 SP:Iteration 10Q (1503.873017 sec): 3 clusters Score: Raw -1385599.157116 + Penalty 3067.645483 = -1382531.511632 nChanged 154 SP:Iteration 11Q (1503.952446 sec): 3 clusters Score: Raw -1385721.910095 + Penalty 3067.645483 = -1382654.264611 nChanged 88 SP:Iteration 12Q (1504.018084 sec): 3 clusters Score: Raw -1385784.538980 + Penalty 3067.645483 = -1382716.893497 nChanged 45 SP:Iteration 13Q (1504.071941 sec): 3 clusters Score: Raw -1385809.251852 + Penalty 3067.645483 = -1382741.606369 nChanged 28 SP:Iteration 14Q (1504.150241 sec): 3 clusters Score: Raw -1385821.154509 + Penalty 3067.645483 = -1382753.509025 nChanged 12 SP:Iteration 15Q (1504.217466 sec): 3 clusters Score: Raw -1385826.891668 + Penalty 3067.645483 = -1382759.246184 nChanged 13 SP:Iteration 16Q (1504.284171 sec): 3 clusters Score: Raw -1385834.595040 + Penalty 3067.645483 = -1382766.949556 nChanged 14 SP:Iteration 17Q (1504.350722 sec): 3 clusters Score: Raw -1385841.799164 + Penalty 3067.645483 = -1382774.153680 nChanged 8 SP:Iteration 18Q (1504.405793 sec): 3 clusters Score: Raw -1385846.297681 + Penalty 3067.645483 = -1382778.652197 nChanged 11 SP:Iteration 19Q (1504.485342 sec): 3 clusters Score: Raw -1385852.655317 + Penalty 3067.645483 = -1382785.009834 nChanged 5 SP:Iteration 20F (1504.556163 sec): 3 clusters Score: Raw -1385855.559444 + Penalty 3067.645483 = -1382787.913960 nChanged 7 SP:Iteration 21Q (1504.625093 sec): 3 clusters Score: Raw -1385859.218203 + Penalty 3067.645483 = -1382791.572719 nChanged 4 SP:Iteration 22Q (1504.695898 sec): 3 clusters Score: Raw -1385861.337308 + Penalty 3067.645483 = -1382793.691824 nChanged 6 SP:Iteration 23Q (1504.760737 sec): 3 clusters Score: Raw -1385864.267434 + Penalty 3067.645483 = -1382796.621950 nChanged 7 SP:Iteration 24Q (1504.826846 sec): 3 clusters Score: Raw -1385868.191803 + Penalty 3067.645483 = -1382800.546320 nChanged 7 SP:Iteration 25Q (1504.890783 sec): 3 clusters Score: Raw -1385872.795851 + Penalty 3067.645483 = -1382805.150368 nChanged 7 SP:Iteration 26Q (1504.958722 sec): 3 clusters Score: Raw -1385877.909260 + Penalty 3067.645483 = -1382810.263776 nChanged 9 SP:Iteration 27Q (1505.024158 sec): 3 clusters Score: Raw -1385884.548640 + Penalty 3067.645483 = -1382816.903157 nChanged 8 SP:Iteration 28Q (1505.092282 sec): 3 clusters Score: Raw -1385890.694212 + Penalty 3067.645483 = -1382823.048728 nChanged 6 SP:Iteration 29Q (1505.148460 sec): 3 clusters Score: Raw -1385895.369992 + Penalty 3067.645483 = -1382827.724508 nChanged 4 SP:Iteration 30Q (1505.225334 sec): 3 clusters Score: Raw -1385898.879368 + Penalty 3067.645483 = -1382831.233884 nChanged 7 SP:Iteration 31Q (1505.281925 sec): 3 clusters Score: Raw -1385902.781228 + Penalty 3067.645483 = -1382835.135745 nChanged 6 SP:Iteration 32Q (1505.359881 sec): 3 clusters Score: Raw -1385906.688962 + Penalty 3067.645483 = -1382839.043478 nChanged 8 SP:Iteration 33Q (1505.419214 sec): 3 clusters Score: Raw -1385911.017604 + Penalty 3067.645483 = -1382843.372120 nChanged 4 SP:Iteration 34Q (1505.497312 sec): 3 clusters Score: Raw -1385913.710650 + Penalty 3067.645483 = -1382846.065166 nChanged 7 SP:Iteration 35Q (1505.566094 sec): 3 clusters Score: Raw -1385917.790997 + Penalty 3067.645483 = -1382850.145513 nChanged 6 SP:Iteration 36Q (1505.625120 sec): 3 clusters Score: Raw -1385920.940295 + Penalty 3067.645483 = -1382853.294812 nChanged 4 SP:Iteration 37Q (1505.703824 sec): 3 clusters Score: Raw -1385923.373830 + Penalty 3067.645483 = -1382855.728347 nChanged 3 SP:Iteration 38Q (1505.775232 sec): 3 clusters Score: Raw -1385925.583374 + Penalty 3067.645483 = -1382857.937890 nChanged 4 SP:Iteration 39Q (1505.832777 sec): 3 clusters Score: Raw -1385927.694144 + Penalty 3067.645483 = -1382860.048660 nChanged 2 SP:Iteration 40F (1505.906903 sec): 3 clusters Score: Raw -1385928.580707 + Penalty 3067.645483 = -1382860.935224 nChanged 1 SP:Iteration 41Q (1505.966469 sec): 3 clusters Score: Raw -1385928.881964 + Penalty 3067.645483 = -1382861.236481 nChanged 0 SP:Iteration 42F (1506.030833 sec): 3 clusters Score: Raw -1385928.881964 + Penalty 3067.645483 = -1382861.236481 nChanged 0 Trying to split cluster 11 (6881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1506.067075 sec): 2 clusters Score: Raw -817982.329523 + Penalty 1435.934381 = -816546.395142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1506.112269 sec): 3 clusters Score: Raw -814194.099137 + Penalty 2871.868762 = -811322.230374 nChanged 2923 SP:Iteration 1F (1506.176902 sec): 3 clusters Score: Raw -815817.134158 + Penalty 2871.868762 = -812945.265396 nChanged 535 SP:Iteration 2F (1506.221047 sec): 3 clusters Score: Raw -816162.691526 + Penalty 2871.868762 = -813290.822763 nChanged 412 SP:Iteration 3F (1506.275039 sec): 3 clusters Score: Raw -816405.998376 + Penalty 2871.868762 = -813534.129614 nChanged 384 SP:Iteration 4F (1506.336596 sec): 3 clusters Score: Raw -816635.576712 + Penalty 2871.868762 = -813763.707949 nChanged 332 SP:Iteration 5Q (1506.391274 sec): 3 clusters Score: Raw -816839.918824 + Penalty 2871.868762 = -813968.050061 nChanged 328 SP:Iteration 6Q (1506.448394 sec): 3 clusters Score: Raw -817020.580398 + Penalty 2871.868762 = -814148.711635 nChanged 250 SP:Iteration 7Q (1506.494913 sec): 3 clusters Score: Raw -817154.961610 + Penalty 2871.868762 = -814283.092847 nChanged 229 SP:Iteration 8Q (1506.567586 sec): 3 clusters Score: Raw -817272.323892 + Penalty 2871.868762 = -814400.455129 nChanged 203 SP:Iteration 9Q (1506.614560 sec): 3 clusters Score: Raw -817366.632635 + Penalty 2871.868762 = -814494.763873 nChanged 180 SP:Iteration 10Q (1506.685592 sec): 3 clusters Score: Raw -817441.520111 + Penalty 2871.868762 = -814569.651348 nChanged 143 SP:Iteration 11Q (1506.749306 sec): 3 clusters Score: Raw -817495.621050 + Penalty 2871.868762 = -814623.752288 nChanged 125 SP:Iteration 12Q (1506.807574 sec): 3 clusters Score: Raw -817540.335672 + Penalty 2871.868762 = -814668.466909 nChanged 91 SP:Iteration 13Q (1506.870378 sec): 3 clusters Score: Raw -817583.842679 + Penalty 2871.868762 = -814711.973916 nChanged 102 SP:Iteration 14Q (1506.929258 sec): 3 clusters Score: Raw -817628.656530 + Penalty 2871.868762 = -814756.787767 nChanged 101 SP:Iteration 15Q (1506.986560 sec): 3 clusters Score: Raw -817666.720731 + Penalty 2871.868762 = -814794.851968 nChanged 96 SP:Iteration 16Q (1507.048846 sec): 3 clusters Score: Raw -817704.635548 + Penalty 2871.868762 = -814832.766785 nChanged 78 SP:Iteration 17Q (1507.120126 sec): 3 clusters Score: Raw -817731.136666 + Penalty 2871.868762 = -814859.267903 nChanged 76 SP:Iteration 18Q (1507.168117 sec): 3 clusters Score: Raw -817754.556696 + Penalty 2871.868762 = -814882.687933 nChanged 75 SP:Iteration 19Q (1507.232044 sec): 3 clusters Score: Raw -817776.833684 + Penalty 2871.868762 = -814904.964921 nChanged 66 SP:Iteration 20F (1507.298856 sec): 3 clusters Score: Raw -817798.233105 + Penalty 2871.868762 = -814926.364342 nChanged 59 SP:Iteration 21Q (1507.357120 sec): 3 clusters Score: Raw -817814.213784 + Penalty 2871.868762 = -814942.345022 nChanged 44 SP:Iteration 22Q (1507.404412 sec): 3 clusters Score: Raw -817825.698570 + Penalty 2871.868762 = -814953.829808 nChanged 43 SP:Iteration 23Q (1507.472511 sec): 3 clusters Score: Raw -817836.304634 + Penalty 2871.868762 = -814964.435871 nChanged 46 SP:Iteration 24Q (1507.534040 sec): 3 clusters Score: Raw -817850.430583 + Penalty 2871.868762 = -814978.561821 nChanged 47 SP:Iteration 25Q (1507.580538 sec): 3 clusters Score: Raw -817863.899214 + Penalty 2871.868762 = -814992.030452 nChanged 45 SP:Iteration 26Q (1507.652374 sec): 3 clusters Score: Raw -817878.079906 + Penalty 2871.868762 = -815006.211144 nChanged 42 SP:Iteration 27Q (1507.709184 sec): 3 clusters Score: Raw -817889.067238 + Penalty 2871.868762 = -815017.198476 nChanged 33 SP:Iteration 28Q (1507.758888 sec): 3 clusters Score: Raw -817895.672204 + Penalty 2871.868762 = -815023.803442 nChanged 25 SP:Iteration 29Q (1507.823647 sec): 3 clusters Score: Raw -817901.608132 + Penalty 2871.868762 = -815029.739369 nChanged 21 SP:Iteration 30Q (1507.877571 sec): 3 clusters Score: Raw -817906.382966 + Penalty 2871.868762 = -815034.514203 nChanged 19 SP:Iteration 31Q (1507.939332 sec): 3 clusters Score: Raw -817910.993814 + Penalty 2871.868762 = -815039.125052 nChanged 20 SP:Iteration 32Q (1507.998897 sec): 3 clusters Score: Raw -817915.066546 + Penalty 2871.868762 = -815043.197784 nChanged 18 SP:Iteration 33Q (1508.061199 sec): 3 clusters Score: Raw -817918.785941 + Penalty 2871.868762 = -815046.917179 nChanged 18 SP:Iteration 34Q (1508.130777 sec): 3 clusters Score: Raw -817923.692133 + Penalty 2871.868762 = -815051.823371 nChanged 19 SP:Iteration 35Q (1508.179715 sec): 3 clusters Score: Raw -817927.313447 + Penalty 2871.868762 = -815055.444685 nChanged 11 SP:Iteration 36Q (1508.237070 sec): 3 clusters Score: Raw -817928.893079 + Penalty 2871.868762 = -815057.024317 nChanged 10 SP:Iteration 37Q (1508.308067 sec): 3 clusters Score: Raw -817931.251735 + Penalty 2871.868762 = -815059.382973 nChanged 17 SP:Iteration 38Q (1508.367512 sec): 3 clusters Score: Raw -817935.593008 + Penalty 2871.868762 = -815063.724246 nChanged 17 SP:Iteration 39Q (1508.417947 sec): 3 clusters Score: Raw -817938.912132 + Penalty 2871.868762 = -815067.043369 nChanged 16 SP:Iteration 40F (1508.476795 sec): 3 clusters Score: Raw -817942.039129 + Penalty 2871.868762 = -815070.170367 nChanged 20 SP:Iteration 41Q (1508.548316 sec): 3 clusters Score: Raw -817946.953574 + Penalty 2871.868762 = -815075.084812 nChanged 22 SP:Iteration 42Q (1508.596209 sec): 3 clusters Score: Raw -817951.823524 + Penalty 2871.868762 = -815079.954761 nChanged 19 SP:Iteration 43Q (1508.666771 sec): 3 clusters Score: Raw -817955.043185 + Penalty 2871.868762 = -815083.174422 nChanged 17 SP:Iteration 44Q (1508.723237 sec): 3 clusters Score: Raw -817957.740500 + Penalty 2871.868762 = -815085.871737 nChanged 14 SP:Iteration 45Q (1508.783781 sec): 3 clusters Score: Raw -817960.272811 + Penalty 2871.868762 = -815088.404048 nChanged 14 SP:Iteration 46Q (1508.842673 sec): 3 clusters Score: Raw -817962.586229 + Penalty 2871.868762 = -815090.717466 nChanged 15 SP:Iteration 47Q (1508.892585 sec): 3 clusters Score: Raw -817965.723145 + Penalty 2871.868762 = -815093.854383 nChanged 15 SP:Iteration 48Q (1508.943374 sec): 3 clusters Score: Raw -817968.977203 + Penalty 2871.868762 = -815097.108441 nChanged 20 SP:Iteration 49Q (1509.010994 sec): 3 clusters Score: Raw -817974.059793 + Penalty 2871.868762 = -815102.191030 nChanged 23 SP:Iteration 50Q (1509.058976 sec): 3 clusters Score: Raw -817978.859052 + Penalty 2871.868762 = -815106.990289 nChanged 19 SP:Iteration 51Q (1509.125776 sec): 3 clusters Score: Raw -817983.416485 + Penalty 2871.868762 = -815111.547722 nChanged 13 SP:Iteration 52Q (1509.181858 sec): 3 clusters Score: Raw -817986.112893 + Penalty 2871.868762 = -815114.244130 nChanged 18 SP:Iteration 53Q (1509.246434 sec): 3 clusters Score: Raw -817990.842463 + Penalty 2871.868762 = -815118.973700 nChanged 13 SP:Iteration 54Q (1509.294639 sec): 3 clusters Score: Raw -817994.218199 + Penalty 2871.868762 = -815122.349437 nChanged 15 SP:Iteration 55Q (1509.351911 sec): 3 clusters Score: Raw -817998.844195 + Penalty 2871.868762 = -815126.975433 nChanged 12 SP:Iteration 56Q (1509.412092 sec): 3 clusters Score: Raw -818002.839050 + Penalty 2871.868762 = -815130.970287 nChanged 11 SP:Iteration 57Q (1509.472836 sec): 3 clusters Score: Raw -818005.521484 + Penalty 2871.868762 = -815133.652721 nChanged 8 SP:Iteration 58Q (1509.541534 sec): 3 clusters Score: Raw -818006.536556 + Penalty 2871.868762 = -815134.667793 nChanged 6 SP:Iteration 59Q (1509.601208 sec): 3 clusters Score: Raw -818007.805037 + Penalty 2871.868762 = -815135.936274 nChanged 6 SP:Iteration 60F (1509.651358 sec): 3 clusters Score: Raw -818008.746484 + Penalty 2871.868762 = -815136.877721 nChanged 7 SP:Iteration 61Q (1509.715464 sec): 3 clusters Score: Raw -818010.269180 + Penalty 2871.868762 = -815138.400418 nChanged 4 SP:Iteration 62Q (1509.784107 sec): 3 clusters Score: Raw -818011.377222 + Penalty 2871.868762 = -815139.508460 nChanged 4 SP:Iteration 63Q (1509.831507 sec): 3 clusters Score: Raw -818011.886380 + Penalty 2871.868762 = -815140.017617 nChanged 3 SP:Iteration 64Q (1509.903641 sec): 3 clusters Score: Raw -818012.342543 + Penalty 2871.868762 = -815140.473780 nChanged 4 SP:Iteration 65Q (1509.951991 sec): 3 clusters Score: Raw -818012.947784 + Penalty 2871.868762 = -815141.079022 nChanged 1 SP:Iteration 66Q (1510.011143 sec): 3 clusters Score: Raw -818013.213546 + Penalty 2871.868762 = -815141.344784 nChanged 5 SP:Iteration 67Q (1510.069885 sec): 3 clusters Score: Raw -818013.935792 + Penalty 2871.868762 = -815142.067029 nChanged 4 SP:Iteration 68Q (1510.127821 sec): 3 clusters Score: Raw -818014.765699 + Penalty 2871.868762 = -815142.896936 nChanged 1 SP:Iteration 69Q (1510.186785 sec): 3 clusters Score: Raw -818015.108089 + Penalty 2871.868762 = -815143.239326 nChanged 1 SP:Iteration 70Q (1510.245634 sec): 3 clusters Score: Raw -818015.333126 + Penalty 2871.868762 = -815143.464364 nChanged 0 SP:Iteration 71F (1510.310006 sec): 3 clusters Score: Raw -818015.333126 + Penalty 2871.868762 = -815143.464364 nChanged 0 Trying to split cluster 12 (78177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.429827 sec): 2 clusters Score: Raw -9356148.789133 + Penalty 1830.843749 = -9354317.945384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1510.610608 sec): 3 clusters Score: Raw -9305604.531209 + Penalty 3661.687499 = -9301942.843710 nChanged 37114 SP:Iteration 1F (1510.775085 sec): 3 clusters Score: Raw -9327653.234194 + Penalty 3661.687499 = -9323991.546695 nChanged 3324 SP:Iteration 2Q (1510.971615 sec): 3 clusters Score: Raw -9329006.882060 + Penalty 3661.687499 = -9325345.194561 nChanged 3761 SP:Iteration 3Q (1511.158484 sec): 3 clusters Score: Raw -9330871.901180 + Penalty 3661.687499 = -9327210.213681 nChanged 4306 SP:Iteration 4F (1511.356333 sec): 3 clusters Score: Raw -9333530.809464 + Penalty 3661.687499 = -9329869.121965 nChanged 5056 SP:Iteration 5F (1511.532791 sec): 3 clusters Score: Raw -9337165.640594 + Penalty 3661.687499 = -9333503.953095 nChanged 5478 SP:Iteration 6F (1511.710577 sec): 3 clusters Score: Raw -9341494.066467 + Penalty 3661.687499 = -9337832.378969 nChanged 5280 SP:Iteration 7F (1511.881301 sec): 3 clusters Score: Raw -9345816.783207 + Penalty 3661.687499 = -9342155.095708 nChanged 4297 SP:Iteration 8F (1512.056668 sec): 3 clusters Score: Raw -9349235.088872 + Penalty 3661.687499 = -9345573.401373 nChanged 3089 SP:Iteration 9Q (1512.220217 sec): 3 clusters Score: Raw -9351609.010303 + Penalty 3661.687499 = -9347947.322805 nChanged 2146 SP:Iteration 10Q (1512.382736 sec): 3 clusters Score: Raw -9353133.750315 + Penalty 3661.687499 = -9349472.062817 nChanged 1550 SP:Iteration 11Q (1512.539094 sec): 3 clusters Score: Raw -9354200.131651 + Penalty 3661.687499 = -9350538.444152 nChanged 1131 SP:Iteration 12Q (1512.706011 sec): 3 clusters Score: Raw -9354919.371767 + Penalty 3661.687499 = -9351257.684268 nChanged 892 SP:Iteration 13Q (1512.858735 sec): 3 clusters Score: Raw -9355418.248967 + Penalty 3661.687499 = -9351756.561468 nChanged 689 SP:Iteration 14Q (1513.010695 sec): 3 clusters Score: Raw -9355760.568222 + Penalty 3661.687499 = -9352098.880723 nChanged 569 SP:Iteration 15Q (1513.172124 sec): 3 clusters Score: Raw -9356017.556123 + Penalty 3661.687499 = -9352355.868625 nChanged 467 SP:Iteration 16Q (1513.323389 sec): 3 clusters Score: Raw -9356202.764297 + Penalty 3661.687499 = -9352541.076798 nChanged 414 SP:Iteration 17Q (1513.481958 sec): 3 clusters Score: Raw -9356377.818492 + Penalty 3661.687499 = -9352716.130993 nChanged 350 SP:Iteration 18Q (1513.643309 sec): 3 clusters Score: Raw -9356515.501045 + Penalty 3661.687499 = -9352853.813546 nChanged 275 SP:Iteration 19Q (1513.789972 sec): 3 clusters Score: Raw -9356615.251170 + Penalty 3661.687499 = -9352953.563672 nChanged 236 SP:Iteration 20F (1513.963263 sec): 3 clusters Score: Raw -9356703.702679 + Penalty 3661.687499 = -9353042.015180 nChanged 203 SP:Iteration 21Q (1514.115684 sec): 3 clusters Score: Raw -9356770.879062 + Penalty 3661.687499 = -9353109.191563 nChanged 170 SP:Iteration 22Q (1514.259466 sec): 3 clusters Score: Raw -9356819.817626 + Penalty 3661.687499 = -9353158.130127 nChanged 137 SP:Iteration 23Q (1514.412284 sec): 3 clusters Score: Raw -9356857.921912 + Penalty 3661.687499 = -9353196.234413 nChanged 122 SP:Iteration 24Q (1514.550591 sec): 3 clusters Score: Raw -9356893.062478 + Penalty 3661.687499 = -9353231.374979 nChanged 107 SP:Iteration 25Q (1514.701284 sec): 3 clusters Score: Raw -9356923.460726 + Penalty 3661.687499 = -9353261.773227 nChanged 113 SP:Iteration 26Q (1514.839857 sec): 3 clusters Score: Raw -9356954.854917 + Penalty 3661.687499 = -9353293.167418 nChanged 92 SP:Iteration 27Q (1514.976226 sec): 3 clusters Score: Raw -9356981.511139 + Penalty 3661.687499 = -9353319.823640 nChanged 103 SP:Iteration 28Q (1515.101545 sec): 3 clusters Score: Raw -9357008.077281 + Penalty 3661.687499 = -9353346.389782 nChanged 75 SP:Iteration 29Q (1515.259140 sec): 3 clusters Score: Raw -9357028.347676 + Penalty 3661.687499 = -9353366.660177 nChanged 77 SP:Iteration 30Q (1515.401112 sec): 3 clusters Score: Raw -9357047.535028 + Penalty 3661.687499 = -9353385.847530 nChanged 63 SP:Iteration 31Q (1515.524389 sec): 3 clusters Score: Raw -9357063.426474 + Penalty 3661.687499 = -9353401.738976 nChanged 58 SP:Iteration 32Q (1515.658244 sec): 3 clusters Score: Raw -9357074.796279 + Penalty 3661.687499 = -9353413.108780 nChanged 53 SP:Iteration 33Q (1515.788223 sec): 3 clusters Score: Raw -9357083.621367 + Penalty 3661.687499 = -9353421.933868 nChanged 50 SP:Iteration 34Q (1515.920147 sec): 3 clusters Score: Raw -9357091.731353 + Penalty 3661.687499 = -9353430.043855 nChanged 35 SP:Iteration 35Q (1516.080156 sec): 3 clusters Score: Raw -9357097.442918 + Penalty 3661.687499 = -9353435.755419 nChanged 31 SP:Iteration 36Q (1516.228769 sec): 3 clusters Score: Raw -9357103.170076 + Penalty 3661.687499 = -9353441.482577 nChanged 33 SP:Iteration 37Q (1516.376984 sec): 3 clusters Score: Raw -9357108.429046 + Penalty 3661.687499 = -9353446.741547 nChanged 33 SP:Iteration 38Q (1516.509898 sec): 3 clusters Score: Raw -9357112.704605 + Penalty 3661.687499 = -9353451.017106 nChanged 30 SP:Iteration 39Q (1516.666580 sec): 3 clusters Score: Raw -9357116.651343 + Penalty 3661.687499 = -9353454.963844 nChanged 26 SP:Iteration 40F (1516.837103 sec): 3 clusters Score: Raw -9357121.429663 + Penalty 3661.687499 = -9353459.742164 nChanged 36 SP:Iteration 41Q (1516.988922 sec): 3 clusters Score: Raw -9357126.762466 + Penalty 3661.687499 = -9353465.074967 nChanged 32 SP:Iteration 42Q (1517.123453 sec): 3 clusters Score: Raw -9357131.764836 + Penalty 3661.687499 = -9353470.077337 nChanged 33 SP:Iteration 43Q (1517.289486 sec): 3 clusters Score: Raw -9357138.154671 + Penalty 3661.687499 = -9353476.467172 nChanged 37 SP:Iteration 44Q (1517.438797 sec): 3 clusters Score: Raw -9357145.044166 + Penalty 3661.687499 = -9353483.356667 nChanged 27 SP:Iteration 45Q (1517.601680 sec): 3 clusters Score: Raw -9357149.300767 + Penalty 3661.687499 = -9353487.613269 nChanged 19 SP:Iteration 46Q (1517.744784 sec): 3 clusters Score: Raw -9357151.774649 + Penalty 3661.687499 = -9353490.087150 nChanged 16 SP:Iteration 47Q (1517.883886 sec): 3 clusters Score: Raw -9357154.326665 + Penalty 3661.687499 = -9353492.639166 nChanged 19 SP:Iteration 48Q (1518.039464 sec): 3 clusters Score: Raw -9357158.155326 + Penalty 3661.687499 = -9353496.467828 nChanged 32 SP:Iteration 49Q (1518.176503 sec): 3 clusters Score: Raw -9357164.734344 + Penalty 3661.687499 = -9353503.046846 nChanged 26 SP:Iteration 50Q (1518.333365 sec): 3 clusters Score: Raw -9357170.261690 + Penalty 3661.687499 = -9353508.574191 nChanged 31 SP:Iteration 51Q (1518.485177 sec): 3 clusters Score: Raw -9357175.330092 + Penalty 3661.687499 = -9353513.642593 nChanged 28 SP:Iteration 52Q (1518.627392 sec): 3 clusters Score: Raw -9357180.624376 + Penalty 3661.687499 = -9353518.936877 nChanged 28 SP:Iteration 53Q (1518.761594 sec): 3 clusters Score: Raw -9357185.864525 + Penalty 3661.687499 = -9353524.177026 nChanged 26 SP:Iteration 54Q (1518.910343 sec): 3 clusters Score: Raw -9357190.606462 + Penalty 3661.687499 = -9353528.918963 nChanged 23 SP:Iteration 55Q (1519.061820 sec): 3 clusters Score: Raw -9357194.713562 + Penalty 3661.687499 = -9353533.026063 nChanged 19 SP:Iteration 56Q (1519.207824 sec): 3 clusters Score: Raw -9357198.078623 + Penalty 3661.687499 = -9353536.391124 nChanged 26 SP:Iteration 57Q (1519.350263 sec): 3 clusters Score: Raw -9357201.990764 + Penalty 3661.687499 = -9353540.303265 nChanged 28 SP:Iteration 58Q (1519.495692 sec): 3 clusters Score: Raw -9357206.263833 + Penalty 3661.687499 = -9353544.576334 nChanged 18 SP:Iteration 59Q (1519.631268 sec): 3 clusters Score: Raw -9357209.382326 + Penalty 3661.687499 = -9353547.694827 nChanged 27 SP:Iteration 60F (1519.800847 sec): 3 clusters Score: Raw -9357214.373363 + Penalty 3661.687499 = -9353552.685865 nChanged 30 SP:Iteration 61Q (1519.963583 sec): 3 clusters Score: Raw -9357219.294116 + Penalty 3661.687499 = -9353557.606617 nChanged 20 SP:Iteration 62Q (1520.126855 sec): 3 clusters Score: Raw -9357222.405238 + Penalty 3661.687499 = -9353560.717739 nChanged 17 SP:Iteration 63Q (1520.297709 sec): 3 clusters Score: Raw -9357225.209771 + Penalty 3661.687499 = -9353563.522272 nChanged 16 SP:Iteration 64Q (1520.450823 sec): 3 clusters Score: Raw -9357227.903217 + Penalty 3661.687499 = -9353566.215718 nChanged 17 SP:Iteration 65Q (1520.608240 sec): 3 clusters Score: Raw -9357231.195346 + Penalty 3661.687499 = -9353569.507847 nChanged 14 SP:Iteration 66Q (1520.750026 sec): 3 clusters Score: Raw -9357233.293497 + Penalty 3661.687499 = -9353571.605998 nChanged 14 SP:Iteration 67Q (1520.892299 sec): 3 clusters Score: Raw -9357234.801124 + Penalty 3661.687499 = -9353573.113626 nChanged 10 SP:Iteration 68Q (1521.028724 sec): 3 clusters Score: Raw -9357236.623887 + Penalty 3661.687499 = -9353574.936388 nChanged 10 SP:Iteration 69Q (1521.181295 sec): 3 clusters Score: Raw -9357238.141718 + Penalty 3661.687499 = -9353576.454219 nChanged 13 SP:Iteration 70Q (1521.332029 sec): 3 clusters Score: Raw -9357239.620698 + Penalty 3661.687499 = -9353577.933199 nChanged 11 SP:Iteration 71Q (1521.477597 sec): 3 clusters Score: Raw -9357240.856171 + Penalty 3661.687499 = -9353579.168672 nChanged 10 SP:Iteration 72Q (1521.620496 sec): 3 clusters Score: Raw -9357242.266445 + Penalty 3661.687499 = -9353580.578946 nChanged 12 SP:Iteration 73Q (1521.765713 sec): 3 clusters Score: Raw -9357244.720271 + Penalty 3661.687499 = -9353583.032772 nChanged 18 SP:Iteration 74Q (1521.905406 sec): 3 clusters Score: Raw -9357247.667108 + Penalty 3661.687499 = -9353585.979609 nChanged 20 SP:Iteration 75Q (1522.045642 sec): 3 clusters Score: Raw -9357251.336081 + Penalty 3661.687499 = -9353589.648582 nChanged 21 SP:Iteration 76Q (1522.185007 sec): 3 clusters Score: Raw -9357254.814112 + Penalty 3661.687499 = -9353593.126613 nChanged 23 SP:Iteration 77Q (1522.322626 sec): 3 clusters Score: Raw -9357258.427819 + Penalty 3661.687499 = -9353596.740320 nChanged 17 SP:Iteration 78Q (1522.476518 sec): 3 clusters Score: Raw -9357260.767286 + Penalty 3661.687499 = -9353599.079788 nChanged 19 SP:Iteration 79Q (1522.610884 sec): 3 clusters Score: Raw -9357263.859475 + Penalty 3661.687499 = -9353602.171976 nChanged 14 SP:Iteration 80F (1522.780749 sec): 3 clusters Score: Raw -9357265.727438 + Penalty 3661.687499 = -9353604.039939 nChanged 8 SP:Iteration 81Q (1522.933523 sec): 3 clusters Score: Raw -9357266.819735 + Penalty 3661.687499 = -9353605.132236 nChanged 6 SP:Iteration 82Q (1523.065282 sec): 3 clusters Score: Raw -9357267.329887 + Penalty 3661.687499 = -9353605.642388 nChanged 3 SP:Iteration 83Q (1523.220944 sec): 3 clusters Score: Raw -9357267.575532 + Penalty 3661.687499 = -9353605.888033 nChanged 2 SP:Iteration 84Q (1523.367024 sec): 3 clusters Score: Raw -9357267.955385 + Penalty 3661.687499 = -9353606.267887 nChanged 4 SP:Iteration 85Q (1523.522467 sec): 3 clusters Score: Raw -9357268.471135 + Penalty 3661.687499 = -9353606.783636 nChanged 2 SP:Iteration 86Q (1523.666495 sec): 3 clusters Score: Raw -9357268.555613 + Penalty 3661.687499 = -9353606.868114 nChanged 1 SP:Iteration 87Q (1523.815251 sec): 3 clusters Score: Raw -9357268.630913 + Penalty 3661.687499 = -9353606.943414 nChanged 0 SP:Iteration 88F (1524.000434 sec): 3 clusters Score: Raw -9357268.630913 + Penalty 3661.687499 = -9353606.943414 nChanged 0 Trying to split cluster 13 (18452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1524.056710 sec): 2 clusters Score: Raw -2205395.000029 + Penalty 1596.225807 = -2203798.774222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1524.131786 sec): 3 clusters Score: Raw -2194406.027778 + Penalty 3192.451615 = -2191213.576163 nChanged 8360 SP:Iteration 1F (1524.211277 sec): 3 clusters Score: Raw -2199126.124458 + Penalty 3192.451615 = -2195933.672843 nChanged 1187 SP:Iteration 2F (1524.290261 sec): 3 clusters Score: Raw -2199726.464347 + Penalty 3192.451615 = -2196534.012733 nChanged 1205 SP:Iteration 3F (1524.368273 sec): 3 clusters Score: Raw -2200395.393937 + Penalty 3192.451615 = -2197202.942322 nChanged 1218 SP:Iteration 4F (1524.449527 sec): 3 clusters Score: Raw -2201182.397720 + Penalty 3192.451615 = -2197989.946105 nChanged 1247 SP:Iteration 5F (1524.529184 sec): 3 clusters Score: Raw -2202016.835364 + Penalty 3192.451615 = -2198824.383750 nChanged 1083 SP:Iteration 6F (1524.614994 sec): 3 clusters Score: Raw -2202716.846091 + Penalty 3192.451615 = -2199524.394477 nChanged 840 SP:Iteration 7Q (1524.700443 sec): 3 clusters Score: Raw -2203299.920715 + Penalty 3192.451615 = -2200107.469100 nChanged 674 SP:Iteration 8Q (1524.786408 sec): 3 clusters Score: Raw -2203892.300394 + Penalty 3192.451615 = -2200699.848780 nChanged 566 SP:Iteration 9Q (1524.869713 sec): 3 clusters Score: Raw -2204421.807234 + Penalty 3192.451615 = -2201229.355619 nChanged 468 SP:Iteration 10Q (1524.945731 sec): 3 clusters Score: Raw -2204859.030141 + Penalty 3192.451615 = -2201666.578527 nChanged 360 SP:Iteration 11Q (1525.021973 sec): 3 clusters Score: Raw -2205135.417456 + Penalty 3192.451615 = -2201942.965841 nChanged 279 SP:Iteration 12Q (1525.093210 sec): 3 clusters Score: Raw -2205306.897268 + Penalty 3192.451615 = -2202114.445654 nChanged 194 SP:Iteration 13Q (1525.170017 sec): 3 clusters Score: Raw -2205391.655767 + Penalty 3192.451615 = -2202199.204153 nChanged 113 SP:Iteration 14Q (1525.247874 sec): 3 clusters Score: Raw -2205431.572668 + Penalty 3192.451615 = -2202239.121054 nChanged 79 SP:Iteration 15Q (1525.324329 sec): 3 clusters Score: Raw -2205458.177021 + Penalty 3192.451615 = -2202265.725407 nChanged 61 SP:Iteration 16Q (1525.404322 sec): 3 clusters Score: Raw -2205474.503555 + Penalty 3192.451615 = -2202282.051941 nChanged 54 SP:Iteration 17Q (1525.481947 sec): 3 clusters Score: Raw -2205490.326550 + Penalty 3192.451615 = -2202297.874935 nChanged 66 SP:Iteration 18Q (1525.558961 sec): 3 clusters Score: Raw -2205511.359808 + Penalty 3192.451615 = -2202318.908193 nChanged 47 SP:Iteration 19Q (1525.634330 sec): 3 clusters Score: Raw -2205526.708673 + Penalty 3192.451615 = -2202334.257058 nChanged 54 SP:Iteration 20F (1525.718455 sec): 3 clusters Score: Raw -2205541.658481 + Penalty 3192.451615 = -2202349.206867 nChanged 51 SP:Iteration 21Q (1525.784076 sec): 3 clusters Score: Raw -2205553.863394 + Penalty 3192.451615 = -2202361.411779 nChanged 40 SP:Iteration 22Q (1525.874691 sec): 3 clusters Score: Raw -2205561.848850 + Penalty 3192.451615 = -2202369.397236 nChanged 27 SP:Iteration 23Q (1525.953532 sec): 3 clusters Score: Raw -2205567.597356 + Penalty 3192.451615 = -2202375.145741 nChanged 31 SP:Iteration 24Q (1526.032122 sec): 3 clusters Score: Raw -2205573.878269 + Penalty 3192.451615 = -2202381.426655 nChanged 26 SP:Iteration 25Q (1526.107223 sec): 3 clusters Score: Raw -2205578.461301 + Penalty 3192.451615 = -2202386.009686 nChanged 16 SP:Iteration 26Q (1526.180313 sec): 3 clusters Score: Raw -2205580.836151 + Penalty 3192.451615 = -2202388.384536 nChanged 14 SP:Iteration 27Q (1526.255878 sec): 3 clusters Score: Raw -2205583.198845 + Penalty 3192.451615 = -2202390.747230 nChanged 16 SP:Iteration 28Q (1526.331139 sec): 3 clusters Score: Raw -2205586.116846 + Penalty 3192.451615 = -2202393.665231 nChanged 16 SP:Iteration 29Q (1526.405076 sec): 3 clusters Score: Raw -2205589.233859 + Penalty 3192.451615 = -2202396.782245 nChanged 12 SP:Iteration 30Q (1526.477860 sec): 3 clusters Score: Raw -2205590.869178 + Penalty 3192.451615 = -2202398.417564 nChanged 7 SP:Iteration 31Q (1526.553906 sec): 3 clusters Score: Raw -2205592.076851 + Penalty 3192.451615 = -2202399.625236 nChanged 9 SP:Iteration 32Q (1526.626960 sec): 3 clusters Score: Raw -2205593.789248 + Penalty 3192.451615 = -2202401.337633 nChanged 8 SP:Iteration 33Q (1526.699854 sec): 3 clusters Score: Raw -2205595.216740 + Penalty 3192.451615 = -2202402.765125 nChanged 4 SP:Iteration 34Q (1526.773115 sec): 3 clusters Score: Raw -2205595.977576 + Penalty 3192.451615 = -2202403.525961 nChanged 8 SP:Iteration 35Q (1526.844188 sec): 3 clusters Score: Raw -2205596.913421 + Penalty 3192.451615 = -2202404.461807 nChanged 8 SP:Iteration 36Q (1526.918290 sec): 3 clusters Score: Raw -2205597.978833 + Penalty 3192.451615 = -2202405.527219 nChanged 6 SP:Iteration 37Q (1526.993771 sec): 3 clusters Score: Raw -2205598.757577 + Penalty 3192.451615 = -2202406.305962 nChanged 6 SP:Iteration 38Q (1527.068438 sec): 3 clusters Score: Raw -2205599.683233 + Penalty 3192.451615 = -2202407.231618 nChanged 3 SP:Iteration 39Q (1527.143631 sec): 3 clusters Score: Raw -2205600.188841 + Penalty 3192.451615 = -2202407.737227 nChanged 3 SP:Iteration 40F (1527.223731 sec): 3 clusters Score: Raw -2205600.493945 + Penalty 3192.451615 = -2202408.042330 nChanged 5 SP:Iteration 41Q (1527.296242 sec): 3 clusters Score: Raw -2205601.691012 + Penalty 3192.451615 = -2202409.239397 nChanged 7 SP:Iteration 42Q (1527.376940 sec): 3 clusters Score: Raw -2205603.483061 + Penalty 3192.451615 = -2202411.031446 nChanged 5 SP:Iteration 43Q (1527.455300 sec): 3 clusters Score: Raw -2205604.856734 + Penalty 3192.451615 = -2202412.405120 nChanged 7 SP:Iteration 44Q (1527.535201 sec): 3 clusters Score: Raw -2205606.236188 + Penalty 3192.451615 = -2202413.784573 nChanged 9 SP:Iteration 45Q (1527.613728 sec): 3 clusters Score: Raw -2205607.489630 + Penalty 3192.451615 = -2202415.038016 nChanged 4 SP:Iteration 46Q (1527.690407 sec): 3 clusters Score: Raw -2205607.898712 + Penalty 3192.451615 = -2202415.447098 nChanged 4 SP:Iteration 47Q (1527.763386 sec): 3 clusters Score: Raw -2205608.332490 + Penalty 3192.451615 = -2202415.880875 nChanged 4 SP:Iteration 48Q (1527.837769 sec): 3 clusters Score: Raw -2205608.622652 + Penalty 3192.451615 = -2202416.171038 nChanged 1 SP:Iteration 49Q (1527.913597 sec): 3 clusters Score: Raw -2205608.701943 + Penalty 3192.451615 = -2202416.250328 nChanged 1 SP:Iteration 50Q (1527.986600 sec): 3 clusters Score: Raw -2205608.774027 + Penalty 3192.451615 = -2202416.322413 nChanged 2 SP:Iteration 51Q (1528.059194 sec): 3 clusters Score: Raw -2205608.969951 + Penalty 3192.451615 = -2202416.518337 nChanged 4 SP:Iteration 52Q (1528.134331 sec): 3 clusters Score: Raw -2205609.390405 + Penalty 3192.451615 = -2202416.938791 nChanged 2 SP:Iteration 53Q (1528.209109 sec): 3 clusters Score: Raw -2205609.683998 + Penalty 3192.451615 = -2202417.232383 nChanged 2 SP:Iteration 54Q (1528.284012 sec): 3 clusters Score: Raw -2205609.999337 + Penalty 3192.451615 = -2202417.547722 nChanged 1 SP:Iteration 55Q (1528.359327 sec): 3 clusters Score: Raw -2205610.223966 + Penalty 3192.451615 = -2202417.772351 nChanged 1 SP:Iteration 56Q (1528.434738 sec): 3 clusters Score: Raw -2205610.294768 + Penalty 3192.451615 = -2202417.843153 nChanged 0 SP:Iteration 57F (1528.514814 sec): 3 clusters Score: Raw -2205610.294768 + Penalty 3192.451615 = -2202417.843153 nChanged 0 Trying to split cluster 14 (6617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1528.552145 sec): 2 clusters Score: Raw -754660.456188 + Penalty 1429.577073 = -753230.879115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1528.608792 sec): 3 clusters Score: Raw -751088.698366 + Penalty 2859.154147 = -748229.544219 nChanged 2726 SP:Iteration 1F (1528.671119 sec): 3 clusters Score: Raw -752643.811071 + Penalty 2859.154147 = -749784.656925 nChanged 511 SP:Iteration 2F (1528.715245 sec): 3 clusters Score: Raw -752966.414964 + Penalty 2859.154147 = -750107.260817 nChanged 430 SP:Iteration 3F (1528.783318 sec): 3 clusters Score: Raw -753268.089039 + Penalty 2859.154147 = -750408.934892 nChanged 390 SP:Iteration 4F (1528.829494 sec): 3 clusters Score: Raw -753587.190448 + Penalty 2859.154147 = -750728.036302 nChanged 396 SP:Iteration 5F (1528.902665 sec): 3 clusters Score: Raw -753963.690336 + Penalty 2859.154147 = -751104.536189 nChanged 406 SP:Iteration 6F (1528.952807 sec): 3 clusters Score: Raw -754333.897947 + Penalty 2859.154147 = -751474.743800 nChanged 356 SP:Iteration 7F (1529.012181 sec): 3 clusters Score: Raw -754648.825141 + Penalty 2859.154147 = -751789.670994 nChanged 314 SP:Iteration 8Q (1529.067891 sec): 3 clusters Score: Raw -754881.755354 + Penalty 2859.154147 = -752022.601207 nChanged 268 SP:Iteration 9Q (1529.121944 sec): 3 clusters Score: Raw -755084.671450 + Penalty 2859.154147 = -752225.517303 nChanged 229 SP:Iteration 10Q (1529.192112 sec): 3 clusters Score: Raw -755275.370932 + Penalty 2859.154147 = -752416.216785 nChanged 197 SP:Iteration 11Q (1529.247972 sec): 3 clusters Score: Raw -755479.569822 + Penalty 2859.154147 = -752620.415675 nChanged 162 SP:Iteration 12Q (1529.302916 sec): 3 clusters Score: Raw -755693.047514 + Penalty 2859.154147 = -752833.893368 nChanged 159 SP:Iteration 13Q (1529.357992 sec): 3 clusters Score: Raw -755895.378299 + Penalty 2859.154147 = -753036.224152 nChanged 111 SP:Iteration 14Q (1529.420165 sec): 3 clusters Score: Raw -755980.996702 + Penalty 2859.154147 = -753121.842555 nChanged 67 SP:Iteration 15Q (1529.482578 sec): 3 clusters Score: Raw -756018.803070 + Penalty 2859.154147 = -753159.648923 nChanged 49 SP:Iteration 16Q (1529.539687 sec): 3 clusters Score: Raw -756042.013126 + Penalty 2859.154147 = -753182.858980 nChanged 33 SP:Iteration 17Q (1529.583124 sec): 3 clusters Score: Raw -756053.547464 + Penalty 2859.154147 = -753194.393318 nChanged 25 SP:Iteration 18Q (1529.640094 sec): 3 clusters Score: Raw -756060.844465 + Penalty 2859.154147 = -753201.690318 nChanged 14 SP:Iteration 19Q (1529.704908 sec): 3 clusters Score: Raw -756063.897140 + Penalty 2859.154147 = -753204.742993 nChanged 16 SP:Iteration 20F (1529.764857 sec): 3 clusters Score: Raw -756067.758516 + Penalty 2859.154147 = -753208.604369 nChanged 12 SP:Iteration 21Q (1529.817432 sec): 3 clusters Score: Raw -756070.772530 + Penalty 2859.154147 = -753211.618383 nChanged 15 SP:Iteration 22Q (1529.874019 sec): 3 clusters Score: Raw -756074.430829 + Penalty 2859.154147 = -753215.276682 nChanged 14 SP:Iteration 23Q (1529.920066 sec): 3 clusters Score: Raw -756077.516984 + Penalty 2859.154147 = -753218.362837 nChanged 13 SP:Iteration 24Q (1529.987532 sec): 3 clusters Score: Raw -756079.897152 + Penalty 2859.154147 = -753220.743006 nChanged 9 SP:Iteration 25Q (1530.041317 sec): 3 clusters Score: Raw -756082.920715 + Penalty 2859.154147 = -753223.766568 nChanged 7 SP:Iteration 26Q (1530.097595 sec): 3 clusters Score: Raw -756085.334377 + Penalty 2859.154147 = -753226.180231 nChanged 12 SP:Iteration 27Q (1530.157852 sec): 3 clusters Score: Raw -756088.742601 + Penalty 2859.154147 = -753229.588455 nChanged 11 SP:Iteration 28Q (1530.216803 sec): 3 clusters Score: Raw -756091.821207 + Penalty 2859.154147 = -753232.667061 nChanged 12 SP:Iteration 29Q (1530.270079 sec): 3 clusters Score: Raw -756095.333095 + Penalty 2859.154147 = -753236.178948 nChanged 12 SP:Iteration 30Q (1530.330960 sec): 3 clusters Score: Raw -756097.789611 + Penalty 2859.154147 = -753238.635464 nChanged 6 SP:Iteration 31Q (1530.379330 sec): 3 clusters Score: Raw -756098.763789 + Penalty 2859.154147 = -753239.609642 nChanged 6 SP:Iteration 32Q (1530.451303 sec): 3 clusters Score: Raw -756099.885280 + Penalty 2859.154147 = -753240.731133 nChanged 2 SP:Iteration 33Q (1530.508479 sec): 3 clusters Score: Raw -756100.270599 + Penalty 2859.154147 = -753241.116452 nChanged 1 SP:Iteration 34Q (1530.556367 sec): 3 clusters Score: Raw -756100.325153 + Penalty 2859.154147 = -753241.171007 nChanged 1 SP:Iteration 35Q (1530.628547 sec): 3 clusters Score: Raw -756100.685213 + Penalty 2859.154147 = -753241.531067 nChanged 1 SP:Iteration 36Q (1530.687183 sec): 3 clusters Score: Raw -756100.908171 + Penalty 2859.154147 = -753241.754024 nChanged 0 SP:Iteration 37F (1530.747282 sec): 3 clusters Score: Raw -756100.908171 + Penalty 2859.154147 = -753241.754024 nChanged 0 Score: Raw -86561218.086614 + Penalty 65962.637360 = -86495255.449254 Splitting cluster 14 changes total score from -86496013.270389 to -86495255.449254 So it's not getting split. Trying to split cluster 15 (5137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1545.026110 sec): 2 clusters Score: Raw -600684.917504 + Penalty 1388.436486 = -599296.481017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1545.077838 sec): 3 clusters Score: Raw -598127.538692 + Penalty 2776.872972 = -595350.665720 nChanged 2022 SP:Iteration 1F (1545.121287 sec): 3 clusters Score: Raw -599447.482292 + Penalty 2776.872972 = -596670.609319 nChanged 439 SP:Iteration 2F (1545.186640 sec): 3 clusters Score: Raw -599836.204522 + Penalty 2776.872972 = -597059.331549 nChanged 363 SP:Iteration 3F (1545.246604 sec): 3 clusters Score: Raw -600161.365559 + Penalty 2776.872972 = -597384.492587 nChanged 308 SP:Iteration 4F (1545.299749 sec): 3 clusters Score: Raw -600447.297247 + Penalty 2776.872972 = -597670.424274 nChanged 271 SP:Iteration 5F (1545.346687 sec): 3 clusters Score: Raw -600664.515189 + Penalty 2776.872972 = -597887.642217 nChanged 212 SP:Iteration 6Q (1545.407464 sec): 3 clusters Score: Raw -600817.406599 + Penalty 2776.872972 = -598040.533626 nChanged 186 SP:Iteration 7Q (1545.466679 sec): 3 clusters Score: Raw -600955.660830 + Penalty 2776.872972 = -598178.787857 nChanged 147 SP:Iteration 8Q (1545.510293 sec): 3 clusters Score: Raw -601068.351410 + Penalty 2776.872972 = -598291.478438 nChanged 117 SP:Iteration 9Q (1545.565370 sec): 3 clusters Score: Raw -601150.667729 + Penalty 2776.872972 = -598373.794757 nChanged 89 SP:Iteration 10Q (1545.633657 sec): 3 clusters Score: Raw -601201.406389 + Penalty 2776.872972 = -598424.533417 nChanged 81 SP:Iteration 11Q (1545.691015 sec): 3 clusters Score: Raw -601250.941940 + Penalty 2776.872972 = -598474.068968 nChanged 79 SP:Iteration 12Q (1545.744896 sec): 3 clusters Score: Raw -601308.197135 + Penalty 2776.872972 = -598531.324162 nChanged 78 SP:Iteration 13Q (1545.790196 sec): 3 clusters Score: Raw -601354.961479 + Penalty 2776.872972 = -598578.088507 nChanged 62 SP:Iteration 14Q (1545.844822 sec): 3 clusters Score: Raw -601387.617076 + Penalty 2776.872972 = -598610.744104 nChanged 46 SP:Iteration 15Q (1545.906999 sec): 3 clusters Score: Raw -601410.477961 + Penalty 2776.872972 = -598633.604989 nChanged 42 SP:Iteration 16Q (1545.962156 sec): 3 clusters Score: Raw -601429.918752 + Penalty 2776.872972 = -598653.045780 nChanged 32 SP:Iteration 17Q (1546.027964 sec): 3 clusters Score: Raw -601446.213077 + Penalty 2776.872972 = -598669.340104 nChanged 37 SP:Iteration 18Q (1546.077383 sec): 3 clusters Score: Raw -601468.480962 + Penalty 2776.872972 = -598691.607990 nChanged 38 SP:Iteration 19Q (1546.140969 sec): 3 clusters Score: Raw -601491.593992 + Penalty 2776.872972 = -598714.721019 nChanged 34 SP:Iteration 20F (1546.200262 sec): 3 clusters Score: Raw -601506.818857 + Penalty 2776.872972 = -598729.945885 nChanged 26 SP:Iteration 21Q (1546.261343 sec): 3 clusters Score: Raw -601518.136239 + Penalty 2776.872972 = -598741.263267 nChanged 16 SP:Iteration 22Q (1546.317371 sec): 3 clusters Score: Raw -601522.132506 + Penalty 2776.872972 = -598745.259533 nChanged 12 SP:Iteration 23Q (1546.366393 sec): 3 clusters Score: Raw -601525.316426 + Penalty 2776.872972 = -598748.443454 nChanged 8 SP:Iteration 24Q (1546.428806 sec): 3 clusters Score: Raw -601527.641278 + Penalty 2776.872972 = -598750.768306 nChanged 8 SP:Iteration 25Q (1546.488633 sec): 3 clusters Score: Raw -601530.531994 + Penalty 2776.872972 = -598753.659021 nChanged 7 SP:Iteration 26Q (1546.549258 sec): 3 clusters Score: Raw -601534.239530 + Penalty 2776.872972 = -598757.366558 nChanged 7 SP:Iteration 27Q (1546.600663 sec): 3 clusters Score: Raw -601536.129138 + Penalty 2776.872972 = -598759.256166 nChanged 10 SP:Iteration 28Q (1546.666203 sec): 3 clusters Score: Raw -601538.567613 + Penalty 2776.872972 = -598761.694641 nChanged 9 SP:Iteration 29Q (1546.721097 sec): 3 clusters Score: Raw -601541.757113 + Penalty 2776.872972 = -598764.884141 nChanged 4 SP:Iteration 30Q (1546.778790 sec): 3 clusters Score: Raw -601542.903862 + Penalty 2776.872972 = -598766.030890 nChanged 2 SP:Iteration 31Q (1546.824781 sec): 3 clusters Score: Raw -601543.466193 + Penalty 2776.872972 = -598766.593220 nChanged 3 SP:Iteration 32Q (1546.887739 sec): 3 clusters Score: Raw -601543.985220 + Penalty 2776.872972 = -598767.112248 nChanged 1 SP:Iteration 33Q (1546.943655 sec): 3 clusters Score: Raw -601544.183008 + Penalty 2776.872972 = -598767.310036 nChanged 0 SP:Iteration 34F (1546.995459 sec): 3 clusters Score: Raw -601544.183008 + Penalty 2776.872972 = -598767.310036 nChanged 0 Trying to split cluster 16 (120542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1547.183911 sec): 2 clusters Score: Raw -14444404.867252 + Penalty 1901.209947 = -14442503.657305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1547.434937 sec): 3 clusters Score: Raw -14365318.512929 + Penalty 3802.419894 = -14361516.093035 nChanged 58067 SP:Iteration 1F (1547.672297 sec): 3 clusters Score: Raw -14399014.988804 + Penalty 3802.419894 = -14395212.568911 nChanged 4225 SP:Iteration 2Q (1547.919592 sec): 3 clusters Score: Raw -14400209.706209 + Penalty 3802.419894 = -14396407.286315 nChanged 4938 SP:Iteration 3Q (1548.183256 sec): 3 clusters Score: Raw -14402056.880523 + Penalty 3802.419894 = -14398254.460630 nChanged 6410 SP:Iteration 4F (1548.442786 sec): 3 clusters Score: Raw -14405458.129205 + Penalty 3802.419894 = -14401655.709311 nChanged 8484 SP:Iteration 5F (1548.691704 sec): 3 clusters Score: Raw -14411493.207577 + Penalty 3802.419894 = -14407690.787684 nChanged 10476 SP:Iteration 6F (1548.950590 sec): 3 clusters Score: Raw -14420897.799688 + Penalty 3802.419894 = -14417095.379794 nChanged 10586 SP:Iteration 7F (1549.202758 sec): 3 clusters Score: Raw -14431631.778717 + Penalty 3802.419894 = -14427829.358823 nChanged 7473 SP:Iteration 8F (1549.458480 sec): 3 clusters Score: Raw -14439300.280455 + Penalty 3802.419894 = -14435497.860561 nChanged 3653 SP:Iteration 9Q (1549.704445 sec): 3 clusters Score: Raw -14442743.503553 + Penalty 3802.419894 = -14438941.083659 nChanged 1393 SP:Iteration 10Q (1549.946293 sec): 3 clusters Score: Raw -14443912.537783 + Penalty 3802.419894 = -14440110.117890 nChanged 532 SP:Iteration 11Q (1550.165035 sec): 3 clusters Score: Raw -14444345.797919 + Penalty 3802.419894 = -14440543.378025 nChanged 215 SP:Iteration 12Q (1550.346466 sec): 3 clusters Score: Raw -14444512.498047 + Penalty 3802.419894 = -14440710.078154 nChanged 86 SP:Iteration 13Q (1550.552871 sec): 3 clusters Score: Raw -14444577.656317 + Penalty 3802.419894 = -14440775.236423 nChanged 51 SP:Iteration 14Q (1550.758530 sec): 3 clusters Score: Raw -14444619.976977 + Penalty 3802.419894 = -14440817.557083 nChanged 36 SP:Iteration 15Q (1550.971091 sec): 3 clusters Score: Raw -14444649.997360 + Penalty 3802.419894 = -14440847.577467 nChanged 29 SP:Iteration 16Q (1551.164295 sec): 3 clusters Score: Raw -14444673.329352 + Penalty 3802.419894 = -14440870.909458 nChanged 23 SP:Iteration 17Q (1551.358204 sec): 3 clusters Score: Raw -14444690.461992 + Penalty 3802.419894 = -14440888.042099 nChanged 16 SP:Iteration 18Q (1551.557749 sec): 3 clusters Score: Raw -14444703.716287 + Penalty 3802.419894 = -14440901.296393 nChanged 14 SP:Iteration 19Q (1551.753646 sec): 3 clusters Score: Raw -14444715.396887 + Penalty 3802.419894 = -14440912.976993 nChanged 12 SP:Iteration 20F (1552.014889 sec): 3 clusters Score: Raw -14444722.982269 + Penalty 3802.419894 = -14440920.562375 nChanged 12 SP:Iteration 21Q (1552.224656 sec): 3 clusters Score: Raw -14444732.289915 + Penalty 3802.419894 = -14440929.870021 nChanged 9 SP:Iteration 22Q (1552.420532 sec): 3 clusters Score: Raw -14444738.627043 + Penalty 3802.419894 = -14440936.207150 nChanged 5 SP:Iteration 23Q (1552.610866 sec): 3 clusters Score: Raw -14444741.488625 + Penalty 3802.419894 = -14440939.068731 nChanged 3 SP:Iteration 24Q (1552.810956 sec): 3 clusters Score: Raw -14444742.972498 + Penalty 3802.419894 = -14440940.552605 nChanged 1 SP:Iteration 25Q (1552.998459 sec): 3 clusters Score: Raw -14444743.364917 + Penalty 3802.419894 = -14440940.945024 nChanged 2 SP:Iteration 26Q (1553.208489 sec): 3 clusters Score: Raw -14444743.949041 + Penalty 3802.419894 = -14440941.529147 nChanged 1 SP:Iteration 27Q (1553.432240 sec): 3 clusters Score: Raw -14444744.840382 + Penalty 3802.419894 = -14440942.420489 nChanged 1 SP:Iteration 28Q (1553.668657 sec): 3 clusters Score: Raw -14444746.138906 + Penalty 3802.419894 = -14440943.719013 nChanged 2 SP:Iteration 29Q (1553.871862 sec): 3 clusters Score: Raw -14444748.992471 + Penalty 3802.419894 = -14440946.572578 nChanged 2 SP:Iteration 30Q (1554.067334 sec): 3 clusters Score: Raw -14444749.581592 + Penalty 3802.419894 = -14440947.161698 nChanged 0 SP:Iteration 31F (1554.318145 sec): 3 clusters Score: Raw -14444749.581592 + Penalty 3802.419894 = -14440947.161698 nChanged 0 Trying to split cluster 17 (12282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1554.370926 sec): 2 clusters Score: Raw -1420706.743198 + Penalty 1530.082134 = -1419176.661064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1554.435446 sec): 3 clusters Score: Raw -1413579.462310 + Penalty 3060.164268 = -1410519.298043 nChanged 5389 SP:Iteration 1F (1554.504839 sec): 3 clusters Score: Raw -1416543.180758 + Penalty 3060.164268 = -1413483.016490 nChanged 748 SP:Iteration 2F (1554.572873 sec): 3 clusters Score: Raw -1416907.192497 + Penalty 3060.164268 = -1413847.028229 nChanged 751 SP:Iteration 3F (1554.641026 sec): 3 clusters Score: Raw -1417346.938868 + Penalty 3060.164268 = -1414286.774600 nChanged 813 SP:Iteration 4F (1554.708407 sec): 3 clusters Score: Raw -1417924.306057 + Penalty 3060.164268 = -1414864.141789 nChanged 864 SP:Iteration 5F (1554.776331 sec): 3 clusters Score: Raw -1418643.208402 + Penalty 3060.164268 = -1415583.044134 nChanged 813 SP:Iteration 6F (1554.843536 sec): 3 clusters Score: Raw -1419319.545699 + Penalty 3060.164268 = -1416259.381431 nChanged 705 SP:Iteration 7F (1554.918258 sec): 3 clusters Score: Raw -1419876.896167 + Penalty 3060.164268 = -1416816.731899 nChanged 578 SP:Iteration 8Q (1554.977603 sec): 3 clusters Score: Raw -1420333.081673 + Penalty 3060.164268 = -1417272.917405 nChanged 460 SP:Iteration 9Q (1555.056379 sec): 3 clusters Score: Raw -1420712.499182 + Penalty 3060.164268 = -1417652.334915 nChanged 342 SP:Iteration 10Q (1555.131620 sec): 3 clusters Score: Raw -1420983.288082 + Penalty 3060.164268 = -1417923.123814 nChanged 246 SP:Iteration 11Q (1555.200387 sec): 3 clusters Score: Raw -1421190.919935 + Penalty 3060.164268 = -1418130.755667 nChanged 222 SP:Iteration 12Q (1555.276307 sec): 3 clusters Score: Raw -1421399.896126 + Penalty 3060.164268 = -1418339.731858 nChanged 153 SP:Iteration 13Q (1555.348816 sec): 3 clusters Score: Raw -1421563.415318 + Penalty 3060.164268 = -1418503.251050 nChanged 107 SP:Iteration 14Q (1555.410260 sec): 3 clusters Score: Raw -1421659.646454 + Penalty 3060.164268 = -1418599.482186 nChanged 89 SP:Iteration 15Q (1555.491603 sec): 3 clusters Score: Raw -1421710.789642 + Penalty 3060.164268 = -1418650.625374 nChanged 62 SP:Iteration 16Q (1555.555110 sec): 3 clusters Score: Raw -1421734.901130 + Penalty 3060.164268 = -1418674.736862 nChanged 43 SP:Iteration 17Q (1555.613066 sec): 3 clusters Score: Raw -1421745.856252 + Penalty 3060.164268 = -1418685.691984 nChanged 23 SP:Iteration 18Q (1555.686996 sec): 3 clusters Score: Raw -1421751.055495 + Penalty 3060.164268 = -1418690.891227 nChanged 16 SP:Iteration 19Q (1555.746481 sec): 3 clusters Score: Raw -1421755.294062 + Penalty 3060.164268 = -1418695.129794 nChanged 16 SP:Iteration 20F (1555.820154 sec): 3 clusters Score: Raw -1421758.812952 + Penalty 3060.164268 = -1418698.648684 nChanged 11 SP:Iteration 21Q (1555.891126 sec): 3 clusters Score: Raw -1421760.280909 + Penalty 3060.164268 = -1418700.116641 nChanged 6 SP:Iteration 22Q (1555.956702 sec): 3 clusters Score: Raw -1421760.942248 + Penalty 3060.164268 = -1418700.777980 nChanged 5 SP:Iteration 23Q (1556.024010 sec): 3 clusters Score: Raw -1421761.766620 + Penalty 3060.164268 = -1418701.602352 nChanged 2 SP:Iteration 24Q (1556.087951 sec): 3 clusters Score: Raw -1421762.085888 + Penalty 3060.164268 = -1418701.921620 nChanged 0 SP:Iteration 25F (1556.157169 sec): 3 clusters Score: Raw -1421762.085888 + Penalty 3060.164268 = -1418701.921620 nChanged 0 Trying to split cluster 18 (49967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1556.247325 sec): 2 clusters Score: Raw -5719217.676424 + Penalty 1758.106686 = -5717459.569738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1556.384270 sec): 3 clusters Score: Raw -5687626.184353 + Penalty 3516.213372 = -5684109.970981 nChanged 23449 SP:Iteration 1F (1556.518567 sec): 3 clusters Score: Raw -5701155.658786 + Penalty 3516.213372 = -5697639.445415 nChanged 2128 SP:Iteration 2Q (1556.663159 sec): 3 clusters Score: Raw -5701834.944355 + Penalty 3516.213372 = -5698318.730983 nChanged 2168 SP:Iteration 3Q (1556.796635 sec): 3 clusters Score: Raw -5702587.932071 + Penalty 3516.213372 = -5699071.718700 nChanged 2228 SP:Iteration 4Q (1556.942506 sec): 3 clusters Score: Raw -5703509.863497 + Penalty 3516.213372 = -5699993.650125 nChanged 2464 SP:Iteration 5Q (1557.087299 sec): 3 clusters Score: Raw -5704675.935228 + Penalty 3516.213372 = -5701159.721856 nChanged 2516 SP:Iteration 6F (1557.224836 sec): 3 clusters Score: Raw -5706100.926926 + Penalty 3516.213372 = -5702584.713554 nChanged 2849 SP:Iteration 7F (1557.391255 sec): 3 clusters Score: Raw -5707988.501186 + Penalty 3516.213372 = -5704472.287814 nChanged 3021 SP:Iteration 8F (1557.521020 sec): 3 clusters Score: Raw -5710061.574559 + Penalty 3516.213372 = -5706545.361187 nChanged 2735 SP:Iteration 9F (1557.666412 sec): 3 clusters Score: Raw -5711779.714902 + Penalty 3516.213372 = -5708263.501530 nChanged 2164 SP:Iteration 10Q (1557.806118 sec): 3 clusters Score: Raw -5712830.276142 + Penalty 3516.213372 = -5709314.062770 nChanged 1510 SP:Iteration 11Q (1557.942254 sec): 3 clusters Score: Raw -5713373.235781 + Penalty 3516.213372 = -5709857.022409 nChanged 1046 SP:Iteration 12Q (1558.071670 sec): 3 clusters Score: Raw -5713660.725113 + Penalty 3516.213372 = -5710144.511741 nChanged 751 SP:Iteration 13Q (1558.208342 sec): 3 clusters Score: Raw -5713839.191909 + Penalty 3516.213372 = -5710322.978537 nChanged 627 SP:Iteration 14Q (1558.345956 sec): 3 clusters Score: Raw -5713988.994162 + Penalty 3516.213372 = -5710472.780791 nChanged 586 SP:Iteration 15Q (1558.481207 sec): 3 clusters Score: Raw -5714120.881915 + Penalty 3516.213372 = -5710604.668543 nChanged 527 SP:Iteration 16Q (1558.609270 sec): 3 clusters Score: Raw -5714233.356258 + Penalty 3516.213372 = -5710717.142886 nChanged 501 SP:Iteration 17Q (1558.753282 sec): 3 clusters Score: Raw -5714338.676527 + Penalty 3516.213372 = -5710822.463155 nChanged 501 SP:Iteration 18Q (1558.894236 sec): 3 clusters Score: Raw -5714448.083291 + Penalty 3516.213372 = -5710931.869920 nChanged 464 SP:Iteration 19Q (1559.022601 sec): 3 clusters Score: Raw -5714538.933289 + Penalty 3516.213372 = -5711022.719917 nChanged 462 SP:Iteration 20F (1559.151775 sec): 3 clusters Score: Raw -5714632.901545 + Penalty 3516.213372 = -5711116.688174 nChanged 469 SP:Iteration 21Q (1559.287496 sec): 3 clusters Score: Raw -5714729.584719 + Penalty 3516.213372 = -5711213.371347 nChanged 449 SP:Iteration 22Q (1559.434961 sec): 3 clusters Score: Raw -5714820.130054 + Penalty 3516.213372 = -5711303.916682 nChanged 460 SP:Iteration 23Q (1559.580426 sec): 3 clusters Score: Raw -5714907.977221 + Penalty 3516.213372 = -5711391.763849 nChanged 425 SP:Iteration 24Q (1559.716087 sec): 3 clusters Score: Raw -5714986.343500 + Penalty 3516.213372 = -5711470.130128 nChanged 459 SP:Iteration 25Q (1559.848325 sec): 3 clusters Score: Raw -5715079.272937 + Penalty 3516.213372 = -5711563.059565 nChanged 496 SP:Iteration 26Q (1559.982983 sec): 3 clusters Score: Raw -5715186.273246 + Penalty 3516.213372 = -5711670.059875 nChanged 517 SP:Iteration 27Q (1560.115036 sec): 3 clusters Score: Raw -5715309.221440 + Penalty 3516.213372 = -5711793.008068 nChanged 545 SP:Iteration 28Q (1560.249076 sec): 3 clusters Score: Raw -5715442.411534 + Penalty 3516.213372 = -5711926.198162 nChanged 540 SP:Iteration 29Q (1560.377574 sec): 3 clusters Score: Raw -5715582.073413 + Penalty 3516.213372 = -5712065.860041 nChanged 562 SP:Iteration 30Q (1560.495474 sec): 3 clusters Score: Raw -5715741.622069 + Penalty 3516.213372 = -5712225.408697 nChanged 609 SP:Iteration 31Q (1560.621286 sec): 3 clusters Score: Raw -5715946.641191 + Penalty 3516.213372 = -5712430.427820 nChanged 637 SP:Iteration 32Q (1560.749515 sec): 3 clusters Score: Raw -5716169.269022 + Penalty 3516.213372 = -5712653.055651 nChanged 624 SP:Iteration 33Q (1560.874207 sec): 3 clusters Score: Raw -5716397.241039 + Penalty 3516.213372 = -5712881.027667 nChanged 625 SP:Iteration 34Q (1561.000977 sec): 3 clusters Score: Raw -5716656.215804 + Penalty 3516.213372 = -5713140.002432 nChanged 661 SP:Iteration 35Q (1561.130959 sec): 3 clusters Score: Raw -5716945.545490 + Penalty 3516.213372 = -5713429.332119 nChanged 642 SP:Iteration 36Q (1561.258024 sec): 3 clusters Score: Raw -5717212.158025 + Penalty 3516.213372 = -5713695.944653 nChanged 575 SP:Iteration 37Q (1561.391733 sec): 3 clusters Score: Raw -5717432.338264 + Penalty 3516.213372 = -5713916.124892 nChanged 506 SP:Iteration 38Q (1561.521996 sec): 3 clusters Score: Raw -5717624.695200 + Penalty 3516.213372 = -5714108.481829 nChanged 482 SP:Iteration 39Q (1561.642936 sec): 3 clusters Score: Raw -5717803.328086 + Penalty 3516.213372 = -5714287.114714 nChanged 426 SP:Iteration 40F (1561.774544 sec): 3 clusters Score: Raw -5717955.225486 + Penalty 3516.213372 = -5714439.012115 nChanged 408 SP:Iteration 41Q (1561.892707 sec): 3 clusters Score: Raw -5718097.436838 + Penalty 3516.213372 = -5714581.223466 nChanged 397 SP:Iteration 42Q (1562.016292 sec): 3 clusters Score: Raw -5718237.379835 + Penalty 3516.213372 = -5714721.166463 nChanged 372 SP:Iteration 43Q (1562.131660 sec): 3 clusters Score: Raw -5718376.775949 + Penalty 3516.213372 = -5714860.562578 nChanged 365 SP:Iteration 44Q (1562.259098 sec): 3 clusters Score: Raw -5718510.265557 + Penalty 3516.213372 = -5714994.052186 nChanged 311 SP:Iteration 45Q (1562.383147 sec): 3 clusters Score: Raw -5718628.009161 + Penalty 3516.213372 = -5715111.795790 nChanged 278 SP:Iteration 46Q (1562.504250 sec): 3 clusters Score: Raw -5718726.547326 + Penalty 3516.213372 = -5715210.333954 nChanged 249 SP:Iteration 47Q (1562.613744 sec): 3 clusters Score: Raw -5718817.341312 + Penalty 3516.213372 = -5715301.127941 nChanged 226 SP:Iteration 48Q (1562.744790 sec): 3 clusters Score: Raw -5718899.948032 + Penalty 3516.213372 = -5715383.734661 nChanged 202 SP:Iteration 49Q (1562.865031 sec): 3 clusters Score: Raw -5718982.958947 + Penalty 3516.213372 = -5715466.745576 nChanged 206 SP:Iteration 50Q (1562.993844 sec): 3 clusters Score: Raw -5719070.691576 + Penalty 3516.213372 = -5715554.478204 nChanged 169 SP:Iteration 51Q (1563.118173 sec): 3 clusters Score: Raw -5719140.366998 + Penalty 3516.213372 = -5715624.153627 nChanged 139 SP:Iteration 52Q (1563.230640 sec): 3 clusters Score: Raw -5719197.397582 + Penalty 3516.213372 = -5715681.184210 nChanged 139 SP:Iteration 53Q (1563.353957 sec): 3 clusters Score: Raw -5719257.654622 + Penalty 3516.213372 = -5715741.441250 nChanged 115 SP:Iteration 54Q (1563.470655 sec): 3 clusters Score: Raw -5719302.362542 + Penalty 3516.213372 = -5715786.149171 nChanged 91 SP:Iteration 55Q (1563.602525 sec): 3 clusters Score: Raw -5719340.560265 + Penalty 3516.213372 = -5715824.346893 nChanged 82 SP:Iteration 56Q (1563.710171 sec): 3 clusters Score: Raw -5719370.601990 + Penalty 3516.213372 = -5715854.388618 nChanged 59 SP:Iteration 57Q (1563.835230 sec): 3 clusters Score: Raw -5719390.521653 + Penalty 3516.213372 = -5715874.308282 nChanged 50 SP:Iteration 58Q (1563.950032 sec): 3 clusters Score: Raw -5719410.014012 + Penalty 3516.213372 = -5715893.800640 nChanged 37 SP:Iteration 59Q (1564.062199 sec): 3 clusters Score: Raw -5719427.545021 + Penalty 3516.213372 = -5715911.331649 nChanged 44 SP:Iteration 60F (1564.184677 sec): 3 clusters Score: Raw -5719445.294283 + Penalty 3516.213372 = -5715929.080911 nChanged 35 SP:Iteration 61Q (1564.306909 sec): 3 clusters Score: Raw -5719456.892826 + Penalty 3516.213372 = -5715940.679454 nChanged 29 SP:Iteration 62Q (1564.421317 sec): 3 clusters Score: Raw -5719466.883367 + Penalty 3516.213372 = -5715950.669995 nChanged 25 SP:Iteration 63Q (1564.536166 sec): 3 clusters Score: Raw -5719475.218556 + Penalty 3516.213372 = -5715959.005184 nChanged 24 SP:Iteration 64Q (1564.650965 sec): 3 clusters Score: Raw -5719484.373366 + Penalty 3516.213372 = -5715968.159994 nChanged 25 SP:Iteration 65Q (1564.757582 sec): 3 clusters Score: Raw -5719491.354424 + Penalty 3516.213372 = -5715975.141052 nChanged 13 SP:Iteration 66Q (1564.867401 sec): 3 clusters Score: Raw -5719495.723520 + Penalty 3516.213372 = -5715979.510149 nChanged 13 SP:Iteration 67Q (1564.996361 sec): 3 clusters Score: Raw -5719500.814911 + Penalty 3516.213372 = -5715984.601540 nChanged 13 SP:Iteration 68Q (1565.110219 sec): 3 clusters Score: Raw -5719507.152303 + Penalty 3516.213372 = -5715990.938932 nChanged 17 SP:Iteration 69Q (1565.242955 sec): 3 clusters Score: Raw -5719514.236460 + Penalty 3516.213372 = -5715998.023089 nChanged 10 SP:Iteration 70Q (1565.362915 sec): 3 clusters Score: Raw -5719519.501038 + Penalty 3516.213372 = -5716003.287667 nChanged 18 SP:Iteration 71Q (1565.474953 sec): 3 clusters Score: Raw -5719525.977376 + Penalty 3516.213372 = -5716009.764004 nChanged 13 SP:Iteration 72Q (1565.574693 sec): 3 clusters Score: Raw -5719532.062955 + Penalty 3516.213372 = -5716015.849584 nChanged 8 SP:Iteration 73Q (1565.698476 sec): 3 clusters Score: Raw -5719534.239281 + Penalty 3516.213372 = -5716018.025909 nChanged 6 SP:Iteration 74Q (1565.824096 sec): 3 clusters Score: Raw -5719536.139476 + Penalty 3516.213372 = -5716019.926104 nChanged 7 SP:Iteration 75Q (1565.942577 sec): 3 clusters Score: Raw -5719538.089792 + Penalty 3516.213372 = -5716021.876421 nChanged 2 SP:Iteration 76Q (1566.060679 sec): 3 clusters Score: Raw -5719539.179691 + Penalty 3516.213372 = -5716022.966320 nChanged 7 SP:Iteration 77Q (1566.188882 sec): 3 clusters Score: Raw -5719542.235516 + Penalty 3516.213372 = -5716026.022144 nChanged 7 SP:Iteration 78Q (1566.306000 sec): 3 clusters Score: Raw -5719544.745169 + Penalty 3516.213372 = -5716028.531797 nChanged 7 SP:Iteration 79Q (1566.408461 sec): 3 clusters Score: Raw -5719548.101436 + Penalty 3516.213372 = -5716031.888065 nChanged 10 SP:Iteration 80F (1566.546992 sec): 3 clusters Score: Raw -5719552.523480 + Penalty 3516.213372 = -5716036.310108 nChanged 14 SP:Iteration 81Q (1566.662569 sec): 3 clusters Score: Raw -5719556.856113 + Penalty 3516.213372 = -5716040.642741 nChanged 9 SP:Iteration 82Q (1566.781294 sec): 3 clusters Score: Raw -5719559.837957 + Penalty 3516.213372 = -5716043.624585 nChanged 6 SP:Iteration 83Q (1566.906650 sec): 3 clusters Score: Raw -5719562.037809 + Penalty 3516.213372 = -5716045.824437 nChanged 10 SP:Iteration 84Q (1567.034252 sec): 3 clusters Score: Raw -5719565.870623 + Penalty 3516.213372 = -5716049.657252 nChanged 3 SP:Iteration 85Q (1567.156038 sec): 3 clusters Score: Raw -5719567.009534 + Penalty 3516.213372 = -5716050.796163 nChanged 2 SP:Iteration 86Q (1567.254853 sec): 3 clusters Score: Raw -5719567.449714 + Penalty 3516.213372 = -5716051.236343 nChanged 2 SP:Iteration 87Q (1567.381014 sec): 3 clusters Score: Raw -5719568.065423 + Penalty 3516.213372 = -5716051.852052 nChanged 1 SP:Iteration 88Q (1567.482101 sec): 3 clusters Score: Raw -5719568.769609 + Penalty 3516.213372 = -5716052.556238 nChanged 4 SP:Iteration 89Q (1567.605464 sec): 3 clusters Score: Raw -5719569.714286 + Penalty 3516.213372 = -5716053.500914 nChanged 1 SP:Iteration 90Q (1567.715951 sec): 3 clusters Score: Raw -5719570.084493 + Penalty 3516.213372 = -5716053.871121 nChanged 1 SP:Iteration 91Q (1567.833601 sec): 3 clusters Score: Raw -5719570.324485 + Penalty 3516.213372 = -5716054.111113 nChanged 1 SP:Iteration 92Q (1567.969959 sec): 3 clusters Score: Raw -5719570.567486 + Penalty 3516.213372 = -5716054.354115 nChanged 0 SP:Iteration 93F (1568.107235 sec): 3 clusters Score: Raw -5719570.567486 + Penalty 3516.213372 = -5716054.354115 nChanged 0 Trying to split cluster 19 (9479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1568.148054 sec): 2 clusters Score: Raw -1104796.249273 + Penalty 1487.985542 = -1103308.263731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1568.209368 sec): 3 clusters Score: Raw -1099459.499436 + Penalty 2975.971084 = -1096483.528352 nChanged 4040 SP:Iteration 1F (1568.272192 sec): 3 clusters Score: Raw -1101642.994500 + Penalty 2975.971084 = -1098667.023416 nChanged 671 SP:Iteration 2F (1568.326382 sec): 3 clusters Score: Raw -1102006.326213 + Penalty 2975.971084 = -1099030.355129 nChanged 587 SP:Iteration 3F (1568.401436 sec): 3 clusters Score: Raw -1102354.194818 + Penalty 2975.971084 = -1099378.223734 nChanged 549 SP:Iteration 4F (1568.468139 sec): 3 clusters Score: Raw -1102710.317161 + Penalty 2975.971084 = -1099734.346077 nChanged 509 SP:Iteration 5F (1568.524650 sec): 3 clusters Score: Raw -1103083.410622 + Penalty 2975.971084 = -1100107.439538 nChanged 500 SP:Iteration 6F (1568.594925 sec): 3 clusters Score: Raw -1103427.244646 + Penalty 2975.971084 = -1100451.273562 nChanged 462 SP:Iteration 7Q (1568.654627 sec): 3 clusters Score: Raw -1103717.741615 + Penalty 2975.971084 = -1100741.770531 nChanged 397 SP:Iteration 8Q (1568.731616 sec): 3 clusters Score: Raw -1103943.945240 + Penalty 2975.971084 = -1100967.974156 nChanged 339 SP:Iteration 9Q (1568.787959 sec): 3 clusters Score: Raw -1104145.240479 + Penalty 2975.971084 = -1101169.269395 nChanged 266 SP:Iteration 10Q (1568.865224 sec): 3 clusters Score: Raw -1104285.519922 + Penalty 2975.971084 = -1101309.548838 nChanged 246 SP:Iteration 11Q (1568.931229 sec): 3 clusters Score: Raw -1104413.670657 + Penalty 2975.971084 = -1101437.699573 nChanged 208 SP:Iteration 12Q (1568.996848 sec): 3 clusters Score: Raw -1104517.870920 + Penalty 2975.971084 = -1101541.899836 nChanged 161 SP:Iteration 13Q (1569.059295 sec): 3 clusters Score: Raw -1104591.356187 + Penalty 2975.971084 = -1101615.385103 nChanged 135 SP:Iteration 14Q (1569.127214 sec): 3 clusters Score: Raw -1104639.212373 + Penalty 2975.971084 = -1101663.241289 nChanged 108 SP:Iteration 15Q (1569.184509 sec): 3 clusters Score: Raw -1104680.314625 + Penalty 2975.971084 = -1101704.343541 nChanged 104 SP:Iteration 16Q (1569.255326 sec): 3 clusters Score: Raw -1104717.682126 + Penalty 2975.971084 = -1101741.711042 nChanged 90 SP:Iteration 17Q (1569.319482 sec): 3 clusters Score: Raw -1104742.919519 + Penalty 2975.971084 = -1101766.948435 nChanged 62 SP:Iteration 18Q (1569.383406 sec): 3 clusters Score: Raw -1104758.826281 + Penalty 2975.971084 = -1101782.855197 nChanged 57 SP:Iteration 19Q (1569.445884 sec): 3 clusters Score: Raw -1104775.990015 + Penalty 2975.971084 = -1101800.018931 nChanged 60 SP:Iteration 20F (1569.507912 sec): 3 clusters Score: Raw -1104794.245513 + Penalty 2975.971084 = -1101818.274429 nChanged 61 SP:Iteration 21Q (1569.560752 sec): 3 clusters Score: Raw -1104812.149436 + Penalty 2975.971084 = -1101836.178352 nChanged 47 SP:Iteration 22Q (1569.623154 sec): 3 clusters Score: Raw -1104824.951648 + Penalty 2975.971084 = -1101848.980564 nChanged 41 SP:Iteration 23Q (1569.686317 sec): 3 clusters Score: Raw -1104836.115001 + Penalty 2975.971084 = -1101860.143917 nChanged 41 SP:Iteration 24Q (1569.757277 sec): 3 clusters Score: Raw -1104849.744005 + Penalty 2975.971084 = -1101873.772921 nChanged 35 SP:Iteration 25Q (1569.820261 sec): 3 clusters Score: Raw -1104859.893994 + Penalty 2975.971084 = -1101883.922910 nChanged 41 SP:Iteration 26Q (1569.871714 sec): 3 clusters Score: Raw -1104871.260476 + Penalty 2975.971084 = -1101895.289392 nChanged 32 SP:Iteration 27Q (1569.945902 sec): 3 clusters Score: Raw -1104879.386242 + Penalty 2975.971084 = -1101903.415158 nChanged 23 SP:Iteration 28Q (1570.006052 sec): 3 clusters Score: Raw -1104885.569733 + Penalty 2975.971084 = -1101909.598649 nChanged 25 SP:Iteration 29Q (1570.054957 sec): 3 clusters Score: Raw -1104892.333345 + Penalty 2975.971084 = -1101916.362261 nChanged 23 SP:Iteration 30Q (1570.117312 sec): 3 clusters Score: Raw -1104896.649122 + Penalty 2975.971084 = -1101920.678038 nChanged 11 SP:Iteration 31Q (1570.190976 sec): 3 clusters Score: Raw -1104898.718418 + Penalty 2975.971084 = -1101922.747334 nChanged 13 SP:Iteration 32Q (1570.252000 sec): 3 clusters Score: Raw -1104900.698024 + Penalty 2975.971084 = -1101924.726940 nChanged 14 SP:Iteration 33Q (1570.314328 sec): 3 clusters Score: Raw -1104903.769344 + Penalty 2975.971084 = -1101927.798260 nChanged 13 SP:Iteration 34Q (1570.371851 sec): 3 clusters Score: Raw -1104906.378837 + Penalty 2975.971084 = -1101930.407753 nChanged 18 SP:Iteration 35Q (1570.426591 sec): 3 clusters Score: Raw -1104910.632479 + Penalty 2975.971084 = -1101934.661395 nChanged 18 SP:Iteration 36Q (1570.472230 sec): 3 clusters Score: Raw -1104915.069217 + Penalty 2975.971084 = -1101939.098133 nChanged 27 SP:Iteration 37Q (1570.530782 sec): 3 clusters Score: Raw -1104921.486129 + Penalty 2975.971084 = -1101945.515045 nChanged 21 SP:Iteration 38Q (1570.587955 sec): 3 clusters Score: Raw -1104925.619749 + Penalty 2975.971084 = -1101949.648665 nChanged 17 SP:Iteration 39Q (1570.656615 sec): 3 clusters Score: Raw -1104929.674535 + Penalty 2975.971084 = -1101953.703451 nChanged 18 SP:Iteration 40F (1570.707921 sec): 3 clusters Score: Raw -1104934.039145 + Penalty 2975.971084 = -1101958.068061 nChanged 16 SP:Iteration 41Q (1570.767205 sec): 3 clusters Score: Raw -1104937.791446 + Penalty 2975.971084 = -1101961.820362 nChanged 17 SP:Iteration 42Q (1570.829244 sec): 3 clusters Score: Raw -1104942.804285 + Penalty 2975.971084 = -1101966.833202 nChanged 21 SP:Iteration 43Q (1570.895725 sec): 3 clusters Score: Raw -1104946.918617 + Penalty 2975.971084 = -1101970.947533 nChanged 13 SP:Iteration 44Q (1570.945169 sec): 3 clusters Score: Raw -1104949.090964 + Penalty 2975.971084 = -1101973.119880 nChanged 14 SP:Iteration 45Q (1571.014722 sec): 3 clusters Score: Raw -1104952.425710 + Penalty 2975.971084 = -1101976.454627 nChanged 17 SP:Iteration 46Q (1571.079037 sec): 3 clusters Score: Raw -1104956.117957 + Penalty 2975.971084 = -1101980.146873 nChanged 16 SP:Iteration 47Q (1571.142742 sec): 3 clusters Score: Raw -1104959.682861 + Penalty 2975.971084 = -1101983.711777 nChanged 12 SP:Iteration 48Q (1571.202332 sec): 3 clusters Score: Raw -1104961.485212 + Penalty 2975.971084 = -1101985.514128 nChanged 4 SP:Iteration 49Q (1571.258515 sec): 3 clusters Score: Raw -1104961.975989 + Penalty 2975.971084 = -1101986.004905 nChanged 6 SP:Iteration 50Q (1571.321936 sec): 3 clusters Score: Raw -1104963.272392 + Penalty 2975.971084 = -1101987.301308 nChanged 9 SP:Iteration 51Q (1571.379789 sec): 3 clusters Score: Raw -1104965.061793 + Penalty 2975.971084 = -1101989.090709 nChanged 3 SP:Iteration 52Q (1571.440321 sec): 3 clusters Score: Raw -1104965.812120 + Penalty 2975.971084 = -1101989.841036 nChanged 7 SP:Iteration 53Q (1571.510000 sec): 3 clusters Score: Raw -1104966.773596 + Penalty 2975.971084 = -1101990.802512 nChanged 7 SP:Iteration 54Q (1571.568682 sec): 3 clusters Score: Raw -1104967.918770 + Penalty 2975.971084 = -1101991.947686 nChanged 5 SP:Iteration 55Q (1571.621893 sec): 3 clusters Score: Raw -1104968.685251 + Penalty 2975.971084 = -1101992.714167 nChanged 5 SP:Iteration 56Q (1571.686942 sec): 3 clusters Score: Raw -1104969.294052 + Penalty 2975.971084 = -1101993.322968 nChanged 3 SP:Iteration 57Q (1571.738268 sec): 3 clusters Score: Raw -1104969.813980 + Penalty 2975.971084 = -1101993.842896 nChanged 3 SP:Iteration 58Q (1571.799305 sec): 3 clusters Score: Raw -1104970.235792 + Penalty 2975.971084 = -1101994.264708 nChanged 4 SP:Iteration 59Q (1571.861997 sec): 3 clusters Score: Raw -1104970.764467 + Penalty 2975.971084 = -1101994.793383 nChanged 3 SP:Iteration 60F (1571.931315 sec): 3 clusters Score: Raw -1104971.116088 + Penalty 2975.971084 = -1101995.145004 nChanged 4 SP:Iteration 61Q (1571.993032 sec): 3 clusters Score: Raw -1104971.705115 + Penalty 2975.971084 = -1101995.734031 nChanged 4 SP:Iteration 62Q (1572.039693 sec): 3 clusters Score: Raw -1104972.143506 + Penalty 2975.971084 = -1101996.172422 nChanged 3 SP:Iteration 63Q (1572.097389 sec): 3 clusters Score: Raw -1104972.593615 + Penalty 2975.971084 = -1101996.622531 nChanged 2 SP:Iteration 64Q (1572.164136 sec): 3 clusters Score: Raw -1104972.781114 + Penalty 2975.971084 = -1101996.810030 nChanged 2 SP:Iteration 65Q (1572.216533 sec): 3 clusters Score: Raw -1104973.088960 + Penalty 2975.971084 = -1101997.117876 nChanged 0 SP:Iteration 66F (1572.284543 sec): 3 clusters Score: Raw -1104973.088960 + Penalty 2975.971084 = -1101997.117876 nChanged 0 Trying to split cluster 20 (11499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1572.324968 sec): 2 clusters Score: Raw -1317169.351688 + Penalty 1519.377495 = -1315649.974193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1572.388774 sec): 3 clusters Score: Raw -1310616.211599 + Penalty 3038.754990 = -1307577.456609 nChanged 4966 SP:Iteration 1F (1572.455539 sec): 3 clusters Score: Raw -1313432.336392 + Penalty 3038.754990 = -1310393.581401 nChanged 749 SP:Iteration 2F (1572.510653 sec): 3 clusters Score: Raw -1313841.495339 + Penalty 3038.754990 = -1310802.740349 nChanged 681 SP:Iteration 3F (1572.577334 sec): 3 clusters Score: Raw -1314225.243234 + Penalty 3038.754990 = -1311186.488244 nChanged 643 SP:Iteration 4F (1572.646991 sec): 3 clusters Score: Raw -1314616.999411 + Penalty 3038.754990 = -1311578.244421 nChanged 596 SP:Iteration 5F (1572.708876 sec): 3 clusters Score: Raw -1314977.145128 + Penalty 3038.754990 = -1311938.390138 nChanged 540 SP:Iteration 6Q (1572.781887 sec): 3 clusters Score: Raw -1315301.488823 + Penalty 3038.754990 = -1312262.733833 nChanged 498 SP:Iteration 7Q (1572.852436 sec): 3 clusters Score: Raw -1315584.994934 + Penalty 3038.754990 = -1312546.239944 nChanged 479 SP:Iteration 8Q (1572.929744 sec): 3 clusters Score: Raw -1315840.398454 + Penalty 3038.754990 = -1312801.643464 nChanged 414 SP:Iteration 9Q (1572.994539 sec): 3 clusters Score: Raw -1316059.252167 + Penalty 3038.754990 = -1313020.497176 nChanged 373 SP:Iteration 10Q (1573.059617 sec): 3 clusters Score: Raw -1316248.350275 + Penalty 3038.754990 = -1313209.595285 nChanged 293 SP:Iteration 11Q (1573.125855 sec): 3 clusters Score: Raw -1316392.831830 + Penalty 3038.754990 = -1313354.076840 nChanged 233 SP:Iteration 12Q (1573.203113 sec): 3 clusters Score: Raw -1316501.731780 + Penalty 3038.754990 = -1313462.976789 nChanged 190 SP:Iteration 13Q (1573.263161 sec): 3 clusters Score: Raw -1316586.751007 + Penalty 3038.754990 = -1313547.996017 nChanged 158 SP:Iteration 14Q (1573.334818 sec): 3 clusters Score: Raw -1316656.276495 + Penalty 3038.754990 = -1313617.521505 nChanged 151 SP:Iteration 15Q (1573.384864 sec): 3 clusters Score: Raw -1316724.344807 + Penalty 3038.754990 = -1313685.589817 nChanged 131 SP:Iteration 16Q (1573.458143 sec): 3 clusters Score: Raw -1316778.382512 + Penalty 3038.754990 = -1313739.627522 nChanged 124 SP:Iteration 17Q (1573.528026 sec): 3 clusters Score: Raw -1316829.493638 + Penalty 3038.754990 = -1313790.738648 nChanged 123 SP:Iteration 18Q (1573.592401 sec): 3 clusters Score: Raw -1316881.710286 + Penalty 3038.754990 = -1313842.955296 nChanged 122 SP:Iteration 19Q (1573.649909 sec): 3 clusters Score: Raw -1316938.853171 + Penalty 3038.754990 = -1313900.098181 nChanged 118 SP:Iteration 20F (1573.716079 sec): 3 clusters Score: Raw -1316984.680447 + Penalty 3038.754990 = -1313945.925457 nChanged 111 SP:Iteration 21Q (1573.783379 sec): 3 clusters Score: Raw -1317027.897070 + Penalty 3038.754990 = -1313989.142080 nChanged 99 SP:Iteration 22Q (1573.852733 sec): 3 clusters Score: Raw -1317066.900449 + Penalty 3038.754990 = -1314028.145459 nChanged 100 SP:Iteration 23Q (1573.927220 sec): 3 clusters Score: Raw -1317101.671303 + Penalty 3038.754990 = -1314062.916313 nChanged 93 SP:Iteration 24Q (1573.982942 sec): 3 clusters Score: Raw -1317133.506036 + Penalty 3038.754990 = -1314094.751046 nChanged 68 SP:Iteration 25Q (1574.062127 sec): 3 clusters Score: Raw -1317156.710960 + Penalty 3038.754990 = -1314117.955970 nChanged 79 SP:Iteration 26Q (1574.122507 sec): 3 clusters Score: Raw -1317183.942510 + Penalty 3038.754990 = -1314145.187520 nChanged 74 SP:Iteration 27Q (1574.192268 sec): 3 clusters Score: Raw -1317209.896428 + Penalty 3038.754990 = -1314171.141438 nChanged 59 SP:Iteration 28Q (1574.258283 sec): 3 clusters Score: Raw -1317229.238511 + Penalty 3038.754990 = -1314190.483521 nChanged 50 SP:Iteration 29Q (1574.324345 sec): 3 clusters Score: Raw -1317244.499153 + Penalty 3038.754990 = -1314205.744163 nChanged 48 SP:Iteration 30Q (1574.378312 sec): 3 clusters Score: Raw -1317261.005772 + Penalty 3038.754990 = -1314222.250782 nChanged 44 SP:Iteration 31Q (1574.450849 sec): 3 clusters Score: Raw -1317277.361939 + Penalty 3038.754990 = -1314238.606949 nChanged 42 SP:Iteration 32Q (1574.517262 sec): 3 clusters Score: Raw -1317289.805628 + Penalty 3038.754990 = -1314251.050638 nChanged 38 SP:Iteration 33Q (1574.568956 sec): 3 clusters Score: Raw -1317299.314176 + Penalty 3038.754990 = -1314260.559186 nChanged 39 SP:Iteration 34Q (1574.640932 sec): 3 clusters Score: Raw -1317309.677115 + Penalty 3038.754990 = -1314270.922125 nChanged 24 SP:Iteration 35Q (1574.698709 sec): 3 clusters Score: Raw -1317316.179121 + Penalty 3038.754990 = -1314277.424131 nChanged 25 SP:Iteration 36Q (1574.752294 sec): 3 clusters Score: Raw -1317321.875919 + Penalty 3038.754990 = -1314283.120929 nChanged 11 SP:Iteration 37Q (1574.823233 sec): 3 clusters Score: Raw -1317324.491744 + Penalty 3038.754990 = -1314285.736754 nChanged 14 SP:Iteration 38Q (1574.878481 sec): 3 clusters Score: Raw -1317328.628689 + Penalty 3038.754990 = -1314289.873699 nChanged 12 SP:Iteration 39Q (1574.938755 sec): 3 clusters Score: Raw -1317331.867523 + Penalty 3038.754990 = -1314293.112533 nChanged 14 SP:Iteration 40F (1575.015509 sec): 3 clusters Score: Raw -1317335.881649 + Penalty 3038.754990 = -1314297.126658 nChanged 16 SP:Iteration 41Q (1575.085452 sec): 3 clusters Score: Raw -1317340.070817 + Penalty 3038.754990 = -1314301.315827 nChanged 15 SP:Iteration 42Q (1575.158962 sec): 3 clusters Score: Raw -1317344.056679 + Penalty 3038.754990 = -1314305.301689 nChanged 18 SP:Iteration 43Q (1575.227806 sec): 3 clusters Score: Raw -1317350.486542 + Penalty 3038.754990 = -1314311.731552 nChanged 20 SP:Iteration 44Q (1575.291975 sec): 3 clusters Score: Raw -1317357.264751 + Penalty 3038.754990 = -1314318.509761 nChanged 17 SP:Iteration 45Q (1575.355958 sec): 3 clusters Score: Raw -1317363.707033 + Penalty 3038.754990 = -1314324.952043 nChanged 20 SP:Iteration 46Q (1575.425005 sec): 3 clusters Score: Raw -1317371.008961 + Penalty 3038.754990 = -1314332.253971 nChanged 19 SP:Iteration 47Q (1575.491614 sec): 3 clusters Score: Raw -1317377.787409 + Penalty 3038.754990 = -1314339.032418 nChanged 28 SP:Iteration 48Q (1575.547943 sec): 3 clusters Score: Raw -1317387.474125 + Penalty 3038.754990 = -1314348.719135 nChanged 25 SP:Iteration 49Q (1575.614484 sec): 3 clusters Score: Raw -1317398.180213 + Penalty 3038.754990 = -1314359.425223 nChanged 26 SP:Iteration 50Q (1575.673145 sec): 3 clusters Score: Raw -1317407.822289 + Penalty 3038.754990 = -1314369.067298 nChanged 15 SP:Iteration 51Q (1575.733668 sec): 3 clusters Score: Raw -1317412.586527 + Penalty 3038.754990 = -1314373.831537 nChanged 15 SP:Iteration 52Q (1575.807286 sec): 3 clusters Score: Raw -1317418.157051 + Penalty 3038.754990 = -1314379.402061 nChanged 14 SP:Iteration 53Q (1575.866025 sec): 3 clusters Score: Raw -1317422.414139 + Penalty 3038.754990 = -1314383.659149 nChanged 11 SP:Iteration 54Q (1575.926807 sec): 3 clusters Score: Raw -1317425.342494 + Penalty 3038.754990 = -1314386.587504 nChanged 6 SP:Iteration 55Q (1575.987893 sec): 3 clusters Score: Raw -1317426.233926 + Penalty 3038.754990 = -1314387.478936 nChanged 5 SP:Iteration 56Q (1576.047988 sec): 3 clusters Score: Raw -1317427.953582 + Penalty 3038.754990 = -1314389.198592 nChanged 5 SP:Iteration 57Q (1576.101683 sec): 3 clusters Score: Raw -1317429.921653 + Penalty 3038.754990 = -1314391.166663 nChanged 6 SP:Iteration 58Q (1576.162089 sec): 3 clusters Score: Raw -1317431.422712 + Penalty 3038.754990 = -1314392.667722 nChanged 3 SP:Iteration 59Q (1576.233271 sec): 3 clusters Score: Raw -1317432.529169 + Penalty 3038.754990 = -1314393.774179 nChanged 3 SP:Iteration 60F (1576.290982 sec): 3 clusters Score: Raw -1317433.804563 + Penalty 3038.754990 = -1314395.049572 nChanged 5 SP:Iteration 61Q (1576.360011 sec): 3 clusters Score: Raw -1317435.344637 + Penalty 3038.754990 = -1314396.589647 nChanged 6 SP:Iteration 62Q (1576.419061 sec): 3 clusters Score: Raw -1317436.278415 + Penalty 3038.754990 = -1314397.523425 nChanged 2 SP:Iteration 63Q (1576.467990 sec): 3 clusters Score: Raw -1317436.856550 + Penalty 3038.754990 = -1314398.101560 nChanged 3 SP:Iteration 64Q (1576.533642 sec): 3 clusters Score: Raw -1317437.369715 + Penalty 3038.754990 = -1314398.614725 nChanged 2 SP:Iteration 65Q (1576.583867 sec): 3 clusters Score: Raw -1317437.746582 + Penalty 3038.754990 = -1314398.991592 nChanged 0 SP:Iteration 66F (1576.648563 sec): 3 clusters Score: Raw -1317437.746582 + Penalty 3038.754990 = -1314398.991592 nChanged 0 Trying to split cluster 21 (3896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1576.686230 sec): 2 clusters Score: Raw -449070.253623 + Penalty 1343.502171 = -447726.751453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1576.739104 sec): 3 clusters Score: Raw -447114.731570 + Penalty 2687.004341 = -444427.727228 nChanged 1561 SP:Iteration 1F (1576.790780 sec): 3 clusters Score: Raw -448018.422985 + Penalty 2687.004341 = -445331.418644 nChanged 297 SP:Iteration 2F (1576.846199 sec): 3 clusters Score: Raw -448210.125033 + Penalty 2687.004341 = -445523.120692 nChanged 237 SP:Iteration 3F (1576.906278 sec): 3 clusters Score: Raw -448382.668049 + Penalty 2687.004341 = -445695.663708 nChanged 219 SP:Iteration 4F (1576.950104 sec): 3 clusters Score: Raw -448616.841693 + Penalty 2687.004341 = -445929.837352 nChanged 240 SP:Iteration 5F (1577.008050 sec): 3 clusters Score: Raw -448932.373472 + Penalty 2687.004341 = -446245.369131 nChanged 263 SP:Iteration 6F (1577.067214 sec): 3 clusters Score: Raw -449242.425698 + Penalty 2687.004341 = -446555.421357 nChanged 232 SP:Iteration 7F (1577.113520 sec): 3 clusters Score: Raw -449488.958456 + Penalty 2687.004341 = -446801.954114 nChanged 214 SP:Iteration 8F (1577.173543 sec): 3 clusters Score: Raw -449717.366862 + Penalty 2687.004341 = -447030.362521 nChanged 183 SP:Iteration 9Q (1577.227878 sec): 3 clusters Score: Raw -449921.005034 + Penalty 2687.004341 = -447234.000693 nChanged 161 SP:Iteration 10Q (1577.273038 sec): 3 clusters Score: Raw -450106.451000 + Penalty 2687.004341 = -447419.446659 nChanged 124 SP:Iteration 11Q (1577.327992 sec): 3 clusters Score: Raw -450228.939960 + Penalty 2687.004341 = -447541.935619 nChanged 100 SP:Iteration 12Q (1577.391802 sec): 3 clusters Score: Raw -450313.160173 + Penalty 2687.004341 = -447626.155832 nChanged 79 SP:Iteration 13Q (1577.444168 sec): 3 clusters Score: Raw -450378.182091 + Penalty 2687.004341 = -447691.177750 nChanged 64 SP:Iteration 14Q (1577.497920 sec): 3 clusters Score: Raw -450436.830308 + Penalty 2687.004341 = -447749.825967 nChanged 52 SP:Iteration 15Q (1577.539858 sec): 3 clusters Score: Raw -450482.096292 + Penalty 2687.004341 = -447795.091951 nChanged 44 SP:Iteration 16Q (1577.602342 sec): 3 clusters Score: Raw -450518.268824 + Penalty 2687.004341 = -447831.264483 nChanged 34 SP:Iteration 17Q (1577.648201 sec): 3 clusters Score: Raw -450539.893226 + Penalty 2687.004341 = -447852.888885 nChanged 24 SP:Iteration 18Q (1577.714745 sec): 3 clusters Score: Raw -450553.586459 + Penalty 2687.004341 = -447866.582117 nChanged 19 SP:Iteration 19Q (1577.770134 sec): 3 clusters Score: Raw -450559.982063 + Penalty 2687.004341 = -447872.977722 nChanged 14 SP:Iteration 20F (1577.812267 sec): 3 clusters Score: Raw -450564.192133 + Penalty 2687.004341 = -447877.187792 nChanged 12 SP:Iteration 21Q (1577.866616 sec): 3 clusters Score: Raw -450568.940326 + Penalty 2687.004341 = -447881.935985 nChanged 13 SP:Iteration 22Q (1577.919432 sec): 3 clusters Score: Raw -450572.475006 + Penalty 2687.004341 = -447885.470665 nChanged 9 SP:Iteration 23Q (1577.981729 sec): 3 clusters Score: Raw -450574.786725 + Penalty 2687.004341 = -447887.782384 nChanged 5 SP:Iteration 24Q (1578.031064 sec): 3 clusters Score: Raw -450576.159793 + Penalty 2687.004341 = -447889.155452 nChanged 4 SP:Iteration 25Q (1578.070797 sec): 3 clusters Score: Raw -450578.322022 + Penalty 2687.004341 = -447891.317681 nChanged 5 SP:Iteration 26Q (1578.129079 sec): 3 clusters Score: Raw -450580.677395 + Penalty 2687.004341 = -447893.673054 nChanged 5 SP:Iteration 27Q (1578.185717 sec): 3 clusters Score: Raw -450581.794197 + Penalty 2687.004341 = -447894.789856 nChanged 7 SP:Iteration 28Q (1578.229614 sec): 3 clusters Score: Raw -450584.055539 + Penalty 2687.004341 = -447897.051198 nChanged 2 SP:Iteration 29Q (1578.287943 sec): 3 clusters Score: Raw -450584.241880 + Penalty 2687.004341 = -447897.237539 nChanged 2 SP:Iteration 30Q (1578.335761 sec): 3 clusters Score: Raw -450584.452115 + Penalty 2687.004341 = -447897.447774 nChanged 1 SP:Iteration 31Q (1578.387433 sec): 3 clusters Score: Raw -450585.234189 + Penalty 2687.004341 = -447898.229848 nChanged 1 SP:Iteration 32Q (1578.442257 sec): 3 clusters Score: Raw -450585.427885 + Penalty 2687.004341 = -447898.423544 nChanged 0 SP:Iteration 33F (1578.497531 sec): 3 clusters Score: Raw -450585.427885 + Penalty 2687.004341 = -447898.423544 nChanged 0 Score: Raw -86561292.808894 + Penalty 65962.637360 = -86495330.171533 Splitting cluster 21 changes total score from -86496013.270389 to -86495330.171533 So it's not getting split. Trying to split cluster 22 (2566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1592.302946 sec): 2 clusters Score: Raw -289197.281494 + Penalty 1275.641826 = -287921.639668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1592.358379 sec): 3 clusters Score: Raw -288024.309370 + Penalty 2551.283652 = -285473.025718 nChanged 920 SP:Iteration 1F (1592.399716 sec): 3 clusters Score: Raw -288632.700033 + Penalty 2551.283652 = -286081.416381 nChanged 211 SP:Iteration 2F (1592.464316 sec): 3 clusters Score: Raw -288842.969966 + Penalty 2551.283652 = -286291.686314 nChanged 168 SP:Iteration 3F (1592.518273 sec): 3 clusters Score: Raw -289015.576048 + Penalty 2551.283652 = -286464.292396 nChanged 138 SP:Iteration 4F (1592.569173 sec): 3 clusters Score: Raw -289171.456184 + Penalty 2551.283652 = -286620.172532 nChanged 122 SP:Iteration 5Q (1592.613079 sec): 3 clusters Score: Raw -289309.315076 + Penalty 2551.283652 = -286758.031424 nChanged 107 SP:Iteration 6Q (1592.673843 sec): 3 clusters Score: Raw -289454.636208 + Penalty 2551.283652 = -286903.352555 nChanged 109 SP:Iteration 7Q (1592.718299 sec): 3 clusters Score: Raw -289576.752441 + Penalty 2551.283652 = -287025.468789 nChanged 97 SP:Iteration 8Q (1592.772208 sec): 3 clusters Score: Raw -289678.928695 + Penalty 2551.283652 = -287127.645043 nChanged 76 SP:Iteration 9Q (1592.832364 sec): 3 clusters Score: Raw -289759.976523 + Penalty 2551.283652 = -287208.692871 nChanged 76 SP:Iteration 10Q (1592.883023 sec): 3 clusters Score: Raw -289839.092778 + Penalty 2551.283652 = -287287.809126 nChanged 61 SP:Iteration 11Q (1592.937431 sec): 3 clusters Score: Raw -289906.354035 + Penalty 2551.283652 = -287355.070383 nChanged 60 SP:Iteration 12Q (1592.981710 sec): 3 clusters Score: Raw -289994.910165 + Penalty 2551.283652 = -287443.626513 nChanged 78 SP:Iteration 13Q (1593.027847 sec): 3 clusters Score: Raw -290111.879911 + Penalty 2551.283652 = -287560.596259 nChanged 82 SP:Iteration 14Q (1593.077251 sec): 3 clusters Score: Raw -290213.949110 + Penalty 2551.283652 = -287662.665458 nChanged 55 SP:Iteration 15Q (1593.130154 sec): 3 clusters Score: Raw -290267.710433 + Penalty 2551.283652 = -287716.426781 nChanged 40 SP:Iteration 16Q (1593.172441 sec): 3 clusters Score: Raw -290310.396553 + Penalty 2551.283652 = -287759.112901 nChanged 38 SP:Iteration 17Q (1593.232031 sec): 3 clusters Score: Raw -290343.902564 + Penalty 2551.283652 = -287792.618912 nChanged 30 SP:Iteration 18Q (1593.276166 sec): 3 clusters Score: Raw -290366.873763 + Penalty 2551.283652 = -287815.590111 nChanged 32 SP:Iteration 19Q (1593.326763 sec): 3 clusters Score: Raw -290392.488894 + Penalty 2551.283652 = -287841.205242 nChanged 28 SP:Iteration 20F (1593.364002 sec): 3 clusters Score: Raw -290410.367337 + Penalty 2551.283652 = -287859.083684 nChanged 13 SP:Iteration 21Q (1593.416281 sec): 3 clusters Score: Raw -290417.772087 + Penalty 2551.283652 = -287866.488435 nChanged 8 SP:Iteration 22Q (1593.456951 sec): 3 clusters Score: Raw -290422.092016 + Penalty 2551.283652 = -287870.808364 nChanged 5 SP:Iteration 23Q (1593.511459 sec): 3 clusters Score: Raw -290423.925337 + Penalty 2551.283652 = -287872.641685 nChanged 5 SP:Iteration 24Q (1593.563447 sec): 3 clusters Score: Raw -290426.316646 + Penalty 2551.283652 = -287875.032993 nChanged 5 SP:Iteration 25Q (1593.612926 sec): 3 clusters Score: Raw -290428.721372 + Penalty 2551.283652 = -287877.437719 nChanged 3 SP:Iteration 26Q (1593.674532 sec): 3 clusters Score: Raw -290430.977995 + Penalty 2551.283652 = -287879.694342 nChanged 5 SP:Iteration 27Q (1593.727003 sec): 3 clusters Score: Raw -290433.519345 + Penalty 2551.283652 = -287882.235692 nChanged 4 SP:Iteration 28Q (1593.779905 sec): 3 clusters Score: Raw -290434.744913 + Penalty 2551.283652 = -287883.461261 nChanged 3 SP:Iteration 29Q (1593.831266 sec): 3 clusters Score: Raw -290435.986845 + Penalty 2551.283652 = -287884.703192 nChanged 4 SP:Iteration 30Q (1593.884273 sec): 3 clusters Score: Raw -290437.482772 + Penalty 2551.283652 = -287886.199120 nChanged 1 SP:Iteration 31Q (1593.931145 sec): 3 clusters Score: Raw -290437.909233 + Penalty 2551.283652 = -287886.625580 nChanged 1 SP:Iteration 32Q (1593.985278 sec): 3 clusters Score: Raw -290438.436297 + Penalty 2551.283652 = -287887.152645 nChanged 2 SP:Iteration 33Q (1594.030978 sec): 3 clusters Score: Raw -290439.285571 + Penalty 2551.283652 = -287888.001919 nChanged 1 SP:Iteration 34Q (1594.074065 sec): 3 clusters Score: Raw -290439.446500 + Penalty 2551.283652 = -287888.162848 nChanged 0 SP:Iteration 35F (1594.127936 sec): 3 clusters Score: Raw -290439.446500 + Penalty 2551.283652 = -287888.162848 nChanged 0 Trying to split cluster 23 (1605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1594.158511 sec): 2 clusters Score: Raw -162028.649946 + Penalty 1199.392843 = -160829.257103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1594.203911 sec): 3 clusters Score: Raw -161504.259383 + Penalty 2398.785687 = -159105.473696 nChanged 607 SP:Iteration 1F (1594.249858 sec): 3 clusters Score: Raw -162181.415823 + Penalty 2398.785687 = -159782.630137 nChanged 169 SP:Iteration 2F (1594.285329 sec): 3 clusters Score: Raw -162390.735830 + Penalty 2398.785687 = -159991.950143 nChanged 116 SP:Iteration 3F (1594.329869 sec): 3 clusters Score: Raw -162559.956261 + Penalty 2398.785687 = -160161.170574 nChanged 84 SP:Iteration 4F (1594.379219 sec): 3 clusters Score: Raw -162648.990904 + Penalty 2398.785687 = -160250.205218 nChanged 69 SP:Iteration 5Q (1594.419121 sec): 3 clusters Score: Raw -162758.588452 + Penalty 2398.785687 = -160359.802766 nChanged 71 SP:Iteration 6Q (1594.468805 sec): 3 clusters Score: Raw -162872.496364 + Penalty 2398.785687 = -160473.710677 nChanged 62 SP:Iteration 7Q (1594.512365 sec): 3 clusters Score: Raw -162951.269813 + Penalty 2398.785687 = -160552.484126 nChanged 40 SP:Iteration 8Q (1594.560379 sec): 3 clusters Score: Raw -163001.524511 + Penalty 2398.785687 = -160602.738825 nChanged 30 SP:Iteration 9Q (1594.599262 sec): 3 clusters Score: Raw -163045.831668 + Penalty 2398.785687 = -160647.045981 nChanged 25 SP:Iteration 10Q (1594.649266 sec): 3 clusters Score: Raw -163076.981485 + Penalty 2398.785687 = -160678.195798 nChanged 20 SP:Iteration 11Q (1594.697255 sec): 3 clusters Score: Raw -163103.896433 + Penalty 2398.785687 = -160705.110747 nChanged 11 SP:Iteration 12Q (1594.735762 sec): 3 clusters Score: Raw -163116.659920 + Penalty 2398.785687 = -160717.874233 nChanged 8 SP:Iteration 13Q (1594.785466 sec): 3 clusters Score: Raw -163123.882007 + Penalty 2398.785687 = -160725.096320 nChanged 6 SP:Iteration 14Q (1594.824070 sec): 3 clusters Score: Raw -163128.543444 + Penalty 2398.785687 = -160729.757758 nChanged 4 SP:Iteration 15Q (1594.881741 sec): 3 clusters Score: Raw -163130.188249 + Penalty 2398.785687 = -160731.402563 nChanged 1 SP:Iteration 16Q (1594.931467 sec): 3 clusters Score: Raw -163130.795010 + Penalty 2398.785687 = -160732.009324 nChanged 1 SP:Iteration 17Q (1594.977835 sec): 3 clusters Score: Raw -163133.187482 + Penalty 2398.785687 = -160734.401795 nChanged 2 SP:Iteration 18Q (1595.029003 sec): 3 clusters Score: Raw -163134.491735 + Penalty 2398.785687 = -160735.706048 nChanged 0 SP:Iteration 19F (1595.071635 sec): 3 clusters Score: Raw -163189.000056 + Penalty 2398.785687 = -160790.214370 nChanged 4 SP:Iteration 20F (1595.129573 sec): 3 clusters Score: Raw -163305.665994 + Penalty 2398.785687 = -160906.880308 nChanged 10 SP:Iteration 21Q (1595.175629 sec): 3 clusters Score: Raw -163321.831176 + Penalty 2398.785687 = -160923.045490 nChanged 5 SP:Iteration 22Q (1595.214918 sec): 3 clusters Score: Raw -163327.098778 + Penalty 2398.785687 = -160928.313092 nChanged 5 SP:Iteration 23Q (1595.270595 sec): 3 clusters Score: Raw -163333.574541 + Penalty 2398.785687 = -160934.788854 nChanged 6 SP:Iteration 24Q (1595.323940 sec): 3 clusters Score: Raw -163339.995839 + Penalty 2398.785687 = -160941.210152 nChanged 3 SP:Iteration 25Q (1595.364041 sec): 3 clusters Score: Raw -163342.801941 + Penalty 2398.785687 = -160944.016254 nChanged 4 SP:Iteration 26Q (1595.421959 sec): 3 clusters Score: Raw -163346.496462 + Penalty 2398.785687 = -160947.710775 nChanged 1 SP:Iteration 27Q (1595.472488 sec): 3 clusters Score: Raw -163348.033515 + Penalty 2398.785687 = -160949.247829 nChanged 1 SP:Iteration 28Q (1595.520806 sec): 3 clusters Score: Raw -163349.896378 + Penalty 2398.785687 = -160951.110692 nChanged 1 SP:Iteration 29Q (1595.566868 sec): 3 clusters Score: Raw -163351.259590 + Penalty 2398.785687 = -160952.473903 nChanged 1 SP:Iteration 30Q (1595.606635 sec): 3 clusters Score: Raw -163352.208808 + Penalty 2398.785687 = -160953.423122 nChanged 2 SP:Iteration 31Q (1595.657878 sec): 3 clusters Score: Raw -163353.494160 + Penalty 2398.785687 = -160954.708474 nChanged 2 SP:Iteration 32Q (1595.707912 sec): 3 clusters Score: Raw -163354.954871 + Penalty 2398.785687 = -160956.169185 nChanged 0 SP:Iteration 33F (1595.756165 sec): 3 clusters Score: Raw -163354.954871 + Penalty 2398.785687 = -160956.169185 nChanged 0 Score: Raw -86561103.939557 + Penalty 65962.637360 = -86495141.302196 Splitting cluster 23 changes total score from -86496013.270389 to -86495141.302196 So it's not getting split. Trying to split cluster 24 (2330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1610.011283 sec): 2 clusters Score: Raw -262606.997987 + Penalty 1259.963826 = -261347.034160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1610.062825 sec): 3 clusters Score: Raw -261543.429271 + Penalty 2519.927653 = -259023.501618 nChanged 863 SP:Iteration 1F (1610.114108 sec): 3 clusters Score: Raw -262068.636937 + Penalty 2519.927653 = -259548.709285 nChanged 180 SP:Iteration 2F (1610.155956 sec): 3 clusters Score: Raw -262235.880911 + Penalty 2519.927653 = -259715.953258 nChanged 146 SP:Iteration 3F (1610.214290 sec): 3 clusters Score: Raw -262377.785759 + Penalty 2519.927653 = -259857.858106 nChanged 117 SP:Iteration 4F (1610.250042 sec): 3 clusters Score: Raw -262508.062300 + Penalty 2519.927653 = -259988.134647 nChanged 113 SP:Iteration 5Q (1610.307865 sec): 3 clusters Score: Raw -262616.990087 + Penalty 2519.927653 = -260097.062434 nChanged 120 SP:Iteration 6F (1610.351855 sec): 3 clusters Score: Raw -262724.787549 + Penalty 2519.927653 = -260204.859897 nChanged 113 SP:Iteration 7Q (1610.404506 sec): 3 clusters Score: Raw -262816.224460 + Penalty 2519.927653 = -260296.296808 nChanged 87 SP:Iteration 8Q (1610.456878 sec): 3 clusters Score: Raw -262890.724249 + Penalty 2519.927653 = -260370.796597 nChanged 78 SP:Iteration 9Q (1610.507161 sec): 3 clusters Score: Raw -262963.983270 + Penalty 2519.927653 = -260444.055617 nChanged 83 SP:Iteration 10Q (1610.547043 sec): 3 clusters Score: Raw -263039.621011 + Penalty 2519.927653 = -260519.693358 nChanged 93 SP:Iteration 11Q (1610.595248 sec): 3 clusters Score: Raw -263128.188064 + Penalty 2519.927653 = -260608.260412 nChanged 73 SP:Iteration 12Q (1610.650276 sec): 3 clusters Score: Raw -263205.821569 + Penalty 2519.927653 = -260685.893917 nChanged 70 SP:Iteration 13Q (1610.697338 sec): 3 clusters Score: Raw -263279.646277 + Penalty 2519.927653 = -260759.718624 nChanged 56 SP:Iteration 14Q (1610.746150 sec): 3 clusters Score: Raw -263324.144909 + Penalty 2519.927653 = -260804.217257 nChanged 37 SP:Iteration 15Q (1610.797221 sec): 3 clusters Score: Raw -263349.019944 + Penalty 2519.927653 = -260829.092292 nChanged 40 SP:Iteration 16Q (1610.854864 sec): 3 clusters Score: Raw -263372.472038 + Penalty 2519.927653 = -260852.544385 nChanged 24 SP:Iteration 17Q (1610.903976 sec): 3 clusters Score: Raw -263386.997630 + Penalty 2519.927653 = -260867.069978 nChanged 29 SP:Iteration 18Q (1610.944995 sec): 3 clusters Score: Raw -263408.141056 + Penalty 2519.927653 = -260888.213404 nChanged 25 SP:Iteration 19Q (1610.992805 sec): 3 clusters Score: Raw -263424.500945 + Penalty 2519.927653 = -260904.573292 nChanged 22 SP:Iteration 20F (1611.046372 sec): 3 clusters Score: Raw -263437.500852 + Penalty 2519.927653 = -260917.573199 nChanged 13 SP:Iteration 21Q (1611.101459 sec): 3 clusters Score: Raw -263444.521786 + Penalty 2519.927653 = -260924.594133 nChanged 14 SP:Iteration 22Q (1611.147471 sec): 3 clusters Score: Raw -263457.175415 + Penalty 2519.927653 = -260937.247762 nChanged 17 SP:Iteration 23Q (1611.191069 sec): 3 clusters Score: Raw -263474.859010 + Penalty 2519.927653 = -260954.931357 nChanged 14 SP:Iteration 24Q (1611.239779 sec): 3 clusters Score: Raw -263482.751221 + Penalty 2519.927653 = -260962.823568 nChanged 7 SP:Iteration 25Q (1611.291909 sec): 3 clusters Score: Raw -263485.612644 + Penalty 2519.927653 = -260965.684992 nChanged 6 SP:Iteration 26Q (1611.342685 sec): 3 clusters Score: Raw -263488.134013 + Penalty 2519.927653 = -260968.206360 nChanged 6 SP:Iteration 27Q (1611.392433 sec): 3 clusters Score: Raw -263489.806102 + Penalty 2519.927653 = -260969.878450 nChanged 5 SP:Iteration 28Q (1611.440290 sec): 3 clusters Score: Raw -263492.466302 + Penalty 2519.927653 = -260972.538649 nChanged 3 SP:Iteration 29Q (1611.492685 sec): 3 clusters Score: Raw -263493.961651 + Penalty 2519.927653 = -260974.033999 nChanged 1 SP:Iteration 30Q (1611.544595 sec): 3 clusters Score: Raw -263494.364068 + Penalty 2519.927653 = -260974.436415 nChanged 2 SP:Iteration 31Q (1611.595656 sec): 3 clusters Score: Raw -263495.279786 + Penalty 2519.927653 = -260975.352134 nChanged 3 SP:Iteration 32Q (1611.633377 sec): 3 clusters Score: Raw -263497.140510 + Penalty 2519.927653 = -260977.212858 nChanged 2 SP:Iteration 33Q (1611.686570 sec): 3 clusters Score: Raw -263498.275329 + Penalty 2519.927653 = -260978.347677 nChanged 1 SP:Iteration 34Q (1611.738389 sec): 3 clusters Score: Raw -263498.735993 + Penalty 2519.927653 = -260978.808340 nChanged 3 SP:Iteration 35Q (1611.784558 sec): 3 clusters Score: Raw -263499.920088 + Penalty 2519.927653 = -260979.992436 nChanged 0 SP:Iteration 36F (1611.835680 sec): 3 clusters Score: Raw -263499.920088 + Penalty 2519.927653 = -260979.992436 nChanged 0 Trying to split cluster 25 (10255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1611.879262 sec): 2 clusters Score: Raw -1210619.928656 + Penalty 1500.772109 = -1209119.156547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1611.947168 sec): 3 clusters Score: Raw -1204808.008007 + Penalty 3001.544218 = -1201806.463789 nChanged 4439 SP:Iteration 1F (1612.010014 sec): 3 clusters Score: Raw -1207282.851052 + Penalty 3001.544218 = -1204281.306835 nChanged 639 SP:Iteration 2F (1612.078158 sec): 3 clusters Score: Raw -1207591.571012 + Penalty 3001.544218 = -1204590.026794 nChanged 573 SP:Iteration 3F (1612.132165 sec): 3 clusters Score: Raw -1207879.344058 + Penalty 3001.544218 = -1204877.799840 nChanged 546 SP:Iteration 4F (1612.198448 sec): 3 clusters Score: Raw -1208169.228052 + Penalty 3001.544218 = -1205167.683834 nChanged 507 SP:Iteration 5Q (1612.264060 sec): 3 clusters Score: Raw -1208442.159482 + Penalty 3001.544218 = -1205440.615264 nChanged 495 SP:Iteration 6Q (1612.336049 sec): 3 clusters Score: Raw -1208733.696232 + Penalty 3001.544218 = -1205732.152014 nChanged 461 SP:Iteration 7Q (1612.406434 sec): 3 clusters Score: Raw -1209041.882022 + Penalty 3001.544218 = -1206040.337804 nChanged 422 SP:Iteration 8Q (1612.458304 sec): 3 clusters Score: Raw -1209293.154080 + Penalty 3001.544218 = -1206291.609862 nChanged 374 SP:Iteration 9Q (1612.521219 sec): 3 clusters Score: Raw -1209503.075866 + Penalty 3001.544218 = -1206501.531649 nChanged 331 SP:Iteration 10Q (1612.578945 sec): 3 clusters Score: Raw -1209668.795509 + Penalty 3001.544218 = -1206667.251291 nChanged 247 SP:Iteration 11Q (1612.648793 sec): 3 clusters Score: Raw -1209773.433855 + Penalty 3001.544218 = -1206771.889637 nChanged 204 SP:Iteration 12Q (1612.704039 sec): 3 clusters Score: Raw -1209838.815137 + Penalty 3001.544218 = -1206837.270920 nChanged 135 SP:Iteration 13Q (1612.769222 sec): 3 clusters Score: Raw -1209883.584258 + Penalty 3001.544218 = -1206882.040040 nChanged 136 SP:Iteration 14Q (1612.833743 sec): 3 clusters Score: Raw -1209925.010856 + Penalty 3001.544218 = -1206923.466639 nChanged 112 SP:Iteration 15Q (1612.889168 sec): 3 clusters Score: Raw -1209954.798066 + Penalty 3001.544218 = -1206953.253848 nChanged 99 SP:Iteration 16Q (1612.956600 sec): 3 clusters Score: Raw -1209980.199222 + Penalty 3001.544218 = -1206978.655004 nChanged 79 SP:Iteration 17Q (1613.020030 sec): 3 clusters Score: Raw -1209996.653390 + Penalty 3001.544218 = -1206995.109172 nChanged 55 SP:Iteration 18Q (1613.086180 sec): 3 clusters Score: Raw -1210008.007617 + Penalty 3001.544218 = -1207006.463399 nChanged 58 SP:Iteration 19Q (1613.134759 sec): 3 clusters Score: Raw -1210020.557491 + Penalty 3001.544218 = -1207019.013273 nChanged 57 SP:Iteration 20F (1613.197672 sec): 3 clusters Score: Raw -1210031.939690 + Penalty 3001.544218 = -1207030.395472 nChanged 48 SP:Iteration 21Q (1613.273483 sec): 3 clusters Score: Raw -1210042.777015 + Penalty 3001.544218 = -1207041.232797 nChanged 56 SP:Iteration 22Q (1613.342274 sec): 3 clusters Score: Raw -1210053.594523 + Penalty 3001.544218 = -1207052.050305 nChanged 57 SP:Iteration 23Q (1613.399664 sec): 3 clusters Score: Raw -1210066.451469 + Penalty 3001.544218 = -1207064.907251 nChanged 60 SP:Iteration 24Q (1613.466576 sec): 3 clusters Score: Raw -1210081.409422 + Penalty 3001.544218 = -1207079.865204 nChanged 62 SP:Iteration 25Q (1613.540254 sec): 3 clusters Score: Raw -1210095.385154 + Penalty 3001.544218 = -1207093.840936 nChanged 55 SP:Iteration 26Q (1613.612538 sec): 3 clusters Score: Raw -1210105.090944 + Penalty 3001.544218 = -1207103.546726 nChanged 44 SP:Iteration 27Q (1613.674250 sec): 3 clusters Score: Raw -1210112.770544 + Penalty 3001.544218 = -1207111.226326 nChanged 46 SP:Iteration 28Q (1613.730548 sec): 3 clusters Score: Raw -1210121.868337 + Penalty 3001.544218 = -1207120.324119 nChanged 45 SP:Iteration 29Q (1613.793949 sec): 3 clusters Score: Raw -1210130.524594 + Penalty 3001.544218 = -1207128.980376 nChanged 44 SP:Iteration 30Q (1613.867331 sec): 3 clusters Score: Raw -1210138.183025 + Penalty 3001.544218 = -1207136.638807 nChanged 43 SP:Iteration 31Q (1613.916010 sec): 3 clusters Score: Raw -1210146.499972 + Penalty 3001.544218 = -1207144.955754 nChanged 53 SP:Iteration 32Q (1613.976311 sec): 3 clusters Score: Raw -1210156.569492 + Penalty 3001.544218 = -1207155.025274 nChanged 54 SP:Iteration 33Q (1614.037683 sec): 3 clusters Score: Raw -1210165.125799 + Penalty 3001.544218 = -1207163.581582 nChanged 41 SP:Iteration 34Q (1614.108745 sec): 3 clusters Score: Raw -1210172.388010 + Penalty 3001.544218 = -1207170.843792 nChanged 40 SP:Iteration 35Q (1614.177037 sec): 3 clusters Score: Raw -1210178.692725 + Penalty 3001.544218 = -1207177.148507 nChanged 32 SP:Iteration 36Q (1614.230523 sec): 3 clusters Score: Raw -1210183.807488 + Penalty 3001.544218 = -1207182.263270 nChanged 24 SP:Iteration 37Q (1614.303744 sec): 3 clusters Score: Raw -1210186.788135 + Penalty 3001.544218 = -1207185.243917 nChanged 22 SP:Iteration 38Q (1614.361725 sec): 3 clusters Score: Raw -1210189.892994 + Penalty 3001.544218 = -1207188.348776 nChanged 20 SP:Iteration 39Q (1614.427012 sec): 3 clusters Score: Raw -1210193.614071 + Penalty 3001.544218 = -1207192.069853 nChanged 24 SP:Iteration 40F (1614.480588 sec): 3 clusters Score: Raw -1210197.881987 + Penalty 3001.544218 = -1207196.337769 nChanged 22 SP:Iteration 41Q (1614.542476 sec): 3 clusters Score: Raw -1210200.604811 + Penalty 3001.544218 = -1207199.060593 nChanged 16 SP:Iteration 42Q (1614.606779 sec): 3 clusters Score: Raw -1210202.114671 + Penalty 3001.544218 = -1207200.570453 nChanged 12 SP:Iteration 43Q (1614.670985 sec): 3 clusters Score: Raw -1210203.231252 + Penalty 3001.544218 = -1207201.687034 nChanged 12 SP:Iteration 44Q (1614.745790 sec): 3 clusters Score: Raw -1210205.038307 + Penalty 3001.544218 = -1207203.494090 nChanged 10 SP:Iteration 45Q (1614.808031 sec): 3 clusters Score: Raw -1210206.324854 + Penalty 3001.544218 = -1207204.780636 nChanged 14 SP:Iteration 46Q (1614.870593 sec): 3 clusters Score: Raw -1210208.175826 + Penalty 3001.544218 = -1207206.631608 nChanged 12 SP:Iteration 47Q (1614.932361 sec): 3 clusters Score: Raw -1210209.621080 + Penalty 3001.544218 = -1207208.076862 nChanged 12 SP:Iteration 48Q (1614.996901 sec): 3 clusters Score: Raw -1210211.198096 + Penalty 3001.544218 = -1207209.653878 nChanged 11 SP:Iteration 49Q (1615.056083 sec): 3 clusters Score: Raw -1210212.934629 + Penalty 3001.544218 = -1207211.390412 nChanged 7 SP:Iteration 50Q (1615.110931 sec): 3 clusters Score: Raw -1210213.643983 + Penalty 3001.544218 = -1207212.099765 nChanged 7 SP:Iteration 51Q (1615.177572 sec): 3 clusters Score: Raw -1210214.190935 + Penalty 3001.544218 = -1207212.646717 nChanged 8 SP:Iteration 52Q (1615.256059 sec): 3 clusters Score: Raw -1210214.924612 + Penalty 3001.544218 = -1207213.380394 nChanged 6 SP:Iteration 53Q (1615.319545 sec): 3 clusters Score: Raw -1210215.399270 + Penalty 3001.544218 = -1207213.855052 nChanged 4 SP:Iteration 54Q (1615.371478 sec): 3 clusters Score: Raw -1210215.768080 + Penalty 3001.544218 = -1207214.223863 nChanged 4 SP:Iteration 55Q (1615.444755 sec): 3 clusters Score: Raw -1210216.224983 + Penalty 3001.544218 = -1207214.680765 nChanged 6 SP:Iteration 56Q (1615.501397 sec): 3 clusters Score: Raw -1210216.853719 + Penalty 3001.544218 = -1207215.309501 nChanged 9 SP:Iteration 57Q (1615.560349 sec): 3 clusters Score: Raw -1210217.718644 + Penalty 3001.544218 = -1207216.174426 nChanged 2 SP:Iteration 58Q (1615.623461 sec): 3 clusters Score: Raw -1210217.838361 + Penalty 3001.544218 = -1207216.294143 nChanged 2 SP:Iteration 59Q (1615.688699 sec): 3 clusters Score: Raw -1210217.916928 + Penalty 3001.544218 = -1207216.372710 nChanged 2 SP:Iteration 60F (1615.754784 sec): 3 clusters Score: Raw -1210218.049991 + Penalty 3001.544218 = -1207216.505773 nChanged 2 SP:Iteration 61Q (1615.829506 sec): 3 clusters Score: Raw -1210218.160172 + Penalty 3001.544218 = -1207216.615954 nChanged 2 SP:Iteration 62Q (1615.893155 sec): 3 clusters Score: Raw -1210218.354052 + Penalty 3001.544218 = -1207216.809834 nChanged 2 SP:Iteration 63Q (1615.952201 sec): 3 clusters Score: Raw -1210218.463209 + Penalty 3001.544218 = -1207216.918991 nChanged 1 SP:Iteration 64Q (1616.025573 sec): 3 clusters Score: Raw -1210218.536365 + Penalty 3001.544218 = -1207216.992147 nChanged 1 SP:Iteration 65Q (1616.096971 sec): 3 clusters Score: Raw -1210218.580978 + Penalty 3001.544218 = -1207217.036760 nChanged 0 SP:Iteration 66F (1616.148499 sec): 3 clusters Score: Raw -1210218.580978 + Penalty 3001.544218 = -1207217.036760 nChanged 0 Trying to split cluster 26 (5158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1616.192831 sec): 2 clusters Score: Raw -611812.383706 + Penalty 1389.099430 = -610423.284276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1616.240016 sec): 3 clusters Score: Raw -609084.389658 + Penalty 2778.198861 = -606306.190797 nChanged 2125 SP:Iteration 1F (1616.304701 sec): 3 clusters Score: Raw -610282.607121 + Penalty 2778.198861 = -607504.408261 nChanged 455 SP:Iteration 2F (1616.360636 sec): 3 clusters Score: Raw -610575.689736 + Penalty 2778.198861 = -607797.490875 nChanged 358 SP:Iteration 3F (1616.416239 sec): 3 clusters Score: Raw -610840.640587 + Penalty 2778.198861 = -608062.441727 nChanged 335 SP:Iteration 4F (1616.466837 sec): 3 clusters Score: Raw -611076.058706 + Penalty 2778.198861 = -608297.859845 nChanged 274 SP:Iteration 5F (1616.520955 sec): 3 clusters Score: Raw -611260.423396 + Penalty 2778.198861 = -608482.224536 nChanged 224 SP:Iteration 6Q (1616.583165 sec): 3 clusters Score: Raw -611377.705293 + Penalty 2778.198861 = -608599.506433 nChanged 162 SP:Iteration 7Q (1616.633416 sec): 3 clusters Score: Raw -611460.215455 + Penalty 2778.198861 = -608682.016594 nChanged 147 SP:Iteration 8Q (1616.699062 sec): 3 clusters Score: Raw -611528.666084 + Penalty 2778.198861 = -608750.467223 nChanged 112 SP:Iteration 9Q (1616.743518 sec): 3 clusters Score: Raw -611579.301925 + Penalty 2778.198861 = -608801.103065 nChanged 103 SP:Iteration 10Q (1616.802448 sec): 3 clusters Score: Raw -611621.017413 + Penalty 2778.198861 = -608842.818553 nChanged 91 SP:Iteration 11Q (1616.860776 sec): 3 clusters Score: Raw -611656.843979 + Penalty 2778.198861 = -608878.645119 nChanged 86 SP:Iteration 12Q (1616.920341 sec): 3 clusters Score: Raw -611693.201299 + Penalty 2778.198861 = -608915.002438 nChanged 81 SP:Iteration 13Q (1616.977896 sec): 3 clusters Score: Raw -611732.881352 + Penalty 2778.198861 = -608954.682492 nChanged 85 SP:Iteration 14Q (1617.020063 sec): 3 clusters Score: Raw -611769.734337 + Penalty 2778.198861 = -608991.535477 nChanged 63 SP:Iteration 15Q (1617.088436 sec): 3 clusters Score: Raw -611797.676391 + Penalty 2778.198861 = -609019.477530 nChanged 48 SP:Iteration 16Q (1617.139973 sec): 3 clusters Score: Raw -611818.679790 + Penalty 2778.198861 = -609040.480929 nChanged 54 SP:Iteration 17Q (1617.196691 sec): 3 clusters Score: Raw -611839.896447 + Penalty 2778.198861 = -609061.697587 nChanged 46 SP:Iteration 18Q (1617.255735 sec): 3 clusters Score: Raw -611857.035032 + Penalty 2778.198861 = -609078.836171 nChanged 33 SP:Iteration 19Q (1617.301620 sec): 3 clusters Score: Raw -611868.918982 + Penalty 2778.198861 = -609090.720121 nChanged 32 SP:Iteration 20F (1617.358102 sec): 3 clusters Score: Raw -611878.786275 + Penalty 2778.198861 = -609100.587414 nChanged 31 SP:Iteration 21Q (1617.407975 sec): 3 clusters Score: Raw -611890.904395 + Penalty 2778.198861 = -609112.705535 nChanged 26 SP:Iteration 22Q (1617.461328 sec): 3 clusters Score: Raw -611901.418797 + Penalty 2778.198861 = -609123.219936 nChanged 24 SP:Iteration 23Q (1617.518322 sec): 3 clusters Score: Raw -611912.518349 + Penalty 2778.198861 = -609134.319488 nChanged 31 SP:Iteration 24Q (1617.578684 sec): 3 clusters Score: Raw -611926.226528 + Penalty 2778.198861 = -609148.027667 nChanged 27 SP:Iteration 25Q (1617.638353 sec): 3 clusters Score: Raw -611936.881865 + Penalty 2778.198861 = -609158.683004 nChanged 31 SP:Iteration 26Q (1617.697978 sec): 3 clusters Score: Raw -611952.779394 + Penalty 2778.198861 = -609174.580534 nChanged 30 SP:Iteration 27Q (1617.746507 sec): 3 clusters Score: Raw -611966.927879 + Penalty 2778.198861 = -609188.729018 nChanged 30 SP:Iteration 28Q (1617.816840 sec): 3 clusters Score: Raw -611979.420356 + Penalty 2778.198861 = -609201.221495 nChanged 33 SP:Iteration 29Q (1617.866376 sec): 3 clusters Score: Raw -611997.744300 + Penalty 2778.198861 = -609219.545439 nChanged 30 SP:Iteration 30Q (1617.936936 sec): 3 clusters Score: Raw -612014.837030 + Penalty 2778.198861 = -609236.638170 nChanged 26 SP:Iteration 31Q (1617.980391 sec): 3 clusters Score: Raw -612028.027219 + Penalty 2778.198861 = -609249.828359 nChanged 30 SP:Iteration 32Q (1618.048276 sec): 3 clusters Score: Raw -612047.753778 + Penalty 2778.198861 = -609269.554918 nChanged 28 SP:Iteration 33Q (1618.105625 sec): 3 clusters Score: Raw -612064.399302 + Penalty 2778.198861 = -609286.200441 nChanged 24 SP:Iteration 34Q (1618.150858 sec): 3 clusters Score: Raw -612078.367855 + Penalty 2778.198861 = -609300.168994 nChanged 19 SP:Iteration 35Q (1618.201750 sec): 3 clusters Score: Raw -612088.070946 + Penalty 2778.198861 = -609309.872086 nChanged 13 SP:Iteration 36Q (1618.263694 sec): 3 clusters Score: Raw -612095.006143 + Penalty 2778.198861 = -609316.807282 nChanged 14 SP:Iteration 37Q (1618.317242 sec): 3 clusters Score: Raw -612104.047901 + Penalty 2778.198861 = -609325.849040 nChanged 8 SP:Iteration 38Q (1618.359719 sec): 3 clusters Score: Raw -612106.855145 + Penalty 2778.198861 = -609328.656284 nChanged 2 SP:Iteration 39Q (1618.422870 sec): 3 clusters Score: Raw -612107.683513 + Penalty 2778.198861 = -609329.484652 nChanged 1 SP:Iteration 40F (1618.477614 sec): 3 clusters Score: Raw -612108.121631 + Penalty 2778.198861 = -609329.922771 nChanged 0 Trying to split cluster 27 (17302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1618.525838 sec): 2 clusters Score: Raw -1942029.082570 + Penalty 1585.768824 = -1940443.313745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1618.603226 sec): 3 clusters Score: Raw -1931830.699110 + Penalty 3171.537649 = -1928659.161461 nChanged 7779 SP:Iteration 1F (1618.674940 sec): 3 clusters Score: Raw -1936526.438932 + Penalty 3171.537649 = -1933354.901283 nChanged 1173 SP:Iteration 2F (1618.746691 sec): 3 clusters Score: Raw -1937271.409694 + Penalty 3171.537649 = -1934099.872045 nChanged 1147 SP:Iteration 3F (1618.812548 sec): 3 clusters Score: Raw -1938009.936232 + Penalty 3171.537649 = -1934838.398583 nChanged 1125 SP:Iteration 4F (1618.895947 sec): 3 clusters Score: Raw -1938706.773216 + Penalty 3171.537649 = -1935535.235567 nChanged 980 SP:Iteration 5F (1618.953570 sec): 3 clusters Score: Raw -1939265.253737 + Penalty 3171.537649 = -1936093.716089 nChanged 829 SP:Iteration 6Q (1619.029198 sec): 3 clusters Score: Raw -1939716.250297 + Penalty 3171.537649 = -1936544.712649 nChanged 711 SP:Iteration 7Q (1619.102514 sec): 3 clusters Score: Raw -1940073.006958 + Penalty 3171.537649 = -1936901.469309 nChanged 584 SP:Iteration 8Q (1619.188254 sec): 3 clusters Score: Raw -1940330.895622 + Penalty 3171.537649 = -1937159.357973 nChanged 498 SP:Iteration 9Q (1619.256469 sec): 3 clusters Score: Raw -1940534.684486 + Penalty 3171.537649 = -1937363.146837 nChanged 414 SP:Iteration 10Q (1619.343638 sec): 3 clusters Score: Raw -1940687.469050 + Penalty 3171.537649 = -1937515.931402 nChanged 346 SP:Iteration 11Q (1619.416755 sec): 3 clusters Score: Raw -1940809.690747 + Penalty 3171.537649 = -1937638.153098 nChanged 293 SP:Iteration 12Q (1619.501772 sec): 3 clusters Score: Raw -1940896.026708 + Penalty 3171.537649 = -1937724.489060 nChanged 215 SP:Iteration 13Q (1619.572180 sec): 3 clusters Score: Raw -1940954.196709 + Penalty 3171.537649 = -1937782.659060 nChanged 197 SP:Iteration 14Q (1619.645723 sec): 3 clusters Score: Raw -1940999.333700 + Penalty 3171.537649 = -1937827.796051 nChanged 168 SP:Iteration 15Q (1619.727074 sec): 3 clusters Score: Raw -1941035.019716 + Penalty 3171.537649 = -1937863.482067 nChanged 153 SP:Iteration 16Q (1619.807222 sec): 3 clusters Score: Raw -1941067.359153 + Penalty 3171.537649 = -1937895.821504 nChanged 144 SP:Iteration 17Q (1619.883584 sec): 3 clusters Score: Raw -1941093.834853 + Penalty 3171.537649 = -1937922.297204 nChanged 122 SP:Iteration 18Q (1619.959419 sec): 3 clusters Score: Raw -1941118.144558 + Penalty 3171.537649 = -1937946.606909 nChanged 112 SP:Iteration 19Q (1620.040355 sec): 3 clusters Score: Raw -1941136.993829 + Penalty 3171.537649 = -1937965.456180 nChanged 110 SP:Iteration 20F (1620.128506 sec): 3 clusters Score: Raw -1941155.439112 + Penalty 3171.537649 = -1937983.901463 nChanged 111 SP:Iteration 21Q (1620.208503 sec): 3 clusters Score: Raw -1941175.776384 + Penalty 3171.537649 = -1938004.238735 nChanged 104 SP:Iteration 22Q (1620.291546 sec): 3 clusters Score: Raw -1941194.650521 + Penalty 3171.537649 = -1938023.112873 nChanged 122 SP:Iteration 23Q (1620.376161 sec): 3 clusters Score: Raw -1941217.346154 + Penalty 3171.537649 = -1938045.808506 nChanged 125 SP:Iteration 24Q (1620.454690 sec): 3 clusters Score: Raw -1941238.840577 + Penalty 3171.537649 = -1938067.302929 nChanged 100 SP:Iteration 25Q (1620.516630 sec): 3 clusters Score: Raw -1941254.245249 + Penalty 3171.537649 = -1938082.707600 nChanged 102 SP:Iteration 26Q (1620.604517 sec): 3 clusters Score: Raw -1941271.399382 + Penalty 3171.537649 = -1938099.861734 nChanged 96 SP:Iteration 27Q (1620.679539 sec): 3 clusters Score: Raw -1941286.894386 + Penalty 3171.537649 = -1938115.356737 nChanged 78 SP:Iteration 28Q (1620.750351 sec): 3 clusters Score: Raw -1941299.531328 + Penalty 3171.537649 = -1938127.993679 nChanged 88 SP:Iteration 29Q (1620.819500 sec): 3 clusters Score: Raw -1941312.984392 + Penalty 3171.537649 = -1938141.446744 nChanged 86 SP:Iteration 30Q (1620.894861 sec): 3 clusters Score: Raw -1941325.434418 + Penalty 3171.537649 = -1938153.896770 nChanged 82 SP:Iteration 31Q (1620.981699 sec): 3 clusters Score: Raw -1941339.745274 + Penalty 3171.537649 = -1938168.207625 nChanged 102 SP:Iteration 32Q (1621.055985 sec): 3 clusters Score: Raw -1941362.017424 + Penalty 3171.537649 = -1938190.479776 nChanged 109 SP:Iteration 33Q (1621.130491 sec): 3 clusters Score: Raw -1941381.715546 + Penalty 3171.537649 = -1938210.177897 nChanged 86 SP:Iteration 34Q (1621.205390 sec): 3 clusters Score: Raw -1941396.091612 + Penalty 3171.537649 = -1938224.553964 nChanged 98 SP:Iteration 35Q (1621.272004 sec): 3 clusters Score: Raw -1941418.324292 + Penalty 3171.537649 = -1938246.786643 nChanged 121 SP:Iteration 36Q (1621.358230 sec): 3 clusters Score: Raw -1941446.061076 + Penalty 3171.537649 = -1938274.523427 nChanged 115 SP:Iteration 37Q (1621.431749 sec): 3 clusters Score: Raw -1941472.905862 + Penalty 3171.537649 = -1938301.368213 nChanged 124 SP:Iteration 38Q (1621.505362 sec): 3 clusters Score: Raw -1941502.222538 + Penalty 3171.537649 = -1938330.684889 nChanged 122 SP:Iteration 39Q (1621.579926 sec): 3 clusters Score: Raw -1941530.285434 + Penalty 3171.537649 = -1938358.747786 nChanged 118 SP:Iteration 40F (1621.658050 sec): 3 clusters Score: Raw -1941557.155156 + Penalty 3171.537649 = -1938385.617507 nChanged 125 SP:Iteration 41Q (1621.732332 sec): 3 clusters Score: Raw -1941585.843186 + Penalty 3171.537649 = -1938414.305537 nChanged 140 SP:Iteration 42Q (1621.804058 sec): 3 clusters Score: Raw -1941619.534868 + Penalty 3171.537649 = -1938447.997220 nChanged 127 SP:Iteration 43Q (1621.876258 sec): 3 clusters Score: Raw -1941646.208490 + Penalty 3171.537649 = -1938474.670841 nChanged 120 SP:Iteration 44Q (1621.953274 sec): 3 clusters Score: Raw -1941672.920748 + Penalty 3171.537649 = -1938501.383099 nChanged 118 SP:Iteration 45Q (1622.024391 sec): 3 clusters Score: Raw -1941700.762577 + Penalty 3171.537649 = -1938529.224928 nChanged 108 SP:Iteration 46Q (1622.103782 sec): 3 clusters Score: Raw -1941724.070652 + Penalty 3171.537649 = -1938552.533003 nChanged 106 SP:Iteration 47Q (1622.176120 sec): 3 clusters Score: Raw -1941746.190003 + Penalty 3171.537649 = -1938574.652354 nChanged 88 SP:Iteration 48Q (1622.251560 sec): 3 clusters Score: Raw -1941766.350980 + Penalty 3171.537649 = -1938594.813332 nChanged 99 SP:Iteration 49Q (1622.331068 sec): 3 clusters Score: Raw -1941789.191109 + Penalty 3171.537649 = -1938617.653460 nChanged 103 SP:Iteration 50Q (1622.411947 sec): 3 clusters Score: Raw -1941810.734316 + Penalty 3171.537649 = -1938639.196668 nChanged 104 SP:Iteration 51Q (1622.491215 sec): 3 clusters Score: Raw -1941835.321702 + Penalty 3171.537649 = -1938663.784053 nChanged 99 SP:Iteration 52Q (1622.584023 sec): 3 clusters Score: Raw -1941864.540086 + Penalty 3171.537649 = -1938693.002437 nChanged 99 SP:Iteration 53Q (1622.665099 sec): 3 clusters Score: Raw -1941891.342599 + Penalty 3171.537649 = -1938719.804950 nChanged 110 SP:Iteration 54Q (1622.743228 sec): 3 clusters Score: Raw -1941921.997776 + Penalty 3171.537649 = -1938750.460127 nChanged 111 SP:Iteration 55Q (1622.818978 sec): 3 clusters Score: Raw -1941958.311814 + Penalty 3171.537649 = -1938786.774166 nChanged 120 SP:Iteration 56Q (1622.904490 sec): 3 clusters Score: Raw -1942004.516006 + Penalty 3171.537649 = -1938832.978358 nChanged 128 SP:Iteration 57Q (1622.968960 sec): 3 clusters Score: Raw -1942056.314645 + Penalty 3171.537649 = -1938884.776997 nChanged 112 SP:Iteration 58Q (1623.043079 sec): 3 clusters Score: Raw -1942100.716597 + Penalty 3171.537649 = -1938929.178948 nChanged 116 SP:Iteration 59Q (1623.129112 sec): 3 clusters Score: Raw -1942151.202862 + Penalty 3171.537649 = -1938979.665214 nChanged 142 SP:Iteration 60F (1623.205100 sec): 3 clusters Score: Raw -1942213.202073 + Penalty 3171.537649 = -1939041.664424 nChanged 125 SP:Iteration 61Q (1623.280246 sec): 3 clusters Score: Raw -1942263.722145 + Penalty 3171.537649 = -1939092.184496 nChanged 124 SP:Iteration 62Q (1623.342521 sec): 3 clusters Score: Raw -1942323.938714 + Penalty 3171.537649 = -1939152.401065 nChanged 126 SP:Iteration 63Q (1623.421030 sec): 3 clusters Score: Raw -1942382.450803 + Penalty 3171.537649 = -1939210.913155 nChanged 104 SP:Iteration 64Q (1623.499907 sec): 3 clusters Score: Raw -1942430.435150 + Penalty 3171.537649 = -1939258.897502 nChanged 111 SP:Iteration 65Q (1623.586997 sec): 3 clusters Score: Raw -1942475.155928 + Penalty 3171.537649 = -1939303.618279 nChanged 96 SP:Iteration 66Q (1623.663423 sec): 3 clusters Score: Raw -1942506.534902 + Penalty 3171.537649 = -1939334.997253 nChanged 60 SP:Iteration 67Q (1623.737513 sec): 3 clusters Score: Raw -1942523.711269 + Penalty 3171.537649 = -1939352.173620 nChanged 54 SP:Iteration 68Q (1623.811604 sec): 3 clusters Score: Raw -1942540.471709 + Penalty 3171.537649 = -1939368.934061 nChanged 36 SP:Iteration 69Q (1623.884012 sec): 3 clusters Score: Raw -1942548.305460 + Penalty 3171.537649 = -1939376.767811 nChanged 30 SP:Iteration 70Q (1623.955332 sec): 3 clusters Score: Raw -1942555.199898 + Penalty 3171.537649 = -1939383.662249 nChanged 28 SP:Iteration 71Q (1624.031976 sec): 3 clusters Score: Raw -1942561.276268 + Penalty 3171.537649 = -1939389.738620 nChanged 26 SP:Iteration 72Q (1624.102235 sec): 3 clusters Score: Raw -1942566.387970 + Penalty 3171.537649 = -1939394.850321 nChanged 26 SP:Iteration 73Q (1624.178063 sec): 3 clusters Score: Raw -1942570.893413 + Penalty 3171.537649 = -1939399.355764 nChanged 13 SP:Iteration 74Q (1624.264168 sec): 3 clusters Score: Raw -1942572.675510 + Penalty 3171.537649 = -1939401.137861 nChanged 15 SP:Iteration 75Q (1624.344052 sec): 3 clusters Score: Raw -1942575.333798 + Penalty 3171.537649 = -1939403.796149 nChanged 17 SP:Iteration 76Q (1624.417657 sec): 3 clusters Score: Raw -1942577.810273 + Penalty 3171.537649 = -1939406.272625 nChanged 12 SP:Iteration 77Q (1624.494364 sec): 3 clusters Score: Raw -1942579.122384 + Penalty 3171.537649 = -1939407.584736 nChanged 7 SP:Iteration 78Q (1624.565728 sec): 3 clusters Score: Raw -1942580.102677 + Penalty 3171.537649 = -1939408.565028 nChanged 8 SP:Iteration 79Q (1624.639922 sec): 3 clusters Score: Raw -1942582.022842 + Penalty 3171.537649 = -1939410.485193 nChanged 14 SP:Iteration 80F (1624.717137 sec): 3 clusters Score: Raw -1942585.590841 + Penalty 3171.537649 = -1939414.053192 nChanged 13 SP:Iteration 81Q (1624.794000 sec): 3 clusters Score: Raw -1942587.389100 + Penalty 3171.537649 = -1939415.851452 nChanged 16 SP:Iteration 82Q (1624.870471 sec): 3 clusters Score: Raw -1942590.205591 + Penalty 3171.537649 = -1939418.667943 nChanged 16 SP:Iteration 83Q (1624.943754 sec): 3 clusters Score: Raw -1942592.644399 + Penalty 3171.537649 = -1939421.106751 nChanged 11 SP:Iteration 84Q (1625.019849 sec): 3 clusters Score: Raw -1942594.322548 + Penalty 3171.537649 = -1939422.784899 nChanged 14 SP:Iteration 85Q (1625.093357 sec): 3 clusters Score: Raw -1942596.835551 + Penalty 3171.537649 = -1939425.297902 nChanged 10 SP:Iteration 86Q (1625.168680 sec): 3 clusters Score: Raw -1942598.345079 + Penalty 3171.537649 = -1939426.807431 nChanged 8 SP:Iteration 87Q (1625.243101 sec): 3 clusters Score: Raw -1942599.412968 + Penalty 3171.537649 = -1939427.875320 nChanged 7 SP:Iteration 88Q (1625.322652 sec): 3 clusters Score: Raw -1942600.069159 + Penalty 3171.537649 = -1939428.531510 nChanged 5 SP:Iteration 89Q (1625.390151 sec): 3 clusters Score: Raw -1942600.506056 + Penalty 3171.537649 = -1939428.968407 nChanged 3 SP:Iteration 90Q (1625.458295 sec): 3 clusters Score: Raw -1942600.842167 + Penalty 3171.537649 = -1939429.304518 nChanged 3 SP:Iteration 91Q (1625.533086 sec): 3 clusters Score: Raw -1942601.076736 + Penalty 3171.537649 = -1939429.539088 nChanged 0 SP:Iteration 92F (1625.620338 sec): 3 clusters Score: Raw -1942601.076736 + Penalty 3171.537649 = -1939429.539088 nChanged 0 Trying to split cluster 28 (115712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1625.820499 sec): 2 clusters Score: Raw -13725101.026689 + Penalty 1894.564689 = -13723206.462000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1626.065886 sec): 3 clusters Score: Raw -13649535.079802 + Penalty 3789.129378 = -13645745.950424 nChanged 55762 SP:Iteration 1F (1626.299264 sec): 3 clusters Score: Raw -13682864.424175 + Penalty 3789.129378 = -13679075.294797 nChanged 4432 SP:Iteration 2Q (1626.549289 sec): 3 clusters Score: Raw -13684436.956422 + Penalty 3789.129378 = -13680647.827044 nChanged 5105 SP:Iteration 3Q (1626.810542 sec): 3 clusters Score: Raw -13686690.812590 + Penalty 3789.129378 = -13682901.683212 nChanged 5749 SP:Iteration 4Q (1627.050789 sec): 3 clusters Score: Raw -13689762.204407 + Penalty 3789.129378 = -13685973.075029 nChanged 6456 SP:Iteration 5F (1627.282973 sec): 3 clusters Score: Raw -13693703.706805 + Penalty 3789.129378 = -13689914.577427 nChanged 6917 SP:Iteration 6F (1627.526031 sec): 3 clusters Score: Raw -13698311.377129 + Penalty 3789.129378 = -13694522.247751 nChanged 6978 SP:Iteration 7F (1627.759605 sec): 3 clusters Score: Raw -13703245.439367 + Penalty 3789.129378 = -13699456.309989 nChanged 6770 SP:Iteration 8F (1627.988915 sec): 3 clusters Score: Raw -13708100.287784 + Penalty 3789.129378 = -13704311.158406 nChanged 5894 SP:Iteration 9F (1628.226636 sec): 3 clusters Score: Raw -13712171.592227 + Penalty 3789.129378 = -13708382.462849 nChanged 5065 SP:Iteration 10Q (1628.452182 sec): 3 clusters Score: Raw -13715569.057634 + Penalty 3789.129378 = -13711779.928256 nChanged 4183 SP:Iteration 11Q (1628.678231 sec): 3 clusters Score: Raw -13718295.924610 + Penalty 3789.129378 = -13714506.795232 nChanged 3379 SP:Iteration 12Q (1628.905073 sec): 3 clusters Score: Raw -13720468.782583 + Penalty 3789.129378 = -13716679.653205 nChanged 2639 SP:Iteration 13Q (1629.141162 sec): 3 clusters Score: Raw -13722181.913581 + Penalty 3789.129378 = -13718392.784203 nChanged 1902 SP:Iteration 14Q (1629.370167 sec): 3 clusters Score: Raw -13723405.123746 + Penalty 3789.129378 = -13719615.994368 nChanged 1230 SP:Iteration 15Q (1629.580924 sec): 3 clusters Score: Raw -13724154.400688 + Penalty 3789.129378 = -13720365.271310 nChanged 762 SP:Iteration 16Q (1629.789878 sec): 3 clusters Score: Raw -13724607.724014 + Penalty 3789.129378 = -13720818.594637 nChanged 495 SP:Iteration 17Q (1629.988318 sec): 3 clusters Score: Raw -13724899.237356 + Penalty 3789.129378 = -13721110.107978 nChanged 327 SP:Iteration 18Q (1630.196155 sec): 3 clusters Score: Raw -13725088.969598 + Penalty 3789.129378 = -13721299.840220 nChanged 224 SP:Iteration 19Q (1630.405435 sec): 3 clusters Score: Raw -13725224.808154 + Penalty 3789.129378 = -13721435.678777 nChanged 152 SP:Iteration 20F (1630.668210 sec): 3 clusters Score: Raw -13725309.038155 + Penalty 3789.129378 = -13721519.908777 nChanged 103 SP:Iteration 21Q (1630.874984 sec): 3 clusters Score: Raw -13725369.516697 + Penalty 3789.129378 = -13721580.387319 nChanged 85 SP:Iteration 22Q (1631.086221 sec): 3 clusters Score: Raw -13725412.003557 + Penalty 3789.129378 = -13721622.874180 nChanged 59 SP:Iteration 23Q (1631.287586 sec): 3 clusters Score: Raw -13725441.308580 + Penalty 3789.129378 = -13721652.179202 nChanged 37 SP:Iteration 24Q (1631.483903 sec): 3 clusters Score: Raw -13725460.773333 + Penalty 3789.129378 = -13721671.643955 nChanged 38 SP:Iteration 25Q (1631.685808 sec): 3 clusters Score: Raw -13725481.895336 + Penalty 3789.129378 = -13721692.765958 nChanged 28 SP:Iteration 26Q (1631.866295 sec): 3 clusters Score: Raw -13725495.363263 + Penalty 3789.129378 = -13721706.233885 nChanged 27 SP:Iteration 27Q (1632.045092 sec): 3 clusters Score: Raw -13725508.157205 + Penalty 3789.129378 = -13721719.027827 nChanged 19 SP:Iteration 28Q (1632.223633 sec): 3 clusters Score: Raw -13725518.283942 + Penalty 3789.129378 = -13721729.154564 nChanged 16 SP:Iteration 29Q (1632.425141 sec): 3 clusters Score: Raw -13725526.672081 + Penalty 3789.129378 = -13721737.542703 nChanged 17 SP:Iteration 30Q (1632.627757 sec): 3 clusters Score: Raw -13725531.770463 + Penalty 3789.129378 = -13721742.641085 nChanged 11 SP:Iteration 31Q (1632.844221 sec): 3 clusters Score: Raw -13725535.293273 + Penalty 3789.129378 = -13721746.163895 nChanged 6 SP:Iteration 32Q (1633.038204 sec): 3 clusters Score: Raw -13725537.699795 + Penalty 3789.129378 = -13721748.570418 nChanged 4 SP:Iteration 33Q (1633.230016 sec): 3 clusters Score: Raw -13725538.728359 + Penalty 3789.129378 = -13721749.598981 nChanged 2 SP:Iteration 34Q (1633.411162 sec): 3 clusters Score: Raw -13725539.607043 + Penalty 3789.129378 = -13721750.477665 nChanged 1 SP:Iteration 35Q (1633.595276 sec): 3 clusters Score: Raw -13725539.828284 + Penalty 3789.129378 = -13721750.698906 nChanged 1 SP:Iteration 36Q (1633.791528 sec): 3 clusters Score: Raw -13725540.328533 + Penalty 3789.129378 = -13721751.199155 nChanged 2 SP:Iteration 37Q (1633.984104 sec): 3 clusters Score: Raw -13725541.027384 + Penalty 3789.129378 = -13721751.898006 nChanged 3 SP:Iteration 38Q (1634.179267 sec): 3 clusters Score: Raw -13725542.633069 + Penalty 3789.129378 = -13721753.503691 nChanged 4 SP:Iteration 39Q (1634.368929 sec): 3 clusters Score: Raw -13725543.510280 + Penalty 3789.129378 = -13721754.380902 nChanged 4 SP:Iteration 40F (1634.610383 sec): 3 clusters Score: Raw -13725545.999216 + Penalty 3789.129378 = -13721756.869838 nChanged 6 SP:Iteration 41Q (1634.810354 sec): 3 clusters Score: Raw -13725549.513746 + Penalty 3789.129378 = -13721760.384368 nChanged 8 SP:Iteration 42Q (1635.011547 sec): 3 clusters Score: Raw -13725552.712569 + Penalty 3789.129378 = -13721763.583191 nChanged 6 SP:Iteration 43Q (1635.216629 sec): 3 clusters Score: Raw -13725554.948763 + Penalty 3789.129378 = -13721765.819385 nChanged 5 SP:Iteration 44Q (1635.416987 sec): 3 clusters Score: Raw -13725557.347994 + Penalty 3789.129378 = -13721768.218616 nChanged 6 SP:Iteration 45Q (1635.611987 sec): 3 clusters Score: Raw -13725559.162635 + Penalty 3789.129378 = -13721770.033257 nChanged 3 SP:Iteration 46Q (1635.809843 sec): 3 clusters Score: Raw -13725560.363217 + Penalty 3789.129378 = -13721771.233839 nChanged 3 SP:Iteration 47Q (1636.007246 sec): 3 clusters Score: Raw -13725561.429980 + Penalty 3789.129378 = -13721772.300602 nChanged 2 SP:Iteration 48Q (1636.199266 sec): 3 clusters Score: Raw -13725562.472105 + Penalty 3789.129378 = -13721773.342728 nChanged 3 SP:Iteration 49Q (1636.390262 sec): 3 clusters Score: Raw -13725563.871011 + Penalty 3789.129378 = -13721774.741633 nChanged 4 SP:Iteration 50Q (1636.588065 sec): 3 clusters Score: Raw -13725565.652871 + Penalty 3789.129378 = -13721776.523493 nChanged 7 SP:Iteration 51Q (1636.800678 sec): 3 clusters Score: Raw -13725567.884954 + Penalty 3789.129378 = -13721778.755576 nChanged 5 SP:Iteration 52Q (1637.000700 sec): 3 clusters Score: Raw -13725568.964057 + Penalty 3789.129378 = -13721779.834679 nChanged 2 SP:Iteration 53Q (1637.196740 sec): 3 clusters Score: Raw -13725569.527384 + Penalty 3789.129378 = -13721780.398007 nChanged 2 SP:Iteration 54Q (1637.397036 sec): 3 clusters Score: Raw -13725570.216668 + Penalty 3789.129378 = -13721781.087290 nChanged 1 SP:Iteration 55Q (1637.578296 sec): 3 clusters Score: Raw -13725570.681718 + Penalty 3789.129378 = -13721781.552340 nChanged 0 SP:Iteration 56F (1637.832316 sec): 3 clusters Score: Raw -13725570.681718 + Penalty 3789.129378 = -13721781.552340 nChanged 0 Trying to split cluster 29 (64066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1637.955152 sec): 2 clusters Score: Raw -7568122.507163 + Penalty 1798.496226 = -7566324.010937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1638.114341 sec): 3 clusters Score: Raw -7527032.233394 + Penalty 3596.992451 = -7523435.240942 nChanged 30214 SP:Iteration 1F (1638.283865 sec): 3 clusters Score: Raw -7544469.708067 + Penalty 3596.992451 = -7540872.715615 nChanged 2713 SP:Iteration 2Q (1638.461711 sec): 3 clusters Score: Raw -7545456.502537 + Penalty 3596.992451 = -7541859.510086 nChanged 2996 SP:Iteration 3Q (1638.640198 sec): 3 clusters Score: Raw -7546769.869015 + Penalty 3596.992451 = -7543172.876563 nChanged 3347 SP:Iteration 4F (1638.795437 sec): 3 clusters Score: Raw -7548541.671725 + Penalty 3596.992451 = -7544944.679274 nChanged 3771 SP:Iteration 5F (1638.955752 sec): 3 clusters Score: Raw -7550740.729983 + Penalty 3596.992451 = -7547143.737531 nChanged 3954 SP:Iteration 6F (1639.110253 sec): 3 clusters Score: Raw -7553111.056181 + Penalty 3596.992451 = -7549514.063729 nChanged 3863 SP:Iteration 7F (1639.278779 sec): 3 clusters Score: Raw -7555477.052700 + Penalty 3596.992451 = -7551880.060249 nChanged 3588 SP:Iteration 8F (1639.431574 sec): 3 clusters Score: Raw -7557596.412849 + Penalty 3596.992451 = -7553999.420398 nChanged 2970 SP:Iteration 9Q (1639.590146 sec): 3 clusters Score: Raw -7559047.224283 + Penalty 3596.992451 = -7555450.231832 nChanged 2148 SP:Iteration 10Q (1639.742871 sec): 3 clusters Score: Raw -7559819.320236 + Penalty 3596.992451 = -7556222.327784 nChanged 1458 SP:Iteration 11Q (1639.898397 sec): 3 clusters Score: Raw -7560193.157030 + Penalty 3596.992451 = -7556596.164578 nChanged 984 SP:Iteration 12Q (1640.054714 sec): 3 clusters Score: Raw -7560399.238332 + Penalty 3596.992451 = -7556802.245881 nChanged 785 SP:Iteration 13Q (1640.214954 sec): 3 clusters Score: Raw -7560550.244103 + Penalty 3596.992451 = -7556953.251652 nChanged 697 SP:Iteration 14Q (1640.365476 sec): 3 clusters Score: Raw -7560682.103194 + Penalty 3596.992451 = -7557085.110743 nChanged 621 SP:Iteration 15Q (1640.528171 sec): 3 clusters Score: Raw -7560799.100128 + Penalty 3596.992451 = -7557202.107677 nChanged 611 SP:Iteration 16Q (1640.702316 sec): 3 clusters Score: Raw -7560920.884271 + Penalty 3596.992451 = -7557323.891820 nChanged 636 SP:Iteration 17Q (1640.861447 sec): 3 clusters Score: Raw -7561041.608545 + Penalty 3596.992451 = -7557444.616094 nChanged 613 SP:Iteration 18Q (1641.016677 sec): 3 clusters Score: Raw -7561153.596721 + Penalty 3596.992451 = -7557556.604270 nChanged 591 SP:Iteration 19Q (1641.163943 sec): 3 clusters Score: Raw -7561261.322991 + Penalty 3596.992451 = -7557664.330540 nChanged 596 SP:Iteration 20F (1641.308609 sec): 3 clusters Score: Raw -7561374.094700 + Penalty 3596.992451 = -7557777.102249 nChanged 603 SP:Iteration 21Q (1641.455486 sec): 3 clusters Score: Raw -7561488.292421 + Penalty 3596.992451 = -7557891.299970 nChanged 639 SP:Iteration 22Q (1641.601743 sec): 3 clusters Score: Raw -7561621.051936 + Penalty 3596.992451 = -7558024.059485 nChanged 652 SP:Iteration 23Q (1641.752755 sec): 3 clusters Score: Raw -7561772.466064 + Penalty 3596.992451 = -7558175.473612 nChanged 694 SP:Iteration 24Q (1641.904355 sec): 3 clusters Score: Raw -7561928.645075 + Penalty 3596.992451 = -7558331.652624 nChanged 731 SP:Iteration 25Q (1642.049196 sec): 3 clusters Score: Raw -7562090.487361 + Penalty 3596.992451 = -7558493.494910 nChanged 752 SP:Iteration 26Q (1642.202662 sec): 3 clusters Score: Raw -7562269.431591 + Penalty 3596.992451 = -7558672.439140 nChanged 753 SP:Iteration 27Q (1642.362300 sec): 3 clusters Score: Raw -7562436.976881 + Penalty 3596.992451 = -7558839.984429 nChanged 734 SP:Iteration 28Q (1642.523380 sec): 3 clusters Score: Raw -7562601.928788 + Penalty 3596.992451 = -7559004.936337 nChanged 742 SP:Iteration 29Q (1642.674347 sec): 3 clusters Score: Raw -7562771.709817 + Penalty 3596.992451 = -7559174.717366 nChanged 751 SP:Iteration 30Q (1642.834539 sec): 3 clusters Score: Raw -7562943.425162 + Penalty 3596.992451 = -7559346.432710 nChanged 736 SP:Iteration 31Q (1642.987917 sec): 3 clusters Score: Raw -7563105.816372 + Penalty 3596.992451 = -7559508.823921 nChanged 727 SP:Iteration 32Q (1643.139116 sec): 3 clusters Score: Raw -7563272.902574 + Penalty 3596.992451 = -7559675.910123 nChanged 720 SP:Iteration 33Q (1643.306806 sec): 3 clusters Score: Raw -7563442.899222 + Penalty 3596.992451 = -7559845.906771 nChanged 740 SP:Iteration 34Q (1643.475043 sec): 3 clusters Score: Raw -7563635.012257 + Penalty 3596.992451 = -7560038.019806 nChanged 790 SP:Iteration 35Q (1643.651692 sec): 3 clusters Score: Raw -7563855.188856 + Penalty 3596.992451 = -7560258.196404 nChanged 838 SP:Iteration 36Q (1643.808129 sec): 3 clusters Score: Raw -7564089.729803 + Penalty 3596.992451 = -7560492.737352 nChanged 903 SP:Iteration 37Q (1643.969759 sec): 3 clusters Score: Raw -7564365.615331 + Penalty 3596.992451 = -7560768.622880 nChanged 969 SP:Iteration 38Q (1644.121280 sec): 3 clusters Score: Raw -7564685.198624 + Penalty 3596.992451 = -7561088.206173 nChanged 965 SP:Iteration 39Q (1644.276423 sec): 3 clusters Score: Raw -7565023.082362 + Penalty 3596.992451 = -7561426.089910 nChanged 979 SP:Iteration 40F (1644.438666 sec): 3 clusters Score: Raw -7565394.763649 + Penalty 3596.992451 = -7561797.771198 nChanged 975 SP:Iteration 41Q (1644.585720 sec): 3 clusters Score: Raw -7565770.598717 + Penalty 3596.992451 = -7562173.606265 nChanged 931 SP:Iteration 42Q (1644.751161 sec): 3 clusters Score: Raw -7566122.762063 + Penalty 3596.992451 = -7562525.769612 nChanged 940 SP:Iteration 43Q (1644.908624 sec): 3 clusters Score: Raw -7566465.136841 + Penalty 3596.992451 = -7562868.144390 nChanged 893 SP:Iteration 44Q (1645.060942 sec): 3 clusters Score: Raw -7566768.215344 + Penalty 3596.992451 = -7563171.222892 nChanged 828 SP:Iteration 45Q (1645.211963 sec): 3 clusters Score: Raw -7567043.351179 + Penalty 3596.992451 = -7563446.358728 nChanged 777 SP:Iteration 46Q (1645.363211 sec): 3 clusters Score: Raw -7567295.108203 + Penalty 3596.992451 = -7563698.115752 nChanged 714 SP:Iteration 47Q (1645.512913 sec): 3 clusters Score: Raw -7567499.542563 + Penalty 3596.992451 = -7563902.550112 nChanged 632 SP:Iteration 48Q (1645.654658 sec): 3 clusters Score: Raw -7567672.801272 + Penalty 3596.992451 = -7564075.808820 nChanged 583 SP:Iteration 49Q (1645.809202 sec): 3 clusters Score: Raw -7567827.797194 + Penalty 3596.992451 = -7564230.804742 nChanged 519 SP:Iteration 50Q (1645.950804 sec): 3 clusters Score: Raw -7567963.979949 + Penalty 3596.992451 = -7564366.987497 nChanged 441 SP:Iteration 51Q (1646.108670 sec): 3 clusters Score: Raw -7568064.069268 + Penalty 3596.992451 = -7564467.076816 nChanged 395 SP:Iteration 52Q (1646.265705 sec): 3 clusters Score: Raw -7568147.693334 + Penalty 3596.992451 = -7564550.700882 nChanged 362 SP:Iteration 53Q (1646.406180 sec): 3 clusters Score: Raw -7568219.396935 + Penalty 3596.992451 = -7564622.404484 nChanged 331 SP:Iteration 54Q (1646.552262 sec): 3 clusters Score: Raw -7568287.772371 + Penalty 3596.992451 = -7564690.779920 nChanged 316 SP:Iteration 55Q (1646.705486 sec): 3 clusters Score: Raw -7568349.820625 + Penalty 3596.992451 = -7564752.828174 nChanged 290 SP:Iteration 56Q (1646.861131 sec): 3 clusters Score: Raw -7568399.663299 + Penalty 3596.992451 = -7564802.670847 nChanged 270 SP:Iteration 57Q (1646.995175 sec): 3 clusters Score: Raw -7568443.257260 + Penalty 3596.992451 = -7564846.264809 nChanged 246 SP:Iteration 58Q (1647.150216 sec): 3 clusters Score: Raw -7568478.335188 + Penalty 3596.992451 = -7564881.342736 nChanged 201 SP:Iteration 59Q (1647.286667 sec): 3 clusters Score: Raw -7568503.404217 + Penalty 3596.992451 = -7564906.411766 nChanged 168 SP:Iteration 60F (1647.428693 sec): 3 clusters Score: Raw -7568521.868388 + Penalty 3596.992451 = -7564924.875937 nChanged 145 SP:Iteration 61Q (1647.554588 sec): 3 clusters Score: Raw -7568537.272172 + Penalty 3596.992451 = -7564940.279720 nChanged 152 SP:Iteration 62Q (1647.681079 sec): 3 clusters Score: Raw -7568552.915517 + Penalty 3596.992451 = -7564955.923065 nChanged 132 SP:Iteration 63Q (1647.805218 sec): 3 clusters Score: Raw -7568566.357445 + Penalty 3596.992451 = -7564969.364994 nChanged 124 SP:Iteration 64Q (1647.939940 sec): 3 clusters Score: Raw -7568578.859800 + Penalty 3596.992451 = -7564981.867348 nChanged 128 SP:Iteration 65Q (1648.085860 sec): 3 clusters Score: Raw -7568592.299965 + Penalty 3596.992451 = -7564995.307514 nChanged 124 SP:Iteration 66Q (1648.235323 sec): 3 clusters Score: Raw -7568603.821415 + Penalty 3596.992451 = -7565006.828963 nChanged 119 SP:Iteration 67Q (1648.390885 sec): 3 clusters Score: Raw -7568615.475273 + Penalty 3596.992451 = -7565018.482822 nChanged 106 SP:Iteration 68Q (1648.529496 sec): 3 clusters Score: Raw -7568624.930229 + Penalty 3596.992451 = -7565027.937778 nChanged 94 SP:Iteration 69Q (1648.668578 sec): 3 clusters Score: Raw -7568633.665496 + Penalty 3596.992451 = -7565036.673044 nChanged 84 SP:Iteration 70Q (1648.798337 sec): 3 clusters Score: Raw -7568640.498888 + Penalty 3596.992451 = -7565043.506437 nChanged 85 SP:Iteration 71Q (1648.953132 sec): 3 clusters Score: Raw -7568646.890244 + Penalty 3596.992451 = -7565049.897792 nChanged 85 SP:Iteration 72Q (1649.095663 sec): 3 clusters Score: Raw -7568654.843565 + Penalty 3596.992451 = -7565057.851114 nChanged 77 SP:Iteration 73Q (1649.237160 sec): 3 clusters Score: Raw -7568662.150174 + Penalty 3596.992451 = -7565065.157722 nChanged 90 SP:Iteration 74Q (1649.366535 sec): 3 clusters Score: Raw -7568670.963120 + Penalty 3596.992451 = -7565073.970668 nChanged 89 SP:Iteration 75Q (1649.515358 sec): 3 clusters Score: Raw -7568680.232260 + Penalty 3596.992451 = -7565083.239809 nChanged 95 SP:Iteration 76Q (1649.649079 sec): 3 clusters Score: Raw -7568689.960061 + Penalty 3596.992451 = -7565092.967610 nChanged 103 SP:Iteration 77Q (1649.801817 sec): 3 clusters Score: Raw -7568700.260259 + Penalty 3596.992451 = -7565103.267807 nChanged 97 SP:Iteration 78Q (1649.934849 sec): 3 clusters Score: Raw -7568709.763856 + Penalty 3596.992451 = -7565112.771404 nChanged 107 SP:Iteration 79Q (1650.080199 sec): 3 clusters Score: Raw -7568720.732414 + Penalty 3596.992451 = -7565123.739963 nChanged 101 SP:Iteration 80F (1650.236273 sec): 3 clusters Score: Raw -7568730.768118 + Penalty 3596.992451 = -7565133.775666 nChanged 88 SP:Iteration 81Q (1650.389832 sec): 3 clusters Score: Raw -7568738.292869 + Penalty 3596.992451 = -7565141.300418 nChanged 71 SP:Iteration 82Q (1650.537839 sec): 3 clusters Score: Raw -7568743.075052 + Penalty 3596.992451 = -7565146.082601 nChanged 54 SP:Iteration 83Q (1650.710906 sec): 3 clusters Score: Raw -7568746.828826 + Penalty 3596.992451 = -7565149.836374 nChanged 55 SP:Iteration 84Q (1650.850709 sec): 3 clusters Score: Raw -7568751.338596 + Penalty 3596.992451 = -7565154.346145 nChanged 49 SP:Iteration 85Q (1650.993330 sec): 3 clusters Score: Raw -7568755.024777 + Penalty 3596.992451 = -7565158.032326 nChanged 42 SP:Iteration 86Q (1651.140791 sec): 3 clusters Score: Raw -7568758.280703 + Penalty 3596.992451 = -7565161.288252 nChanged 40 SP:Iteration 87Q (1651.268139 sec): 3 clusters Score: Raw -7568761.484291 + Penalty 3596.992451 = -7565164.491839 nChanged 33 SP:Iteration 88Q (1651.412921 sec): 3 clusters Score: Raw -7568763.520986 + Penalty 3596.992451 = -7565166.528535 nChanged 30 SP:Iteration 89Q (1651.558769 sec): 3 clusters Score: Raw -7568766.002517 + Penalty 3596.992451 = -7565169.010066 nChanged 36 SP:Iteration 90Q (1651.698554 sec): 3 clusters Score: Raw -7568768.308959 + Penalty 3596.992451 = -7565171.316508 nChanged 32 SP:Iteration 91Q (1651.850490 sec): 3 clusters Score: Raw -7568770.098459 + Penalty 3596.992451 = -7565173.106007 nChanged 22 SP:Iteration 92Q (1652.001421 sec): 3 clusters Score: Raw -7568771.394204 + Penalty 3596.992451 = -7565174.401753 nChanged 18 SP:Iteration 93Q (1652.134936 sec): 3 clusters Score: Raw -7568772.508918 + Penalty 3596.992451 = -7565175.516467 nChanged 22 SP:Iteration 94Q (1652.266708 sec): 3 clusters Score: Raw -7568773.889039 + Penalty 3596.992451 = -7565176.896587 nChanged 27 SP:Iteration 95Q (1652.405580 sec): 3 clusters Score: Raw -7568776.077570 + Penalty 3596.992451 = -7565179.085119 nChanged 33 SP:Iteration 96Q (1652.543389 sec): 3 clusters Score: Raw -7568778.475352 + Penalty 3596.992451 = -7565181.482901 nChanged 21 SP:Iteration 97Q (1652.711804 sec): 3 clusters Score: Raw -7568779.943256 + Penalty 3596.992451 = -7565182.950805 nChanged 18 SP:Iteration 98Q (1652.849519 sec): 3 clusters Score: Raw -7568780.960681 + Penalty 3596.992451 = -7565183.968229 nChanged 17 SP:Iteration 99Q (1653.012638 sec): 3 clusters Score: Raw -7568781.869027 + Penalty 3596.992451 = -7565184.876576 nChanged 13 SP:Iteration 100F (1653.168892 sec): 3 clusters Score: Raw -7568782.520310 + Penalty 3596.992451 = -7565185.527858 nChanged 12 SP:Iteration 101Q (1653.317108 sec): 3 clusters Score: Raw -7568783.219083 + Penalty 3596.992451 = -7565186.226632 nChanged 19 SP:Iteration 102Q (1653.453781 sec): 3 clusters Score: Raw -7568784.580194 + Penalty 3596.992451 = -7565187.587743 nChanged 19 SP:Iteration 103Q (1653.596620 sec): 3 clusters Score: Raw -7568785.962913 + Penalty 3596.992451 = -7565188.970462 nChanged 22 SP:Iteration 104Q (1653.735177 sec): 3 clusters Score: Raw -7568787.101478 + Penalty 3596.992451 = -7565190.109027 nChanged 12 SP:Iteration 105Q (1653.885818 sec): 3 clusters Score: Raw -7568787.809564 + Penalty 3596.992451 = -7565190.817112 nChanged 15 SP:Iteration 106Q (1654.032355 sec): 3 clusters Score: Raw -7568788.708516 + Penalty 3596.992451 = -7565191.716065 nChanged 18 SP:Iteration 107Q (1654.181404 sec): 3 clusters Score: Raw -7568789.486336 + Penalty 3596.992451 = -7565192.493885 nChanged 11 SP:Iteration 108Q (1654.331991 sec): 3 clusters Score: Raw -7568790.079925 + Penalty 3596.992451 = -7565193.087474 nChanged 11 SP:Iteration 109Q (1654.467934 sec): 3 clusters Score: Raw -7568790.585866 + Penalty 3596.992451 = -7565193.593415 nChanged 14 SP:Iteration 110Q (1654.611150 sec): 3 clusters Score: Raw -7568791.088295 + Penalty 3596.992451 = -7565194.095844 nChanged 8 SP:Iteration 111Q (1654.748463 sec): 3 clusters Score: Raw -7568791.437265 + Penalty 3596.992451 = -7565194.444813 nChanged 5 SP:Iteration 112Q (1654.880878 sec): 3 clusters Score: Raw -7568791.687043 + Penalty 3596.992451 = -7565194.694592 nChanged 9 SP:Iteration 113Q (1655.028652 sec): 3 clusters Score: Raw -7568792.077444 + Penalty 3596.992451 = -7565195.084993 nChanged 5 SP:Iteration 114Q (1655.159938 sec): 3 clusters Score: Raw -7568792.246912 + Penalty 3596.992451 = -7565195.254460 nChanged 6 SP:Iteration 115Q (1655.291523 sec): 3 clusters Score: Raw -7568792.398506 + Penalty 3596.992451 = -7565195.406055 nChanged 3 SP:Iteration 116Q (1655.426170 sec): 3 clusters Score: Raw -7568792.579391 + Penalty 3596.992451 = -7565195.586940 nChanged 1 SP:Iteration 117Q (1655.560162 sec): 3 clusters Score: Raw -7568792.611435 + Penalty 3596.992451 = -7565195.618983 nChanged 0 SP:Iteration 118F (1655.703598 sec): 3 clusters Score: Raw -7568792.611435 + Penalty 3596.992451 = -7565195.618983 nChanged 0 Iteration 139Q (1660.799279 sec): 30 clusters Score: Raw -86559777.730685 + Penalty 63763.882782 = -86496013.847904 nChanged 14 Iteration 140F (1674.391810 sec): 30 clusters Score: Raw -86559778.723255 + Penalty 63763.882782 = -86496014.840473 nChanged 10 Iteration 141Q (1679.619257 sec): 30 clusters Score: Raw -86559779.405685 + Penalty 63763.882782 = -86496015.522903 nChanged 15 Iteration 142Q (1684.561227 sec): 30 clusters Score: Raw -86559779.975720 + Penalty 63763.882782 = -86496016.092938 nChanged 14 Iteration 143Q (1689.386404 sec): 30 clusters Score: Raw -86559780.775462 + Penalty 63763.882782 = -86496016.892680 nChanged 11 Iteration 144Q (1694.523926 sec): 30 clusters Score: Raw -86559781.397993 + Penalty 63763.882782 = -86496017.515211 nChanged 7 Iteration 145Q (1699.884491 sec): 30 clusters Score: Raw -86559781.601248 + Penalty 63763.882782 = -86496017.718466 nChanged 7 Iteration 146Q (1705.332640 sec): 30 clusters Score: Raw -86559781.776553 + Penalty 63763.882782 = -86496017.893771 nChanged 5 Iteration 147Q (1710.628529 sec): 30 clusters Score: Raw -86559781.868289 + Penalty 63763.882782 = -86496017.985508 nChanged 3 Iteration 148Q (1715.598325 sec): 30 clusters Score: Raw -86559782.128152 + Penalty 63763.882782 = -86496018.245371 nChanged 7 Iteration 149Q (1721.313200 sec): 30 clusters Score: Raw -86559782.490128 + Penalty 63763.882782 = -86496018.607346 nChanged 10 Iteration 150Q (1726.722596 sec): 30 clusters Score: Raw -86559782.824579 + Penalty 63763.882782 = -86496018.941797 nChanged 3 Iteration 151Q (1732.049726 sec): 30 clusters Score: Raw -86559782.866460 + Penalty 63763.882782 = -86496018.983678 nChanged 1 Iteration 152Q (1737.328656 sec): 30 clusters Score: Raw -86559782.871950 + Penalty 63763.882782 = -86496018.989169 nChanged 1 Iteration 153Q (1742.718066 sec): 30 clusters Score: Raw -86559782.882326 + Penalty 63763.882782 = -86496018.999544 nChanged 0 Iteration 154F (1756.456798 sec): 30 clusters Score: Raw -86559782.882326 + Penalty 63763.882782 = -86496018.999544 nChanged 0 Compute initial score before splitting: Score: Raw -86559782.882326 + Penalty 63763.882782 = -86496018.999544 Trying to split cluster 1 (3886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1756.631812 sec): 2 clusters Score: Raw -411718.906495 + Penalty 1343.084540 = -410375.821955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1756.687770 sec): 3 clusters Score: Raw -409866.735447 + Penalty 2686.169080 = -407180.566367 nChanged 1506 SP:Iteration 1F (1756.741055 sec): 3 clusters Score: Raw -410768.933396 + Penalty 2686.169080 = -408082.764317 nChanged 351 SP:Iteration 2F (1756.783730 sec): 3 clusters Score: Raw -411077.577084 + Penalty 2686.169080 = -408391.408004 nChanged 278 SP:Iteration 3F (1756.837563 sec): 3 clusters Score: Raw -411306.071301 + Penalty 2686.169080 = -408619.902222 nChanged 209 SP:Iteration 4F (1756.899108 sec): 3 clusters Score: Raw -411483.662851 + Penalty 2686.169080 = -408797.493771 nChanged 180 SP:Iteration 5Q (1756.952626 sec): 3 clusters Score: Raw -411606.064803 + Penalty 2686.169080 = -408919.895723 nChanged 139 SP:Iteration 6Q (1757.007450 sec): 3 clusters Score: Raw -411717.035053 + Penalty 2686.169080 = -409030.865974 nChanged 152 SP:Iteration 7Q (1757.062436 sec): 3 clusters Score: Raw -411810.839989 + Penalty 2686.169080 = -409124.670909 nChanged 102 SP:Iteration 8Q (1757.118340 sec): 3 clusters Score: Raw -411865.368890 + Penalty 2686.169080 = -409179.199810 nChanged 83 SP:Iteration 9Q (1757.166097 sec): 3 clusters Score: Raw -411904.133437 + Penalty 2686.169080 = -409217.964358 nChanged 61 SP:Iteration 10Q (1757.213861 sec): 3 clusters Score: Raw -411928.958304 + Penalty 2686.169080 = -409242.789225 nChanged 56 SP:Iteration 11Q (1757.262128 sec): 3 clusters Score: Raw -411950.982558 + Penalty 2686.169080 = -409264.813478 nChanged 51 SP:Iteration 12Q (1757.324562 sec): 3 clusters Score: Raw -411973.599037 + Penalty 2686.169080 = -409287.429957 nChanged 30 SP:Iteration 13Q (1757.377545 sec): 3 clusters Score: Raw -411984.466713 + Penalty 2686.169080 = -409298.297634 nChanged 23 SP:Iteration 14Q (1757.431229 sec): 3 clusters Score: Raw -411990.677650 + Penalty 2686.169080 = -409304.508570 nChanged 10 SP:Iteration 15Q (1757.477076 sec): 3 clusters Score: Raw -411994.193074 + Penalty 2686.169080 = -409308.023994 nChanged 10 SP:Iteration 16Q (1757.541527 sec): 3 clusters Score: Raw -411996.761962 + Penalty 2686.169080 = -409310.592882 nChanged 8 SP:Iteration 17Q (1757.587587 sec): 3 clusters Score: Raw -411999.363327 + Penalty 2686.169080 = -409313.194247 nChanged 10 SP:Iteration 18Q (1757.646898 sec): 3 clusters Score: Raw -412002.468351 + Penalty 2686.169080 = -409316.299271 nChanged 6 SP:Iteration 19Q (1757.705072 sec): 3 clusters Score: Raw -412003.898518 + Penalty 2686.169080 = -409317.729438 nChanged 4 SP:Iteration 20F (1757.763622 sec): 3 clusters Score: Raw -412004.951909 + Penalty 2686.169080 = -409318.782830 nChanged 6 SP:Iteration 21Q (1757.820228 sec): 3 clusters Score: Raw -412006.363345 + Penalty 2686.169080 = -409320.194266 nChanged 6 SP:Iteration 22Q (1757.869087 sec): 3 clusters Score: Raw -412007.606225 + Penalty 2686.169080 = -409321.437145 nChanged 3 SP:Iteration 23Q (1757.923012 sec): 3 clusters Score: Raw -412008.593531 + Penalty 2686.169080 = -409322.424451 nChanged 4 SP:Iteration 24Q (1757.983774 sec): 3 clusters Score: Raw -412009.335495 + Penalty 2686.169080 = -409323.166415 nChanged 4 SP:Iteration 25Q (1758.024952 sec): 3 clusters Score: Raw -412010.075258 + Penalty 2686.169080 = -409323.906179 nChanged 3 SP:Iteration 26Q (1758.076517 sec): 3 clusters Score: Raw -412011.352293 + Penalty 2686.169080 = -409325.183214 nChanged 5 SP:Iteration 27Q (1758.131189 sec): 3 clusters Score: Raw -412013.439581 + Penalty 2686.169080 = -409327.270502 nChanged 9 SP:Iteration 28Q (1758.196774 sec): 3 clusters Score: Raw -412017.875897 + Penalty 2686.169080 = -409331.706818 nChanged 12 SP:Iteration 29Q (1758.249222 sec): 3 clusters Score: Raw -412022.389378 + Penalty 2686.169080 = -409336.220298 nChanged 9 SP:Iteration 30Q (1758.303738 sec): 3 clusters Score: Raw -412024.912405 + Penalty 2686.169080 = -409338.743325 nChanged 13 SP:Iteration 31Q (1758.355467 sec): 3 clusters Score: Raw -412030.589218 + Penalty 2686.169080 = -409344.420139 nChanged 20 SP:Iteration 32Q (1758.415256 sec): 3 clusters Score: Raw -412041.668054 + Penalty 2686.169080 = -409355.498974 nChanged 17 SP:Iteration 33Q (1758.465703 sec): 3 clusters Score: Raw -412046.571276 + Penalty 2686.169080 = -409360.402196 nChanged 11 SP:Iteration 34Q (1758.513005 sec): 3 clusters Score: Raw -412049.641352 + Penalty 2686.169080 = -409363.472272 nChanged 13 SP:Iteration 35Q (1758.563144 sec): 3 clusters Score: Raw -412053.678443 + Penalty 2686.169080 = -409367.509363 nChanged 10 SP:Iteration 36Q (1758.620708 sec): 3 clusters Score: Raw -412057.826755 + Penalty 2686.169080 = -409371.657675 nChanged 8 SP:Iteration 37Q (1758.663420 sec): 3 clusters Score: Raw -412060.466635 + Penalty 2686.169080 = -409374.297555 nChanged 9 SP:Iteration 38Q (1758.711616 sec): 3 clusters Score: Raw -412064.922621 + Penalty 2686.169080 = -409378.753541 nChanged 15 SP:Iteration 39Q (1758.762123 sec): 3 clusters Score: Raw -412069.790253 + Penalty 2686.169080 = -409383.621173 nChanged 16 SP:Iteration 40F (1758.818321 sec): 3 clusters Score: Raw -412074.961705 + Penalty 2686.169080 = -409388.792625 nChanged 16 SP:Iteration 41Q (1758.872343 sec): 3 clusters Score: Raw -412079.878416 + Penalty 2686.169080 = -409393.709336 nChanged 9 SP:Iteration 42Q (1758.926078 sec): 3 clusters Score: Raw -412083.247146 + Penalty 2686.169080 = -409397.078066 nChanged 6 SP:Iteration 43Q (1758.968251 sec): 3 clusters Score: Raw -412084.673356 + Penalty 2686.169080 = -409398.504277 nChanged 6 SP:Iteration 44Q (1759.028411 sec): 3 clusters Score: Raw -412086.629660 + Penalty 2686.169080 = -409400.460580 nChanged 7 SP:Iteration 45Q (1759.084602 sec): 3 clusters Score: Raw -412088.140630 + Penalty 2686.169080 = -409401.971550 nChanged 3 SP:Iteration 46Q (1759.134893 sec): 3 clusters Score: Raw -412088.754540 + Penalty 2686.169080 = -409402.585460 nChanged 3 SP:Iteration 47Q (1759.190555 sec): 3 clusters Score: Raw -412089.452246 + Penalty 2686.169080 = -409403.283166 nChanged 4 SP:Iteration 48Q (1759.249687 sec): 3 clusters Score: Raw -412091.070898 + Penalty 2686.169080 = -409404.901818 nChanged 7 SP:Iteration 49Q (1759.299527 sec): 3 clusters Score: Raw -412093.910336 + Penalty 2686.169080 = -409407.741256 nChanged 5 SP:Iteration 50Q (1759.348339 sec): 3 clusters Score: Raw -412095.961676 + Penalty 2686.169080 = -409409.792597 nChanged 6 SP:Iteration 51Q (1759.399687 sec): 3 clusters Score: Raw -412097.511867 + Penalty 2686.169080 = -409411.342787 nChanged 2 SP:Iteration 52Q (1759.443047 sec): 3 clusters Score: Raw -412098.178451 + Penalty 2686.169080 = -409412.009371 nChanged 2 SP:Iteration 53Q (1759.497161 sec): 3 clusters Score: Raw -412099.158600 + Penalty 2686.169080 = -409412.989520 nChanged 3 SP:Iteration 54Q (1759.553057 sec): 3 clusters Score: Raw -412099.761073 + Penalty 2686.169080 = -409413.591993 nChanged 1 SP:Iteration 55Q (1759.609037 sec): 3 clusters Score: Raw -412099.821595 + Penalty 2686.169080 = -409413.652515 nChanged 0 SP:Iteration 56F (1759.662470 sec): 3 clusters Score: Raw -412099.821595 + Penalty 2686.169080 = -409413.652515 nChanged 0 Trying to split cluster 2 (28844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1759.730465 sec): 2 clusters Score: Raw -3446515.194222 + Penalty 1668.819308 = -3444846.374914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1759.815556 sec): 3 clusters Score: Raw -3428805.131441 + Penalty 3337.638615 = -3425467.492826 nChanged 13217 SP:Iteration 1F (1759.922881 sec): 3 clusters Score: Raw -3436488.830853 + Penalty 3337.638615 = -3433151.192238 nChanged 1691 SP:Iteration 2F (1760.016676 sec): 3 clusters Score: Raw -3437334.335599 + Penalty 3337.638615 = -3433996.696984 nChanged 1926 SP:Iteration 3F (1760.118387 sec): 3 clusters Score: Raw -3438500.151273 + Penalty 3337.638615 = -3435162.512658 nChanged 2048 SP:Iteration 4F (1760.217708 sec): 3 clusters Score: Raw -3439966.769041 + Penalty 3337.638615 = -3436629.130425 nChanged 2046 SP:Iteration 5F (1760.316349 sec): 3 clusters Score: Raw -3441608.803808 + Penalty 3337.638615 = -3438271.165193 nChanged 1856 SP:Iteration 6F (1760.410829 sec): 3 clusters Score: Raw -3443206.518946 + Penalty 3337.638615 = -3439868.880331 nChanged 1480 SP:Iteration 7F (1760.513318 sec): 3 clusters Score: Raw -3444485.865355 + Penalty 3337.638615 = -3441148.226740 nChanged 1065 SP:Iteration 8Q (1760.616786 sec): 3 clusters Score: Raw -3445355.284269 + Penalty 3337.638615 = -3442017.645654 nChanged 705 SP:Iteration 9Q (1760.716302 sec): 3 clusters Score: Raw -3445870.862415 + Penalty 3337.638615 = -3442533.223799 nChanged 501 SP:Iteration 10Q (1760.810228 sec): 3 clusters Score: Raw -3446193.350645 + Penalty 3337.638615 = -3442855.712029 nChanged 341 SP:Iteration 11Q (1760.916831 sec): 3 clusters Score: Raw -3446400.327047 + Penalty 3337.638615 = -3443062.688432 nChanged 269 SP:Iteration 12Q (1761.007024 sec): 3 clusters Score: Raw -3446535.992150 + Penalty 3337.638615 = -3443198.353535 nChanged 210 SP:Iteration 13Q (1761.095923 sec): 3 clusters Score: Raw -3446632.348325 + Penalty 3337.638615 = -3443294.709710 nChanged 180 SP:Iteration 14Q (1761.185793 sec): 3 clusters Score: Raw -3446715.405136 + Penalty 3337.638615 = -3443377.766521 nChanged 175 SP:Iteration 15Q (1761.266555 sec): 3 clusters Score: Raw -3446783.001068 + Penalty 3337.638615 = -3443445.362453 nChanged 152 SP:Iteration 16Q (1761.350524 sec): 3 clusters Score: Raw -3446839.543687 + Penalty 3337.638615 = -3443501.905071 nChanged 138 SP:Iteration 17Q (1761.451778 sec): 3 clusters Score: Raw -3446884.402027 + Penalty 3337.638615 = -3443546.763412 nChanged 126 SP:Iteration 18Q (1761.543710 sec): 3 clusters Score: Raw -3446924.572572 + Penalty 3337.638615 = -3443586.933956 nChanged 123 SP:Iteration 19Q (1761.645987 sec): 3 clusters Score: Raw -3446970.171083 + Penalty 3337.638615 = -3443632.532468 nChanged 115 SP:Iteration 20F (1761.750101 sec): 3 clusters Score: Raw -3447004.597492 + Penalty 3337.638615 = -3443666.958877 nChanged 77 SP:Iteration 21Q (1761.842012 sec): 3 clusters Score: Raw -3447022.961825 + Penalty 3337.638615 = -3443685.323209 nChanged 63 SP:Iteration 22Q (1761.943906 sec): 3 clusters Score: Raw -3447035.275014 + Penalty 3337.638615 = -3443697.636398 nChanged 50 SP:Iteration 23Q (1762.043496 sec): 3 clusters Score: Raw -3447045.104600 + Penalty 3337.638615 = -3443707.465985 nChanged 54 SP:Iteration 24Q (1762.141662 sec): 3 clusters Score: Raw -3447056.548407 + Penalty 3337.638615 = -3443718.909792 nChanged 44 SP:Iteration 25Q (1762.242740 sec): 3 clusters Score: Raw -3447066.982601 + Penalty 3337.638615 = -3443729.343986 nChanged 40 SP:Iteration 26Q (1762.328504 sec): 3 clusters Score: Raw -3447074.700473 + Penalty 3337.638615 = -3443737.061857 nChanged 32 SP:Iteration 27Q (1762.432464 sec): 3 clusters Score: Raw -3447078.995939 + Penalty 3337.638615 = -3443741.357324 nChanged 21 SP:Iteration 28Q (1762.509298 sec): 3 clusters Score: Raw -3447082.414546 + Penalty 3337.638615 = -3443744.775930 nChanged 20 SP:Iteration 29Q (1762.595863 sec): 3 clusters Score: Raw -3447084.922885 + Penalty 3337.638615 = -3443747.284269 nChanged 19 SP:Iteration 30Q (1762.679404 sec): 3 clusters Score: Raw -3447087.379671 + Penalty 3337.638615 = -3443749.741056 nChanged 11 SP:Iteration 31Q (1762.770163 sec): 3 clusters Score: Raw -3447088.869721 + Penalty 3337.638615 = -3443751.231106 nChanged 10 SP:Iteration 32Q (1762.871150 sec): 3 clusters Score: Raw -3447089.758656 + Penalty 3337.638615 = -3443752.120040 nChanged 13 SP:Iteration 33Q (1762.959613 sec): 3 clusters Score: Raw -3447091.707715 + Penalty 3337.638615 = -3443754.069100 nChanged 16 SP:Iteration 34Q (1763.043002 sec): 3 clusters Score: Raw -3447093.887744 + Penalty 3337.638615 = -3443756.249129 nChanged 18 SP:Iteration 35Q (1763.132478 sec): 3 clusters Score: Raw -3447097.395969 + Penalty 3337.638615 = -3443759.757354 nChanged 20 SP:Iteration 36Q (1763.213213 sec): 3 clusters Score: Raw -3447100.821213 + Penalty 3337.638615 = -3443763.182598 nChanged 17 SP:Iteration 37Q (1763.307122 sec): 3 clusters Score: Raw -3447102.924759 + Penalty 3337.638615 = -3443765.286144 nChanged 13 SP:Iteration 38Q (1763.390228 sec): 3 clusters Score: Raw -3447104.385054 + Penalty 3337.638615 = -3443766.746439 nChanged 10 SP:Iteration 39Q (1763.474801 sec): 3 clusters Score: Raw -3447105.527872 + Penalty 3337.638615 = -3443767.889257 nChanged 12 SP:Iteration 40F (1763.559563 sec): 3 clusters Score: Raw -3447107.087728 + Penalty 3337.638615 = -3443769.449112 nChanged 14 SP:Iteration 41Q (1763.653215 sec): 3 clusters Score: Raw -3447108.629523 + Penalty 3337.638615 = -3443770.990907 nChanged 11 SP:Iteration 42Q (1763.735276 sec): 3 clusters Score: Raw -3447111.359898 + Penalty 3337.638615 = -3443773.721283 nChanged 18 SP:Iteration 43Q (1763.817713 sec): 3 clusters Score: Raw -3447114.063630 + Penalty 3337.638615 = -3443776.425015 nChanged 15 SP:Iteration 44Q (1763.903505 sec): 3 clusters Score: Raw -3447115.796697 + Penalty 3337.638615 = -3443778.158081 nChanged 17 SP:Iteration 45Q (1763.988263 sec): 3 clusters Score: Raw -3447118.315258 + Penalty 3337.638615 = -3443780.676643 nChanged 14 SP:Iteration 46Q (1764.072340 sec): 3 clusters Score: Raw -3447120.747065 + Penalty 3337.638615 = -3443783.108449 nChanged 14 SP:Iteration 47Q (1764.159883 sec): 3 clusters Score: Raw -3447122.640562 + Penalty 3337.638615 = -3443785.001946 nChanged 11 SP:Iteration 48Q (1764.249984 sec): 3 clusters Score: Raw -3447124.015964 + Penalty 3337.638615 = -3443786.377349 nChanged 13 SP:Iteration 49Q (1764.338397 sec): 3 clusters Score: Raw -3447125.418750 + Penalty 3337.638615 = -3443787.780135 nChanged 8 SP:Iteration 50Q (1764.431651 sec): 3 clusters Score: Raw -3447126.255695 + Penalty 3337.638615 = -3443788.617080 nChanged 8 SP:Iteration 51Q (1764.524176 sec): 3 clusters Score: Raw -3447127.174556 + Penalty 3337.638615 = -3443789.535940 nChanged 8 SP:Iteration 52Q (1764.614613 sec): 3 clusters Score: Raw -3447127.945421 + Penalty 3337.638615 = -3443790.306806 nChanged 9 SP:Iteration 53Q (1764.708037 sec): 3 clusters Score: Raw -3447128.945764 + Penalty 3337.638615 = -3443791.307149 nChanged 10 SP:Iteration 54Q (1764.800076 sec): 3 clusters Score: Raw -3447130.496973 + Penalty 3337.638615 = -3443792.858358 nChanged 8 SP:Iteration 55Q (1764.891300 sec): 3 clusters Score: Raw -3447131.267507 + Penalty 3337.638615 = -3443793.628892 nChanged 11 SP:Iteration 56Q (1764.982884 sec): 3 clusters Score: Raw -3447132.373527 + Penalty 3337.638615 = -3443794.734911 nChanged 7 SP:Iteration 57Q (1765.065377 sec): 3 clusters Score: Raw -3447132.946596 + Penalty 3337.638615 = -3443795.307981 nChanged 5 SP:Iteration 58Q (1765.155481 sec): 3 clusters Score: Raw -3447133.270917 + Penalty 3337.638615 = -3443795.632301 nChanged 5 SP:Iteration 59Q (1765.248054 sec): 3 clusters Score: Raw -3447133.792445 + Penalty 3337.638615 = -3443796.153830 nChanged 3 SP:Iteration 60F (1765.342813 sec): 3 clusters Score: Raw -3447133.934554 + Penalty 3337.638615 = -3443796.295939 nChanged 5 SP:Iteration 61Q (1765.421443 sec): 3 clusters Score: Raw -3447134.281669 + Penalty 3337.638615 = -3443796.643053 nChanged 2 SP:Iteration 62Q (1765.508051 sec): 3 clusters Score: Raw -3447134.417106 + Penalty 3337.638615 = -3443796.778491 nChanged 2 SP:Iteration 63Q (1765.581387 sec): 3 clusters Score: Raw -3447134.496798 + Penalty 3337.638615 = -3443796.858183 nChanged 1 SP:Iteration 64Q (1765.668872 sec): 3 clusters Score: Raw -3447134.579306 + Penalty 3337.638615 = -3443796.940691 nChanged 1 SP:Iteration 65Q (1765.758667 sec): 3 clusters Score: Raw -3447134.718737 + Penalty 3337.638615 = -3443797.080121 nChanged 3 SP:Iteration 66Q (1765.842760 sec): 3 clusters Score: Raw -3447135.036270 + Penalty 3337.638615 = -3443797.397654 nChanged 2 SP:Iteration 67Q (1765.925468 sec): 3 clusters Score: Raw -3447135.287596 + Penalty 3337.638615 = -3443797.648981 nChanged 3 SP:Iteration 68Q (1766.010930 sec): 3 clusters Score: Raw -3447136.073367 + Penalty 3337.638615 = -3443798.434751 nChanged 7 SP:Iteration 69Q (1766.095670 sec): 3 clusters Score: Raw -3447136.911406 + Penalty 3337.638615 = -3443799.272790 nChanged 9 SP:Iteration 70Q (1766.171337 sec): 3 clusters Score: Raw -3447137.681032 + Penalty 3337.638615 = -3443800.042417 nChanged 5 SP:Iteration 71Q (1766.266084 sec): 3 clusters Score: Raw -3447138.181823 + Penalty 3337.638615 = -3443800.543207 nChanged 5 SP:Iteration 72Q (1766.349889 sec): 3 clusters Score: Raw -3447138.779254 + Penalty 3337.638615 = -3443801.140639 nChanged 8 SP:Iteration 73Q (1766.436368 sec): 3 clusters Score: Raw -3447139.423306 + Penalty 3337.638615 = -3443801.784691 nChanged 5 SP:Iteration 74Q (1766.508261 sec): 3 clusters Score: Raw -3447140.173791 + Penalty 3337.638615 = -3443802.535176 nChanged 4 SP:Iteration 75Q (1766.600264 sec): 3 clusters Score: Raw -3447140.843006 + Penalty 3337.638615 = -3443803.204391 nChanged 5 SP:Iteration 76Q (1766.681105 sec): 3 clusters Score: Raw -3447141.378795 + Penalty 3337.638615 = -3443803.740179 nChanged 7 SP:Iteration 77Q (1766.756550 sec): 3 clusters Score: Raw -3447141.952894 + Penalty 3337.638615 = -3443804.314279 nChanged 6 SP:Iteration 78Q (1766.828909 sec): 3 clusters Score: Raw -3447142.457983 + Penalty 3337.638615 = -3443804.819368 nChanged 9 SP:Iteration 79Q (1766.922764 sec): 3 clusters Score: Raw -3447143.938912 + Penalty 3337.638615 = -3443806.300297 nChanged 10 SP:Iteration 80F (1767.001502 sec): 3 clusters Score: Raw -3447145.080067 + Penalty 3337.638615 = -3443807.441452 nChanged 6 SP:Iteration 81Q (1767.098038 sec): 3 clusters Score: Raw -3447145.329838 + Penalty 3337.638615 = -3443807.691222 nChanged 4 SP:Iteration 82Q (1767.189765 sec): 3 clusters Score: Raw -3447145.757365 + Penalty 3337.638615 = -3443808.118749 nChanged 3 SP:Iteration 83Q (1767.256834 sec): 3 clusters Score: Raw -3447146.005450 + Penalty 3337.638615 = -3443808.366835 nChanged 6 SP:Iteration 84Q (1767.358821 sec): 3 clusters Score: Raw -3447146.720561 + Penalty 3337.638615 = -3443809.081946 nChanged 6 SP:Iteration 85Q (1767.452366 sec): 3 clusters Score: Raw -3447147.512628 + Penalty 3337.638615 = -3443809.874012 nChanged 8 SP:Iteration 86Q (1767.548721 sec): 3 clusters Score: Raw -3447149.440424 + Penalty 3337.638615 = -3443811.801808 nChanged 12 SP:Iteration 87Q (1767.633482 sec): 3 clusters Score: Raw -3447150.903565 + Penalty 3337.638615 = -3443813.264949 nChanged 9 SP:Iteration 88Q (1767.718789 sec): 3 clusters Score: Raw -3447152.113204 + Penalty 3337.638615 = -3443814.474589 nChanged 8 SP:Iteration 89Q (1767.805574 sec): 3 clusters Score: Raw -3447153.157223 + Penalty 3337.638615 = -3443815.518608 nChanged 8 SP:Iteration 90Q (1767.897512 sec): 3 clusters Score: Raw -3447154.185973 + Penalty 3337.638615 = -3443816.547358 nChanged 7 SP:Iteration 91Q (1767.979169 sec): 3 clusters Score: Raw -3447155.179042 + Penalty 3337.638615 = -3443817.540427 nChanged 10 SP:Iteration 92Q (1768.064748 sec): 3 clusters Score: Raw -3447156.547369 + Penalty 3337.638615 = -3443818.908754 nChanged 10 SP:Iteration 93Q (1768.149777 sec): 3 clusters Score: Raw -3447157.614891 + Penalty 3337.638615 = -3443819.976275 nChanged 7 SP:Iteration 94Q (1768.224837 sec): 3 clusters Score: Raw -3447158.365616 + Penalty 3337.638615 = -3443820.727000 nChanged 5 SP:Iteration 95Q (1768.312227 sec): 3 clusters Score: Raw -3447158.820486 + Penalty 3337.638615 = -3443821.181871 nChanged 3 SP:Iteration 96Q (1768.386991 sec): 3 clusters Score: Raw -3447159.149683 + Penalty 3337.638615 = -3443821.511068 nChanged 3 SP:Iteration 97Q (1768.476242 sec): 3 clusters Score: Raw -3447159.782016 + Penalty 3337.638615 = -3443822.143401 nChanged 7 SP:Iteration 98Q (1768.572749 sec): 3 clusters Score: Raw -3447161.884805 + Penalty 3337.638615 = -3443824.246190 nChanged 13 SP:Iteration 99Q (1768.657838 sec): 3 clusters Score: Raw -3447165.786304 + Penalty 3337.638615 = -3443828.147688 nChanged 18 SP:Iteration 100F (1768.768410 sec): 3 clusters Score: Raw -3447168.984151 + Penalty 3337.638615 = -3443831.345535 nChanged 26 SP:Iteration 101Q (1768.871179 sec): 3 clusters Score: Raw -3447172.651533 + Penalty 3337.638615 = -3443835.012917 nChanged 19 SP:Iteration 102Q (1768.970868 sec): 3 clusters Score: Raw -3447175.707785 + Penalty 3337.638615 = -3443838.069170 nChanged 14 SP:Iteration 103Q (1769.061342 sec): 3 clusters Score: Raw -3447178.764627 + Penalty 3337.638615 = -3443841.126011 nChanged 23 SP:Iteration 104Q (1769.159221 sec): 3 clusters Score: Raw -3447184.246666 + Penalty 3337.638615 = -3443846.608051 nChanged 31 SP:Iteration 105Q (1769.245031 sec): 3 clusters Score: Raw -3447189.743866 + Penalty 3337.638615 = -3443852.105251 nChanged 26 SP:Iteration 106Q (1769.330868 sec): 3 clusters Score: Raw -3447195.890063 + Penalty 3337.638615 = -3443858.251448 nChanged 32 SP:Iteration 107Q (1769.416662 sec): 3 clusters Score: Raw -3447202.223046 + Penalty 3337.638615 = -3443864.584431 nChanged 30 SP:Iteration 108Q (1769.504433 sec): 3 clusters Score: Raw -3447207.171596 + Penalty 3337.638615 = -3443869.532981 nChanged 28 SP:Iteration 109Q (1769.592026 sec): 3 clusters Score: Raw -3447213.291585 + Penalty 3337.638615 = -3443875.652970 nChanged 28 SP:Iteration 110Q (1769.676340 sec): 3 clusters Score: Raw -3447219.448902 + Penalty 3337.638615 = -3443881.810287 nChanged 37 SP:Iteration 111Q (1769.764410 sec): 3 clusters Score: Raw -3447227.261928 + Penalty 3337.638615 = -3443889.623313 nChanged 44 SP:Iteration 112Q (1769.852768 sec): 3 clusters Score: Raw -3447234.913984 + Penalty 3337.638615 = -3443897.275369 nChanged 32 SP:Iteration 113Q (1769.931446 sec): 3 clusters Score: Raw -3447240.813796 + Penalty 3337.638615 = -3443903.175181 nChanged 28 SP:Iteration 114Q (1770.015346 sec): 3 clusters Score: Raw -3447245.583691 + Penalty 3337.638615 = -3443907.945076 nChanged 20 SP:Iteration 115Q (1770.113698 sec): 3 clusters Score: Raw -3447250.133476 + Penalty 3337.638615 = -3443912.494861 nChanged 25 SP:Iteration 116Q (1770.206534 sec): 3 clusters Score: Raw -3447254.860576 + Penalty 3337.638615 = -3443917.221961 nChanged 24 SP:Iteration 117Q (1770.298538 sec): 3 clusters Score: Raw -3447258.675007 + Penalty 3337.638615 = -3443921.036392 nChanged 18 SP:Iteration 118Q (1770.396449 sec): 3 clusters Score: Raw -3447261.501481 + Penalty 3337.638615 = -3443923.862866 nChanged 13 SP:Iteration 119Q (1770.487996 sec): 3 clusters Score: Raw -3447264.421364 + Penalty 3337.638615 = -3443926.782748 nChanged 13 SP:Iteration 120F (1770.593771 sec): 3 clusters Score: Raw -3447266.321893 + Penalty 3337.638615 = -3443928.683278 nChanged 9 SP:Iteration 121Q (1770.685569 sec): 3 clusters Score: Raw -3447267.197209 + Penalty 3337.638615 = -3443929.558594 nChanged 6 SP:Iteration 122Q (1770.767854 sec): 3 clusters Score: Raw -3447268.307261 + Penalty 3337.638615 = -3443930.668646 nChanged 6 SP:Iteration 123Q (1770.851361 sec): 3 clusters Score: Raw -3447269.289571 + Penalty 3337.638615 = -3443931.650955 nChanged 6 SP:Iteration 124Q (1770.937250 sec): 3 clusters Score: Raw -3447269.938527 + Penalty 3337.638615 = -3443932.299912 nChanged 3 SP:Iteration 125Q (1771.023068 sec): 3 clusters Score: Raw -3447270.424823 + Penalty 3337.638615 = -3443932.786208 nChanged 5 SP:Iteration 126Q (1771.117308 sec): 3 clusters Score: Raw -3447270.967206 + Penalty 3337.638615 = -3443933.328591 nChanged 6 SP:Iteration 127Q (1771.205956 sec): 3 clusters Score: Raw -3447271.637143 + Penalty 3337.638615 = -3443933.998527 nChanged 6 SP:Iteration 128Q (1771.296919 sec): 3 clusters Score: Raw -3447272.411905 + Penalty 3337.638615 = -3443934.773290 nChanged 7 SP:Iteration 129Q (1771.373984 sec): 3 clusters Score: Raw -3447273.171789 + Penalty 3337.638615 = -3443935.533174 nChanged 5 SP:Iteration 130Q (1771.470069 sec): 3 clusters Score: Raw -3447273.715358 + Penalty 3337.638615 = -3443936.076743 nChanged 2 SP:Iteration 131Q (1771.561845 sec): 3 clusters Score: Raw -3447273.935107 + Penalty 3337.638615 = -3443936.296491 nChanged 2 SP:Iteration 132Q (1771.639862 sec): 3 clusters Score: Raw -3447274.338139 + Penalty 3337.638615 = -3443936.699523 nChanged 8 SP:Iteration 133Q (1771.732512 sec): 3 clusters Score: Raw -3447276.062984 + Penalty 3337.638615 = -3443938.424369 nChanged 14 SP:Iteration 134Q (1771.826785 sec): 3 clusters Score: Raw -3447279.623656 + Penalty 3337.638615 = -3443941.985040 nChanged 17 SP:Iteration 135Q (1771.915218 sec): 3 clusters Score: Raw -3447283.256263 + Penalty 3337.638615 = -3443945.617647 nChanged 21 SP:Iteration 136Q (1772.016969 sec): 3 clusters Score: Raw -3447286.334215 + Penalty 3337.638615 = -3443948.695600 nChanged 17 SP:Iteration 137Q (1772.107326 sec): 3 clusters Score: Raw -3447289.230208 + Penalty 3337.638615 = -3443951.591592 nChanged 14 SP:Iteration 138Q (1772.192056 sec): 3 clusters Score: Raw -3447291.497875 + Penalty 3337.638615 = -3443953.859260 nChanged 12 SP:Iteration 139Q (1772.285937 sec): 3 clusters Score: Raw -3447293.103491 + Penalty 3337.638615 = -3443955.464876 nChanged 14 SP:Iteration 140F (1772.380266 sec): 3 clusters Score: Raw -3447294.633107 + Penalty 3337.638615 = -3443956.994491 nChanged 9 SP:Iteration 141Q (1772.469772 sec): 3 clusters Score: Raw -3447296.472680 + Penalty 3337.638615 = -3443958.834064 nChanged 13 SP:Iteration 142Q (1772.551373 sec): 3 clusters Score: Raw -3447299.030218 + Penalty 3337.638615 = -3443961.391602 nChanged 17 SP:Iteration 143Q (1772.635677 sec): 3 clusters Score: Raw -3447301.724135 + Penalty 3337.638615 = -3443964.085520 nChanged 18 SP:Iteration 144Q (1772.722967 sec): 3 clusters Score: Raw -3447304.133785 + Penalty 3337.638615 = -3443966.495169 nChanged 9 SP:Iteration 145Q (1772.805334 sec): 3 clusters Score: Raw -3447305.579553 + Penalty 3337.638615 = -3443967.940937 nChanged 12 SP:Iteration 146Q (1772.876500 sec): 3 clusters Score: Raw -3447307.401243 + Penalty 3337.638615 = -3443969.762628 nChanged 12 SP:Iteration 147Q (1772.965329 sec): 3 clusters Score: Raw -3447308.912054 + Penalty 3337.638615 = -3443971.273438 nChanged 11 SP:Iteration 148Q (1773.038678 sec): 3 clusters Score: Raw -3447310.013582 + Penalty 3337.638615 = -3443972.374966 nChanged 11 SP:Iteration 149Q (1773.126308 sec): 3 clusters Score: Raw -3447311.974010 + Penalty 3337.638615 = -3443974.335394 nChanged 5 SP:Iteration 150Q (1773.192784 sec): 3 clusters Score: Raw -3447312.803263 + Penalty 3337.638615 = -3443975.164648 nChanged 7 SP:Iteration 151Q (1773.286212 sec): 3 clusters Score: Raw -3447314.254150 + Penalty 3337.638615 = -3443976.615535 nChanged 9 SP:Iteration 152Q (1773.365340 sec): 3 clusters Score: Raw -3447315.802722 + Penalty 3337.638615 = -3443978.164106 nChanged 8 SP:Iteration 153Q (1773.431322 sec): 3 clusters Score: Raw -3447318.179559 + Penalty 3337.638615 = -3443980.540944 nChanged 13 SP:Iteration 154Q (1773.519338 sec): 3 clusters Score: Raw -3447320.144007 + Penalty 3337.638615 = -3443982.505392 nChanged 8 SP:Iteration 155Q (1773.602338 sec): 3 clusters Score: Raw -3447321.024573 + Penalty 3337.638615 = -3443983.385958 nChanged 5 SP:Iteration 156Q (1773.674046 sec): 3 clusters Score: Raw -3447321.630254 + Penalty 3337.638615 = -3443983.991638 nChanged 4 SP:Iteration 157Q (1773.767079 sec): 3 clusters Score: Raw -3447322.621707 + Penalty 3337.638615 = -3443984.983091 nChanged 7 SP:Iteration 158Q (1773.841402 sec): 3 clusters Score: Raw -3447323.586170 + Penalty 3337.638615 = -3443985.947555 nChanged 5 SP:Iteration 159Q (1773.934809 sec): 3 clusters Score: Raw -3447324.345611 + Penalty 3337.638615 = -3443986.706995 nChanged 5 SP:Iteration 160F (1774.013216 sec): 3 clusters Score: Raw -3447325.270199 + Penalty 3337.638615 = -3443987.631584 nChanged 4 SP:Iteration 161Q (1774.094764 sec): 3 clusters Score: Raw -3447325.761208 + Penalty 3337.638615 = -3443988.122593 nChanged 5 SP:Iteration 162Q (1774.173900 sec): 3 clusters Score: Raw -3447326.379006 + Penalty 3337.638615 = -3443988.740391 nChanged 3 SP:Iteration 163Q (1774.263460 sec): 3 clusters Score: Raw -3447326.892144 + Penalty 3337.638615 = -3443989.253529 nChanged 2 SP:Iteration 164Q (1774.345627 sec): 3 clusters Score: Raw -3447327.201389 + Penalty 3337.638615 = -3443989.562774 nChanged 2 SP:Iteration 165Q (1774.424779 sec): 3 clusters Score: Raw -3447327.607647 + Penalty 3337.638615 = -3443989.969032 nChanged 8 SP:Iteration 166Q (1774.518458 sec): 3 clusters Score: Raw -3447329.074353 + Penalty 3337.638615 = -3443991.435738 nChanged 7 SP:Iteration 167Q (1774.606236 sec): 3 clusters Score: Raw -3447330.487215 + Penalty 3337.638615 = -3443992.848599 nChanged 7 SP:Iteration 168Q (1774.692271 sec): 3 clusters Score: Raw -3447331.846854 + Penalty 3337.638615 = -3443994.208239 nChanged 9 SP:Iteration 169Q (1774.787187 sec): 3 clusters Score: Raw -3447333.917871 + Penalty 3337.638615 = -3443996.279256 nChanged 10 SP:Iteration 170Q (1774.878072 sec): 3 clusters Score: Raw -3447335.931315 + Penalty 3337.638615 = -3443998.292700 nChanged 12 SP:Iteration 171Q (1774.967486 sec): 3 clusters Score: Raw -3447337.756906 + Penalty 3337.638615 = -3444000.118291 nChanged 6 SP:Iteration 172Q (1775.054951 sec): 3 clusters Score: Raw -3447339.158684 + Penalty 3337.638615 = -3444001.520068 nChanged 4 SP:Iteration 173Q (1775.132373 sec): 3 clusters Score: Raw -3447339.937200 + Penalty 3337.638615 = -3444002.298584 nChanged 8 SP:Iteration 174Q (1775.230836 sec): 3 clusters Score: Raw -3447340.824746 + Penalty 3337.638615 = -3444003.186130 nChanged 4 SP:Iteration 175Q (1775.314998 sec): 3 clusters Score: Raw -3447341.392488 + Penalty 3337.638615 = -3444003.753872 nChanged 3 SP:Iteration 176Q (1775.399866 sec): 3 clusters Score: Raw -3447342.235681 + Penalty 3337.638615 = -3444004.597066 nChanged 8 SP:Iteration 177Q (1775.489593 sec): 3 clusters Score: Raw -3447343.388423 + Penalty 3337.638615 = -3444005.749807 nChanged 11 SP:Iteration 178Q (1775.575547 sec): 3 clusters Score: Raw -3447345.192111 + Penalty 3337.638615 = -3444007.553496 nChanged 10 SP:Iteration 179Q (1775.665976 sec): 3 clusters Score: Raw -3447346.815232 + Penalty 3337.638615 = -3444009.176617 nChanged 9 SP:Iteration 180F (1775.763804 sec): 3 clusters Score: Raw -3447347.973592 + Penalty 3337.638615 = -3444010.334976 nChanged 4 SP:Iteration 181Q (1775.854042 sec): 3 clusters Score: Raw -3447348.691958 + Penalty 3337.638615 = -3444011.053343 nChanged 6 SP:Iteration 182Q (1775.939591 sec): 3 clusters Score: Raw -3447349.593158 + Penalty 3337.638615 = -3444011.954542 nChanged 9 SP:Iteration 183Q (1776.030500 sec): 3 clusters Score: Raw -3447350.924214 + Penalty 3337.638615 = -3444013.285599 nChanged 13 SP:Iteration 184Q (1776.120432 sec): 3 clusters Score: Raw -3447353.665801 + Penalty 3337.638615 = -3444016.027185 nChanged 11 SP:Iteration 185Q (1776.194304 sec): 3 clusters Score: Raw -3447356.171612 + Penalty 3337.638615 = -3444018.532996 nChanged 13 SP:Iteration 186Q (1776.272155 sec): 3 clusters Score: Raw -3447359.273873 + Penalty 3337.638615 = -3444021.635258 nChanged 13 SP:Iteration 187Q (1776.354471 sec): 3 clusters Score: Raw -3447361.696689 + Penalty 3337.638615 = -3444024.058074 nChanged 24 SP:Iteration 188Q (1776.446364 sec): 3 clusters Score: Raw -3447366.008543 + Penalty 3337.638615 = -3444028.369927 nChanged 15 SP:Iteration 189Q (1776.535880 sec): 3 clusters Score: Raw -3447368.482637 + Penalty 3337.638615 = -3444030.844021 nChanged 14 SP:Iteration 190Q (1776.617548 sec): 3 clusters Score: Raw -3447370.527105 + Penalty 3337.638615 = -3444032.888490 nChanged 7 SP:Iteration 191Q (1776.710672 sec): 3 clusters Score: Raw -3447371.749575 + Penalty 3337.638615 = -3444034.110960 nChanged 8 SP:Iteration 192Q (1776.792626 sec): 3 clusters Score: Raw -3447374.005907 + Penalty 3337.638615 = -3444036.367292 nChanged 16 SP:Iteration 193Q (1776.886028 sec): 3 clusters Score: Raw -3447378.016814 + Penalty 3337.638615 = -3444040.378199 nChanged 19 SP:Iteration 194Q (1776.976274 sec): 3 clusters Score: Raw -3447383.921077 + Penalty 3337.638615 = -3444046.282462 nChanged 23 SP:Iteration 195Q (1777.063657 sec): 3 clusters Score: Raw -3447390.930584 + Penalty 3337.638615 = -3444053.291969 nChanged 20 SP:Iteration 196Q (1777.153624 sec): 3 clusters Score: Raw -3447396.260959 + Penalty 3337.638615 = -3444058.622344 nChanged 19 SP:Iteration 197Q (1777.245367 sec): 3 clusters Score: Raw -3447401.068263 + Penalty 3337.638615 = -3444063.429647 nChanged 17 SP:Iteration 198Q (1777.338613 sec): 3 clusters Score: Raw -3447404.049606 + Penalty 3337.638615 = -3444066.410991 nChanged 11 SP:Iteration 199Q (1777.433501 sec): 3 clusters Score: Raw -3447406.813685 + Penalty 3337.638615 = -3444069.175069 nChanged 11 SP:Iteration 200F (1777.529097 sec): 3 clusters Score: Raw -3447408.461134 + Penalty 3337.638615 = -3444070.822519 nChanged 7 SP:Iteration 201Q (1777.616322 sec): 3 clusters Score: Raw -3447409.579931 + Penalty 3337.638615 = -3444071.941316 nChanged 8 SP:Iteration 202Q (1777.708812 sec): 3 clusters Score: Raw -3447411.065418 + Penalty 3337.638615 = -3444073.426803 nChanged 6 SP:Iteration 203Q (1777.795325 sec): 3 clusters Score: Raw -3447412.063888 + Penalty 3337.638615 = -3444074.425272 nChanged 7 SP:Iteration 204Q (1777.880757 sec): 3 clusters Score: Raw -3447413.931528 + Penalty 3337.638615 = -3444076.292913 nChanged 17 SP:Iteration 205Q (1777.976732 sec): 3 clusters Score: Raw -3447419.566258 + Penalty 3337.638615 = -3444081.927643 nChanged 20 SP:Iteration 206Q (1778.073172 sec): 3 clusters Score: Raw -3447423.462133 + Penalty 3337.638615 = -3444085.823517 nChanged 16 SP:Iteration 207Q (1778.152490 sec): 3 clusters Score: Raw -3447426.868256 + Penalty 3337.638615 = -3444089.229640 nChanged 13 SP:Iteration 208Q (1778.245749 sec): 3 clusters Score: Raw -3447430.158808 + Penalty 3337.638615 = -3444092.520193 nChanged 13 SP:Iteration 209Q (1778.329685 sec): 3 clusters Score: Raw -3447433.460316 + Penalty 3337.638615 = -3444095.821701 nChanged 11 SP:Iteration 210Q (1778.417760 sec): 3 clusters Score: Raw -3447435.724158 + Penalty 3337.638615 = -3444098.085543 nChanged 8 SP:Iteration 211Q (1778.505363 sec): 3 clusters Score: Raw -3447436.969385 + Penalty 3337.638615 = -3444099.330770 nChanged 5 SP:Iteration 212Q (1778.595423 sec): 3 clusters Score: Raw -3447437.492823 + Penalty 3337.638615 = -3444099.854208 nChanged 1 SP:Iteration 213Q (1778.690885 sec): 3 clusters Score: Raw -3447437.581638 + Penalty 3337.638615 = -3444099.943023 nChanged 1 SP:Iteration 214Q (1778.779184 sec): 3 clusters Score: Raw -3447437.669672 + Penalty 3337.638615 = -3444100.031056 nChanged 0 SP:Iteration 215F (1778.878782 sec): 3 clusters Score: Raw -3447437.669672 + Penalty 3337.638615 = -3444100.031056 nChanged 0 Trying to split cluster 3 (5542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1778.919753 sec): 2 clusters Score: Raw -631335.077227 + Penalty 1400.767993 = -629934.309234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1778.979298 sec): 3 clusters Score: Raw -628410.628343 + Penalty 2801.535986 = -625609.092357 nChanged 2274 SP:Iteration 1F (1779.023623 sec): 3 clusters Score: Raw -629654.834980 + Penalty 2801.535986 = -626853.298995 nChanged 410 SP:Iteration 2F (1779.090649 sec): 3 clusters Score: Raw -629846.898162 + Penalty 2801.535986 = -627045.362176 nChanged 270 SP:Iteration 3Q (1779.144236 sec): 3 clusters Score: Raw -629982.157862 + Penalty 2801.535986 = -627180.621876 nChanged 240 SP:Iteration 4Q (1779.194127 sec): 3 clusters Score: Raw -630119.306265 + Penalty 2801.535986 = -627317.770280 nChanged 234 SP:Iteration 5Q (1779.246541 sec): 3 clusters Score: Raw -630253.747398 + Penalty 2801.535986 = -627452.211412 nChanged 213 SP:Iteration 6Q (1779.307141 sec): 3 clusters Score: Raw -630399.416916 + Penalty 2801.535986 = -627597.880930 nChanged 245 SP:Iteration 7Q (1779.367606 sec): 3 clusters Score: Raw -630596.880220 + Penalty 2801.535986 = -627795.344235 nChanged 251 SP:Iteration 8Q (1779.425162 sec): 3 clusters Score: Raw -630809.205097 + Penalty 2801.535986 = -628007.669111 nChanged 251 SP:Iteration 9Q (1779.478988 sec): 3 clusters Score: Raw -630989.618908 + Penalty 2801.535986 = -628188.082923 nChanged 246 SP:Iteration 10Q (1779.534891 sec): 3 clusters Score: Raw -631167.105838 + Penalty 2801.535986 = -628365.569852 nChanged 201 SP:Iteration 11Q (1779.587691 sec): 3 clusters Score: Raw -631305.005978 + Penalty 2801.535986 = -628503.469992 nChanged 169 SP:Iteration 12Q (1779.649876 sec): 3 clusters Score: Raw -631412.514910 + Penalty 2801.535986 = -628610.978925 nChanged 164 SP:Iteration 13Q (1779.699328 sec): 3 clusters Score: Raw -631505.679134 + Penalty 2801.535986 = -628704.143148 nChanged 134 SP:Iteration 14Q (1779.761364 sec): 3 clusters Score: Raw -631567.749223 + Penalty 2801.535986 = -628766.213237 nChanged 105 SP:Iteration 15Q (1779.825740 sec): 3 clusters Score: Raw -631615.822071 + Penalty 2801.535986 = -628814.286085 nChanged 82 SP:Iteration 16Q (1779.883426 sec): 3 clusters Score: Raw -631654.908660 + Penalty 2801.535986 = -628853.372675 nChanged 75 SP:Iteration 17Q (1779.939903 sec): 3 clusters Score: Raw -631688.991972 + Penalty 2801.535986 = -628887.455986 nChanged 61 SP:Iteration 18Q (1779.998713 sec): 3 clusters Score: Raw -631709.508705 + Penalty 2801.535986 = -628907.972719 nChanged 49 SP:Iteration 19Q (1780.061004 sec): 3 clusters Score: Raw -631729.813718 + Penalty 2801.535986 = -628928.277733 nChanged 48 SP:Iteration 20F (1780.118548 sec): 3 clusters Score: Raw -631747.706652 + Penalty 2801.535986 = -628946.170666 nChanged 40 SP:Iteration 21Q (1780.170295 sec): 3 clusters Score: Raw -631760.649938 + Penalty 2801.535986 = -628959.113952 nChanged 37 SP:Iteration 22Q (1780.227514 sec): 3 clusters Score: Raw -631769.642797 + Penalty 2801.535986 = -628968.106811 nChanged 35 SP:Iteration 23Q (1780.272898 sec): 3 clusters Score: Raw -631780.495099 + Penalty 2801.535986 = -628978.959113 nChanged 47 SP:Iteration 24Q (1780.329272 sec): 3 clusters Score: Raw -631795.108397 + Penalty 2801.535986 = -628993.572412 nChanged 48 SP:Iteration 25Q (1780.384907 sec): 3 clusters Score: Raw -631812.857284 + Penalty 2801.535986 = -629011.321299 nChanged 33 SP:Iteration 26Q (1780.440995 sec): 3 clusters Score: Raw -631824.419939 + Penalty 2801.535986 = -629022.883954 nChanged 38 SP:Iteration 27Q (1780.482631 sec): 3 clusters Score: Raw -631840.390360 + Penalty 2801.535986 = -629038.854374 nChanged 39 SP:Iteration 28Q (1780.534736 sec): 3 clusters Score: Raw -631853.521781 + Penalty 2801.535986 = -629051.985795 nChanged 35 SP:Iteration 29Q (1780.596226 sec): 3 clusters Score: Raw -631865.142785 + Penalty 2801.535986 = -629063.606800 nChanged 35 SP:Iteration 30Q (1780.641975 sec): 3 clusters Score: Raw -631877.404557 + Penalty 2801.535986 = -629075.868571 nChanged 32 SP:Iteration 31Q (1780.695216 sec): 3 clusters Score: Raw -631888.554161 + Penalty 2801.535986 = -629087.018175 nChanged 29 SP:Iteration 32Q (1780.751725 sec): 3 clusters Score: Raw -631900.017267 + Penalty 2801.535986 = -629098.481281 nChanged 24 SP:Iteration 33Q (1780.814511 sec): 3 clusters Score: Raw -631907.498692 + Penalty 2801.535986 = -629105.962707 nChanged 18 SP:Iteration 34Q (1780.871739 sec): 3 clusters Score: Raw -631913.984175 + Penalty 2801.535986 = -629112.448189 nChanged 16 SP:Iteration 35Q (1780.924363 sec): 3 clusters Score: Raw -631918.634657 + Penalty 2801.535986 = -629117.098671 nChanged 20 SP:Iteration 36Q (1780.988384 sec): 3 clusters Score: Raw -631925.152601 + Penalty 2801.535986 = -629123.616616 nChanged 17 SP:Iteration 37Q (1781.048073 sec): 3 clusters Score: Raw -631929.731830 + Penalty 2801.535986 = -629128.195845 nChanged 15 SP:Iteration 38Q (1781.102717 sec): 3 clusters Score: Raw -631935.449012 + Penalty 2801.535986 = -629133.913026 nChanged 22 SP:Iteration 39Q (1781.160011 sec): 3 clusters Score: Raw -631943.113804 + Penalty 2801.535986 = -629141.577818 nChanged 18 SP:Iteration 40F (1781.214571 sec): 3 clusters Score: Raw -631948.286390 + Penalty 2801.535986 = -629146.750404 nChanged 18 SP:Iteration 41Q (1781.274668 sec): 3 clusters Score: Raw -631952.824809 + Penalty 2801.535986 = -629151.288823 nChanged 12 SP:Iteration 42Q (1781.328940 sec): 3 clusters Score: Raw -631956.779535 + Penalty 2801.535986 = -629155.243549 nChanged 13 SP:Iteration 43Q (1781.387886 sec): 3 clusters Score: Raw -631960.055101 + Penalty 2801.535986 = -629158.519115 nChanged 10 SP:Iteration 44Q (1781.440556 sec): 3 clusters Score: Raw -631962.855563 + Penalty 2801.535986 = -629161.319578 nChanged 10 SP:Iteration 45Q (1781.498217 sec): 3 clusters Score: Raw -631966.590272 + Penalty 2801.535986 = -629165.054286 nChanged 15 SP:Iteration 46Q (1781.553118 sec): 3 clusters Score: Raw -631972.345286 + Penalty 2801.535986 = -629170.809300 nChanged 10 SP:Iteration 47Q (1781.607927 sec): 3 clusters Score: Raw -631975.275351 + Penalty 2801.535986 = -629173.739366 nChanged 9 SP:Iteration 48Q (1781.670390 sec): 3 clusters Score: Raw -631977.407066 + Penalty 2801.535986 = -629175.871080 nChanged 6 SP:Iteration 49Q (1781.721299 sec): 3 clusters Score: Raw -631979.062805 + Penalty 2801.535986 = -629177.526819 nChanged 7 SP:Iteration 50Q (1781.767615 sec): 3 clusters Score: Raw -631981.110391 + Penalty 2801.535986 = -629179.574405 nChanged 5 SP:Iteration 51Q (1781.824172 sec): 3 clusters Score: Raw -631982.238195 + Penalty 2801.535986 = -629180.702209 nChanged 6 SP:Iteration 52Q (1781.877103 sec): 3 clusters Score: Raw -631983.502116 + Penalty 2801.535986 = -629181.966130 nChanged 2 SP:Iteration 53Q (1781.938975 sec): 3 clusters Score: Raw -631984.306132 + Penalty 2801.535986 = -629182.770146 nChanged 2 SP:Iteration 54Q (1782.001802 sec): 3 clusters Score: Raw -631984.603377 + Penalty 2801.535986 = -629183.067392 nChanged 0 SP:Iteration 55F (1782.051550 sec): 3 clusters Score: Raw -631984.603377 + Penalty 2801.535986 = -629183.067392 nChanged 0 Trying to split cluster 4 (17316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1782.105539 sec): 2 clusters Score: Raw -2029782.535647 + Penalty 1585.900259 = -2028196.635388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1782.182771 sec): 3 clusters Score: Raw -2019588.180222 + Penalty 3171.800518 = -2016416.379704 nChanged 7701 SP:Iteration 1F (1782.259042 sec): 3 clusters Score: Raw -2023991.535616 + Penalty 3171.800518 = -2020819.735098 nChanged 1086 SP:Iteration 2F (1782.336254 sec): 3 clusters Score: Raw -2024569.309830 + Penalty 3171.800518 = -2021397.509312 nChanged 1141 SP:Iteration 3F (1782.414493 sec): 3 clusters Score: Raw -2025244.058395 + Penalty 3171.800518 = -2022072.257878 nChanged 1162 SP:Iteration 4F (1782.490818 sec): 3 clusters Score: Raw -2026009.745233 + Penalty 3171.800518 = -2022837.944716 nChanged 1175 SP:Iteration 5F (1782.564238 sec): 3 clusters Score: Raw -2026811.645581 + Penalty 3171.800518 = -2023639.845063 nChanged 1113 SP:Iteration 6F (1782.644878 sec): 3 clusters Score: Raw -2027580.718450 + Penalty 3171.800518 = -2024408.917932 nChanged 892 SP:Iteration 7F (1782.719144 sec): 3 clusters Score: Raw -2028152.415494 + Penalty 3171.800518 = -2024980.614976 nChanged 722 SP:Iteration 8Q (1782.798782 sec): 3 clusters Score: Raw -2028593.908779 + Penalty 3171.800518 = -2025422.108261 nChanged 560 SP:Iteration 9Q (1782.868613 sec): 3 clusters Score: Raw -2028924.735073 + Penalty 3171.800518 = -2025752.934555 nChanged 435 SP:Iteration 10Q (1782.945269 sec): 3 clusters Score: Raw -2029171.839696 + Penalty 3171.800518 = -2026000.039178 nChanged 356 SP:Iteration 11Q (1783.008085 sec): 3 clusters Score: Raw -2029377.249826 + Penalty 3171.800518 = -2026205.449308 nChanged 287 SP:Iteration 12Q (1783.079935 sec): 3 clusters Score: Raw -2029542.661651 + Penalty 3171.800518 = -2026370.861134 nChanged 214 SP:Iteration 13Q (1783.161175 sec): 3 clusters Score: Raw -2029666.902235 + Penalty 3171.800518 = -2026495.101717 nChanged 171 SP:Iteration 14Q (1783.222607 sec): 3 clusters Score: Raw -2029760.168755 + Penalty 3171.800518 = -2026588.368238 nChanged 119 SP:Iteration 15Q (1783.304224 sec): 3 clusters Score: Raw -2029822.633635 + Penalty 3171.800518 = -2026650.833117 nChanged 100 SP:Iteration 16Q (1783.362950 sec): 3 clusters Score: Raw -2029891.601093 + Penalty 3171.800518 = -2026719.800576 nChanged 87 SP:Iteration 17Q (1783.449687 sec): 3 clusters Score: Raw -2029958.938067 + Penalty 3171.800518 = -2026787.137549 nChanged 58 SP:Iteration 18Q (1783.526738 sec): 3 clusters Score: Raw -2030016.045095 + Penalty 3171.800518 = -2026844.244577 nChanged 52 SP:Iteration 19Q (1783.601831 sec): 3 clusters Score: Raw -2030070.280327 + Penalty 3171.800518 = -2026898.479809 nChanged 46 SP:Iteration 20F (1783.682808 sec): 3 clusters Score: Raw -2030102.257356 + Penalty 3171.800518 = -2026930.456838 nChanged 29 SP:Iteration 21Q (1783.757500 sec): 3 clusters Score: Raw -2030115.443561 + Penalty 3171.800518 = -2026943.643043 nChanged 22 SP:Iteration 22Q (1783.832111 sec): 3 clusters Score: Raw -2030127.940692 + Penalty 3171.800518 = -2026956.140174 nChanged 24 SP:Iteration 23Q (1783.908027 sec): 3 clusters Score: Raw -2030141.003080 + Penalty 3171.800518 = -2026969.202562 nChanged 18 SP:Iteration 24Q (1783.977064 sec): 3 clusters Score: Raw -2030151.279660 + Penalty 3171.800518 = -2026979.479142 nChanged 10 SP:Iteration 25Q (1784.053261 sec): 3 clusters Score: Raw -2030156.594457 + Penalty 3171.800518 = -2026984.793939 nChanged 6 SP:Iteration 26Q (1784.123647 sec): 3 clusters Score: Raw -2030157.852903 + Penalty 3171.800518 = -2026986.052386 nChanged 3 SP:Iteration 27Q (1784.194171 sec): 3 clusters Score: Raw -2030159.801579 + Penalty 3171.800518 = -2026988.001061 nChanged 5 SP:Iteration 28Q (1784.265448 sec): 3 clusters Score: Raw -2030161.487143 + Penalty 3171.800518 = -2026989.686625 nChanged 6 SP:Iteration 29Q (1784.332005 sec): 3 clusters Score: Raw -2030164.262076 + Penalty 3171.800518 = -2026992.461558 nChanged 6 SP:Iteration 30Q (1784.398719 sec): 3 clusters Score: Raw -2030166.462345 + Penalty 3171.800518 = -2026994.661827 nChanged 4 SP:Iteration 31Q (1784.475376 sec): 3 clusters Score: Raw -2030167.605718 + Penalty 3171.800518 = -2026995.805201 nChanged 0 SP:Iteration 32F (1784.534050 sec): 3 clusters Score: Raw -2030167.605718 + Penalty 3171.800518 = -2026995.805201 nChanged 0 Trying to split cluster 5 (6681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1784.575808 sec): 2 clusters Score: Raw -737996.213316 + Penalty 1431.141230 = -736565.072086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1784.630474 sec): 3 clusters Score: Raw -734383.380233 + Penalty 2862.282461 = -731521.097773 nChanged 2834 SP:Iteration 1F (1784.691916 sec): 3 clusters Score: Raw -736020.086627 + Penalty 2862.282461 = -733157.804166 nChanged 473 SP:Iteration 2F (1784.749203 sec): 3 clusters Score: Raw -736268.161473 + Penalty 2862.282461 = -733405.879012 nChanged 348 SP:Iteration 3F (1784.803578 sec): 3 clusters Score: Raw -736443.137648 + Penalty 2862.282461 = -733580.855187 nChanged 291 SP:Iteration 4Q (1784.852774 sec): 3 clusters Score: Raw -736586.051386 + Penalty 2862.282461 = -733723.768926 nChanged 251 SP:Iteration 5Q (1784.915436 sec): 3 clusters Score: Raw -736692.035936 + Penalty 2862.282461 = -733829.753476 nChanged 221 SP:Iteration 6Q (1784.966365 sec): 3 clusters Score: Raw -736780.231262 + Penalty 2862.282461 = -733917.948801 nChanged 185 SP:Iteration 7Q (1785.017649 sec): 3 clusters Score: Raw -736843.561028 + Penalty 2862.282461 = -733981.278567 nChanged 174 SP:Iteration 8Q (1785.080560 sec): 3 clusters Score: Raw -736907.396618 + Penalty 2862.282461 = -734045.114157 nChanged 148 SP:Iteration 9Q (1785.139945 sec): 3 clusters Score: Raw -736955.458809 + Penalty 2862.282461 = -734093.176348 nChanged 136 SP:Iteration 10Q (1785.195064 sec): 3 clusters Score: Raw -736997.271281 + Penalty 2862.282461 = -734134.988820 nChanged 117 SP:Iteration 11Q (1785.243913 sec): 3 clusters Score: Raw -737035.839672 + Penalty 2862.282461 = -734173.557211 nChanged 134 SP:Iteration 12Q (1785.307305 sec): 3 clusters Score: Raw -737085.103936 + Penalty 2862.282461 = -734222.821475 nChanged 161 SP:Iteration 13Q (1785.352312 sec): 3 clusters Score: Raw -737160.429847 + Penalty 2862.282461 = -734298.147387 nChanged 177 SP:Iteration 14Q (1785.405733 sec): 3 clusters Score: Raw -737238.288634 + Penalty 2862.282461 = -734376.006174 nChanged 166 SP:Iteration 15Q (1785.471598 sec): 3 clusters Score: Raw -737314.800243 + Penalty 2862.282461 = -734452.517782 nChanged 162 SP:Iteration 16Q (1785.515443 sec): 3 clusters Score: Raw -737397.283973 + Penalty 2862.282461 = -734535.001513 nChanged 159 SP:Iteration 17Q (1785.576970 sec): 3 clusters Score: Raw -737489.732273 + Penalty 2862.282461 = -734627.449813 nChanged 147 SP:Iteration 18Q (1785.636699 sec): 3 clusters Score: Raw -737571.683361 + Penalty 2862.282461 = -734709.400901 nChanged 149 SP:Iteration 19Q (1785.690622 sec): 3 clusters Score: Raw -737653.242158 + Penalty 2862.282461 = -734790.959697 nChanged 128 SP:Iteration 20F (1785.754295 sec): 3 clusters Score: Raw -737719.408811 + Penalty 2862.282461 = -734857.126350 nChanged 112 SP:Iteration 21Q (1785.810926 sec): 3 clusters Score: Raw -737774.735159 + Penalty 2862.282461 = -734912.452698 nChanged 104 SP:Iteration 22Q (1785.872730 sec): 3 clusters Score: Raw -737833.477220 + Penalty 2862.282461 = -734971.194760 nChanged 99 SP:Iteration 23Q (1785.936644 sec): 3 clusters Score: Raw -737887.201768 + Penalty 2862.282461 = -735024.919308 nChanged 92 SP:Iteration 24Q (1785.991232 sec): 3 clusters Score: Raw -737937.253340 + Penalty 2862.282461 = -735074.970879 nChanged 83 SP:Iteration 25Q (1786.052714 sec): 3 clusters Score: Raw -737994.864132 + Penalty 2862.282461 = -735132.581671 nChanged 65 SP:Iteration 26Q (1786.121299 sec): 3 clusters Score: Raw -738048.255249 + Penalty 2862.282461 = -735185.972788 nChanged 67 SP:Iteration 27Q (1786.181967 sec): 3 clusters Score: Raw -738092.361659 + Penalty 2862.282461 = -735230.079198 nChanged 57 SP:Iteration 28Q (1786.232261 sec): 3 clusters Score: Raw -738139.423318 + Penalty 2862.282461 = -735277.140857 nChanged 49 SP:Iteration 29Q (1786.289314 sec): 3 clusters Score: Raw -738176.536298 + Penalty 2862.282461 = -735314.253838 nChanged 41 SP:Iteration 30Q (1786.350103 sec): 3 clusters Score: Raw -738203.210722 + Penalty 2862.282461 = -735340.928261 nChanged 34 SP:Iteration 31Q (1786.415025 sec): 3 clusters Score: Raw -738231.186408 + Penalty 2862.282461 = -735368.903948 nChanged 33 SP:Iteration 32Q (1786.474086 sec): 3 clusters Score: Raw -738261.561200 + Penalty 2862.282461 = -735399.278739 nChanged 30 SP:Iteration 33Q (1786.518221 sec): 3 clusters Score: Raw -738288.278017 + Penalty 2862.282461 = -735425.995556 nChanged 25 SP:Iteration 34Q (1786.576944 sec): 3 clusters Score: Raw -738314.252604 + Penalty 2862.282461 = -735451.970143 nChanged 23 SP:Iteration 35Q (1786.633850 sec): 3 clusters Score: Raw -738335.925993 + Penalty 2862.282461 = -735473.643532 nChanged 16 SP:Iteration 36Q (1786.676516 sec): 3 clusters Score: Raw -738350.391452 + Penalty 2862.282461 = -735488.108991 nChanged 16 SP:Iteration 37Q (1786.739698 sec): 3 clusters Score: Raw -738366.362241 + Penalty 2862.282461 = -735504.079780 nChanged 11 SP:Iteration 38Q (1786.783685 sec): 3 clusters Score: Raw -738379.885490 + Penalty 2862.282461 = -735517.603029 nChanged 9 SP:Iteration 39Q (1786.846827 sec): 3 clusters Score: Raw -738391.241927 + Penalty 2862.282461 = -735528.959467 nChanged 11 SP:Iteration 40F (1786.891018 sec): 3 clusters Score: Raw -738401.118242 + Penalty 2862.282461 = -735538.835781 nChanged 5 SP:Iteration 41Q (1786.956434 sec): 3 clusters Score: Raw -738405.186818 + Penalty 2862.282461 = -735542.904358 nChanged 3 SP:Iteration 42Q (1787.008850 sec): 3 clusters Score: Raw -738406.848641 + Penalty 2862.282461 = -735544.566180 nChanged 2 SP:Iteration 43Q (1787.066550 sec): 3 clusters Score: Raw -738408.375808 + Penalty 2862.282461 = -735546.093347 nChanged 2 SP:Iteration 44Q (1787.133047 sec): 3 clusters Score: Raw -738410.364874 + Penalty 2862.282461 = -735548.082413 nChanged 3 SP:Iteration 45Q (1787.194507 sec): 3 clusters Score: Raw -738412.802243 + Penalty 2862.282461 = -735550.519782 nChanged 2 SP:Iteration 46Q (1787.241258 sec): 3 clusters Score: Raw -738414.230364 + Penalty 2862.282461 = -735551.947903 nChanged 3 SP:Iteration 47Q (1787.311972 sec): 3 clusters Score: Raw -738415.396953 + Penalty 2862.282461 = -735553.114493 nChanged 0 SP:Iteration 48F (1787.363121 sec): 3 clusters Score: Raw -738415.396953 + Penalty 2862.282461 = -735553.114493 nChanged 0 Trying to split cluster 6 (4269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1787.407385 sec): 2 clusters Score: Raw -505509.735017 + Penalty 1358.359419 = -504151.375598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1787.453303 sec): 3 clusters Score: Raw -503330.706655 + Penalty 2716.718838 = -500613.987817 nChanged 1723 SP:Iteration 1F (1787.522430 sec): 3 clusters Score: Raw -504328.769765 + Penalty 2716.718838 = -501612.050927 nChanged 288 SP:Iteration 2F (1787.569992 sec): 3 clusters Score: Raw -504479.367083 + Penalty 2716.718838 = -501762.648245 nChanged 179 SP:Iteration 3Q (1787.623426 sec): 3 clusters Score: Raw -504561.780206 + Penalty 2716.718838 = -501845.061368 nChanged 146 SP:Iteration 4Q (1787.689111 sec): 3 clusters Score: Raw -504638.025421 + Penalty 2716.718838 = -501921.306583 nChanged 135 SP:Iteration 5Q (1787.747185 sec): 3 clusters Score: Raw -504709.227164 + Penalty 2716.718838 = -501992.508326 nChanged 128 SP:Iteration 6Q (1787.791192 sec): 3 clusters Score: Raw -504775.660789 + Penalty 2716.718838 = -502058.941951 nChanged 119 SP:Iteration 7Q (1787.837373 sec): 3 clusters Score: Raw -504851.487489 + Penalty 2716.718838 = -502134.768651 nChanged 135 SP:Iteration 8Q (1787.900980 sec): 3 clusters Score: Raw -504936.712146 + Penalty 2716.718838 = -502219.993308 nChanged 130 SP:Iteration 9Q (1787.948108 sec): 3 clusters Score: Raw -505038.721893 + Penalty 2716.718838 = -502322.003055 nChanged 138 SP:Iteration 10Q (1787.998400 sec): 3 clusters Score: Raw -505154.811738 + Penalty 2716.718838 = -502438.092900 nChanged 147 SP:Iteration 11Q (1788.054926 sec): 3 clusters Score: Raw -505281.035538 + Penalty 2716.718838 = -502564.316700 nChanged 161 SP:Iteration 12Q (1788.100039 sec): 3 clusters Score: Raw -505437.013384 + Penalty 2716.718838 = -502720.294545 nChanged 150 SP:Iteration 13Q (1788.157605 sec): 3 clusters Score: Raw -505604.860208 + Penalty 2716.718838 = -502888.141370 nChanged 142 SP:Iteration 14Q (1788.209416 sec): 3 clusters Score: Raw -505737.743466 + Penalty 2716.718838 = -503021.024628 nChanged 104 SP:Iteration 15Q (1788.253909 sec): 3 clusters Score: Raw -505827.753417 + Penalty 2716.718838 = -503111.034579 nChanged 84 SP:Iteration 16Q (1788.315088 sec): 3 clusters Score: Raw -505890.768896 + Penalty 2716.718838 = -503174.050058 nChanged 55 SP:Iteration 17Q (1788.365561 sec): 3 clusters Score: Raw -505921.433594 + Penalty 2716.718838 = -503204.714756 nChanged 35 SP:Iteration 18Q (1788.409795 sec): 3 clusters Score: Raw -505943.066739 + Penalty 2716.718838 = -503226.347900 nChanged 38 SP:Iteration 19Q (1788.472168 sec): 3 clusters Score: Raw -505965.052798 + Penalty 2716.718838 = -503248.333960 nChanged 34 SP:Iteration 20F (1788.522070 sec): 3 clusters Score: Raw -505984.934612 + Penalty 2716.718838 = -503268.215774 nChanged 35 SP:Iteration 21Q (1788.573438 sec): 3 clusters Score: Raw -506001.229817 + Penalty 2716.718838 = -503284.510979 nChanged 21 SP:Iteration 22Q (1788.616291 sec): 3 clusters Score: Raw -506009.433389 + Penalty 2716.718838 = -503292.714551 nChanged 21 SP:Iteration 23Q (1788.673282 sec): 3 clusters Score: Raw -506020.718764 + Penalty 2716.718838 = -503303.999926 nChanged 21 SP:Iteration 24Q (1788.734654 sec): 3 clusters Score: Raw -506029.844048 + Penalty 2716.718838 = -503313.125210 nChanged 16 SP:Iteration 25Q (1788.776710 sec): 3 clusters Score: Raw -506036.265953 + Penalty 2716.718838 = -503319.547115 nChanged 12 SP:Iteration 26Q (1788.839614 sec): 3 clusters Score: Raw -506039.605585 + Penalty 2716.718838 = -503322.886747 nChanged 13 SP:Iteration 27Q (1788.889645 sec): 3 clusters Score: Raw -506044.372751 + Penalty 2716.718838 = -503327.653913 nChanged 9 SP:Iteration 28Q (1788.944943 sec): 3 clusters Score: Raw -506048.353255 + Penalty 2716.718838 = -503331.634417 nChanged 19 SP:Iteration 29Q (1789.001086 sec): 3 clusters Score: Raw -506056.006403 + Penalty 2716.718838 = -503339.287564 nChanged 15 SP:Iteration 30Q (1789.044203 sec): 3 clusters Score: Raw -506062.714456 + Penalty 2716.718838 = -503345.995618 nChanged 16 SP:Iteration 31Q (1789.102725 sec): 3 clusters Score: Raw -506070.010785 + Penalty 2716.718838 = -503353.291947 nChanged 13 SP:Iteration 32Q (1789.144157 sec): 3 clusters Score: Raw -506076.181717 + Penalty 2716.718838 = -503359.462879 nChanged 15 SP:Iteration 33Q (1789.200245 sec): 3 clusters Score: Raw -506083.782698 + Penalty 2716.718838 = -503367.063860 nChanged 21 SP:Iteration 34Q (1789.249223 sec): 3 clusters Score: Raw -506094.120365 + Penalty 2716.718838 = -503377.401527 nChanged 17 SP:Iteration 35Q (1789.299834 sec): 3 clusters Score: Raw -506099.061432 + Penalty 2716.718838 = -503382.342594 nChanged 12 SP:Iteration 36Q (1789.350715 sec): 3 clusters Score: Raw -506102.819136 + Penalty 2716.718838 = -503386.100298 nChanged 8 SP:Iteration 37Q (1789.413990 sec): 3 clusters Score: Raw -506105.662207 + Penalty 2716.718838 = -503388.943369 nChanged 6 SP:Iteration 38Q (1789.466410 sec): 3 clusters Score: Raw -506107.486760 + Penalty 2716.718838 = -503390.767921 nChanged 7 SP:Iteration 39Q (1789.519857 sec): 3 clusters Score: Raw -506109.363110 + Penalty 2716.718838 = -503392.644272 nChanged 10 SP:Iteration 40F (1789.560098 sec): 3 clusters Score: Raw -506113.104235 + Penalty 2716.718838 = -503396.385397 nChanged 5 SP:Iteration 41Q (1789.601521 sec): 3 clusters Score: Raw -506114.904663 + Penalty 2716.718838 = -503398.185825 nChanged 6 SP:Iteration 42Q (1789.651081 sec): 3 clusters Score: Raw -506116.525824 + Penalty 2716.718838 = -503399.806985 nChanged 4 SP:Iteration 43Q (1789.708413 sec): 3 clusters Score: Raw -506117.394630 + Penalty 2716.718838 = -503400.675792 nChanged 2 SP:Iteration 44Q (1789.754879 sec): 3 clusters Score: Raw -506117.814064 + Penalty 2716.718838 = -503401.095225 nChanged 1 SP:Iteration 45Q (1789.806283 sec): 3 clusters Score: Raw -506117.997000 + Penalty 2716.718838 = -503401.278161 nChanged 2 SP:Iteration 46Q (1789.859734 sec): 3 clusters Score: Raw -506118.241399 + Penalty 2716.718838 = -503401.522561 nChanged 0 SP:Iteration 47F (1789.918095 sec): 3 clusters Score: Raw -506118.241399 + Penalty 2716.718838 = -503401.522561 nChanged 0 Trying to split cluster 7 (1235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1789.934031 sec): 2 clusters Score: Raw -132668.040602 + Penalty 1156.809265 = -131511.231336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1789.984193 sec): 3 clusters Score: Raw -132339.056318 + Penalty 2313.618531 = -130025.437787 nChanged 428 SP:Iteration 1F (1790.042897 sec): 3 clusters Score: Raw -132854.391198 + Penalty 2313.618531 = -130540.772667 nChanged 130 SP:Iteration 2F (1790.096211 sec): 3 clusters Score: Raw -133079.265278 + Penalty 2313.618531 = -130765.646747 nChanged 112 SP:Iteration 3F (1790.144497 sec): 3 clusters Score: Raw -133312.039968 + Penalty 2313.618531 = -130998.421437 nChanged 80 SP:Iteration 4F (1790.187795 sec): 3 clusters Score: Raw -133470.017182 + Penalty 2313.618531 = -131156.398651 nChanged 60 SP:Iteration 5Q (1790.234510 sec): 3 clusters Score: Raw -133575.183257 + Penalty 2313.618531 = -131261.564726 nChanged 34 SP:Iteration 6Q (1790.276363 sec): 3 clusters Score: Raw -133633.874942 + Penalty 2313.618531 = -131320.256411 nChanged 28 SP:Iteration 7Q (1790.318840 sec): 3 clusters Score: Raw -133668.136348 + Penalty 2313.618531 = -131354.517817 nChanged 14 SP:Iteration 8Q (1790.367927 sec): 3 clusters Score: Raw -133685.301609 + Penalty 2313.618531 = -131371.683078 nChanged 11 SP:Iteration 9Q (1790.415134 sec): 3 clusters Score: Raw -133698.895433 + Penalty 2313.618531 = -131385.276902 nChanged 6 SP:Iteration 10Q (1790.463446 sec): 3 clusters Score: Raw -133706.318208 + Penalty 2313.618531 = -131392.699677 nChanged 5 SP:Iteration 11Q (1790.512468 sec): 3 clusters Score: Raw -133712.931381 + Penalty 2313.618531 = -131399.312850 nChanged 2 SP:Iteration 12Q (1790.555268 sec): 3 clusters Score: Raw -133714.410154 + Penalty 2313.618531 = -131400.791624 nChanged 1 SP:Iteration 13Q (1790.608152 sec): 3 clusters Score: Raw -133715.627330 + Penalty 2313.618531 = -131402.008799 nChanged 2 SP:Iteration 14Q (1790.650684 sec): 3 clusters Score: Raw -133717.446166 + Penalty 2313.618531 = -131403.827635 nChanged 0 SP:Iteration 15F (1790.689583 sec): 3 clusters Score: Raw -133717.446166 + Penalty 2313.618531 = -131403.827635 nChanged 0 Trying to split cluster 8 (2621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1790.728083 sec): 2 clusters Score: Raw -302202.380240 + Penalty 1279.088071 = -300923.292169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1790.764930 sec): 3 clusters Score: Raw -301067.712102 + Penalty 2558.176141 = -298509.535961 nChanged 1011 SP:Iteration 1F (1790.813480 sec): 3 clusters Score: Raw -301798.536185 + Penalty 2558.176141 = -299240.360044 nChanged 222 SP:Iteration 2F (1790.862056 sec): 3 clusters Score: Raw -301988.390435 + Penalty 2558.176141 = -299430.214294 nChanged 159 SP:Iteration 3F (1790.922604 sec): 3 clusters Score: Raw -302119.613228 + Penalty 2558.176141 = -299561.437087 nChanged 122 SP:Iteration 4Q (1790.970899 sec): 3 clusters Score: Raw -302206.850490 + Penalty 2558.176141 = -299648.674349 nChanged 101 SP:Iteration 5Q (1791.026014 sec): 3 clusters Score: Raw -302287.341433 + Penalty 2558.176141 = -299729.165292 nChanged 95 SP:Iteration 6Q (1791.066182 sec): 3 clusters Score: Raw -302363.465129 + Penalty 2558.176141 = -299805.288988 nChanged 84 SP:Iteration 7Q (1791.115975 sec): 3 clusters Score: Raw -302422.594743 + Penalty 2558.176141 = -299864.418602 nChanged 57 SP:Iteration 8Q (1791.173959 sec): 3 clusters Score: Raw -302465.473968 + Penalty 2558.176141 = -299907.297827 nChanged 60 SP:Iteration 9Q (1791.225091 sec): 3 clusters Score: Raw -302509.690412 + Penalty 2558.176141 = -299951.514271 nChanged 54 SP:Iteration 10Q (1791.267338 sec): 3 clusters Score: Raw -302554.327888 + Penalty 2558.176141 = -299996.151746 nChanged 52 SP:Iteration 11Q (1791.322768 sec): 3 clusters Score: Raw -302589.595469 + Penalty 2558.176141 = -300031.419328 nChanged 47 SP:Iteration 12Q (1791.375676 sec): 3 clusters Score: Raw -302627.503753 + Penalty 2558.176141 = -300069.327612 nChanged 46 SP:Iteration 13Q (1791.426679 sec): 3 clusters Score: Raw -302654.221890 + Penalty 2558.176141 = -300096.045749 nChanged 29 SP:Iteration 14Q (1791.477829 sec): 3 clusters Score: Raw -302673.846019 + Penalty 2558.176141 = -300115.669878 nChanged 27 SP:Iteration 15Q (1791.521348 sec): 3 clusters Score: Raw -302688.187541 + Penalty 2558.176141 = -300130.011400 nChanged 16 SP:Iteration 16Q (1791.582212 sec): 3 clusters Score: Raw -302695.568426 + Penalty 2558.176141 = -300137.392285 nChanged 15 SP:Iteration 17Q (1791.634483 sec): 3 clusters Score: Raw -302702.025762 + Penalty 2558.176141 = -300143.849621 nChanged 8 SP:Iteration 18Q (1791.682414 sec): 3 clusters Score: Raw -302705.717928 + Penalty 2558.176141 = -300147.541787 nChanged 8 SP:Iteration 19Q (1791.730592 sec): 3 clusters Score: Raw -302710.022828 + Penalty 2558.176141 = -300151.846687 nChanged 11 SP:Iteration 20F (1791.778675 sec): 3 clusters Score: Raw -302715.963954 + Penalty 2558.176141 = -300157.787813 nChanged 7 SP:Iteration 21Q (1791.814663 sec): 3 clusters Score: Raw -302719.495535 + Penalty 2558.176141 = -300161.319394 nChanged 7 SP:Iteration 22Q (1791.867391 sec): 3 clusters Score: Raw -302723.095422 + Penalty 2558.176141 = -300164.919281 nChanged 8 SP:Iteration 23Q (1791.915310 sec): 3 clusters Score: Raw -302726.437257 + Penalty 2558.176141 = -300168.261115 nChanged 7 SP:Iteration 24Q (1791.963404 sec): 3 clusters Score: Raw -302730.242458 + Penalty 2558.176141 = -300172.066317 nChanged 11 SP:Iteration 25Q (1792.011523 sec): 3 clusters Score: Raw -302735.345434 + Penalty 2558.176141 = -300177.169293 nChanged 7 SP:Iteration 26Q (1792.059642 sec): 3 clusters Score: Raw -302738.708746 + Penalty 2558.176141 = -300180.532605 nChanged 3 SP:Iteration 27Q (1792.107739 sec): 3 clusters Score: Raw -302740.797993 + Penalty 2558.176141 = -300182.621852 nChanged 4 SP:Iteration 28Q (1792.158035 sec): 3 clusters Score: Raw -302743.098063 + Penalty 2558.176141 = -300184.921922 nChanged 2 SP:Iteration 29Q (1792.197789 sec): 3 clusters Score: Raw -302743.973714 + Penalty 2558.176141 = -300185.797573 nChanged 1 SP:Iteration 30Q (1792.253618 sec): 3 clusters Score: Raw -302745.806217 + Penalty 2558.176141 = -300187.630076 nChanged 4 SP:Iteration 31Q (1792.294421 sec): 3 clusters Score: Raw -302749.859279 + Penalty 2558.176141 = -300191.683138 nChanged 5 SP:Iteration 32Q (1792.336488 sec): 3 clusters Score: Raw -302752.751295 + Penalty 2558.176141 = -300194.575154 nChanged 3 SP:Iteration 33Q (1792.395456 sec): 3 clusters Score: Raw -302753.739031 + Penalty 2558.176141 = -300195.562890 nChanged 2 SP:Iteration 34Q (1792.443238 sec): 3 clusters Score: Raw -302754.204110 + Penalty 2558.176141 = -300196.027969 nChanged 0 SP:Iteration 35F (1792.491275 sec): 3 clusters Score: Raw -302754.204110 + Penalty 2558.176141 = -300196.027969 nChanged 0 Trying to split cluster 9 (127293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1792.676935 sec): 2 clusters Score: Raw -14976765.019195 + Penalty 1910.065104 = -14974854.954091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1792.951744 sec): 3 clusters Score: Raw -14893173.613666 + Penalty 3820.130208 = -14889353.483458 nChanged 61331 SP:Iteration 1F (1793.217043 sec): 3 clusters Score: Raw -14930987.413229 + Penalty 3820.130208 = -14927167.283021 nChanged 5414 SP:Iteration 2Q (1793.511719 sec): 3 clusters Score: Raw -14933048.832386 + Penalty 3820.130208 = -14929228.702178 nChanged 5921 SP:Iteration 3Q (1793.787381 sec): 3 clusters Score: Raw -14935741.337561 + Penalty 3820.130208 = -14931921.207353 nChanged 6638 SP:Iteration 4F (1794.044035 sec): 3 clusters Score: Raw -14939122.983612 + Penalty 3820.130208 = -14935302.853404 nChanged 7169 SP:Iteration 5F (1794.294506 sec): 3 clusters Score: Raw -14943031.610109 + Penalty 3820.130208 = -14939211.479901 nChanged 7439 SP:Iteration 6F (1794.528414 sec): 3 clusters Score: Raw -14947451.736296 + Penalty 3820.130208 = -14943631.606087 nChanged 7395 SP:Iteration 7F (1794.776677 sec): 3 clusters Score: Raw -14952044.060330 + Penalty 3820.130208 = -14948223.930121 nChanged 6745 SP:Iteration 8F (1795.020368 sec): 3 clusters Score: Raw -14956277.516842 + Penalty 3820.130208 = -14952457.386634 nChanged 5835 SP:Iteration 9Q (1795.262006 sec): 3 clusters Score: Raw -14959623.212531 + Penalty 3820.130208 = -14955803.082323 nChanged 4630 SP:Iteration 10Q (1795.528791 sec): 3 clusters Score: Raw -14961966.785095 + Penalty 3820.130208 = -14958146.654887 nChanged 3525 SP:Iteration 11Q (1795.803825 sec): 3 clusters Score: Raw -14963470.604568 + Penalty 3820.130208 = -14959650.474359 nChanged 2805 SP:Iteration 12Q (1796.071640 sec): 3 clusters Score: Raw -14964603.382829 + Penalty 3820.130208 = -14960783.252621 nChanged 2440 SP:Iteration 13Q (1796.337595 sec): 3 clusters Score: Raw -14965604.721643 + Penalty 3820.130208 = -14961784.591435 nChanged 2273 SP:Iteration 14Q (1796.605484 sec): 3 clusters Score: Raw -14966589.455008 + Penalty 3820.130208 = -14962769.324800 nChanged 2228 SP:Iteration 15Q (1796.873227 sec): 3 clusters Score: Raw -14967620.441148 + Penalty 3820.130208 = -14963800.310939 nChanged 2092 SP:Iteration 16Q (1797.140546 sec): 3 clusters Score: Raw -14968586.185952 + Penalty 3820.130208 = -14964766.055743 nChanged 1967 SP:Iteration 17Q (1797.400781 sec): 3 clusters Score: Raw -14969532.450953 + Penalty 3820.130208 = -14965712.320745 nChanged 1925 SP:Iteration 18Q (1797.643094 sec): 3 clusters Score: Raw -14970460.949867 + Penalty 3820.130208 = -14966640.819659 nChanged 1728 SP:Iteration 19Q (1797.922589 sec): 3 clusters Score: Raw -14971230.619438 + Penalty 3820.130208 = -14967410.489230 nChanged 1552 SP:Iteration 20F (1798.215035 sec): 3 clusters Score: Raw -14971859.109648 + Penalty 3820.130208 = -14968038.979440 nChanged 1386 SP:Iteration 21Q (1798.490853 sec): 3 clusters Score: Raw -14972362.056164 + Penalty 3820.130208 = -14968541.925955 nChanged 1307 SP:Iteration 22Q (1798.733818 sec): 3 clusters Score: Raw -14972810.110308 + Penalty 3820.130208 = -14968989.980100 nChanged 1213 SP:Iteration 23Q (1798.989364 sec): 3 clusters Score: Raw -14973187.678515 + Penalty 3820.130208 = -14969367.548307 nChanged 1100 SP:Iteration 24Q (1799.241519 sec): 3 clusters Score: Raw -14973501.524526 + Penalty 3820.130208 = -14969681.394318 nChanged 1020 SP:Iteration 25Q (1799.542279 sec): 3 clusters Score: Raw -14973779.985610 + Penalty 3820.130208 = -14969959.855401 nChanged 932 SP:Iteration 26Q (1799.778894 sec): 3 clusters Score: Raw -14974011.475332 + Penalty 3820.130208 = -14970191.345124 nChanged 891 SP:Iteration 27Q (1800.001438 sec): 3 clusters Score: Raw -14974222.635883 + Penalty 3820.130208 = -14970402.505675 nChanged 846 SP:Iteration 28Q (1800.215163 sec): 3 clusters Score: Raw -14974414.045817 + Penalty 3820.130208 = -14970593.915608 nChanged 815 SP:Iteration 29Q (1800.439425 sec): 3 clusters Score: Raw -14974597.216336 + Penalty 3820.130208 = -14970777.086128 nChanged 799 SP:Iteration 30Q (1800.670524 sec): 3 clusters Score: Raw -14974770.791665 + Penalty 3820.130208 = -14970950.661456 nChanged 755 SP:Iteration 31Q (1800.894502 sec): 3 clusters Score: Raw -14974942.276345 + Penalty 3820.130208 = -14971122.146137 nChanged 717 SP:Iteration 32Q (1801.129800 sec): 3 clusters Score: Raw -14975107.496483 + Penalty 3820.130208 = -14971287.366275 nChanged 719 SP:Iteration 33Q (1801.353250 sec): 3 clusters Score: Raw -14975276.940880 + Penalty 3820.130208 = -14971456.810672 nChanged 728 SP:Iteration 34Q (1801.625881 sec): 3 clusters Score: Raw -14975454.578104 + Penalty 3820.130208 = -14971634.447896 nChanged 721 SP:Iteration 35Q (1801.863149 sec): 3 clusters Score: Raw -14975639.600611 + Penalty 3820.130208 = -14971819.470403 nChanged 666 SP:Iteration 36Q (1802.083151 sec): 3 clusters Score: Raw -14975816.404698 + Penalty 3820.130208 = -14971996.274490 nChanged 646 SP:Iteration 37Q (1802.304255 sec): 3 clusters Score: Raw -14975994.762360 + Penalty 3820.130208 = -14972174.632152 nChanged 624 SP:Iteration 38Q (1802.516857 sec): 3 clusters Score: Raw -14976174.566266 + Penalty 3820.130208 = -14972354.436058 nChanged 584 SP:Iteration 39Q (1802.741567 sec): 3 clusters Score: Raw -14976342.454279 + Penalty 3820.130208 = -14972522.324070 nChanged 521 SP:Iteration 40F (1802.989612 sec): 3 clusters Score: Raw -14976504.510950 + Penalty 3820.130208 = -14972684.380741 nChanged 494 SP:Iteration 41Q (1803.235834 sec): 3 clusters Score: Raw -14976664.966387 + Penalty 3820.130208 = -14972844.836178 nChanged 451 SP:Iteration 42Q (1803.476366 sec): 3 clusters Score: Raw -14976801.796330 + Penalty 3820.130208 = -14972981.666121 nChanged 410 SP:Iteration 43Q (1803.706553 sec): 3 clusters Score: Raw -14976917.807633 + Penalty 3820.130208 = -14973097.677425 nChanged 358 SP:Iteration 44Q (1803.918777 sec): 3 clusters Score: Raw -14977017.288006 + Penalty 3820.130208 = -14973197.157798 nChanged 319 SP:Iteration 45Q (1804.159699 sec): 3 clusters Score: Raw -14977113.719104 + Penalty 3820.130208 = -14973293.588896 nChanged 272 SP:Iteration 46Q (1804.376332 sec): 3 clusters Score: Raw -14977201.552074 + Penalty 3820.130208 = -14973381.421866 nChanged 225 SP:Iteration 47Q (1804.614176 sec): 3 clusters Score: Raw -14977271.207631 + Penalty 3820.130208 = -14973451.077423 nChanged 231 SP:Iteration 48Q (1804.832287 sec): 3 clusters Score: Raw -14977344.424111 + Penalty 3820.130208 = -14973524.293903 nChanged 227 SP:Iteration 49Q (1805.041876 sec): 3 clusters Score: Raw -14977421.191083 + Penalty 3820.130208 = -14973601.060875 nChanged 217 SP:Iteration 50Q (1805.251929 sec): 3 clusters Score: Raw -14977488.650417 + Penalty 3820.130208 = -14973668.520209 nChanged 180 SP:Iteration 51Q (1805.481967 sec): 3 clusters Score: Raw -14977545.844247 + Penalty 3820.130208 = -14973725.714039 nChanged 178 SP:Iteration 52Q (1805.728932 sec): 3 clusters Score: Raw -14977589.431781 + Penalty 3820.130208 = -14973769.301573 nChanged 145 SP:Iteration 53Q (1805.971416 sec): 3 clusters Score: Raw -14977623.901882 + Penalty 3820.130208 = -14973803.771674 nChanged 122 SP:Iteration 54Q (1806.188340 sec): 3 clusters Score: Raw -14977647.301595 + Penalty 3820.130208 = -14973827.171386 nChanged 116 SP:Iteration 55Q (1806.404923 sec): 3 clusters Score: Raw -14977664.749829 + Penalty 3820.130208 = -14973844.619621 nChanged 87 SP:Iteration 56Q (1806.621371 sec): 3 clusters Score: Raw -14977676.359801 + Penalty 3820.130208 = -14973856.229593 nChanged 72 SP:Iteration 57Q (1806.842392 sec): 3 clusters Score: Raw -14977687.526487 + Penalty 3820.130208 = -14973867.396279 nChanged 75 SP:Iteration 58Q (1807.063373 sec): 3 clusters Score: Raw -14977699.319290 + Penalty 3820.130208 = -14973879.189082 nChanged 84 SP:Iteration 59Q (1807.278235 sec): 3 clusters Score: Raw -14977710.960912 + Penalty 3820.130208 = -14973890.830704 nChanged 64 SP:Iteration 60F (1807.531651 sec): 3 clusters Score: Raw -14977718.345839 + Penalty 3820.130208 = -14973898.215631 nChanged 45 SP:Iteration 61Q (1807.759164 sec): 3 clusters Score: Raw -14977723.758779 + Penalty 3820.130208 = -14973903.628571 nChanged 45 SP:Iteration 62Q (1807.997524 sec): 3 clusters Score: Raw -14977728.985162 + Penalty 3820.130208 = -14973908.854953 nChanged 34 SP:Iteration 63Q (1808.256033 sec): 3 clusters Score: Raw -14977732.539251 + Penalty 3820.130208 = -14973912.409043 nChanged 28 SP:Iteration 64Q (1808.500441 sec): 3 clusters Score: Raw -14977735.142201 + Penalty 3820.130208 = -14973915.011993 nChanged 19 SP:Iteration 65Q (1808.729163 sec): 3 clusters Score: Raw -14977736.877275 + Penalty 3820.130208 = -14973916.747067 nChanged 19 SP:Iteration 66Q (1808.963914 sec): 3 clusters Score: Raw -14977738.366780 + Penalty 3820.130208 = -14973918.236572 nChanged 18 SP:Iteration 67Q (1809.193979 sec): 3 clusters Score: Raw -14977739.469988 + Penalty 3820.130208 = -14973919.339780 nChanged 13 SP:Iteration 68Q (1809.411766 sec): 3 clusters Score: Raw -14977740.563165 + Penalty 3820.130208 = -14973920.432957 nChanged 16 SP:Iteration 69Q (1809.624095 sec): 3 clusters Score: Raw -14977741.655806 + Penalty 3820.130208 = -14973921.525598 nChanged 11 SP:Iteration 70Q (1809.844526 sec): 3 clusters Score: Raw -14977742.327554 + Penalty 3820.130208 = -14973922.197345 nChanged 8 SP:Iteration 71Q (1810.060744 sec): 3 clusters Score: Raw -14977743.001486 + Penalty 3820.130208 = -14973922.871278 nChanged 6 SP:Iteration 72Q (1810.277849 sec): 3 clusters Score: Raw -14977743.519026 + Penalty 3820.130208 = -14973923.388818 nChanged 11 SP:Iteration 73Q (1810.514529 sec): 3 clusters Score: Raw -14977744.190717 + Penalty 3820.130208 = -14973924.060509 nChanged 7 SP:Iteration 74Q (1810.712782 sec): 3 clusters Score: Raw -14977744.950265 + Penalty 3820.130208 = -14973924.820057 nChanged 8 SP:Iteration 75Q (1810.923743 sec): 3 clusters Score: Raw -14977745.565658 + Penalty 3820.130208 = -14973925.435449 nChanged 8 SP:Iteration 76Q (1811.136394 sec): 3 clusters Score: Raw -14977746.155095 + Penalty 3820.130208 = -14973926.024887 nChanged 8 SP:Iteration 77Q (1811.352786 sec): 3 clusters Score: Raw -14977746.943662 + Penalty 3820.130208 = -14973926.813453 nChanged 10 SP:Iteration 78Q (1811.557732 sec): 3 clusters Score: Raw -14977747.725674 + Penalty 3820.130208 = -14973927.595466 nChanged 9 SP:Iteration 79Q (1811.763944 sec): 3 clusters Score: Raw -14977748.336866 + Penalty 3820.130208 = -14973928.206657 nChanged 8 SP:Iteration 80F (1812.011524 sec): 3 clusters Score: Raw -14977748.965216 + Penalty 3820.130208 = -14973928.835008 nChanged 5 SP:Iteration 81Q (1812.209938 sec): 3 clusters Score: Raw -14977749.471626 + Penalty 3820.130208 = -14973929.341417 nChanged 5 SP:Iteration 82Q (1812.429521 sec): 3 clusters Score: Raw -14977749.846082 + Penalty 3820.130208 = -14973929.715874 nChanged 3 SP:Iteration 83Q (1812.652798 sec): 3 clusters Score: Raw -14977750.142720 + Penalty 3820.130208 = -14973930.012512 nChanged 8 SP:Iteration 84Q (1812.889335 sec): 3 clusters Score: Raw -14977750.703663 + Penalty 3820.130208 = -14973930.573455 nChanged 8 SP:Iteration 85Q (1813.112994 sec): 3 clusters Score: Raw -14977751.370397 + Penalty 3820.130208 = -14973931.240189 nChanged 4 SP:Iteration 86Q (1813.312599 sec): 3 clusters Score: Raw -14977751.659093 + Penalty 3820.130208 = -14973931.528885 nChanged 3 SP:Iteration 87Q (1813.536240 sec): 3 clusters Score: Raw -14977751.933587 + Penalty 3820.130208 = -14973931.803378 nChanged 5 SP:Iteration 88Q (1813.766984 sec): 3 clusters Score: Raw -14977752.360778 + Penalty 3820.130208 = -14973932.230570 nChanged 2 SP:Iteration 89Q (1814.015684 sec): 3 clusters Score: Raw -14977752.541634 + Penalty 3820.130208 = -14973932.411426 nChanged 2 SP:Iteration 90Q (1814.277189 sec): 3 clusters Score: Raw -14977752.653519 + Penalty 3820.130208 = -14973932.523311 nChanged 3 SP:Iteration 91Q (1814.495250 sec): 3 clusters Score: Raw -14977752.878286 + Penalty 3820.130208 = -14973932.748078 nChanged 4 SP:Iteration 92Q (1814.708174 sec): 3 clusters Score: Raw -14977753.144737 + Penalty 3820.130208 = -14973933.014528 nChanged 4 SP:Iteration 93Q (1814.924745 sec): 3 clusters Score: Raw -14977753.528866 + Penalty 3820.130208 = -14973933.398658 nChanged 6 SP:Iteration 94Q (1815.156535 sec): 3 clusters Score: Raw -14977753.941147 + Penalty 3820.130208 = -14973933.810939 nChanged 7 SP:Iteration 95Q (1815.363020 sec): 3 clusters Score: Raw -14977754.451313 + Penalty 3820.130208 = -14973934.321104 nChanged 2 SP:Iteration 96Q (1815.566979 sec): 3 clusters Score: Raw -14977754.612646 + Penalty 3820.130208 = -14973934.482438 nChanged 1 SP:Iteration 97Q (1815.766792 sec): 3 clusters Score: Raw -14977754.664311 + Penalty 3820.130208 = -14973934.534103 nChanged 2 SP:Iteration 98Q (1815.988094 sec): 3 clusters Score: Raw -14977754.916622 + Penalty 3820.130208 = -14973934.786414 nChanged 4 SP:Iteration 99Q (1816.212610 sec): 3 clusters Score: Raw -14977755.135995 + Penalty 3820.130208 = -14973935.005787 nChanged 3 SP:Iteration 100F (1816.489298 sec): 3 clusters Score: Raw -14977755.323317 + Penalty 3820.130208 = -14973935.193108 nChanged 1 SP:Iteration 101Q (1816.720310 sec): 3 clusters Score: Raw -14977755.345156 + Penalty 3820.130208 = -14973935.214948 nChanged 0 SP:Iteration 102F (1816.967849 sec): 3 clusters Score: Raw -14977755.345156 + Penalty 3820.130208 = -14973935.214948 nChanged 0 Trying to split cluster 10 (12568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1817.025514 sec): 2 clusters Score: Raw -1385617.306466 + Penalty 1533.822742 = -1384083.483724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1817.096817 sec): 3 clusters Score: Raw -1378312.130342 + Penalty 3067.645483 = -1375244.484858 nChanged 5505 SP:Iteration 1F (1817.167247 sec): 3 clusters Score: Raw -1381410.030247 + Penalty 3067.645483 = -1378342.384764 nChanged 835 SP:Iteration 2F (1817.226116 sec): 3 clusters Score: Raw -1381822.952001 + Penalty 3067.645483 = -1378755.306517 nChanged 777 SP:Iteration 3F (1817.296331 sec): 3 clusters Score: Raw -1382261.286970 + Penalty 3067.645483 = -1379193.641486 nChanged 758 SP:Iteration 4F (1817.365528 sec): 3 clusters Score: Raw -1382683.425181 + Penalty 3067.645483 = -1379615.779698 nChanged 690 SP:Iteration 5F (1817.435557 sec): 3 clusters Score: Raw -1383081.372683 + Penalty 3067.645483 = -1380013.727200 nChanged 645 SP:Iteration 6F (1817.500785 sec): 3 clusters Score: Raw -1383483.863118 + Penalty 3067.645483 = -1380416.217634 nChanged 599 SP:Iteration 7Q (1817.575267 sec): 3 clusters Score: Raw -1383884.800734 + Penalty 3067.645483 = -1380817.155251 nChanged 587 SP:Iteration 8Q (1817.649064 sec): 3 clusters Score: Raw -1384335.293252 + Penalty 3067.645483 = -1381267.647768 nChanged 529 SP:Iteration 9Q (1817.705911 sec): 3 clusters Score: Raw -1384764.587528 + Penalty 3067.645483 = -1381696.942045 nChanged 394 SP:Iteration 10Q (1817.776065 sec): 3 clusters Score: Raw -1385131.955768 + Penalty 3067.645483 = -1382064.310285 nChanged 312 SP:Iteration 11Q (1817.851562 sec): 3 clusters Score: Raw -1385417.258826 + Penalty 3067.645483 = -1382349.613343 nChanged 211 SP:Iteration 12Q (1817.909347 sec): 3 clusters Score: Raw -1385588.254944 + Penalty 3067.645483 = -1382520.609461 nChanged 132 SP:Iteration 13Q (1817.986553 sec): 3 clusters Score: Raw -1385672.776187 + Penalty 3067.645483 = -1382605.130704 nChanged 92 SP:Iteration 14Q (1818.045652 sec): 3 clusters Score: Raw -1385730.109193 + Penalty 3067.645483 = -1382662.463710 nChanged 65 SP:Iteration 15Q (1818.101176 sec): 3 clusters Score: Raw -1385764.885775 + Penalty 3067.645483 = -1382697.240291 nChanged 55 SP:Iteration 16Q (1818.162657 sec): 3 clusters Score: Raw -1385791.809483 + Penalty 3067.645483 = -1382724.163999 nChanged 38 SP:Iteration 17Q (1818.232418 sec): 3 clusters Score: Raw -1385813.986901 + Penalty 3067.645483 = -1382746.341418 nChanged 33 SP:Iteration 18Q (1818.287054 sec): 3 clusters Score: Raw -1385831.174510 + Penalty 3067.645483 = -1382763.529026 nChanged 33 SP:Iteration 19Q (1818.354164 sec): 3 clusters Score: Raw -1385846.096140 + Penalty 3067.645483 = -1382778.450656 nChanged 27 SP:Iteration 20F (1818.415459 sec): 3 clusters Score: Raw -1385856.899485 + Penalty 3067.645483 = -1382789.254002 nChanged 19 SP:Iteration 21Q (1818.476081 sec): 3 clusters Score: Raw -1385864.465623 + Penalty 3067.645483 = -1382796.820139 nChanged 22 SP:Iteration 22Q (1818.544159 sec): 3 clusters Score: Raw -1385874.551342 + Penalty 3067.645483 = -1382806.905858 nChanged 21 SP:Iteration 23Q (1818.595302 sec): 3 clusters Score: Raw -1385883.669746 + Penalty 3067.645483 = -1382816.024262 nChanged 14 SP:Iteration 24Q (1818.655989 sec): 3 clusters Score: Raw -1385889.963015 + Penalty 3067.645483 = -1382822.317531 nChanged 11 SP:Iteration 25Q (1818.723476 sec): 3 clusters Score: Raw -1385893.812330 + Penalty 3067.645483 = -1382826.166846 nChanged 9 SP:Iteration 26Q (1818.787541 sec): 3 clusters Score: Raw -1385898.472451 + Penalty 3067.645483 = -1382830.826967 nChanged 11 SP:Iteration 27Q (1818.837179 sec): 3 clusters Score: Raw -1385904.912021 + Penalty 3067.645483 = -1382837.266538 nChanged 10 SP:Iteration 28Q (1818.902256 sec): 3 clusters Score: Raw -1385909.685725 + Penalty 3067.645483 = -1382842.040242 nChanged 8 SP:Iteration 29Q (1818.963689 sec): 3 clusters Score: Raw -1385912.795581 + Penalty 3067.645483 = -1382845.150098 nChanged 8 SP:Iteration 30Q (1819.036873 sec): 3 clusters Score: Raw -1385915.915328 + Penalty 3067.645483 = -1382848.269844 nChanged 10 SP:Iteration 31Q (1819.098288 sec): 3 clusters Score: Raw -1385919.075259 + Penalty 3067.645483 = -1382851.429775 nChanged 3 SP:Iteration 32Q (1819.161182 sec): 3 clusters Score: Raw -1385920.732160 + Penalty 3067.645483 = -1382853.086677 nChanged 6 SP:Iteration 33Q (1819.213490 sec): 3 clusters Score: Raw -1385922.749492 + Penalty 3067.645483 = -1382855.104009 nChanged 5 SP:Iteration 34Q (1819.272162 sec): 3 clusters Score: Raw -1385924.777819 + Penalty 3067.645483 = -1382857.132335 nChanged 7 SP:Iteration 35Q (1819.342661 sec): 3 clusters Score: Raw -1385927.501485 + Penalty 3067.645483 = -1382859.856002 nChanged 7 SP:Iteration 36Q (1819.391727 sec): 3 clusters Score: Raw -1385930.129995 + Penalty 3067.645483 = -1382862.484512 nChanged 8 SP:Iteration 37Q (1819.457496 sec): 3 clusters Score: Raw -1385933.554570 + Penalty 3067.645483 = -1382865.909087 nChanged 12 SP:Iteration 38Q (1819.510398 sec): 3 clusters Score: Raw -1385939.600592 + Penalty 3067.645483 = -1382871.955108 nChanged 12 SP:Iteration 39Q (1819.565840 sec): 3 clusters Score: Raw -1385945.167720 + Penalty 3067.645483 = -1382877.522236 nChanged 7 SP:Iteration 40F (1819.632813 sec): 3 clusters Score: Raw -1385947.859558 + Penalty 3067.645483 = -1382880.214075 nChanged 7 SP:Iteration 41Q (1819.696064 sec): 3 clusters Score: Raw -1385950.049144 + Penalty 3067.645483 = -1382882.403660 nChanged 4 SP:Iteration 42Q (1819.760766 sec): 3 clusters Score: Raw -1385951.865281 + Penalty 3067.645483 = -1382884.219798 nChanged 8 SP:Iteration 43Q (1819.827849 sec): 3 clusters Score: Raw -1385955.373329 + Penalty 3067.645483 = -1382887.727845 nChanged 6 SP:Iteration 44Q (1819.892722 sec): 3 clusters Score: Raw -1385959.841003 + Penalty 3067.645483 = -1382892.195519 nChanged 7 SP:Iteration 45Q (1819.945452 sec): 3 clusters Score: Raw -1385962.864349 + Penalty 3067.645483 = -1382895.218866 nChanged 10 SP:Iteration 46Q (1820.009674 sec): 3 clusters Score: Raw -1385967.376060 + Penalty 3067.645483 = -1382899.730576 nChanged 8 SP:Iteration 47Q (1820.085643 sec): 3 clusters Score: Raw -1385972.189923 + Penalty 3067.645483 = -1382904.544440 nChanged 9 SP:Iteration 48Q (1820.138894 sec): 3 clusters Score: Raw -1385975.848099 + Penalty 3067.645483 = -1382908.202615 nChanged 8 SP:Iteration 49Q (1820.206391 sec): 3 clusters Score: Raw -1385978.956392 + Penalty 3067.645483 = -1382911.310908 nChanged 6 SP:Iteration 50Q (1820.273481 sec): 3 clusters Score: Raw -1385980.855859 + Penalty 3067.645483 = -1382913.210375 nChanged 3 SP:Iteration 51Q (1820.353260 sec): 3 clusters Score: Raw -1385981.797809 + Penalty 3067.645483 = -1382914.152325 nChanged 3 SP:Iteration 52Q (1820.418927 sec): 3 clusters Score: Raw -1385982.505969 + Penalty 3067.645483 = -1382914.860486 nChanged 0 SP:Iteration 53F (1820.492193 sec): 3 clusters Score: Raw -1385982.505969 + Penalty 3067.645483 = -1382914.860486 nChanged 0 Trying to split cluster 11 (6874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1820.525119 sec): 2 clusters Score: Raw -817174.421730 + Penalty 1435.768987 = -815738.652743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1820.586922 sec): 3 clusters Score: Raw -813403.434363 + Penalty 2871.537974 = -810531.896389 nChanged 2901 SP:Iteration 1F (1820.635500 sec): 3 clusters Score: Raw -814997.614235 + Penalty 2871.537974 = -812126.076261 nChanged 437 SP:Iteration 2F (1820.706640 sec): 3 clusters Score: Raw -815178.861012 + Penalty 2871.537974 = -812307.323039 nChanged 315 SP:Iteration 3Q (1820.756061 sec): 3 clusters Score: Raw -815303.850557 + Penalty 2871.537974 = -812432.312583 nChanged 259 SP:Iteration 4Q (1820.816365 sec): 3 clusters Score: Raw -815393.120187 + Penalty 2871.537974 = -812521.582214 nChanged 214 SP:Iteration 5Q (1820.882266 sec): 3 clusters Score: Raw -815456.154740 + Penalty 2871.537974 = -812584.616767 nChanged 147 SP:Iteration 6Q (1820.946753 sec): 3 clusters Score: Raw -815500.615162 + Penalty 2871.537974 = -812629.077188 nChanged 146 SP:Iteration 7Q (1821.005445 sec): 3 clusters Score: Raw -815554.928156 + Penalty 2871.537974 = -812683.390182 nChanged 140 SP:Iteration 8Q (1821.070408 sec): 3 clusters Score: Raw -815612.877078 + Penalty 2871.537974 = -812741.339105 nChanged 162 SP:Iteration 9Q (1821.128160 sec): 3 clusters Score: Raw -815684.622208 + Penalty 2871.537974 = -812813.084234 nChanged 180 SP:Iteration 10Q (1821.178910 sec): 3 clusters Score: Raw -815756.885956 + Penalty 2871.537974 = -812885.347982 nChanged 167 SP:Iteration 11Q (1821.236254 sec): 3 clusters Score: Raw -815830.237953 + Penalty 2871.537974 = -812958.699980 nChanged 200 SP:Iteration 12Q (1821.289526 sec): 3 clusters Score: Raw -815922.974801 + Penalty 2871.537974 = -813051.436828 nChanged 198 SP:Iteration 13Q (1821.345605 sec): 3 clusters Score: Raw -816022.148427 + Penalty 2871.537974 = -813150.610454 nChanged 209 SP:Iteration 14Q (1821.411078 sec): 3 clusters Score: Raw -816149.648083 + Penalty 2871.537974 = -813278.110110 nChanged 219 SP:Iteration 15Q (1821.465874 sec): 3 clusters Score: Raw -816272.811781 + Penalty 2871.537974 = -813401.273807 nChanged 225 SP:Iteration 16Q (1821.528412 sec): 3 clusters Score: Raw -816394.228172 + Penalty 2871.537974 = -813522.690198 nChanged 206 SP:Iteration 17Q (1821.577256 sec): 3 clusters Score: Raw -816506.257133 + Penalty 2871.537974 = -813634.719159 nChanged 179 SP:Iteration 18Q (1821.640487 sec): 3 clusters Score: Raw -816591.960075 + Penalty 2871.537974 = -813720.422102 nChanged 162 SP:Iteration 19Q (1821.706250 sec): 3 clusters Score: Raw -816657.204136 + Penalty 2871.537974 = -813785.666163 nChanged 127 SP:Iteration 20F (1821.767772 sec): 3 clusters Score: Raw -816716.454023 + Penalty 2871.537974 = -813844.916049 nChanged 138 SP:Iteration 21Q (1821.826642 sec): 3 clusters Score: Raw -816777.067231 + Penalty 2871.537974 = -813905.529257 nChanged 118 SP:Iteration 22Q (1821.890783 sec): 3 clusters Score: Raw -816820.036987 + Penalty 2871.537974 = -813948.499013 nChanged 96 SP:Iteration 23Q (1821.941656 sec): 3 clusters Score: Raw -816850.198568 + Penalty 2871.537974 = -813978.660594 nChanged 84 SP:Iteration 24Q (1822.014787 sec): 3 clusters Score: Raw -816873.595898 + Penalty 2871.537974 = -814002.057924 nChanged 71 SP:Iteration 25Q (1822.064773 sec): 3 clusters Score: Raw -816893.604974 + Penalty 2871.537974 = -814022.067001 nChanged 66 SP:Iteration 26Q (1822.134548 sec): 3 clusters Score: Raw -816911.449727 + Penalty 2871.537974 = -814039.911753 nChanged 57 SP:Iteration 27Q (1822.195628 sec): 3 clusters Score: Raw -816924.352202 + Penalty 2871.537974 = -814052.814229 nChanged 46 SP:Iteration 28Q (1822.244166 sec): 3 clusters Score: Raw -816936.150257 + Penalty 2871.537974 = -814064.612283 nChanged 42 SP:Iteration 29Q (1822.304942 sec): 3 clusters Score: Raw -816946.163730 + Penalty 2871.537974 = -814074.625757 nChanged 35 SP:Iteration 30Q (1822.378109 sec): 3 clusters Score: Raw -816953.616091 + Penalty 2871.537974 = -814082.078118 nChanged 33 SP:Iteration 31Q (1822.424435 sec): 3 clusters Score: Raw -816960.163030 + Penalty 2871.537974 = -814088.625056 nChanged 28 SP:Iteration 32Q (1822.480643 sec): 3 clusters Score: Raw -816966.430043 + Penalty 2871.537974 = -814094.892070 nChanged 34 SP:Iteration 33Q (1822.544018 sec): 3 clusters Score: Raw -816972.326815 + Penalty 2871.537974 = -814100.788841 nChanged 16 SP:Iteration 34Q (1822.596059 sec): 3 clusters Score: Raw -816975.264079 + Penalty 2871.537974 = -814103.726105 nChanged 21 SP:Iteration 35Q (1822.651277 sec): 3 clusters Score: Raw -816978.687278 + Penalty 2871.537974 = -814107.149305 nChanged 14 SP:Iteration 36Q (1822.711412 sec): 3 clusters Score: Raw -816980.775183 + Penalty 2871.537974 = -814109.237209 nChanged 14 SP:Iteration 37Q (1822.764678 sec): 3 clusters Score: Raw -816983.629399 + Penalty 2871.537974 = -814112.091425 nChanged 16 SP:Iteration 38Q (1822.826223 sec): 3 clusters Score: Raw -816986.182475 + Penalty 2871.537974 = -814114.644501 nChanged 11 SP:Iteration 39Q (1822.876495 sec): 3 clusters Score: Raw -816987.945859 + Penalty 2871.537974 = -814116.407885 nChanged 16 SP:Iteration 40F (1822.935363 sec): 3 clusters Score: Raw -816990.160772 + Penalty 2871.537974 = -814118.622799 nChanged 15 SP:Iteration 41Q (1823.004044 sec): 3 clusters Score: Raw -816991.936573 + Penalty 2871.537974 = -814120.398600 nChanged 13 SP:Iteration 42Q (1823.054921 sec): 3 clusters Score: Raw -816993.864739 + Penalty 2871.537974 = -814122.326765 nChanged 14 SP:Iteration 43Q (1823.122475 sec): 3 clusters Score: Raw -816996.315731 + Penalty 2871.537974 = -814124.777757 nChanged 21 SP:Iteration 44Q (1823.185741 sec): 3 clusters Score: Raw -817001.560324 + Penalty 2871.537974 = -814130.022350 nChanged 26 SP:Iteration 45Q (1823.246872 sec): 3 clusters Score: Raw -817007.882686 + Penalty 2871.537974 = -814136.344713 nChanged 27 SP:Iteration 46Q (1823.305740 sec): 3 clusters Score: Raw -817012.195696 + Penalty 2871.537974 = -814140.657723 nChanged 17 SP:Iteration 47Q (1823.350581 sec): 3 clusters Score: Raw -817014.394435 + Penalty 2871.537974 = -814142.856461 nChanged 13 SP:Iteration 48Q (1823.424482 sec): 3 clusters Score: Raw -817016.141403 + Penalty 2871.537974 = -814144.603430 nChanged 9 SP:Iteration 49Q (1823.476537 sec): 3 clusters Score: Raw -817017.015672 + Penalty 2871.537974 = -814145.477698 nChanged 8 SP:Iteration 50Q (1823.542999 sec): 3 clusters Score: Raw -817018.046158 + Penalty 2871.537974 = -814146.508184 nChanged 10 SP:Iteration 51Q (1823.601706 sec): 3 clusters Score: Raw -817019.829892 + Penalty 2871.537974 = -814148.291918 nChanged 12 SP:Iteration 52Q (1823.664049 sec): 3 clusters Score: Raw -817022.412135 + Penalty 2871.537974 = -814150.874161 nChanged 14 SP:Iteration 53Q (1823.737151 sec): 3 clusters Score: Raw -817024.727760 + Penalty 2871.537974 = -814153.189787 nChanged 15 SP:Iteration 54Q (1823.797624 sec): 3 clusters Score: Raw -817027.202504 + Penalty 2871.537974 = -814155.664531 nChanged 14 SP:Iteration 55Q (1823.857404 sec): 3 clusters Score: Raw -817029.680598 + Penalty 2871.537974 = -814158.142625 nChanged 16 SP:Iteration 56Q (1823.905229 sec): 3 clusters Score: Raw -817032.659417 + Penalty 2871.537974 = -814161.121443 nChanged 22 SP:Iteration 57Q (1823.972923 sec): 3 clusters Score: Raw -817036.470791 + Penalty 2871.537974 = -814164.932817 nChanged 23 SP:Iteration 58Q (1824.010477 sec): 3 clusters Score: Raw -817041.131909 + Penalty 2871.537974 = -814169.593935 nChanged 28 SP:Iteration 59Q (1824.077270 sec): 3 clusters Score: Raw -817046.569860 + Penalty 2871.537974 = -814175.031886 nChanged 22 SP:Iteration 60F (1824.129203 sec): 3 clusters Score: Raw -817050.919349 + Penalty 2871.537974 = -814179.381375 nChanged 25 SP:Iteration 61Q (1824.187977 sec): 3 clusters Score: Raw -817055.728244 + Penalty 2871.537974 = -814184.190270 nChanged 21 SP:Iteration 62Q (1824.242278 sec): 3 clusters Score: Raw -817060.042371 + Penalty 2871.537974 = -814188.504397 nChanged 24 SP:Iteration 63Q (1824.292205 sec): 3 clusters Score: Raw -817066.865815 + Penalty 2871.537974 = -814195.327842 nChanged 26 SP:Iteration 64Q (1824.348590 sec): 3 clusters Score: Raw -817076.370866 + Penalty 2871.537974 = -814204.832892 nChanged 27 SP:Iteration 65Q (1824.411808 sec): 3 clusters Score: Raw -817084.763710 + Penalty 2871.537974 = -814213.225736 nChanged 25 SP:Iteration 66Q (1824.469223 sec): 3 clusters Score: Raw -817090.289551 + Penalty 2871.537974 = -814218.751578 nChanged 23 SP:Iteration 67Q (1824.515662 sec): 3 clusters Score: Raw -817094.313480 + Penalty 2871.537974 = -814222.775506 nChanged 19 SP:Iteration 68Q (1824.582319 sec): 3 clusters Score: Raw -817098.086489 + Penalty 2871.537974 = -814226.548515 nChanged 26 SP:Iteration 69Q (1824.625925 sec): 3 clusters Score: Raw -817102.870116 + Penalty 2871.537974 = -814231.332142 nChanged 20 SP:Iteration 70Q (1824.692384 sec): 3 clusters Score: Raw -817107.696007 + Penalty 2871.537974 = -814236.158034 nChanged 25 SP:Iteration 71Q (1824.738390 sec): 3 clusters Score: Raw -817113.616955 + Penalty 2871.537974 = -814242.078981 nChanged 29 SP:Iteration 72Q (1824.809750 sec): 3 clusters Score: Raw -817119.351599 + Penalty 2871.537974 = -814247.813625 nChanged 21 SP:Iteration 73Q (1824.870703 sec): 3 clusters Score: Raw -817123.531455 + Penalty 2871.537974 = -814251.993482 nChanged 15 SP:Iteration 74Q (1824.918714 sec): 3 clusters Score: Raw -817126.326248 + Penalty 2871.537974 = -814254.788275 nChanged 18 SP:Iteration 75Q (1824.972514 sec): 3 clusters Score: Raw -817129.475778 + Penalty 2871.537974 = -814257.937805 nChanged 14 SP:Iteration 76Q (1825.029582 sec): 3 clusters Score: Raw -817131.480581 + Penalty 2871.537974 = -814259.942608 nChanged 16 SP:Iteration 77Q (1825.099235 sec): 3 clusters Score: Raw -817134.755372 + Penalty 2871.537974 = -814263.217399 nChanged 15 SP:Iteration 78Q (1825.156702 sec): 3 clusters Score: Raw -817137.167415 + Penalty 2871.537974 = -814265.629442 nChanged 10 SP:Iteration 79Q (1825.213941 sec): 3 clusters Score: Raw -817139.473973 + Penalty 2871.537974 = -814267.936000 nChanged 13 SP:Iteration 80F (1825.273630 sec): 3 clusters Score: Raw -817142.972912 + Penalty 2871.537974 = -814271.434939 nChanged 21 SP:Iteration 81Q (1825.330616 sec): 3 clusters Score: Raw -817148.585057 + Penalty 2871.537974 = -814277.047084 nChanged 19 SP:Iteration 82Q (1825.381082 sec): 3 clusters Score: Raw -817151.564122 + Penalty 2871.537974 = -814280.026148 nChanged 14 SP:Iteration 83Q (1825.450309 sec): 3 clusters Score: Raw -817154.369497 + Penalty 2871.537974 = -814282.831523 nChanged 13 SP:Iteration 84Q (1825.511850 sec): 3 clusters Score: Raw -817157.205841 + Penalty 2871.537974 = -814285.667868 nChanged 14 SP:Iteration 85Q (1825.558907 sec): 3 clusters Score: Raw -817159.869464 + Penalty 2871.537974 = -814288.331490 nChanged 17 SP:Iteration 86Q (1825.622363 sec): 3 clusters Score: Raw -817163.751915 + Penalty 2871.537974 = -814292.213941 nChanged 14 SP:Iteration 87Q (1825.688792 sec): 3 clusters Score: Raw -817166.616682 + Penalty 2871.537974 = -814295.078708 nChanged 13 SP:Iteration 88Q (1825.739941 sec): 3 clusters Score: Raw -817169.132738 + Penalty 2871.537974 = -814297.594764 nChanged 16 SP:Iteration 89Q (1825.793541 sec): 3 clusters Score: Raw -817172.419434 + Penalty 2871.537974 = -814300.881460 nChanged 19 SP:Iteration 90Q (1825.859723 sec): 3 clusters Score: Raw -817176.572685 + Penalty 2871.537974 = -814305.034712 nChanged 11 SP:Iteration 91Q (1825.918237 sec): 3 clusters Score: Raw -817178.559856 + Penalty 2871.537974 = -814307.021882 nChanged 9 SP:Iteration 92Q (1825.975517 sec): 3 clusters Score: Raw -817180.267795 + Penalty 2871.537974 = -814308.729821 nChanged 14 SP:Iteration 93Q (1826.031285 sec): 3 clusters Score: Raw -817182.789953 + Penalty 2871.537974 = -814311.251979 nChanged 9 SP:Iteration 94Q (1826.089838 sec): 3 clusters Score: Raw -817183.752475 + Penalty 2871.537974 = -814312.214501 nChanged 5 SP:Iteration 95Q (1826.150064 sec): 3 clusters Score: Raw -817184.405983 + Penalty 2871.537974 = -814312.868009 nChanged 8 SP:Iteration 96Q (1826.213112 sec): 3 clusters Score: Raw -817186.017278 + Penalty 2871.537974 = -814314.479304 nChanged 3 SP:Iteration 97Q (1826.269003 sec): 3 clusters Score: Raw -817186.408780 + Penalty 2871.537974 = -814314.870806 nChanged 1 SP:Iteration 98Q (1826.331866 sec): 3 clusters Score: Raw -817186.476805 + Penalty 2871.537974 = -814314.938832 nChanged 1 SP:Iteration 99Q (1826.384665 sec): 3 clusters Score: Raw -817186.541243 + Penalty 2871.537974 = -814315.003269 nChanged 0 SP:Iteration 100F (1826.432166 sec): 3 clusters Score: Raw -817186.541243 + Penalty 2871.537974 = -814315.003269 nChanged 0 Trying to split cluster 12 (78173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1826.566802 sec): 2 clusters Score: Raw -9355694.701453 + Penalty 1830.835435 = -9353863.866018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1826.737301 sec): 3 clusters Score: Raw -9305286.967028 + Penalty 3661.670869 = -9301625.296158 nChanged 37211 SP:Iteration 1F (1826.907418 sec): 3 clusters Score: Raw -9327194.932478 + Penalty 3661.670869 = -9323533.261609 nChanged 3639 SP:Iteration 2Q (1827.077755 sec): 3 clusters Score: Raw -9328629.847014 + Penalty 3661.670869 = -9324968.176144 nChanged 4142 SP:Iteration 3F (1827.249171 sec): 3 clusters Score: Raw -9330576.822441 + Penalty 3661.670869 = -9326915.151572 nChanged 4563 SP:Iteration 4F (1827.412800 sec): 3 clusters Score: Raw -9333239.309101 + Penalty 3661.670869 = -9329577.638232 nChanged 5171 SP:Iteration 5F (1827.585621 sec): 3 clusters Score: Raw -9336833.198151 + Penalty 3661.670869 = -9333171.527281 nChanged 5418 SP:Iteration 6F (1827.774505 sec): 3 clusters Score: Raw -9340872.740144 + Penalty 3661.670869 = -9337211.069275 nChanged 5093 SP:Iteration 7F (1827.965021 sec): 3 clusters Score: Raw -9344503.295408 + Penalty 3661.670869 = -9340841.624539 nChanged 4084 SP:Iteration 8F (1828.153971 sec): 3 clusters Score: Raw -9346858.889558 + Penalty 3661.670869 = -9343197.218688 nChanged 2909 SP:Iteration 9Q (1828.348752 sec): 3 clusters Score: Raw -9348165.233134 + Penalty 3661.670869 = -9344503.562264 nChanged 2024 SP:Iteration 10Q (1828.529630 sec): 3 clusters Score: Raw -9348943.780220 + Penalty 3661.670869 = -9345282.109351 nChanged 1500 SP:Iteration 11Q (1828.720841 sec): 3 clusters Score: Raw -9349500.989294 + Penalty 3661.670869 = -9345839.318424 nChanged 1331 SP:Iteration 12Q (1828.908904 sec): 3 clusters Score: Raw -9350001.362055 + Penalty 3661.670869 = -9346339.691185 nChanged 1311 SP:Iteration 13Q (1829.087644 sec): 3 clusters Score: Raw -9350502.202419 + Penalty 3661.670869 = -9346840.531550 nChanged 1225 SP:Iteration 14Q (1829.254036 sec): 3 clusters Score: Raw -9350972.355517 + Penalty 3661.670869 = -9347310.684648 nChanged 1162 SP:Iteration 15Q (1829.431054 sec): 3 clusters Score: Raw -9351419.924802 + Penalty 3661.670869 = -9347758.253932 nChanged 1149 SP:Iteration 16Q (1829.615158 sec): 3 clusters Score: Raw -9351840.370186 + Penalty 3661.670869 = -9348178.699317 nChanged 1001 SP:Iteration 17Q (1829.807697 sec): 3 clusters Score: Raw -9352194.499278 + Penalty 3661.670869 = -9348532.828409 nChanged 876 SP:Iteration 18Q (1829.985912 sec): 3 clusters Score: Raw -9352494.418201 + Penalty 3661.670869 = -9348832.747332 nChanged 850 SP:Iteration 19Q (1830.160839 sec): 3 clusters Score: Raw -9352752.834637 + Penalty 3661.670869 = -9349091.163768 nChanged 765 SP:Iteration 20F (1830.344015 sec): 3 clusters Score: Raw -9352971.548767 + Penalty 3661.670869 = -9349309.877898 nChanged 713 SP:Iteration 21Q (1830.556044 sec): 3 clusters Score: Raw -9353160.509793 + Penalty 3661.670869 = -9349498.838923 nChanged 629 SP:Iteration 22Q (1830.723395 sec): 3 clusters Score: Raw -9353297.768733 + Penalty 3661.670869 = -9349636.097863 nChanged 588 SP:Iteration 23Q (1830.894489 sec): 3 clusters Score: Raw -9353421.659096 + Penalty 3661.670869 = -9349759.988227 nChanged 573 SP:Iteration 24Q (1831.068281 sec): 3 clusters Score: Raw -9353540.154853 + Penalty 3661.670869 = -9349878.483984 nChanged 529 SP:Iteration 25Q (1831.235859 sec): 3 clusters Score: Raw -9353640.462728 + Penalty 3661.670869 = -9349978.791858 nChanged 479 SP:Iteration 26Q (1831.403498 sec): 3 clusters Score: Raw -9353732.003528 + Penalty 3661.670869 = -9350070.332658 nChanged 475 SP:Iteration 27Q (1831.582147 sec): 3 clusters Score: Raw -9353816.538993 + Penalty 3661.670869 = -9350154.868124 nChanged 477 SP:Iteration 28Q (1831.751884 sec): 3 clusters Score: Raw -9353901.314730 + Penalty 3661.670869 = -9350239.643861 nChanged 479 SP:Iteration 29Q (1831.922525 sec): 3 clusters Score: Raw -9353982.887252 + Penalty 3661.670869 = -9350321.216383 nChanged 471 SP:Iteration 30Q (1832.084060 sec): 3 clusters Score: Raw -9354064.530979 + Penalty 3661.670869 = -9350402.860110 nChanged 473 SP:Iteration 31Q (1832.243495 sec): 3 clusters Score: Raw -9354150.753382 + Penalty 3661.670869 = -9350489.082513 nChanged 486 SP:Iteration 32Q (1832.412269 sec): 3 clusters Score: Raw -9354237.509816 + Penalty 3661.670869 = -9350575.838946 nChanged 475 SP:Iteration 33Q (1832.578327 sec): 3 clusters Score: Raw -9354321.562970 + Penalty 3661.670869 = -9350659.892101 nChanged 445 SP:Iteration 34Q (1832.756765 sec): 3 clusters Score: Raw -9354401.581187 + Penalty 3661.670869 = -9350739.910318 nChanged 429 SP:Iteration 35Q (1832.944884 sec): 3 clusters Score: Raw -9354475.335127 + Penalty 3661.670869 = -9350813.664258 nChanged 391 SP:Iteration 36Q (1833.115140 sec): 3 clusters Score: Raw -9354541.394822 + Penalty 3661.670869 = -9350879.723952 nChanged 379 SP:Iteration 37Q (1833.289367 sec): 3 clusters Score: Raw -9354606.419207 + Penalty 3661.670869 = -9350944.748337 nChanged 378 SP:Iteration 38Q (1833.450823 sec): 3 clusters Score: Raw -9354666.292293 + Penalty 3661.670869 = -9351004.621423 nChanged 337 SP:Iteration 39Q (1833.604853 sec): 3 clusters Score: Raw -9354716.773555 + Penalty 3661.670869 = -9351055.102685 nChanged 323 SP:Iteration 40F (1833.784298 sec): 3 clusters Score: Raw -9354766.803255 + Penalty 3661.670869 = -9351105.132386 nChanged 326 SP:Iteration 41Q (1833.938952 sec): 3 clusters Score: Raw -9354818.549621 + Penalty 3661.670869 = -9351156.878752 nChanged 332 SP:Iteration 42Q (1834.088299 sec): 3 clusters Score: Raw -9354873.687709 + Penalty 3661.670869 = -9351212.016840 nChanged 311 SP:Iteration 43Q (1834.268267 sec): 3 clusters Score: Raw -9354922.312938 + Penalty 3661.670869 = -9351260.642068 nChanged 294 SP:Iteration 44Q (1834.422478 sec): 3 clusters Score: Raw -9354969.915679 + Penalty 3661.670869 = -9351308.244809 nChanged 319 SP:Iteration 45Q (1834.579568 sec): 3 clusters Score: Raw -9355022.833566 + Penalty 3661.670869 = -9351361.162697 nChanged 284 SP:Iteration 46Q (1834.765913 sec): 3 clusters Score: Raw -9355068.431500 + Penalty 3661.670869 = -9351406.760631 nChanged 255 SP:Iteration 47Q (1834.943026 sec): 3 clusters Score: Raw -9355104.365653 + Penalty 3661.670869 = -9351442.694784 nChanged 227 SP:Iteration 48Q (1835.119401 sec): 3 clusters Score: Raw -9355135.605032 + Penalty 3661.670869 = -9351473.934163 nChanged 234 SP:Iteration 49Q (1835.281192 sec): 3 clusters Score: Raw -9355171.371052 + Penalty 3661.670869 = -9351509.700182 nChanged 259 SP:Iteration 50Q (1835.447927 sec): 3 clusters Score: Raw -9355213.141348 + Penalty 3661.670869 = -9351551.470478 nChanged 259 SP:Iteration 51Q (1835.597860 sec): 3 clusters Score: Raw -9355253.665938 + Penalty 3661.670869 = -9351591.995068 nChanged 245 SP:Iteration 52Q (1835.744599 sec): 3 clusters Score: Raw -9355292.368546 + Penalty 3661.670869 = -9351630.697677 nChanged 216 SP:Iteration 53Q (1835.887276 sec): 3 clusters Score: Raw -9355324.037957 + Penalty 3661.670869 = -9351662.367088 nChanged 211 SP:Iteration 54Q (1836.031732 sec): 3 clusters Score: Raw -9355356.099349 + Penalty 3661.670869 = -9351694.428480 nChanged 196 SP:Iteration 55Q (1836.183710 sec): 3 clusters Score: Raw -9355385.550454 + Penalty 3661.670869 = -9351723.879584 nChanged 196 SP:Iteration 56Q (1836.333484 sec): 3 clusters Score: Raw -9355416.250510 + Penalty 3661.670869 = -9351754.579641 nChanged 184 SP:Iteration 57Q (1836.490133 sec): 3 clusters Score: Raw -9355446.204211 + Penalty 3661.670869 = -9351784.533341 nChanged 190 SP:Iteration 58Q (1836.650184 sec): 3 clusters Score: Raw -9355481.103167 + Penalty 3661.670869 = -9351819.432297 nChanged 187 SP:Iteration 59Q (1836.808572 sec): 3 clusters Score: Raw -9355511.037510 + Penalty 3661.670869 = -9351849.366640 nChanged 185 SP:Iteration 60F (1836.985852 sec): 3 clusters Score: Raw -9355539.260229 + Penalty 3661.670869 = -9351877.589360 nChanged 171 SP:Iteration 61Q (1837.136768 sec): 3 clusters Score: Raw -9355565.678820 + Penalty 3661.670869 = -9351904.007951 nChanged 177 SP:Iteration 62Q (1837.308756 sec): 3 clusters Score: Raw -9355593.157598 + Penalty 3661.670869 = -9351931.486728 nChanged 145 SP:Iteration 63Q (1837.456971 sec): 3 clusters Score: Raw -9355613.759971 + Penalty 3661.670869 = -9351952.089102 nChanged 132 SP:Iteration 64Q (1837.600994 sec): 3 clusters Score: Raw -9355632.948226 + Penalty 3661.670869 = -9351971.277357 nChanged 141 SP:Iteration 65Q (1837.737962 sec): 3 clusters Score: Raw -9355653.516918 + Penalty 3661.670869 = -9351991.846048 nChanged 124 SP:Iteration 66Q (1837.879117 sec): 3 clusters Score: Raw -9355670.133190 + Penalty 3661.670869 = -9352008.462320 nChanged 119 SP:Iteration 67Q (1838.030850 sec): 3 clusters Score: Raw -9355687.005160 + Penalty 3661.670869 = -9352025.334291 nChanged 106 SP:Iteration 68Q (1838.174045 sec): 3 clusters Score: Raw -9355700.364284 + Penalty 3661.670869 = -9352038.693415 nChanged 101 SP:Iteration 69Q (1838.306817 sec): 3 clusters Score: Raw -9355713.457813 + Penalty 3661.670869 = -9352051.786943 nChanged 113 SP:Iteration 70Q (1838.453035 sec): 3 clusters Score: Raw -9355729.268100 + Penalty 3661.670869 = -9352067.597230 nChanged 116 SP:Iteration 71Q (1838.608368 sec): 3 clusters Score: Raw -9355745.744528 + Penalty 3661.670869 = -9352084.073659 nChanged 122 SP:Iteration 72Q (1838.768440 sec): 3 clusters Score: Raw -9355763.950811 + Penalty 3661.670869 = -9352102.279941 nChanged 119 SP:Iteration 73Q (1838.926566 sec): 3 clusters Score: Raw -9355784.738403 + Penalty 3661.670869 = -9352123.067533 nChanged 110 SP:Iteration 74Q (1839.081674 sec): 3 clusters Score: Raw -9355803.012843 + Penalty 3661.670869 = -9352141.341974 nChanged 96 SP:Iteration 75Q (1839.255750 sec): 3 clusters Score: Raw -9355818.527584 + Penalty 3661.670869 = -9352156.856715 nChanged 93 SP:Iteration 76Q (1839.412058 sec): 3 clusters Score: Raw -9355833.030218 + Penalty 3661.670869 = -9352171.359348 nChanged 90 SP:Iteration 77Q (1839.576232 sec): 3 clusters Score: Raw -9355847.302824 + Penalty 3661.670869 = -9352185.631955 nChanged 82 SP:Iteration 78Q (1839.758084 sec): 3 clusters Score: Raw -9355859.795201 + Penalty 3661.670869 = -9352198.124332 nChanged 77 SP:Iteration 79Q (1839.911314 sec): 3 clusters Score: Raw -9355869.362927 + Penalty 3661.670869 = -9352207.692057 nChanged 65 SP:Iteration 80F (1840.097147 sec): 3 clusters Score: Raw -9355879.789437 + Penalty 3661.670869 = -9352218.118568 nChanged 76 SP:Iteration 81Q (1840.242221 sec): 3 clusters Score: Raw -9355892.512798 + Penalty 3661.670869 = -9352230.841929 nChanged 90 SP:Iteration 82Q (1840.405624 sec): 3 clusters Score: Raw -9355908.681025 + Penalty 3661.670869 = -9352247.010156 nChanged 89 SP:Iteration 83Q (1840.560443 sec): 3 clusters Score: Raw -9355923.516152 + Penalty 3661.670869 = -9352261.845283 nChanged 76 SP:Iteration 84Q (1840.710101 sec): 3 clusters Score: Raw -9355938.481338 + Penalty 3661.670869 = -9352276.810468 nChanged 81 SP:Iteration 85Q (1840.863739 sec): 3 clusters Score: Raw -9355954.123812 + Penalty 3661.670869 = -9352292.452942 nChanged 83 SP:Iteration 86Q (1841.013257 sec): 3 clusters Score: Raw -9355969.434484 + Penalty 3661.670869 = -9352307.763615 nChanged 84 SP:Iteration 87Q (1841.164611 sec): 3 clusters Score: Raw -9355983.382631 + Penalty 3661.670869 = -9352321.711761 nChanged 82 SP:Iteration 88Q (1841.336447 sec): 3 clusters Score: Raw -9355998.264534 + Penalty 3661.670869 = -9352336.593665 nChanged 77 SP:Iteration 89Q (1841.487709 sec): 3 clusters Score: Raw -9356012.840759 + Penalty 3661.670869 = -9352351.169889 nChanged 68 SP:Iteration 90Q (1841.643803 sec): 3 clusters Score: Raw -9356023.776265 + Penalty 3661.670869 = -9352362.105395 nChanged 56 SP:Iteration 91Q (1841.790398 sec): 3 clusters Score: Raw -9356031.423170 + Penalty 3661.670869 = -9352369.752300 nChanged 51 SP:Iteration 92Q (1841.934840 sec): 3 clusters Score: Raw -9356037.953956 + Penalty 3661.670869 = -9352376.283086 nChanged 45 SP:Iteration 93Q (1842.092314 sec): 3 clusters Score: Raw -9356044.110547 + Penalty 3661.670869 = -9352382.439677 nChanged 51 SP:Iteration 94Q (1842.242844 sec): 3 clusters Score: Raw -9356052.036978 + Penalty 3661.670869 = -9352390.366109 nChanged 41 SP:Iteration 95Q (1842.397882 sec): 3 clusters Score: Raw -9356058.858688 + Penalty 3661.670869 = -9352397.187819 nChanged 47 SP:Iteration 96Q (1842.560442 sec): 3 clusters Score: Raw -9356066.336107 + Penalty 3661.670869 = -9352404.665237 nChanged 47 SP:Iteration 97Q (1842.719217 sec): 3 clusters Score: Raw -9356073.950784 + Penalty 3661.670869 = -9352412.279914 nChanged 49 SP:Iteration 98Q (1842.881126 sec): 3 clusters Score: Raw -9356082.584672 + Penalty 3661.670869 = -9352420.913803 nChanged 48 SP:Iteration 99Q (1843.045415 sec): 3 clusters Score: Raw -9356090.140638 + Penalty 3661.670869 = -9352428.469768 nChanged 36 SP:Iteration 100F (1843.225523 sec): 3 clusters Score: Raw -9356094.160865 + Penalty 3661.670869 = -9352432.489996 nChanged 27 SP:Iteration 101Q (1843.375570 sec): 3 clusters Score: Raw -9356096.952009 + Penalty 3661.670869 = -9352435.281140 nChanged 22 SP:Iteration 102Q (1843.526013 sec): 3 clusters Score: Raw -9356099.152878 + Penalty 3661.670869 = -9352437.482009 nChanged 25 SP:Iteration 103Q (1843.673555 sec): 3 clusters Score: Raw -9356102.459212 + Penalty 3661.670869 = -9352440.788342 nChanged 22 SP:Iteration 104Q (1843.827696 sec): 3 clusters Score: Raw -9356105.795083 + Penalty 3661.670869 = -9352444.124214 nChanged 31 SP:Iteration 105Q (1843.979423 sec): 3 clusters Score: Raw -9356111.164157 + Penalty 3661.670869 = -9352449.493288 nChanged 38 SP:Iteration 106Q (1844.118917 sec): 3 clusters Score: Raw -9356116.297099 + Penalty 3661.670869 = -9352454.626230 nChanged 29 SP:Iteration 107Q (1844.288656 sec): 3 clusters Score: Raw -9356120.467292 + Penalty 3661.670869 = -9352458.796423 nChanged 25 SP:Iteration 108Q (1844.434827 sec): 3 clusters Score: Raw -9356123.752227 + Penalty 3661.670869 = -9352462.081358 nChanged 25 SP:Iteration 109Q (1844.615335 sec): 3 clusters Score: Raw -9356127.318253 + Penalty 3661.670869 = -9352465.647384 nChanged 22 SP:Iteration 110Q (1844.801340 sec): 3 clusters Score: Raw -9356131.188228 + Penalty 3661.670869 = -9352469.517359 nChanged 27 SP:Iteration 111Q (1844.967082 sec): 3 clusters Score: Raw -9356135.748881 + Penalty 3661.670869 = -9352474.078011 nChanged 29 SP:Iteration 112Q (1845.120372 sec): 3 clusters Score: Raw -9356141.499426 + Penalty 3661.670869 = -9352479.828557 nChanged 27 SP:Iteration 113Q (1845.267312 sec): 3 clusters Score: Raw -9356146.679238 + Penalty 3661.670869 = -9352485.008369 nChanged 29 SP:Iteration 114Q (1845.407525 sec): 3 clusters Score: Raw -9356150.820294 + Penalty 3661.670869 = -9352489.149424 nChanged 28 SP:Iteration 115Q (1845.540960 sec): 3 clusters Score: Raw -9356156.490385 + Penalty 3661.670869 = -9352494.819516 nChanged 34 SP:Iteration 116Q (1845.682129 sec): 3 clusters Score: Raw -9356162.667884 + Penalty 3661.670869 = -9352500.997014 nChanged 30 SP:Iteration 117Q (1845.817858 sec): 3 clusters Score: Raw -9356168.221667 + Penalty 3661.670869 = -9352506.550797 nChanged 38 SP:Iteration 118Q (1845.956623 sec): 3 clusters Score: Raw -9356175.781756 + Penalty 3661.670869 = -9352514.110887 nChanged 41 SP:Iteration 119Q (1846.089536 sec): 3 clusters Score: Raw -9356182.500886 + Penalty 3661.670869 = -9352520.830016 nChanged 34 SP:Iteration 120F (1846.256330 sec): 3 clusters Score: Raw -9356187.928317 + Penalty 3661.670869 = -9352526.257447 nChanged 24 SP:Iteration 121Q (1846.380643 sec): 3 clusters Score: Raw -9356191.875173 + Penalty 3661.670869 = -9352530.204303 nChanged 20 SP:Iteration 122Q (1846.508368 sec): 3 clusters Score: Raw -9356194.751862 + Penalty 3661.670869 = -9352533.080992 nChanged 21 SP:Iteration 123Q (1846.648927 sec): 3 clusters Score: Raw -9356197.512587 + Penalty 3661.670869 = -9352535.841718 nChanged 20 SP:Iteration 124Q (1846.787229 sec): 3 clusters Score: Raw -9356201.013325 + Penalty 3661.670869 = -9352539.342456 nChanged 20 SP:Iteration 125Q (1846.917225 sec): 3 clusters Score: Raw -9356203.318652 + Penalty 3661.670869 = -9352541.647783 nChanged 11 SP:Iteration 126Q (1847.040964 sec): 3 clusters Score: Raw -9356205.039787 + Penalty 3661.670869 = -9352543.368918 nChanged 14 SP:Iteration 127Q (1847.176981 sec): 3 clusters Score: Raw -9356206.555275 + Penalty 3661.670869 = -9352544.884405 nChanged 7 SP:Iteration 128Q (1847.335890 sec): 3 clusters Score: Raw -9356207.440676 + Penalty 3661.670869 = -9352545.769806 nChanged 7 SP:Iteration 129Q (1847.490099 sec): 3 clusters Score: Raw -9356208.136298 + Penalty 3661.670869 = -9352546.465428 nChanged 8 SP:Iteration 130Q (1847.642505 sec): 3 clusters Score: Raw -9356209.462279 + Penalty 3661.670869 = -9352547.791409 nChanged 8 SP:Iteration 131Q (1847.798029 sec): 3 clusters Score: Raw -9356211.278520 + Penalty 3661.670869 = -9352549.607651 nChanged 11 SP:Iteration 132Q (1847.959233 sec): 3 clusters Score: Raw -9356213.416276 + Penalty 3661.670869 = -9352551.745407 nChanged 17 SP:Iteration 133Q (1848.106661 sec): 3 clusters Score: Raw -9356216.512716 + Penalty 3661.670869 = -9352554.841847 nChanged 20 SP:Iteration 134Q (1848.249885 sec): 3 clusters Score: Raw -9356219.512025 + Penalty 3661.670869 = -9352557.841155 nChanged 19 SP:Iteration 135Q (1848.379887 sec): 3 clusters Score: Raw -9356221.879539 + Penalty 3661.670869 = -9352560.208670 nChanged 17 SP:Iteration 136Q (1848.534476 sec): 3 clusters Score: Raw -9356225.057171 + Penalty 3661.670869 = -9352563.386302 nChanged 17 SP:Iteration 137Q (1848.670994 sec): 3 clusters Score: Raw -9356227.787747 + Penalty 3661.670869 = -9352566.116878 nChanged 12 SP:Iteration 138Q (1848.808950 sec): 3 clusters Score: Raw -9356229.843051 + Penalty 3661.670869 = -9352568.172181 nChanged 14 SP:Iteration 139Q (1848.948567 sec): 3 clusters Score: Raw -9356231.536854 + Penalty 3661.670869 = -9352569.865984 nChanged 9 SP:Iteration 140F (1849.120546 sec): 3 clusters Score: Raw -9356232.534223 + Penalty 3661.670869 = -9352570.863353 nChanged 8 SP:Iteration 141Q (1849.270836 sec): 3 clusters Score: Raw -9356233.696534 + Penalty 3661.670869 = -9352572.025664 nChanged 8 SP:Iteration 142Q (1849.419366 sec): 3 clusters Score: Raw -9356234.620760 + Penalty 3661.670869 = -9352572.949890 nChanged 7 SP:Iteration 143Q (1849.566402 sec): 3 clusters Score: Raw -9356235.689740 + Penalty 3661.670869 = -9352574.018871 nChanged 7 SP:Iteration 144Q (1849.713427 sec): 3 clusters Score: Raw -9356236.721426 + Penalty 3661.670869 = -9352575.050556 nChanged 10 SP:Iteration 145Q (1849.864779 sec): 3 clusters Score: Raw -9356237.942614 + Penalty 3661.670869 = -9352576.271744 nChanged 7 SP:Iteration 146Q (1850.006741 sec): 3 clusters Score: Raw -9356238.991891 + Penalty 3661.670869 = -9352577.321022 nChanged 9 SP:Iteration 147Q (1850.180093 sec): 3 clusters Score: Raw -9356240.304558 + Penalty 3661.670869 = -9352578.633689 nChanged 6 SP:Iteration 148Q (1850.326154 sec): 3 clusters Score: Raw -9356241.060162 + Penalty 3661.670869 = -9352579.389293 nChanged 4 SP:Iteration 149Q (1850.482468 sec): 3 clusters Score: Raw -9356241.551033 + Penalty 3661.670869 = -9352579.880163 nChanged 3 SP:Iteration 150Q (1850.628458 sec): 3 clusters Score: Raw -9356241.866166 + Penalty 3661.670869 = -9352580.195296 nChanged 1 SP:Iteration 151Q (1850.775582 sec): 3 clusters Score: Raw -9356241.978830 + Penalty 3661.670869 = -9352580.307960 nChanged 1 SP:Iteration 152Q (1850.924967 sec): 3 clusters Score: Raw -9356242.039932 + Penalty 3661.670869 = -9352580.369063 nChanged 0 SP:Iteration 153F (1851.111886 sec): 3 clusters Score: Raw -9356242.039932 + Penalty 3661.670869 = -9352580.369063 nChanged 0 Trying to split cluster 13 (18452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1851.179984 sec): 2 clusters Score: Raw -2205395.000029 + Penalty 1596.225807 = -2203798.774222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1851.258577 sec): 3 clusters Score: Raw -2194379.805714 + Penalty 3192.451615 = -2191187.354099 nChanged 8247 SP:Iteration 1F (1851.336046 sec): 3 clusters Score: Raw -2198902.029720 + Penalty 3192.451615 = -2195709.578105 nChanged 1065 SP:Iteration 2F (1851.416145 sec): 3 clusters Score: Raw -2199370.138518 + Penalty 3192.451615 = -2196177.686903 nChanged 962 SP:Iteration 3F (1851.489357 sec): 3 clusters Score: Raw -2199839.708214 + Penalty 3192.451615 = -2196647.256599 nChanged 1008 SP:Iteration 4F (1851.574924 sec): 3 clusters Score: Raw -2200375.888354 + Penalty 3192.451615 = -2197183.436739 nChanged 1007 SP:Iteration 5F (1851.658477 sec): 3 clusters Score: Raw -2200889.720235 + Penalty 3192.451615 = -2197697.268620 nChanged 937 SP:Iteration 6F (1851.740365 sec): 3 clusters Score: Raw -2201333.520731 + Penalty 3192.451615 = -2198141.069117 nChanged 855 SP:Iteration 7Q (1851.817450 sec): 3 clusters Score: Raw -2201741.952647 + Penalty 3192.451615 = -2198549.501032 nChanged 819 SP:Iteration 8Q (1851.894188 sec): 3 clusters Score: Raw -2202158.885126 + Penalty 3192.451615 = -2198966.433512 nChanged 799 SP:Iteration 9Q (1851.972614 sec): 3 clusters Score: Raw -2202588.146680 + Penalty 3192.451615 = -2199395.695065 nChanged 810 SP:Iteration 10Q (1852.062933 sec): 3 clusters Score: Raw -2203077.602612 + Penalty 3192.451615 = -2199885.150998 nChanged 745 SP:Iteration 11Q (1852.140080 sec): 3 clusters Score: Raw -2203566.353303 + Penalty 3192.451615 = -2200373.901688 nChanged 706 SP:Iteration 12Q (1852.208666 sec): 3 clusters Score: Raw -2204052.795378 + Penalty 3192.451615 = -2200860.343764 nChanged 617 SP:Iteration 13Q (1852.297744 sec): 3 clusters Score: Raw -2204496.489402 + Penalty 3192.451615 = -2201304.037787 nChanged 508 SP:Iteration 14Q (1852.359680 sec): 3 clusters Score: Raw -2204795.342275 + Penalty 3192.451615 = -2201602.890660 nChanged 379 SP:Iteration 15Q (1852.446247 sec): 3 clusters Score: Raw -2204980.946962 + Penalty 3192.451615 = -2201788.495348 nChanged 274 SP:Iteration 16Q (1852.515104 sec): 3 clusters Score: Raw -2205103.671129 + Penalty 3192.451615 = -2201911.219514 nChanged 220 SP:Iteration 17Q (1852.587833 sec): 3 clusters Score: Raw -2205187.873731 + Penalty 3192.451615 = -2201995.422116 nChanged 180 SP:Iteration 18Q (1852.659207 sec): 3 clusters Score: Raw -2205243.281723 + Penalty 3192.451615 = -2202050.830108 nChanged 142 SP:Iteration 19Q (1852.739551 sec): 3 clusters Score: Raw -2205282.748545 + Penalty 3192.451615 = -2202090.296931 nChanged 133 SP:Iteration 20F (1852.814552 sec): 3 clusters Score: Raw -2205320.881664 + Penalty 3192.451615 = -2202128.430050 nChanged 118 SP:Iteration 21Q (1852.882975 sec): 3 clusters Score: Raw -2205353.725048 + Penalty 3192.451615 = -2202161.273433 nChanged 116 SP:Iteration 22Q (1852.956968 sec): 3 clusters Score: Raw -2205382.950073 + Penalty 3192.451615 = -2202190.498459 nChanged 109 SP:Iteration 23Q (1853.042475 sec): 3 clusters Score: Raw -2205410.259328 + Penalty 3192.451615 = -2202217.807713 nChanged 86 SP:Iteration 24Q (1853.117767 sec): 3 clusters Score: Raw -2205431.790222 + Penalty 3192.451615 = -2202239.338608 nChanged 76 SP:Iteration 25Q (1853.194070 sec): 3 clusters Score: Raw -2205449.503831 + Penalty 3192.451615 = -2202257.052216 nChanged 60 SP:Iteration 26Q (1853.269668 sec): 3 clusters Score: Raw -2205462.802088 + Penalty 3192.451615 = -2202270.350474 nChanged 52 SP:Iteration 27Q (1853.355434 sec): 3 clusters Score: Raw -2205475.557125 + Penalty 3192.451615 = -2202283.105511 nChanged 49 SP:Iteration 28Q (1853.430576 sec): 3 clusters Score: Raw -2205487.496843 + Penalty 3192.451615 = -2202295.045229 nChanged 40 SP:Iteration 29Q (1853.505948 sec): 3 clusters Score: Raw -2205495.505673 + Penalty 3192.451615 = -2202303.054058 nChanged 45 SP:Iteration 30Q (1853.580261 sec): 3 clusters Score: Raw -2205503.912682 + Penalty 3192.451615 = -2202311.461068 nChanged 35 SP:Iteration 31Q (1853.660282 sec): 3 clusters Score: Raw -2205510.998198 + Penalty 3192.451615 = -2202318.546584 nChanged 30 SP:Iteration 32Q (1853.738909 sec): 3 clusters Score: Raw -2205517.489335 + Penalty 3192.451615 = -2202325.037720 nChanged 39 SP:Iteration 33Q (1853.818878 sec): 3 clusters Score: Raw -2205524.782875 + Penalty 3192.451615 = -2202332.331261 nChanged 35 SP:Iteration 34Q (1853.888698 sec): 3 clusters Score: Raw -2205530.755245 + Penalty 3192.451615 = -2202338.303630 nChanged 33 SP:Iteration 35Q (1853.959359 sec): 3 clusters Score: Raw -2205537.089649 + Penalty 3192.451615 = -2202344.638035 nChanged 33 SP:Iteration 36Q (1854.023403 sec): 3 clusters Score: Raw -2205542.644959 + Penalty 3192.451615 = -2202350.193344 nChanged 29 SP:Iteration 37Q (1854.104964 sec): 3 clusters Score: Raw -2205548.521737 + Penalty 3192.451615 = -2202356.070123 nChanged 27 SP:Iteration 38Q (1854.176591 sec): 3 clusters Score: Raw -2205552.672460 + Penalty 3192.451615 = -2202360.220845 nChanged 18 SP:Iteration 39Q (1854.250527 sec): 3 clusters Score: Raw -2205555.958032 + Penalty 3192.451615 = -2202363.506417 nChanged 14 SP:Iteration 40F (1854.322213 sec): 3 clusters Score: Raw -2205559.596872 + Penalty 3192.451615 = -2202367.145257 nChanged 20 SP:Iteration 41Q (1854.398672 sec): 3 clusters Score: Raw -2205563.504599 + Penalty 3192.451615 = -2202371.052985 nChanged 15 SP:Iteration 42Q (1854.472560 sec): 3 clusters Score: Raw -2205565.433274 + Penalty 3192.451615 = -2202372.981659 nChanged 12 SP:Iteration 43Q (1854.549333 sec): 3 clusters Score: Raw -2205567.860138 + Penalty 3192.451615 = -2202375.408523 nChanged 17 SP:Iteration 44Q (1854.627659 sec): 3 clusters Score: Raw -2205571.218573 + Penalty 3192.451615 = -2202378.766958 nChanged 12 SP:Iteration 45Q (1854.701511 sec): 3 clusters Score: Raw -2205572.902521 + Penalty 3192.451615 = -2202380.450906 nChanged 12 SP:Iteration 46Q (1854.774739 sec): 3 clusters Score: Raw -2205574.770739 + Penalty 3192.451615 = -2202382.319124 nChanged 7 SP:Iteration 47Q (1854.851731 sec): 3 clusters Score: Raw -2205575.750609 + Penalty 3192.451615 = -2202383.298994 nChanged 3 SP:Iteration 48Q (1854.929922 sec): 3 clusters Score: Raw -2205576.215745 + Penalty 3192.451615 = -2202383.764131 nChanged 5 SP:Iteration 49Q (1855.004734 sec): 3 clusters Score: Raw -2205576.674140 + Penalty 3192.451615 = -2202384.222526 nChanged 3 SP:Iteration 50Q (1855.074934 sec): 3 clusters Score: Raw -2205576.952182 + Penalty 3192.451615 = -2202384.500568 nChanged 3 SP:Iteration 51Q (1855.149371 sec): 3 clusters Score: Raw -2205577.373706 + Penalty 3192.451615 = -2202384.922092 nChanged 3 SP:Iteration 52Q (1855.207740 sec): 3 clusters Score: Raw -2205577.707376 + Penalty 3192.451615 = -2202385.255762 nChanged 2 SP:Iteration 53Q (1855.291174 sec): 3 clusters Score: Raw -2205577.951964 + Penalty 3192.451615 = -2202385.500350 nChanged 3 SP:Iteration 54Q (1855.369341 sec): 3 clusters Score: Raw -2205578.456964 + Penalty 3192.451615 = -2202386.005350 nChanged 4 SP:Iteration 55Q (1855.440418 sec): 3 clusters Score: Raw -2205579.010652 + Penalty 3192.451615 = -2202386.559038 nChanged 4 SP:Iteration 56Q (1855.518411 sec): 3 clusters Score: Raw -2205579.685406 + Penalty 3192.451615 = -2202387.233792 nChanged 6 SP:Iteration 57Q (1855.594324 sec): 3 clusters Score: Raw -2205580.702107 + Penalty 3192.451615 = -2202388.250493 nChanged 9 SP:Iteration 58Q (1855.679812 sec): 3 clusters Score: Raw -2205582.504054 + Penalty 3192.451615 = -2202390.052439 nChanged 7 SP:Iteration 59Q (1855.752784 sec): 3 clusters Score: Raw -2205583.542353 + Penalty 3192.451615 = -2202391.090739 nChanged 3 SP:Iteration 60F (1855.828121 sec): 3 clusters Score: Raw -2205583.991727 + Penalty 3192.451615 = -2202391.540112 nChanged 4 SP:Iteration 61Q (1855.896089 sec): 3 clusters Score: Raw -2205584.629980 + Penalty 3192.451615 = -2202392.178366 nChanged 6 SP:Iteration 62Q (1855.980076 sec): 3 clusters Score: Raw -2205585.408809 + Penalty 3192.451615 = -2202392.957194 nChanged 4 SP:Iteration 63Q (1856.054746 sec): 3 clusters Score: Raw -2205585.813320 + Penalty 3192.451615 = -2202393.361705 nChanged 2 SP:Iteration 64Q (1856.132785 sec): 3 clusters Score: Raw -2205585.907983 + Penalty 3192.451615 = -2202393.456368 nChanged 0 SP:Iteration 65F (1856.210479 sec): 3 clusters Score: Raw -2205585.907983 + Penalty 3192.451615 = -2202393.456368 nChanged 0 Trying to split cluster 14 (6618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1856.243714 sec): 2 clusters Score: Raw -754787.833408 + Penalty 1429.601629 = -753358.231779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1856.298613 sec): 3 clusters Score: Raw -751235.109819 + Penalty 2859.203259 = -748375.906561 nChanged 2715 SP:Iteration 1F (1856.343992 sec): 3 clusters Score: Raw -752856.088614 + Penalty 2859.203259 = -749996.885355 nChanged 558 SP:Iteration 2F (1856.408536 sec): 3 clusters Score: Raw -753279.525662 + Penalty 2859.203259 = -750420.322403 nChanged 461 SP:Iteration 3F (1856.455744 sec): 3 clusters Score: Raw -753627.802485 + Penalty 2859.203259 = -750768.599226 nChanged 431 SP:Iteration 4F (1856.513726 sec): 3 clusters Score: Raw -753984.776691 + Penalty 2859.203259 = -751125.573432 nChanged 369 SP:Iteration 5F (1856.569448 sec): 3 clusters Score: Raw -754244.550779 + Penalty 2859.203259 = -751385.347520 nChanged 320 SP:Iteration 6Q (1856.630202 sec): 3 clusters Score: Raw -754452.770761 + Penalty 2859.203259 = -751593.567502 nChanged 253 SP:Iteration 7Q (1856.689464 sec): 3 clusters Score: Raw -754608.880494 + Penalty 2859.203259 = -751749.677235 nChanged 227 SP:Iteration 8Q (1856.741577 sec): 3 clusters Score: Raw -754766.157849 + Penalty 2859.203259 = -751906.954591 nChanged 207 SP:Iteration 9Q (1856.797762 sec): 3 clusters Score: Raw -754896.390060 + Penalty 2859.203259 = -752037.186801 nChanged 153 SP:Iteration 10Q (1856.856283 sec): 3 clusters Score: Raw -754996.791019 + Penalty 2859.203259 = -752137.587760 nChanged 137 SP:Iteration 11Q (1856.915876 sec): 3 clusters Score: Raw -755105.514633 + Penalty 2859.203259 = -752246.311374 nChanged 135 SP:Iteration 12Q (1856.964675 sec): 3 clusters Score: Raw -755242.536751 + Penalty 2859.203259 = -752383.333493 nChanged 137 SP:Iteration 13Q (1857.015992 sec): 3 clusters Score: Raw -755374.793468 + Penalty 2859.203259 = -752515.590209 nChanged 123 SP:Iteration 14Q (1857.083463 sec): 3 clusters Score: Raw -755491.779578 + Penalty 2859.203259 = -752632.576319 nChanged 111 SP:Iteration 15Q (1857.128773 sec): 3 clusters Score: Raw -755582.224503 + Penalty 2859.203259 = -752723.021244 nChanged 70 SP:Iteration 16Q (1857.188947 sec): 3 clusters Score: Raw -755630.900714 + Penalty 2859.203259 = -752771.697455 nChanged 59 SP:Iteration 17Q (1857.245552 sec): 3 clusters Score: Raw -755653.787821 + Penalty 2859.203259 = -752794.584563 nChanged 34 SP:Iteration 18Q (1857.297614 sec): 3 clusters Score: Raw -755662.685680 + Penalty 2859.203259 = -752803.482421 nChanged 19 SP:Iteration 19Q (1857.341619 sec): 3 clusters Score: Raw -755667.374802 + Penalty 2859.203259 = -752808.171543 nChanged 21 SP:Iteration 20F (1857.405542 sec): 3 clusters Score: Raw -755673.918925 + Penalty 2859.203259 = -752814.715666 nChanged 17 SP:Iteration 21Q (1857.458420 sec): 3 clusters Score: Raw -755678.116657 + Penalty 2859.203259 = -752818.913398 nChanged 15 SP:Iteration 22Q (1857.511691 sec): 3 clusters Score: Raw -755680.937738 + Penalty 2859.203259 = -752821.734479 nChanged 15 SP:Iteration 23Q (1857.554182 sec): 3 clusters Score: Raw -755683.156663 + Penalty 2859.203259 = -752823.953404 nChanged 3 SP:Iteration 24Q (1857.606785 sec): 3 clusters Score: Raw -755683.566980 + Penalty 2859.203259 = -752824.363721 nChanged 4 SP:Iteration 25Q (1857.665112 sec): 3 clusters Score: Raw -755684.062076 + Penalty 2859.203259 = -752824.858817 nChanged 1 SP:Iteration 26Q (1857.722016 sec): 3 clusters Score: Raw -755684.270257 + Penalty 2859.203259 = -752825.066999 nChanged 1 SP:Iteration 27Q (1857.763240 sec): 3 clusters Score: Raw -755684.378966 + Penalty 2859.203259 = -752825.175708 nChanged 1 SP:Iteration 28Q (1857.828937 sec): 3 clusters Score: Raw -755684.604711 + Penalty 2859.203259 = -752825.401452 nChanged 2 SP:Iteration 29Q (1857.883486 sec): 3 clusters Score: Raw -755684.907028 + Penalty 2859.203259 = -752825.703769 nChanged 0 SP:Iteration 30F (1857.929981 sec): 3 clusters Score: Raw -755684.907028 + Penalty 2859.203259 = -752825.703769 nChanged 0 Trying to split cluster 15 (5137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1857.971635 sec): 2 clusters Score: Raw -600684.917504 + Penalty 1388.436486 = -599296.481017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1858.022231 sec): 3 clusters Score: Raw -597989.642942 + Penalty 2776.872972 = -595212.769970 nChanged 2076 SP:Iteration 1F (1858.071962 sec): 3 clusters Score: Raw -599165.745909 + Penalty 2776.872972 = -596388.872937 nChanged 381 SP:Iteration 2F (1858.123184 sec): 3 clusters Score: Raw -599413.597502 + Penalty 2776.872972 = -596636.724530 nChanged 346 SP:Iteration 3F (1858.175394 sec): 3 clusters Score: Raw -599669.021040 + Penalty 2776.872972 = -596892.148067 nChanged 328 SP:Iteration 4F (1858.237851 sec): 3 clusters Score: Raw -600007.143892 + Penalty 2776.872972 = -597230.270920 nChanged 369 SP:Iteration 5F (1858.285237 sec): 3 clusters Score: Raw -600450.648486 + Penalty 2776.872972 = -597673.775513 nChanged 357 SP:Iteration 6F (1858.339453 sec): 3 clusters Score: Raw -600789.184507 + Penalty 2776.872972 = -598012.311534 nChanged 274 SP:Iteration 7F (1858.399627 sec): 3 clusters Score: Raw -600976.313322 + Penalty 2776.872972 = -598199.440349 nChanged 193 SP:Iteration 8Q (1858.444650 sec): 3 clusters Score: Raw -601086.261344 + Penalty 2776.872972 = -598309.388372 nChanged 133 SP:Iteration 9Q (1858.496953 sec): 3 clusters Score: Raw -601154.118666 + Penalty 2776.872972 = -598377.245694 nChanged 95 SP:Iteration 10Q (1858.547978 sec): 3 clusters Score: Raw -601197.606323 + Penalty 2776.872972 = -598420.733350 nChanged 84 SP:Iteration 11Q (1858.594722 sec): 3 clusters Score: Raw -601239.791171 + Penalty 2776.872972 = -598462.918199 nChanged 63 SP:Iteration 12Q (1858.657825 sec): 3 clusters Score: Raw -601269.638419 + Penalty 2776.872972 = -598492.765446 nChanged 69 SP:Iteration 13Q (1858.701187 sec): 3 clusters Score: Raw -601303.795179 + Penalty 2776.872972 = -598526.922206 nChanged 54 SP:Iteration 14Q (1858.766908 sec): 3 clusters Score: Raw -601325.081394 + Penalty 2776.872972 = -598548.208422 nChanged 47 SP:Iteration 15Q (1858.816782 sec): 3 clusters Score: Raw -601347.030355 + Penalty 2776.872972 = -598570.157382 nChanged 46 SP:Iteration 16Q (1858.866041 sec): 3 clusters Score: Raw -601365.952426 + Penalty 2776.872972 = -598589.079454 nChanged 46 SP:Iteration 17Q (1858.928987 sec): 3 clusters Score: Raw -601386.795604 + Penalty 2776.872972 = -598609.922632 nChanged 36 SP:Iteration 18Q (1858.977998 sec): 3 clusters Score: Raw -601403.334041 + Penalty 2776.872972 = -598626.461068 nChanged 47 SP:Iteration 19Q (1859.035943 sec): 3 clusters Score: Raw -601423.998861 + Penalty 2776.872972 = -598647.125889 nChanged 39 SP:Iteration 20F (1859.092352 sec): 3 clusters Score: Raw -601438.801277 + Penalty 2776.872972 = -598661.928305 nChanged 29 SP:Iteration 21Q (1859.148007 sec): 3 clusters Score: Raw -601450.569024 + Penalty 2776.872972 = -598673.696051 nChanged 24 SP:Iteration 22Q (1859.205131 sec): 3 clusters Score: Raw -601457.929869 + Penalty 2776.872972 = -598681.056896 nChanged 27 SP:Iteration 23Q (1859.275425 sec): 3 clusters Score: Raw -601466.953340 + Penalty 2776.872972 = -598690.080368 nChanged 17 SP:Iteration 24Q (1859.322057 sec): 3 clusters Score: Raw -601472.589182 + Penalty 2776.872972 = -598695.716210 nChanged 22 SP:Iteration 25Q (1859.378949 sec): 3 clusters Score: Raw -601482.510551 + Penalty 2776.872972 = -598705.637578 nChanged 23 SP:Iteration 26Q (1859.444408 sec): 3 clusters Score: Raw -601492.273276 + Penalty 2776.872972 = -598715.400304 nChanged 18 SP:Iteration 27Q (1859.488910 sec): 3 clusters Score: Raw -601500.311853 + Penalty 2776.872972 = -598723.438880 nChanged 20 SP:Iteration 28Q (1859.542663 sec): 3 clusters Score: Raw -601509.562047 + Penalty 2776.872972 = -598732.689074 nChanged 20 SP:Iteration 29Q (1859.604713 sec): 3 clusters Score: Raw -601517.533434 + Penalty 2776.872972 = -598740.660462 nChanged 21 SP:Iteration 30Q (1859.665495 sec): 3 clusters Score: Raw -601524.527625 + Penalty 2776.872972 = -598747.654652 nChanged 16 SP:Iteration 31Q (1859.726560 sec): 3 clusters Score: Raw -601529.039590 + Penalty 2776.872972 = -598752.166617 nChanged 17 SP:Iteration 32Q (1859.784504 sec): 3 clusters Score: Raw -601532.682277 + Penalty 2776.872972 = -598755.809304 nChanged 16 SP:Iteration 33Q (1859.842610 sec): 3 clusters Score: Raw -601536.664253 + Penalty 2776.872972 = -598759.791280 nChanged 12 SP:Iteration 34Q (1859.892563 sec): 3 clusters Score: Raw -601539.325028 + Penalty 2776.872972 = -598762.452056 nChanged 10 SP:Iteration 35Q (1859.952361 sec): 3 clusters Score: Raw -601541.327394 + Penalty 2776.872972 = -598764.454422 nChanged 10 SP:Iteration 36Q (1860.022071 sec): 3 clusters Score: Raw -601543.117371 + Penalty 2776.872972 = -598766.244399 nChanged 8 SP:Iteration 37Q (1860.072891 sec): 3 clusters Score: Raw -601544.631478 + Penalty 2776.872972 = -598767.758506 nChanged 4 SP:Iteration 38Q (1860.135688 sec): 3 clusters Score: Raw -601545.380097 + Penalty 2776.872972 = -598768.507124 nChanged 4 SP:Iteration 39Q (1860.196466 sec): 3 clusters Score: Raw -601546.145987 + Penalty 2776.872972 = -598769.273014 nChanged 2 SP:Iteration 40F (1860.244829 sec): 3 clusters Score: Raw -601546.437527 + Penalty 2776.872972 = -598769.564555 nChanged 2 SP:Iteration 41Q (1860.298774 sec): 3 clusters Score: Raw -601546.917996 + Penalty 2776.872972 = -598770.045024 nChanged 2 SP:Iteration 42Q (1860.354415 sec): 3 clusters Score: Raw -601547.227458 + Penalty 2776.872972 = -598770.354485 nChanged 4 SP:Iteration 43Q (1860.402346 sec): 3 clusters Score: Raw -601547.924983 + Penalty 2776.872972 = -598771.052011 nChanged 1 SP:Iteration 44Q (1860.465328 sec): 3 clusters Score: Raw -601548.137342 + Penalty 2776.872972 = -598771.264370 nChanged 2 SP:Iteration 45Q (1860.516294 sec): 3 clusters Score: Raw -601548.657216 + Penalty 2776.872972 = -598771.784243 nChanged 3 SP:Iteration 46Q (1860.574422 sec): 3 clusters Score: Raw -601549.015083 + Penalty 2776.872972 = -598772.142110 nChanged 0 SP:Iteration 47F (1860.621352 sec): 3 clusters Score: Raw -601549.015083 + Penalty 2776.872972 = -598772.142110 nChanged 0 Trying to split cluster 16 (120528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1860.819411 sec): 2 clusters Score: Raw -14442796.398310 + Penalty 1901.191073 = -14440895.207237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1861.060835 sec): 3 clusters Score: Raw -14363918.747767 + Penalty 3802.382145 = -14360116.365622 nChanged 57999 SP:Iteration 1F (1861.318959 sec): 3 clusters Score: Raw -14399214.049742 + Penalty 3802.382145 = -14395411.667597 nChanged 5745 SP:Iteration 2Q (1861.592022 sec): 3 clusters Score: Raw -14401663.753850 + Penalty 3802.382145 = -14397861.371704 nChanged 6636 SP:Iteration 3F (1861.838692 sec): 3 clusters Score: Raw -14405061.372818 + Penalty 3802.382145 = -14401258.990673 nChanged 7413 SP:Iteration 4F (1862.099820 sec): 3 clusters Score: Raw -14409413.849979 + Penalty 3802.382145 = -14405611.467834 nChanged 7798 SP:Iteration 5F (1862.351463 sec): 3 clusters Score: Raw -14414462.911084 + Penalty 3802.382145 = -14410660.528939 nChanged 7653 SP:Iteration 6F (1862.596225 sec): 3 clusters Score: Raw -14419615.777833 + Penalty 3802.382145 = -14415813.395688 nChanged 6614 SP:Iteration 7F (1862.855135 sec): 3 clusters Score: Raw -14424018.515215 + Penalty 3802.382145 = -14420216.133070 nChanged 5406 SP:Iteration 8Q (1863.138503 sec): 3 clusters Score: Raw -14427528.249135 + Penalty 3802.382145 = -14423725.866989 nChanged 4271 SP:Iteration 9Q (1863.382868 sec): 3 clusters Score: Raw -14429903.014402 + Penalty 3802.382145 = -14426100.632257 nChanged 3107 SP:Iteration 10Q (1863.653509 sec): 3 clusters Score: Raw -14431387.220576 + Penalty 3802.382145 = -14427584.838431 nChanged 2605 SP:Iteration 11Q (1863.907941 sec): 3 clusters Score: Raw -14432510.981380 + Penalty 3802.382145 = -14428708.599234 nChanged 2391 SP:Iteration 12Q (1864.162030 sec): 3 clusters Score: Raw -14433501.626525 + Penalty 3802.382145 = -14429699.244380 nChanged 2220 SP:Iteration 13Q (1864.422136 sec): 3 clusters Score: Raw -14434431.702770 + Penalty 3802.382145 = -14430629.320625 nChanged 2156 SP:Iteration 14Q (1864.652826 sec): 3 clusters Score: Raw -14435383.182693 + Penalty 3802.382145 = -14431580.800547 nChanged 2056 SP:Iteration 15Q (1864.888184 sec): 3 clusters Score: Raw -14436318.025921 + Penalty 3802.382145 = -14432515.643775 nChanged 1938 SP:Iteration 16Q (1865.128346 sec): 3 clusters Score: Raw -14437200.573922 + Penalty 3802.382145 = -14433398.191777 nChanged 1793 SP:Iteration 17Q (1865.382238 sec): 3 clusters Score: Raw -14438032.809607 + Penalty 3802.382145 = -14434230.427462 nChanged 1656 SP:Iteration 18Q (1865.624000 sec): 3 clusters Score: Raw -14438825.794480 + Penalty 3802.382145 = -14435023.412334 nChanged 1503 SP:Iteration 19Q (1865.855720 sec): 3 clusters Score: Raw -14439560.002959 + Penalty 3802.382145 = -14435757.620813 nChanged 1314 SP:Iteration 20F (1866.096697 sec): 3 clusters Score: Raw -14440218.975966 + Penalty 3802.382145 = -14436416.593821 nChanged 1103 SP:Iteration 21Q (1866.291798 sec): 3 clusters Score: Raw -14440774.692972 + Penalty 3802.382145 = -14436972.310827 nChanged 898 SP:Iteration 22Q (1866.503739 sec): 3 clusters Score: Raw -14441218.891013 + Penalty 3802.382145 = -14437416.508868 nChanged 777 SP:Iteration 23Q (1866.713713 sec): 3 clusters Score: Raw -14441636.445895 + Penalty 3802.382145 = -14437834.063750 nChanged 663 SP:Iteration 24Q (1866.920429 sec): 3 clusters Score: Raw -14441988.620932 + Penalty 3802.382145 = -14438186.238787 nChanged 516 SP:Iteration 25Q (1867.117560 sec): 3 clusters Score: Raw -14442260.502342 + Penalty 3802.382145 = -14438458.120197 nChanged 362 SP:Iteration 26Q (1867.331530 sec): 3 clusters Score: Raw -14442450.556088 + Penalty 3802.382145 = -14438648.173943 nChanged 269 SP:Iteration 27Q (1867.544729 sec): 3 clusters Score: Raw -14442611.208754 + Penalty 3802.382145 = -14438808.826609 nChanged 223 SP:Iteration 28Q (1867.730059 sec): 3 clusters Score: Raw -14442741.245623 + Penalty 3802.382145 = -14438938.863478 nChanged 148 SP:Iteration 29Q (1867.899041 sec): 3 clusters Score: Raw -14442830.606308 + Penalty 3802.382145 = -14439028.224162 nChanged 123 SP:Iteration 30Q (1868.084761 sec): 3 clusters Score: Raw -14442898.427923 + Penalty 3802.382145 = -14439096.045778 nChanged 86 SP:Iteration 31Q (1868.307442 sec): 3 clusters Score: Raw -14442949.945332 + Penalty 3802.382145 = -14439147.563186 nChanged 70 SP:Iteration 32Q (1868.497761 sec): 3 clusters Score: Raw -14442998.626487 + Penalty 3802.382145 = -14439196.244341 nChanged 72 SP:Iteration 33Q (1868.680836 sec): 3 clusters Score: Raw -14443043.742877 + Penalty 3802.382145 = -14439241.360731 nChanged 55 SP:Iteration 34Q (1868.868744 sec): 3 clusters Score: Raw -14443072.446240 + Penalty 3802.382145 = -14439270.064095 nChanged 39 SP:Iteration 35Q (1869.062997 sec): 3 clusters Score: Raw -14443092.870639 + Penalty 3802.382145 = -14439290.488494 nChanged 25 SP:Iteration 36Q (1869.264971 sec): 3 clusters Score: Raw -14443106.648230 + Penalty 3802.382145 = -14439304.266085 nChanged 22 SP:Iteration 37Q (1869.476649 sec): 3 clusters Score: Raw -14443117.870088 + Penalty 3802.382145 = -14439315.487943 nChanged 15 SP:Iteration 38Q (1869.680660 sec): 3 clusters Score: Raw -14443127.792381 + Penalty 3802.382145 = -14439325.410236 nChanged 16 SP:Iteration 39Q (1869.884002 sec): 3 clusters Score: Raw -14443138.309537 + Penalty 3802.382145 = -14439335.927391 nChanged 16 SP:Iteration 40F (1870.128847 sec): 3 clusters Score: Raw -14443148.641962 + Penalty 3802.382145 = -14439346.259816 nChanged 13 SP:Iteration 41Q (1870.343696 sec): 3 clusters Score: Raw -14443154.655536 + Penalty 3802.382145 = -14439352.273390 nChanged 10 SP:Iteration 42Q (1870.541080 sec): 3 clusters Score: Raw -14443159.629362 + Penalty 3802.382145 = -14439357.247216 nChanged 7 SP:Iteration 43Q (1870.735499 sec): 3 clusters Score: Raw -14443163.119097 + Penalty 3802.382145 = -14439360.736952 nChanged 3 SP:Iteration 44Q (1870.936081 sec): 3 clusters Score: Raw -14443163.839368 + Penalty 3802.382145 = -14439361.457223 nChanged 1 SP:Iteration 45Q (1871.127558 sec): 3 clusters Score: Raw -14443164.704262 + Penalty 3802.382145 = -14439362.322117 nChanged 2 SP:Iteration 46Q (1871.327198 sec): 3 clusters Score: Raw -14443166.989538 + Penalty 3802.382145 = -14439364.607393 nChanged 2 SP:Iteration 47Q (1871.529621 sec): 3 clusters Score: Raw -14443168.875503 + Penalty 3802.382145 = -14439366.493358 nChanged 2 SP:Iteration 48Q (1871.732542 sec): 3 clusters Score: Raw -14443170.392005 + Penalty 3802.382145 = -14439368.009860 nChanged 5 SP:Iteration 49Q (1871.956505 sec): 3 clusters Score: Raw -14443172.983139 + Penalty 3802.382145 = -14439370.600994 nChanged 5 SP:Iteration 50Q (1872.193021 sec): 3 clusters Score: Raw -14443175.847270 + Penalty 3802.382145 = -14439373.465125 nChanged 6 SP:Iteration 51Q (1872.420754 sec): 3 clusters Score: Raw -14443178.140345 + Penalty 3802.382145 = -14439375.758200 nChanged 3 SP:Iteration 52Q (1872.653157 sec): 3 clusters Score: Raw -14443179.035054 + Penalty 3802.382145 = -14439376.652908 nChanged 1 SP:Iteration 53Q (1872.851452 sec): 3 clusters Score: Raw -14443179.515690 + Penalty 3802.382145 = -14439377.133545 nChanged 1 SP:Iteration 54Q (1873.044390 sec): 3 clusters Score: Raw -14443179.741561 + Penalty 3802.382145 = -14439377.359416 nChanged 0 SP:Iteration 55F (1873.271560 sec): 3 clusters Score: Raw -14443179.741561 + Penalty 3802.382145 = -14439377.359416 nChanged 0 Trying to split cluster 17 (12282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1873.323253 sec): 2 clusters Score: Raw -1420706.743198 + Penalty 1530.082134 = -1419176.661064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1873.392642 sec): 3 clusters Score: Raw -1413677.214125 + Penalty 3060.164268 = -1410617.049857 nChanged 5452 SP:Iteration 1F (1873.459454 sec): 3 clusters Score: Raw -1416768.455502 + Penalty 3060.164268 = -1413708.291234 nChanged 796 SP:Iteration 2F (1873.531668 sec): 3 clusters Score: Raw -1417207.505888 + Penalty 3060.164268 = -1414147.341620 nChanged 762 SP:Iteration 3F (1873.592303 sec): 3 clusters Score: Raw -1417653.222264 + Penalty 3060.164268 = -1414593.057996 nChanged 740 SP:Iteration 4F (1873.665067 sec): 3 clusters Score: Raw -1418172.115847 + Penalty 3060.164268 = -1415111.951579 nChanged 792 SP:Iteration 5F (1873.733931 sec): 3 clusters Score: Raw -1418775.475886 + Penalty 3060.164268 = -1415715.311618 nChanged 765 SP:Iteration 6F (1873.807249 sec): 3 clusters Score: Raw -1419348.567485 + Penalty 3060.164268 = -1416288.403217 nChanged 686 SP:Iteration 7F (1873.884523 sec): 3 clusters Score: Raw -1419838.515986 + Penalty 3060.164268 = -1416778.351718 nChanged 587 SP:Iteration 8Q (1873.951836 sec): 3 clusters Score: Raw -1420183.519885 + Penalty 3060.164268 = -1417123.355617 nChanged 465 SP:Iteration 9Q (1874.025319 sec): 3 clusters Score: Raw -1420407.852564 + Penalty 3060.164268 = -1417347.688296 nChanged 340 SP:Iteration 10Q (1874.090349 sec): 3 clusters Score: Raw -1420570.478928 + Penalty 3060.164268 = -1417510.314660 nChanged 304 SP:Iteration 11Q (1874.158239 sec): 3 clusters Score: Raw -1420690.982621 + Penalty 3060.164268 = -1417630.818353 nChanged 250 SP:Iteration 12Q (1874.221796 sec): 3 clusters Score: Raw -1420776.311684 + Penalty 3060.164268 = -1417716.147416 nChanged 188 SP:Iteration 13Q (1874.295784 sec): 3 clusters Score: Raw -1420837.940516 + Penalty 3060.164268 = -1417777.776249 nChanged 156 SP:Iteration 14Q (1874.352047 sec): 3 clusters Score: Raw -1420884.525615 + Penalty 3060.164268 = -1417824.361348 nChanged 148 SP:Iteration 15Q (1874.428117 sec): 3 clusters Score: Raw -1420926.747157 + Penalty 3060.164268 = -1417866.582889 nChanged 137 SP:Iteration 16Q (1874.481900 sec): 3 clusters Score: Raw -1420966.140921 + Penalty 3060.164268 = -1417905.976653 nChanged 130 SP:Iteration 17Q (1874.558606 sec): 3 clusters Score: Raw -1421004.332802 + Penalty 3060.164268 = -1417944.168534 nChanged 112 SP:Iteration 18Q (1874.629034 sec): 3 clusters Score: Raw -1421032.510392 + Penalty 3060.164268 = -1417972.346124 nChanged 104 SP:Iteration 19Q (1874.698509 sec): 3 clusters Score: Raw -1421056.004202 + Penalty 3060.164268 = -1417995.839934 nChanged 84 SP:Iteration 20F (1874.754471 sec): 3 clusters Score: Raw -1421074.089080 + Penalty 3060.164268 = -1418013.924812 nChanged 77 SP:Iteration 21Q (1874.821414 sec): 3 clusters Score: Raw -1421088.305253 + Penalty 3060.164268 = -1418028.140986 nChanged 64 SP:Iteration 22Q (1874.890011 sec): 3 clusters Score: Raw -1421101.636788 + Penalty 3060.164268 = -1418041.472521 nChanged 56 SP:Iteration 23Q (1874.958474 sec): 3 clusters Score: Raw -1421110.413264 + Penalty 3060.164268 = -1418050.248996 nChanged 34 SP:Iteration 24Q (1875.023437 sec): 3 clusters Score: Raw -1421114.709676 + Penalty 3060.164268 = -1418054.545408 nChanged 28 SP:Iteration 25Q (1875.093673 sec): 3 clusters Score: Raw -1421118.042678 + Penalty 3060.164268 = -1418057.878410 nChanged 31 SP:Iteration 26Q (1875.155974 sec): 3 clusters Score: Raw -1421122.994533 + Penalty 3060.164268 = -1418062.830265 nChanged 27 SP:Iteration 27Q (1875.233859 sec): 3 clusters Score: Raw -1421130.113893 + Penalty 3060.164268 = -1418069.949626 nChanged 37 SP:Iteration 28Q (1875.302571 sec): 3 clusters Score: Raw -1421141.258129 + Penalty 3060.164268 = -1418081.093861 nChanged 49 SP:Iteration 29Q (1875.360088 sec): 3 clusters Score: Raw -1421157.549666 + Penalty 3060.164268 = -1418097.385398 nChanged 54 SP:Iteration 30Q (1875.427845 sec): 3 clusters Score: Raw -1421176.392081 + Penalty 3060.164268 = -1418116.227813 nChanged 62 SP:Iteration 31Q (1875.495255 sec): 3 clusters Score: Raw -1421201.355028 + Penalty 3060.164268 = -1418141.190760 nChanged 70 SP:Iteration 32Q (1875.560986 sec): 3 clusters Score: Raw -1421223.553761 + Penalty 3060.164268 = -1418163.389493 nChanged 61 SP:Iteration 33Q (1875.640420 sec): 3 clusters Score: Raw -1421245.039737 + Penalty 3060.164268 = -1418184.875469 nChanged 81 SP:Iteration 34Q (1875.700003 sec): 3 clusters Score: Raw -1421277.461706 + Penalty 3060.164268 = -1418217.297438 nChanged 73 SP:Iteration 35Q (1875.771057 sec): 3 clusters Score: Raw -1421303.970716 + Penalty 3060.164268 = -1418243.806448 nChanged 73 SP:Iteration 36Q (1875.834097 sec): 3 clusters Score: Raw -1421324.157939 + Penalty 3060.164268 = -1418263.993671 nChanged 64 SP:Iteration 37Q (1875.890645 sec): 3 clusters Score: Raw -1421343.629707 + Penalty 3060.164268 = -1418283.465439 nChanged 66 SP:Iteration 38Q (1875.965042 sec): 3 clusters Score: Raw -1421357.407498 + Penalty 3060.164268 = -1418297.243230 nChanged 58 SP:Iteration 39Q (1876.020150 sec): 3 clusters Score: Raw -1421367.276321 + Penalty 3060.164268 = -1418307.112053 nChanged 49 SP:Iteration 40F (1876.090423 sec): 3 clusters Score: Raw -1421376.533089 + Penalty 3060.164268 = -1418316.368821 nChanged 45 SP:Iteration 41Q (1876.153770 sec): 3 clusters Score: Raw -1421385.671814 + Penalty 3060.164268 = -1418325.507547 nChanged 38 SP:Iteration 42Q (1876.214703 sec): 3 clusters Score: Raw -1421392.652610 + Penalty 3060.164268 = -1418332.488342 nChanged 32 SP:Iteration 43Q (1876.293348 sec): 3 clusters Score: Raw -1421399.586331 + Penalty 3060.164268 = -1418339.422064 nChanged 37 SP:Iteration 44Q (1876.349504 sec): 3 clusters Score: Raw -1421407.431602 + Penalty 3060.164268 = -1418347.267334 nChanged 33 SP:Iteration 45Q (1876.416102 sec): 3 clusters Score: Raw -1421414.054778 + Penalty 3060.164268 = -1418353.890510 nChanged 28 SP:Iteration 46Q (1876.480859 sec): 3 clusters Score: Raw -1421418.119568 + Penalty 3060.164268 = -1418357.955300 nChanged 21 SP:Iteration 47Q (1876.543411 sec): 3 clusters Score: Raw -1421421.184044 + Penalty 3060.164268 = -1418361.019776 nChanged 22 SP:Iteration 48Q (1876.616839 sec): 3 clusters Score: Raw -1421424.376550 + Penalty 3060.164268 = -1418364.212282 nChanged 23 SP:Iteration 49Q (1876.684395 sec): 3 clusters Score: Raw -1421427.781693 + Penalty 3060.164268 = -1418367.617426 nChanged 27 SP:Iteration 50Q (1876.736195 sec): 3 clusters Score: Raw -1421431.871752 + Penalty 3060.164268 = -1418371.707484 nChanged 27 SP:Iteration 51Q (1876.809850 sec): 3 clusters Score: Raw -1421436.752631 + Penalty 3060.164268 = -1418376.588363 nChanged 15 SP:Iteration 52Q (1876.861266 sec): 3 clusters Score: Raw -1421439.579098 + Penalty 3060.164268 = -1418379.414830 nChanged 15 SP:Iteration 53Q (1876.924727 sec): 3 clusters Score: Raw -1421442.334749 + Penalty 3060.164268 = -1418382.170481 nChanged 20 SP:Iteration 54Q (1876.990040 sec): 3 clusters Score: Raw -1421445.211628 + Penalty 3060.164268 = -1418385.047360 nChanged 12 SP:Iteration 55Q (1877.051790 sec): 3 clusters Score: Raw -1421446.429319 + Penalty 3060.164268 = -1418386.265051 nChanged 8 SP:Iteration 56Q (1877.125750 sec): 3 clusters Score: Raw -1421447.318782 + Penalty 3060.164268 = -1418387.154514 nChanged 4 SP:Iteration 57Q (1877.176937 sec): 3 clusters Score: Raw -1421447.781456 + Penalty 3060.164268 = -1418387.617188 nChanged 10 SP:Iteration 58Q (1877.238896 sec): 3 clusters Score: Raw -1421449.468950 + Penalty 3060.164268 = -1418389.304682 nChanged 10 SP:Iteration 59Q (1877.311443 sec): 3 clusters Score: Raw -1421450.632171 + Penalty 3060.164268 = -1418390.467903 nChanged 8 SP:Iteration 60F (1877.373246 sec): 3 clusters Score: Raw -1421451.951262 + Penalty 3060.164268 = -1418391.786994 nChanged 11 SP:Iteration 61Q (1877.424261 sec): 3 clusters Score: Raw -1421452.856650 + Penalty 3060.164268 = -1418392.692382 nChanged 3 SP:Iteration 62Q (1877.497288 sec): 3 clusters Score: Raw -1421453.117976 + Penalty 3060.164268 = -1418392.953708 nChanged 6 SP:Iteration 63Q (1877.553173 sec): 3 clusters Score: Raw -1421453.975657 + Penalty 3060.164268 = -1418393.811389 nChanged 8 SP:Iteration 64Q (1877.621143 sec): 3 clusters Score: Raw -1421454.837714 + Penalty 3060.164268 = -1418394.673447 nChanged 9 SP:Iteration 65Q (1877.684133 sec): 3 clusters Score: Raw -1421455.954575 + Penalty 3060.164268 = -1418395.790307 nChanged 7 SP:Iteration 66Q (1877.752397 sec): 3 clusters Score: Raw -1421456.966286 + Penalty 3060.164268 = -1418396.802018 nChanged 6 SP:Iteration 67Q (1877.823123 sec): 3 clusters Score: Raw -1421457.688832 + Penalty 3060.164268 = -1418397.524564 nChanged 9 SP:Iteration 68Q (1877.889886 sec): 3 clusters Score: Raw -1421458.839849 + Penalty 3060.164268 = -1418398.675581 nChanged 9 SP:Iteration 69Q (1877.957693 sec): 3 clusters Score: Raw -1421459.996098 + Penalty 3060.164268 = -1418399.831830 nChanged 11 SP:Iteration 70Q (1878.038904 sec): 3 clusters Score: Raw -1421461.405706 + Penalty 3060.164268 = -1418401.241438 nChanged 9 SP:Iteration 71Q (1878.097047 sec): 3 clusters Score: Raw -1421462.493150 + Penalty 3060.164268 = -1418402.328882 nChanged 10 SP:Iteration 72Q (1878.161563 sec): 3 clusters Score: Raw -1421463.415929 + Penalty 3060.164268 = -1418403.251661 nChanged 8 SP:Iteration 73Q (1878.224436 sec): 3 clusters Score: Raw -1421464.567783 + Penalty 3060.164268 = -1418404.403515 nChanged 9 SP:Iteration 74Q (1878.298580 sec): 3 clusters Score: Raw -1421465.914949 + Penalty 3060.164268 = -1418405.750681 nChanged 8 SP:Iteration 75Q (1878.352367 sec): 3 clusters Score: Raw -1421466.722899 + Penalty 3060.164268 = -1418406.558631 nChanged 4 SP:Iteration 76Q (1878.422028 sec): 3 clusters Score: Raw -1421467.254778 + Penalty 3060.164268 = -1418407.090510 nChanged 3 SP:Iteration 77Q (1878.502379 sec): 3 clusters Score: Raw -1421467.586363 + Penalty 3060.164268 = -1418407.422095 nChanged 4 SP:Iteration 78Q (1878.568797 sec): 3 clusters Score: Raw -1421467.968999 + Penalty 3060.164268 = -1418407.804731 nChanged 6 SP:Iteration 79Q (1878.623898 sec): 3 clusters Score: Raw -1421468.383473 + Penalty 3060.164268 = -1418408.219205 nChanged 6 SP:Iteration 80F (1878.684788 sec): 3 clusters Score: Raw -1421469.093213 + Penalty 3060.164268 = -1418408.928945 nChanged 5 SP:Iteration 81Q (1878.747301 sec): 3 clusters Score: Raw -1421469.807240 + Penalty 3060.164268 = -1418409.642972 nChanged 5 SP:Iteration 82Q (1878.820533 sec): 3 clusters Score: Raw -1421470.565350 + Penalty 3060.164268 = -1418410.401082 nChanged 4 SP:Iteration 83Q (1878.878273 sec): 3 clusters Score: Raw -1421471.113254 + Penalty 3060.164268 = -1418410.948987 nChanged 7 SP:Iteration 84Q (1878.957133 sec): 3 clusters Score: Raw -1421472.089215 + Penalty 3060.164268 = -1418411.924947 nChanged 12 SP:Iteration 85Q (1879.017953 sec): 3 clusters Score: Raw -1421474.553023 + Penalty 3060.164268 = -1418414.388755 nChanged 16 SP:Iteration 86Q (1879.090718 sec): 3 clusters Score: Raw -1421478.421929 + Penalty 3060.164268 = -1418418.257661 nChanged 21 SP:Iteration 87Q (1879.147204 sec): 3 clusters Score: Raw -1421482.911686 + Penalty 3060.164268 = -1418422.747418 nChanged 18 SP:Iteration 88Q (1879.211165 sec): 3 clusters Score: Raw -1421486.015163 + Penalty 3060.164268 = -1418425.850895 nChanged 18 SP:Iteration 89Q (1879.288266 sec): 3 clusters Score: Raw -1421488.830759 + Penalty 3060.164268 = -1418428.666491 nChanged 9 SP:Iteration 90Q (1879.341765 sec): 3 clusters Score: Raw -1421490.223614 + Penalty 3060.164268 = -1418430.059347 nChanged 9 SP:Iteration 91Q (1879.408234 sec): 3 clusters Score: Raw -1421492.281988 + Penalty 3060.164268 = -1418432.117720 nChanged 11 SP:Iteration 92Q (1879.489613 sec): 3 clusters Score: Raw -1421494.810832 + Penalty 3060.164268 = -1418434.646564 nChanged 12 SP:Iteration 93Q (1879.558460 sec): 3 clusters Score: Raw -1421497.788235 + Penalty 3060.164268 = -1418437.623967 nChanged 17 SP:Iteration 94Q (1879.610229 sec): 3 clusters Score: Raw -1421504.460563 + Penalty 3060.164268 = -1418444.296295 nChanged 26 SP:Iteration 95Q (1879.687168 sec): 3 clusters Score: Raw -1421517.935774 + Penalty 3060.164268 = -1418457.771506 nChanged 48 SP:Iteration 96Q (1879.746568 sec): 3 clusters Score: Raw -1421546.842224 + Penalty 3060.164268 = -1418486.677956 nChanged 50 SP:Iteration 97Q (1879.818146 sec): 3 clusters Score: Raw -1421583.682438 + Penalty 3060.164268 = -1418523.518171 nChanged 70 SP:Iteration 98Q (1879.885665 sec): 3 clusters Score: Raw -1421639.262515 + Penalty 3060.164268 = -1418579.098247 nChanged 83 SP:Iteration 99Q (1879.957562 sec): 3 clusters Score: Raw -1421683.126073 + Penalty 3060.164268 = -1418622.961805 nChanged 55 SP:Iteration 100F (1880.035807 sec): 3 clusters Score: Raw -1421699.514484 + Penalty 3060.164268 = -1418639.350216 nChanged 48 SP:Iteration 101Q (1880.105814 sec): 3 clusters Score: Raw -1421712.216685 + Penalty 3060.164268 = -1418652.052418 nChanged 43 SP:Iteration 102Q (1880.170478 sec): 3 clusters Score: Raw -1421721.612314 + Penalty 3060.164268 = -1418661.448046 nChanged 34 SP:Iteration 103Q (1880.237717 sec): 3 clusters Score: Raw -1421729.978507 + Penalty 3060.164268 = -1418669.814240 nChanged 28 SP:Iteration 104Q (1880.302160 sec): 3 clusters Score: Raw -1421736.083914 + Penalty 3060.164268 = -1418675.919646 nChanged 23 SP:Iteration 105Q (1880.354702 sec): 3 clusters Score: Raw -1421739.414033 + Penalty 3060.164268 = -1418679.249765 nChanged 19 SP:Iteration 106Q (1880.428792 sec): 3 clusters Score: Raw -1421742.483390 + Penalty 3060.164268 = -1418682.319122 nChanged 9 SP:Iteration 107Q (1880.495282 sec): 3 clusters Score: Raw -1421744.214539 + Penalty 3060.164268 = -1418684.050271 nChanged 11 SP:Iteration 108Q (1880.556845 sec): 3 clusters Score: Raw -1421746.508880 + Penalty 3060.164268 = -1418686.344612 nChanged 16 SP:Iteration 109Q (1880.616835 sec): 3 clusters Score: Raw -1421749.299057 + Penalty 3060.164268 = -1418689.134789 nChanged 16 SP:Iteration 110Q (1880.688334 sec): 3 clusters Score: Raw -1421751.388299 + Penalty 3060.164268 = -1418691.224031 nChanged 11 SP:Iteration 111Q (1880.755460 sec): 3 clusters Score: Raw -1421752.279266 + Penalty 3060.164268 = -1418692.114999 nChanged 8 SP:Iteration 112Q (1880.819281 sec): 3 clusters Score: Raw -1421753.448413 + Penalty 3060.164268 = -1418693.284145 nChanged 7 SP:Iteration 113Q (1880.886966 sec): 3 clusters Score: Raw -1421754.730233 + Penalty 3060.164268 = -1418694.565965 nChanged 8 SP:Iteration 114Q (1880.951633 sec): 3 clusters Score: Raw -1421755.544390 + Penalty 3060.164268 = -1418695.380122 nChanged 4 SP:Iteration 115Q (1881.002719 sec): 3 clusters Score: Raw -1421756.058562 + Penalty 3060.164268 = -1418695.894294 nChanged 6 SP:Iteration 116Q (1881.075090 sec): 3 clusters Score: Raw -1421756.735747 + Penalty 3060.164268 = -1418696.571480 nChanged 10 SP:Iteration 117Q (1881.140752 sec): 3 clusters Score: Raw -1421758.137214 + Penalty 3060.164268 = -1418697.972946 nChanged 9 SP:Iteration 118Q (1881.206606 sec): 3 clusters Score: Raw -1421759.228027 + Penalty 3060.164268 = -1418699.063759 nChanged 5 SP:Iteration 119Q (1881.263122 sec): 3 clusters Score: Raw -1421759.915305 + Penalty 3060.164268 = -1418699.751037 nChanged 3 SP:Iteration 120F (1881.336819 sec): 3 clusters Score: Raw -1421760.375119 + Penalty 3060.164268 = -1418700.210851 nChanged 4 SP:Iteration 121Q (1881.397063 sec): 3 clusters Score: Raw -1421760.852436 + Penalty 3060.164268 = -1418700.688168 nChanged 2 SP:Iteration 122Q (1881.458261 sec): 3 clusters Score: Raw -1421761.053934 + Penalty 3060.164268 = -1418700.889666 nChanged 1 SP:Iteration 123Q (1881.522596 sec): 3 clusters Score: Raw -1421761.502833 + Penalty 3060.164268 = -1418701.338565 nChanged 1 SP:Iteration 124Q (1881.600190 sec): 3 clusters Score: Raw -1421761.575212 + Penalty 3060.164268 = -1418701.410944 nChanged 0 SP:Iteration 125F (1881.662619 sec): 3 clusters Score: Raw -1421761.575212 + Penalty 3060.164268 = -1418701.410944 nChanged 0 Trying to split cluster 18 (49976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1881.756143 sec): 2 clusters Score: Raw -5720192.496064 + Penalty 1758.135952 = -5718434.360111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1881.873015 sec): 3 clusters Score: Raw -5688510.874470 + Penalty 3516.271905 = -5684994.602565 nChanged 23514 SP:Iteration 1F (1882.025995 sec): 3 clusters Score: Raw -5701975.006061 + Penalty 3516.271905 = -5698458.734156 nChanged 2334 SP:Iteration 2Q (1882.160963 sec): 3 clusters Score: Raw -5702810.690581 + Penalty 3516.271905 = -5699294.418676 nChanged 2335 SP:Iteration 3Q (1882.299013 sec): 3 clusters Score: Raw -5703820.972500 + Penalty 3516.271905 = -5700304.700595 nChanged 2608 SP:Iteration 4F (1882.426344 sec): 3 clusters Score: Raw -5705113.285958 + Penalty 3516.271905 = -5701597.014053 nChanged 2837 SP:Iteration 5F (1882.554081 sec): 3 clusters Score: Raw -5706762.571670 + Penalty 3516.271905 = -5703246.299765 nChanged 2965 SP:Iteration 6F (1882.686752 sec): 3 clusters Score: Raw -5708630.033705 + Penalty 3516.271905 = -5705113.761800 nChanged 2910 SP:Iteration 7F (1882.814966 sec): 3 clusters Score: Raw -5710420.102183 + Penalty 3516.271905 = -5706903.830278 nChanged 2625 SP:Iteration 8F (1882.952858 sec): 3 clusters Score: Raw -5711871.407283 + Penalty 3516.271905 = -5708355.135378 nChanged 2301 SP:Iteration 9Q (1883.097565 sec): 3 clusters Score: Raw -5712898.838408 + Penalty 3516.271905 = -5709382.566503 nChanged 1800 SP:Iteration 10Q (1883.237517 sec): 3 clusters Score: Raw -5713510.843275 + Penalty 3516.271905 = -5709994.571370 nChanged 1381 SP:Iteration 11Q (1883.388189 sec): 3 clusters Score: Raw -5713858.367163 + Penalty 3516.271905 = -5710342.095258 nChanged 1001 SP:Iteration 12Q (1883.531179 sec): 3 clusters Score: Raw -5714073.470754 + Penalty 3516.271905 = -5710557.198849 nChanged 792 SP:Iteration 13Q (1883.667890 sec): 3 clusters Score: Raw -5714235.252161 + Penalty 3516.271905 = -5710718.980256 nChanged 750 SP:Iteration 14Q (1883.794173 sec): 3 clusters Score: Raw -5714392.099731 + Penalty 3516.271905 = -5710875.827826 nChanged 728 SP:Iteration 15Q (1883.918751 sec): 3 clusters Score: Raw -5714556.069382 + Penalty 3516.271905 = -5711039.797477 nChanged 734 SP:Iteration 16Q (1884.044275 sec): 3 clusters Score: Raw -5714732.882673 + Penalty 3516.271905 = -5711216.610768 nChanged 753 SP:Iteration 17Q (1884.171340 sec): 3 clusters Score: Raw -5714928.793332 + Penalty 3516.271905 = -5711412.521427 nChanged 804 SP:Iteration 18Q (1884.298130 sec): 3 clusters Score: Raw -5715165.939639 + Penalty 3516.271905 = -5711649.667735 nChanged 837 SP:Iteration 19Q (1884.425322 sec): 3 clusters Score: Raw -5715447.952677 + Penalty 3516.271905 = -5711931.680772 nChanged 904 SP:Iteration 20F (1884.543160 sec): 3 clusters Score: Raw -5715774.738983 + Penalty 3516.271905 = -5712258.467078 nChanged 934 SP:Iteration 21Q (1884.660812 sec): 3 clusters Score: Raw -5716122.993248 + Penalty 3516.271905 = -5712606.721343 nChanged 936 SP:Iteration 22Q (1884.784214 sec): 3 clusters Score: Raw -5716472.838959 + Penalty 3516.271905 = -5712956.567054 nChanged 882 SP:Iteration 23Q (1884.894898 sec): 3 clusters Score: Raw -5716805.432150 + Penalty 3516.271905 = -5713289.160245 nChanged 833 SP:Iteration 24Q (1885.032961 sec): 3 clusters Score: Raw -5717109.143364 + Penalty 3516.271905 = -5713592.871459 nChanged 792 SP:Iteration 25Q (1885.152586 sec): 3 clusters Score: Raw -5717394.347957 + Penalty 3516.271905 = -5713878.076052 nChanged 735 SP:Iteration 26Q (1885.273786 sec): 3 clusters Score: Raw -5717638.485273 + Penalty 3516.271905 = -5714122.213368 nChanged 649 SP:Iteration 27Q (1885.390841 sec): 3 clusters Score: Raw -5717842.898071 + Penalty 3516.271905 = -5714326.626166 nChanged 610 SP:Iteration 28Q (1885.522674 sec): 3 clusters Score: Raw -5718029.245845 + Penalty 3516.271905 = -5714512.973940 nChanged 595 SP:Iteration 29Q (1885.649268 sec): 3 clusters Score: Raw -5718218.769646 + Penalty 3516.271905 = -5714702.497741 nChanged 573 SP:Iteration 30Q (1885.772670 sec): 3 clusters Score: Raw -5718401.354811 + Penalty 3516.271905 = -5714885.082906 nChanged 551 SP:Iteration 31Q (1885.902046 sec): 3 clusters Score: Raw -5718584.901715 + Penalty 3516.271905 = -5715068.629810 nChanged 543 SP:Iteration 32Q (1886.025450 sec): 3 clusters Score: Raw -5718771.554248 + Penalty 3516.271905 = -5715255.282343 nChanged 516 SP:Iteration 33Q (1886.146250 sec): 3 clusters Score: Raw -5718944.588093 + Penalty 3516.271905 = -5715428.316188 nChanged 450 SP:Iteration 34Q (1886.268616 sec): 3 clusters Score: Raw -5719091.363086 + Penalty 3516.271905 = -5715575.091181 nChanged 412 SP:Iteration 35Q (1886.389636 sec): 3 clusters Score: Raw -5719231.156088 + Penalty 3516.271905 = -5715714.884183 nChanged 378 SP:Iteration 36Q (1886.502434 sec): 3 clusters Score: Raw -5719371.021856 + Penalty 3516.271905 = -5715854.749951 nChanged 350 SP:Iteration 37Q (1886.629096 sec): 3 clusters Score: Raw -5719489.430836 + Penalty 3516.271905 = -5715973.158931 nChanged 304 SP:Iteration 38Q (1886.735249 sec): 3 clusters Score: Raw -5719588.705428 + Penalty 3516.271905 = -5716072.433523 nChanged 287 SP:Iteration 39Q (1886.853584 sec): 3 clusters Score: Raw -5719691.508351 + Penalty 3516.271905 = -5716175.236446 nChanged 265 SP:Iteration 40F (1886.989234 sec): 3 clusters Score: Raw -5719790.081527 + Penalty 3516.271905 = -5716273.809622 nChanged 272 SP:Iteration 41Q (1887.094155 sec): 3 clusters Score: Raw -5719894.185974 + Penalty 3516.271905 = -5716377.914069 nChanged 223 SP:Iteration 42Q (1887.216314 sec): 3 clusters Score: Raw -5719976.157761 + Penalty 3516.271905 = -5716459.885856 nChanged 182 SP:Iteration 43Q (1887.331828 sec): 3 clusters Score: Raw -5720045.794287 + Penalty 3516.271905 = -5716529.522382 nChanged 151 SP:Iteration 44Q (1887.439987 sec): 3 clusters Score: Raw -5720101.066728 + Penalty 3516.271905 = -5716584.794823 nChanged 148 SP:Iteration 45Q (1887.561110 sec): 3 clusters Score: Raw -5720160.286551 + Penalty 3516.271905 = -5716644.014646 nChanged 142 SP:Iteration 46Q (1887.681167 sec): 3 clusters Score: Raw -5720220.612738 + Penalty 3516.271905 = -5716704.340833 nChanged 112 SP:Iteration 47Q (1887.802622 sec): 3 clusters Score: Raw -5720260.555582 + Penalty 3516.271905 = -5716744.283677 nChanged 87 SP:Iteration 48Q (1887.926374 sec): 3 clusters Score: Raw -5720290.099731 + Penalty 3516.271905 = -5716773.827826 nChanged 65 SP:Iteration 49Q (1888.040327 sec): 3 clusters Score: Raw -5720310.499046 + Penalty 3516.271905 = -5716794.227141 nChanged 63 SP:Iteration 50Q (1888.155281 sec): 3 clusters Score: Raw -5720326.778342 + Penalty 3516.271905 = -5716810.506437 nChanged 50 SP:Iteration 51Q (1888.284268 sec): 3 clusters Score: Raw -5720341.960198 + Penalty 3516.271905 = -5716825.688293 nChanged 42 SP:Iteration 52Q (1888.421000 sec): 3 clusters Score: Raw -5720356.523920 + Penalty 3516.271905 = -5716840.252015 nChanged 44 SP:Iteration 53Q (1888.556781 sec): 3 clusters Score: Raw -5720372.545876 + Penalty 3516.271905 = -5716856.273971 nChanged 45 SP:Iteration 54Q (1888.664722 sec): 3 clusters Score: Raw -5720391.570217 + Penalty 3516.271905 = -5716875.298312 nChanged 54 SP:Iteration 55Q (1888.779581 sec): 3 clusters Score: Raw -5720412.387969 + Penalty 3516.271905 = -5716896.116064 nChanged 45 SP:Iteration 56Q (1888.897201 sec): 3 clusters Score: Raw -5720427.976465 + Penalty 3516.271905 = -5716911.704560 nChanged 39 SP:Iteration 57Q (1889.005061 sec): 3 clusters Score: Raw -5720443.952231 + Penalty 3516.271905 = -5716927.680326 nChanged 34 SP:Iteration 58Q (1889.111122 sec): 3 clusters Score: Raw -5720457.107210 + Penalty 3516.271905 = -5716940.835305 nChanged 31 SP:Iteration 59Q (1889.231365 sec): 3 clusters Score: Raw -5720469.788902 + Penalty 3516.271905 = -5716953.516997 nChanged 27 SP:Iteration 60F (1889.353512 sec): 3 clusters Score: Raw -5720479.661597 + Penalty 3516.271905 = -5716963.389692 nChanged 22 SP:Iteration 61Q (1889.467115 sec): 3 clusters Score: Raw -5720486.807692 + Penalty 3516.271905 = -5716970.535787 nChanged 16 SP:Iteration 62Q (1889.593628 sec): 3 clusters Score: Raw -5720492.700514 + Penalty 3516.271905 = -5716976.428609 nChanged 19 SP:Iteration 63Q (1889.714658 sec): 3 clusters Score: Raw -5720499.739826 + Penalty 3516.271905 = -5716983.467921 nChanged 14 SP:Iteration 64Q (1889.831440 sec): 3 clusters Score: Raw -5720505.873004 + Penalty 3516.271905 = -5716989.601099 nChanged 19 SP:Iteration 65Q (1889.948197 sec): 3 clusters Score: Raw -5720512.320430 + Penalty 3516.271905 = -5716996.048525 nChanged 11 SP:Iteration 66Q (1890.063308 sec): 3 clusters Score: Raw -5720516.922003 + Penalty 3516.271905 = -5717000.650098 nChanged 13 SP:Iteration 67Q (1890.203414 sec): 3 clusters Score: Raw -5720520.511474 + Penalty 3516.271905 = -5717004.239569 nChanged 10 SP:Iteration 68Q (1890.320155 sec): 3 clusters Score: Raw -5720524.469372 + Penalty 3516.271905 = -5717008.197467 nChanged 11 SP:Iteration 69Q (1890.425051 sec): 3 clusters Score: Raw -5720528.368579 + Penalty 3516.271905 = -5717012.096674 nChanged 7 SP:Iteration 70Q (1890.534093 sec): 3 clusters Score: Raw -5720531.226208 + Penalty 3516.271905 = -5717014.954303 nChanged 8 SP:Iteration 71Q (1890.640843 sec): 3 clusters Score: Raw -5720533.899854 + Penalty 3516.271905 = -5717017.627949 nChanged 5 SP:Iteration 72Q (1890.754605 sec): 3 clusters Score: Raw -5720535.611242 + Penalty 3516.271905 = -5717019.339337 nChanged 5 SP:Iteration 73Q (1890.860143 sec): 3 clusters Score: Raw -5720537.366977 + Penalty 3516.271905 = -5717021.095072 nChanged 1 SP:Iteration 74Q (1890.968418 sec): 3 clusters Score: Raw -5720537.619593 + Penalty 3516.271905 = -5717021.347688 nChanged 0 SP:Iteration 75F (1891.090660 sec): 3 clusters Score: Raw -5720537.619593 + Penalty 3516.271905 = -5717021.347688 nChanged 0 Trying to split cluster 19 (9478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1891.126257 sec): 2 clusters Score: Raw -1104673.802291 + Penalty 1487.968398 = -1103185.833893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1891.186370 sec): 3 clusters Score: Raw -1099409.392875 + Penalty 2975.936796 = -1096433.456079 nChanged 4044 SP:Iteration 1F (1891.257063 sec): 3 clusters Score: Raw -1101782.995077 + Penalty 2975.936796 = -1098807.058282 nChanged 631 SP:Iteration 2F (1891.327008 sec): 3 clusters Score: Raw -1102120.806595 + Penalty 2975.936796 = -1099144.869799 nChanged 548 SP:Iteration 3F (1891.377876 sec): 3 clusters Score: Raw -1102443.601025 + Penalty 2975.936796 = -1099467.664230 nChanged 547 SP:Iteration 4F (1891.451047 sec): 3 clusters Score: Raw -1102787.253255 + Penalty 2975.936796 = -1099811.316459 nChanged 509 SP:Iteration 5F (1891.519425 sec): 3 clusters Score: Raw -1103130.769936 + Penalty 2975.936796 = -1100154.833141 nChanged 510 SP:Iteration 6F (1891.589880 sec): 3 clusters Score: Raw -1103479.106221 + Penalty 2975.936796 = -1100503.169425 nChanged 507 SP:Iteration 7F (1891.644863 sec): 3 clusters Score: Raw -1103863.363255 + Penalty 2975.936796 = -1100887.426459 nChanged 468 SP:Iteration 8Q (1891.711767 sec): 3 clusters Score: Raw -1104163.249687 + Penalty 2975.936796 = -1101187.312891 nChanged 388 SP:Iteration 9Q (1891.784701 sec): 3 clusters Score: Raw -1104389.037251 + Penalty 2975.936796 = -1101413.100456 nChanged 308 SP:Iteration 10Q (1891.848649 sec): 3 clusters Score: Raw -1104533.083697 + Penalty 2975.936796 = -1101557.146901 nChanged 215 SP:Iteration 11Q (1891.917108 sec): 3 clusters Score: Raw -1104611.132939 + Penalty 2975.936796 = -1101635.196143 nChanged 137 SP:Iteration 12Q (1891.972208 sec): 3 clusters Score: Raw -1104652.392656 + Penalty 2975.936796 = -1101676.455860 nChanged 113 SP:Iteration 13Q (1892.034442 sec): 3 clusters Score: Raw -1104682.577423 + Penalty 2975.936796 = -1101706.640627 nChanged 81 SP:Iteration 14Q (1892.099067 sec): 3 clusters Score: Raw -1104699.164596 + Penalty 2975.936796 = -1101723.227800 nChanged 43 SP:Iteration 15Q (1892.156045 sec): 3 clusters Score: Raw -1104705.979363 + Penalty 2975.936796 = -1101730.042567 nChanged 36 SP:Iteration 16Q (1892.230753 sec): 3 clusters Score: Raw -1104712.722715 + Penalty 2975.936796 = -1101736.785919 nChanged 46 SP:Iteration 17Q (1892.294114 sec): 3 clusters Score: Raw -1104721.490052 + Penalty 2975.936796 = -1101745.553257 nChanged 34 SP:Iteration 18Q (1892.344457 sec): 3 clusters Score: Raw -1104728.589179 + Penalty 2975.936796 = -1101752.652383 nChanged 31 SP:Iteration 19Q (1892.407658 sec): 3 clusters Score: Raw -1104733.562048 + Penalty 2975.936796 = -1101757.625252 nChanged 34 SP:Iteration 20F (1892.460799 sec): 3 clusters Score: Raw -1104738.009844 + Penalty 2975.936796 = -1101762.073048 nChanged 21 SP:Iteration 21Q (1892.534821 sec): 3 clusters Score: Raw -1104741.000734 + Penalty 2975.936796 = -1101765.063938 nChanged 19 SP:Iteration 22Q (1892.583158 sec): 3 clusters Score: Raw -1104743.756930 + Penalty 2975.936796 = -1101767.820135 nChanged 18 SP:Iteration 23Q (1892.647185 sec): 3 clusters Score: Raw -1104746.504959 + Penalty 2975.936796 = -1101770.568163 nChanged 15 SP:Iteration 24Q (1892.717439 sec): 3 clusters Score: Raw -1104748.851674 + Penalty 2975.936796 = -1101772.914879 nChanged 20 SP:Iteration 25Q (1892.782149 sec): 3 clusters Score: Raw -1104751.139699 + Penalty 2975.936796 = -1101775.202903 nChanged 15 SP:Iteration 26Q (1892.834491 sec): 3 clusters Score: Raw -1104753.374956 + Penalty 2975.936796 = -1101777.438160 nChanged 20 SP:Iteration 27Q (1892.907414 sec): 3 clusters Score: Raw -1104756.498319 + Penalty 2975.936796 = -1101780.561523 nChanged 19 SP:Iteration 28Q (1892.972290 sec): 3 clusters Score: Raw -1104759.333676 + Penalty 2975.936796 = -1101783.396881 nChanged 18 SP:Iteration 29Q (1893.033308 sec): 3 clusters Score: Raw -1104762.598985 + Penalty 2975.936796 = -1101786.662189 nChanged 14 SP:Iteration 30Q (1893.100134 sec): 3 clusters Score: Raw -1104765.183488 + Penalty 2975.936796 = -1101789.246693 nChanged 14 SP:Iteration 31Q (1893.164832 sec): 3 clusters Score: Raw -1104767.172589 + Penalty 2975.936796 = -1101791.235793 nChanged 14 SP:Iteration 32Q (1893.226635 sec): 3 clusters Score: Raw -1104768.718798 + Penalty 2975.936796 = -1101792.782002 nChanged 15 SP:Iteration 33Q (1893.288932 sec): 3 clusters Score: Raw -1104770.542033 + Penalty 2975.936796 = -1101794.605238 nChanged 12 SP:Iteration 34Q (1893.351432 sec): 3 clusters Score: Raw -1104771.920739 + Penalty 2975.936796 = -1101795.983943 nChanged 7 SP:Iteration 35Q (1893.418314 sec): 3 clusters Score: Raw -1104772.782753 + Penalty 2975.936796 = -1101796.845957 nChanged 7 SP:Iteration 36Q (1893.477175 sec): 3 clusters Score: Raw -1104773.720627 + Penalty 2975.936796 = -1101797.783831 nChanged 10 SP:Iteration 37Q (1893.548491 sec): 3 clusters Score: Raw -1104774.705346 + Penalty 2975.936796 = -1101798.768550 nChanged 6 SP:Iteration 38Q (1893.615571 sec): 3 clusters Score: Raw -1104775.475883 + Penalty 2975.936796 = -1101799.539087 nChanged 8 SP:Iteration 39Q (1893.681675 sec): 3 clusters Score: Raw -1104776.263489 + Penalty 2975.936796 = -1101800.326693 nChanged 8 SP:Iteration 40F (1893.749492 sec): 3 clusters Score: Raw -1104776.993247 + Penalty 2975.936796 = -1101801.056451 nChanged 6 SP:Iteration 41Q (1893.817467 sec): 3 clusters Score: Raw -1104777.540240 + Penalty 2975.936796 = -1101801.603445 nChanged 6 SP:Iteration 42Q (1893.881060 sec): 3 clusters Score: Raw -1104777.933177 + Penalty 2975.936796 = -1101801.996381 nChanged 6 SP:Iteration 43Q (1893.947370 sec): 3 clusters Score: Raw -1104778.250741 + Penalty 2975.936796 = -1101802.313945 nChanged 4 SP:Iteration 44Q (1894.009072 sec): 3 clusters Score: Raw -1104778.549558 + Penalty 2975.936796 = -1101802.612762 nChanged 4 SP:Iteration 45Q (1894.074985 sec): 3 clusters Score: Raw -1104778.926801 + Penalty 2975.936796 = -1101802.990006 nChanged 2 SP:Iteration 46Q (1894.136886 sec): 3 clusters Score: Raw -1104779.057982 + Penalty 2975.936796 = -1101803.121186 nChanged 1 SP:Iteration 47Q (1894.188875 sec): 3 clusters Score: Raw -1104779.123968 + Penalty 2975.936796 = -1101803.187172 nChanged 2 SP:Iteration 48Q (1894.252467 sec): 3 clusters Score: Raw -1104779.296391 + Penalty 2975.936796 = -1101803.359595 nChanged 4 SP:Iteration 49Q (1894.324162 sec): 3 clusters Score: Raw -1104779.545440 + Penalty 2975.936796 = -1101803.608644 nChanged 1 SP:Iteration 50Q (1894.380539 sec): 3 clusters Score: Raw -1104779.598185 + Penalty 2975.936796 = -1101803.661389 nChanged 0 SP:Iteration 51F (1894.439440 sec): 3 clusters Score: Raw -1104779.598185 + Penalty 2975.936796 = -1101803.661389 nChanged 0 Trying to split cluster 20 (11498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1894.484504 sec): 2 clusters Score: Raw -1317044.243101 + Penalty 1519.363363 = -1315524.879738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1894.546119 sec): 3 clusters Score: Raw -1310502.443610 + Penalty 3038.726726 = -1307463.716884 nChanged 4956 SP:Iteration 1F (1894.609008 sec): 3 clusters Score: Raw -1313204.280968 + Penalty 3038.726726 = -1310165.554242 nChanged 844 SP:Iteration 2F (1894.668995 sec): 3 clusters Score: Raw -1313698.271763 + Penalty 3038.726726 = -1310659.545037 nChanged 801 SP:Iteration 3F (1894.736959 sec): 3 clusters Score: Raw -1314203.309976 + Penalty 3038.726726 = -1311164.583250 nChanged 768 SP:Iteration 4F (1894.785855 sec): 3 clusters Score: Raw -1314744.039305 + Penalty 3038.726726 = -1311705.312579 nChanged 703 SP:Iteration 5F (1894.857347 sec): 3 clusters Score: Raw -1315283.137738 + Penalty 3038.726726 = -1312244.411013 nChanged 655 SP:Iteration 6F (1894.912100 sec): 3 clusters Score: Raw -1315796.560731 + Penalty 3038.726726 = -1312757.834006 nChanged 581 SP:Iteration 7F (1894.973583 sec): 3 clusters Score: Raw -1316231.203276 + Penalty 3038.726726 = -1313192.476550 nChanged 505 SP:Iteration 8Q (1895.030427 sec): 3 clusters Score: Raw -1316548.339634 + Penalty 3038.726726 = -1313509.612908 nChanged 395 SP:Iteration 9Q (1895.092459 sec): 3 clusters Score: Raw -1316781.433465 + Penalty 3038.726726 = -1313742.706739 nChanged 302 SP:Iteration 10Q (1895.157019 sec): 3 clusters Score: Raw -1316921.932024 + Penalty 3038.726726 = -1313883.205298 nChanged 240 SP:Iteration 11Q (1895.218047 sec): 3 clusters Score: Raw -1317019.919187 + Penalty 3038.726726 = -1313981.192462 nChanged 181 SP:Iteration 12Q (1895.277771 sec): 3 clusters Score: Raw -1317081.241421 + Penalty 3038.726726 = -1314042.514695 nChanged 122 SP:Iteration 13Q (1895.342929 sec): 3 clusters Score: Raw -1317127.621436 + Penalty 3038.726726 = -1314088.894711 nChanged 103 SP:Iteration 14Q (1895.397880 sec): 3 clusters Score: Raw -1317160.116045 + Penalty 3038.726726 = -1314121.389320 nChanged 83 SP:Iteration 15Q (1895.456254 sec): 3 clusters Score: Raw -1317186.078846 + Penalty 3038.726726 = -1314147.352120 nChanged 78 SP:Iteration 16Q (1895.520543 sec): 3 clusters Score: Raw -1317209.607728 + Penalty 3038.726726 = -1314170.881002 nChanged 67 SP:Iteration 17Q (1895.591822 sec): 3 clusters Score: Raw -1317229.559867 + Penalty 3038.726726 = -1314190.833141 nChanged 71 SP:Iteration 18Q (1895.660056 sec): 3 clusters Score: Raw -1317252.314366 + Penalty 3038.726726 = -1314213.587641 nChanged 69 SP:Iteration 19Q (1895.716041 sec): 3 clusters Score: Raw -1317274.709558 + Penalty 3038.726726 = -1314235.982833 nChanged 62 SP:Iteration 20F (1895.779008 sec): 3 clusters Score: Raw -1317291.799403 + Penalty 3038.726726 = -1314253.072678 nChanged 63 SP:Iteration 21Q (1895.850397 sec): 3 clusters Score: Raw -1317307.562960 + Penalty 3038.726726 = -1314268.836234 nChanged 63 SP:Iteration 22Q (1895.908704 sec): 3 clusters Score: Raw -1317323.661676 + Penalty 3038.726726 = -1314284.934951 nChanged 53 SP:Iteration 23Q (1895.984223 sec): 3 clusters Score: Raw -1317336.609280 + Penalty 3038.726726 = -1314297.882554 nChanged 39 SP:Iteration 24Q (1896.036047 sec): 3 clusters Score: Raw -1317346.345107 + Penalty 3038.726726 = -1314307.618382 nChanged 41 SP:Iteration 25Q (1896.096748 sec): 3 clusters Score: Raw -1317356.156811 + Penalty 3038.726726 = -1314317.430086 nChanged 44 SP:Iteration 26Q (1896.164157 sec): 3 clusters Score: Raw -1317365.955519 + Penalty 3038.726726 = -1314327.228794 nChanged 41 SP:Iteration 27Q (1896.229858 sec): 3 clusters Score: Raw -1317375.565415 + Penalty 3038.726726 = -1314336.838690 nChanged 42 SP:Iteration 28Q (1896.297274 sec): 3 clusters Score: Raw -1317384.555075 + Penalty 3038.726726 = -1314345.828350 nChanged 41 SP:Iteration 29Q (1896.365767 sec): 3 clusters Score: Raw -1317393.761303 + Penalty 3038.726726 = -1314355.034578 nChanged 27 SP:Iteration 30Q (1896.437024 sec): 3 clusters Score: Raw -1317400.483815 + Penalty 3038.726726 = -1314361.757089 nChanged 32 SP:Iteration 31Q (1896.498832 sec): 3 clusters Score: Raw -1317407.227843 + Penalty 3038.726726 = -1314368.501117 nChanged 24 SP:Iteration 32Q (1896.557550 sec): 3 clusters Score: Raw -1317411.316850 + Penalty 3038.726726 = -1314372.590124 nChanged 20 SP:Iteration 33Q (1896.632162 sec): 3 clusters Score: Raw -1317414.205314 + Penalty 3038.726726 = -1314375.478589 nChanged 15 SP:Iteration 34Q (1896.687455 sec): 3 clusters Score: Raw -1317416.170307 + Penalty 3038.726726 = -1314377.443581 nChanged 15 SP:Iteration 35Q (1896.760922 sec): 3 clusters Score: Raw -1317418.247765 + Penalty 3038.726726 = -1314379.521040 nChanged 10 SP:Iteration 36Q (1896.817866 sec): 3 clusters Score: Raw -1317419.970997 + Penalty 3038.726726 = -1314381.244272 nChanged 13 SP:Iteration 37Q (1896.890177 sec): 3 clusters Score: Raw -1317421.651594 + Penalty 3038.726726 = -1314382.924868 nChanged 9 SP:Iteration 38Q (1896.955398 sec): 3 clusters Score: Raw -1317422.547349 + Penalty 3038.726726 = -1314383.820623 nChanged 7 SP:Iteration 39Q (1897.013159 sec): 3 clusters Score: Raw -1317423.606132 + Penalty 3038.726726 = -1314384.879407 nChanged 6 SP:Iteration 40F (1897.079637 sec): 3 clusters Score: Raw -1317424.225238 + Penalty 3038.726726 = -1314385.498513 nChanged 4 SP:Iteration 41Q (1897.154439 sec): 3 clusters Score: Raw -1317424.497180 + Penalty 3038.726726 = -1314385.770454 nChanged 2 SP:Iteration 42Q (1897.213946 sec): 3 clusters Score: Raw -1317424.703878 + Penalty 3038.726726 = -1314385.977153 nChanged 1 SP:Iteration 43Q (1897.282703 sec): 3 clusters Score: Raw -1317424.768211 + Penalty 3038.726726 = -1314386.041486 nChanged 3 SP:Iteration 44Q (1897.338555 sec): 3 clusters Score: Raw -1317425.165832 + Penalty 3038.726726 = -1314386.439106 nChanged 2 SP:Iteration 45Q (1897.404461 sec): 3 clusters Score: Raw -1317425.247904 + Penalty 3038.726726 = -1314386.521178 nChanged 0 SP:Iteration 46F (1897.470944 sec): 3 clusters Score: Raw -1317425.247904 + Penalty 3038.726726 = -1314386.521178 nChanged 0 Trying to split cluster 21 (3895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1897.501459 sec): 2 clusters Score: Raw -448956.678419 + Penalty 1343.460456 = -447613.217963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1897.563685 sec): 3 clusters Score: Raw -447075.638788 + Penalty 2686.920911 = -444388.717877 nChanged 1493 SP:Iteration 1F (1897.604049 sec): 3 clusters Score: Raw -448058.424136 + Penalty 2686.920911 = -445371.503225 nChanged 377 SP:Iteration 2F (1897.663595 sec): 3 clusters Score: Raw -448449.928442 + Penalty 2686.920911 = -445763.007531 nChanged 324 SP:Iteration 3F (1897.715379 sec): 3 clusters Score: Raw -448898.425235 + Penalty 2686.920911 = -446211.504324 nChanged 312 SP:Iteration 4F (1897.767325 sec): 3 clusters Score: Raw -449396.823818 + Penalty 2686.920911 = -446709.902907 nChanged 271 SP:Iteration 5F (1897.820438 sec): 3 clusters Score: Raw -449779.469339 + Penalty 2686.920911 = -447092.548427 nChanged 210 SP:Iteration 6F (1897.862691 sec): 3 clusters Score: Raw -449996.428483 + Penalty 2686.920911 = -447309.507571 nChanged 165 SP:Iteration 7Q (1897.923377 sec): 3 clusters Score: Raw -450158.661617 + Penalty 2686.920911 = -447471.740705 nChanged 109 SP:Iteration 8Q (1897.978462 sec): 3 clusters Score: Raw -450259.598393 + Penalty 2686.920911 = -447572.677481 nChanged 86 SP:Iteration 9Q (1898.021796 sec): 3 clusters Score: Raw -450327.942076 + Penalty 2686.920911 = -447641.021165 nChanged 60 SP:Iteration 10Q (1898.078256 sec): 3 clusters Score: Raw -450394.463835 + Penalty 2686.920911 = -447707.542924 nChanged 47 SP:Iteration 11Q (1898.137375 sec): 3 clusters Score: Raw -450438.553526 + Penalty 2686.920911 = -447751.632614 nChanged 34 SP:Iteration 12Q (1898.187748 sec): 3 clusters Score: Raw -450450.402292 + Penalty 2686.920911 = -447763.481381 nChanged 10 SP:Iteration 13Q (1898.232041 sec): 3 clusters Score: Raw -450453.969380 + Penalty 2686.920911 = -447767.048468 nChanged 8 SP:Iteration 14Q (1898.281643 sec): 3 clusters Score: Raw -450455.911839 + Penalty 2686.920911 = -447768.990927 nChanged 6 SP:Iteration 15Q (1898.334252 sec): 3 clusters Score: Raw -450456.908180 + Penalty 2686.920911 = -447769.987268 nChanged 4 SP:Iteration 16Q (1898.384249 sec): 3 clusters Score: Raw -450458.914273 + Penalty 2686.920911 = -447771.993362 nChanged 6 SP:Iteration 17Q (1898.434439 sec): 3 clusters Score: Raw -450461.117159 + Penalty 2686.920911 = -447774.196247 nChanged 1 SP:Iteration 18Q (1898.476136 sec): 3 clusters Score: Raw -450461.268001 + Penalty 2686.920911 = -447774.347090 nChanged 1 SP:Iteration 19Q (1898.526794 sec): 3 clusters Score: Raw -450461.613738 + Penalty 2686.920911 = -447774.692827 nChanged 2 SP:Iteration 20F (1898.586404 sec): 3 clusters Score: Raw -450462.241045 + Penalty 2686.920911 = -447775.320134 nChanged 2 SP:Iteration 21Q (1898.636228 sec): 3 clusters Score: Raw -450463.495946 + Penalty 2686.920911 = -447776.575035 nChanged 3 SP:Iteration 22Q (1898.687495 sec): 3 clusters Score: Raw -450464.607482 + Penalty 2686.920911 = -447777.686571 nChanged 4 SP:Iteration 23Q (1898.742381 sec): 3 clusters Score: Raw -450465.561038 + Penalty 2686.920911 = -447778.640126 nChanged 3 SP:Iteration 24Q (1898.789906 sec): 3 clusters Score: Raw -450466.281311 + Penalty 2686.920911 = -447779.360400 nChanged 2 SP:Iteration 25Q (1898.844313 sec): 3 clusters Score: Raw -450466.507265 + Penalty 2686.920911 = -447779.586354 nChanged 2 SP:Iteration 26Q (1898.893912 sec): 3 clusters Score: Raw -450466.961013 + Penalty 2686.920911 = -447780.040102 nChanged 2 SP:Iteration 27Q (1898.946701 sec): 3 clusters Score: Raw -450467.388843 + Penalty 2686.920911 = -447780.467932 nChanged 1 SP:Iteration 28Q (1898.996249 sec): 3 clusters Score: Raw -450467.808788 + Penalty 2686.920911 = -447780.887877 nChanged 1 SP:Iteration 29Q (1899.045701 sec): 3 clusters Score: Raw -450467.900948 + Penalty 2686.920911 = -447780.980037 nChanged 1 SP:Iteration 30Q (1899.098119 sec): 3 clusters Score: Raw -450468.016775 + Penalty 2686.920911 = -447781.095863 nChanged 0 SP:Iteration 31F (1899.148601 sec): 3 clusters Score: Raw -450468.016775 + Penalty 2686.920911 = -447781.095863 nChanged 0 Score: Raw -86561294.220681 + Penalty 65962.637360 = -86495331.583321 Splitting cluster 21 changes total score from -86496018.999544 to -86495331.583321 So it's not getting split. Trying to split cluster 22 (2573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1912.834430 sec): 2 clusters Score: Raw -290021.302724 + Penalty 1276.084519 = -288745.218205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1912.888523 sec): 3 clusters Score: Raw -288886.032556 + Penalty 2552.169039 = -286333.863517 nChanged 985 SP:Iteration 1F (1912.938904 sec): 3 clusters Score: Raw -289649.200752 + Penalty 2552.169039 = -287097.031713 nChanged 247 SP:Iteration 2F (1912.987533 sec): 3 clusters Score: Raw -289999.533208 + Penalty 2552.169039 = -287447.364169 nChanged 222 SP:Iteration 3F (1913.035244 sec): 3 clusters Score: Raw -290378.144586 + Penalty 2552.169039 = -287825.975547 nChanged 200 SP:Iteration 4F (1913.086419 sec): 3 clusters Score: Raw -290731.778609 + Penalty 2552.169039 = -288179.609570 nChanged 152 SP:Iteration 5F (1913.132892 sec): 3 clusters Score: Raw -290955.147258 + Penalty 2552.169039 = -288402.978219 nChanged 105 SP:Iteration 6Q (1913.184618 sec): 3 clusters Score: Raw -291074.019121 + Penalty 2552.169039 = -288521.850082 nChanged 62 SP:Iteration 7Q (1913.234544 sec): 3 clusters Score: Raw -291134.803906 + Penalty 2552.169039 = -288582.634867 nChanged 49 SP:Iteration 8Q (1913.277554 sec): 3 clusters Score: Raw -291180.910333 + Penalty 2552.169039 = -288628.741294 nChanged 34 SP:Iteration 9Q (1913.329050 sec): 3 clusters Score: Raw -291213.641455 + Penalty 2552.169039 = -288661.472416 nChanged 26 SP:Iteration 10Q (1913.362013 sec): 3 clusters Score: Raw -291239.429858 + Penalty 2552.169039 = -288687.260819 nChanged 22 SP:Iteration 11Q (1913.401765 sec): 3 clusters Score: Raw -291256.054188 + Penalty 2552.169039 = -288703.885149 nChanged 19 SP:Iteration 12Q (1913.440368 sec): 3 clusters Score: Raw -291267.120735 + Penalty 2552.169039 = -288714.951696 nChanged 16 SP:Iteration 13Q (1913.479616 sec): 3 clusters Score: Raw -291275.385046 + Penalty 2552.169039 = -288723.216007 nChanged 11 SP:Iteration 14Q (1913.519827 sec): 3 clusters Score: Raw -291279.997271 + Penalty 2552.169039 = -288727.828232 nChanged 6 SP:Iteration 15Q (1913.558125 sec): 3 clusters Score: Raw -291281.428855 + Penalty 2552.169039 = -288729.259816 nChanged 2 SP:Iteration 16Q (1913.611808 sec): 3 clusters Score: Raw -291281.978043 + Penalty 2552.169039 = -288729.809004 nChanged 1 SP:Iteration 17Q (1913.655107 sec): 3 clusters Score: Raw -291282.753799 + Penalty 2552.169039 = -288730.584760 nChanged 2 SP:Iteration 18Q (1913.707388 sec): 3 clusters Score: Raw -291283.603275 + Penalty 2552.169039 = -288731.434236 nChanged 1 SP:Iteration 19Q (1913.750056 sec): 3 clusters Score: Raw -291283.709710 + Penalty 2552.169039 = -288731.540671 nChanged 1 SP:Iteration 20F (1913.802701 sec): 3 clusters Score: Raw -291283.951964 + Penalty 2552.169039 = -288731.782925 nChanged 0 Trying to split cluster 23 (1601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1913.836413 sec): 2 clusters Score: Raw -161637.639313 + Penalty 1198.987353 = -160438.651960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1913.880355 sec): 3 clusters Score: Raw -161223.635124 + Penalty 2397.974707 = -158825.660417 nChanged 565 SP:Iteration 1F (1913.927863 sec): 3 clusters Score: Raw -162003.501954 + Penalty 2397.974707 = -159605.527248 nChanged 174 SP:Iteration 2F (1913.968057 sec): 3 clusters Score: Raw -162227.194253 + Penalty 2397.974707 = -159829.219547 nChanged 109 SP:Iteration 3F (1914.015911 sec): 3 clusters Score: Raw -162329.555376 + Penalty 2397.974707 = -159931.580670 nChanged 54 SP:Iteration 4Q (1914.064066 sec): 3 clusters Score: Raw -162387.506138 + Penalty 2397.974707 = -159989.531431 nChanged 34 SP:Iteration 5Q (1914.114049 sec): 3 clusters Score: Raw -162419.884520 + Penalty 2397.974707 = -160021.909814 nChanged 26 SP:Iteration 6Q (1914.157205 sec): 3 clusters Score: Raw -162439.713768 + Penalty 2397.974707 = -160041.739061 nChanged 13 SP:Iteration 7Q (1914.211666 sec): 3 clusters Score: Raw -162449.051712 + Penalty 2397.974707 = -160051.077005 nChanged 12 SP:Iteration 8Q (1914.252971 sec): 3 clusters Score: Raw -162457.426955 + Penalty 2397.974707 = -160059.452248 nChanged 9 SP:Iteration 9Q (1914.292671 sec): 3 clusters Score: Raw -162465.210371 + Penalty 2397.974707 = -160067.235664 nChanged 14 SP:Iteration 10Q (1914.338044 sec): 3 clusters Score: Raw -162476.200107 + Penalty 2397.974707 = -160078.225400 nChanged 11 SP:Iteration 11Q (1914.389613 sec): 3 clusters Score: Raw -162486.446517 + Penalty 2397.974707 = -160088.471810 nChanged 10 SP:Iteration 12Q (1914.446082 sec): 3 clusters Score: Raw -162491.889453 + Penalty 2397.974707 = -160093.914746 nChanged 6 SP:Iteration 13Q (1914.497592 sec): 3 clusters Score: Raw -162494.314940 + Penalty 2397.974707 = -160096.340233 nChanged 2 SP:Iteration 14Q (1914.537850 sec): 3 clusters Score: Raw -162495.625828 + Penalty 2397.974707 = -160097.651121 nChanged 1 SP:Iteration 15Q (1914.595856 sec): 3 clusters Score: Raw -162496.910672 + Penalty 2397.974707 = -160098.935965 nChanged 1 SP:Iteration 16Q (1914.648660 sec): 3 clusters Score: Raw -162497.456797 + Penalty 2397.974707 = -160099.482090 nChanged 1 SP:Iteration 17Q (1914.694106 sec): 3 clusters Score: Raw -162498.366856 + Penalty 2397.974707 = -160100.392149 nChanged 2 SP:Iteration 18Q (1914.741987 sec): 3 clusters Score: Raw -162498.864766 + Penalty 2397.974707 = -160100.890060 nChanged 1 SP:Iteration 19Q (1914.795947 sec): 3 clusters Score: Raw -162499.084229 + Penalty 2397.974707 = -160101.109522 nChanged 1 SP:Iteration 20F (1914.847624 sec): 3 clusters Score: Raw -162499.392951 + Penalty 2397.974707 = -160101.418245 nChanged 0 Trying to split cluster 24 (2330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1914.869509 sec): 2 clusters Score: Raw -262606.997987 + Penalty 1259.963826 = -261347.034160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1914.918474 sec): 3 clusters Score: Raw -261598.501933 + Penalty 2519.927653 = -259078.574280 nChanged 806 SP:Iteration 1F (1914.971276 sec): 3 clusters Score: Raw -262141.911183 + Penalty 2519.927653 = -259621.983530 nChanged 226 SP:Iteration 2F (1915.031931 sec): 3 clusters Score: Raw -262429.233750 + Penalty 2519.927653 = -259909.306098 nChanged 195 SP:Iteration 3F (1915.084823 sec): 3 clusters Score: Raw -262756.981884 + Penalty 2519.927653 = -260237.054231 nChanged 179 SP:Iteration 4F (1915.139078 sec): 3 clusters Score: Raw -262994.836089 + Penalty 2519.927653 = -260474.908436 nChanged 132 SP:Iteration 5F (1915.179013 sec): 3 clusters Score: Raw -263153.297721 + Penalty 2519.927653 = -260633.370069 nChanged 92 SP:Iteration 6Q (1915.227722 sec): 3 clusters Score: Raw -263259.115142 + Penalty 2519.927653 = -260739.187490 nChanged 74 SP:Iteration 7Q (1915.275597 sec): 3 clusters Score: Raw -263334.926133 + Penalty 2519.927653 = -260814.998480 nChanged 44 SP:Iteration 8Q (1915.336816 sec): 3 clusters Score: Raw -263376.225109 + Penalty 2519.927653 = -260856.297457 nChanged 32 SP:Iteration 9Q (1915.388238 sec): 3 clusters Score: Raw -263403.456803 + Penalty 2519.927653 = -260883.529150 nChanged 18 SP:Iteration 10Q (1915.440519 sec): 3 clusters Score: Raw -263418.855555 + Penalty 2519.927653 = -260898.927902 nChanged 10 SP:Iteration 11Q (1915.479312 sec): 3 clusters Score: Raw -263425.884342 + Penalty 2519.927653 = -260905.956689 nChanged 9 SP:Iteration 12Q (1915.532989 sec): 3 clusters Score: Raw -263435.428998 + Penalty 2519.927653 = -260915.501345 nChanged 6 SP:Iteration 13Q (1915.579006 sec): 3 clusters Score: Raw -263441.764397 + Penalty 2519.927653 = -260921.836745 nChanged 6 SP:Iteration 14Q (1915.630501 sec): 3 clusters Score: Raw -263445.379786 + Penalty 2519.927653 = -260925.452133 nChanged 8 SP:Iteration 15Q (1915.684173 sec): 3 clusters Score: Raw -263455.485900 + Penalty 2519.927653 = -260935.558247 nChanged 8 SP:Iteration 16Q (1915.737330 sec): 3 clusters Score: Raw -263462.263394 + Penalty 2519.927653 = -260942.335741 nChanged 6 SP:Iteration 17Q (1915.775566 sec): 3 clusters Score: Raw -263466.810548 + Penalty 2519.927653 = -260946.882896 nChanged 8 SP:Iteration 18Q (1915.822510 sec): 3 clusters Score: Raw -263473.256739 + Penalty 2519.927653 = -260953.329086 nChanged 7 SP:Iteration 19Q (1915.880259 sec): 3 clusters Score: Raw -263477.931063 + Penalty 2519.927653 = -260958.003411 nChanged 5 SP:Iteration 20F (1915.927820 sec): 3 clusters Score: Raw -263480.422337 + Penalty 2519.927653 = -260960.494684 nChanged 3 SP:Iteration 21Q (1915.970115 sec): 3 clusters Score: Raw -263482.229389 + Penalty 2519.927653 = -260962.301737 nChanged 2 SP:Iteration 22Q (1916.013983 sec): 3 clusters Score: Raw -263484.083434 + Penalty 2519.927653 = -260964.155781 nChanged 2 SP:Iteration 23Q (1916.055285 sec): 3 clusters Score: Raw -263484.693380 + Penalty 2519.927653 = -260964.765728 nChanged 0 SP:Iteration 24F (1916.110474 sec): 3 clusters Score: Raw -263484.693380 + Penalty 2519.927653 = -260964.765728 nChanged 0 Trying to split cluster 25 (10273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1916.144654 sec): 2 clusters Score: Raw -1212744.625255 + Penalty 1501.057086 = -1211243.568169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1916.210088 sec): 3 clusters Score: Raw -1206920.308235 + Penalty 3002.114171 = -1203918.194064 nChanged 4443 SP:Iteration 1F (1916.272319 sec): 3 clusters Score: Raw -1209366.923654 + Penalty 3002.114171 = -1206364.809482 nChanged 571 SP:Iteration 2F (1916.322047 sec): 3 clusters Score: Raw -1209604.776578 + Penalty 3002.114171 = -1206602.662407 nChanged 483 SP:Iteration 3Q (1916.380995 sec): 3 clusters Score: Raw -1209795.355257 + Penalty 3002.114171 = -1206793.241086 nChanged 433 SP:Iteration 4Q (1916.440516 sec): 3 clusters Score: Raw -1209959.960953 + Penalty 3002.114171 = -1206957.846782 nChanged 372 SP:Iteration 5Q (1916.509750 sec): 3 clusters Score: Raw -1210109.854250 + Penalty 3002.114171 = -1207107.740079 nChanged 367 SP:Iteration 6Q (1916.564652 sec): 3 clusters Score: Raw -1210254.160646 + Penalty 3002.114171 = -1207252.046475 nChanged 340 SP:Iteration 7Q (1916.645208 sec): 3 clusters Score: Raw -1210401.138926 + Penalty 3002.114171 = -1207399.024755 nChanged 345 SP:Iteration 8Q (1916.699739 sec): 3 clusters Score: Raw -1210557.889797 + Penalty 3002.114171 = -1207555.775626 nChanged 344 SP:Iteration 9Q (1916.773287 sec): 3 clusters Score: Raw -1210739.867163 + Penalty 3002.114171 = -1207737.752992 nChanged 387 SP:Iteration 10Q (1916.843624 sec): 3 clusters Score: Raw -1210945.494918 + Penalty 3002.114171 = -1207943.380747 nChanged 380 SP:Iteration 11Q (1916.911038 sec): 3 clusters Score: Raw -1211150.818392 + Penalty 3002.114171 = -1208148.704221 nChanged 387 SP:Iteration 12Q (1916.973522 sec): 3 clusters Score: Raw -1211402.728065 + Penalty 3002.114171 = -1208400.613894 nChanged 392 SP:Iteration 13Q (1917.051711 sec): 3 clusters Score: Raw -1211653.232735 + Penalty 3002.114171 = -1208651.118564 nChanged 304 SP:Iteration 14Q (1917.121680 sec): 3 clusters Score: Raw -1211812.483276 + Penalty 3002.114171 = -1208810.369104 nChanged 200 SP:Iteration 15Q (1917.189252 sec): 3 clusters Score: Raw -1211894.566299 + Penalty 3002.114171 = -1208892.452128 nChanged 153 SP:Iteration 16Q (1917.244899 sec): 3 clusters Score: Raw -1211943.109689 + Penalty 3002.114171 = -1208940.995517 nChanged 109 SP:Iteration 17Q (1917.311912 sec): 3 clusters Score: Raw -1211976.415898 + Penalty 3002.114171 = -1208974.301726 nChanged 100 SP:Iteration 18Q (1917.383442 sec): 3 clusters Score: Raw -1212004.130960 + Penalty 3002.114171 = -1209002.016788 nChanged 80 SP:Iteration 19Q (1917.455482 sec): 3 clusters Score: Raw -1212025.117456 + Penalty 3002.114171 = -1209023.003284 nChanged 88 SP:Iteration 20F (1917.523064 sec): 3 clusters Score: Raw -1212049.406620 + Penalty 3002.114171 = -1209047.292449 nChanged 70 SP:Iteration 21Q (1917.585429 sec): 3 clusters Score: Raw -1212065.077877 + Penalty 3002.114171 = -1209062.963706 nChanged 63 SP:Iteration 22Q (1917.639212 sec): 3 clusters Score: Raw -1212078.253095 + Penalty 3002.114171 = -1209076.138924 nChanged 60 SP:Iteration 23Q (1917.708160 sec): 3 clusters Score: Raw -1212091.302111 + Penalty 3002.114171 = -1209089.187940 nChanged 49 SP:Iteration 24Q (1917.768752 sec): 3 clusters Score: Raw -1212102.103728 + Penalty 3002.114171 = -1209099.989557 nChanged 53 SP:Iteration 25Q (1917.835981 sec): 3 clusters Score: Raw -1212113.464922 + Penalty 3002.114171 = -1209111.350751 nChanged 43 SP:Iteration 26Q (1917.888208 sec): 3 clusters Score: Raw -1212122.316947 + Penalty 3002.114171 = -1209120.202776 nChanged 43 SP:Iteration 27Q (1917.951044 sec): 3 clusters Score: Raw -1212133.109035 + Penalty 3002.114171 = -1209130.994864 nChanged 57 SP:Iteration 28Q (1918.022365 sec): 3 clusters Score: Raw -1212150.573288 + Penalty 3002.114171 = -1209148.459116 nChanged 67 SP:Iteration 29Q (1918.086824 sec): 3 clusters Score: Raw -1212166.056597 + Penalty 3002.114171 = -1209163.942426 nChanged 50 SP:Iteration 30Q (1918.150457 sec): 3 clusters Score: Raw -1212177.165182 + Penalty 3002.114171 = -1209175.051011 nChanged 44 SP:Iteration 31Q (1918.200028 sec): 3 clusters Score: Raw -1212187.787976 + Penalty 3002.114171 = -1209185.673804 nChanged 45 SP:Iteration 32Q (1918.272530 sec): 3 clusters Score: Raw -1212197.828305 + Penalty 3002.114171 = -1209195.714133 nChanged 49 SP:Iteration 33Q (1918.335559 sec): 3 clusters Score: Raw -1212209.399681 + Penalty 3002.114171 = -1209207.285509 nChanged 45 SP:Iteration 34Q (1918.396412 sec): 3 clusters Score: Raw -1212219.823136 + Penalty 3002.114171 = -1209217.708964 nChanged 39 SP:Iteration 35Q (1918.455389 sec): 3 clusters Score: Raw -1212228.403665 + Penalty 3002.114171 = -1209226.289494 nChanged 39 SP:Iteration 36Q (1918.517012 sec): 3 clusters Score: Raw -1212238.947079 + Penalty 3002.114171 = -1209236.832908 nChanged 43 SP:Iteration 37Q (1918.584669 sec): 3 clusters Score: Raw -1212250.451956 + Penalty 3002.114171 = -1209248.337785 nChanged 42 SP:Iteration 38Q (1918.643754 sec): 3 clusters Score: Raw -1212261.736774 + Penalty 3002.114171 = -1209259.622603 nChanged 45 SP:Iteration 39Q (1918.696110 sec): 3 clusters Score: Raw -1212273.767326 + Penalty 3002.114171 = -1209271.653155 nChanged 58 SP:Iteration 40F (1918.757832 sec): 3 clusters Score: Raw -1212290.575967 + Penalty 3002.114171 = -1209288.461796 nChanged 55 SP:Iteration 41Q (1918.823297 sec): 3 clusters Score: Raw -1212308.308536 + Penalty 3002.114171 = -1209306.194364 nChanged 62 SP:Iteration 42Q (1918.892821 sec): 3 clusters Score: Raw -1212327.215863 + Penalty 3002.114171 = -1209325.101692 nChanged 58 SP:Iteration 43Q (1918.948895 sec): 3 clusters Score: Raw -1212345.079716 + Penalty 3002.114171 = -1209342.965544 nChanged 50 SP:Iteration 44Q (1919.020498 sec): 3 clusters Score: Raw -1212358.743914 + Penalty 3002.114171 = -1209356.629743 nChanged 45 SP:Iteration 45Q (1919.081910 sec): 3 clusters Score: Raw -1212372.769790 + Penalty 3002.114171 = -1209370.655618 nChanged 49 SP:Iteration 46Q (1919.134641 sec): 3 clusters Score: Raw -1212385.032177 + Penalty 3002.114171 = -1209382.918005 nChanged 45 SP:Iteration 47Q (1919.198715 sec): 3 clusters Score: Raw -1212395.279788 + Penalty 3002.114171 = -1209393.165617 nChanged 41 SP:Iteration 48Q (1919.260701 sec): 3 clusters Score: Raw -1212407.323638 + Penalty 3002.114171 = -1209405.209467 nChanged 50 SP:Iteration 49Q (1919.328970 sec): 3 clusters Score: Raw -1212421.861748 + Penalty 3002.114171 = -1209419.747577 nChanged 34 SP:Iteration 50Q (1919.387419 sec): 3 clusters Score: Raw -1212431.204122 + Penalty 3002.114171 = -1209429.089951 nChanged 40 SP:Iteration 51Q (1919.450104 sec): 3 clusters Score: Raw -1212444.100728 + Penalty 3002.114171 = -1209441.986557 nChanged 45 SP:Iteration 52Q (1919.518263 sec): 3 clusters Score: Raw -1212456.992476 + Penalty 3002.114171 = -1209454.878304 nChanged 39 SP:Iteration 53Q (1919.581493 sec): 3 clusters Score: Raw -1212467.832645 + Penalty 3002.114171 = -1209465.718473 nChanged 39 SP:Iteration 54Q (1919.640717 sec): 3 clusters Score: Raw -1212479.203614 + Penalty 3002.114171 = -1209477.089443 nChanged 43 SP:Iteration 55Q (1919.703731 sec): 3 clusters Score: Raw -1212493.591608 + Penalty 3002.114171 = -1209491.477437 nChanged 45 SP:Iteration 56Q (1919.769423 sec): 3 clusters Score: Raw -1212509.783056 + Penalty 3002.114171 = -1209507.668885 nChanged 53 SP:Iteration 57Q (1919.829797 sec): 3 clusters Score: Raw -1212527.984371 + Penalty 3002.114171 = -1209525.870199 nChanged 50 SP:Iteration 58Q (1919.892095 sec): 3 clusters Score: Raw -1212545.474496 + Penalty 3002.114171 = -1209543.360325 nChanged 44 SP:Iteration 59Q (1919.943089 sec): 3 clusters Score: Raw -1212565.331616 + Penalty 3002.114171 = -1209563.217445 nChanged 49 SP:Iteration 60F (1920.013648 sec): 3 clusters Score: Raw -1212584.419264 + Penalty 3002.114171 = -1209582.305093 nChanged 46 SP:Iteration 61Q (1920.069857 sec): 3 clusters Score: Raw -1212602.145286 + Penalty 3002.114171 = -1209600.031115 nChanged 40 SP:Iteration 62Q (1920.133129 sec): 3 clusters Score: Raw -1212618.841880 + Penalty 3002.114171 = -1209616.727709 nChanged 39 SP:Iteration 63Q (1920.204034 sec): 3 clusters Score: Raw -1212632.338387 + Penalty 3002.114171 = -1209630.224216 nChanged 36 SP:Iteration 64Q (1920.266939 sec): 3 clusters Score: Raw -1212645.260529 + Penalty 3002.114171 = -1209643.146357 nChanged 40 SP:Iteration 65Q (1920.320283 sec): 3 clusters Score: Raw -1212662.578127 + Penalty 3002.114171 = -1209660.463956 nChanged 41 SP:Iteration 66Q (1920.378322 sec): 3 clusters Score: Raw -1212679.368915 + Penalty 3002.114171 = -1209677.254744 nChanged 41 SP:Iteration 67Q (1920.446511 sec): 3 clusters Score: Raw -1212697.952970 + Penalty 3002.114171 = -1209695.838798 nChanged 41 SP:Iteration 68Q (1920.492740 sec): 3 clusters Score: Raw -1212712.324587 + Penalty 3002.114171 = -1209710.210416 nChanged 34 SP:Iteration 69Q (1920.548060 sec): 3 clusters Score: Raw -1212724.739684 + Penalty 3002.114171 = -1209722.625513 nChanged 32 SP:Iteration 70Q (1920.605895 sec): 3 clusters Score: Raw -1212739.970396 + Penalty 3002.114171 = -1209737.856225 nChanged 36 SP:Iteration 71Q (1920.675559 sec): 3 clusters Score: Raw -1212756.025011 + Penalty 3002.114171 = -1209753.910840 nChanged 35 SP:Iteration 72Q (1920.728257 sec): 3 clusters Score: Raw -1212772.349005 + Penalty 3002.114171 = -1209770.234834 nChanged 37 SP:Iteration 73Q (1920.791099 sec): 3 clusters Score: Raw -1212788.728944 + Penalty 3002.114171 = -1209786.614773 nChanged 33 SP:Iteration 74Q (1920.850219 sec): 3 clusters Score: Raw -1212804.612323 + Penalty 3002.114171 = -1209802.498151 nChanged 29 SP:Iteration 75Q (1920.913243 sec): 3 clusters Score: Raw -1212817.306654 + Penalty 3002.114171 = -1209815.192483 nChanged 24 SP:Iteration 76Q (1920.973868 sec): 3 clusters Score: Raw -1212829.961829 + Penalty 3002.114171 = -1209827.847658 nChanged 24 SP:Iteration 77Q (1921.041488 sec): 3 clusters Score: Raw -1212839.082121 + Penalty 3002.114171 = -1209836.967950 nChanged 17 SP:Iteration 78Q (1921.102260 sec): 3 clusters Score: Raw -1212845.452376 + Penalty 3002.114171 = -1209843.338205 nChanged 11 SP:Iteration 79Q (1921.165891 sec): 3 clusters Score: Raw -1212849.460531 + Penalty 3002.114171 = -1209847.346360 nChanged 9 SP:Iteration 80F (1921.229457 sec): 3 clusters Score: Raw -1212852.607729 + Penalty 3002.114171 = -1209850.493557 nChanged 6 SP:Iteration 81Q (1921.278456 sec): 3 clusters Score: Raw -1212854.142079 + Penalty 3002.114171 = -1209852.027908 nChanged 4 SP:Iteration 82Q (1921.341794 sec): 3 clusters Score: Raw -1212855.289968 + Penalty 3002.114171 = -1209853.175796 nChanged 5 SP:Iteration 83Q (1921.406818 sec): 3 clusters Score: Raw -1212856.275315 + Penalty 3002.114171 = -1209854.161144 nChanged 3 SP:Iteration 84Q (1921.453693 sec): 3 clusters Score: Raw -1212857.594691 + Penalty 3002.114171 = -1209855.480520 nChanged 3 SP:Iteration 85Q (1921.512665 sec): 3 clusters Score: Raw -1212861.461212 + Penalty 3002.114171 = -1209859.347040 nChanged 8 SP:Iteration 86Q (1921.571977 sec): 3 clusters Score: Raw -1212867.462253 + Penalty 3002.114171 = -1209865.348082 nChanged 11 SP:Iteration 87Q (1921.633962 sec): 3 clusters Score: Raw -1212872.620555 + Penalty 3002.114171 = -1209870.506384 nChanged 4 SP:Iteration 88Q (1921.692559 sec): 3 clusters Score: Raw -1212873.945620 + Penalty 3002.114171 = -1209871.831449 nChanged 1 SP:Iteration 89Q (1921.763096 sec): 3 clusters Score: Raw -1212874.055963 + Penalty 3002.114171 = -1209871.941791 nChanged 3 SP:Iteration 90Q (1921.809731 sec): 3 clusters Score: Raw -1212876.033334 + Penalty 3002.114171 = -1209873.919162 nChanged 5 SP:Iteration 91Q (1921.878293 sec): 3 clusters Score: Raw -1212878.461121 + Penalty 3002.114171 = -1209876.346950 nChanged 10 SP:Iteration 92Q (1921.924294 sec): 3 clusters Score: Raw -1212882.254135 + Penalty 3002.114171 = -1209880.139963 nChanged 11 SP:Iteration 93Q (1921.990072 sec): 3 clusters Score: Raw -1212888.165651 + Penalty 3002.114171 = -1209886.051480 nChanged 10 SP:Iteration 94Q (1922.041991 sec): 3 clusters Score: Raw -1212894.415844 + Penalty 3002.114171 = -1209892.301673 nChanged 10 SP:Iteration 95Q (1922.107495 sec): 3 clusters Score: Raw -1212900.141907 + Penalty 3002.114171 = -1209898.027736 nChanged 11 SP:Iteration 96Q (1922.162073 sec): 3 clusters Score: Raw -1212905.763309 + Penalty 3002.114171 = -1209903.649137 nChanged 8 SP:Iteration 97Q (1922.225409 sec): 3 clusters Score: Raw -1212908.754305 + Penalty 3002.114171 = -1209906.640134 nChanged 5 SP:Iteration 98Q (1922.289223 sec): 3 clusters Score: Raw -1212911.293532 + Penalty 3002.114171 = -1209909.179360 nChanged 2 SP:Iteration 99Q (1922.343194 sec): 3 clusters Score: Raw -1212912.301415 + Penalty 3002.114171 = -1209910.187244 nChanged 2 SP:Iteration 100F (1922.408761 sec): 3 clusters Score: Raw -1212913.380943 + Penalty 3002.114171 = -1209911.266772 nChanged 5 SP:Iteration 101Q (1922.463444 sec): 3 clusters Score: Raw -1212915.688574 + Penalty 3002.114171 = -1209913.574403 nChanged 1 SP:Iteration 102Q (1922.533171 sec): 3 clusters Score: Raw -1212916.551675 + Penalty 3002.114171 = -1209914.437503 nChanged 0 SP:Iteration 103F (1922.586192 sec): 3 clusters Score: Raw -1212916.551675 + Penalty 3002.114171 = -1209914.437503 nChanged 0 Trying to split cluster 26 (5157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1922.625263 sec): 2 clusters Score: Raw -611712.180869 + Penalty 1389.067923 = -610323.112947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1922.680756 sec): 3 clusters Score: Raw -609044.230049 + Penalty 2778.135846 = -606266.094203 nChanged 2094 SP:Iteration 1F (1922.730137 sec): 3 clusters Score: Raw -610229.889471 + Penalty 2778.135846 = -607451.753626 nChanged 389 SP:Iteration 2F (1922.776537 sec): 3 clusters Score: Raw -610450.746604 + Penalty 2778.135846 = -607672.610759 nChanged 302 SP:Iteration 3F (1922.836454 sec): 3 clusters Score: Raw -610621.451652 + Penalty 2778.135846 = -607843.315806 nChanged 264 SP:Iteration 4F (1922.878396 sec): 3 clusters Score: Raw -610789.676889 + Penalty 2778.135846 = -608011.541043 nChanged 258 SP:Iteration 5F (1922.941964 sec): 3 clusters Score: Raw -610959.965692 + Penalty 2778.135846 = -608181.829847 nChanged 243 SP:Iteration 6Q (1922.989224 sec): 3 clusters Score: Raw -611132.025264 + Penalty 2778.135846 = -608353.889418 nChanged 266 SP:Iteration 7F (1923.053211 sec): 3 clusters Score: Raw -611304.730687 + Penalty 2778.135846 = -608526.594841 nChanged 203 SP:Iteration 8Q (1923.098610 sec): 3 clusters Score: Raw -611437.340758 + Penalty 2778.135846 = -608659.204913 nChanged 184 SP:Iteration 9Q (1923.162967 sec): 3 clusters Score: Raw -611553.229490 + Penalty 2778.135846 = -608775.093644 nChanged 142 SP:Iteration 10Q (1923.219785 sec): 3 clusters Score: Raw -611654.017104 + Penalty 2778.135846 = -608875.881258 nChanged 118 SP:Iteration 11Q (1923.276423 sec): 3 clusters Score: Raw -611725.175843 + Penalty 2778.135846 = -608947.039998 nChanged 92 SP:Iteration 12Q (1923.334729 sec): 3 clusters Score: Raw -611789.843456 + Penalty 2778.135846 = -609011.707610 nChanged 85 SP:Iteration 13Q (1923.387448 sec): 3 clusters Score: Raw -611842.258749 + Penalty 2778.135846 = -609064.122904 nChanged 70 SP:Iteration 14Q (1923.443543 sec): 3 clusters Score: Raw -611886.496866 + Penalty 2778.135846 = -609108.361021 nChanged 56 SP:Iteration 15Q (1923.487265 sec): 3 clusters Score: Raw -611924.628176 + Penalty 2778.135846 = -609146.492330 nChanged 57 SP:Iteration 16Q (1923.542749 sec): 3 clusters Score: Raw -611962.200806 + Penalty 2778.135846 = -609184.064960 nChanged 46 SP:Iteration 17Q (1923.604150 sec): 3 clusters Score: Raw -611986.728824 + Penalty 2778.135846 = -609208.592978 nChanged 28 SP:Iteration 18Q (1923.650392 sec): 3 clusters Score: Raw -611999.842484 + Penalty 2778.135846 = -609221.706638 nChanged 21 SP:Iteration 19Q (1923.710885 sec): 3 clusters Score: Raw -612015.769604 + Penalty 2778.135846 = -609237.633759 nChanged 23 SP:Iteration 20F (1923.764995 sec): 3 clusters Score: Raw -612028.635121 + Penalty 2778.135846 = -609250.499275 nChanged 23 SP:Iteration 21Q (1923.815756 sec): 3 clusters Score: Raw -612038.952756 + Penalty 2778.135846 = -609260.816911 nChanged 15 SP:Iteration 22Q (1923.874280 sec): 3 clusters Score: Raw -612046.286305 + Penalty 2778.135846 = -609268.150459 nChanged 17 SP:Iteration 23Q (1923.926258 sec): 3 clusters Score: Raw -612053.422904 + Penalty 2778.135846 = -609275.287058 nChanged 17 SP:Iteration 24Q (1923.983113 sec): 3 clusters Score: Raw -612061.522075 + Penalty 2778.135846 = -609283.386230 nChanged 13 SP:Iteration 25Q (1924.047832 sec): 3 clusters Score: Raw -612068.540960 + Penalty 2778.135846 = -609290.405115 nChanged 16 SP:Iteration 26Q (1924.106304 sec): 3 clusters Score: Raw -612075.418883 + Penalty 2778.135846 = -609297.283038 nChanged 8 SP:Iteration 27Q (1924.163619 sec): 3 clusters Score: Raw -612077.814173 + Penalty 2778.135846 = -609299.678327 nChanged 6 SP:Iteration 28Q (1924.219659 sec): 3 clusters Score: Raw -612081.287153 + Penalty 2778.135846 = -609303.151307 nChanged 6 SP:Iteration 29Q (1924.264512 sec): 3 clusters Score: Raw -612084.776230 + Penalty 2778.135846 = -609306.640384 nChanged 6 SP:Iteration 30Q (1924.328724 sec): 3 clusters Score: Raw -612086.691034 + Penalty 2778.135846 = -609308.555188 nChanged 6 SP:Iteration 31Q (1924.386653 sec): 3 clusters Score: Raw -612088.680867 + Penalty 2778.135846 = -609310.545021 nChanged 2 SP:Iteration 32Q (1924.436779 sec): 3 clusters Score: Raw -612089.345046 + Penalty 2778.135846 = -609311.209200 nChanged 3 SP:Iteration 33Q (1924.492130 sec): 3 clusters Score: Raw -612090.943940 + Penalty 2778.135846 = -609312.808094 nChanged 3 SP:Iteration 34Q (1924.550503 sec): 3 clusters Score: Raw -612092.263010 + Penalty 2778.135846 = -609314.127164 nChanged 1 SP:Iteration 35Q (1924.599083 sec): 3 clusters Score: Raw -612092.990778 + Penalty 2778.135846 = -609314.854932 nChanged 5 SP:Iteration 36Q (1924.639357 sec): 3 clusters Score: Raw -612094.541582 + Penalty 2778.135846 = -609316.405736 nChanged 4 SP:Iteration 37Q (1924.701265 sec): 3 clusters Score: Raw -612096.099331 + Penalty 2778.135846 = -609317.963485 nChanged 3 SP:Iteration 38Q (1924.750254 sec): 3 clusters Score: Raw -612096.973494 + Penalty 2778.135846 = -609318.837649 nChanged 2 SP:Iteration 39Q (1924.805740 sec): 3 clusters Score: Raw -612098.072789 + Penalty 2778.135846 = -609319.936943 nChanged 3 SP:Iteration 40F (1924.861903 sec): 3 clusters Score: Raw -612099.914144 + Penalty 2778.135846 = -609321.778298 nChanged 5 SP:Iteration 41Q (1924.912320 sec): 3 clusters Score: Raw -612102.039260 + Penalty 2778.135846 = -609323.903415 nChanged 3 SP:Iteration 42Q (1924.962919 sec): 3 clusters Score: Raw -612102.788403 + Penalty 2778.135846 = -609324.652557 nChanged 1 SP:Iteration 43Q (1925.020577 sec): 3 clusters Score: Raw -612103.264432 + Penalty 2778.135846 = -609325.128586 nChanged 2 SP:Iteration 44Q (1925.067508 sec): 3 clusters Score: Raw -612104.168279 + Penalty 2778.135846 = -609326.032433 nChanged 2 SP:Iteration 45Q (1925.108171 sec): 3 clusters Score: Raw -612105.024654 + Penalty 2778.135846 = -609326.888808 nChanged 2 SP:Iteration 46Q (1925.167471 sec): 3 clusters Score: Raw -612105.511510 + Penalty 2778.135846 = -609327.375664 nChanged 0 SP:Iteration 47F (1925.208628 sec): 3 clusters Score: Raw -612105.511510 + Penalty 2778.135846 = -609327.375664 nChanged 0 Trying to split cluster 27 (17298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1925.249990 sec): 2 clusters Score: Raw -1941622.099175 + Penalty 1585.731252 = -1940036.367923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1925.326956 sec): 3 clusters Score: Raw -1931273.921130 + Penalty 3171.462504 = -1928102.458626 nChanged 7810 SP:Iteration 1F (1925.409209 sec): 3 clusters Score: Raw -1935860.236512 + Penalty 3171.462504 = -1932688.774008 nChanged 1249 SP:Iteration 2F (1925.480334 sec): 3 clusters Score: Raw -1936604.863752 + Penalty 3171.462504 = -1933433.401248 nChanged 1236 SP:Iteration 3F (1925.557916 sec): 3 clusters Score: Raw -1937473.645911 + Penalty 3171.462504 = -1934302.183407 nChanged 1258 SP:Iteration 4F (1925.626884 sec): 3 clusters Score: Raw -1938505.636893 + Penalty 3171.462504 = -1935334.174389 nChanged 1200 SP:Iteration 5F (1925.708747 sec): 3 clusters Score: Raw -1939610.097238 + Penalty 3171.462504 = -1936438.634734 nChanged 938 SP:Iteration 6F (1925.793937 sec): 3 clusters Score: Raw -1940501.283969 + Penalty 3171.462504 = -1937329.821465 nChanged 674 SP:Iteration 7Q (1925.870137 sec): 3 clusters Score: Raw -1941090.885945 + Penalty 3171.462504 = -1937919.423441 nChanged 451 SP:Iteration 8Q (1925.949924 sec): 3 clusters Score: Raw -1941474.493284 + Penalty 3171.462504 = -1938303.030780 nChanged 304 SP:Iteration 9Q (1926.029270 sec): 3 clusters Score: Raw -1941713.518298 + Penalty 3171.462504 = -1938542.055794 nChanged 214 SP:Iteration 10Q (1926.111496 sec): 3 clusters Score: Raw -1941880.281799 + Penalty 3171.462504 = -1938708.819295 nChanged 155 SP:Iteration 11Q (1926.189102 sec): 3 clusters Score: Raw -1941981.657511 + Penalty 3171.462504 = -1938810.195007 nChanged 114 SP:Iteration 12Q (1926.254936 sec): 3 clusters Score: Raw -1942055.075872 + Penalty 3171.462504 = -1938883.613368 nChanged 85 SP:Iteration 13Q (1926.333419 sec): 3 clusters Score: Raw -1942103.901748 + Penalty 3171.462504 = -1938932.439243 nChanged 52 SP:Iteration 14Q (1926.409890 sec): 3 clusters Score: Raw -1942135.814588 + Penalty 3171.462504 = -1938964.352084 nChanged 42 SP:Iteration 15Q (1926.469500 sec): 3 clusters Score: Raw -1942159.608098 + Penalty 3171.462504 = -1938988.145594 nChanged 31 SP:Iteration 16Q (1926.549585 sec): 3 clusters Score: Raw -1942170.411488 + Penalty 3171.462504 = -1938998.948984 nChanged 22 SP:Iteration 17Q (1926.613897 sec): 3 clusters Score: Raw -1942179.410276 + Penalty 3171.462504 = -1939007.947772 nChanged 20 SP:Iteration 18Q (1926.693420 sec): 3 clusters Score: Raw -1942189.379084 + Penalty 3171.462504 = -1939017.916580 nChanged 19 SP:Iteration 19Q (1926.767672 sec): 3 clusters Score: Raw -1942199.081025 + Penalty 3171.462504 = -1939027.618521 nChanged 13 SP:Iteration 20F (1926.833373 sec): 3 clusters Score: Raw -1942204.937666 + Penalty 3171.462504 = -1939033.475162 nChanged 12 SP:Iteration 21Q (1926.906208 sec): 3 clusters Score: Raw -1942209.824692 + Penalty 3171.462504 = -1939038.362188 nChanged 13 SP:Iteration 22Q (1926.974267 sec): 3 clusters Score: Raw -1942219.064291 + Penalty 3171.462504 = -1939047.601786 nChanged 17 SP:Iteration 23Q (1927.028251 sec): 3 clusters Score: Raw -1942228.837714 + Penalty 3171.462504 = -1939057.375210 nChanged 14 SP:Iteration 24Q (1927.089929 sec): 3 clusters Score: Raw -1942239.617014 + Penalty 3171.462504 = -1939068.154510 nChanged 12 SP:Iteration 25Q (1927.161299 sec): 3 clusters Score: Raw -1942249.936871 + Penalty 3171.462504 = -1939078.474366 nChanged 16 SP:Iteration 26Q (1927.236073 sec): 3 clusters Score: Raw -1942263.860967 + Penalty 3171.462504 = -1939092.398463 nChanged 17 SP:Iteration 27Q (1927.300369 sec): 3 clusters Score: Raw -1942276.766708 + Penalty 3171.462504 = -1939105.304204 nChanged 14 SP:Iteration 28Q (1927.367612 sec): 3 clusters Score: Raw -1942284.152994 + Penalty 3171.462504 = -1939112.690490 nChanged 14 SP:Iteration 29Q (1927.439293 sec): 3 clusters Score: Raw -1942291.965791 + Penalty 3171.462504 = -1939120.503286 nChanged 13 SP:Iteration 30Q (1927.505776 sec): 3 clusters Score: Raw -1942298.986731 + Penalty 3171.462504 = -1939127.524227 nChanged 11 SP:Iteration 31Q (1927.578434 sec): 3 clusters Score: Raw -1942303.755103 + Penalty 3171.462504 = -1939132.292599 nChanged 14 SP:Iteration 32Q (1927.649802 sec): 3 clusters Score: Raw -1942313.476057 + Penalty 3171.462504 = -1939142.013553 nChanged 12 SP:Iteration 33Q (1927.725033 sec): 3 clusters Score: Raw -1942321.942341 + Penalty 3171.462504 = -1939150.479837 nChanged 7 SP:Iteration 34Q (1927.799749 sec): 3 clusters Score: Raw -1942326.070013 + Penalty 3171.462504 = -1939154.607509 nChanged 3 SP:Iteration 35Q (1927.872247 sec): 3 clusters Score: Raw -1942328.556276 + Penalty 3171.462504 = -1939157.093772 nChanged 4 SP:Iteration 36Q (1927.939216 sec): 3 clusters Score: Raw -1942330.792177 + Penalty 3171.462504 = -1939159.329673 nChanged 5 SP:Iteration 37Q (1928.011009 sec): 3 clusters Score: Raw -1942333.326271 + Penalty 3171.462504 = -1939161.863767 nChanged 4 SP:Iteration 38Q (1928.090216 sec): 3 clusters Score: Raw -1942335.890242 + Penalty 3171.462504 = -1939164.427738 nChanged 0 SP:Iteration 39F (1928.153829 sec): 3 clusters Score: Raw -1942335.890242 + Penalty 3171.462504 = -1939164.427738 nChanged 0 Trying to split cluster 28 (115698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1928.377992 sec): 2 clusters Score: Raw -13723495.576639 + Penalty 1894.545027 = -13721601.031612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1928.630042 sec): 3 clusters Score: Raw -13647743.294099 + Penalty 3789.090054 = -13643954.204045 nChanged 55631 SP:Iteration 1F (1928.877266 sec): 3 clusters Score: Raw -13680335.992539 + Penalty 3789.090054 = -13676546.902485 nChanged 4729 SP:Iteration 2Q (1929.132115 sec): 3 clusters Score: Raw -13681835.922457 + Penalty 3789.090054 = -13678046.832403 nChanged 5132 SP:Iteration 3Q (1929.373800 sec): 3 clusters Score: Raw -13683930.809725 + Penalty 3789.090054 = -13680141.719671 nChanged 5822 SP:Iteration 4F (1929.619325 sec): 3 clusters Score: Raw -13686808.232236 + Penalty 3789.090054 = -13683019.142182 nChanged 6423 SP:Iteration 5F (1929.865533 sec): 3 clusters Score: Raw -13690440.765564 + Penalty 3789.090054 = -13686651.675510 nChanged 6767 SP:Iteration 6F (1930.097596 sec): 3 clusters Score: Raw -13694681.908435 + Penalty 3789.090054 = -13690892.818382 nChanged 6987 SP:Iteration 7F (1930.323808 sec): 3 clusters Score: Raw -13699385.767024 + Penalty 3789.090054 = -13695596.676970 nChanged 6747 SP:Iteration 8F (1930.564007 sec): 3 clusters Score: Raw -13703557.160758 + Penalty 3789.090054 = -13699768.070704 nChanged 5450 SP:Iteration 9Q (1930.807875 sec): 3 clusters Score: Raw -13706116.470795 + Penalty 3789.090054 = -13702327.380741 nChanged 3853 SP:Iteration 10Q (1931.054725 sec): 3 clusters Score: Raw -13707315.621912 + Penalty 3789.090054 = -13703526.531858 nChanged 2471 SP:Iteration 11Q (1931.291686 sec): 3 clusters Score: Raw -13707877.265455 + Penalty 3789.090054 = -13704088.175401 nChanged 1731 SP:Iteration 12Q (1931.507652 sec): 3 clusters Score: Raw -13708233.832646 + Penalty 3789.090054 = -13704444.742592 nChanged 1429 SP:Iteration 13Q (1931.733460 sec): 3 clusters Score: Raw -13708514.714619 + Penalty 3789.090054 = -13704725.624565 nChanged 1278 SP:Iteration 14Q (1931.961265 sec): 3 clusters Score: Raw -13708768.206358 + Penalty 3789.090054 = -13704979.116304 nChanged 1237 SP:Iteration 15Q (1932.204258 sec): 3 clusters Score: Raw -13709025.240187 + Penalty 3789.090054 = -13705236.150134 nChanged 1248 SP:Iteration 16Q (1932.457784 sec): 3 clusters Score: Raw -13709280.001103 + Penalty 3789.090054 = -13705490.911049 nChanged 1198 SP:Iteration 17Q (1932.717506 sec): 3 clusters Score: Raw -13709516.793073 + Penalty 3789.090054 = -13705727.703019 nChanged 1185 SP:Iteration 18Q (1932.955820 sec): 3 clusters Score: Raw -13709766.915550 + Penalty 3789.090054 = -13705977.825496 nChanged 1248 SP:Iteration 19Q (1933.192773 sec): 3 clusters Score: Raw -13710034.349002 + Penalty 3789.090054 = -13706245.258948 nChanged 1245 SP:Iteration 20F (1933.421676 sec): 3 clusters Score: Raw -13710294.322973 + Penalty 3789.090054 = -13706505.232920 nChanged 1185 SP:Iteration 21Q (1933.669801 sec): 3 clusters Score: Raw -13710538.762920 + Penalty 3789.090054 = -13706749.672866 nChanged 1193 SP:Iteration 22Q (1933.913437 sec): 3 clusters Score: Raw -13710770.227017 + Penalty 3789.090054 = -13706981.136964 nChanged 1107 SP:Iteration 23Q (1934.155887 sec): 3 clusters Score: Raw -13710973.547157 + Penalty 3789.090054 = -13707184.457103 nChanged 1065 SP:Iteration 24Q (1934.398894 sec): 3 clusters Score: Raw -13711155.895925 + Penalty 3789.090054 = -13707366.805871 nChanged 957 SP:Iteration 25Q (1934.651758 sec): 3 clusters Score: Raw -13711316.015614 + Penalty 3789.090054 = -13707526.925560 nChanged 905 SP:Iteration 26Q (1934.900525 sec): 3 clusters Score: Raw -13711453.517497 + Penalty 3789.090054 = -13707664.427443 nChanged 890 SP:Iteration 27Q (1935.172589 sec): 3 clusters Score: Raw -13711592.180773 + Penalty 3789.090054 = -13707803.090719 nChanged 859 SP:Iteration 28Q (1935.440398 sec): 3 clusters Score: Raw -13711729.296398 + Penalty 3789.090054 = -13707940.206344 nChanged 884 SP:Iteration 29Q (1935.685239 sec): 3 clusters Score: Raw -13711867.488968 + Penalty 3789.090054 = -13708078.398914 nChanged 849 SP:Iteration 30Q (1935.941335 sec): 3 clusters Score: Raw -13712003.093096 + Penalty 3789.090054 = -13708214.003043 nChanged 854 SP:Iteration 31Q (1936.199334 sec): 3 clusters Score: Raw -13712138.816009 + Penalty 3789.090054 = -13708349.725955 nChanged 820 SP:Iteration 32Q (1936.448402 sec): 3 clusters Score: Raw -13712263.449756 + Penalty 3789.090054 = -13708474.359703 nChanged 781 SP:Iteration 33Q (1936.715926 sec): 3 clusters Score: Raw -13712375.267760 + Penalty 3789.090054 = -13708586.177707 nChanged 746 SP:Iteration 34Q (1936.953386 sec): 3 clusters Score: Raw -13712477.121967 + Penalty 3789.090054 = -13708688.031913 nChanged 685 SP:Iteration 35Q (1937.193861 sec): 3 clusters Score: Raw -13712559.259136 + Penalty 3789.090054 = -13708770.169082 nChanged 602 SP:Iteration 36Q (1937.458455 sec): 3 clusters Score: Raw -13712628.192899 + Penalty 3789.090054 = -13708839.102846 nChanged 562 SP:Iteration 37Q (1937.737336 sec): 3 clusters Score: Raw -13712689.881075 + Penalty 3789.090054 = -13708900.791021 nChanged 520 SP:Iteration 38Q (1937.998009 sec): 3 clusters Score: Raw -13712741.217116 + Penalty 3789.090054 = -13708952.127062 nChanged 495 SP:Iteration 39Q (1938.233851 sec): 3 clusters Score: Raw -13712789.095618 + Penalty 3789.090054 = -13709000.005565 nChanged 455 SP:Iteration 40F (1938.476347 sec): 3 clusters Score: Raw -13712831.612447 + Penalty 3789.090054 = -13709042.522393 nChanged 434 SP:Iteration 41Q (1938.708090 sec): 3 clusters Score: Raw -13712871.134348 + Penalty 3789.090054 = -13709082.044294 nChanged 425 SP:Iteration 42Q (1938.947241 sec): 3 clusters Score: Raw -13712906.999940 + Penalty 3789.090054 = -13709117.909887 nChanged 396 SP:Iteration 43Q (1939.196326 sec): 3 clusters Score: Raw -13712938.475905 + Penalty 3789.090054 = -13709149.385852 nChanged 373 SP:Iteration 44Q (1939.441580 sec): 3 clusters Score: Raw -13712963.952954 + Penalty 3789.090054 = -13709174.862900 nChanged 348 SP:Iteration 45Q (1939.727975 sec): 3 clusters Score: Raw -13712990.461665 + Penalty 3789.090054 = -13709201.371611 nChanged 366 SP:Iteration 46Q (1939.968327 sec): 3 clusters Score: Raw -13713019.965677 + Penalty 3789.090054 = -13709230.875624 nChanged 373 SP:Iteration 47Q (1940.201529 sec): 3 clusters Score: Raw -13713051.986048 + Penalty 3789.090054 = -13709262.895995 nChanged 389 SP:Iteration 48Q (1940.431786 sec): 3 clusters Score: Raw -13713083.347259 + Penalty 3789.090054 = -13709294.257205 nChanged 378 SP:Iteration 49Q (1940.662468 sec): 3 clusters Score: Raw -13713110.670953 + Penalty 3789.090054 = -13709321.580899 nChanged 362 SP:Iteration 50Q (1940.898200 sec): 3 clusters Score: Raw -13713139.662183 + Penalty 3789.090054 = -13709350.572129 nChanged 365 SP:Iteration 51Q (1941.129482 sec): 3 clusters Score: Raw -13713167.104432 + Penalty 3789.090054 = -13709378.014378 nChanged 342 SP:Iteration 52Q (1941.368376 sec): 3 clusters Score: Raw -13713189.938147 + Penalty 3789.090054 = -13709400.848093 nChanged 319 SP:Iteration 53Q (1941.599508 sec): 3 clusters Score: Raw -13713209.467820 + Penalty 3789.090054 = -13709420.377766 nChanged 294 SP:Iteration 54Q (1941.861783 sec): 3 clusters Score: Raw -13713229.001816 + Penalty 3789.090054 = -13709439.911762 nChanged 288 SP:Iteration 55Q (1942.114629 sec): 3 clusters Score: Raw -13713247.363823 + Penalty 3789.090054 = -13709458.273769 nChanged 250 SP:Iteration 56Q (1942.355085 sec): 3 clusters Score: Raw -13713260.833505 + Penalty 3789.090054 = -13709471.743451 nChanged 251 SP:Iteration 57Q (1942.581709 sec): 3 clusters Score: Raw -13713273.462762 + Penalty 3789.090054 = -13709484.372708 nChanged 219 SP:Iteration 58Q (1942.811279 sec): 3 clusters Score: Raw -13713282.855610 + Penalty 3789.090054 = -13709493.765556 nChanged 187 SP:Iteration 59Q (1943.032387 sec): 3 clusters Score: Raw -13713291.433454 + Penalty 3789.090054 = -13709502.343400 nChanged 189 SP:Iteration 60F (1943.268612 sec): 3 clusters Score: Raw -13713298.614643 + Penalty 3789.090054 = -13709509.524589 nChanged 161 SP:Iteration 61Q (1943.497762 sec): 3 clusters Score: Raw -13713304.239852 + Penalty 3789.090054 = -13709515.149799 nChanged 141 SP:Iteration 62Q (1943.717704 sec): 3 clusters Score: Raw -13713308.617779 + Penalty 3789.090054 = -13709519.527726 nChanged 130 SP:Iteration 63Q (1943.968627 sec): 3 clusters Score: Raw -13713312.473657 + Penalty 3789.090054 = -13709523.383603 nChanged 114 SP:Iteration 64Q (1944.206630 sec): 3 clusters Score: Raw -13713315.719561 + Penalty 3789.090054 = -13709526.629507 nChanged 114 SP:Iteration 65Q (1944.471420 sec): 3 clusters Score: Raw -13713318.955744 + Penalty 3789.090054 = -13709529.865690 nChanged 115 SP:Iteration 66Q (1944.708227 sec): 3 clusters Score: Raw -13713322.194286 + Penalty 3789.090054 = -13709533.104232 nChanged 112 SP:Iteration 67Q (1944.962061 sec): 3 clusters Score: Raw -13713325.308698 + Penalty 3789.090054 = -13709536.218644 nChanged 112 SP:Iteration 68Q (1945.204091 sec): 3 clusters Score: Raw -13713328.634907 + Penalty 3789.090054 = -13709539.544854 nChanged 131 SP:Iteration 69Q (1945.483629 sec): 3 clusters Score: Raw -13713333.198670 + Penalty 3789.090054 = -13709544.108616 nChanged 137 SP:Iteration 70Q (1945.730227 sec): 3 clusters Score: Raw -13713338.167941 + Penalty 3789.090054 = -13709549.077887 nChanged 147 SP:Iteration 71Q (1945.962774 sec): 3 clusters Score: Raw -13713343.357059 + Penalty 3789.090054 = -13709554.267005 nChanged 141 SP:Iteration 72Q (1946.186963 sec): 3 clusters Score: Raw -13713347.773168 + Penalty 3789.090054 = -13709558.683114 nChanged 132 SP:Iteration 73Q (1946.413139 sec): 3 clusters Score: Raw -13713352.263255 + Penalty 3789.090054 = -13709563.173202 nChanged 153 SP:Iteration 74Q (1946.675293 sec): 3 clusters Score: Raw -13713356.867021 + Penalty 3789.090054 = -13709567.776967 nChanged 131 SP:Iteration 75Q (1946.914324 sec): 3 clusters Score: Raw -13713360.385536 + Penalty 3789.090054 = -13709571.295482 nChanged 125 SP:Iteration 76Q (1947.148804 sec): 3 clusters Score: Raw -13713363.949087 + Penalty 3789.090054 = -13709574.859033 nChanged 122 SP:Iteration 77Q (1947.382505 sec): 3 clusters Score: Raw -13713367.666746 + Penalty 3789.090054 = -13709578.576692 nChanged 141 SP:Iteration 78Q (1947.610630 sec): 3 clusters Score: Raw -13713372.206434 + Penalty 3789.090054 = -13709583.116380 nChanged 142 SP:Iteration 79Q (1947.853319 sec): 3 clusters Score: Raw -13713376.550200 + Penalty 3789.090054 = -13709587.460146 nChanged 133 SP:Iteration 80F (1948.117590 sec): 3 clusters Score: Raw -13713380.953832 + Penalty 3789.090054 = -13709591.863778 nChanged 146 SP:Iteration 81Q (1948.378417 sec): 3 clusters Score: Raw -13713386.177351 + Penalty 3789.090054 = -13709597.087297 nChanged 170 SP:Iteration 82Q (1948.664499 sec): 3 clusters Score: Raw -13713393.104649 + Penalty 3789.090054 = -13709604.014596 nChanged 183 SP:Iteration 83Q (1948.931205 sec): 3 clusters Score: Raw -13713399.813978 + Penalty 3789.090054 = -13709610.723925 nChanged 166 SP:Iteration 84Q (1949.186272 sec): 3 clusters Score: Raw -13713405.534443 + Penalty 3789.090054 = -13709616.444389 nChanged 165 SP:Iteration 85Q (1949.440237 sec): 3 clusters Score: Raw -13713411.739375 + Penalty 3789.090054 = -13709622.649321 nChanged 171 SP:Iteration 86Q (1949.679593 sec): 3 clusters Score: Raw -13713418.229998 + Penalty 3789.090054 = -13709629.139944 nChanged 186 SP:Iteration 87Q (1949.922716 sec): 3 clusters Score: Raw -13713425.341344 + Penalty 3789.090054 = -13709636.251291 nChanged 193 SP:Iteration 88Q (1950.175124 sec): 3 clusters Score: Raw -13713432.653305 + Penalty 3789.090054 = -13709643.563252 nChanged 190 SP:Iteration 89Q (1950.386850 sec): 3 clusters Score: Raw -13713440.542893 + Penalty 3789.090054 = -13709651.452840 nChanged 213 SP:Iteration 90Q (1950.626061 sec): 3 clusters Score: Raw -13713449.315939 + Penalty 3789.090054 = -13709660.225885 nChanged 218 SP:Iteration 91Q (1950.865340 sec): 3 clusters Score: Raw -13713457.893191 + Penalty 3789.090054 = -13709668.803137 nChanged 234 SP:Iteration 92Q (1951.104550 sec): 3 clusters Score: Raw -13713467.475627 + Penalty 3789.090054 = -13709678.385573 nChanged 245 SP:Iteration 93Q (1951.328733 sec): 3 clusters Score: Raw -13713477.679540 + Penalty 3789.090054 = -13709688.589486 nChanged 260 SP:Iteration 94Q (1951.551391 sec): 3 clusters Score: Raw -13713488.698641 + Penalty 3789.090054 = -13709699.608587 nChanged 264 SP:Iteration 95Q (1951.782674 sec): 3 clusters Score: Raw -13713501.168608 + Penalty 3789.090054 = -13709712.078554 nChanged 293 SP:Iteration 96Q (1952.002604 sec): 3 clusters Score: Raw -13713515.172170 + Penalty 3789.090054 = -13709726.082117 nChanged 288 SP:Iteration 97Q (1952.238495 sec): 3 clusters Score: Raw -13713529.014987 + Penalty 3789.090054 = -13709739.924933 nChanged 284 SP:Iteration 98Q (1952.473584 sec): 3 clusters Score: Raw -13713543.156366 + Penalty 3789.090054 = -13709754.066313 nChanged 314 SP:Iteration 99Q (1952.712084 sec): 3 clusters Score: Raw -13713561.586601 + Penalty 3789.090054 = -13709772.496548 nChanged 329 SP:Iteration 100F (1952.964839 sec): 3 clusters Score: Raw -13713581.484809 + Penalty 3789.090054 = -13709792.394755 nChanged 331 SP:Iteration 101Q (1953.202131 sec): 3 clusters Score: Raw -13713602.300177 + Penalty 3789.090054 = -13709813.210123 nChanged 337 SP:Iteration 102Q (1953.435247 sec): 3 clusters Score: Raw -13713623.426336 + Penalty 3789.090054 = -13709834.336282 nChanged 364 SP:Iteration 103Q (1953.679814 sec): 3 clusters Score: Raw -13713646.250292 + Penalty 3789.090054 = -13709857.160238 nChanged 376 SP:Iteration 104Q (1953.924046 sec): 3 clusters Score: Raw -13713669.404400 + Penalty 3789.090054 = -13709880.314346 nChanged 358 SP:Iteration 105Q (1954.166304 sec): 3 clusters Score: Raw -13713691.359958 + Penalty 3789.090054 = -13709902.269904 nChanged 354 SP:Iteration 106Q (1954.423268 sec): 3 clusters Score: Raw -13713714.170310 + Penalty 3789.090054 = -13709925.080257 nChanged 370 SP:Iteration 107Q (1954.691506 sec): 3 clusters Score: Raw -13713737.359472 + Penalty 3789.090054 = -13709948.269418 nChanged 378 SP:Iteration 108Q (1954.933271 sec): 3 clusters Score: Raw -13713763.481639 + Penalty 3789.090054 = -13709974.391585 nChanged 428 SP:Iteration 109Q (1955.165034 sec): 3 clusters Score: Raw -13713795.265919 + Penalty 3789.090054 = -13710006.175865 nChanged 456 SP:Iteration 110Q (1955.396235 sec): 3 clusters Score: Raw -13713828.986004 + Penalty 3789.090054 = -13710039.895950 nChanged 442 SP:Iteration 111Q (1955.642979 sec): 3 clusters Score: Raw -13713860.430728 + Penalty 3789.090054 = -13710071.340674 nChanged 437 SP:Iteration 112Q (1955.921400 sec): 3 clusters Score: Raw -13713893.103037 + Penalty 3789.090054 = -13710104.012983 nChanged 475 SP:Iteration 113Q (1956.177890 sec): 3 clusters Score: Raw -13713930.801358 + Penalty 3789.090054 = -13710141.711304 nChanged 477 SP:Iteration 114Q (1956.428950 sec): 3 clusters Score: Raw -13713969.755050 + Penalty 3789.090054 = -13710180.664996 nChanged 493 SP:Iteration 115Q (1956.667384 sec): 3 clusters Score: Raw -13714011.179741 + Penalty 3789.090054 = -13710222.089687 nChanged 502 SP:Iteration 116Q (1956.896762 sec): 3 clusters Score: Raw -13714057.536284 + Penalty 3789.090054 = -13710268.446230 nChanged 539 SP:Iteration 117Q (1957.127755 sec): 3 clusters Score: Raw -13714106.216476 + Penalty 3789.090054 = -13710317.126422 nChanged 530 SP:Iteration 118Q (1957.339774 sec): 3 clusters Score: Raw -13714154.686928 + Penalty 3789.090054 = -13710365.596874 nChanged 548 SP:Iteration 119Q (1957.578916 sec): 3 clusters Score: Raw -13714205.958200 + Penalty 3789.090054 = -13710416.868146 nChanged 566 SP:Iteration 120F (1957.829661 sec): 3 clusters Score: Raw -13714259.059689 + Penalty 3789.090054 = -13710469.969635 nChanged 535 SP:Iteration 121Q (1958.084902 sec): 3 clusters Score: Raw -13714308.974693 + Penalty 3789.090054 = -13710519.884639 nChanged 560 SP:Iteration 122Q (1958.334552 sec): 3 clusters Score: Raw -13714364.098547 + Penalty 3789.090054 = -13710575.008494 nChanged 578 SP:Iteration 123Q (1958.556462 sec): 3 clusters Score: Raw -13714422.670014 + Penalty 3789.090054 = -13710633.579961 nChanged 566 SP:Iteration 124Q (1958.785242 sec): 3 clusters Score: Raw -13714484.225125 + Penalty 3789.090054 = -13710695.135072 nChanged 624 SP:Iteration 125Q (1959.010908 sec): 3 clusters Score: Raw -13714555.617586 + Penalty 3789.090054 = -13710766.527532 nChanged 650 SP:Iteration 126Q (1959.262863 sec): 3 clusters Score: Raw -13714630.666479 + Penalty 3789.090054 = -13710841.576425 nChanged 661 SP:Iteration 127Q (1959.501777 sec): 3 clusters Score: Raw -13714708.806409 + Penalty 3789.090054 = -13710919.716355 nChanged 687 SP:Iteration 128Q (1959.735478 sec): 3 clusters Score: Raw -13714793.537926 + Penalty 3789.090054 = -13711004.447872 nChanged 714 SP:Iteration 129Q (1959.989307 sec): 3 clusters Score: Raw -13714883.589486 + Penalty 3789.090054 = -13711094.499432 nChanged 745 SP:Iteration 130Q (1960.265549 sec): 3 clusters Score: Raw -13714982.059180 + Penalty 3789.090054 = -13711192.969126 nChanged 725 SP:Iteration 131Q (1960.506295 sec): 3 clusters Score: Raw -13715082.878482 + Penalty 3789.090054 = -13711293.788428 nChanged 805 SP:Iteration 132Q (1960.731762 sec): 3 clusters Score: Raw -13715199.383746 + Penalty 3789.090054 = -13711410.293692 nChanged 809 SP:Iteration 133Q (1960.957576 sec): 3 clusters Score: Raw -13715318.974020 + Penalty 3789.090054 = -13711529.883966 nChanged 820 SP:Iteration 134Q (1961.186377 sec): 3 clusters Score: Raw -13715441.967661 + Penalty 3789.090054 = -13711652.877607 nChanged 788 SP:Iteration 135Q (1961.411194 sec): 3 clusters Score: Raw -13715565.077466 + Penalty 3789.090054 = -13711775.987412 nChanged 854 SP:Iteration 136Q (1961.646935 sec): 3 clusters Score: Raw -13715702.659013 + Penalty 3789.090054 = -13711913.568960 nChanged 848 SP:Iteration 137Q (1961.876977 sec): 3 clusters Score: Raw -13715838.238750 + Penalty 3789.090054 = -13712049.148696 nChanged 848 SP:Iteration 138Q (1962.133680 sec): 3 clusters Score: Raw -13715980.483782 + Penalty 3789.090054 = -13712191.393729 nChanged 875 SP:Iteration 139Q (1962.362275 sec): 3 clusters Score: Raw -13716131.551082 + Penalty 3789.090054 = -13712342.461029 nChanged 911 SP:Iteration 140F (1962.589016 sec): 3 clusters Score: Raw -13716285.903624 + Penalty 3789.090054 = -13712496.813570 nChanged 880 SP:Iteration 141Q (1962.838749 sec): 3 clusters Score: Raw -13716435.224544 + Penalty 3789.090054 = -13712646.134490 nChanged 878 SP:Iteration 142Q (1963.068217 sec): 3 clusters Score: Raw -13716587.028397 + Penalty 3789.090054 = -13712797.938343 nChanged 883 SP:Iteration 143Q (1963.294600 sec): 3 clusters Score: Raw -13716738.647402 + Penalty 3789.090054 = -13712949.557348 nChanged 854 SP:Iteration 144Q (1963.553506 sec): 3 clusters Score: Raw -13716883.657602 + Penalty 3789.090054 = -13713094.567548 nChanged 835 SP:Iteration 145Q (1963.781682 sec): 3 clusters Score: Raw -13717023.215363 + Penalty 3789.090054 = -13713234.125309 nChanged 829 SP:Iteration 146Q (1964.024804 sec): 3 clusters Score: Raw -13717166.978021 + Penalty 3789.090054 = -13713377.887967 nChanged 857 SP:Iteration 147Q (1964.253568 sec): 3 clusters Score: Raw -13717321.692228 + Penalty 3789.090054 = -13713532.602174 nChanged 918 SP:Iteration 148Q (1964.473097 sec): 3 clusters Score: Raw -13717498.412530 + Penalty 3789.090054 = -13713709.322476 nChanged 935 SP:Iteration 149Q (1964.700181 sec): 3 clusters Score: Raw -13717680.708985 + Penalty 3789.090054 = -13713891.618931 nChanged 927 SP:Iteration 150Q (1964.936453 sec): 3 clusters Score: Raw -13717861.797156 + Penalty 3789.090054 = -13714072.707102 nChanged 889 SP:Iteration 151Q (1965.152133 sec): 3 clusters Score: Raw -13718029.725016 + Penalty 3789.090054 = -13714240.634963 nChanged 905 SP:Iteration 152Q (1965.371495 sec): 3 clusters Score: Raw -13718213.862181 + Penalty 3789.090054 = -13714424.772127 nChanged 928 SP:Iteration 153Q (1965.576578 sec): 3 clusters Score: Raw -13718413.733520 + Penalty 3789.090054 = -13714624.643466 nChanged 899 SP:Iteration 154Q (1965.776878 sec): 3 clusters Score: Raw -13718612.543670 + Penalty 3789.090054 = -13714823.453617 nChanged 900 SP:Iteration 155Q (1966.002227 sec): 3 clusters Score: Raw -13718818.844200 + Penalty 3789.090054 = -13715029.754147 nChanged 916 SP:Iteration 156Q (1966.227982 sec): 3 clusters Score: Raw -13719033.332752 + Penalty 3789.090054 = -13715244.242698 nChanged 879 SP:Iteration 157Q (1966.477489 sec): 3 clusters Score: Raw -13719251.622905 + Penalty 3789.090054 = -13715462.532852 nChanged 889 SP:Iteration 158Q (1966.709892 sec): 3 clusters Score: Raw -13719474.628533 + Penalty 3789.090054 = -13715685.538479 nChanged 868 SP:Iteration 159Q (1966.923648 sec): 3 clusters Score: Raw -13719702.422768 + Penalty 3789.090054 = -13715913.332714 nChanged 837 SP:Iteration 160F (1967.169925 sec): 3 clusters Score: Raw -13719930.423142 + Penalty 3789.090054 = -13716141.333089 nChanged 856 SP:Iteration 161Q (1967.396041 sec): 3 clusters Score: Raw -13720162.630791 + Penalty 3789.090054 = -13716373.540737 nChanged 823 SP:Iteration 162Q (1967.590670 sec): 3 clusters Score: Raw -13720406.616805 + Penalty 3789.090054 = -13716617.526751 nChanged 839 SP:Iteration 163Q (1967.797022 sec): 3 clusters Score: Raw -13720671.386347 + Penalty 3789.090054 = -13716882.296293 nChanged 776 SP:Iteration 164Q (1967.999282 sec): 3 clusters Score: Raw -13720918.763462 + Penalty 3789.090054 = -13717129.673408 nChanged 766 SP:Iteration 165Q (1968.194056 sec): 3 clusters Score: Raw -13721171.333714 + Penalty 3789.090054 = -13717382.243660 nChanged 706 SP:Iteration 166Q (1968.404112 sec): 3 clusters Score: Raw -13721394.521774 + Penalty 3789.090054 = -13717605.431720 nChanged 654 SP:Iteration 167Q (1968.604555 sec): 3 clusters Score: Raw -13721599.943340 + Penalty 3789.090054 = -13717810.853286 nChanged 620 SP:Iteration 168Q (1968.822305 sec): 3 clusters Score: Raw -13721788.876873 + Penalty 3789.090054 = -13717999.786820 nChanged 583 SP:Iteration 169Q (1969.039497 sec): 3 clusters Score: Raw -13721960.740450 + Penalty 3789.090054 = -13718171.650396 nChanged 497 SP:Iteration 170Q (1969.257920 sec): 3 clusters Score: Raw -13722103.543024 + Penalty 3789.090054 = -13718314.452971 nChanged 463 SP:Iteration 171Q (1969.464374 sec): 3 clusters Score: Raw -13722238.323574 + Penalty 3789.090054 = -13718449.233521 nChanged 429 SP:Iteration 172Q (1969.650253 sec): 3 clusters Score: Raw -13722366.349967 + Penalty 3789.090054 = -13718577.259913 nChanged 396 SP:Iteration 173Q (1969.833608 sec): 3 clusters Score: Raw -13722483.718575 + Penalty 3789.090054 = -13718694.628522 nChanged 367 SP:Iteration 174Q (1970.021904 sec): 3 clusters Score: Raw -13722592.163923 + Penalty 3789.090054 = -13718803.073869 nChanged 358 SP:Iteration 175Q (1970.218327 sec): 3 clusters Score: Raw -13722697.897461 + Penalty 3789.090054 = -13718908.807407 nChanged 349 SP:Iteration 176Q (1970.409281 sec): 3 clusters Score: Raw -13722797.913912 + Penalty 3789.090054 = -13719008.823858 nChanged 317 SP:Iteration 177Q (1970.606416 sec): 3 clusters Score: Raw -13722884.237482 + Penalty 3789.090054 = -13719095.147428 nChanged 291 SP:Iteration 178Q (1970.817244 sec): 3 clusters Score: Raw -13722964.550653 + Penalty 3789.090054 = -13719175.460599 nChanged 270 SP:Iteration 179Q (1971.019707 sec): 3 clusters Score: Raw -13723038.219590 + Penalty 3789.090054 = -13719249.129537 nChanged 233 SP:Iteration 180F (1971.267168 sec): 3 clusters Score: Raw -13723101.196874 + Penalty 3789.090054 = -13719312.106821 nChanged 224 SP:Iteration 181Q (1971.512999 sec): 3 clusters Score: Raw -13723155.918385 + Penalty 3789.090054 = -13719366.828331 nChanged 196 SP:Iteration 182Q (1971.722177 sec): 3 clusters Score: Raw -13723208.615465 + Penalty 3789.090054 = -13719419.525411 nChanged 189 SP:Iteration 183Q (1971.919693 sec): 3 clusters Score: Raw -13723258.326106 + Penalty 3789.090054 = -13719469.236052 nChanged 155 SP:Iteration 184Q (1972.093931 sec): 3 clusters Score: Raw -13723294.785514 + Penalty 3789.090054 = -13719505.695460 nChanged 141 SP:Iteration 185Q (1972.293318 sec): 3 clusters Score: Raw -13723329.626687 + Penalty 3789.090054 = -13719540.536633 nChanged 134 SP:Iteration 186Q (1972.494353 sec): 3 clusters Score: Raw -13723366.294069 + Penalty 3789.090054 = -13719577.204015 nChanged 134 SP:Iteration 187Q (1972.694223 sec): 3 clusters Score: Raw -13723402.465380 + Penalty 3789.090054 = -13719613.375326 nChanged 106 SP:Iteration 188Q (1972.894381 sec): 3 clusters Score: Raw -13723432.564115 + Penalty 3789.090054 = -13719643.474061 nChanged 100 SP:Iteration 189Q (1973.091974 sec): 3 clusters Score: Raw -13723460.055713 + Penalty 3789.090054 = -13719670.965660 nChanged 102 SP:Iteration 190Q (1973.283621 sec): 3 clusters Score: Raw -13723488.559891 + Penalty 3789.090054 = -13719699.469837 nChanged 92 SP:Iteration 191Q (1973.486268 sec): 3 clusters Score: Raw -13723511.923869 + Penalty 3789.090054 = -13719722.833815 nChanged 85 SP:Iteration 192Q (1973.692844 sec): 3 clusters Score: Raw -13723534.070193 + Penalty 3789.090054 = -13719744.980139 nChanged 82 SP:Iteration 193Q (1973.899189 sec): 3 clusters Score: Raw -13723560.510971 + Penalty 3789.090054 = -13719771.420917 nChanged 78 SP:Iteration 194Q (1974.113122 sec): 3 clusters Score: Raw -13723587.802115 + Penalty 3789.090054 = -13719798.712062 nChanged 86 SP:Iteration 195Q (1974.316480 sec): 3 clusters Score: Raw -13723613.431634 + Penalty 3789.090054 = -13719824.341580 nChanged 75 SP:Iteration 196Q (1974.527191 sec): 3 clusters Score: Raw -13723634.357204 + Penalty 3789.090054 = -13719845.267150 nChanged 66 SP:Iteration 197Q (1974.714727 sec): 3 clusters Score: Raw -13723653.732764 + Penalty 3789.090054 = -13719864.642711 nChanged 58 SP:Iteration 198Q (1974.906219 sec): 3 clusters Score: Raw -13723668.108188 + Penalty 3789.090054 = -13719879.018134 nChanged 60 SP:Iteration 199Q (1975.117464 sec): 3 clusters Score: Raw -13723685.478349 + Penalty 3789.090054 = -13719896.388295 nChanged 47 SP:Iteration 200F (1975.361849 sec): 3 clusters Score: Raw -13723698.208444 + Penalty 3789.090054 = -13719909.118391 nChanged 50 SP:Iteration 201Q (1975.541831 sec): 3 clusters Score: Raw -13723712.848281 + Penalty 3789.090054 = -13719923.758227 nChanged 33 SP:Iteration 202Q (1975.736318 sec): 3 clusters Score: Raw -13723720.392296 + Penalty 3789.090054 = -13719931.302242 nChanged 32 SP:Iteration 203Q (1975.936720 sec): 3 clusters Score: Raw -13723728.484771 + Penalty 3789.090054 = -13719939.394717 nChanged 35 SP:Iteration 204Q (1976.137098 sec): 3 clusters Score: Raw -13723737.162868 + Penalty 3789.090054 = -13719948.072814 nChanged 30 SP:Iteration 205Q (1976.342418 sec): 3 clusters Score: Raw -13723747.060614 + Penalty 3789.090054 = -13719957.970560 nChanged 29 SP:Iteration 206Q (1976.547023 sec): 3 clusters Score: Raw -13723755.121358 + Penalty 3789.090054 = -13719966.031304 nChanged 30 SP:Iteration 207Q (1976.733806 sec): 3 clusters Score: Raw -13723765.162860 + Penalty 3789.090054 = -13719976.072806 nChanged 31 SP:Iteration 208Q (1976.920492 sec): 3 clusters Score: Raw -13723774.430529 + Penalty 3789.090054 = -13719985.340476 nChanged 26 SP:Iteration 209Q (1977.115983 sec): 3 clusters Score: Raw -13723779.786588 + Penalty 3789.090054 = -13719990.696534 nChanged 24 SP:Iteration 210Q (1977.327413 sec): 3 clusters Score: Raw -13723785.948659 + Penalty 3789.090054 = -13719996.858605 nChanged 24 SP:Iteration 211Q (1977.524214 sec): 3 clusters Score: Raw -13723793.378481 + Penalty 3789.090054 = -13720004.288427 nChanged 26 SP:Iteration 212Q (1977.710230 sec): 3 clusters Score: Raw -13723800.261510 + Penalty 3789.090054 = -13720011.171457 nChanged 17 SP:Iteration 213Q (1977.895482 sec): 3 clusters Score: Raw -13723804.701785 + Penalty 3789.090054 = -13720015.611731 nChanged 22 SP:Iteration 214Q (1978.081200 sec): 3 clusters Score: Raw -13723809.266007 + Penalty 3789.090054 = -13720020.175953 nChanged 11 SP:Iteration 215Q (1978.263328 sec): 3 clusters Score: Raw -13723812.098009 + Penalty 3789.090054 = -13720023.007955 nChanged 10 SP:Iteration 216Q (1978.457774 sec): 3 clusters Score: Raw -13723814.270077 + Penalty 3789.090054 = -13720025.180023 nChanged 7 SP:Iteration 217Q (1978.631097 sec): 3 clusters Score: Raw -13723815.784263 + Penalty 3789.090054 = -13720026.694210 nChanged 11 SP:Iteration 218Q (1978.813112 sec): 3 clusters Score: Raw -13723818.016654 + Penalty 3789.090054 = -13720028.926600 nChanged 13 SP:Iteration 219Q (1978.976599 sec): 3 clusters Score: Raw -13723821.935048 + Penalty 3789.090054 = -13720032.844994 nChanged 12 SP:Iteration 220F (1979.188028 sec): 3 clusters Score: Raw -13723824.770249 + Penalty 3789.090054 = -13720035.680195 nChanged 13 SP:Iteration 221Q (1979.344774 sec): 3 clusters Score: Raw -13723828.591082 + Penalty 3789.090054 = -13720039.501028 nChanged 9 SP:Iteration 222Q (1979.545828 sec): 3 clusters Score: Raw -13723830.394963 + Penalty 3789.090054 = -13720041.304909 nChanged 8 SP:Iteration 223Q (1979.743236 sec): 3 clusters Score: Raw -13723832.282299 + Penalty 3789.090054 = -13720043.192245 nChanged 7 SP:Iteration 224Q (1979.934341 sec): 3 clusters Score: Raw -13723834.111262 + Penalty 3789.090054 = -13720045.021208 nChanged 10 SP:Iteration 225Q (1980.147247 sec): 3 clusters Score: Raw -13723837.110851 + Penalty 3789.090054 = -13720048.020798 nChanged 10 SP:Iteration 226Q (1980.356121 sec): 3 clusters Score: Raw -13723840.243838 + Penalty 3789.090054 = -13720051.153784 nChanged 10 SP:Iteration 227Q (1980.559312 sec): 3 clusters Score: Raw -13723843.220229 + Penalty 3789.090054 = -13720054.130175 nChanged 10 SP:Iteration 228Q (1980.764124 sec): 3 clusters Score: Raw -13723845.313354 + Penalty 3789.090054 = -13720056.223300 nChanged 3 SP:Iteration 229Q (1980.976829 sec): 3 clusters Score: Raw -13723845.951890 + Penalty 3789.090054 = -13720056.861836 nChanged 3 SP:Iteration 230Q (1981.163149 sec): 3 clusters Score: Raw -13723846.773805 + Penalty 3789.090054 = -13720057.683751 nChanged 3 SP:Iteration 231Q (1981.355705 sec): 3 clusters Score: Raw -13723847.806817 + Penalty 3789.090054 = -13720058.716763 nChanged 4 SP:Iteration 232Q (1981.545075 sec): 3 clusters Score: Raw -13723849.070434 + Penalty 3789.090054 = -13720059.980380 nChanged 0 SP:Iteration 233F (1981.782190 sec): 3 clusters Score: Raw -13723849.070434 + Penalty 3789.090054 = -13720059.980380 nChanged 0 Trying to split cluster 29 (64066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1981.906261 sec): 2 clusters Score: Raw -7568122.507163 + Penalty 1798.496226 = -7566324.010937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1982.061758 sec): 3 clusters Score: Raw -7527164.688632 + Penalty 3596.992451 = -7523567.696181 nChanged 30192 SP:Iteration 1F (1982.221629 sec): 3 clusters Score: Raw -7544716.864847 + Penalty 3596.992451 = -7541119.872395 nChanged 2808 SP:Iteration 2Q (1982.380010 sec): 3 clusters Score: Raw -7545766.308590 + Penalty 3596.992451 = -7542169.316139 nChanged 3035 SP:Iteration 3Q (1982.538306 sec): 3 clusters Score: Raw -7547217.691550 + Penalty 3596.992451 = -7543620.699098 nChanged 3586 SP:Iteration 4F (1982.688022 sec): 3 clusters Score: Raw -7549267.708066 + Penalty 3596.992451 = -7545670.715615 nChanged 4016 SP:Iteration 5F (1982.843533 sec): 3 clusters Score: Raw -7551848.495868 + Penalty 3596.992451 = -7548251.503417 nChanged 4206 SP:Iteration 6F (1982.994351 sec): 3 clusters Score: Raw -7554682.638916 + Penalty 3596.992451 = -7551085.646465 nChanged 3973 SP:Iteration 7F (1983.159514 sec): 3 clusters Score: Raw -7557327.926493 + Penalty 3596.992451 = -7553730.934042 nChanged 3512 SP:Iteration 8F (1983.325691 sec): 3 clusters Score: Raw -7559384.295937 + Penalty 3596.992451 = -7555787.303485 nChanged 2741 SP:Iteration 9Q (1983.501023 sec): 3 clusters Score: Raw -7560688.786016 + Penalty 3596.992451 = -7557091.793565 nChanged 2015 SP:Iteration 10Q (1983.656060 sec): 3 clusters Score: Raw -7561433.438487 + Penalty 3596.992451 = -7557836.446035 nChanged 1329 SP:Iteration 11Q (1983.818920 sec): 3 clusters Score: Raw -7561810.460008 + Penalty 3596.992451 = -7558213.467557 nChanged 976 SP:Iteration 12Q (1983.974647 sec): 3 clusters Score: Raw -7562048.041096 + Penalty 3596.992451 = -7558451.048645 nChanged 783 SP:Iteration 13Q (1984.124829 sec): 3 clusters Score: Raw -7562233.046487 + Penalty 3596.992451 = -7558636.054036 nChanged 727 SP:Iteration 14Q (1984.279874 sec): 3 clusters Score: Raw -7562406.811693 + Penalty 3596.992451 = -7558809.819242 nChanged 699 SP:Iteration 15Q (1984.425444 sec): 3 clusters Score: Raw -7562567.080591 + Penalty 3596.992451 = -7558970.088140 nChanged 628 SP:Iteration 16Q (1984.588490 sec): 3 clusters Score: Raw -7562717.583161 + Penalty 3596.992451 = -7559120.590710 nChanged 698 SP:Iteration 17Q (1984.745386 sec): 3 clusters Score: Raw -7562889.354780 + Penalty 3596.992451 = -7559292.362329 nChanged 681 SP:Iteration 18Q (1984.896855 sec): 3 clusters Score: Raw -7563059.618815 + Penalty 3596.992451 = -7559462.626364 nChanged 712 SP:Iteration 19Q (1985.072806 sec): 3 clusters Score: Raw -7563253.577948 + Penalty 3596.992451 = -7559656.585497 nChanged 745 SP:Iteration 20F (1985.238527 sec): 3 clusters Score: Raw -7563457.699563 + Penalty 3596.992451 = -7559860.707112 nChanged 711 SP:Iteration 21Q (1985.398014 sec): 3 clusters Score: Raw -7563640.044384 + Penalty 3596.992451 = -7560043.051933 nChanged 664 SP:Iteration 22Q (1985.551141 sec): 3 clusters Score: Raw -7563808.494701 + Penalty 3596.992451 = -7560211.502250 nChanged 643 SP:Iteration 23Q (1985.704254 sec): 3 clusters Score: Raw -7563978.040848 + Penalty 3596.992451 = -7560381.048397 nChanged 627 SP:Iteration 24Q (1985.850389 sec): 3 clusters Score: Raw -7564136.100431 + Penalty 3596.992451 = -7560539.107980 nChanged 620 SP:Iteration 25Q (1985.990709 sec): 3 clusters Score: Raw -7564292.836263 + Penalty 3596.992451 = -7560695.843812 nChanged 592 SP:Iteration 26Q (1986.144913 sec): 3 clusters Score: Raw -7564429.838203 + Penalty 3596.992451 = -7560832.845752 nChanged 563 SP:Iteration 27Q (1986.280622 sec): 3 clusters Score: Raw -7564556.879464 + Penalty 3596.992451 = -7560959.887013 nChanged 543 SP:Iteration 28Q (1986.417623 sec): 3 clusters Score: Raw -7564670.996309 + Penalty 3596.992451 = -7561074.003858 nChanged 541 SP:Iteration 29Q (1986.553785 sec): 3 clusters Score: Raw -7564783.008057 + Penalty 3596.992451 = -7561186.015605 nChanged 557 SP:Iteration 30Q (1986.696379 sec): 3 clusters Score: Raw -7564905.009707 + Penalty 3596.992451 = -7561308.017256 nChanged 579 SP:Iteration 31Q (1986.832449 sec): 3 clusters Score: Raw -7565027.196088 + Penalty 3596.992451 = -7561430.203637 nChanged 532 SP:Iteration 32Q (1986.977042 sec): 3 clusters Score: Raw -7565142.079343 + Penalty 3596.992451 = -7561545.086892 nChanged 543 SP:Iteration 33Q (1987.121339 sec): 3 clusters Score: Raw -7565260.424146 + Penalty 3596.992451 = -7561663.431694 nChanged 565 SP:Iteration 34Q (1987.271119 sec): 3 clusters Score: Raw -7565386.309748 + Penalty 3596.992451 = -7561789.317297 nChanged 557 SP:Iteration 35Q (1987.426352 sec): 3 clusters Score: Raw -7565519.465810 + Penalty 3596.992451 = -7561922.473359 nChanged 592 SP:Iteration 36Q (1987.572428 sec): 3 clusters Score: Raw -7565672.404313 + Penalty 3596.992451 = -7562075.411862 nChanged 598 SP:Iteration 37Q (1987.725250 sec): 3 clusters Score: Raw -7565852.134216 + Penalty 3596.992451 = -7562255.141765 nChanged 630 SP:Iteration 38Q (1987.873193 sec): 3 clusters Score: Raw -7566070.467351 + Penalty 3596.992451 = -7562473.474899 nChanged 666 SP:Iteration 39Q (1988.026520 sec): 3 clusters Score: Raw -7566324.611687 + Penalty 3596.992451 = -7562727.619236 nChanged 666 SP:Iteration 40F (1988.175523 sec): 3 clusters Score: Raw -7566582.592484 + Penalty 3596.992451 = -7562985.600032 nChanged 667 SP:Iteration 41Q (1988.323523 sec): 3 clusters Score: Raw -7566850.952220 + Penalty 3596.992451 = -7563253.959768 nChanged 672 SP:Iteration 42Q (1988.462871 sec): 3 clusters Score: Raw -7567122.676425 + Penalty 3596.992451 = -7563525.683974 nChanged 633 SP:Iteration 43Q (1988.602731 sec): 3 clusters Score: Raw -7567372.390465 + Penalty 3596.992451 = -7563775.398013 nChanged 577 SP:Iteration 44Q (1988.746059 sec): 3 clusters Score: Raw -7567587.120469 + Penalty 3596.992451 = -7563990.128017 nChanged 546 SP:Iteration 45Q (1988.882456 sec): 3 clusters Score: Raw -7567776.204666 + Penalty 3596.992451 = -7564179.212215 nChanged 489 SP:Iteration 46Q (1989.024806 sec): 3 clusters Score: Raw -7567933.637677 + Penalty 3596.992451 = -7564336.645226 nChanged 450 SP:Iteration 47Q (1989.172415 sec): 3 clusters Score: Raw -7568065.390502 + Penalty 3596.992451 = -7564468.398051 nChanged 392 SP:Iteration 48Q (1989.326036 sec): 3 clusters Score: Raw -7568171.708989 + Penalty 3596.992451 = -7564574.716538 nChanged 350 SP:Iteration 49Q (1989.473065 sec): 3 clusters Score: Raw -7568265.099419 + Penalty 3596.992451 = -7564668.106968 nChanged 360 SP:Iteration 50Q (1989.613974 sec): 3 clusters Score: Raw -7568358.899024 + Penalty 3596.992451 = -7564761.906573 nChanged 336 SP:Iteration 51Q (1989.779222 sec): 3 clusters Score: Raw -7568435.658320 + Penalty 3596.992451 = -7564838.665869 nChanged 308 SP:Iteration 52Q (1989.922953 sec): 3 clusters Score: Raw -7568506.639702 + Penalty 3596.992451 = -7564909.647251 nChanged 287 SP:Iteration 53Q (1990.064284 sec): 3 clusters Score: Raw -7568572.150336 + Penalty 3596.992451 = -7564975.157885 nChanged 249 SP:Iteration 54Q (1990.201698 sec): 3 clusters Score: Raw -7568624.843968 + Penalty 3596.992451 = -7565027.851517 nChanged 215 SP:Iteration 55Q (1990.337872 sec): 3 clusters Score: Raw -7568669.726780 + Penalty 3596.992451 = -7565072.734329 nChanged 194 SP:Iteration 56Q (1990.460426 sec): 3 clusters Score: Raw -7568705.470562 + Penalty 3596.992451 = -7565108.478111 nChanged 167 SP:Iteration 57Q (1990.611013 sec): 3 clusters Score: Raw -7568732.913775 + Penalty 3596.992451 = -7565135.921323 nChanged 145 SP:Iteration 58Q (1990.749974 sec): 3 clusters Score: Raw -7568753.858844 + Penalty 3596.992451 = -7565156.866393 nChanged 149 SP:Iteration 59Q (1990.894357 sec): 3 clusters Score: Raw -7568777.678616 + Penalty 3596.992451 = -7565180.686164 nChanged 126 SP:Iteration 60F (1991.049848 sec): 3 clusters Score: Raw -7568797.446861 + Penalty 3596.992451 = -7565200.454410 nChanged 119 SP:Iteration 61Q (1991.197731 sec): 3 clusters Score: Raw -7568817.117102 + Penalty 3596.992451 = -7565220.124651 nChanged 105 SP:Iteration 62Q (1991.343679 sec): 3 clusters Score: Raw -7568832.086316 + Penalty 3596.992451 = -7565235.093864 nChanged 85 SP:Iteration 63Q (1991.482375 sec): 3 clusters Score: Raw -7568843.018573 + Penalty 3596.992451 = -7565246.026122 nChanged 75 SP:Iteration 64Q (1991.622530 sec): 3 clusters Score: Raw -7568854.384187 + Penalty 3596.992451 = -7565257.391736 nChanged 72 SP:Iteration 65Q (1991.762307 sec): 3 clusters Score: Raw -7568864.148816 + Penalty 3596.992451 = -7565267.156364 nChanged 48 SP:Iteration 66Q (1991.886794 sec): 3 clusters Score: Raw -7568870.806201 + Penalty 3596.992451 = -7565273.813750 nChanged 46 SP:Iteration 67Q (1992.023333 sec): 3 clusters Score: Raw -7568876.366506 + Penalty 3596.992451 = -7565279.374054 nChanged 44 SP:Iteration 68Q (1992.164509 sec): 3 clusters Score: Raw -7568882.387784 + Penalty 3596.992451 = -7565285.395333 nChanged 48 SP:Iteration 69Q (1992.301147 sec): 3 clusters Score: Raw -7568889.294724 + Penalty 3596.992451 = -7565292.302272 nChanged 40 SP:Iteration 70Q (1992.444700 sec): 3 clusters Score: Raw -7568894.085257 + Penalty 3596.992451 = -7565297.092806 nChanged 28 SP:Iteration 71Q (1992.592651 sec): 3 clusters Score: Raw -7568897.480022 + Penalty 3596.992451 = -7565300.487571 nChanged 26 SP:Iteration 72Q (1992.738369 sec): 3 clusters Score: Raw -7568900.678796 + Penalty 3596.992451 = -7565303.686345 nChanged 25 SP:Iteration 73Q (1992.874294 sec): 3 clusters Score: Raw -7568903.127576 + Penalty 3596.992451 = -7565306.135124 nChanged 24 SP:Iteration 74Q (1993.010643 sec): 3 clusters Score: Raw -7568905.699929 + Penalty 3596.992451 = -7565308.707478 nChanged 31 SP:Iteration 75Q (1993.141513 sec): 3 clusters Score: Raw -7568909.540265 + Penalty 3596.992451 = -7565312.547814 nChanged 32 SP:Iteration 76Q (1993.266982 sec): 3 clusters Score: Raw -7568913.232946 + Penalty 3596.992451 = -7565316.240495 nChanged 26 SP:Iteration 77Q (1993.392854 sec): 3 clusters Score: Raw -7568916.270016 + Penalty 3596.992451 = -7565319.277565 nChanged 26 SP:Iteration 78Q (1993.525949 sec): 3 clusters Score: Raw -7568919.591928 + Penalty 3596.992451 = -7565322.599477 nChanged 29 SP:Iteration 79Q (1993.667167 sec): 3 clusters Score: Raw -7568922.664650 + Penalty 3596.992451 = -7565325.672199 nChanged 27 SP:Iteration 80F (1993.828990 sec): 3 clusters Score: Raw -7568925.291000 + Penalty 3596.992451 = -7565328.298549 nChanged 24 SP:Iteration 81Q (1993.991880 sec): 3 clusters Score: Raw -7568927.182211 + Penalty 3596.992451 = -7565330.189759 nChanged 18 SP:Iteration 82Q (1994.154999 sec): 3 clusters Score: Raw -7568928.567341 + Penalty 3596.992451 = -7565331.574889 nChanged 20 SP:Iteration 83Q (1994.319797 sec): 3 clusters Score: Raw -7568930.157355 + Penalty 3596.992451 = -7565333.164904 nChanged 18 SP:Iteration 84Q (1994.472510 sec): 3 clusters Score: Raw -7568931.742711 + Penalty 3596.992451 = -7565334.750260 nChanged 25 SP:Iteration 85Q (1994.601494 sec): 3 clusters Score: Raw -7568934.105956 + Penalty 3596.992451 = -7565337.113505 nChanged 20 SP:Iteration 86Q (1994.740882 sec): 3 clusters Score: Raw -7568935.645606 + Penalty 3596.992451 = -7565338.653155 nChanged 17 SP:Iteration 87Q (1994.875651 sec): 3 clusters Score: Raw -7568937.458082 + Penalty 3596.992451 = -7565340.465631 nChanged 18 SP:Iteration 88Q (1995.018068 sec): 3 clusters Score: Raw -7568939.037087 + Penalty 3596.992451 = -7565342.044635 nChanged 19 SP:Iteration 89Q (1995.150406 sec): 3 clusters Score: Raw -7568940.609262 + Penalty 3596.992451 = -7565343.616811 nChanged 19 SP:Iteration 90Q (1995.288988 sec): 3 clusters Score: Raw -7568942.125044 + Penalty 3596.992451 = -7565345.132593 nChanged 18 SP:Iteration 91Q (1995.426840 sec): 3 clusters Score: Raw -7568943.567823 + Penalty 3596.992451 = -7565346.575371 nChanged 12 SP:Iteration 92Q (1995.571529 sec): 3 clusters Score: Raw -7568944.628965 + Penalty 3596.992451 = -7565347.636514 nChanged 9 SP:Iteration 93Q (1995.706093 sec): 3 clusters Score: Raw -7568945.471745 + Penalty 3596.992451 = -7565348.479293 nChanged 6 SP:Iteration 94Q (1995.836370 sec): 3 clusters Score: Raw -7568945.680669 + Penalty 3596.992451 = -7565348.688218 nChanged 4 SP:Iteration 95Q (1995.964436 sec): 3 clusters Score: Raw -7568946.124449 + Penalty 3596.992451 = -7565349.131998 nChanged 6 SP:Iteration 96Q (1996.084690 sec): 3 clusters Score: Raw -7568946.573324 + Penalty 3596.992451 = -7565349.580873 nChanged 5 SP:Iteration 97Q (1996.220615 sec): 3 clusters Score: Raw -7568947.084652 + Penalty 3596.992451 = -7565350.092201 nChanged 6 SP:Iteration 98Q (1996.353038 sec): 3 clusters Score: Raw -7568947.576136 + Penalty 3596.992451 = -7565350.583685 nChanged 7 SP:Iteration 99Q (1996.487693 sec): 3 clusters Score: Raw -7568947.978395 + Penalty 3596.992451 = -7565350.985944 nChanged 6 SP:Iteration 100F (1996.651811 sec): 3 clusters Score: Raw -7568948.290101 + Penalty 3596.992451 = -7565351.297650 nChanged 6 SP:Iteration 101Q (1996.793726 sec): 3 clusters Score: Raw -7568948.658000 + Penalty 3596.992451 = -7565351.665548 nChanged 7 SP:Iteration 102Q (1996.937512 sec): 3 clusters Score: Raw -7568949.332714 + Penalty 3596.992451 = -7565352.340263 nChanged 8 SP:Iteration 103Q (1997.077124 sec): 3 clusters Score: Raw -7568950.127021 + Penalty 3596.992451 = -7565353.134569 nChanged 11 SP:Iteration 104Q (1997.210576 sec): 3 clusters Score: Raw -7568950.723285 + Penalty 3596.992451 = -7565353.730834 nChanged 6 SP:Iteration 105Q (1997.333912 sec): 3 clusters Score: Raw -7568951.001405 + Penalty 3596.992451 = -7565354.008954 nChanged 4 SP:Iteration 106Q (1997.460241 sec): 3 clusters Score: Raw -7568951.144811 + Penalty 3596.992451 = -7565354.152360 nChanged 3 SP:Iteration 107Q (1997.595691 sec): 3 clusters Score: Raw -7568951.386316 + Penalty 3596.992451 = -7565354.393865 nChanged 3 SP:Iteration 108Q (1997.726133 sec): 3 clusters Score: Raw -7568951.622410 + Penalty 3596.992451 = -7565354.629959 nChanged 4 SP:Iteration 109Q (1997.852016 sec): 3 clusters Score: Raw -7568951.942300 + Penalty 3596.992451 = -7565354.949849 nChanged 3 SP:Iteration 110Q (1997.988425 sec): 3 clusters Score: Raw -7568952.245733 + Penalty 3596.992451 = -7565355.253281 nChanged 3 SP:Iteration 111Q (1998.124404 sec): 3 clusters Score: Raw -7568952.645867 + Penalty 3596.992451 = -7565355.653416 nChanged 3 SP:Iteration 112Q (1998.259992 sec): 3 clusters Score: Raw -7568952.980280 + Penalty 3596.992451 = -7565355.987829 nChanged 5 SP:Iteration 113Q (1998.382873 sec): 3 clusters Score: Raw -7568953.287914 + Penalty 3596.992451 = -7565356.295463 nChanged 5 SP:Iteration 114Q (1998.524183 sec): 3 clusters Score: Raw -7568953.539057 + Penalty 3596.992451 = -7565356.546606 nChanged 3 SP:Iteration 115Q (1998.679208 sec): 3 clusters Score: Raw -7568953.715807 + Penalty 3596.992451 = -7565356.723356 nChanged 2 SP:Iteration 116Q (1998.829031 sec): 3 clusters Score: Raw -7568953.899060 + Penalty 3596.992451 = -7565356.906609 nChanged 4 SP:Iteration 117Q (1998.965617 sec): 3 clusters Score: Raw -7568954.174284 + Penalty 3596.992451 = -7565357.181833 nChanged 4 SP:Iteration 118Q (1999.120455 sec): 3 clusters Score: Raw -7568954.557776 + Penalty 3596.992451 = -7565357.565325 nChanged 7 SP:Iteration 119Q (1999.265832 sec): 3 clusters Score: Raw -7568955.085807 + Penalty 3596.992451 = -7565358.093356 nChanged 6 SP:Iteration 120F (1999.426900 sec): 3 clusters Score: Raw -7568955.791906 + Penalty 3596.992451 = -7565358.799455 nChanged 9 SP:Iteration 121Q (1999.566901 sec): 3 clusters Score: Raw -7568956.710022 + Penalty 3596.992451 = -7565359.717571 nChanged 10 SP:Iteration 122Q (1999.700842 sec): 3 clusters Score: Raw -7568957.697799 + Penalty 3596.992451 = -7565360.705348 nChanged 11 SP:Iteration 123Q (1999.842822 sec): 3 clusters Score: Raw -7568958.932000 + Penalty 3596.992451 = -7565361.939548 nChanged 18 SP:Iteration 124Q (1999.980100 sec): 3 clusters Score: Raw -7568961.274947 + Penalty 3596.992451 = -7565364.282496 nChanged 19 SP:Iteration 125Q (2000.119498 sec): 3 clusters Score: Raw -7568963.536025 + Penalty 3596.992451 = -7565366.543574 nChanged 21 SP:Iteration 126Q (2000.265772 sec): 3 clusters Score: Raw -7568966.165744 + Penalty 3596.992451 = -7565369.173292 nChanged 17 SP:Iteration 127Q (2000.404532 sec): 3 clusters Score: Raw -7568968.013945 + Penalty 3596.992451 = -7565371.021494 nChanged 19 SP:Iteration 128Q (2000.541114 sec): 3 clusters Score: Raw -7568969.608895 + Penalty 3596.992451 = -7565372.616444 nChanged 10 SP:Iteration 129Q (2000.704297 sec): 3 clusters Score: Raw -7568970.349647 + Penalty 3596.992451 = -7565373.357196 nChanged 4 SP:Iteration 130Q (2000.845342 sec): 3 clusters Score: Raw -7568970.676322 + Penalty 3596.992451 = -7565373.683871 nChanged 4 SP:Iteration 131Q (2000.981877 sec): 3 clusters Score: Raw -7568970.827111 + Penalty 3596.992451 = -7565373.834660 nChanged 2 SP:Iteration 132Q (2001.109303 sec): 3 clusters Score: Raw -7568970.935772 + Penalty 3596.992451 = -7565373.943321 nChanged 3 SP:Iteration 133Q (2001.259334 sec): 3 clusters Score: Raw -7568971.035659 + Penalty 3596.992451 = -7565374.043207 nChanged 2 SP:Iteration 134Q (2001.397948 sec): 3 clusters Score: Raw -7568971.275439 + Penalty 3596.992451 = -7565374.282987 nChanged 2 SP:Iteration 135Q (2001.528341 sec): 3 clusters Score: Raw -7568971.407674 + Penalty 3596.992451 = -7565374.415223 nChanged 2 SP:Iteration 136Q (2001.649201 sec): 3 clusters Score: Raw -7568971.586819 + Penalty 3596.992451 = -7565374.594368 nChanged 1 SP:Iteration 137Q (2001.764727 sec): 3 clusters Score: Raw -7568971.647852 + Penalty 3596.992451 = -7565374.655401 nChanged 2 SP:Iteration 138Q (2001.899790 sec): 3 clusters Score: Raw -7568971.793168 + Penalty 3596.992451 = -7565374.800717 nChanged 2 SP:Iteration 139Q (2002.029549 sec): 3 clusters Score: Raw -7568971.968896 + Penalty 3596.992451 = -7565374.976445 nChanged 3 SP:Iteration 140F (2002.185336 sec): 3 clusters Score: Raw -7568972.169072 + Penalty 3596.992451 = -7565375.176621 nChanged 1 SP:Iteration 141Q (2002.331144 sec): 3 clusters Score: Raw -7568972.264634 + Penalty 3596.992451 = -7565375.272182 nChanged 3 SP:Iteration 142Q (2002.477906 sec): 3 clusters Score: Raw -7568972.533006 + Penalty 3596.992451 = -7565375.540555 nChanged 4 SP:Iteration 143Q (2002.643026 sec): 3 clusters Score: Raw -7568972.758552 + Penalty 3596.992451 = -7565375.766100 nChanged 3 SP:Iteration 144Q (2002.777326 sec): 3 clusters Score: Raw -7568972.980533 + Penalty 3596.992451 = -7565375.988081 nChanged 2 SP:Iteration 145Q (2002.912478 sec): 3 clusters Score: Raw -7568973.255239 + Penalty 3596.992451 = -7565376.262788 nChanged 3 SP:Iteration 146Q (2003.051393 sec): 3 clusters Score: Raw -7568973.472136 + Penalty 3596.992451 = -7565376.479685 nChanged 3 SP:Iteration 147Q (2003.192652 sec): 3 clusters Score: Raw -7568973.652582 + Penalty 3596.992451 = -7565376.660130 nChanged 2 SP:Iteration 148Q (2003.329916 sec): 3 clusters Score: Raw -7568973.714523 + Penalty 3596.992451 = -7565376.722071 nChanged 0 SP:Iteration 149F (2003.484055 sec): 3 clusters Score: Raw -7568973.714523 + Penalty 3596.992451 = -7565376.722071 nChanged 0 Time taken for this iteration:1994.387464 seconds. 20->30 Clusters: Score -86496018.999544, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 752230 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 18 (5418 points): Lose 473.631787 but Gain 2198.754579 Iteration 0F (2013.471042 sec): 20 clusters Score: Raw -82467157.087925 + Penalty 41776.336995 = -82425380.750930 nChanged 712633 Iteration 1F (2022.756644 sec): 20 clusters Score: Raw -84314607.933310 + Penalty 41776.336995 = -84272831.596316 nChanged 300762 Iteration 2F (2032.161524 sec): 20 clusters Score: Raw -85159762.947989 + Penalty 41776.336995 = -85117986.610995 nChanged 225775 Deleting Class 17 (1357 points): Lose 1770.910165 but Gain 2198.754579 Iteration 3F (2041.347352 sec): 19 clusters Score: Raw -85648566.263202 + Penalty 39577.582416 = -85608988.680786 nChanged 168848 Iteration 4F (2050.311987 sec): 19 clusters Score: Raw -85931540.243129 + Penalty 39577.582416 = -85891962.660713 nChanged 124811 Iteration 5F (2059.107716 sec): 19 clusters Score: Raw -86135615.425347 + Penalty 39577.582416 = -86096037.842931 nChanged 89746 Iteration 6F (2068.010746 sec): 19 clusters Score: Raw -86260196.078696 + Penalty 39577.582416 = -86220618.496279 nChanged 59488 Iteration 7F (2077.057397 sec): 19 clusters Score: Raw -86326985.757309 + Penalty 39577.582416 = -86287408.174893 nChanged 41347 Iteration 8F (2085.578336 sec): 19 clusters Score: Raw -86360918.254896 + Penalty 39577.582416 = -86321340.672480 nChanged 31206 Iteration 9Q (2089.902318 sec): 19 clusters Score: Raw -86383892.674600 + Penalty 39577.582416 = -86344315.092184 nChanged 24346 Iteration 10Q (2093.908681 sec): 19 clusters Score: Raw -86400557.048113 + Penalty 39577.582416 = -86360979.465697 nChanged 19648 Iteration 11Q (2097.930272 sec): 19 clusters Score: Raw -86411875.182620 + Penalty 39577.582416 = -86372297.600204 nChanged 15918 Iteration 12Q (2101.955738 sec): 19 clusters Score: Raw -86419023.720795 + Penalty 39577.582416 = -86379446.138379 nChanged 13015 Iteration 13Q (2106.325016 sec): 19 clusters Score: Raw -86423708.894543 + Penalty 39577.582416 = -86384131.312127 nChanged 11116 Iteration 14Q (2110.677764 sec): 19 clusters Score: Raw -86427362.791830 + Penalty 39577.582416 = -86387785.209414 nChanged 9966 Iteration 15Q (2115.116318 sec): 19 clusters Score: Raw -86430428.934903 + Penalty 39577.582416 = -86390851.352487 nChanged 9352 Iteration 16Q (2119.143486 sec): 19 clusters Score: Raw -86433294.926302 + Penalty 39577.582416 = -86393717.343885 nChanged 8658 Iteration 17Q (2123.269815 sec): 19 clusters Score: Raw -86436063.565976 + Penalty 39577.582416 = -86396485.983560 nChanged 8237 Iteration 18Q (2127.771917 sec): 19 clusters Score: Raw -86438730.951032 + Penalty 39577.582416 = -86399153.368615 nChanged 7942 Iteration 19Q (2131.892197 sec): 19 clusters Score: Raw -86441081.664734 + Penalty 39577.582416 = -86401504.082318 nChanged 7638 Writing temp clu file Because OldScore, -86399153.368615, is greater than current (better) Score,-86401504.082318 Compute initial score before splitting: Score: Raw -86441081.664734 + Penalty 39577.582416 = -86401504.082318 Trying to split cluster 1 (53638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2132.293457 sec): 2 clusters Score: Raw -6349015.325814 + Penalty 1769.627121 = -6347245.698693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2132.430612 sec): 3 clusters Score: Raw -6314993.982180 + Penalty 3539.254242 = -6311454.727939 nChanged 25223 SP:Iteration 1F (2132.568837 sec): 3 clusters Score: Raw -6329444.911142 + Penalty 3539.254242 = -6325905.656901 nChanged 2330 SP:Iteration 2Q (2132.715587 sec): 3 clusters Score: Raw -6330234.225327 + Penalty 3539.254242 = -6326694.971085 nChanged 2462 SP:Iteration 3Q (2132.849429 sec): 3 clusters Score: Raw -6331239.692216 + Penalty 3539.254242 = -6327700.437974 nChanged 2690 SP:Iteration 4F (2132.998543 sec): 3 clusters Score: Raw -6332564.823367 + Penalty 3539.254242 = -6329025.569125 nChanged 3021 SP:Iteration 5F (2133.138321 sec): 3 clusters Score: Raw -6334401.498562 + Penalty 3539.254242 = -6330862.244321 nChanged 3269 SP:Iteration 6F (2133.268479 sec): 3 clusters Score: Raw -6336506.640731 + Penalty 3539.254242 = -6332967.386489 nChanged 3225 SP:Iteration 7F (2133.414126 sec): 3 clusters Score: Raw -6338635.176332 + Penalty 3539.254242 = -6335095.922091 nChanged 3016 SP:Iteration 8F (2133.556456 sec): 3 clusters Score: Raw -6340463.904798 + Penalty 3539.254242 = -6336924.650556 nChanged 2452 SP:Iteration 9Q (2133.710540 sec): 3 clusters Score: Raw -6341757.112438 + Penalty 3539.254242 = -6338217.858196 nChanged 1852 SP:Iteration 10Q (2133.872685 sec): 3 clusters Score: Raw -6342564.280253 + Penalty 3539.254242 = -6339025.026011 nChanged 1389 SP:Iteration 11Q (2134.019566 sec): 3 clusters Score: Raw -6343064.148631 + Penalty 3539.254242 = -6339524.894389 nChanged 1077 SP:Iteration 12Q (2134.154775 sec): 3 clusters Score: Raw -6343418.549497 + Penalty 3539.254242 = -6339879.295255 nChanged 922 SP:Iteration 13Q (2134.290892 sec): 3 clusters Score: Raw -6343705.329304 + Penalty 3539.254242 = -6340166.075062 nChanged 873 SP:Iteration 14Q (2134.426773 sec): 3 clusters Score: Raw -6343971.673447 + Penalty 3539.254242 = -6340432.419205 nChanged 905 SP:Iteration 15Q (2134.575693 sec): 3 clusters Score: Raw -6344264.981239 + Penalty 3539.254242 = -6340725.726997 nChanged 906 SP:Iteration 16Q (2134.709149 sec): 3 clusters Score: Raw -6344576.762751 + Penalty 3539.254242 = -6341037.508509 nChanged 912 SP:Iteration 17Q (2134.846502 sec): 3 clusters Score: Raw -6344912.304132 + Penalty 3539.254242 = -6341373.049890 nChanged 909 SP:Iteration 18Q (2134.988888 sec): 3 clusters Score: Raw -6345254.199034 + Penalty 3539.254242 = -6341714.944793 nChanged 910 SP:Iteration 19Q (2135.146735 sec): 3 clusters Score: Raw -6345607.214753 + Penalty 3539.254242 = -6342067.960511 nChanged 891 SP:Iteration 20F (2135.293004 sec): 3 clusters Score: Raw -6345968.095863 + Penalty 3539.254242 = -6342428.841621 nChanged 854 SP:Iteration 21Q (2135.429199 sec): 3 clusters Score: Raw -6346325.744350 + Penalty 3539.254242 = -6342786.490109 nChanged 804 SP:Iteration 22Q (2135.560753 sec): 3 clusters Score: Raw -6346679.353655 + Penalty 3539.254242 = -6343140.099413 nChanged 766 SP:Iteration 23Q (2135.691380 sec): 3 clusters Score: Raw -6347027.588160 + Penalty 3539.254242 = -6343488.333919 nChanged 738 SP:Iteration 24Q (2135.816661 sec): 3 clusters Score: Raw -6347371.191608 + Penalty 3539.254242 = -6343831.937366 nChanged 691 SP:Iteration 25Q (2135.938049 sec): 3 clusters Score: Raw -6347725.455198 + Penalty 3539.254242 = -6344186.200956 nChanged 637 SP:Iteration 26Q (2136.051588 sec): 3 clusters Score: Raw -6348069.908596 + Penalty 3539.254242 = -6344530.654354 nChanged 519 SP:Iteration 27Q (2136.171250 sec): 3 clusters Score: Raw -6348356.587202 + Penalty 3539.254242 = -6344817.332960 nChanged 464 SP:Iteration 28Q (2136.285366 sec): 3 clusters Score: Raw -6348633.155734 + Penalty 3539.254242 = -6345093.901492 nChanged 368 SP:Iteration 29Q (2136.393896 sec): 3 clusters Score: Raw -6348835.670143 + Penalty 3539.254242 = -6345296.415902 nChanged 279 SP:Iteration 30Q (2136.512616 sec): 3 clusters Score: Raw -6348978.482788 + Penalty 3539.254242 = -6345439.228547 nChanged 229 SP:Iteration 31Q (2136.647651 sec): 3 clusters Score: Raw -6349096.057114 + Penalty 3539.254242 = -6345556.802872 nChanged 170 SP:Iteration 32Q (2136.786734 sec): 3 clusters Score: Raw -6349176.210773 + Penalty 3539.254242 = -6345636.956531 nChanged 125 SP:Iteration 33Q (2136.915125 sec): 3 clusters Score: Raw -6349229.790636 + Penalty 3539.254242 = -6345690.536394 nChanged 85 SP:Iteration 34Q (2137.047264 sec): 3 clusters Score: Raw -6349275.872418 + Penalty 3539.254242 = -6345736.618176 nChanged 73 SP:Iteration 35Q (2137.174737 sec): 3 clusters Score: Raw -6349308.355649 + Penalty 3539.254242 = -6345769.101407 nChanged 60 SP:Iteration 36Q (2137.295069 sec): 3 clusters Score: Raw -6349335.212129 + Penalty 3539.254242 = -6345795.957887 nChanged 39 SP:Iteration 37Q (2137.411238 sec): 3 clusters Score: Raw -6349354.413511 + Penalty 3539.254242 = -6345815.159269 nChanged 34 SP:Iteration 38Q (2137.518520 sec): 3 clusters Score: Raw -6349370.953606 + Penalty 3539.254242 = -6345831.699365 nChanged 36 SP:Iteration 39Q (2137.630283 sec): 3 clusters Score: Raw -6349389.777856 + Penalty 3539.254242 = -6345850.523615 nChanged 36 SP:Iteration 40F (2137.751062 sec): 3 clusters Score: Raw -6349411.368926 + Penalty 3539.254242 = -6345872.114685 nChanged 23 SP:Iteration 41Q (2137.870754 sec): 3 clusters Score: Raw -6349420.329813 + Penalty 3539.254242 = -6345881.075572 nChanged 23 SP:Iteration 42Q (2137.993452 sec): 3 clusters Score: Raw -6349428.273462 + Penalty 3539.254242 = -6345889.019220 nChanged 16 SP:Iteration 43Q (2138.111199 sec): 3 clusters Score: Raw -6349434.069053 + Penalty 3539.254242 = -6345894.814812 nChanged 16 SP:Iteration 44Q (2138.231470 sec): 3 clusters Score: Raw -6349440.120121 + Penalty 3539.254242 = -6345900.865879 nChanged 15 SP:Iteration 45Q (2138.344721 sec): 3 clusters Score: Raw -6349447.145191 + Penalty 3539.254242 = -6345907.890949 nChanged 20 SP:Iteration 46Q (2138.474338 sec): 3 clusters Score: Raw -6349455.213330 + Penalty 3539.254242 = -6345915.959089 nChanged 13 SP:Iteration 47Q (2138.591732 sec): 3 clusters Score: Raw -6349459.099329 + Penalty 3539.254242 = -6345919.845087 nChanged 8 SP:Iteration 48Q (2138.714029 sec): 3 clusters Score: Raw -6349461.121566 + Penalty 3539.254242 = -6345921.867324 nChanged 4 SP:Iteration 49Q (2138.831341 sec): 3 clusters Score: Raw -6349462.846367 + Penalty 3539.254242 = -6345923.592126 nChanged 3 SP:Iteration 50Q (2138.946504 sec): 3 clusters Score: Raw -6349463.705382 + Penalty 3539.254242 = -6345924.451140 nChanged 2 SP:Iteration 51Q (2139.060871 sec): 3 clusters Score: Raw -6349464.840511 + Penalty 3539.254242 = -6345925.586270 nChanged 4 SP:Iteration 52Q (2139.188921 sec): 3 clusters Score: Raw -6349465.955148 + Penalty 3539.254242 = -6345926.700907 nChanged 3 SP:Iteration 53Q (2139.319071 sec): 3 clusters Score: Raw -6349467.051737 + Penalty 3539.254242 = -6345927.797496 nChanged 3 SP:Iteration 54Q (2139.430988 sec): 3 clusters Score: Raw -6349467.999773 + Penalty 3539.254242 = -6345928.745531 nChanged 0 SP:Iteration 55F (2139.567099 sec): 3 clusters Score: Raw -6349467.999773 + Penalty 3539.254242 = -6345928.745531 nChanged 0 Trying to split cluster 2 (11445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2139.610879 sec): 2 clusters Score: Raw -1309684.698376 + Penalty 1518.612588 = -1308166.085788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2139.680393 sec): 3 clusters Score: Raw -1303086.910346 + Penalty 3037.225176 = -1300049.685171 nChanged 5012 SP:Iteration 1F (2139.739865 sec): 3 clusters Score: Raw -1305947.929897 + Penalty 3037.225176 = -1302910.704721 nChanged 813 SP:Iteration 2F (2139.807744 sec): 3 clusters Score: Raw -1306440.092924 + Penalty 3037.225176 = -1303402.867749 nChanged 782 SP:Iteration 3F (2139.882405 sec): 3 clusters Score: Raw -1307025.181491 + Penalty 3037.225176 = -1303987.956315 nChanged 763 SP:Iteration 4F (2139.944933 sec): 3 clusters Score: Raw -1307645.738156 + Penalty 3037.225176 = -1304608.512981 nChanged 772 SP:Iteration 5F (2140.008454 sec): 3 clusters Score: Raw -1308264.608174 + Penalty 3037.225176 = -1305227.382998 nChanged 716 SP:Iteration 6F (2140.080189 sec): 3 clusters Score: Raw -1308871.820261 + Penalty 3037.225176 = -1305834.595085 nChanged 643 SP:Iteration 7F (2140.150518 sec): 3 clusters Score: Raw -1309364.907512 + Penalty 3037.225176 = -1306327.682337 nChanged 558 SP:Iteration 8Q (2140.208688 sec): 3 clusters Score: Raw -1309742.692081 + Penalty 3037.225176 = -1306705.466905 nChanged 430 SP:Iteration 9Q (2140.283536 sec): 3 clusters Score: Raw -1309991.729211 + Penalty 3037.225176 = -1306954.504035 nChanged 363 SP:Iteration 10Q (2140.343379 sec): 3 clusters Score: Raw -1310186.345862 + Penalty 3037.225176 = -1307149.120687 nChanged 305 SP:Iteration 11Q (2140.416379 sec): 3 clusters Score: Raw -1310319.779117 + Penalty 3037.225176 = -1307282.553941 nChanged 244 SP:Iteration 12Q (2140.485578 sec): 3 clusters Score: Raw -1310416.818562 + Penalty 3037.225176 = -1307379.593387 nChanged 193 SP:Iteration 13Q (2140.536461 sec): 3 clusters Score: Raw -1310494.424156 + Penalty 3037.225176 = -1307457.198980 nChanged 188 SP:Iteration 14Q (2140.600548 sec): 3 clusters Score: Raw -1310569.156195 + Penalty 3037.225176 = -1307531.931020 nChanged 183 SP:Iteration 15Q (2140.671258 sec): 3 clusters Score: Raw -1310642.873902 + Penalty 3037.225176 = -1307605.648727 nChanged 144 SP:Iteration 16Q (2140.749934 sec): 3 clusters Score: Raw -1310697.669185 + Penalty 3037.225176 = -1307660.444009 nChanged 121 SP:Iteration 17Q (2140.815071 sec): 3 clusters Score: Raw -1310743.840568 + Penalty 3037.225176 = -1307706.615393 nChanged 105 SP:Iteration 18Q (2140.881188 sec): 3 clusters Score: Raw -1310787.959730 + Penalty 3037.225176 = -1307750.734554 nChanged 109 SP:Iteration 19Q (2140.935328 sec): 3 clusters Score: Raw -1310827.444009 + Penalty 3037.225176 = -1307790.218833 nChanged 93 SP:Iteration 20F (2141.004943 sec): 3 clusters Score: Raw -1310863.419020 + Penalty 3037.225176 = -1307826.193844 nChanged 79 SP:Iteration 21Q (2141.065787 sec): 3 clusters Score: Raw -1310896.926961 + Penalty 3037.225176 = -1307859.701786 nChanged 90 SP:Iteration 22Q (2141.131409 sec): 3 clusters Score: Raw -1310930.211630 + Penalty 3037.225176 = -1307892.986455 nChanged 95 SP:Iteration 23Q (2141.201195 sec): 3 clusters Score: Raw -1310978.695691 + Penalty 3037.225176 = -1307941.470516 nChanged 99 SP:Iteration 24Q (2141.271291 sec): 3 clusters Score: Raw -1311024.081491 + Penalty 3037.225176 = -1307986.856316 nChanged 83 SP:Iteration 25Q (2141.328412 sec): 3 clusters Score: Raw -1311063.055532 + Penalty 3037.225176 = -1308025.830356 nChanged 100 SP:Iteration 26Q (2141.406561 sec): 3 clusters Score: Raw -1311116.325427 + Penalty 3037.225176 = -1308079.100251 nChanged 100 SP:Iteration 27Q (2141.474780 sec): 3 clusters Score: Raw -1311160.982925 + Penalty 3037.225176 = -1308123.757750 nChanged 90 SP:Iteration 28Q (2141.539351 sec): 3 clusters Score: Raw -1311193.642276 + Penalty 3037.225176 = -1308156.417100 nChanged 83 SP:Iteration 29Q (2141.604735 sec): 3 clusters Score: Raw -1311219.209086 + Penalty 3037.225176 = -1308181.983910 nChanged 71 SP:Iteration 30Q (2141.661373 sec): 3 clusters Score: Raw -1311238.158007 + Penalty 3037.225176 = -1308200.932831 nChanged 70 SP:Iteration 31Q (2141.727426 sec): 3 clusters Score: Raw -1311256.131996 + Penalty 3037.225176 = -1308218.906820 nChanged 63 SP:Iteration 32Q (2141.796854 sec): 3 clusters Score: Raw -1311273.763019 + Penalty 3037.225176 = -1308236.537843 nChanged 50 SP:Iteration 33Q (2141.850908 sec): 3 clusters Score: Raw -1311284.762970 + Penalty 3037.225176 = -1308247.537795 nChanged 38 SP:Iteration 34Q (2141.917725 sec): 3 clusters Score: Raw -1311292.402835 + Penalty 3037.225176 = -1308255.177660 nChanged 31 SP:Iteration 35Q (2141.991243 sec): 3 clusters Score: Raw -1311298.099450 + Penalty 3037.225176 = -1308260.874275 nChanged 28 SP:Iteration 36Q (2142.048002 sec): 3 clusters Score: Raw -1311304.040647 + Penalty 3037.225176 = -1308266.815471 nChanged 22 SP:Iteration 37Q (2142.115413 sec): 3 clusters Score: Raw -1311308.720078 + Penalty 3037.225176 = -1308271.494902 nChanged 23 SP:Iteration 38Q (2142.172674 sec): 3 clusters Score: Raw -1311311.925354 + Penalty 3037.225176 = -1308274.700178 nChanged 23 SP:Iteration 39Q (2142.235524 sec): 3 clusters Score: Raw -1311314.841601 + Penalty 3037.225176 = -1308277.616425 nChanged 20 SP:Iteration 40F (2142.311889 sec): 3 clusters Score: Raw -1311319.143960 + Penalty 3037.225176 = -1308281.918785 nChanged 21 SP:Iteration 41Q (2142.366654 sec): 3 clusters Score: Raw -1311323.296110 + Penalty 3037.225176 = -1308286.070934 nChanged 23 SP:Iteration 42Q (2142.442177 sec): 3 clusters Score: Raw -1311327.288404 + Penalty 3037.225176 = -1308290.063229 nChanged 10 SP:Iteration 43Q (2142.493260 sec): 3 clusters Score: Raw -1311328.849184 + Penalty 3037.225176 = -1308291.624008 nChanged 18 SP:Iteration 44Q (2142.565003 sec): 3 clusters Score: Raw -1311331.601857 + Penalty 3037.225176 = -1308294.376681 nChanged 16 SP:Iteration 45Q (2142.635349 sec): 3 clusters Score: Raw -1311333.402158 + Penalty 3037.225176 = -1308296.176982 nChanged 16 SP:Iteration 46Q (2142.701102 sec): 3 clusters Score: Raw -1311335.476486 + Penalty 3037.225176 = -1308298.251310 nChanged 14 SP:Iteration 47Q (2142.767686 sec): 3 clusters Score: Raw -1311337.280369 + Penalty 3037.225176 = -1308300.055193 nChanged 12 SP:Iteration 48Q (2142.835638 sec): 3 clusters Score: Raw -1311339.340253 + Penalty 3037.225176 = -1308302.115078 nChanged 10 SP:Iteration 49Q (2142.902383 sec): 3 clusters Score: Raw -1311340.378633 + Penalty 3037.225176 = -1308303.153458 nChanged 5 SP:Iteration 50Q (2142.968953 sec): 3 clusters Score: Raw -1311340.925192 + Penalty 3037.225176 = -1308303.700017 nChanged 2 SP:Iteration 51Q (2143.028450 sec): 3 clusters Score: Raw -1311341.071740 + Penalty 3037.225176 = -1308303.846565 nChanged 3 SP:Iteration 52Q (2143.085219 sec): 3 clusters Score: Raw -1311341.525681 + Penalty 3037.225176 = -1308304.300505 nChanged 4 SP:Iteration 53Q (2143.152182 sec): 3 clusters Score: Raw -1311342.093344 + Penalty 3037.225176 = -1308304.868168 nChanged 3 SP:Iteration 54Q (2143.229981 sec): 3 clusters Score: Raw -1311342.698875 + Penalty 3037.225176 = -1308305.473700 nChanged 8 SP:Iteration 55Q (2143.285515 sec): 3 clusters Score: Raw -1311343.957318 + Penalty 3037.225176 = -1308306.732143 nChanged 6 SP:Iteration 56Q (2143.357270 sec): 3 clusters Score: Raw -1311344.600769 + Penalty 3037.225176 = -1308307.375593 nChanged 3 SP:Iteration 57Q (2143.425285 sec): 3 clusters Score: Raw -1311344.983799 + Penalty 3037.225176 = -1308307.758624 nChanged 8 SP:Iteration 58Q (2143.490426 sec): 3 clusters Score: Raw -1311346.037215 + Penalty 3037.225176 = -1308308.812040 nChanged 5 SP:Iteration 59Q (2143.548743 sec): 3 clusters Score: Raw -1311346.532004 + Penalty 3037.225176 = -1308309.306828 nChanged 6 SP:Iteration 60F (2143.618947 sec): 3 clusters Score: Raw -1311347.417133 + Penalty 3037.225176 = -1308310.191957 nChanged 5 SP:Iteration 61Q (2143.686936 sec): 3 clusters Score: Raw -1311348.180370 + Penalty 3037.225176 = -1308310.955194 nChanged 6 SP:Iteration 62Q (2143.767794 sec): 3 clusters Score: Raw -1311349.046772 + Penalty 3037.225176 = -1308311.821597 nChanged 5 SP:Iteration 63Q (2143.846612 sec): 3 clusters Score: Raw -1311349.679023 + Penalty 3037.225176 = -1308312.453847 nChanged 3 SP:Iteration 64Q (2143.911857 sec): 3 clusters Score: Raw -1311350.125044 + Penalty 3037.225176 = -1308312.899869 nChanged 5 SP:Iteration 65Q (2143.977349 sec): 3 clusters Score: Raw -1311350.916567 + Penalty 3037.225176 = -1308313.691391 nChanged 6 SP:Iteration 66Q (2144.046419 sec): 3 clusters Score: Raw -1311351.780369 + Penalty 3037.225176 = -1308314.555193 nChanged 4 SP:Iteration 67Q (2144.109126 sec): 3 clusters Score: Raw -1311352.073193 + Penalty 3037.225176 = -1308314.848018 nChanged 3 SP:Iteration 68Q (2144.170058 sec): 3 clusters Score: Raw -1311352.263943 + Penalty 3037.225176 = -1308315.038768 nChanged 3 SP:Iteration 69Q (2144.231606 sec): 3 clusters Score: Raw -1311352.561481 + Penalty 3037.225176 = -1308315.336305 nChanged 4 SP:Iteration 70Q (2144.299537 sec): 3 clusters Score: Raw -1311353.395497 + Penalty 3037.225176 = -1308316.170321 nChanged 5 SP:Iteration 71Q (2144.365444 sec): 3 clusters Score: Raw -1311353.808649 + Penalty 3037.225176 = -1308316.583474 nChanged 1 SP:Iteration 72Q (2144.425819 sec): 3 clusters Score: Raw -1311353.905510 + Penalty 3037.225176 = -1308316.680335 nChanged 5 SP:Iteration 73Q (2144.489883 sec): 3 clusters Score: Raw -1311354.678886 + Penalty 3037.225176 = -1308317.453710 nChanged 4 SP:Iteration 74Q (2144.559968 sec): 3 clusters Score: Raw -1311355.210213 + Penalty 3037.225176 = -1308317.985037 nChanged 2 SP:Iteration 75Q (2144.610195 sec): 3 clusters Score: Raw -1311355.332241 + Penalty 3037.225176 = -1308318.107065 nChanged 1 SP:Iteration 76Q (2144.682213 sec): 3 clusters Score: Raw -1311355.379399 + Penalty 3037.225176 = -1308318.154223 nChanged 1 SP:Iteration 77Q (2144.729848 sec): 3 clusters Score: Raw -1311355.504389 + Penalty 3037.225176 = -1308318.279213 nChanged 1 SP:Iteration 78Q (2144.798956 sec): 3 clusters Score: Raw -1311355.595334 + Penalty 3037.225176 = -1308318.370158 nChanged 1 SP:Iteration 79Q (2144.869383 sec): 3 clusters Score: Raw -1311355.642674 + Penalty 3037.225176 = -1308318.417498 nChanged 0 SP:Iteration 80F (2144.934313 sec): 3 clusters Score: Raw -1311355.642674 + Penalty 3037.225176 = -1308318.417498 nChanged 0 Score: Raw -86443940.348040 + Penalty 41776.336995 = -86402164.011045 Splitting cluster 2 changes total score from -86401504.082318 to -86402164.011045 So it's getting split into cluster 17. Trying to split cluster 3 (21194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.456643 sec): 2 clusters Score: Raw -2470080.958890 + Penalty 1618.739428 = -2468462.219462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.533252 sec): 3 clusters Score: Raw -2457409.814977 + Penalty 3237.478856 = -2454172.336121 nChanged 9499 SP:Iteration 1F (2154.602944 sec): 3 clusters Score: Raw -2462630.858969 + Penalty 3237.478856 = -2459393.380113 nChanged 1101 SP:Iteration 2F (2154.680671 sec): 3 clusters Score: Raw -2463374.439516 + Penalty 3237.478856 = -2460136.960660 nChanged 1210 SP:Iteration 3F (2154.769793 sec): 3 clusters Score: Raw -2464704.185809 + Penalty 3237.478856 = -2461466.706953 nChanged 1472 SP:Iteration 4F (2154.835049 sec): 3 clusters Score: Raw -2466173.134520 + Penalty 3237.478856 = -2462935.655665 nChanged 1677 SP:Iteration 5F (2154.917664 sec): 3 clusters Score: Raw -2467696.437254 + Penalty 3237.478856 = -2464458.958398 nChanged 1735 SP:Iteration 6F (2154.992542 sec): 3 clusters Score: Raw -2469218.413882 + Penalty 3237.478856 = -2465980.935026 nChanged 1764 SP:Iteration 7F (2155.073750 sec): 3 clusters Score: Raw -2470753.162693 + Penalty 3237.478856 = -2467515.683837 nChanged 1527 SP:Iteration 8F (2155.162435 sec): 3 clusters Score: Raw -2472194.903489 + Penalty 3237.478856 = -2468957.424633 nChanged 1216 SP:Iteration 9F (2155.245558 sec): 3 clusters Score: Raw -2473373.717317 + Penalty 3237.478856 = -2470136.238462 nChanged 834 SP:Iteration 10Q (2155.335540 sec): 3 clusters Score: Raw -2474297.704213 + Penalty 3237.478856 = -2471060.225358 nChanged 616 SP:Iteration 11Q (2155.418424 sec): 3 clusters Score: Raw -2475004.181748 + Penalty 3237.478856 = -2471766.702893 nChanged 453 SP:Iteration 12Q (2155.498968 sec): 3 clusters Score: Raw -2475512.615634 + Penalty 3237.478856 = -2472275.136778 nChanged 343 SP:Iteration 13Q (2155.591947 sec): 3 clusters Score: Raw -2475905.477147 + Penalty 3237.478856 = -2472667.998291 nChanged 274 SP:Iteration 14Q (2155.679871 sec): 3 clusters Score: Raw -2476158.563957 + Penalty 3237.478856 = -2472921.085101 nChanged 177 SP:Iteration 15Q (2155.757000 sec): 3 clusters Score: Raw -2476275.442543 + Penalty 3237.478856 = -2473037.963687 nChanged 140 SP:Iteration 16Q (2155.836504 sec): 3 clusters Score: Raw -2476344.964231 + Penalty 3237.478856 = -2473107.485376 nChanged 104 SP:Iteration 17Q (2155.911473 sec): 3 clusters Score: Raw -2476387.995277 + Penalty 3237.478856 = -2473150.516422 nChanged 83 SP:Iteration 18Q (2155.980031 sec): 3 clusters Score: Raw -2476419.489189 + Penalty 3237.478856 = -2473182.010334 nChanged 64 SP:Iteration 19Q (2156.053567 sec): 3 clusters Score: Raw -2476436.253408 + Penalty 3237.478856 = -2473198.774552 nChanged 41 SP:Iteration 20F (2156.138501 sec): 3 clusters Score: Raw -2476444.590285 + Penalty 3237.478856 = -2473207.111429 nChanged 34 SP:Iteration 21Q (2156.214517 sec): 3 clusters Score: Raw -2476451.755069 + Penalty 3237.478856 = -2473214.276213 nChanged 20 SP:Iteration 22Q (2156.287770 sec): 3 clusters Score: Raw -2476455.111990 + Penalty 3237.478856 = -2473217.633134 nChanged 15 SP:Iteration 23Q (2156.361738 sec): 3 clusters Score: Raw -2476457.022137 + Penalty 3237.478856 = -2473219.543282 nChanged 6 SP:Iteration 24Q (2156.419431 sec): 3 clusters Score: Raw -2476458.052312 + Penalty 3237.478856 = -2473220.573456 nChanged 4 SP:Iteration 25Q (2156.499616 sec): 3 clusters Score: Raw -2476458.675481 + Penalty 3237.478856 = -2473221.196625 nChanged 5 SP:Iteration 26Q (2156.564736 sec): 3 clusters Score: Raw -2476459.538813 + Penalty 3237.478856 = -2473222.059958 nChanged 6 SP:Iteration 27Q (2156.637242 sec): 3 clusters Score: Raw -2476460.510833 + Penalty 3237.478856 = -2473223.031978 nChanged 6 SP:Iteration 28Q (2156.709828 sec): 3 clusters Score: Raw -2476461.116144 + Penalty 3237.478856 = -2473223.637288 nChanged 6 SP:Iteration 29Q (2156.785596 sec): 3 clusters Score: Raw -2476461.810607 + Penalty 3237.478856 = -2473224.331752 nChanged 2 SP:Iteration 30Q (2156.849883 sec): 3 clusters Score: Raw -2476462.051705 + Penalty 3237.478856 = -2473224.572850 nChanged 3 SP:Iteration 31Q (2156.936362 sec): 3 clusters Score: Raw -2476462.420468 + Penalty 3237.478856 = -2473224.941612 nChanged 1 SP:Iteration 32Q (2157.005086 sec): 3 clusters Score: Raw -2476462.515952 + Penalty 3237.478856 = -2473225.037097 nChanged 0 SP:Iteration 33F (2157.090106 sec): 3 clusters Score: Raw -2476462.515952 + Penalty 3237.478856 = -2473225.037097 nChanged 0 Score: Raw -86450321.905103 + Penalty 43975.091574 = -86406346.813530 Splitting cluster 3 changes total score from -86401504.082318 to -86406346.813530 So it's getting split into cluster 18. Trying to split cluster 4 (193997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2167.058775 sec): 2 clusters Score: Raw -23070650.581731 + Penalty 1978.534671 = -23068672.047061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2167.421992 sec): 3 clusters Score: Raw -22942190.424874 + Penalty 3957.069342 = -22938233.355532 nChanged 93599 SP:Iteration 1F (2167.780619 sec): 3 clusters Score: Raw -23001509.811852 + Penalty 3957.069342 = -22997552.742510 nChanged 9820 SP:Iteration 2F (2168.139024 sec): 3 clusters Score: Raw -23005964.827033 + Penalty 3957.069342 = -23002007.757691 nChanged 11981 SP:Iteration 3F (2168.494557 sec): 3 clusters Score: Raw -23012506.888867 + Penalty 3957.069342 = -23008549.819525 nChanged 13545 SP:Iteration 4F (2168.853327 sec): 3 clusters Score: Raw -23020857.667666 + Penalty 3957.069342 = -23016900.598325 nChanged 13371 SP:Iteration 5F (2169.204959 sec): 3 clusters Score: Raw -23029331.242635 + Penalty 3957.069342 = -23025374.173293 nChanged 11606 SP:Iteration 6F (2169.601767 sec): 3 clusters Score: Raw -23037067.041152 + Penalty 3957.069342 = -23033109.971811 nChanged 9664 SP:Iteration 7Q (2169.993255 sec): 3 clusters Score: Raw -23044452.619200 + Penalty 3957.069342 = -23040495.549858 nChanged 8035 SP:Iteration 8Q (2170.354175 sec): 3 clusters Score: Raw -23050612.716855 + Penalty 3957.069342 = -23046655.647513 nChanged 6513 SP:Iteration 9Q (2170.735012 sec): 3 clusters Score: Raw -23054766.143796 + Penalty 3957.069342 = -23050809.074455 nChanged 4917 SP:Iteration 10Q (2171.140333 sec): 3 clusters Score: Raw -23057315.537688 + Penalty 3957.069342 = -23053358.468346 nChanged 3678 SP:Iteration 11Q (2171.499700 sec): 3 clusters Score: Raw -23059098.861715 + Penalty 3957.069342 = -23055141.792374 nChanged 3250 SP:Iteration 12Q (2171.878682 sec): 3 clusters Score: Raw -23060619.627463 + Penalty 3957.069342 = -23056662.558121 nChanged 3054 SP:Iteration 13Q (2172.245305 sec): 3 clusters Score: Raw -23062054.737150 + Penalty 3957.069342 = -23058097.667808 nChanged 2865 SP:Iteration 14Q (2172.622595 sec): 3 clusters Score: Raw -23063402.213005 + Penalty 3957.069342 = -23059445.143664 nChanged 2663 SP:Iteration 15Q (2172.939863 sec): 3 clusters Score: Raw -23064651.843580 + Penalty 3957.069342 = -23060694.774238 nChanged 2486 SP:Iteration 16Q (2173.250847 sec): 3 clusters Score: Raw -23065893.598572 + Penalty 3957.069342 = -23061936.529230 nChanged 2284 SP:Iteration 17Q (2173.625203 sec): 3 clusters Score: Raw -23067008.579781 + Penalty 3957.069342 = -23063051.510440 nChanged 2059 SP:Iteration 18Q (2173.978619 sec): 3 clusters Score: Raw -23067990.521238 + Penalty 3957.069342 = -23064033.451897 nChanged 1793 SP:Iteration 19Q (2174.299211 sec): 3 clusters Score: Raw -23068801.336670 + Penalty 3957.069342 = -23064844.267329 nChanged 1518 SP:Iteration 20F (2174.641568 sec): 3 clusters Score: Raw -23069409.132688 + Penalty 3957.069342 = -23065452.063347 nChanged 1290 SP:Iteration 21Q (2174.944144 sec): 3 clusters Score: Raw -23069886.081316 + Penalty 3957.069342 = -23065929.011975 nChanged 1080 SP:Iteration 22Q (2175.269180 sec): 3 clusters Score: Raw -23070253.659719 + Penalty 3957.069342 = -23066296.590378 nChanged 957 SP:Iteration 23Q (2175.604049 sec): 3 clusters Score: Raw -23070558.885680 + Penalty 3957.069342 = -23066601.816339 nChanged 843 SP:Iteration 24Q (2175.925237 sec): 3 clusters Score: Raw -23070820.544251 + Penalty 3957.069342 = -23066863.474910 nChanged 759 SP:Iteration 25Q (2176.246095 sec): 3 clusters Score: Raw -23071016.839149 + Penalty 3957.069342 = -23067059.769808 nChanged 628 SP:Iteration 26Q (2176.570797 sec): 3 clusters Score: Raw -23071162.004924 + Penalty 3957.069342 = -23067204.935583 nChanged 577 SP:Iteration 27Q (2176.875787 sec): 3 clusters Score: Raw -23071275.266060 + Penalty 3957.069342 = -23067318.196718 nChanged 494 SP:Iteration 28Q (2177.153655 sec): 3 clusters Score: Raw -23071363.410267 + Penalty 3957.069342 = -23067406.340926 nChanged 432 SP:Iteration 29Q (2177.425588 sec): 3 clusters Score: Raw -23071432.875378 + Penalty 3957.069342 = -23067475.806037 nChanged 343 SP:Iteration 30Q (2177.709576 sec): 3 clusters Score: Raw -23071486.072356 + Penalty 3957.069342 = -23067529.003014 nChanged 330 SP:Iteration 31Q (2178.026161 sec): 3 clusters Score: Raw -23071531.039788 + Penalty 3957.069342 = -23067573.970447 nChanged 266 SP:Iteration 32Q (2178.351884 sec): 3 clusters Score: Raw -23071562.730524 + Penalty 3957.069342 = -23067605.661182 nChanged 239 SP:Iteration 33Q (2178.674092 sec): 3 clusters Score: Raw -23071590.609258 + Penalty 3957.069342 = -23067633.539916 nChanged 219 SP:Iteration 34Q (2178.979512 sec): 3 clusters Score: Raw -23071614.421372 + Penalty 3957.069342 = -23067657.352030 nChanged 191 SP:Iteration 35Q (2179.309857 sec): 3 clusters Score: Raw -23071633.445681 + Penalty 3957.069342 = -23067676.376340 nChanged 176 SP:Iteration 36Q (2179.672141 sec): 3 clusters Score: Raw -23071651.158731 + Penalty 3957.069342 = -23067694.089390 nChanged 158 SP:Iteration 37Q (2179.999592 sec): 3 clusters Score: Raw -23071665.383896 + Penalty 3957.069342 = -23067708.314554 nChanged 155 SP:Iteration 38Q (2180.300041 sec): 3 clusters Score: Raw -23071683.297627 + Penalty 3957.069342 = -23067726.228286 nChanged 171 SP:Iteration 39Q (2180.612871 sec): 3 clusters Score: Raw -23071703.713614 + Penalty 3957.069342 = -23067746.644272 nChanged 156 SP:Iteration 40F (2180.987840 sec): 3 clusters Score: Raw -23071719.705681 + Penalty 3957.069342 = -23067762.636339 nChanged 150 SP:Iteration 41Q (2181.299435 sec): 3 clusters Score: Raw -23071734.593865 + Penalty 3957.069342 = -23067777.524523 nChanged 129 SP:Iteration 42Q (2181.595537 sec): 3 clusters Score: Raw -23071746.986769 + Penalty 3957.069342 = -23067789.917428 nChanged 132 SP:Iteration 43Q (2181.918089 sec): 3 clusters Score: Raw -23071760.612063 + Penalty 3957.069342 = -23067803.542722 nChanged 123 SP:Iteration 44Q (2182.239838 sec): 3 clusters Score: Raw -23071773.678983 + Penalty 3957.069342 = -23067816.609642 nChanged 119 SP:Iteration 45Q (2182.554820 sec): 3 clusters Score: Raw -23071785.325636 + Penalty 3957.069342 = -23067828.256295 nChanged 119 SP:Iteration 46Q (2182.854359 sec): 3 clusters Score: Raw -23071797.716845 + Penalty 3957.069342 = -23067840.647504 nChanged 106 SP:Iteration 47Q (2183.133788 sec): 3 clusters Score: Raw -23071807.698926 + Penalty 3957.069342 = -23067850.629584 nChanged 104 SP:Iteration 48Q (2183.403679 sec): 3 clusters Score: Raw -23071817.786113 + Penalty 3957.069342 = -23067860.716771 nChanged 126 SP:Iteration 49Q (2183.704816 sec): 3 clusters Score: Raw -23071830.006500 + Penalty 3957.069342 = -23067872.937159 nChanged 114 SP:Iteration 50Q (2184.003384 sec): 3 clusters Score: Raw -23071840.729908 + Penalty 3957.069342 = -23067883.660566 nChanged 113 SP:Iteration 51Q (2184.326148 sec): 3 clusters Score: Raw -23071850.578857 + Penalty 3957.069342 = -23067893.509515 nChanged 95 SP:Iteration 52Q (2184.628016 sec): 3 clusters Score: Raw -23071857.418716 + Penalty 3957.069342 = -23067900.349375 nChanged 79 SP:Iteration 53Q (2184.930773 sec): 3 clusters Score: Raw -23071862.737626 + Penalty 3957.069342 = -23067905.668285 nChanged 68 SP:Iteration 54Q (2185.229221 sec): 3 clusters Score: Raw -23071866.973757 + Penalty 3957.069342 = -23067909.904416 nChanged 62 SP:Iteration 55Q (2185.515643 sec): 3 clusters Score: Raw -23071871.098011 + Penalty 3957.069342 = -23067914.028669 nChanged 48 SP:Iteration 56Q (2185.806940 sec): 3 clusters Score: Raw -23071873.874468 + Penalty 3957.069342 = -23067916.805126 nChanged 47 SP:Iteration 57Q (2186.130122 sec): 3 clusters Score: Raw -23071876.440095 + Penalty 3957.069342 = -23067919.370754 nChanged 45 SP:Iteration 58Q (2186.429842 sec): 3 clusters Score: Raw -23071879.090151 + Penalty 3957.069342 = -23067922.020809 nChanged 46 SP:Iteration 59Q (2186.707047 sec): 3 clusters Score: Raw -23071882.570630 + Penalty 3957.069342 = -23067925.501289 nChanged 56 SP:Iteration 60F (2187.075115 sec): 3 clusters Score: Raw -23071886.722587 + Penalty 3957.069342 = -23067929.653245 nChanged 49 SP:Iteration 61Q (2187.405811 sec): 3 clusters Score: Raw -23071889.922443 + Penalty 3957.069342 = -23067932.853101 nChanged 46 SP:Iteration 62Q (2187.734277 sec): 3 clusters Score: Raw -23071893.110965 + Penalty 3957.069342 = -23067936.041624 nChanged 42 SP:Iteration 63Q (2188.019306 sec): 3 clusters Score: Raw -23071896.982756 + Penalty 3957.069342 = -23067939.913414 nChanged 47 SP:Iteration 64Q (2188.330898 sec): 3 clusters Score: Raw -23071901.294667 + Penalty 3957.069342 = -23067944.225326 nChanged 57 SP:Iteration 65Q (2188.668426 sec): 3 clusters Score: Raw -23071905.792851 + Penalty 3957.069342 = -23067948.723510 nChanged 49 SP:Iteration 66Q (2188.984008 sec): 3 clusters Score: Raw -23071909.382873 + Penalty 3957.069342 = -23067952.313532 nChanged 52 SP:Iteration 67Q (2189.283117 sec): 3 clusters Score: Raw -23071913.166092 + Penalty 3957.069342 = -23067956.096750 nChanged 44 SP:Iteration 68Q (2189.591623 sec): 3 clusters Score: Raw -23071916.433442 + Penalty 3957.069342 = -23067959.364101 nChanged 51 SP:Iteration 69Q (2189.909176 sec): 3 clusters Score: Raw -23071919.932510 + Penalty 3957.069342 = -23067962.863169 nChanged 51 SP:Iteration 70Q (2190.242260 sec): 3 clusters Score: Raw -23071923.499547 + Penalty 3957.069342 = -23067966.430206 nChanged 44 SP:Iteration 71Q (2190.540029 sec): 3 clusters Score: Raw -23071927.171664 + Penalty 3957.069342 = -23067970.102322 nChanged 48 SP:Iteration 72Q (2190.813511 sec): 3 clusters Score: Raw -23071932.087149 + Penalty 3957.069342 = -23067975.017807 nChanged 56 SP:Iteration 73Q (2191.104157 sec): 3 clusters Score: Raw -23071936.673514 + Penalty 3957.069342 = -23067979.604173 nChanged 50 SP:Iteration 74Q (2191.389489 sec): 3 clusters Score: Raw -23071940.279512 + Penalty 3957.069342 = -23067983.210171 nChanged 55 SP:Iteration 75Q (2191.691947 sec): 3 clusters Score: Raw -23071945.597039 + Penalty 3957.069342 = -23067988.527697 nChanged 63 SP:Iteration 76Q (2192.007244 sec): 3 clusters Score: Raw -23071952.239562 + Penalty 3957.069342 = -23067995.170221 nChanged 70 SP:Iteration 77Q (2192.323997 sec): 3 clusters Score: Raw -23071959.726082 + Penalty 3957.069342 = -23068002.656741 nChanged 70 SP:Iteration 78Q (2192.622417 sec): 3 clusters Score: Raw -23071966.931878 + Penalty 3957.069342 = -23068009.862536 nChanged 53 SP:Iteration 79Q (2192.911230 sec): 3 clusters Score: Raw -23071972.276964 + Penalty 3957.069342 = -23068015.207623 nChanged 45 SP:Iteration 80F (2193.237154 sec): 3 clusters Score: Raw -23071975.793943 + Penalty 3957.069342 = -23068018.724602 nChanged 37 SP:Iteration 81Q (2193.496578 sec): 3 clusters Score: Raw -23071978.320245 + Penalty 3957.069342 = -23068021.250904 nChanged 37 SP:Iteration 82Q (2193.773171 sec): 3 clusters Score: Raw -23071981.652892 + Penalty 3957.069342 = -23068024.583550 nChanged 33 SP:Iteration 83Q (2194.084616 sec): 3 clusters Score: Raw -23071984.121357 + Penalty 3957.069342 = -23068027.052015 nChanged 42 SP:Iteration 84Q (2194.387674 sec): 3 clusters Score: Raw -23071986.965499 + Penalty 3957.069342 = -23068029.896158 nChanged 36 SP:Iteration 85Q (2194.687005 sec): 3 clusters Score: Raw -23071989.240883 + Penalty 3957.069342 = -23068032.171542 nChanged 33 SP:Iteration 86Q (2194.971411 sec): 3 clusters Score: Raw -23071990.836885 + Penalty 3957.069342 = -23068033.767544 nChanged 20 SP:Iteration 87Q (2195.283270 sec): 3 clusters Score: Raw -23071991.738125 + Penalty 3957.069342 = -23068034.668784 nChanged 17 SP:Iteration 88Q (2195.616963 sec): 3 clusters Score: Raw -23071992.744501 + Penalty 3957.069342 = -23068035.675159 nChanged 15 SP:Iteration 89Q (2195.918966 sec): 3 clusters Score: Raw -23071993.351110 + Penalty 3957.069342 = -23068036.281768 nChanged 11 SP:Iteration 90Q (2196.202424 sec): 3 clusters Score: Raw -23071994.139949 + Penalty 3957.069342 = -23068037.070608 nChanged 13 SP:Iteration 91Q (2196.524572 sec): 3 clusters Score: Raw -23071995.097121 + Penalty 3957.069342 = -23068038.027779 nChanged 13 SP:Iteration 92Q (2196.822888 sec): 3 clusters Score: Raw -23071996.129846 + Penalty 3957.069342 = -23068039.060505 nChanged 20 SP:Iteration 93Q (2197.137856 sec): 3 clusters Score: Raw -23071997.257498 + Penalty 3957.069342 = -23068040.188157 nChanged 15 SP:Iteration 94Q (2197.442900 sec): 3 clusters Score: Raw -23071997.927865 + Penalty 3957.069342 = -23068040.858524 nChanged 10 SP:Iteration 95Q (2197.740771 sec): 3 clusters Score: Raw -23071998.463729 + Penalty 3957.069342 = -23068041.394387 nChanged 12 SP:Iteration 96Q (2198.036828 sec): 3 clusters Score: Raw -23071998.921468 + Penalty 3957.069342 = -23068041.852127 nChanged 13 SP:Iteration 97Q (2198.334471 sec): 3 clusters Score: Raw -23071999.389955 + Penalty 3957.069342 = -23068042.320614 nChanged 6 SP:Iteration 98Q (2198.652133 sec): 3 clusters Score: Raw -23071999.674500 + Penalty 3957.069342 = -23068042.605158 nChanged 8 SP:Iteration 99Q (2198.967568 sec): 3 clusters Score: Raw -23072000.162953 + Penalty 3957.069342 = -23068043.093611 nChanged 7 SP:Iteration 100F (2199.324480 sec): 3 clusters Score: Raw -23072000.609502 + Penalty 3957.069342 = -23068043.540160 nChanged 10 SP:Iteration 101Q (2199.623916 sec): 3 clusters Score: Raw -23072001.315857 + Penalty 3957.069342 = -23068044.246516 nChanged 11 SP:Iteration 102Q (2199.911279 sec): 3 clusters Score: Raw -23072001.983710 + Penalty 3957.069342 = -23068044.914368 nChanged 9 SP:Iteration 103Q (2200.204992 sec): 3 clusters Score: Raw -23072002.595308 + Penalty 3957.069342 = -23068045.525966 nChanged 12 SP:Iteration 104Q (2200.524999 sec): 3 clusters Score: Raw -23072003.052010 + Penalty 3957.069342 = -23068045.982669 nChanged 10 SP:Iteration 105Q (2200.824425 sec): 3 clusters Score: Raw -23072003.521393 + Penalty 3957.069342 = -23068046.452052 nChanged 9 SP:Iteration 106Q (2201.103437 sec): 3 clusters Score: Raw -23072004.052969 + Penalty 3957.069342 = -23068046.983628 nChanged 9 SP:Iteration 107Q (2201.390087 sec): 3 clusters Score: Raw -23072004.531103 + Penalty 3957.069342 = -23068047.461761 nChanged 8 SP:Iteration 108Q (2201.692592 sec): 3 clusters Score: Raw -23072004.988809 + Penalty 3957.069342 = -23068047.919468 nChanged 5 SP:Iteration 109Q (2201.982274 sec): 3 clusters Score: Raw -23072005.211025 + Penalty 3957.069342 = -23068048.141684 nChanged 2 SP:Iteration 110Q (2202.284202 sec): 3 clusters Score: Raw -23072005.322938 + Penalty 3957.069342 = -23068048.253596 nChanged 1 SP:Iteration 111Q (2202.580435 sec): 3 clusters Score: Raw -23072005.381460 + Penalty 3957.069342 = -23068048.312119 nChanged 2 SP:Iteration 112Q (2202.896139 sec): 3 clusters Score: Raw -23072005.501410 + Penalty 3957.069342 = -23068048.432068 nChanged 2 SP:Iteration 113Q (2203.188393 sec): 3 clusters Score: Raw -23072005.554873 + Penalty 3957.069342 = -23068048.485531 nChanged 2 SP:Iteration 114Q (2203.480978 sec): 3 clusters Score: Raw -23072005.605552 + Penalty 3957.069342 = -23068048.536211 nChanged 2 SP:Iteration 115Q (2203.792618 sec): 3 clusters Score: Raw -23072005.678207 + Penalty 3957.069342 = -23068048.608866 nChanged 2 SP:Iteration 116Q (2204.094077 sec): 3 clusters Score: Raw -23072005.776762 + Penalty 3957.069342 = -23068048.707421 nChanged 2 SP:Iteration 117Q (2204.423264 sec): 3 clusters Score: Raw -23072005.846888 + Penalty 3957.069342 = -23068048.777546 nChanged 4 SP:Iteration 118Q (2204.719227 sec): 3 clusters Score: Raw -23072005.987457 + Penalty 3957.069342 = -23068048.918115 nChanged 5 SP:Iteration 119Q (2205.058225 sec): 3 clusters Score: Raw -23072006.165812 + Penalty 3957.069342 = -23068049.096471 nChanged 4 SP:Iteration 120F (2205.431918 sec): 3 clusters Score: Raw -23072006.391985 + Penalty 3957.069342 = -23068049.322644 nChanged 4 SP:Iteration 121Q (2205.695454 sec): 3 clusters Score: Raw -23072006.712213 + Penalty 3957.069342 = -23068049.642872 nChanged 8 SP:Iteration 122Q (2206.018378 sec): 3 clusters Score: Raw -23072007.152253 + Penalty 3957.069342 = -23068050.082911 nChanged 5 SP:Iteration 123Q (2206.318598 sec): 3 clusters Score: Raw -23072007.451466 + Penalty 3957.069342 = -23068050.382124 nChanged 3 SP:Iteration 124Q (2206.627370 sec): 3 clusters Score: Raw -23072007.556547 + Penalty 3957.069342 = -23068050.487205 nChanged 2 SP:Iteration 125Q (2206.956861 sec): 3 clusters Score: Raw -23072007.670188 + Penalty 3957.069342 = -23068050.600846 nChanged 3 SP:Iteration 126Q (2207.293048 sec): 3 clusters Score: Raw -23072007.790031 + Penalty 3957.069342 = -23068050.720689 nChanged 3 SP:Iteration 127Q (2207.623760 sec): 3 clusters Score: Raw -23072007.950545 + Penalty 3957.069342 = -23068050.881203 nChanged 2 SP:Iteration 128Q (2207.922687 sec): 3 clusters Score: Raw -23072007.987758 + Penalty 3957.069342 = -23068050.918416 nChanged 1 SP:Iteration 129Q (2208.260312 sec): 3 clusters Score: Raw -23072008.030286 + Penalty 3957.069342 = -23068050.960945 nChanged 1 SP:Iteration 130Q (2208.556410 sec): 3 clusters Score: Raw -23072008.064646 + Penalty 3957.069342 = -23068050.995305 nChanged 0 SP:Iteration 131F (2208.910112 sec): 3 clusters Score: Raw -23072008.064646 + Penalty 3957.069342 = -23068050.995305 nChanged 0 Trying to split cluster 5 (4958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2208.956809 sec): 2 clusters Score: Raw -570594.747323 + Penalty 1382.673128 = -569212.074195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2209.019022 sec): 3 clusters Score: Raw -568015.180173 + Penalty 2765.346257 = -565249.833917 nChanged 2049 SP:Iteration 1F (2209.066228 sec): 3 clusters Score: Raw -569218.710908 + Penalty 2765.346257 = -566453.364652 nChanged 409 SP:Iteration 2F (2209.128804 sec): 3 clusters Score: Raw -569749.637871 + Penalty 2765.346257 = -566984.291614 nChanged 409 SP:Iteration 3F (2209.189039 sec): 3 clusters Score: Raw -571329.825517 + Penalty 2765.346257 = -568564.479260 nChanged 725 SP:Iteration 4F (2209.243844 sec): 3 clusters Score: Raw -574770.592710 + Penalty 2765.346257 = -572005.246453 nChanged 894 SP:Iteration 5F (2209.289201 sec): 3 clusters Score: Raw -576374.791478 + Penalty 2765.346257 = -573609.445222 nChanged 297 SP:Iteration 6F (2209.357164 sec): 3 clusters Score: Raw -576777.705916 + Penalty 2765.346257 = -574012.359659 nChanged 81 SP:Iteration 7Q (2209.407681 sec): 3 clusters Score: Raw -576872.423215 + Penalty 2765.346257 = -574107.076959 nChanged 39 SP:Iteration 8Q (2209.463172 sec): 3 clusters Score: Raw -576923.144781 + Penalty 2765.346257 = -574157.798525 nChanged 26 SP:Iteration 9Q (2209.512004 sec): 3 clusters Score: Raw -576957.609220 + Penalty 2765.346257 = -574192.262963 nChanged 17 SP:Iteration 10Q (2209.565640 sec): 3 clusters Score: Raw -576980.030231 + Penalty 2765.346257 = -574214.683974 nChanged 13 SP:Iteration 11Q (2209.615946 sec): 3 clusters Score: Raw -576988.730571 + Penalty 2765.346257 = -574223.384315 nChanged 6 SP:Iteration 12Q (2209.656666 sec): 3 clusters Score: Raw -576992.014853 + Penalty 2765.346257 = -574226.668597 nChanged 6 SP:Iteration 13Q (2209.707178 sec): 3 clusters Score: Raw -576997.673148 + Penalty 2765.346257 = -574232.326891 nChanged 8 SP:Iteration 14Q (2209.768364 sec): 3 clusters Score: Raw -577006.471785 + Penalty 2765.346257 = -574241.125528 nChanged 10 SP:Iteration 15Q (2209.811605 sec): 3 clusters Score: Raw -577018.057517 + Penalty 2765.346257 = -574252.711260 nChanged 7 SP:Iteration 16Q (2209.867847 sec): 3 clusters Score: Raw -577023.625445 + Penalty 2765.346257 = -574258.279188 nChanged 5 SP:Iteration 17Q (2209.907178 sec): 3 clusters Score: Raw -577025.491974 + Penalty 2765.346257 = -574260.145717 nChanged 3 SP:Iteration 18Q (2209.950312 sec): 3 clusters Score: Raw -577027.097679 + Penalty 2765.346257 = -574261.751422 nChanged 3 SP:Iteration 19Q (2210.003519 sec): 3 clusters Score: Raw -577028.423747 + Penalty 2765.346257 = -574263.077490 nChanged 2 SP:Iteration 20F (2210.055473 sec): 3 clusters Score: Raw -577029.791430 + Penalty 2765.346257 = -574264.445174 nChanged 1 SP:Iteration 21Q (2210.102756 sec): 3 clusters Score: Raw -577030.193653 + Penalty 2765.346257 = -574264.847397 nChanged 0 SP:Iteration 22F (2210.141796 sec): 3 clusters Score: Raw -577030.193653 + Penalty 2765.346257 = -574264.847397 nChanged 0 Score: Raw -86456757.351433 + Penalty 46173.846152 = -86410583.505281 Splitting cluster 5 changes total score from -86401504.082318 to -86410583.505281 So it's getting split into cluster 21. Trying to split cluster 6 (11291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2220.419525 sec): 2 clusters Score: Raw -1301568.736555 + Penalty 1516.411199 = -1300052.325356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2220.490397 sec): 3 clusters Score: Raw -1295096.637350 + Penalty 3032.822399 = -1292063.814951 nChanged 4913 SP:Iteration 1F (2220.561323 sec): 3 clusters Score: Raw -1298062.023122 + Penalty 3032.822399 = -1295029.200723 nChanged 784 SP:Iteration 2F (2220.629616 sec): 3 clusters Score: Raw -1298603.125347 + Penalty 3032.822399 = -1295570.302948 nChanged 738 SP:Iteration 3F (2220.680857 sec): 3 clusters Score: Raw -1299165.719245 + Penalty 3032.822399 = -1296132.896846 nChanged 628 SP:Iteration 4F (2220.754013 sec): 3 clusters Score: Raw -1299660.191979 + Penalty 3032.822399 = -1296627.369580 nChanged 615 SP:Iteration 5F (2220.811077 sec): 3 clusters Score: Raw -1300113.584833 + Penalty 3032.822399 = -1297080.762434 nChanged 600 SP:Iteration 6F (2220.886461 sec): 3 clusters Score: Raw -1300547.277947 + Penalty 3032.822399 = -1297514.455549 nChanged 586 SP:Iteration 7F (2220.950969 sec): 3 clusters Score: Raw -1300911.375767 + Penalty 3032.822399 = -1297878.553368 nChanged 498 SP:Iteration 8Q (2221.017557 sec): 3 clusters Score: Raw -1301178.329696 + Penalty 3032.822399 = -1298145.507297 nChanged 425 SP:Iteration 9Q (2221.082109 sec): 3 clusters Score: Raw -1301388.859758 + Penalty 3032.822399 = -1298356.037359 nChanged 368 SP:Iteration 10Q (2221.135386 sec): 3 clusters Score: Raw -1301542.319756 + Penalty 3032.822399 = -1298509.497357 nChanged 296 SP:Iteration 11Q (2221.203971 sec): 3 clusters Score: Raw -1301647.782569 + Penalty 3032.822399 = -1298614.960170 nChanged 243 SP:Iteration 12Q (2221.260549 sec): 3 clusters Score: Raw -1301718.188814 + Penalty 3032.822399 = -1298685.366415 nChanged 177 SP:Iteration 13Q (2221.331992 sec): 3 clusters Score: Raw -1301765.679251 + Penalty 3032.822399 = -1298732.856852 nChanged 151 SP:Iteration 14Q (2221.384599 sec): 3 clusters Score: Raw -1301810.778044 + Penalty 3032.822399 = -1298777.955645 nChanged 150 SP:Iteration 15Q (2221.436820 sec): 3 clusters Score: Raw -1301851.654371 + Penalty 3032.822399 = -1298818.831972 nChanged 154 SP:Iteration 16Q (2221.504706 sec): 3 clusters Score: Raw -1301899.591191 + Penalty 3032.822399 = -1298866.768792 nChanged 156 SP:Iteration 17Q (2221.575405 sec): 3 clusters Score: Raw -1301944.416863 + Penalty 3032.822399 = -1298911.594464 nChanged 145 SP:Iteration 18Q (2221.632499 sec): 3 clusters Score: Raw -1301986.306474 + Penalty 3032.822399 = -1298953.484075 nChanged 129 SP:Iteration 19Q (2221.704999 sec): 3 clusters Score: Raw -1302028.878206 + Penalty 3032.822399 = -1298996.055807 nChanged 140 SP:Iteration 20F (2221.771485 sec): 3 clusters Score: Raw -1302086.558393 + Penalty 3032.822399 = -1299053.735994 nChanged 144 SP:Iteration 21Q (2221.826913 sec): 3 clusters Score: Raw -1302143.705842 + Penalty 3032.822399 = -1299110.883443 nChanged 131 SP:Iteration 22Q (2221.892708 sec): 3 clusters Score: Raw -1302192.857286 + Penalty 3032.822399 = -1299160.034887 nChanged 143 SP:Iteration 23Q (2221.953492 sec): 3 clusters Score: Raw -1302248.448758 + Penalty 3032.822399 = -1299215.626359 nChanged 139 SP:Iteration 24Q (2222.020364 sec): 3 clusters Score: Raw -1302291.708460 + Penalty 3032.822399 = -1299258.886062 nChanged 110 SP:Iteration 25Q (2222.081619 sec): 3 clusters Score: Raw -1302323.806782 + Penalty 3032.822399 = -1299290.984383 nChanged 99 SP:Iteration 26Q (2222.142126 sec): 3 clusters Score: Raw -1302346.652572 + Penalty 3032.822399 = -1299313.830173 nChanged 86 SP:Iteration 27Q (2222.199869 sec): 3 clusters Score: Raw -1302368.907569 + Penalty 3032.822399 = -1299336.085170 nChanged 77 SP:Iteration 28Q (2222.263832 sec): 3 clusters Score: Raw -1302386.522704 + Penalty 3032.822399 = -1299353.700305 nChanged 73 SP:Iteration 29Q (2222.333839 sec): 3 clusters Score: Raw -1302404.176193 + Penalty 3032.822399 = -1299371.353794 nChanged 69 SP:Iteration 30Q (2222.402711 sec): 3 clusters Score: Raw -1302418.179369 + Penalty 3032.822399 = -1299385.356970 nChanged 56 SP:Iteration 31Q (2222.466416 sec): 3 clusters Score: Raw -1302428.082341 + Penalty 3032.822399 = -1299395.259942 nChanged 58 SP:Iteration 32Q (2222.528888 sec): 3 clusters Score: Raw -1302438.487500 + Penalty 3032.822399 = -1299405.665101 nChanged 50 SP:Iteration 33Q (2222.606511 sec): 3 clusters Score: Raw -1302446.697201 + Penalty 3032.822399 = -1299413.874802 nChanged 37 SP:Iteration 34Q (2222.677913 sec): 3 clusters Score: Raw -1302452.322230 + Penalty 3032.822399 = -1299419.499831 nChanged 42 SP:Iteration 35Q (2222.735462 sec): 3 clusters Score: Raw -1302459.970635 + Penalty 3032.822399 = -1299427.148236 nChanged 39 SP:Iteration 36Q (2222.797227 sec): 3 clusters Score: Raw -1302465.548707 + Penalty 3032.822399 = -1299432.726308 nChanged 37 SP:Iteration 37Q (2222.869130 sec): 3 clusters Score: Raw -1302469.765217 + Penalty 3032.822399 = -1299436.942818 nChanged 19 SP:Iteration 38Q (2222.928739 sec): 3 clusters Score: Raw -1302472.124385 + Penalty 3032.822399 = -1299439.301986 nChanged 24 SP:Iteration 39Q (2222.975558 sec): 3 clusters Score: Raw -1302475.054252 + Penalty 3032.822399 = -1299442.231853 nChanged 20 SP:Iteration 40F (2223.047713 sec): 3 clusters Score: Raw -1302477.461072 + Penalty 3032.822399 = -1299444.638674 nChanged 24 SP:Iteration 41Q (2223.107903 sec): 3 clusters Score: Raw -1302480.249678 + Penalty 3032.822399 = -1299447.427279 nChanged 24 SP:Iteration 42Q (2223.165605 sec): 3 clusters Score: Raw -1302483.082624 + Penalty 3032.822399 = -1299450.260225 nChanged 24 SP:Iteration 43Q (2223.217180 sec): 3 clusters Score: Raw -1302486.357260 + Penalty 3032.822399 = -1299453.534861 nChanged 30 SP:Iteration 44Q (2223.286495 sec): 3 clusters Score: Raw -1302490.611385 + Penalty 3032.822399 = -1299457.788986 nChanged 27 SP:Iteration 45Q (2223.345622 sec): 3 clusters Score: Raw -1302494.842382 + Penalty 3032.822399 = -1299462.019983 nChanged 28 SP:Iteration 46Q (2223.417292 sec): 3 clusters Score: Raw -1302498.687686 + Penalty 3032.822399 = -1299465.865287 nChanged 21 SP:Iteration 47Q (2223.477188 sec): 3 clusters Score: Raw -1302501.054580 + Penalty 3032.822399 = -1299468.232181 nChanged 22 SP:Iteration 48Q (2223.525955 sec): 3 clusters Score: Raw -1302503.226310 + Penalty 3032.822399 = -1299470.403911 nChanged 18 SP:Iteration 49Q (2223.587247 sec): 3 clusters Score: Raw -1302505.582320 + Penalty 3032.822399 = -1299472.759922 nChanged 16 SP:Iteration 50Q (2223.644888 sec): 3 clusters Score: Raw -1302507.901815 + Penalty 3032.822399 = -1299475.079416 nChanged 20 SP:Iteration 51Q (2223.706306 sec): 3 clusters Score: Raw -1302509.940145 + Penalty 3032.822399 = -1299477.117746 nChanged 20 SP:Iteration 52Q (2223.776700 sec): 3 clusters Score: Raw -1302511.913707 + Penalty 3032.822399 = -1299479.091308 nChanged 23 SP:Iteration 53Q (2223.835708 sec): 3 clusters Score: Raw -1302514.222442 + Penalty 3032.822399 = -1299481.400044 nChanged 18 SP:Iteration 54Q (2223.894458 sec): 3 clusters Score: Raw -1302516.586660 + Penalty 3032.822399 = -1299483.764261 nChanged 21 SP:Iteration 55Q (2223.963258 sec): 3 clusters Score: Raw -1302519.097964 + Penalty 3032.822399 = -1299486.275565 nChanged 20 SP:Iteration 56Q (2224.011748 sec): 3 clusters Score: Raw -1302521.016050 + Penalty 3032.822399 = -1299488.193651 nChanged 13 SP:Iteration 57Q (2224.073278 sec): 3 clusters Score: Raw -1302521.956242 + Penalty 3032.822399 = -1299489.133843 nChanged 9 SP:Iteration 58Q (2224.131680 sec): 3 clusters Score: Raw -1302522.755684 + Penalty 3032.822399 = -1299489.933285 nChanged 9 SP:Iteration 59Q (2224.192612 sec): 3 clusters Score: Raw -1302523.374149 + Penalty 3032.822399 = -1299490.551750 nChanged 8 SP:Iteration 60F (2224.261983 sec): 3 clusters Score: Raw -1302523.782373 + Penalty 3032.822399 = -1299490.959974 nChanged 4 SP:Iteration 61Q (2224.323596 sec): 3 clusters Score: Raw -1302524.123877 + Penalty 3032.822399 = -1299491.301478 nChanged 3 SP:Iteration 62Q (2224.380188 sec): 3 clusters Score: Raw -1302524.570355 + Penalty 3032.822399 = -1299491.747956 nChanged 8 SP:Iteration 63Q (2224.445790 sec): 3 clusters Score: Raw -1302525.436896 + Penalty 3032.822399 = -1299492.614497 nChanged 6 SP:Iteration 64Q (2224.508955 sec): 3 clusters Score: Raw -1302526.013938 + Penalty 3032.822399 = -1299493.191539 nChanged 6 SP:Iteration 65Q (2224.578934 sec): 3 clusters Score: Raw -1302526.487595 + Penalty 3032.822399 = -1299493.665196 nChanged 3 SP:Iteration 66Q (2224.634650 sec): 3 clusters Score: Raw -1302526.711554 + Penalty 3032.822399 = -1299493.889155 nChanged 5 SP:Iteration 67Q (2224.704065 sec): 3 clusters Score: Raw -1302527.312032 + Penalty 3032.822399 = -1299494.489633 nChanged 8 SP:Iteration 68Q (2224.769147 sec): 3 clusters Score: Raw -1302528.339011 + Penalty 3032.822399 = -1299495.516612 nChanged 10 SP:Iteration 69Q (2224.838895 sec): 3 clusters Score: Raw -1302529.317388 + Penalty 3032.822399 = -1299496.494989 nChanged 10 SP:Iteration 70Q (2224.914448 sec): 3 clusters Score: Raw -1302530.046605 + Penalty 3032.822399 = -1299497.224207 nChanged 5 SP:Iteration 71Q (2224.990084 sec): 3 clusters Score: Raw -1302530.702429 + Penalty 3032.822399 = -1299497.880030 nChanged 6 SP:Iteration 72Q (2225.056323 sec): 3 clusters Score: Raw -1302531.258465 + Penalty 3032.822399 = -1299498.436066 nChanged 9 SP:Iteration 73Q (2225.124425 sec): 3 clusters Score: Raw -1302532.097552 + Penalty 3032.822399 = -1299499.275153 nChanged 6 SP:Iteration 74Q (2225.192839 sec): 3 clusters Score: Raw -1302532.540224 + Penalty 3032.822399 = -1299499.717825 nChanged 10 SP:Iteration 75Q (2225.257910 sec): 3 clusters Score: Raw -1302533.567445 + Penalty 3032.822399 = -1299500.745046 nChanged 9 SP:Iteration 76Q (2225.327637 sec): 3 clusters Score: Raw -1302534.623793 + Penalty 3032.822399 = -1299501.801394 nChanged 4 SP:Iteration 77Q (2225.385845 sec): 3 clusters Score: Raw -1302535.163934 + Penalty 3032.822399 = -1299502.341535 nChanged 7 SP:Iteration 78Q (2225.459757 sec): 3 clusters Score: Raw -1302535.964488 + Penalty 3032.822399 = -1299503.142089 nChanged 4 SP:Iteration 79Q (2225.517227 sec): 3 clusters Score: Raw -1302536.182090 + Penalty 3032.822399 = -1299503.359691 nChanged 2 SP:Iteration 80F (2225.594418 sec): 3 clusters Score: Raw -1302536.328449 + Penalty 3032.822399 = -1299503.506050 nChanged 3 SP:Iteration 81Q (2225.660427 sec): 3 clusters Score: Raw -1302536.591044 + Penalty 3032.822399 = -1299503.768645 nChanged 0 SP:Iteration 82F (2225.725685 sec): 3 clusters Score: Raw -1302536.591044 + Penalty 3032.822399 = -1299503.768645 nChanged 0 Trying to split cluster 7 (3606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2225.753124 sec): 2 clusters Score: Raw -389631.448898 + Penalty 1330.932591 = -388300.516307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2225.797178 sec): 3 clusters Score: Raw -387895.821839 + Penalty 2661.865181 = -385233.956657 nChanged 1389 SP:Iteration 1F (2225.845642 sec): 3 clusters Score: Raw -388870.036467 + Penalty 2661.865181 = -386208.171286 nChanged 365 SP:Iteration 2F (2225.886994 sec): 3 clusters Score: Raw -389226.119788 + Penalty 2661.865181 = -386564.254607 nChanged 312 SP:Iteration 3F (2225.945297 sec): 3 clusters Score: Raw -389566.637574 + Penalty 2661.865181 = -386904.772392 nChanged 242 SP:Iteration 4F (2225.994897 sec): 3 clusters Score: Raw -389850.637832 + Penalty 2661.865181 = -387188.772651 nChanged 211 SP:Iteration 5F (2226.034307 sec): 3 clusters Score: Raw -390079.894398 + Penalty 2661.865181 = -387418.029217 nChanged 133 SP:Iteration 6Q (2226.081375 sec): 3 clusters Score: Raw -390228.490118 + Penalty 2661.865181 = -387566.624937 nChanged 120 SP:Iteration 7Q (2226.134815 sec): 3 clusters Score: Raw -390362.425730 + Penalty 2661.865181 = -387700.560549 nChanged 115 SP:Iteration 8Q (2226.179829 sec): 3 clusters Score: Raw -390491.117144 + Penalty 2661.865181 = -387829.251962 nChanged 107 SP:Iteration 9Q (2226.238929 sec): 3 clusters Score: Raw -390615.886599 + Penalty 2661.865181 = -387954.021418 nChanged 101 SP:Iteration 10Q (2226.295615 sec): 3 clusters Score: Raw -390742.603663 + Penalty 2661.865181 = -388080.738482 nChanged 91 SP:Iteration 11Q (2226.355170 sec): 3 clusters Score: Raw -390909.902758 + Penalty 2661.865181 = -388248.037577 nChanged 86 SP:Iteration 12Q (2226.394907 sec): 3 clusters Score: Raw -391047.271717 + Penalty 2661.865181 = -388385.406535 nChanged 62 SP:Iteration 13Q (2226.458591 sec): 3 clusters Score: Raw -391130.339272 + Penalty 2661.865181 = -388468.474091 nChanged 53 SP:Iteration 14Q (2226.514348 sec): 3 clusters Score: Raw -391199.024461 + Penalty 2661.865181 = -388537.159280 nChanged 46 SP:Iteration 15Q (2226.561303 sec): 3 clusters Score: Raw -391271.701880 + Penalty 2661.865181 = -388609.836699 nChanged 38 SP:Iteration 16Q (2226.604390 sec): 3 clusters Score: Raw -391322.815097 + Penalty 2661.865181 = -388660.949916 nChanged 30 SP:Iteration 17Q (2226.664900 sec): 3 clusters Score: Raw -391341.560692 + Penalty 2661.865181 = -388679.695511 nChanged 19 SP:Iteration 18Q (2226.715083 sec): 3 clusters Score: Raw -391352.718451 + Penalty 2661.865181 = -388690.853270 nChanged 14 SP:Iteration 19Q (2226.765212 sec): 3 clusters Score: Raw -391364.099299 + Penalty 2661.865181 = -388702.234117 nChanged 10 SP:Iteration 20F (2226.828197 sec): 3 clusters Score: Raw -391373.553636 + Penalty 2661.865181 = -388711.688455 nChanged 9 SP:Iteration 21Q (2226.876054 sec): 3 clusters Score: Raw -391377.705249 + Penalty 2661.865181 = -388715.840067 nChanged 5 SP:Iteration 22Q (2226.923168 sec): 3 clusters Score: Raw -391381.367008 + Penalty 2661.865181 = -388719.501827 nChanged 8 SP:Iteration 23Q (2226.981640 sec): 3 clusters Score: Raw -391385.845974 + Penalty 2661.865181 = -388723.980793 nChanged 5 SP:Iteration 24Q (2227.021758 sec): 3 clusters Score: Raw -391388.536302 + Penalty 2661.865181 = -388726.671121 nChanged 3 SP:Iteration 25Q (2227.076140 sec): 3 clusters Score: Raw -391390.277813 + Penalty 2661.865181 = -388728.412632 nChanged 2 SP:Iteration 26Q (2227.127091 sec): 3 clusters Score: Raw -391391.260251 + Penalty 2661.865181 = -388729.395070 nChanged 3 SP:Iteration 27Q (2227.174371 sec): 3 clusters Score: Raw -391393.306565 + Penalty 2661.865181 = -388731.441383 nChanged 5 SP:Iteration 28Q (2227.227064 sec): 3 clusters Score: Raw -391395.842827 + Penalty 2661.865181 = -388733.977646 nChanged 3 SP:Iteration 29Q (2227.264274 sec): 3 clusters Score: Raw -391397.349237 + Penalty 2661.865181 = -388735.484056 nChanged 3 SP:Iteration 30Q (2227.315394 sec): 3 clusters Score: Raw -391399.072720 + Penalty 2661.865181 = -388737.207539 nChanged 4 SP:Iteration 31Q (2227.364384 sec): 3 clusters Score: Raw -391401.492181 + Penalty 2661.865181 = -388739.627000 nChanged 5 SP:Iteration 32Q (2227.401435 sec): 3 clusters Score: Raw -391404.201646 + Penalty 2661.865181 = -388742.336464 nChanged 4 SP:Iteration 33Q (2227.465542 sec): 3 clusters Score: Raw -391405.839037 + Penalty 2661.865181 = -388743.973856 nChanged 2 SP:Iteration 34Q (2227.510966 sec): 3 clusters Score: Raw -391407.436112 + Penalty 2661.865181 = -388745.570931 nChanged 4 SP:Iteration 35Q (2227.565930 sec): 3 clusters Score: Raw -391408.990638 + Penalty 2661.865181 = -388747.125457 nChanged 2 SP:Iteration 36Q (2227.621289 sec): 3 clusters Score: Raw -391409.674795 + Penalty 2661.865181 = -388747.809614 nChanged 2 SP:Iteration 37Q (2227.673996 sec): 3 clusters Score: Raw -391410.351039 + Penalty 2661.865181 = -388748.485858 nChanged 2 SP:Iteration 38Q (2227.715935 sec): 3 clusters Score: Raw -391411.060767 + Penalty 2661.865181 = -388749.195585 nChanged 0 SP:Iteration 39F (2227.774705 sec): 3 clusters Score: Raw -391411.060767 + Penalty 2661.865181 = -388749.195585 nChanged 0 Score: Raw -86458536.963302 + Penalty 48372.600731 = -86410164.362572 Splitting cluster 7 changes total score from -86401504.082318 to -86410164.362572 So it's getting split into cluster 22. Trying to split cluster 8 (69476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2238.323016 sec): 2 clusters Score: Raw -8189097.292526 + Penalty 1811.669705 = -8187285.622820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2238.490728 sec): 3 clusters Score: Raw -8144297.754803 + Penalty 3623.339411 = -8140674.415392 nChanged 33023 SP:Iteration 1F (2238.642631 sec): 3 clusters Score: Raw -8164071.534866 + Penalty 3623.339411 = -8160448.195456 nChanged 3587 SP:Iteration 2F (2238.797732 sec): 3 clusters Score: Raw -8165766.192484 + Penalty 3623.339411 = -8162142.853073 nChanged 3998 SP:Iteration 3F (2238.963970 sec): 3 clusters Score: Raw -8168116.874854 + Penalty 3623.339411 = -8164493.535444 nChanged 4476 SP:Iteration 4F (2239.113624 sec): 3 clusters Score: Raw -8171097.128755 + Penalty 3623.339411 = -8167473.789344 nChanged 4660 SP:Iteration 5F (2239.288543 sec): 3 clusters Score: Raw -8174400.806292 + Penalty 3623.339411 = -8170777.466882 nChanged 4279 SP:Iteration 6F (2239.445336 sec): 3 clusters Score: Raw -8177595.650531 + Penalty 3623.339411 = -8173972.311120 nChanged 3992 SP:Iteration 7F (2239.611586 sec): 3 clusters Score: Raw -8180564.833759 + Penalty 3623.339411 = -8176941.494348 nChanged 3446 SP:Iteration 8Q (2239.774606 sec): 3 clusters Score: Raw -8182937.613880 + Penalty 3623.339411 = -8179314.274469 nChanged 2665 SP:Iteration 9Q (2239.925977 sec): 3 clusters Score: Raw -8184526.892185 + Penalty 3623.339411 = -8180903.552775 nChanged 2075 SP:Iteration 10Q (2240.084843 sec): 3 clusters Score: Raw -8185645.873764 + Penalty 3623.339411 = -8182022.534354 nChanged 1650 SP:Iteration 11Q (2240.233145 sec): 3 clusters Score: Raw -8186503.305323 + Penalty 3623.339411 = -8182879.965912 nChanged 1419 SP:Iteration 12Q (2240.386906 sec): 3 clusters Score: Raw -8187215.207707 + Penalty 3623.339411 = -8183591.868296 nChanged 1255 SP:Iteration 13Q (2240.531623 sec): 3 clusters Score: Raw -8187842.058954 + Penalty 3623.339411 = -8184218.719543 nChanged 1177 SP:Iteration 14Q (2240.681946 sec): 3 clusters Score: Raw -8188514.945835 + Penalty 3623.339411 = -8184891.606424 nChanged 1049 SP:Iteration 15Q (2240.848999 sec): 3 clusters Score: Raw -8189145.144215 + Penalty 3623.339411 = -8185521.804804 nChanged 907 SP:Iteration 16Q (2241.013037 sec): 3 clusters Score: Raw -8189719.843808 + Penalty 3623.339411 = -8186096.504397 nChanged 726 SP:Iteration 17Q (2241.179655 sec): 3 clusters Score: Raw -8190159.209812 + Penalty 3623.339411 = -8186535.870401 nChanged 602 SP:Iteration 18Q (2241.335947 sec): 3 clusters Score: Raw -8190487.605688 + Penalty 3623.339411 = -8186864.266277 nChanged 495 SP:Iteration 19Q (2241.469232 sec): 3 clusters Score: Raw -8190746.335820 + Penalty 3623.339411 = -8187122.996410 nChanged 417 SP:Iteration 20F (2241.636574 sec): 3 clusters Score: Raw -8190965.295633 + Penalty 3623.339411 = -8187341.956222 nChanged 325 SP:Iteration 21Q (2241.779146 sec): 3 clusters Score: Raw -8191099.972650 + Penalty 3623.339411 = -8187476.633239 nChanged 264 SP:Iteration 22Q (2241.917338 sec): 3 clusters Score: Raw -8191196.366691 + Penalty 3623.339411 = -8187573.027281 nChanged 184 SP:Iteration 23Q (2242.059919 sec): 3 clusters Score: Raw -8191254.794558 + Penalty 3623.339411 = -8187631.455147 nChanged 160 SP:Iteration 24Q (2242.198821 sec): 3 clusters Score: Raw -8191302.821659 + Penalty 3623.339411 = -8187679.482249 nChanged 138 SP:Iteration 25Q (2242.344239 sec): 3 clusters Score: Raw -8191342.620021 + Penalty 3623.339411 = -8187719.280611 nChanged 118 SP:Iteration 26Q (2242.478297 sec): 3 clusters Score: Raw -8191375.460252 + Penalty 3623.339411 = -8187752.120841 nChanged 107 SP:Iteration 27Q (2242.618088 sec): 3 clusters Score: Raw -8191402.565327 + Penalty 3623.339411 = -8187779.225917 nChanged 89 SP:Iteration 28Q (2242.763406 sec): 3 clusters Score: Raw -8191425.503912 + Penalty 3623.339411 = -8187802.164502 nChanged 69 SP:Iteration 29Q (2242.919978 sec): 3 clusters Score: Raw -8191437.477998 + Penalty 3623.339411 = -8187814.138587 nChanged 54 SP:Iteration 30Q (2243.074207 sec): 3 clusters Score: Raw -8191446.696526 + Penalty 3623.339411 = -8187823.357115 nChanged 43 SP:Iteration 31Q (2243.231944 sec): 3 clusters Score: Raw -8191453.577081 + Penalty 3623.339411 = -8187830.237670 nChanged 34 SP:Iteration 32Q (2243.366264 sec): 3 clusters Score: Raw -8191459.144503 + Penalty 3623.339411 = -8187835.805092 nChanged 25 SP:Iteration 33Q (2243.510867 sec): 3 clusters Score: Raw -8191462.559857 + Penalty 3623.339411 = -8187839.220447 nChanged 29 SP:Iteration 34Q (2243.653205 sec): 3 clusters Score: Raw -8191466.834178 + Penalty 3623.339411 = -8187843.494768 nChanged 26 SP:Iteration 35Q (2243.784386 sec): 3 clusters Score: Raw -8191472.197100 + Penalty 3623.339411 = -8187848.857689 nChanged 39 SP:Iteration 36Q (2243.915139 sec): 3 clusters Score: Raw -8191479.309283 + Penalty 3623.339411 = -8187855.969873 nChanged 38 SP:Iteration 37Q (2244.053683 sec): 3 clusters Score: Raw -8191486.303277 + Penalty 3623.339411 = -8187862.963866 nChanged 37 SP:Iteration 38Q (2244.189849 sec): 3 clusters Score: Raw -8191492.785830 + Penalty 3623.339411 = -8187869.446419 nChanged 22 SP:Iteration 39Q (2244.327161 sec): 3 clusters Score: Raw -8191495.982030 + Penalty 3623.339411 = -8187872.642619 nChanged 21 SP:Iteration 40F (2244.486620 sec): 3 clusters Score: Raw -8191503.220642 + Penalty 3623.339411 = -8187879.881232 nChanged 18 SP:Iteration 41Q (2244.629784 sec): 3 clusters Score: Raw -8191507.425917 + Penalty 3623.339411 = -8187884.086506 nChanged 17 SP:Iteration 42Q (2244.756628 sec): 3 clusters Score: Raw -8191511.157594 + Penalty 3623.339411 = -8187887.818183 nChanged 11 SP:Iteration 43Q (2244.895093 sec): 3 clusters Score: Raw -8191513.419823 + Penalty 3623.339411 = -8187890.080412 nChanged 14 SP:Iteration 44Q (2245.034190 sec): 3 clusters Score: Raw -8191515.683782 + Penalty 3623.339411 = -8187892.344372 nChanged 14 SP:Iteration 45Q (2245.160659 sec): 3 clusters Score: Raw -8191517.300006 + Penalty 3623.339411 = -8187893.960595 nChanged 6 SP:Iteration 46Q (2245.288810 sec): 3 clusters Score: Raw -8191518.372547 + Penalty 3623.339411 = -8187895.033136 nChanged 6 SP:Iteration 47Q (2245.414530 sec): 3 clusters Score: Raw -8191519.179570 + Penalty 3623.339411 = -8187895.840159 nChanged 4 SP:Iteration 48Q (2245.539119 sec): 3 clusters Score: Raw -8191519.684590 + Penalty 3623.339411 = -8187896.345179 nChanged 5 SP:Iteration 49Q (2245.664135 sec): 3 clusters Score: Raw -8191520.370280 + Penalty 3623.339411 = -8187897.030869 nChanged 5 SP:Iteration 50Q (2245.786289 sec): 3 clusters Score: Raw -8191520.784314 + Penalty 3623.339411 = -8187897.444903 nChanged 5 SP:Iteration 51Q (2245.907329 sec): 3 clusters Score: Raw -8191521.347507 + Penalty 3623.339411 = -8187898.008097 nChanged 5 SP:Iteration 52Q (2246.027793 sec): 3 clusters Score: Raw -8191521.645967 + Penalty 3623.339411 = -8187898.306556 nChanged 1 SP:Iteration 53Q (2246.145050 sec): 3 clusters Score: Raw -8191521.711081 + Penalty 3623.339411 = -8187898.371671 nChanged 1 SP:Iteration 54Q (2246.265507 sec): 3 clusters Score: Raw -8191521.944160 + Penalty 3623.339411 = -8187898.604749 nChanged 1 SP:Iteration 55Q (2246.393682 sec): 3 clusters Score: Raw -8191522.041393 + Penalty 3623.339411 = -8187898.701983 nChanged 1 SP:Iteration 56Q (2246.531783 sec): 3 clusters Score: Raw -8191522.087337 + Penalty 3623.339411 = -8187898.747926 nChanged 0 SP:Iteration 57F (2246.675331 sec): 3 clusters Score: Raw -8191522.087337 + Penalty 3623.339411 = -8187898.747926 nChanged 0 Score: Raw -86460961.758114 + Penalty 50571.355310 = -86410390.402805 Splitting cluster 8 changes total score from -86401504.082318 to -86410390.402805 So it's getting split into cluster 23. Trying to split cluster 9 (68689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2257.637827 sec): 2 clusters Score: Raw -7883579.451054 + Penalty 1809.818457 = -7881769.632597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2257.799925 sec): 3 clusters Score: Raw -7839447.789503 + Penalty 3619.636913 = -7835828.152590 nChanged 32510 SP:Iteration 1F (2257.958332 sec): 3 clusters Score: Raw -7859182.421731 + Penalty 3619.636913 = -7855562.784818 nChanged 3637 SP:Iteration 2F (2258.122456 sec): 3 clusters Score: Raw -7860822.439324 + Penalty 3619.636913 = -7857202.802411 nChanged 4144 SP:Iteration 3F (2258.284974 sec): 3 clusters Score: Raw -7863170.103682 + Penalty 3619.636913 = -7859550.466768 nChanged 4855 SP:Iteration 4F (2258.445443 sec): 3 clusters Score: Raw -7866598.382499 + Penalty 3619.636913 = -7862978.745586 nChanged 5193 SP:Iteration 5F (2258.609061 sec): 3 clusters Score: Raw -7870768.610666 + Penalty 3619.636913 = -7867148.973753 nChanged 4829 SP:Iteration 6F (2258.762928 sec): 3 clusters Score: Raw -7874925.923428 + Penalty 3619.636913 = -7871306.286515 nChanged 3878 SP:Iteration 7F (2258.920250 sec): 3 clusters Score: Raw -7878263.014400 + Penalty 3619.636913 = -7874643.377487 nChanged 2789 SP:Iteration 8Q (2259.085366 sec): 3 clusters Score: Raw -7880597.722067 + Penalty 3619.636913 = -7876978.085153 nChanged 1697 SP:Iteration 9Q (2259.233981 sec): 3 clusters Score: Raw -7881913.762608 + Penalty 3619.636913 = -7878294.125694 nChanged 1005 SP:Iteration 10Q (2259.387367 sec): 3 clusters Score: Raw -7882709.479498 + Penalty 3619.636913 = -7879089.842584 nChanged 620 SP:Iteration 11Q (2259.522169 sec): 3 clusters Score: Raw -7883170.493913 + Penalty 3619.636913 = -7879550.857000 nChanged 337 SP:Iteration 12Q (2259.677933 sec): 3 clusters Score: Raw -7883405.326885 + Penalty 3619.636913 = -7879785.689972 nChanged 214 SP:Iteration 13Q (2259.823016 sec): 3 clusters Score: Raw -7883557.840459 + Penalty 3619.636913 = -7879938.203545 nChanged 136 SP:Iteration 14Q (2259.966023 sec): 3 clusters Score: Raw -7883648.923157 + Penalty 3619.636913 = -7880029.286243 nChanged 103 SP:Iteration 15Q (2260.122925 sec): 3 clusters Score: Raw -7883714.880845 + Penalty 3619.636913 = -7880095.243932 nChanged 69 SP:Iteration 16Q (2260.277636 sec): 3 clusters Score: Raw -7883758.449692 + Penalty 3619.636913 = -7880138.812779 nChanged 43 SP:Iteration 17Q (2260.415276 sec): 3 clusters Score: Raw -7883786.606757 + Penalty 3619.636913 = -7880166.969843 nChanged 45 SP:Iteration 18Q (2260.553813 sec): 3 clusters Score: Raw -7883813.974702 + Penalty 3619.636913 = -7880194.337788 nChanged 36 SP:Iteration 19Q (2260.688825 sec): 3 clusters Score: Raw -7883837.685516 + Penalty 3619.636913 = -7880218.048602 nChanged 25 SP:Iteration 20F (2260.845620 sec): 3 clusters Score: Raw -7883854.818401 + Penalty 3619.636913 = -7880235.181487 nChanged 23 SP:Iteration 21Q (2260.988736 sec): 3 clusters Score: Raw -7883870.168632 + Penalty 3619.636913 = -7880250.531718 nChanged 22 SP:Iteration 22Q (2261.128698 sec): 3 clusters Score: Raw -7883881.387258 + Penalty 3619.636913 = -7880261.750344 nChanged 15 SP:Iteration 23Q (2261.252705 sec): 3 clusters Score: Raw -7883891.197423 + Penalty 3619.636913 = -7880271.560509 nChanged 13 SP:Iteration 24Q (2261.408281 sec): 3 clusters Score: Raw -7883899.750618 + Penalty 3619.636913 = -7880280.113704 nChanged 9 SP:Iteration 25Q (2261.535164 sec): 3 clusters Score: Raw -7883907.975129 + Penalty 3619.636913 = -7880288.338216 nChanged 8 SP:Iteration 26Q (2261.657868 sec): 3 clusters Score: Raw -7883912.624884 + Penalty 3619.636913 = -7880292.987971 nChanged 4 SP:Iteration 27Q (2261.795933 sec): 3 clusters Score: Raw -7883915.515975 + Penalty 3619.636913 = -7880295.879062 nChanged 2 SP:Iteration 28Q (2261.941556 sec): 3 clusters Score: Raw -7883916.985291 + Penalty 3619.636913 = -7880297.348378 nChanged 2 SP:Iteration 29Q (2262.102284 sec): 3 clusters Score: Raw -7883918.675679 + Penalty 3619.636913 = -7880299.038766 nChanged 6 SP:Iteration 30Q (2262.222470 sec): 3 clusters Score: Raw -7883921.813115 + Penalty 3619.636913 = -7880302.176201 nChanged 4 SP:Iteration 31Q (2262.338079 sec): 3 clusters Score: Raw -7883923.102651 + Penalty 3619.636913 = -7880303.465737 nChanged 1 SP:Iteration 32Q (2262.454359 sec): 3 clusters Score: Raw -7883923.911402 + Penalty 3619.636913 = -7880304.274489 nChanged 0 SP:Iteration 33F (2262.589955 sec): 3 clusters Score: Raw -7883923.911402 + Penalty 3619.636913 = -7880304.274489 nChanged 0 Trying to split cluster 10 (26059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2262.633628 sec): 2 clusters Score: Raw -2927104.661460 + Penalty 1652.319253 = -2925452.342208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2262.709788 sec): 3 clusters Score: Raw -2911145.705427 + Penalty 3304.638505 = -2907841.066922 nChanged 11891 SP:Iteration 1F (2262.778836 sec): 3 clusters Score: Raw -2918425.766430 + Penalty 3304.638505 = -2915121.127925 nChanged 1858 SP:Iteration 2F (2262.852222 sec): 3 clusters Score: Raw -2919678.984162 + Penalty 3304.638505 = -2916374.345657 nChanged 1905 SP:Iteration 3F (2262.925377 sec): 3 clusters Score: Raw -2921316.272438 + Penalty 3304.638505 = -2918011.633933 nChanged 2073 SP:Iteration 4F (2263.013588 sec): 3 clusters Score: Raw -2923460.949904 + Penalty 3304.638505 = -2920156.311399 nChanged 2089 SP:Iteration 5F (2263.098875 sec): 3 clusters Score: Raw -2925675.622544 + Penalty 3304.638505 = -2922370.984039 nChanged 1690 SP:Iteration 6F (2263.185068 sec): 3 clusters Score: Raw -2927336.044137 + Penalty 3304.638505 = -2924031.405632 nChanged 1256 SP:Iteration 7Q (2263.267985 sec): 3 clusters Score: Raw -2928330.725735 + Penalty 3304.638505 = -2925026.087230 nChanged 887 SP:Iteration 8Q (2263.356197 sec): 3 clusters Score: Raw -2928854.357017 + Penalty 3304.638505 = -2925549.718512 nChanged 622 SP:Iteration 9Q (2263.434517 sec): 3 clusters Score: Raw -2929149.598997 + Penalty 3304.638505 = -2925844.960492 nChanged 407 SP:Iteration 10Q (2263.521636 sec): 3 clusters Score: Raw -2929345.534947 + Penalty 3304.638505 = -2926040.896442 nChanged 350 SP:Iteration 11Q (2263.604378 sec): 3 clusters Score: Raw -2929476.881216 + Penalty 3304.638505 = -2926172.242711 nChanged 278 SP:Iteration 12Q (2263.692171 sec): 3 clusters Score: Raw -2929554.184999 + Penalty 3304.638505 = -2926249.546494 nChanged 211 SP:Iteration 13Q (2263.771080 sec): 3 clusters Score: Raw -2929609.910698 + Penalty 3304.638505 = -2926305.272193 nChanged 199 SP:Iteration 14Q (2263.856711 sec): 3 clusters Score: Raw -2929658.198026 + Penalty 3304.638505 = -2926353.559521 nChanged 175 SP:Iteration 15Q (2263.931662 sec): 3 clusters Score: Raw -2929697.427809 + Penalty 3304.638505 = -2926392.789304 nChanged 158 SP:Iteration 16Q (2264.019012 sec): 3 clusters Score: Raw -2929731.359421 + Penalty 3304.638505 = -2926426.720916 nChanged 135 SP:Iteration 17Q (2264.089950 sec): 3 clusters Score: Raw -2929756.024029 + Penalty 3304.638505 = -2926451.385524 nChanged 106 SP:Iteration 18Q (2264.179684 sec): 3 clusters Score: Raw -2929771.693889 + Penalty 3304.638505 = -2926467.055384 nChanged 83 SP:Iteration 19Q (2264.268554 sec): 3 clusters Score: Raw -2929783.525687 + Penalty 3304.638505 = -2926478.887181 nChanged 64 SP:Iteration 20F (2264.359985 sec): 3 clusters Score: Raw -2929790.931813 + Penalty 3304.638505 = -2926486.293308 nChanged 45 SP:Iteration 21Q (2264.443981 sec): 3 clusters Score: Raw -2929794.992418 + Penalty 3304.638505 = -2926490.353913 nChanged 27 SP:Iteration 22Q (2264.530467 sec): 3 clusters Score: Raw -2929797.289450 + Penalty 3304.638505 = -2926492.650945 nChanged 27 SP:Iteration 23Q (2264.619814 sec): 3 clusters Score: Raw -2929799.420574 + Penalty 3304.638505 = -2926494.782069 nChanged 17 SP:Iteration 24Q (2264.711809 sec): 3 clusters Score: Raw -2929800.780254 + Penalty 3304.638505 = -2926496.141749 nChanged 12 SP:Iteration 25Q (2264.788609 sec): 3 clusters Score: Raw -2929801.805480 + Penalty 3304.638505 = -2926497.166975 nChanged 10 SP:Iteration 26Q (2264.876061 sec): 3 clusters Score: Raw -2929802.526486 + Penalty 3304.638505 = -2926497.887981 nChanged 10 SP:Iteration 27Q (2264.965008 sec): 3 clusters Score: Raw -2929803.255236 + Penalty 3304.638505 = -2926498.616731 nChanged 14 SP:Iteration 28Q (2265.058093 sec): 3 clusters Score: Raw -2929804.017690 + Penalty 3304.638505 = -2926499.379185 nChanged 12 SP:Iteration 29Q (2265.146254 sec): 3 clusters Score: Raw -2929804.892204 + Penalty 3304.638505 = -2926500.253699 nChanged 10 SP:Iteration 30Q (2265.221795 sec): 3 clusters Score: Raw -2929805.629567 + Penalty 3304.638505 = -2926500.991062 nChanged 11 SP:Iteration 31Q (2265.316365 sec): 3 clusters Score: Raw -2929806.263074 + Penalty 3304.638505 = -2926501.624569 nChanged 8 SP:Iteration 32Q (2265.394557 sec): 3 clusters Score: Raw -2929806.713166 + Penalty 3304.638505 = -2926502.074661 nChanged 7 SP:Iteration 33Q (2265.466016 sec): 3 clusters Score: Raw -2929807.051916 + Penalty 3304.638505 = -2926502.413411 nChanged 4 SP:Iteration 34Q (2265.566061 sec): 3 clusters Score: Raw -2929807.299182 + Penalty 3304.638505 = -2926502.660677 nChanged 7 SP:Iteration 35Q (2265.660839 sec): 3 clusters Score: Raw -2929807.705113 + Penalty 3304.638505 = -2926503.066608 nChanged 5 SP:Iteration 36Q (2265.727194 sec): 3 clusters Score: Raw -2929808.089793 + Penalty 3304.638505 = -2926503.451288 nChanged 3 SP:Iteration 37Q (2265.797053 sec): 3 clusters Score: Raw -2929808.240214 + Penalty 3304.638505 = -2926503.601709 nChanged 2 SP:Iteration 38Q (2265.869615 sec): 3 clusters Score: Raw -2929808.288067 + Penalty 3304.638505 = -2926503.649562 nChanged 4 SP:Iteration 39Q (2265.942231 sec): 3 clusters Score: Raw -2929808.434630 + Penalty 3304.638505 = -2926503.796125 nChanged 3 SP:Iteration 40F (2266.016898 sec): 3 clusters Score: Raw -2929808.604092 + Penalty 3304.638505 = -2926503.965587 nChanged 7 SP:Iteration 41Q (2266.088204 sec): 3 clusters Score: Raw -2929809.016704 + Penalty 3304.638505 = -2926504.378199 nChanged 5 SP:Iteration 42Q (2266.156871 sec): 3 clusters Score: Raw -2929809.357427 + Penalty 3304.638505 = -2926504.718922 nChanged 4 SP:Iteration 43Q (2266.225992 sec): 3 clusters Score: Raw -2929809.580307 + Penalty 3304.638505 = -2926504.941802 nChanged 3 SP:Iteration 44Q (2266.298778 sec): 3 clusters Score: Raw -2929809.770100 + Penalty 3304.638505 = -2926505.131595 nChanged 4 SP:Iteration 45Q (2266.366089 sec): 3 clusters Score: Raw -2929810.006958 + Penalty 3304.638505 = -2926505.368453 nChanged 2 SP:Iteration 46Q (2266.444966 sec): 3 clusters Score: Raw -2929810.117879 + Penalty 3304.638505 = -2926505.479374 nChanged 1 SP:Iteration 47Q (2266.530574 sec): 3 clusters Score: Raw -2929810.161156 + Penalty 3304.638505 = -2926505.522651 nChanged 1 SP:Iteration 48Q (2266.608431 sec): 3 clusters Score: Raw -2929810.199951 + Penalty 3304.638505 = -2926505.561446 nChanged 0 SP:Iteration 49F (2266.690638 sec): 3 clusters Score: Raw -2929810.199951 + Penalty 3304.638505 = -2926505.561446 nChanged 0 Score: Raw -86463667.296604 + Penalty 52770.109888 = -86410897.186716 Splitting cluster 10 changes total score from -86401504.082318 to -86410897.186716 So it's getting split into cluster 24. Trying to split cluster 11 (2428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2278.744192 sec): 2 clusters Score: Raw -273543.174951 + Penalty 1266.658762 = -272276.516189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2278.797617 sec): 3 clusters Score: Raw -272455.108754 + Penalty 2533.317524 = -269921.791230 nChanged 878 SP:Iteration 1F (2278.849527 sec): 3 clusters Score: Raw -273048.543515 + Penalty 2533.317524 = -270515.225990 nChanged 211 SP:Iteration 2F (2278.901798 sec): 3 clusters Score: Raw -273304.124189 + Penalty 2533.317524 = -270770.806664 nChanged 195 SP:Iteration 3F (2278.954131 sec): 3 clusters Score: Raw -273628.418865 + Penalty 2533.317524 = -271095.101340 nChanged 214 SP:Iteration 4F (2278.997665 sec): 3 clusters Score: Raw -274429.077483 + Penalty 2533.317524 = -271895.759959 nChanged 267 SP:Iteration 5F (2279.050131 sec): 3 clusters Score: Raw -275898.610394 + Penalty 2533.317524 = -273365.292870 nChanged 242 SP:Iteration 6F (2279.101426 sec): 3 clusters Score: Raw -276391.393227 + Penalty 2533.317524 = -273858.075703 nChanged 104 SP:Iteration 7Q (2279.149495 sec): 3 clusters Score: Raw -276513.241653 + Penalty 2533.317524 = -273979.924129 nChanged 41 SP:Iteration 8Q (2279.201018 sec): 3 clusters Score: Raw -276557.680282 + Penalty 2533.317524 = -274024.362758 nChanged 15 SP:Iteration 9Q (2279.252668 sec): 3 clusters Score: Raw -276572.676443 + Penalty 2533.317524 = -274039.358919 nChanged 12 SP:Iteration 10Q (2279.304229 sec): 3 clusters Score: Raw -276582.129726 + Penalty 2533.317524 = -274048.812201 nChanged 6 SP:Iteration 11Q (2279.350978 sec): 3 clusters Score: Raw -276587.954768 + Penalty 2533.317524 = -274054.637243 nChanged 3 SP:Iteration 12Q (2279.401873 sec): 3 clusters Score: Raw -276592.351067 + Penalty 2533.317524 = -274059.033542 nChanged 4 SP:Iteration 13Q (2279.453214 sec): 3 clusters Score: Raw -276596.352564 + Penalty 2533.317524 = -274063.035040 nChanged 4 SP:Iteration 14Q (2279.501398 sec): 3 clusters Score: Raw -276599.710066 + Penalty 2533.317524 = -274066.392541 nChanged 2 SP:Iteration 15Q (2279.552373 sec): 3 clusters Score: Raw -276602.092466 + Penalty 2533.317524 = -274068.774941 nChanged 4 SP:Iteration 16Q (2279.604204 sec): 3 clusters Score: Raw -276605.187694 + Penalty 2533.317524 = -274071.870169 nChanged 2 SP:Iteration 17Q (2279.655351 sec): 3 clusters Score: Raw -276606.584777 + Penalty 2533.317524 = -274073.267252 nChanged 2 SP:Iteration 18Q (2279.706259 sec): 3 clusters Score: Raw -276607.112341 + Penalty 2533.317524 = -274073.794817 nChanged 0 SP:Iteration 19F (2279.758300 sec): 3 clusters Score: Raw -276607.112341 + Penalty 2533.317524 = -274073.794817 nChanged 0 Score: Raw -86466731.233994 + Penalty 54968.864467 = -86411762.369527 Splitting cluster 11 changes total score from -86401504.082318 to -86411762.369527 So it's getting split into cluster 25. Trying to split cluster 12 (76774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2292.918375 sec): 2 clusters Score: Raw -9193652.614561 + Penalty 1827.900965 = -9191824.713597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2293.093362 sec): 3 clusters Score: Raw -9144079.205970 + Penalty 3655.801929 = -9140423.404041 nChanged 36453 SP:Iteration 1F (2293.306815 sec): 3 clusters Score: Raw -9165725.552650 + Penalty 3655.801929 = -9162069.750721 nChanged 3400 SP:Iteration 2Q (2293.499347 sec): 3 clusters Score: Raw -9167192.819578 + Penalty 3655.801929 = -9163537.017649 nChanged 4004 SP:Iteration 3F (2293.673724 sec): 3 clusters Score: Raw -9169362.553423 + Penalty 3655.801929 = -9165706.751493 nChanged 4573 SP:Iteration 4F (2293.852459 sec): 3 clusters Score: Raw -9172500.973397 + Penalty 3655.801929 = -9168845.171468 nChanged 5159 SP:Iteration 5F (2294.034983 sec): 3 clusters Score: Raw -9176532.186376 + Penalty 3655.801929 = -9172876.384447 nChanged 5254 SP:Iteration 6F (2294.206999 sec): 3 clusters Score: Raw -9180799.594619 + Penalty 3655.801929 = -9177143.792690 nChanged 4699 SP:Iteration 7F (2294.375393 sec): 3 clusters Score: Raw -9184235.573809 + Penalty 3655.801929 = -9180579.771880 nChanged 3758 SP:Iteration 8Q (2294.545676 sec): 3 clusters Score: Raw -9186408.420943 + Penalty 3655.801929 = -9182752.619014 nChanged 2743 SP:Iteration 9Q (2294.722834 sec): 3 clusters Score: Raw -9187639.152861 + Penalty 3655.801929 = -9183983.350931 nChanged 1921 SP:Iteration 10Q (2294.884203 sec): 3 clusters Score: Raw -9188335.685441 + Penalty 3655.801929 = -9184679.883512 nChanged 1461 SP:Iteration 11Q (2295.070051 sec): 3 clusters Score: Raw -9188816.486167 + Penalty 3655.801929 = -9185160.684238 nChanged 1241 SP:Iteration 12Q (2295.249326 sec): 3 clusters Score: Raw -9189190.796855 + Penalty 3655.801929 = -9185534.994926 nChanged 1064 SP:Iteration 13Q (2295.418958 sec): 3 clusters Score: Raw -9189483.937999 + Penalty 3655.801929 = -9185828.136070 nChanged 966 SP:Iteration 14Q (2295.587680 sec): 3 clusters Score: Raw -9189748.475884 + Penalty 3655.801929 = -9186092.673955 nChanged 903 SP:Iteration 15Q (2295.749875 sec): 3 clusters Score: Raw -9189998.915641 + Penalty 3655.801929 = -9186343.113712 nChanged 884 SP:Iteration 16Q (2295.911871 sec): 3 clusters Score: Raw -9190259.603045 + Penalty 3655.801929 = -9186603.801115 nChanged 836 SP:Iteration 17Q (2296.073072 sec): 3 clusters Score: Raw -9190502.431304 + Penalty 3655.801929 = -9186846.629375 nChanged 819 SP:Iteration 18Q (2296.241893 sec): 3 clusters Score: Raw -9190734.765473 + Penalty 3655.801929 = -9187078.963544 nChanged 771 SP:Iteration 19Q (2296.398661 sec): 3 clusters Score: Raw -9190946.282393 + Penalty 3655.801929 = -9187290.480464 nChanged 746 SP:Iteration 20F (2296.572925 sec): 3 clusters Score: Raw -9191151.105328 + Penalty 3655.801929 = -9187495.303399 nChanged 762 SP:Iteration 21Q (2296.728661 sec): 3 clusters Score: Raw -9191367.191949 + Penalty 3655.801929 = -9187711.390020 nChanged 720 SP:Iteration 22Q (2296.875741 sec): 3 clusters Score: Raw -9191572.754935 + Penalty 3655.801929 = -9187916.953006 nChanged 719 SP:Iteration 23Q (2297.021681 sec): 3 clusters Score: Raw -9191780.455464 + Penalty 3655.801929 = -9188124.653534 nChanged 675 SP:Iteration 24Q (2297.174363 sec): 3 clusters Score: Raw -9191971.871482 + Penalty 3655.801929 = -9188316.069553 nChanged 652 SP:Iteration 25Q (2297.332191 sec): 3 clusters Score: Raw -9192158.748187 + Penalty 3655.801929 = -9188502.946258 nChanged 619 SP:Iteration 26Q (2297.479106 sec): 3 clusters Score: Raw -9192340.509767 + Penalty 3655.801929 = -9188684.707838 nChanged 603 SP:Iteration 27Q (2297.634306 sec): 3 clusters Score: Raw -9192521.690066 + Penalty 3655.801929 = -9188865.888137 nChanged 558 SP:Iteration 28Q (2297.789864 sec): 3 clusters Score: Raw -9192691.568667 + Penalty 3655.801929 = -9189035.766738 nChanged 550 SP:Iteration 29Q (2297.934665 sec): 3 clusters Score: Raw -9192857.015768 + Penalty 3655.801929 = -9189201.213839 nChanged 502 SP:Iteration 30Q (2298.102865 sec): 3 clusters Score: Raw -9193002.077564 + Penalty 3655.801929 = -9189346.275635 nChanged 455 SP:Iteration 31Q (2298.264874 sec): 3 clusters Score: Raw -9193138.003076 + Penalty 3655.801929 = -9189482.201147 nChanged 415 SP:Iteration 32Q (2298.432015 sec): 3 clusters Score: Raw -9193271.478852 + Penalty 3655.801929 = -9189615.676923 nChanged 376 SP:Iteration 33Q (2298.596765 sec): 3 clusters Score: Raw -9193385.142373 + Penalty 3655.801929 = -9189729.340444 nChanged 373 SP:Iteration 34Q (2298.754194 sec): 3 clusters Score: Raw -9193500.026648 + Penalty 3655.801929 = -9189844.224719 nChanged 312 SP:Iteration 35Q (2298.869199 sec): 3 clusters Score: Raw -9193597.232451 + Penalty 3655.801929 = -9189941.430522 nChanged 271 SP:Iteration 36Q (2299.019180 sec): 3 clusters Score: Raw -9193673.642173 + Penalty 3655.801929 = -9190017.840244 nChanged 236 SP:Iteration 37Q (2299.162205 sec): 3 clusters Score: Raw -9193735.924751 + Penalty 3655.801929 = -9190080.122822 nChanged 199 SP:Iteration 38Q (2299.300932 sec): 3 clusters Score: Raw -9193789.108970 + Penalty 3655.801929 = -9190133.307041 nChanged 161 SP:Iteration 39Q (2299.447578 sec): 3 clusters Score: Raw -9193829.750990 + Penalty 3655.801929 = -9190173.949061 nChanged 147 SP:Iteration 40F (2299.618875 sec): 3 clusters Score: Raw -9193870.575218 + Penalty 3655.801929 = -9190214.773289 nChanged 140 SP:Iteration 41Q (2299.759736 sec): 3 clusters Score: Raw -9193908.659028 + Penalty 3655.801929 = -9190252.857099 nChanged 116 SP:Iteration 42Q (2299.903261 sec): 3 clusters Score: Raw -9193940.760402 + Penalty 3655.801929 = -9190284.958473 nChanged 108 SP:Iteration 43Q (2300.033154 sec): 3 clusters Score: Raw -9193967.475750 + Penalty 3655.801929 = -9190311.673821 nChanged 82 SP:Iteration 44Q (2300.158842 sec): 3 clusters Score: Raw -9193988.933624 + Penalty 3655.801929 = -9190333.131695 nChanged 76 SP:Iteration 45Q (2300.287078 sec): 3 clusters Score: Raw -9194004.992358 + Penalty 3655.801929 = -9190349.190429 nChanged 56 SP:Iteration 46Q (2300.415444 sec): 3 clusters Score: Raw -9194016.499675 + Penalty 3655.801929 = -9190360.697746 nChanged 45 SP:Iteration 47Q (2300.545442 sec): 3 clusters Score: Raw -9194027.464147 + Penalty 3655.801929 = -9190371.662218 nChanged 42 SP:Iteration 48Q (2300.672642 sec): 3 clusters Score: Raw -9194036.813446 + Penalty 3655.801929 = -9190381.011517 nChanged 42 SP:Iteration 49Q (2300.797519 sec): 3 clusters Score: Raw -9194045.040299 + Penalty 3655.801929 = -9190389.238370 nChanged 34 SP:Iteration 50Q (2300.927982 sec): 3 clusters Score: Raw -9194051.964090 + Penalty 3655.801929 = -9190396.162161 nChanged 37 SP:Iteration 51Q (2301.056431 sec): 3 clusters Score: Raw -9194059.651296 + Penalty 3655.801929 = -9190403.849367 nChanged 34 SP:Iteration 52Q (2301.184613 sec): 3 clusters Score: Raw -9194067.608078 + Penalty 3655.801929 = -9190411.806149 nChanged 37 SP:Iteration 53Q (2301.308174 sec): 3 clusters Score: Raw -9194075.145812 + Penalty 3655.801929 = -9190419.343882 nChanged 26 SP:Iteration 54Q (2301.440536 sec): 3 clusters Score: Raw -9194080.615109 + Penalty 3655.801929 = -9190424.813180 nChanged 21 SP:Iteration 55Q (2301.565121 sec): 3 clusters Score: Raw -9194084.825872 + Penalty 3655.801929 = -9190429.023943 nChanged 25 SP:Iteration 56Q (2301.696241 sec): 3 clusters Score: Raw -9194091.179178 + Penalty 3655.801929 = -9190435.377249 nChanged 26 SP:Iteration 57Q (2301.827735 sec): 3 clusters Score: Raw -9194097.658019 + Penalty 3655.801929 = -9190441.856090 nChanged 17 SP:Iteration 58Q (2301.964932 sec): 3 clusters Score: Raw -9194101.369560 + Penalty 3655.801929 = -9190445.567631 nChanged 15 SP:Iteration 59Q (2302.106903 sec): 3 clusters Score: Raw -9194104.458028 + Penalty 3655.801929 = -9190448.656099 nChanged 12 SP:Iteration 60F (2302.274713 sec): 3 clusters Score: Raw -9194106.620828 + Penalty 3655.801929 = -9190450.818899 nChanged 13 SP:Iteration 61Q (2302.410514 sec): 3 clusters Score: Raw -9194108.983595 + Penalty 3655.801929 = -9190453.181666 nChanged 13 SP:Iteration 62Q (2302.546295 sec): 3 clusters Score: Raw -9194112.652007 + Penalty 3655.801929 = -9190456.850078 nChanged 19 SP:Iteration 63Q (2302.682761 sec): 3 clusters Score: Raw -9194117.459713 + Penalty 3655.801929 = -9190461.657784 nChanged 24 SP:Iteration 64Q (2302.819475 sec): 3 clusters Score: Raw -9194125.425831 + Penalty 3655.801929 = -9190469.623902 nChanged 26 SP:Iteration 65Q (2302.962621 sec): 3 clusters Score: Raw -9194131.472289 + Penalty 3655.801929 = -9190475.670360 nChanged 19 SP:Iteration 66Q (2303.101800 sec): 3 clusters Score: Raw -9194135.335693 + Penalty 3655.801929 = -9190479.533764 nChanged 12 SP:Iteration 67Q (2303.239585 sec): 3 clusters Score: Raw -9194137.950853 + Penalty 3655.801929 = -9190482.148924 nChanged 15 SP:Iteration 68Q (2303.376765 sec): 3 clusters Score: Raw -9194140.509951 + Penalty 3655.801929 = -9190484.708022 nChanged 8 SP:Iteration 69Q (2303.510032 sec): 3 clusters Score: Raw -9194142.396742 + Penalty 3655.801929 = -9190486.594813 nChanged 6 SP:Iteration 70Q (2303.647573 sec): 3 clusters Score: Raw -9194144.266091 + Penalty 3655.801929 = -9190488.464162 nChanged 4 SP:Iteration 71Q (2303.780803 sec): 3 clusters Score: Raw -9194145.626344 + Penalty 3655.801929 = -9190489.824415 nChanged 3 SP:Iteration 72Q (2303.917087 sec): 3 clusters Score: Raw -9194146.509320 + Penalty 3655.801929 = -9190490.707391 nChanged 4 SP:Iteration 73Q (2304.043163 sec): 3 clusters Score: Raw -9194148.014687 + Penalty 3655.801929 = -9190492.212758 nChanged 4 SP:Iteration 74Q (2304.179441 sec): 3 clusters Score: Raw -9194149.009951 + Penalty 3655.801929 = -9190493.208022 nChanged 5 SP:Iteration 75Q (2304.314974 sec): 3 clusters Score: Raw -9194149.951722 + Penalty 3655.801929 = -9190494.149793 nChanged 5 SP:Iteration 76Q (2304.451555 sec): 3 clusters Score: Raw -9194152.533449 + Penalty 3655.801929 = -9190496.731520 nChanged 7 SP:Iteration 77Q (2304.588175 sec): 3 clusters Score: Raw -9194153.928017 + Penalty 3655.801929 = -9190498.126088 nChanged 6 SP:Iteration 78Q (2304.725192 sec): 3 clusters Score: Raw -9194155.764002 + Penalty 3655.801929 = -9190499.962073 nChanged 7 SP:Iteration 79Q (2304.856158 sec): 3 clusters Score: Raw -9194157.150447 + Penalty 3655.801929 = -9190501.348518 nChanged 5 SP:Iteration 80F (2305.024556 sec): 3 clusters Score: Raw -9194157.936761 + Penalty 3655.801929 = -9190502.134832 nChanged 2 SP:Iteration 81Q (2305.156104 sec): 3 clusters Score: Raw -9194158.215659 + Penalty 3655.801929 = -9190502.413730 nChanged 1 SP:Iteration 82Q (2305.286493 sec): 3 clusters Score: Raw -9194158.296441 + Penalty 3655.801929 = -9190502.494512 nChanged 0 SP:Iteration 83F (2305.452758 sec): 3 clusters Score: Raw -9194158.296441 + Penalty 3655.801929 = -9190502.494512 nChanged 0 Trying to split cluster 13 (1763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2305.467006 sec): 2 clusters Score: Raw -182840.945503 + Penalty 1214.650480 = -181626.295023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2305.519303 sec): 3 clusters Score: Raw -182307.775777 + Penalty 2429.300959 = -179878.474818 nChanged 654 SP:Iteration 1F (2305.580226 sec): 3 clusters Score: Raw -183196.674242 + Penalty 2429.300959 = -180767.373282 nChanged 278 SP:Iteration 2F (2305.615869 sec): 3 clusters Score: Raw -184155.465740 + Penalty 2429.300959 = -181726.164780 nChanged 249 SP:Iteration 3F (2305.668662 sec): 3 clusters Score: Raw -184900.207020 + Penalty 2429.300959 = -182470.906061 nChanged 119 SP:Iteration 4F (2305.719771 sec): 3 clusters Score: Raw -185114.385472 + Penalty 2429.300959 = -182685.084512 nChanged 28 SP:Iteration 5Q (2305.771418 sec): 3 clusters Score: Raw -185142.831908 + Penalty 2429.300959 = -182713.530949 nChanged 4 SP:Iteration 6Q (2305.834119 sec): 3 clusters Score: Raw -185145.443919 + Penalty 2429.300959 = -182716.142960 nChanged 3 SP:Iteration 7Q (2305.868064 sec): 3 clusters Score: Raw -185146.990244 + Penalty 2429.300959 = -182717.689285 nChanged 0 SP:Iteration 8F (2305.919746 sec): 3 clusters Score: Raw -185146.990244 + Penalty 2429.300959 = -182717.689285 nChanged 0 Score: Raw -86469037.278735 + Penalty 57167.619046 = -86411869.659690 Splitting cluster 13 changes total score from -86401504.082318 to -86411869.659690 So it's getting split into cluster 26. Trying to split cluster 14 (8485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2318.649309 sec): 2 clusters Score: Raw -952891.288942 + Penalty 1469.983966 = -951421.304976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2318.697141 sec): 3 clusters Score: Raw -948207.878629 + Penalty 2939.967933 = -945267.910696 nChanged 3602 SP:Iteration 1F (2318.748813 sec): 3 clusters Score: Raw -950482.385335 + Penalty 2939.967933 = -947542.417402 nChanged 709 SP:Iteration 2F (2318.792295 sec): 3 clusters Score: Raw -951035.243255 + Penalty 2939.967933 = -948095.275322 nChanged 659 SP:Iteration 3F (2318.848275 sec): 3 clusters Score: Raw -951622.787734 + Penalty 2939.967933 = -948682.819801 nChanged 618 SP:Iteration 4F (2318.895119 sec): 3 clusters Score: Raw -952190.742446 + Penalty 2939.967933 = -949250.774513 nChanged 612 SP:Iteration 5F (2318.942280 sec): 3 clusters Score: Raw -952839.577040 + Penalty 2939.967933 = -949899.609107 nChanged 529 SP:Iteration 6F (2318.987115 sec): 3 clusters Score: Raw -953348.774792 + Penalty 2939.967933 = -950408.806860 nChanged 448 SP:Iteration 7F (2319.040286 sec): 3 clusters Score: Raw -953721.956220 + Penalty 2939.967933 = -950781.988287 nChanged 387 SP:Iteration 8Q (2319.096084 sec): 3 clusters Score: Raw -954044.371603 + Penalty 2939.967933 = -951104.403670 nChanged 325 SP:Iteration 9Q (2319.164007 sec): 3 clusters Score: Raw -954297.323874 + Penalty 2939.967933 = -951357.355941 nChanged 274 SP:Iteration 10Q (2319.216189 sec): 3 clusters Score: Raw -954492.247244 + Penalty 2939.967933 = -951552.279312 nChanged 236 SP:Iteration 11Q (2319.275737 sec): 3 clusters Score: Raw -954629.079705 + Penalty 2939.967933 = -951689.111772 nChanged 187 SP:Iteration 12Q (2319.330458 sec): 3 clusters Score: Raw -954740.408499 + Penalty 2939.967933 = -951800.440566 nChanged 164 SP:Iteration 13Q (2319.383364 sec): 3 clusters Score: Raw -954822.802442 + Penalty 2939.967933 = -951882.834509 nChanged 133 SP:Iteration 14Q (2319.454351 sec): 3 clusters Score: Raw -954893.203762 + Penalty 2939.967933 = -951953.235829 nChanged 116 SP:Iteration 15Q (2319.507025 sec): 3 clusters Score: Raw -954949.970293 + Penalty 2939.967933 = -952010.002361 nChanged 101 SP:Iteration 16Q (2319.558211 sec): 3 clusters Score: Raw -954994.726087 + Penalty 2939.967933 = -952054.758155 nChanged 92 SP:Iteration 17Q (2319.618121 sec): 3 clusters Score: Raw -955033.009680 + Penalty 2939.967933 = -952093.041748 nChanged 73 SP:Iteration 18Q (2319.678986 sec): 3 clusters Score: Raw -955060.804157 + Penalty 2939.967933 = -952120.836224 nChanged 63 SP:Iteration 19Q (2319.739741 sec): 3 clusters Score: Raw -955084.336992 + Penalty 2939.967933 = -952144.369059 nChanged 52 SP:Iteration 20F (2319.803407 sec): 3 clusters Score: Raw -955101.216549 + Penalty 2939.967933 = -952161.248616 nChanged 44 SP:Iteration 21Q (2319.864176 sec): 3 clusters Score: Raw -955113.683381 + Penalty 2939.967933 = -952173.715448 nChanged 40 SP:Iteration 22Q (2319.925393 sec): 3 clusters Score: Raw -955125.489689 + Penalty 2939.967933 = -952185.521756 nChanged 35 SP:Iteration 23Q (2319.980524 sec): 3 clusters Score: Raw -955133.413472 + Penalty 2939.967933 = -952193.445540 nChanged 26 SP:Iteration 24Q (2320.044034 sec): 3 clusters Score: Raw -955139.158229 + Penalty 2939.967933 = -952199.190296 nChanged 22 SP:Iteration 25Q (2320.116419 sec): 3 clusters Score: Raw -955143.833792 + Penalty 2939.967933 = -952203.865859 nChanged 17 SP:Iteration 26Q (2320.167761 sec): 3 clusters Score: Raw -955147.035257 + Penalty 2939.967933 = -952207.067324 nChanged 12 SP:Iteration 27Q (2320.229310 sec): 3 clusters Score: Raw -955149.972852 + Penalty 2939.967933 = -952210.004919 nChanged 10 SP:Iteration 28Q (2320.288991 sec): 3 clusters Score: Raw -955152.260520 + Penalty 2939.967933 = -952212.292587 nChanged 14 SP:Iteration 29Q (2320.347160 sec): 3 clusters Score: Raw -955154.127987 + Penalty 2939.967933 = -952214.160055 nChanged 7 SP:Iteration 30Q (2320.406619 sec): 3 clusters Score: Raw -955155.644582 + Penalty 2939.967933 = -952215.676649 nChanged 6 SP:Iteration 31Q (2320.468181 sec): 3 clusters Score: Raw -955156.725828 + Penalty 2939.967933 = -952216.757895 nChanged 3 SP:Iteration 32Q (2320.536752 sec): 3 clusters Score: Raw -955157.349771 + Penalty 2939.967933 = -952217.381839 nChanged 2 SP:Iteration 33Q (2320.590075 sec): 3 clusters Score: Raw -955157.513501 + Penalty 2939.967933 = -952217.545568 nChanged 1 SP:Iteration 34Q (2320.652240 sec): 3 clusters Score: Raw -955157.612363 + Penalty 2939.967933 = -952217.644430 nChanged 0 SP:Iteration 35F (2320.714551 sec): 3 clusters Score: Raw -955157.612363 + Penalty 2939.967933 = -952217.644430 nChanged 0 Score: Raw -86471303.602156 + Penalty 59366.373624 = -86411937.228532 Splitting cluster 14 changes total score from -86401504.082318 to -86411937.228532 So it's getting split into cluster 27. Trying to split cluster 15 (68292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2334.267273 sec): 2 clusters Score: Raw -8043400.748138 + Penalty 1808.876535 = -8041591.871603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2334.421766 sec): 3 clusters Score: Raw -7999678.239093 + Penalty 3617.753070 = -7996060.486023 nChanged 32258 SP:Iteration 1F (2334.564434 sec): 3 clusters Score: Raw -8018813.263048 + Penalty 3617.753070 = -8015195.509978 nChanged 3368 SP:Iteration 2Q (2334.720985 sec): 3 clusters Score: Raw -8020221.104276 + Penalty 3617.753070 = -8016603.351206 nChanged 3862 SP:Iteration 3F (2334.873409 sec): 3 clusters Score: Raw -8022276.783268 + Penalty 3617.753070 = -8018659.030198 nChanged 4448 SP:Iteration 4F (2335.027383 sec): 3 clusters Score: Raw -8025139.012054 + Penalty 3617.753070 = -8021521.258984 nChanged 4984 SP:Iteration 5F (2335.186071 sec): 3 clusters Score: Raw -8028867.684073 + Penalty 3617.753070 = -8025249.931003 nChanged 4928 SP:Iteration 6F (2335.358597 sec): 3 clusters Score: Raw -8032976.455750 + Penalty 3617.753070 = -8029358.702679 nChanged 4272 SP:Iteration 7F (2335.526001 sec): 3 clusters Score: Raw -8036630.234698 + Penalty 3617.753070 = -8033012.481628 nChanged 3276 SP:Iteration 8Q (2335.703073 sec): 3 clusters Score: Raw -8039297.265144 + Penalty 3617.753070 = -8035679.512074 nChanged 2184 SP:Iteration 9Q (2335.885287 sec): 3 clusters Score: Raw -8040937.993494 + Penalty 3617.753070 = -8037320.240424 nChanged 1499 SP:Iteration 10Q (2336.055037 sec): 3 clusters Score: Raw -8041956.555739 + Penalty 3617.753070 = -8038338.802668 nChanged 1095 SP:Iteration 11Q (2336.211636 sec): 3 clusters Score: Raw -8042622.928679 + Penalty 3617.753070 = -8039005.175609 nChanged 769 SP:Iteration 12Q (2336.355274 sec): 3 clusters Score: Raw -8043041.577268 + Penalty 3617.753070 = -8039423.824198 nChanged 539 SP:Iteration 13Q (2336.484392 sec): 3 clusters Score: Raw -8043298.273903 + Penalty 3617.753070 = -8039680.520833 nChanged 413 SP:Iteration 14Q (2336.612858 sec): 3 clusters Score: Raw -8043466.382302 + Penalty 3617.753070 = -8039848.629232 nChanged 325 SP:Iteration 15Q (2336.741107 sec): 3 clusters Score: Raw -8043588.316001 + Penalty 3617.753070 = -8039970.562931 nChanged 270 SP:Iteration 16Q (2336.882813 sec): 3 clusters Score: Raw -8043681.669653 + Penalty 3617.753070 = -8040063.916582 nChanged 237 SP:Iteration 17Q (2337.011249 sec): 3 clusters Score: Raw -8043763.242224 + Penalty 3617.753070 = -8040145.489154 nChanged 177 SP:Iteration 18Q (2337.143966 sec): 3 clusters Score: Raw -8043820.109853 + Penalty 3617.753070 = -8040202.356783 nChanged 120 SP:Iteration 19Q (2337.277366 sec): 3 clusters Score: Raw -8043854.300629 + Penalty 3617.753070 = -8040236.547558 nChanged 99 SP:Iteration 20F (2337.433054 sec): 3 clusters Score: Raw -8043885.374243 + Penalty 3617.753070 = -8040267.621173 nChanged 102 SP:Iteration 21Q (2337.580045 sec): 3 clusters Score: Raw -8043915.542853 + Penalty 3617.753070 = -8040297.789783 nChanged 96 SP:Iteration 22Q (2337.697097 sec): 3 clusters Score: Raw -8043940.540469 + Penalty 3617.753070 = -8040322.787399 nChanged 91 SP:Iteration 23Q (2337.835182 sec): 3 clusters Score: Raw -8043965.360527 + Penalty 3617.753070 = -8040347.607457 nChanged 88 SP:Iteration 24Q (2337.976423 sec): 3 clusters Score: Raw -8043985.835168 + Penalty 3617.753070 = -8040368.082098 nChanged 81 SP:Iteration 25Q (2338.114662 sec): 3 clusters Score: Raw -8044011.137626 + Penalty 3617.753070 = -8040393.384556 nChanged 90 SP:Iteration 26Q (2338.245399 sec): 3 clusters Score: Raw -8044038.854518 + Penalty 3617.753070 = -8040421.101448 nChanged 96 SP:Iteration 27Q (2338.374916 sec): 3 clusters Score: Raw -8044066.493096 + Penalty 3617.753070 = -8040448.740026 nChanged 79 SP:Iteration 28Q (2338.515745 sec): 3 clusters Score: Raw -8044086.313992 + Penalty 3617.753070 = -8040468.560921 nChanged 67 SP:Iteration 29Q (2338.652804 sec): 3 clusters Score: Raw -8044105.007016 + Penalty 3617.753070 = -8040487.253946 nChanged 63 SP:Iteration 30Q (2338.779118 sec): 3 clusters Score: Raw -8044123.477376 + Penalty 3617.753070 = -8040505.724306 nChanged 51 SP:Iteration 31Q (2338.903721 sec): 3 clusters Score: Raw -8044135.174135 + Penalty 3617.753070 = -8040517.421065 nChanged 45 SP:Iteration 32Q (2339.038571 sec): 3 clusters Score: Raw -8044145.609395 + Penalty 3617.753070 = -8040527.856325 nChanged 38 SP:Iteration 33Q (2339.175194 sec): 3 clusters Score: Raw -8044155.599330 + Penalty 3617.753070 = -8040537.846259 nChanged 39 SP:Iteration 34Q (2339.294980 sec): 3 clusters Score: Raw -8044165.242640 + Penalty 3617.753070 = -8040547.489570 nChanged 35 SP:Iteration 35Q (2339.419833 sec): 3 clusters Score: Raw -8044174.621078 + Penalty 3617.753070 = -8040556.868007 nChanged 38 SP:Iteration 36Q (2339.551422 sec): 3 clusters Score: Raw -8044184.477165 + Penalty 3617.753070 = -8040566.724094 nChanged 35 SP:Iteration 37Q (2339.684220 sec): 3 clusters Score: Raw -8044192.844619 + Penalty 3617.753070 = -8040575.091549 nChanged 30 SP:Iteration 38Q (2339.812923 sec): 3 clusters Score: Raw -8044203.067643 + Penalty 3617.753070 = -8040585.314573 nChanged 35 SP:Iteration 39Q (2339.955602 sec): 3 clusters Score: Raw -8044215.361498 + Penalty 3617.753070 = -8040597.608427 nChanged 29 SP:Iteration 40F (2340.118052 sec): 3 clusters Score: Raw -8044223.714542 + Penalty 3617.753070 = -8040605.961471 nChanged 31 SP:Iteration 41Q (2340.250169 sec): 3 clusters Score: Raw -8044231.970137 + Penalty 3617.753070 = -8040614.217066 nChanged 32 SP:Iteration 42Q (2340.375355 sec): 3 clusters Score: Raw -8044241.313024 + Penalty 3617.753070 = -8040623.559954 nChanged 25 SP:Iteration 43Q (2340.487247 sec): 3 clusters Score: Raw -8044247.236014 + Penalty 3617.753070 = -8040629.482944 nChanged 16 SP:Iteration 44Q (2340.600695 sec): 3 clusters Score: Raw -8044251.178379 + Penalty 3617.753070 = -8040633.425309 nChanged 14 SP:Iteration 45Q (2340.750868 sec): 3 clusters Score: Raw -8044255.793238 + Penalty 3617.753070 = -8040638.040168 nChanged 13 SP:Iteration 46Q (2340.903438 sec): 3 clusters Score: Raw -8044260.316515 + Penalty 3617.753070 = -8040642.563445 nChanged 13 SP:Iteration 47Q (2341.038681 sec): 3 clusters Score: Raw -8044265.114420 + Penalty 3617.753070 = -8040647.361350 nChanged 16 SP:Iteration 48Q (2341.175983 sec): 3 clusters Score: Raw -8044272.484485 + Penalty 3617.753070 = -8040654.731415 nChanged 26 SP:Iteration 49Q (2341.314509 sec): 3 clusters Score: Raw -8044281.677544 + Penalty 3617.753070 = -8040663.924473 nChanged 19 SP:Iteration 50Q (2341.473760 sec): 3 clusters Score: Raw -8044287.599037 + Penalty 3617.753070 = -8040669.845967 nChanged 23 SP:Iteration 51Q (2341.599993 sec): 3 clusters Score: Raw -8044296.071398 + Penalty 3617.753070 = -8040678.318328 nChanged 29 SP:Iteration 52Q (2341.741594 sec): 3 clusters Score: Raw -8044304.167502 + Penalty 3617.753070 = -8040686.414432 nChanged 16 SP:Iteration 53Q (2341.876944 sec): 3 clusters Score: Raw -8044308.976319 + Penalty 3617.753070 = -8040691.223249 nChanged 14 SP:Iteration 54Q (2342.007206 sec): 3 clusters Score: Raw -8044314.824185 + Penalty 3617.753070 = -8040697.071115 nChanged 15 SP:Iteration 55Q (2342.138311 sec): 3 clusters Score: Raw -8044318.251180 + Penalty 3617.753070 = -8040700.498110 nChanged 10 SP:Iteration 56Q (2342.259710 sec): 3 clusters Score: Raw -8044321.331190 + Penalty 3617.753070 = -8040703.578120 nChanged 16 SP:Iteration 57Q (2342.378507 sec): 3 clusters Score: Raw -8044328.334777 + Penalty 3617.753070 = -8040710.581707 nChanged 16 SP:Iteration 58Q (2342.506733 sec): 3 clusters Score: Raw -8044335.425732 + Penalty 3617.753070 = -8040717.672661 nChanged 20 SP:Iteration 59Q (2342.636269 sec): 3 clusters Score: Raw -8044342.789927 + Penalty 3617.753070 = -8040725.036857 nChanged 19 SP:Iteration 60F (2342.794249 sec): 3 clusters Score: Raw -8044349.326947 + Penalty 3617.753070 = -8040731.573877 nChanged 15 SP:Iteration 61Q (2342.925307 sec): 3 clusters Score: Raw -8044355.820959 + Penalty 3617.753070 = -8040738.067888 nChanged 17 SP:Iteration 62Q (2343.056971 sec): 3 clusters Score: Raw -8044360.261788 + Penalty 3617.753070 = -8040742.508718 nChanged 15 SP:Iteration 63Q (2343.204808 sec): 3 clusters Score: Raw -8044363.770938 + Penalty 3617.753070 = -8040746.017868 nChanged 10 SP:Iteration 64Q (2343.333153 sec): 3 clusters Score: Raw -8044365.897204 + Penalty 3617.753070 = -8040748.144134 nChanged 8 SP:Iteration 65Q (2343.464583 sec): 3 clusters Score: Raw -8044367.681063 + Penalty 3617.753070 = -8040749.927993 nChanged 11 SP:Iteration 66Q (2343.590355 sec): 3 clusters Score: Raw -8044370.849498 + Penalty 3617.753070 = -8040753.096428 nChanged 10 SP:Iteration 67Q (2343.721505 sec): 3 clusters Score: Raw -8044372.743303 + Penalty 3617.753070 = -8040754.990233 nChanged 7 SP:Iteration 68Q (2343.853182 sec): 3 clusters Score: Raw -8044374.331508 + Penalty 3617.753070 = -8040756.578438 nChanged 3 SP:Iteration 69Q (2343.985750 sec): 3 clusters Score: Raw -8044374.654756 + Penalty 3617.753070 = -8040756.901686 nChanged 1 SP:Iteration 70Q (2344.130560 sec): 3 clusters Score: Raw -8044374.934188 + Penalty 3617.753070 = -8040757.181118 nChanged 1 SP:Iteration 71Q (2344.268743 sec): 3 clusters Score: Raw -8044374.999812 + Penalty 3617.753070 = -8040757.246742 nChanged 0 SP:Iteration 72F (2344.431773 sec): 3 clusters Score: Raw -8044374.999812 + Penalty 3617.753070 = -8040757.246742 nChanged 0 Trying to split cluster 16 (21158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2344.488292 sec): 2 clusters Score: Raw -2510251.416352 + Penalty 1618.463172 = -2508632.953180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2344.576254 sec): 3 clusters Score: Raw -2497586.555642 + Penalty 3236.926343 = -2494349.629298 nChanged 9540 SP:Iteration 1F (2344.657479 sec): 3 clusters Score: Raw -2503082.280591 + Penalty 3236.926343 = -2499845.354248 nChanged 1216 SP:Iteration 2F (2344.742252 sec): 3 clusters Score: Raw -2503652.486541 + Penalty 3236.926343 = -2500415.560197 nChanged 1186 SP:Iteration 3F (2344.817886 sec): 3 clusters Score: Raw -2504285.926367 + Penalty 3236.926343 = -2501049.000024 nChanged 1369 SP:Iteration 4F (2344.892788 sec): 3 clusters Score: Raw -2505224.196355 + Penalty 3236.926343 = -2501987.270011 nChanged 1610 SP:Iteration 5F (2344.973790 sec): 3 clusters Score: Raw -2506549.200301 + Penalty 3236.926343 = -2503312.273958 nChanged 1727 SP:Iteration 6F (2345.060247 sec): 3 clusters Score: Raw -2508086.358874 + Penalty 3236.926343 = -2504849.432531 nChanged 1509 SP:Iteration 7F (2345.142997 sec): 3 clusters Score: Raw -2509200.009621 + Penalty 3236.926343 = -2505963.083277 nChanged 1049 SP:Iteration 8Q (2345.224495 sec): 3 clusters Score: Raw -2509786.800414 + Penalty 3236.926343 = -2506549.874071 nChanged 696 SP:Iteration 9Q (2345.304027 sec): 3 clusters Score: Raw -2510101.614533 + Penalty 3236.926343 = -2506864.688190 nChanged 501 SP:Iteration 10Q (2345.388303 sec): 3 clusters Score: Raw -2510292.220635 + Penalty 3236.926343 = -2507055.294292 nChanged 393 SP:Iteration 11Q (2345.462169 sec): 3 clusters Score: Raw -2510431.436726 + Penalty 3236.926343 = -2507194.510383 nChanged 311 SP:Iteration 12Q (2345.547977 sec): 3 clusters Score: Raw -2510537.971134 + Penalty 3236.926343 = -2507301.044790 nChanged 259 SP:Iteration 13Q (2345.641060 sec): 3 clusters Score: Raw -2510622.746859 + Penalty 3236.926343 = -2507385.820516 nChanged 224 SP:Iteration 14Q (2345.718835 sec): 3 clusters Score: Raw -2510697.728327 + Penalty 3236.926343 = -2507460.801984 nChanged 200 SP:Iteration 15Q (2345.808998 sec): 3 clusters Score: Raw -2510758.823640 + Penalty 3236.926343 = -2507521.897297 nChanged 194 SP:Iteration 16Q (2345.869150 sec): 3 clusters Score: Raw -2510821.468271 + Penalty 3236.926343 = -2507584.541928 nChanged 190 SP:Iteration 17Q (2345.952542 sec): 3 clusters Score: Raw -2510875.223372 + Penalty 3236.926343 = -2507638.297029 nChanged 161 SP:Iteration 18Q (2346.036045 sec): 3 clusters Score: Raw -2510913.727252 + Penalty 3236.926343 = -2507676.800909 nChanged 133 SP:Iteration 19Q (2346.114657 sec): 3 clusters Score: Raw -2510941.007562 + Penalty 3236.926343 = -2507704.081219 nChanged 102 SP:Iteration 20F (2346.190553 sec): 3 clusters Score: Raw -2510958.708752 + Penalty 3236.926343 = -2507721.782409 nChanged 75 SP:Iteration 21Q (2346.272497 sec): 3 clusters Score: Raw -2510971.281021 + Penalty 3236.926343 = -2507734.354678 nChanged 81 SP:Iteration 22Q (2346.339926 sec): 3 clusters Score: Raw -2510986.979683 + Penalty 3236.926343 = -2507750.053340 nChanged 74 SP:Iteration 23Q (2346.412542 sec): 3 clusters Score: Raw -2510997.379902 + Penalty 3236.926343 = -2507760.453559 nChanged 65 SP:Iteration 24Q (2346.486287 sec): 3 clusters Score: Raw -2511006.228951 + Penalty 3236.926343 = -2507769.302607 nChanged 63 SP:Iteration 25Q (2346.554793 sec): 3 clusters Score: Raw -2511015.497674 + Penalty 3236.926343 = -2507778.571331 nChanged 68 SP:Iteration 26Q (2346.628887 sec): 3 clusters Score: Raw -2511024.611682 + Penalty 3236.926343 = -2507787.685339 nChanged 56 SP:Iteration 27Q (2346.702708 sec): 3 clusters Score: Raw -2511030.150682 + Penalty 3236.926343 = -2507793.224339 nChanged 42 SP:Iteration 28Q (2346.776443 sec): 3 clusters Score: Raw -2511033.952839 + Penalty 3236.926343 = -2507797.026496 nChanged 25 SP:Iteration 29Q (2346.848918 sec): 3 clusters Score: Raw -2511035.599076 + Penalty 3236.926343 = -2507798.672733 nChanged 20 SP:Iteration 30Q (2346.922740 sec): 3 clusters Score: Raw -2511037.049093 + Penalty 3236.926343 = -2507800.122750 nChanged 15 SP:Iteration 31Q (2347.004392 sec): 3 clusters Score: Raw -2511037.871666 + Penalty 3236.926343 = -2507800.945323 nChanged 12 SP:Iteration 32Q (2347.068921 sec): 3 clusters Score: Raw -2511038.587964 + Penalty 3236.926343 = -2507801.661621 nChanged 8 SP:Iteration 33Q (2347.133911 sec): 3 clusters Score: Raw -2511039.069199 + Penalty 3236.926343 = -2507802.142856 nChanged 8 SP:Iteration 34Q (2347.215360 sec): 3 clusters Score: Raw -2511039.473948 + Penalty 3236.926343 = -2507802.547605 nChanged 10 SP:Iteration 35Q (2347.279802 sec): 3 clusters Score: Raw -2511040.271457 + Penalty 3236.926343 = -2507803.345114 nChanged 14 SP:Iteration 36Q (2347.353730 sec): 3 clusters Score: Raw -2511041.545613 + Penalty 3236.926343 = -2507804.619270 nChanged 10 SP:Iteration 37Q (2347.422346 sec): 3 clusters Score: Raw -2511042.363457 + Penalty 3236.926343 = -2507805.437114 nChanged 9 SP:Iteration 38Q (2347.496055 sec): 3 clusters Score: Raw -2511042.961968 + Penalty 3236.926343 = -2507806.035625 nChanged 6 SP:Iteration 39Q (2347.570553 sec): 3 clusters Score: Raw -2511043.328723 + Penalty 3236.926343 = -2507806.402380 nChanged 4 SP:Iteration 40F (2347.644955 sec): 3 clusters Score: Raw -2511043.518449 + Penalty 3236.926343 = -2507806.592106 nChanged 4 SP:Iteration 41Q (2347.710887 sec): 3 clusters Score: Raw -2511043.794771 + Penalty 3236.926343 = -2507806.868427 nChanged 6 SP:Iteration 42Q (2347.786820 sec): 3 clusters Score: Raw -2511044.283686 + Penalty 3236.926343 = -2507807.357342 nChanged 5 SP:Iteration 43Q (2347.856081 sec): 3 clusters Score: Raw -2511044.763049 + Penalty 3236.926343 = -2507807.836706 nChanged 6 SP:Iteration 44Q (2347.934672 sec): 3 clusters Score: Raw -2511045.101163 + Penalty 3236.926343 = -2507808.174820 nChanged 4 SP:Iteration 45Q (2348.010606 sec): 3 clusters Score: Raw -2511045.373418 + Penalty 3236.926343 = -2507808.447074 nChanged 4 SP:Iteration 46Q (2348.092578 sec): 3 clusters Score: Raw -2511045.649626 + Penalty 3236.926343 = -2507808.723283 nChanged 4 SP:Iteration 47Q (2348.169614 sec): 3 clusters Score: Raw -2511045.863661 + Penalty 3236.926343 = -2507808.937318 nChanged 9 SP:Iteration 48Q (2348.248474 sec): 3 clusters Score: Raw -2511046.679928 + Penalty 3236.926343 = -2507809.753585 nChanged 8 SP:Iteration 49Q (2348.317900 sec): 3 clusters Score: Raw -2511047.405520 + Penalty 3236.926343 = -2507810.479177 nChanged 5 SP:Iteration 50Q (2348.399867 sec): 3 clusters Score: Raw -2511047.832378 + Penalty 3236.926343 = -2507810.906035 nChanged 4 SP:Iteration 51Q (2348.481735 sec): 3 clusters Score: Raw -2511048.076792 + Penalty 3236.926343 = -2507811.150449 nChanged 1 SP:Iteration 52Q (2348.559585 sec): 3 clusters Score: Raw -2511048.146054 + Penalty 3236.926343 = -2507811.219711 nChanged 1 SP:Iteration 53Q (2348.634877 sec): 3 clusters Score: Raw -2511048.178514 + Penalty 3236.926343 = -2507811.252170 nChanged 1 SP:Iteration 54Q (2348.712983 sec): 3 clusters Score: Raw -2511048.192301 + Penalty 3236.926343 = -2507811.265958 nChanged 0 SP:Iteration 55F (2348.787486 sec): 3 clusters Score: Raw -2511048.192301 + Penalty 3236.926343 = -2507811.265958 nChanged 0 Trying to split cluster 19 (86383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2348.913081 sec): 2 clusters Score: Raw -10174998.603875 + Penalty 1847.063754 = -10173151.540121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2349.100075 sec): 3 clusters Score: Raw -10118941.368668 + Penalty 3694.127507 = -10115247.241161 nChanged 41223 SP:Iteration 1F (2349.287334 sec): 3 clusters Score: Raw -10144185.437572 + Penalty 3694.127507 = -10140491.310065 nChanged 4883 SP:Iteration 2F (2349.473744 sec): 3 clusters Score: Raw -10147302.747953 + Penalty 3694.127507 = -10143608.620446 nChanged 6292 SP:Iteration 3F (2349.666468 sec): 3 clusters Score: Raw -10153200.250721 + Penalty 3694.127507 = -10149506.123213 nChanged 7682 SP:Iteration 4F (2349.848759 sec): 3 clusters Score: Raw -10161767.970970 + Penalty 3694.127507 = -10158073.843463 nChanged 7574 SP:Iteration 5F (2350.036107 sec): 3 clusters Score: Raw -10169445.377908 + Penalty 3694.127507 = -10165751.250401 nChanged 5975 SP:Iteration 6F (2350.219446 sec): 3 clusters Score: Raw -10174128.913599 + Penalty 3694.127507 = -10170434.786091 nChanged 4072 SP:Iteration 7Q (2350.403984 sec): 3 clusters Score: Raw -10176638.410155 + Penalty 3694.127507 = -10172944.282647 nChanged 2703 SP:Iteration 8Q (2350.584312 sec): 3 clusters Score: Raw -10178289.766879 + Penalty 3694.127507 = -10174595.639372 nChanged 2225 SP:Iteration 9Q (2350.756746 sec): 3 clusters Score: Raw -10179713.778750 + Penalty 3694.127507 = -10176019.651243 nChanged 2112 SP:Iteration 10Q (2350.939321 sec): 3 clusters Score: Raw -10181257.076573 + Penalty 3694.127507 = -10177562.949066 nChanged 2149 SP:Iteration 11Q (2351.119433 sec): 3 clusters Score: Raw -10183027.052860 + Penalty 3694.127507 = -10179332.925353 nChanged 2129 SP:Iteration 12Q (2351.286864 sec): 3 clusters Score: Raw -10184960.227573 + Penalty 3694.127507 = -10181266.100066 nChanged 1983 SP:Iteration 13Q (2351.462776 sec): 3 clusters Score: Raw -10186881.229028 + Penalty 3694.127507 = -10183187.101520 nChanged 1713 SP:Iteration 14Q (2351.637368 sec): 3 clusters Score: Raw -10188427.585056 + Penalty 3694.127507 = -10184733.457549 nChanged 1395 SP:Iteration 15Q (2351.810996 sec): 3 clusters Score: Raw -10189530.039801 + Penalty 3694.127507 = -10185835.912294 nChanged 1011 SP:Iteration 16Q (2351.984522 sec): 3 clusters Score: Raw -10190076.160754 + Penalty 3694.127507 = -10186382.033247 nChanged 652 SP:Iteration 17Q (2352.156148 sec): 3 clusters Score: Raw -10190289.345648 + Penalty 3694.127507 = -10186595.218141 nChanged 425 SP:Iteration 18Q (2352.326047 sec): 3 clusters Score: Raw -10190370.831636 + Penalty 3694.127507 = -10186676.704129 nChanged 274 SP:Iteration 19Q (2352.495218 sec): 3 clusters Score: Raw -10190410.081644 + Penalty 3694.127507 = -10186715.954137 nChanged 181 SP:Iteration 20F (2352.678834 sec): 3 clusters Score: Raw -10190437.124043 + Penalty 3694.127507 = -10186742.996536 nChanged 134 SP:Iteration 21Q (2352.849666 sec): 3 clusters Score: Raw -10190449.734235 + Penalty 3694.127507 = -10186755.606727 nChanged 102 SP:Iteration 22Q (2353.021792 sec): 3 clusters Score: Raw -10190457.296437 + Penalty 3694.127507 = -10186763.168930 nChanged 78 SP:Iteration 23Q (2353.196647 sec): 3 clusters Score: Raw -10190460.678553 + Penalty 3694.127507 = -10186766.551045 nChanged 49 SP:Iteration 24Q (2353.376636 sec): 3 clusters Score: Raw -10190462.387984 + Penalty 3694.127507 = -10186768.260477 nChanged 31 SP:Iteration 25Q (2353.568795 sec): 3 clusters Score: Raw -10190463.244643 + Penalty 3694.127507 = -10186769.117136 nChanged 22 SP:Iteration 26Q (2353.752497 sec): 3 clusters Score: Raw -10190463.706964 + Penalty 3694.127507 = -10186769.579457 nChanged 23 SP:Iteration 27Q (2353.928675 sec): 3 clusters Score: Raw -10190464.105045 + Penalty 3694.127507 = -10186769.977537 nChanged 8 SP:Iteration 28Q (2354.117541 sec): 3 clusters Score: Raw -10190464.256060 + Penalty 3694.127507 = -10186770.128553 nChanged 8 SP:Iteration 29Q (2354.348229 sec): 3 clusters Score: Raw -10190464.442701 + Penalty 3694.127507 = -10186770.315193 nChanged 8 SP:Iteration 30Q (2354.535072 sec): 3 clusters Score: Raw -10190464.631757 + Penalty 3694.127507 = -10186770.504249 nChanged 8 SP:Iteration 31Q (2354.718532 sec): 3 clusters Score: Raw -10190464.786155 + Penalty 3694.127507 = -10186770.658647 nChanged 5 SP:Iteration 32Q (2354.883426 sec): 3 clusters Score: Raw -10190464.850336 + Penalty 3694.127507 = -10186770.722829 nChanged 3 SP:Iteration 33Q (2355.045179 sec): 3 clusters Score: Raw -10190464.875578 + Penalty 3694.127507 = -10186770.748071 nChanged 2 SP:Iteration 34Q (2355.222305 sec): 3 clusters Score: Raw -10190464.892320 + Penalty 3694.127507 = -10186770.764813 nChanged 0 SP:Iteration 35F (2355.407338 sec): 3 clusters Score: Raw -10190464.892320 + Penalty 3694.127507 = -10186770.764813 nChanged 0 Score: Raw -86486769.890603 + Penalty 61565.128203 = -86425204.762400 Splitting cluster 19 changes total score from -86401504.082318 to -86425204.762400 So it's getting split into cluster 28. Trying to split cluster 20 (22519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2369.742691 sec): 2 clusters Score: Raw -2430794.492082 + Penalty 1628.593635 = -2429165.898448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2369.829241 sec): 3 clusters Score: Raw -2417240.917585 + Penalty 3257.187270 = -2413983.730315 nChanged 10310 SP:Iteration 1F (2369.908719 sec): 3 clusters Score: Raw -2424181.899041 + Penalty 3257.187270 = -2420924.711771 nChanged 1964 SP:Iteration 2F (2369.991714 sec): 3 clusters Score: Raw -2426449.756113 + Penalty 3257.187270 = -2423192.568843 nChanged 2450 SP:Iteration 3F (2370.064874 sec): 3 clusters Score: Raw -2429072.715861 + Penalty 3257.187270 = -2425815.528591 nChanged 2564 SP:Iteration 4F (2370.143644 sec): 3 clusters Score: Raw -2431780.346132 + Penalty 3257.187270 = -2428523.158862 nChanged 2043 SP:Iteration 5F (2370.228130 sec): 3 clusters Score: Raw -2433728.984580 + Penalty 3257.187270 = -2430471.797311 nChanged 1359 SP:Iteration 6F (2370.318748 sec): 3 clusters Score: Raw -2434793.889189 + Penalty 3257.187270 = -2431536.701919 nChanged 808 SP:Iteration 7Q (2370.395857 sec): 3 clusters Score: Raw -2435263.077998 + Penalty 3257.187270 = -2432005.890729 nChanged 472 SP:Iteration 8Q (2370.477235 sec): 3 clusters Score: Raw -2435467.929956 + Penalty 3257.187270 = -2432210.742686 nChanged 319 SP:Iteration 9Q (2370.553849 sec): 3 clusters Score: Raw -2435585.488947 + Penalty 3257.187270 = -2432328.301677 nChanged 212 SP:Iteration 10Q (2370.639067 sec): 3 clusters Score: Raw -2435646.171222 + Penalty 3257.187270 = -2432388.983952 nChanged 162 SP:Iteration 11Q (2370.722716 sec): 3 clusters Score: Raw -2435692.803542 + Penalty 3257.187270 = -2432435.616273 nChanged 116 SP:Iteration 12Q (2370.807720 sec): 3 clusters Score: Raw -2435723.027975 + Penalty 3257.187270 = -2432465.840705 nChanged 104 SP:Iteration 13Q (2370.890037 sec): 3 clusters Score: Raw -2435747.582352 + Penalty 3257.187270 = -2432490.395082 nChanged 77 SP:Iteration 14Q (2370.966169 sec): 3 clusters Score: Raw -2435763.825980 + Penalty 3257.187270 = -2432506.638711 nChanged 67 SP:Iteration 15Q (2371.047478 sec): 3 clusters Score: Raw -2435779.002379 + Penalty 3257.187270 = -2432521.815110 nChanged 56 SP:Iteration 16Q (2371.120351 sec): 3 clusters Score: Raw -2435788.785810 + Penalty 3257.187270 = -2432531.598540 nChanged 46 SP:Iteration 17Q (2371.201572 sec): 3 clusters Score: Raw -2435797.684313 + Penalty 3257.187270 = -2432540.497044 nChanged 44 SP:Iteration 18Q (2371.283134 sec): 3 clusters Score: Raw -2435804.914218 + Penalty 3257.187270 = -2432547.726948 nChanged 40 SP:Iteration 19Q (2371.364852 sec): 3 clusters Score: Raw -2435811.269673 + Penalty 3257.187270 = -2432554.082404 nChanged 31 SP:Iteration 20F (2371.443387 sec): 3 clusters Score: Raw -2435815.514762 + Penalty 3257.187270 = -2432558.327492 nChanged 23 SP:Iteration 21Q (2371.525444 sec): 3 clusters Score: Raw -2435818.500548 + Penalty 3257.187270 = -2432561.313278 nChanged 15 SP:Iteration 22Q (2371.606929 sec): 3 clusters Score: Raw -2435820.030466 + Penalty 3257.187270 = -2432562.843196 nChanged 12 SP:Iteration 23Q (2371.688323 sec): 3 clusters Score: Raw -2435821.117307 + Penalty 3257.187270 = -2432563.930037 nChanged 8 SP:Iteration 24Q (2371.770345 sec): 3 clusters Score: Raw -2435821.964523 + Penalty 3257.187270 = -2432564.777254 nChanged 11 SP:Iteration 25Q (2371.852280 sec): 3 clusters Score: Raw -2435823.295745 + Penalty 3257.187270 = -2432566.108475 nChanged 8 SP:Iteration 26Q (2371.934155 sec): 3 clusters Score: Raw -2435824.156420 + Penalty 3257.187270 = -2432566.969150 nChanged 10 SP:Iteration 27Q (2372.015347 sec): 3 clusters Score: Raw -2435824.981624 + Penalty 3257.187270 = -2432567.794355 nChanged 11 SP:Iteration 28Q (2372.097921 sec): 3 clusters Score: Raw -2435826.032779 + Penalty 3257.187270 = -2432568.845509 nChanged 10 SP:Iteration 29Q (2372.176359 sec): 3 clusters Score: Raw -2435826.762781 + Penalty 3257.187270 = -2432569.575511 nChanged 7 SP:Iteration 30Q (2372.267314 sec): 3 clusters Score: Raw -2435827.219439 + Penalty 3257.187270 = -2432570.032169 nChanged 3 SP:Iteration 31Q (2372.339886 sec): 3 clusters Score: Raw -2435827.397012 + Penalty 3257.187270 = -2432570.209742 nChanged 1 SP:Iteration 32Q (2372.434361 sec): 3 clusters Score: Raw -2435827.433818 + Penalty 3257.187270 = -2432570.246548 nChanged 0 SP:Iteration 33F (2372.510236 sec): 3 clusters Score: Raw -2435827.433818 + Penalty 3257.187270 = -2432570.246548 nChanged 0 Score: Raw -86491802.832338 + Penalty 63763.882782 = -86428038.949557 Splitting cluster 20 changes total score from -86401504.082318 to -86428038.949557 So it's getting split into cluster 29. Deleting Class 11 (601 points): Lose 1421.686059 but Gain 2198.754579 Iteration 20F (2401.322298 sec): 29 clusters Score: Raw -86504183.839900 + Penalty 61565.128203 = -86442618.711697 nChanged 23465 Iteration 21Q (2407.943781 sec): 29 clusters Score: Raw -86513902.265664 + Penalty 61565.128203 = -86452337.137461 nChanged 12213 Iteration 22Q (2414.792719 sec): 29 clusters Score: Raw -86517659.191205 + Penalty 61565.128203 = -86456094.063003 nChanged 8756 Iteration 23Q (2421.484423 sec): 29 clusters Score: Raw -86520045.677946 + Penalty 61565.128203 = -86458480.549743 nChanged 7086 Iteration 24Q (2428.205818 sec): 29 clusters Score: Raw -86521925.920791 + Penalty 61565.128203 = -86460360.792588 nChanged 5915 Iteration 25Q (2434.650634 sec): 29 clusters Score: Raw -86523631.365242 + Penalty 61565.128203 = -86462066.237039 nChanged 5064 Iteration 26Q (2441.238972 sec): 29 clusters Score: Raw -86524654.009330 + Penalty 61565.128203 = -86463088.881127 nChanged 4367 Iteration 27Q (2447.846582 sec): 29 clusters Score: Raw -86525408.491750 + Penalty 61565.128203 = -86463843.363547 nChanged 3921 Iteration 28Q (2454.505282 sec): 29 clusters Score: Raw -86526017.254257 + Penalty 61565.128203 = -86464452.126054 nChanged 3437 Iteration 29Q (2460.809322 sec): 29 clusters Score: Raw -86526517.381595 + Penalty 61565.128203 = -86464952.253392 nChanged 3190 Iteration 30Q (2467.064964 sec): 29 clusters Score: Raw -86526953.962595 + Penalty 61565.128203 = -86465388.834392 nChanged 2908 Iteration 31Q (2473.641056 sec): 29 clusters Score: Raw -86527366.246493 + Penalty 61565.128203 = -86465801.118290 nChanged 2814 Iteration 32Q (2480.401081 sec): 29 clusters Score: Raw -86527729.152787 + Penalty 61565.128203 = -86466164.024584 nChanged 2642 Iteration 33Q (2486.856629 sec): 29 clusters Score: Raw -86528051.422986 + Penalty 61565.128203 = -86466486.294783 nChanged 2581 Iteration 34Q (2493.442159 sec): 29 clusters Score: Raw -86528346.194504 + Penalty 61565.128203 = -86466781.066302 nChanged 2384 Iteration 35Q (2499.732000 sec): 29 clusters Score: Raw -86528604.792837 + Penalty 61565.128203 = -86467039.664634 nChanged 2287 Iteration 36Q (2506.095874 sec): 29 clusters Score: Raw -86528864.816064 + Penalty 61565.128203 = -86467299.687861 nChanged 2211 Iteration 37Q (2512.289670 sec): 29 clusters Score: Raw -86529119.512075 + Penalty 61565.128203 = -86467554.383872 nChanged 2150 Iteration 38Q (2518.511934 sec): 29 clusters Score: Raw -86529360.157577 + Penalty 61565.128203 = -86467795.029374 nChanged 2060 Iteration 39Q (2524.924114 sec): 29 clusters Score: Raw -86529601.333606 + Penalty 61565.128203 = -86468036.205403 nChanged 2065 Iteration 40F (2539.058706 sec): 29 clusters Score: Raw -86530149.035926 + Penalty 61565.128203 = -86468583.907723 nChanged 2301 Iteration 41Q (2545.553217 sec): 29 clusters Score: Raw -86530609.477467 + Penalty 61565.128203 = -86469044.349264 nChanged 2577 Iteration 42Q (2552.099971 sec): 29 clusters Score: Raw -86531049.360704 + Penalty 61565.128203 = -86469484.232501 nChanged 2595 Iteration 43Q (2558.759421 sec): 29 clusters Score: Raw -86531435.034192 + Penalty 61565.128203 = -86469869.905989 nChanged 2487 Iteration 44Q (2565.356121 sec): 29 clusters Score: Raw -86531778.126477 + Penalty 61565.128203 = -86470212.998275 nChanged 2417 Iteration 45Q (2571.761901 sec): 29 clusters Score: Raw -86532096.965039 + Penalty 61565.128203 = -86470531.836836 nChanged 2393 Iteration 46Q (2578.281756 sec): 29 clusters Score: Raw -86532402.090203 + Penalty 61565.128203 = -86470836.962000 nChanged 2370 Iteration 47Q (2584.820867 sec): 29 clusters Score: Raw -86532703.759559 + Penalty 61565.128203 = -86471138.631356 nChanged 2361 Iteration 48Q (2591.439426 sec): 29 clusters Score: Raw -86533013.318816 + Penalty 61565.128203 = -86471448.190613 nChanged 2397 Iteration 49Q (2597.805209 sec): 29 clusters Score: Raw -86533317.344473 + Penalty 61565.128203 = -86471752.216270 nChanged 2391 Iteration 50Q (2604.238506 sec): 29 clusters Score: Raw -86533617.704613 + Penalty 61565.128203 = -86472052.576410 nChanged 2320 Iteration 51Q (2610.744729 sec): 29 clusters Score: Raw -86533904.994650 + Penalty 61565.128203 = -86472339.866447 nChanged 2247 Iteration 52Q (2617.262522 sec): 29 clusters Score: Raw -86534161.667987 + Penalty 61565.128203 = -86472596.539784 nChanged 2150 Iteration 53Q (2623.587506 sec): 29 clusters Score: Raw -86534396.107012 + Penalty 61565.128203 = -86472830.978809 nChanged 2162 Iteration 54Q (2629.880802 sec): 29 clusters Score: Raw -86534633.073216 + Penalty 61565.128203 = -86473067.945013 nChanged 2092 Iteration 55Q (2636.510574 sec): 29 clusters Score: Raw -86534871.488254 + Penalty 61565.128203 = -86473306.360051 nChanged 2107 Iteration 56Q (2642.965711 sec): 29 clusters Score: Raw -86535114.817800 + Penalty 61565.128203 = -86473549.689597 nChanged 2044 Iteration 57Q (2649.685857 sec): 29 clusters Score: Raw -86535327.833983 + Penalty 61565.128203 = -86473762.705780 nChanged 2001 Iteration 58Q (2656.132445 sec): 29 clusters Score: Raw -86535550.491925 + Penalty 61565.128203 = -86473985.363722 nChanged 1985 Writing temp clu file Because OldScore, -86473762.705780, is greater than current (better) Score,-86473985.363722 Compute initial score before splitting: Score: Raw -86535550.491925 + Penalty 61565.128203 = -86473985.363722 Trying to split cluster 1 (36850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2656.348542 sec): 2 clusters Score: Raw -4381248.895534 + Penalty 1708.624271 = -4379540.271264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2656.456485 sec): 3 clusters Score: Raw -4358440.999208 + Penalty 3417.248542 = -4355023.750666 nChanged 17106 SP:Iteration 1F (2656.561460 sec): 3 clusters Score: Raw -4368095.645579 + Penalty 3417.248542 = -4364678.397037 nChanged 1843 SP:Iteration 2F (2656.666196 sec): 3 clusters Score: Raw -4368875.191659 + Penalty 3417.248542 = -4365457.943117 nChanged 2102 SP:Iteration 3F (2656.772671 sec): 3 clusters Score: Raw -4369981.211763 + Penalty 3417.248542 = -4366563.963221 nChanged 2495 SP:Iteration 4F (2656.877007 sec): 3 clusters Score: Raw -4371475.976417 + Penalty 3417.248542 = -4368058.727875 nChanged 2754 SP:Iteration 5F (2656.983082 sec): 3 clusters Score: Raw -4373364.531401 + Penalty 3417.248542 = -4369947.282859 nChanged 2745 SP:Iteration 6F (2657.095688 sec): 3 clusters Score: Raw -4375446.675952 + Penalty 3417.248542 = -4372029.427410 nChanged 2330 SP:Iteration 7F (2657.204216 sec): 3 clusters Score: Raw -4377411.491405 + Penalty 3417.248542 = -4373994.242863 nChanged 1745 SP:Iteration 8Q (2657.318948 sec): 3 clusters Score: Raw -4378911.676475 + Penalty 3417.248542 = -4375494.427934 nChanged 1322 SP:Iteration 9Q (2657.433577 sec): 3 clusters Score: Raw -4379995.535416 + Penalty 3417.248542 = -4376578.286874 nChanged 955 SP:Iteration 10Q (2657.546587 sec): 3 clusters Score: Raw -4380718.909606 + Penalty 3417.248542 = -4377301.661064 nChanged 714 SP:Iteration 11Q (2657.664206 sec): 3 clusters Score: Raw -4381176.591898 + Penalty 3417.248542 = -4377759.343356 nChanged 511 SP:Iteration 12Q (2657.760131 sec): 3 clusters Score: Raw -4381464.870973 + Penalty 3417.248542 = -4378047.622431 nChanged 388 SP:Iteration 13Q (2657.852461 sec): 3 clusters Score: Raw -4381649.789414 + Penalty 3417.248542 = -4378232.540872 nChanged 332 SP:Iteration 14Q (2657.955252 sec): 3 clusters Score: Raw -4381788.934241 + Penalty 3417.248542 = -4378371.685699 nChanged 279 SP:Iteration 15Q (2658.054314 sec): 3 clusters Score: Raw -4381906.638951 + Penalty 3417.248542 = -4378489.390410 nChanged 252 SP:Iteration 16Q (2658.149004 sec): 3 clusters Score: Raw -4382013.932867 + Penalty 3417.248542 = -4378596.684326 nChanged 220 SP:Iteration 17Q (2658.243316 sec): 3 clusters Score: Raw -4382102.425231 + Penalty 3417.248542 = -4378685.176689 nChanged 189 SP:Iteration 18Q (2658.363410 sec): 3 clusters Score: Raw -4382175.552314 + Penalty 3417.248542 = -4378758.303772 nChanged 157 SP:Iteration 19Q (2658.482560 sec): 3 clusters Score: Raw -4382234.636466 + Penalty 3417.248542 = -4378817.387924 nChanged 145 SP:Iteration 20F (2658.576738 sec): 3 clusters Score: Raw -4382290.644492 + Penalty 3417.248542 = -4378873.395951 nChanged 126 SP:Iteration 21Q (2658.670340 sec): 3 clusters Score: Raw -4382331.784890 + Penalty 3417.248542 = -4378914.536348 nChanged 133 SP:Iteration 22Q (2658.757084 sec): 3 clusters Score: Raw -4382372.517434 + Penalty 3417.248542 = -4378955.268892 nChanged 102 SP:Iteration 23Q (2658.837075 sec): 3 clusters Score: Raw -4382404.093267 + Penalty 3417.248542 = -4378986.844725 nChanged 86 SP:Iteration 24Q (2658.910071 sec): 3 clusters Score: Raw -4382424.666859 + Penalty 3417.248542 = -4379007.418317 nChanged 62 SP:Iteration 25Q (2658.990486 sec): 3 clusters Score: Raw -4382439.386165 + Penalty 3417.248542 = -4379022.137623 nChanged 68 SP:Iteration 26Q (2659.070112 sec): 3 clusters Score: Raw -4382454.601118 + Penalty 3417.248542 = -4379037.352576 nChanged 70 SP:Iteration 27Q (2659.144180 sec): 3 clusters Score: Raw -4382469.039539 + Penalty 3417.248542 = -4379051.790997 nChanged 58 SP:Iteration 28Q (2659.231860 sec): 3 clusters Score: Raw -4382480.569815 + Penalty 3417.248542 = -4379063.321273 nChanged 57 SP:Iteration 29Q (2659.319179 sec): 3 clusters Score: Raw -4382490.780941 + Penalty 3417.248542 = -4379073.532399 nChanged 59 SP:Iteration 30Q (2659.415223 sec): 3 clusters Score: Raw -4382503.292271 + Penalty 3417.248542 = -4379086.043729 nChanged 53 SP:Iteration 31Q (2659.509138 sec): 3 clusters Score: Raw -4382512.011459 + Penalty 3417.248542 = -4379094.762918 nChanged 28 SP:Iteration 32Q (2659.607248 sec): 3 clusters Score: Raw -4382515.555602 + Penalty 3417.248542 = -4379098.307061 nChanged 19 SP:Iteration 33Q (2659.704187 sec): 3 clusters Score: Raw -4382518.775138 + Penalty 3417.248542 = -4379101.526596 nChanged 23 SP:Iteration 34Q (2659.799699 sec): 3 clusters Score: Raw -4382523.190115 + Penalty 3417.248542 = -4379105.941573 nChanged 12 SP:Iteration 35Q (2659.888569 sec): 3 clusters Score: Raw -4382524.689545 + Penalty 3417.248542 = -4379107.441003 nChanged 9 SP:Iteration 36Q (2659.982078 sec): 3 clusters Score: Raw -4382525.659626 + Penalty 3417.248542 = -4379108.411084 nChanged 11 SP:Iteration 37Q (2660.058818 sec): 3 clusters Score: Raw -4382526.934961 + Penalty 3417.248542 = -4379109.686419 nChanged 8 SP:Iteration 38Q (2660.139039 sec): 3 clusters Score: Raw -4382527.643609 + Penalty 3417.248542 = -4379110.395067 nChanged 9 SP:Iteration 39Q (2660.226725 sec): 3 clusters Score: Raw -4382528.526459 + Penalty 3417.248542 = -4379111.277917 nChanged 5 SP:Iteration 40F (2660.332253 sec): 3 clusters Score: Raw -4382528.973948 + Penalty 3417.248542 = -4379111.725406 nChanged 2 SP:Iteration 41Q (2660.438273 sec): 3 clusters Score: Raw -4382529.107202 + Penalty 3417.248542 = -4379111.858661 nChanged 2 SP:Iteration 42Q (2660.530460 sec): 3 clusters Score: Raw -4382529.279496 + Penalty 3417.248542 = -4379112.030955 nChanged 1 SP:Iteration 43Q (2660.624605 sec): 3 clusters Score: Raw -4382529.365721 + Penalty 3417.248542 = -4379112.117179 nChanged 2 SP:Iteration 44Q (2660.712727 sec): 3 clusters Score: Raw -4382529.549958 + Penalty 3417.248542 = -4379112.301417 nChanged 3 SP:Iteration 45Q (2660.804980 sec): 3 clusters Score: Raw -4382529.794422 + Penalty 3417.248542 = -4379112.545880 nChanged 2 SP:Iteration 46Q (2660.892686 sec): 3 clusters Score: Raw -4382529.996136 + Penalty 3417.248542 = -4379112.747595 nChanged 2 SP:Iteration 47Q (2660.990217 sec): 3 clusters Score: Raw -4382530.156255 + Penalty 3417.248542 = -4379112.907713 nChanged 0 SP:Iteration 48F (2661.096160 sec): 3 clusters Score: Raw -4382530.156255 + Penalty 3417.248542 = -4379112.907713 nChanged 0 Trying to split cluster 2 (9991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2661.133826 sec): 2 clusters Score: Raw -1150378.086638 + Penalty 1496.533995 = -1148881.552644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2661.178496 sec): 3 clusters Score: Raw -1144735.571926 + Penalty 2993.067989 = -1141742.503937 nChanged 4350 SP:Iteration 1F (2661.235492 sec): 3 clusters Score: Raw -1147088.450365 + Penalty 2993.067989 = -1144095.382375 nChanged 603 SP:Iteration 2F (2661.287857 sec): 3 clusters Score: Raw -1147362.072706 + Penalty 2993.067989 = -1144369.004717 nChanged 512 SP:Iteration 3F (2661.355270 sec): 3 clusters Score: Raw -1147576.599161 + Penalty 2993.067989 = -1144583.531171 nChanged 453 SP:Iteration 4Q (2661.404621 sec): 3 clusters Score: Raw -1147779.945522 + Penalty 2993.067989 = -1144786.877533 nChanged 458 SP:Iteration 5Q (2661.462627 sec): 3 clusters Score: Raw -1148004.430343 + Penalty 2993.067989 = -1145011.362354 nChanged 446 SP:Iteration 6Q (2661.525277 sec): 3 clusters Score: Raw -1148239.450835 + Penalty 2993.067989 = -1145246.382845 nChanged 444 SP:Iteration 7Q (2661.594185 sec): 3 clusters Score: Raw -1148470.909463 + Penalty 2993.067989 = -1145477.841474 nChanged 432 SP:Iteration 8Q (2661.630799 sec): 3 clusters Score: Raw -1148746.679379 + Penalty 2993.067989 = -1145753.611390 nChanged 443 SP:Iteration 9Q (2661.679753 sec): 3 clusters Score: Raw -1149055.356044 + Penalty 2993.067989 = -1146062.288055 nChanged 438 SP:Iteration 10Q (2661.735192 sec): 3 clusters Score: Raw -1149385.294163 + Penalty 2993.067989 = -1146392.226173 nChanged 383 SP:Iteration 11Q (2661.783963 sec): 3 clusters Score: Raw -1149691.786798 + Penalty 2993.067989 = -1146698.718809 nChanged 319 SP:Iteration 12Q (2661.825888 sec): 3 clusters Score: Raw -1149963.068741 + Penalty 2993.067989 = -1146970.000752 nChanged 227 SP:Iteration 13Q (2661.881136 sec): 3 clusters Score: Raw -1150151.436882 + Penalty 2993.067989 = -1147158.368892 nChanged 187 SP:Iteration 14Q (2661.933488 sec): 3 clusters Score: Raw -1150309.778249 + Penalty 2993.067989 = -1147316.710260 nChanged 158 SP:Iteration 15Q (2661.972504 sec): 3 clusters Score: Raw -1150422.144000 + Penalty 2993.067989 = -1147429.076010 nChanged 101 SP:Iteration 16Q (2662.030320 sec): 3 clusters Score: Raw -1150498.004483 + Penalty 2993.067989 = -1147504.936494 nChanged 88 SP:Iteration 17Q (2662.069037 sec): 3 clusters Score: Raw -1150563.720099 + Penalty 2993.067989 = -1147570.652110 nChanged 51 SP:Iteration 18Q (2662.120534 sec): 3 clusters Score: Raw -1150596.518388 + Penalty 2993.067989 = -1147603.450399 nChanged 34 SP:Iteration 19Q (2662.158321 sec): 3 clusters Score: Raw -1150614.987578 + Penalty 2993.067989 = -1147621.919589 nChanged 30 SP:Iteration 20F (2662.219117 sec): 3 clusters Score: Raw -1150632.360737 + Penalty 2993.067989 = -1147639.292748 nChanged 21 SP:Iteration 21Q (2662.266024 sec): 3 clusters Score: Raw -1150644.538022 + Penalty 2993.067989 = -1147651.470033 nChanged 8 SP:Iteration 22Q (2662.331524 sec): 3 clusters Score: Raw -1150648.754180 + Penalty 2993.067989 = -1147655.686191 nChanged 15 SP:Iteration 23Q (2662.381579 sec): 3 clusters Score: Raw -1150656.587562 + Penalty 2993.067989 = -1147663.519573 nChanged 10 SP:Iteration 24Q (2662.444724 sec): 3 clusters Score: Raw -1150660.357354 + Penalty 2993.067989 = -1147667.289365 nChanged 5 SP:Iteration 25Q (2662.513561 sec): 3 clusters Score: Raw -1150663.885210 + Penalty 2993.067989 = -1147670.817221 nChanged 4 SP:Iteration 26Q (2662.561785 sec): 3 clusters Score: Raw -1150667.761273 + Penalty 2993.067989 = -1147674.693284 nChanged 7 SP:Iteration 27Q (2662.617544 sec): 3 clusters Score: Raw -1150670.453972 + Penalty 2993.067989 = -1147677.385982 nChanged 6 SP:Iteration 28Q (2662.671248 sec): 3 clusters Score: Raw -1150673.794633 + Penalty 2993.067989 = -1147680.726644 nChanged 4 SP:Iteration 29Q (2662.714683 sec): 3 clusters Score: Raw -1150675.663195 + Penalty 2993.067989 = -1147682.595206 nChanged 1 SP:Iteration 30Q (2662.767136 sec): 3 clusters Score: Raw -1150676.919359 + Penalty 2993.067989 = -1147683.851370 nChanged 2 SP:Iteration 31Q (2662.823822 sec): 3 clusters Score: Raw -1150678.587100 + Penalty 2993.067989 = -1147685.519111 nChanged 6 SP:Iteration 32Q (2662.886146 sec): 3 clusters Score: Raw -1150682.355347 + Penalty 2993.067989 = -1147689.287358 nChanged 4 SP:Iteration 33Q (2662.933857 sec): 3 clusters Score: Raw -1150684.793555 + Penalty 2993.067989 = -1147691.725566 nChanged 3 SP:Iteration 34Q (2662.991785 sec): 3 clusters Score: Raw -1150687.277540 + Penalty 2993.067989 = -1147694.209551 nChanged 10 SP:Iteration 35Q (2663.055295 sec): 3 clusters Score: Raw -1150694.104940 + Penalty 2993.067989 = -1147701.036951 nChanged 5 SP:Iteration 36Q (2663.115283 sec): 3 clusters Score: Raw -1150696.323331 + Penalty 2993.067989 = -1147703.255342 nChanged 4 SP:Iteration 37Q (2663.178508 sec): 3 clusters Score: Raw -1150698.339854 + Penalty 2993.067989 = -1147705.271865 nChanged 1 SP:Iteration 38Q (2663.240620 sec): 3 clusters Score: Raw -1150698.561755 + Penalty 2993.067989 = -1147705.493765 nChanged 1 SP:Iteration 39Q (2663.303252 sec): 3 clusters Score: Raw -1150699.357784 + Penalty 2993.067989 = -1147706.289794 nChanged 2 SP:Iteration 40F (2663.377381 sec): 3 clusters Score: Raw -1150700.575520 + Penalty 2993.067989 = -1147707.507531 nChanged 2 SP:Iteration 41Q (2663.424492 sec): 3 clusters Score: Raw -1150701.570336 + Penalty 2993.067989 = -1147708.502347 nChanged 0 SP:Iteration 42F (2663.481076 sec): 3 clusters Score: Raw -1150701.570336 + Penalty 2993.067989 = -1147708.502347 nChanged 0 Trying to split cluster 3 (17513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2663.530618 sec): 2 clusters Score: Raw -2051739.400553 + Penalty 1587.738545 = -2050151.662008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2663.583620 sec): 3 clusters Score: Raw -2041339.610569 + Penalty 3175.477091 = -2038164.133478 nChanged 7777 SP:Iteration 1F (2663.651326 sec): 3 clusters Score: Raw -2045632.507729 + Penalty 3175.477091 = -2042457.030638 nChanged 944 SP:Iteration 2F (2663.727766 sec): 3 clusters Score: Raw -2046051.738742 + Penalty 3175.477091 = -2042876.261651 nChanged 922 SP:Iteration 3F (2663.794664 sec): 3 clusters Score: Raw -2046478.157412 + Penalty 3175.477091 = -2043302.680321 nChanged 900 SP:Iteration 4F (2663.866457 sec): 3 clusters Score: Raw -2046941.495883 + Penalty 3175.477091 = -2043766.018792 nChanged 910 SP:Iteration 5F (2663.945478 sec): 3 clusters Score: Raw -2047411.247132 + Penalty 3175.477091 = -2044235.770041 nChanged 910 SP:Iteration 6F (2664.012802 sec): 3 clusters Score: Raw -2047870.372990 + Penalty 3175.477091 = -2044694.895899 nChanged 869 SP:Iteration 7Q (2664.092890 sec): 3 clusters Score: Raw -2048322.214491 + Penalty 3175.477091 = -2045146.737400 nChanged 843 SP:Iteration 8Q (2664.187112 sec): 3 clusters Score: Raw -2048769.623969 + Penalty 3175.477091 = -2045594.146878 nChanged 768 SP:Iteration 9Q (2664.264006 sec): 3 clusters Score: Raw -2049184.800382 + Penalty 3175.477091 = -2046009.323291 nChanged 729 SP:Iteration 10Q (2664.340471 sec): 3 clusters Score: Raw -2049577.377812 + Penalty 3175.477091 = -2046401.900721 nChanged 648 SP:Iteration 11Q (2664.421395 sec): 3 clusters Score: Raw -2049932.337175 + Penalty 3175.477091 = -2046756.860084 nChanged 603 SP:Iteration 12Q (2664.493208 sec): 3 clusters Score: Raw -2050299.442346 + Penalty 3175.477091 = -2047123.965255 nChanged 501 SP:Iteration 13Q (2664.573989 sec): 3 clusters Score: Raw -2050617.055724 + Penalty 3175.477091 = -2047441.578633 nChanged 437 SP:Iteration 14Q (2664.656907 sec): 3 clusters Score: Raw -2050850.783841 + Penalty 3175.477091 = -2047675.306750 nChanged 403 SP:Iteration 15Q (2664.725044 sec): 3 clusters Score: Raw -2051052.964343 + Penalty 3175.477091 = -2047877.487252 nChanged 338 SP:Iteration 16Q (2664.795840 sec): 3 clusters Score: Raw -2051214.339544 + Penalty 3175.477091 = -2048038.862453 nChanged 279 SP:Iteration 17Q (2664.874785 sec): 3 clusters Score: Raw -2051345.501605 + Penalty 3175.477091 = -2048170.024514 nChanged 245 SP:Iteration 18Q (2664.955176 sec): 3 clusters Score: Raw -2051453.728178 + Penalty 3175.477091 = -2048278.251087 nChanged 205 SP:Iteration 19Q (2665.035192 sec): 3 clusters Score: Raw -2051534.400845 + Penalty 3175.477091 = -2048358.923754 nChanged 194 SP:Iteration 20F (2665.121049 sec): 3 clusters Score: Raw -2051609.824466 + Penalty 3175.477091 = -2048434.347375 nChanged 159 SP:Iteration 21Q (2665.192801 sec): 3 clusters Score: Raw -2051671.093031 + Penalty 3175.477091 = -2048495.615940 nChanged 147 SP:Iteration 22Q (2665.265413 sec): 3 clusters Score: Raw -2051731.006292 + Penalty 3175.477091 = -2048555.529201 nChanged 142 SP:Iteration 23Q (2665.325065 sec): 3 clusters Score: Raw -2051788.592989 + Penalty 3175.477091 = -2048613.115898 nChanged 126 SP:Iteration 24Q (2665.382465 sec): 3 clusters Score: Raw -2051836.764750 + Penalty 3175.477091 = -2048661.287659 nChanged 111 SP:Iteration 25Q (2665.457387 sec): 3 clusters Score: Raw -2051881.017686 + Penalty 3175.477091 = -2048705.540595 nChanged 95 SP:Iteration 26Q (2665.515295 sec): 3 clusters Score: Raw -2051911.916125 + Penalty 3175.477091 = -2048736.439035 nChanged 67 SP:Iteration 27Q (2665.572181 sec): 3 clusters Score: Raw -2051932.992865 + Penalty 3175.477091 = -2048757.515774 nChanged 64 SP:Iteration 28Q (2665.631900 sec): 3 clusters Score: Raw -2051954.186689 + Penalty 3175.477091 = -2048778.709598 nChanged 58 SP:Iteration 29Q (2665.694557 sec): 3 clusters Score: Raw -2051973.985340 + Penalty 3175.477091 = -2048798.508249 nChanged 55 SP:Iteration 30Q (2665.753999 sec): 3 clusters Score: Raw -2051991.881239 + Penalty 3175.477091 = -2048816.404148 nChanged 44 SP:Iteration 31Q (2665.814706 sec): 3 clusters Score: Raw -2052004.859731 + Penalty 3175.477091 = -2048829.382640 nChanged 42 SP:Iteration 32Q (2665.872559 sec): 3 clusters Score: Raw -2052016.898829 + Penalty 3175.477091 = -2048841.421739 nChanged 49 SP:Iteration 33Q (2665.929921 sec): 3 clusters Score: Raw -2052031.564843 + Penalty 3175.477091 = -2048856.087753 nChanged 30 SP:Iteration 34Q (2665.987387 sec): 3 clusters Score: Raw -2052039.970046 + Penalty 3175.477091 = -2048864.492955 nChanged 32 SP:Iteration 35Q (2666.044773 sec): 3 clusters Score: Raw -2052046.759682 + Penalty 3175.477091 = -2048871.282591 nChanged 29 SP:Iteration 36Q (2666.106553 sec): 3 clusters Score: Raw -2052053.986407 + Penalty 3175.477091 = -2048878.509316 nChanged 34 SP:Iteration 37Q (2666.156290 sec): 3 clusters Score: Raw -2052065.381943 + Penalty 3175.477091 = -2048889.904852 nChanged 35 SP:Iteration 38Q (2666.217577 sec): 3 clusters Score: Raw -2052077.213238 + Penalty 3175.477091 = -2048901.736147 nChanged 32 SP:Iteration 39Q (2666.275275 sec): 3 clusters Score: Raw -2052088.796938 + Penalty 3175.477091 = -2048913.319847 nChanged 35 SP:Iteration 40F (2666.336954 sec): 3 clusters Score: Raw -2052102.273961 + Penalty 3175.477091 = -2048926.796870 nChanged 25 SP:Iteration 41Q (2666.394330 sec): 3 clusters Score: Raw -2052110.593577 + Penalty 3175.477091 = -2048935.116486 nChanged 24 SP:Iteration 42Q (2666.468360 sec): 3 clusters Score: Raw -2052120.220930 + Penalty 3175.477091 = -2048944.743840 nChanged 22 SP:Iteration 43Q (2666.533532 sec): 3 clusters Score: Raw -2052129.910624 + Penalty 3175.477091 = -2048954.433533 nChanged 23 SP:Iteration 44Q (2666.599253 sec): 3 clusters Score: Raw -2052138.078298 + Penalty 3175.477091 = -2048962.601207 nChanged 27 SP:Iteration 45Q (2666.666299 sec): 3 clusters Score: Raw -2052149.283242 + Penalty 3175.477091 = -2048973.806151 nChanged 25 SP:Iteration 46Q (2666.730752 sec): 3 clusters Score: Raw -2052159.241328 + Penalty 3175.477091 = -2048983.764237 nChanged 14 SP:Iteration 47Q (2666.781988 sec): 3 clusters Score: Raw -2052166.115927 + Penalty 3175.477091 = -2048990.638836 nChanged 11 SP:Iteration 48Q (2666.848551 sec): 3 clusters Score: Raw -2052169.832704 + Penalty 3175.477091 = -2048994.355613 nChanged 7 SP:Iteration 49Q (2666.904523 sec): 3 clusters Score: Raw -2052172.226249 + Penalty 3175.477091 = -2048996.749158 nChanged 3 SP:Iteration 50Q (2666.970062 sec): 3 clusters Score: Raw -2052173.737100 + Penalty 3175.477091 = -2048998.260009 nChanged 4 SP:Iteration 51Q (2667.042751 sec): 3 clusters Score: Raw -2052174.956472 + Penalty 3175.477091 = -2048999.479381 nChanged 5 SP:Iteration 52Q (2667.109429 sec): 3 clusters Score: Raw -2052177.142842 + Penalty 3175.477091 = -2049001.665751 nChanged 6 SP:Iteration 53Q (2667.182016 sec): 3 clusters Score: Raw -2052180.724175 + Penalty 3175.477091 = -2049005.247084 nChanged 1 SP:Iteration 54Q (2667.254871 sec): 3 clusters Score: Raw -2052181.192893 + Penalty 3175.477091 = -2049005.715802 nChanged 3 SP:Iteration 55Q (2667.327790 sec): 3 clusters Score: Raw -2052182.022096 + Penalty 3175.477091 = -2049006.545005 nChanged 3 SP:Iteration 56Q (2667.392921 sec): 3 clusters Score: Raw -2052183.168279 + Penalty 3175.477091 = -2049007.691188 nChanged 2 SP:Iteration 57Q (2667.465608 sec): 3 clusters Score: Raw -2052184.243345 + Penalty 3175.477091 = -2049008.766254 nChanged 1 SP:Iteration 58Q (2667.530160 sec): 3 clusters Score: Raw -2052184.829857 + Penalty 3175.477091 = -2049009.352766 nChanged 1 SP:Iteration 59Q (2667.595296 sec): 3 clusters Score: Raw -2052185.200799 + Penalty 3175.477091 = -2049009.723708 nChanged 0 SP:Iteration 60F (2667.673214 sec): 3 clusters Score: Raw -2052185.200799 + Penalty 3175.477091 = -2049009.723708 nChanged 0 Trying to split cluster 4 (205831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2667.947778 sec): 2 clusters Score: Raw -24454868.032761 + Penalty 1988.156742 = -24452879.876019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2668.324445 sec): 3 clusters Score: Raw -24318389.615190 + Penalty 3976.313485 = -24314413.301705 nChanged 99498 SP:Iteration 1F (2668.705144 sec): 3 clusters Score: Raw -24377225.768957 + Penalty 3976.313485 = -24373249.455472 nChanged 6690 SP:Iteration 2Q (2669.105081 sec): 3 clusters Score: Raw -24378931.927350 + Penalty 3976.313485 = -24374955.613865 nChanged 7581 SP:Iteration 3Q (2669.495950 sec): 3 clusters Score: Raw -24381534.158696 + Penalty 3976.313485 = -24377557.845211 nChanged 9199 SP:Iteration 4Q (2669.879618 sec): 3 clusters Score: Raw -24385839.229989 + Penalty 3976.313485 = -24381862.916504 nChanged 11434 SP:Iteration 5F (2670.235491 sec): 3 clusters Score: Raw -24393027.602131 + Penalty 3976.313485 = -24389051.288646 nChanged 13594 SP:Iteration 6F (2670.587594 sec): 3 clusters Score: Raw -24403679.587073 + Penalty 3976.313485 = -24399703.273588 nChanged 14391 SP:Iteration 7F (2670.941600 sec): 3 clusters Score: Raw -24416222.407479 + Penalty 3976.313485 = -24412246.093994 nChanged 12958 SP:Iteration 8F (2671.290586 sec): 3 clusters Score: Raw -24427104.253096 + Penalty 3976.313485 = -24423127.939611 nChanged 10345 SP:Iteration 9F (2671.634756 sec): 3 clusters Score: Raw -24434517.291469 + Penalty 3976.313485 = -24430540.977984 nChanged 7623 SP:Iteration 10Q (2671.989004 sec): 3 clusters Score: Raw -24439018.285192 + Penalty 3976.313485 = -24435041.971707 nChanged 5445 SP:Iteration 11Q (2672.344528 sec): 3 clusters Score: Raw -24441896.382871 + Penalty 3976.313485 = -24437920.069386 nChanged 4306 SP:Iteration 12Q (2672.687774 sec): 3 clusters Score: Raw -24444146.030089 + Penalty 3976.313485 = -24440169.716604 nChanged 3741 SP:Iteration 13Q (2673.030440 sec): 3 clusters Score: Raw -24446170.051575 + Penalty 3976.313485 = -24442193.738090 nChanged 3247 SP:Iteration 14Q (2673.365003 sec): 3 clusters Score: Raw -24448020.311562 + Penalty 3976.313485 = -24444043.998077 nChanged 2852 SP:Iteration 15Q (2673.689005 sec): 3 clusters Score: Raw -24449756.762301 + Penalty 3976.313485 = -24445780.448816 nChanged 2534 SP:Iteration 16Q (2674.010487 sec): 3 clusters Score: Raw -24451366.433316 + Penalty 3976.313485 = -24447390.119831 nChanged 2072 SP:Iteration 17Q (2674.327254 sec): 3 clusters Score: Raw -24452570.346108 + Penalty 3976.313485 = -24448594.032623 nChanged 1716 SP:Iteration 18Q (2674.641312 sec): 3 clusters Score: Raw -24453415.059288 + Penalty 3976.313485 = -24449438.745804 nChanged 1417 SP:Iteration 19Q (2674.946126 sec): 3 clusters Score: Raw -24454005.933335 + Penalty 3976.313485 = -24450029.619850 nChanged 1177 SP:Iteration 20F (2675.294499 sec): 3 clusters Score: Raw -24454408.078898 + Penalty 3976.313485 = -24450431.765413 nChanged 943 SP:Iteration 21Q (2675.617778 sec): 3 clusters Score: Raw -24454661.444969 + Penalty 3976.313485 = -24450685.131484 nChanged 771 SP:Iteration 22Q (2675.950980 sec): 3 clusters Score: Raw -24454851.015342 + Penalty 3976.313485 = -24450874.701857 nChanged 687 SP:Iteration 23Q (2676.294668 sec): 3 clusters Score: Raw -24455014.462256 + Penalty 3976.313485 = -24451038.148771 nChanged 614 SP:Iteration 24Q (2676.714498 sec): 3 clusters Score: Raw -24455164.331621 + Penalty 3976.313485 = -24451188.018136 nChanged 561 SP:Iteration 25Q (2677.069545 sec): 3 clusters Score: Raw -24455291.111225 + Penalty 3976.313485 = -24451314.797740 nChanged 518 SP:Iteration 26Q (2677.387071 sec): 3 clusters Score: Raw -24455409.491015 + Penalty 3976.313485 = -24451433.177530 nChanged 429 SP:Iteration 27Q (2677.739357 sec): 3 clusters Score: Raw -24455505.731031 + Penalty 3976.313485 = -24451529.417546 nChanged 411 SP:Iteration 28Q (2678.106281 sec): 3 clusters Score: Raw -24455599.276038 + Penalty 3976.313485 = -24451622.962553 nChanged 395 SP:Iteration 29Q (2678.430956 sec): 3 clusters Score: Raw -24455686.848427 + Penalty 3976.313485 = -24451710.534942 nChanged 395 SP:Iteration 30Q (2678.806579 sec): 3 clusters Score: Raw -24455769.973993 + Penalty 3976.313485 = -24451793.660508 nChanged 370 SP:Iteration 31Q (2679.157399 sec): 3 clusters Score: Raw -24455857.470883 + Penalty 3976.313485 = -24451881.157398 nChanged 364 SP:Iteration 32Q (2679.490869 sec): 3 clusters Score: Raw -24455935.547803 + Penalty 3976.313485 = -24451959.234319 nChanged 338 SP:Iteration 33Q (2679.819351 sec): 3 clusters Score: Raw -24456003.177169 + Penalty 3976.313485 = -24452026.863684 nChanged 293 SP:Iteration 34Q (2680.169550 sec): 3 clusters Score: Raw -24456065.817160 + Penalty 3976.313485 = -24452089.503675 nChanged 296 SP:Iteration 35Q (2680.526801 sec): 3 clusters Score: Raw -24456127.575404 + Penalty 3976.313485 = -24452151.261919 nChanged 288 SP:Iteration 36Q (2680.834049 sec): 3 clusters Score: Raw -24456186.318789 + Penalty 3976.313485 = -24452210.005305 nChanged 261 SP:Iteration 37Q (2681.167331 sec): 3 clusters Score: Raw -24456241.065543 + Penalty 3976.313485 = -24452264.752058 nChanged 253 SP:Iteration 38Q (2681.485053 sec): 3 clusters Score: Raw -24456284.886386 + Penalty 3976.313485 = -24452308.572901 nChanged 213 SP:Iteration 39Q (2681.769287 sec): 3 clusters Score: Raw -24456313.540747 + Penalty 3976.313485 = -24452337.227262 nChanged 166 SP:Iteration 40F (2682.114560 sec): 3 clusters Score: Raw -24456340.012496 + Penalty 3976.313485 = -24452363.699011 nChanged 156 SP:Iteration 41Q (2682.449181 sec): 3 clusters Score: Raw -24456360.056692 + Penalty 3976.313485 = -24452383.743207 nChanged 138 SP:Iteration 42Q (2682.784511 sec): 3 clusters Score: Raw -24456375.408272 + Penalty 3976.313485 = -24452399.094787 nChanged 125 SP:Iteration 43Q (2683.119289 sec): 3 clusters Score: Raw -24456390.872456 + Penalty 3976.313485 = -24452414.558971 nChanged 127 SP:Iteration 44Q (2683.488191 sec): 3 clusters Score: Raw -24456407.615624 + Penalty 3976.313485 = -24452431.302139 nChanged 130 SP:Iteration 45Q (2683.843170 sec): 3 clusters Score: Raw -24456422.661944 + Penalty 3976.313485 = -24452446.348459 nChanged 110 SP:Iteration 46Q (2684.191971 sec): 3 clusters Score: Raw -24456435.003555 + Penalty 3976.313485 = -24452458.690070 nChanged 99 SP:Iteration 47Q (2684.499842 sec): 3 clusters Score: Raw -24456446.232418 + Penalty 3976.313485 = -24452469.918933 nChanged 87 SP:Iteration 48Q (2684.804796 sec): 3 clusters Score: Raw -24456456.555518 + Penalty 3976.313485 = -24452480.242034 nChanged 94 SP:Iteration 49Q (2685.105106 sec): 3 clusters Score: Raw -24456466.764414 + Penalty 3976.313485 = -24452490.450929 nChanged 84 SP:Iteration 50Q (2685.406346 sec): 3 clusters Score: Raw -24456476.698228 + Penalty 3976.313485 = -24452500.384743 nChanged 61 SP:Iteration 51Q (2685.703095 sec): 3 clusters Score: Raw -24456482.474408 + Penalty 3976.313485 = -24452506.160923 nChanged 62 SP:Iteration 52Q (2685.992079 sec): 3 clusters Score: Raw -24456488.476171 + Penalty 3976.313485 = -24452512.162686 nChanged 65 SP:Iteration 53Q (2686.282729 sec): 3 clusters Score: Raw -24456494.805990 + Penalty 3976.313485 = -24452518.492505 nChanged 54 SP:Iteration 54Q (2686.582906 sec): 3 clusters Score: Raw -24456500.115476 + Penalty 3976.313485 = -24452523.801991 nChanged 55 SP:Iteration 55Q (2686.896747 sec): 3 clusters Score: Raw -24456505.542781 + Penalty 3976.313485 = -24452529.229296 nChanged 51 SP:Iteration 56Q (2687.210138 sec): 3 clusters Score: Raw -24456509.723331 + Penalty 3976.313485 = -24452533.409846 nChanged 38 SP:Iteration 57Q (2687.518686 sec): 3 clusters Score: Raw -24456512.499564 + Penalty 3976.313485 = -24452536.186080 nChanged 31 SP:Iteration 58Q (2687.829038 sec): 3 clusters Score: Raw -24456514.707554 + Penalty 3976.313485 = -24452538.394069 nChanged 22 SP:Iteration 59Q (2688.130011 sec): 3 clusters Score: Raw -24456516.213582 + Penalty 3976.313485 = -24452539.900097 nChanged 20 SP:Iteration 60F (2688.471224 sec): 3 clusters Score: Raw -24456517.512356 + Penalty 3976.313485 = -24452541.198871 nChanged 24 SP:Iteration 61Q (2688.767102 sec): 3 clusters Score: Raw -24456519.047789 + Penalty 3976.313485 = -24452542.734304 nChanged 21 SP:Iteration 62Q (2689.066042 sec): 3 clusters Score: Raw -24456520.373254 + Penalty 3976.313485 = -24452544.059769 nChanged 18 SP:Iteration 63Q (2689.364110 sec): 3 clusters Score: Raw -24456521.497342 + Penalty 3976.313485 = -24452545.183857 nChanged 20 SP:Iteration 64Q (2689.661068 sec): 3 clusters Score: Raw -24456522.946478 + Penalty 3976.313485 = -24452546.632993 nChanged 17 SP:Iteration 65Q (2689.955481 sec): 3 clusters Score: Raw -24456524.292350 + Penalty 3976.313485 = -24452547.978865 nChanged 15 SP:Iteration 66Q (2690.270312 sec): 3 clusters Score: Raw -24456525.216050 + Penalty 3976.313485 = -24452548.902565 nChanged 12 SP:Iteration 67Q (2690.589566 sec): 3 clusters Score: Raw -24456525.723273 + Penalty 3976.313485 = -24452549.409788 nChanged 13 SP:Iteration 68Q (2690.920988 sec): 3 clusters Score: Raw -24456526.551712 + Penalty 3976.313485 = -24452550.238227 nChanged 12 SP:Iteration 69Q (2691.277170 sec): 3 clusters Score: Raw -24456527.402503 + Penalty 3976.313485 = -24452551.089018 nChanged 16 SP:Iteration 70Q (2691.615783 sec): 3 clusters Score: Raw -24456528.468971 + Penalty 3976.313485 = -24452552.155486 nChanged 6 SP:Iteration 71Q (2691.935641 sec): 3 clusters Score: Raw -24456528.886579 + Penalty 3976.313485 = -24452552.573094 nChanged 10 SP:Iteration 72Q (2692.242579 sec): 3 clusters Score: Raw -24456529.488727 + Penalty 3976.313485 = -24452553.175242 nChanged 11 SP:Iteration 73Q (2692.546718 sec): 3 clusters Score: Raw -24456530.208836 + Penalty 3976.313485 = -24452553.895351 nChanged 12 SP:Iteration 74Q (2692.855877 sec): 3 clusters Score: Raw -24456530.976809 + Penalty 3976.313485 = -24452554.663324 nChanged 15 SP:Iteration 75Q (2693.222733 sec): 3 clusters Score: Raw -24456532.085675 + Penalty 3976.313485 = -24452555.772190 nChanged 11 SP:Iteration 76Q (2693.523873 sec): 3 clusters Score: Raw -24456532.757916 + Penalty 3976.313485 = -24452556.444431 nChanged 12 SP:Iteration 77Q (2693.821772 sec): 3 clusters Score: Raw -24456533.408190 + Penalty 3976.313485 = -24452557.094705 nChanged 8 SP:Iteration 78Q (2694.122626 sec): 3 clusters Score: Raw -24456533.948390 + Penalty 3976.313485 = -24452557.634905 nChanged 9 SP:Iteration 79Q (2694.423650 sec): 3 clusters Score: Raw -24456534.606083 + Penalty 3976.313485 = -24452558.292598 nChanged 14 SP:Iteration 80F (2694.812256 sec): 3 clusters Score: Raw -24456535.569738 + Penalty 3976.313485 = -24452559.256253 nChanged 14 SP:Iteration 81Q (2695.160711 sec): 3 clusters Score: Raw -24456536.522310 + Penalty 3976.313485 = -24452560.208825 nChanged 8 SP:Iteration 82Q (2695.494488 sec): 3 clusters Score: Raw -24456537.021188 + Penalty 3976.313485 = -24452560.707703 nChanged 5 SP:Iteration 83Q (2695.847369 sec): 3 clusters Score: Raw -24456537.246567 + Penalty 3976.313485 = -24452560.933082 nChanged 4 SP:Iteration 84Q (2696.173850 sec): 3 clusters Score: Raw -24456537.467203 + Penalty 3976.313485 = -24452561.153719 nChanged 2 SP:Iteration 85Q (2696.468631 sec): 3 clusters Score: Raw -24456537.524797 + Penalty 3976.313485 = -24452561.211312 nChanged 2 SP:Iteration 86Q (2696.758883 sec): 3 clusters Score: Raw -24456537.621161 + Penalty 3976.313485 = -24452561.307677 nChanged 2 SP:Iteration 87Q (2697.060135 sec): 3 clusters Score: Raw -24456537.697556 + Penalty 3976.313485 = -24452561.384071 nChanged 2 SP:Iteration 88Q (2697.351578 sec): 3 clusters Score: Raw -24456537.775225 + Penalty 3976.313485 = -24452561.461740 nChanged 0 SP:Iteration 89F (2697.734187 sec): 3 clusters Score: Raw -24456537.775225 + Penalty 3976.313485 = -24452561.461740 nChanged 0 Trying to split cluster 5 (6636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2697.783838 sec): 2 clusters Score: Raw -768965.418385 + Penalty 1430.043006 = -767535.375379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2697.853981 sec): 3 clusters Score: Raw -765392.883728 + Penalty 2860.086012 = -762532.797716 nChanged 2710 SP:Iteration 1F (2697.914454 sec): 3 clusters Score: Raw -766916.073253 + Penalty 2860.086012 = -764055.987241 nChanged 482 SP:Iteration 2F (2697.974646 sec): 3 clusters Score: Raw -767217.434148 + Penalty 2860.086012 = -764357.348136 nChanged 453 SP:Iteration 3F (2698.035074 sec): 3 clusters Score: Raw -767558.966186 + Penalty 2860.086012 = -764698.880175 nChanged 448 SP:Iteration 4F (2698.087265 sec): 3 clusters Score: Raw -767955.094202 + Penalty 2860.086012 = -765095.008190 nChanged 445 SP:Iteration 5F (2698.147931 sec): 3 clusters Score: Raw -768340.295442 + Penalty 2860.086012 = -765480.209431 nChanged 411 SP:Iteration 6F (2698.199748 sec): 3 clusters Score: Raw -768679.939668 + Penalty 2860.086012 = -765819.853656 nChanged 367 SP:Iteration 7F (2698.262032 sec): 3 clusters Score: Raw -769041.114922 + Penalty 2860.086012 = -766181.028910 nChanged 319 SP:Iteration 8Q (2698.313973 sec): 3 clusters Score: Raw -769380.105450 + Penalty 2860.086012 = -766520.019439 nChanged 290 SP:Iteration 9Q (2698.358958 sec): 3 clusters Score: Raw -769682.013460 + Penalty 2860.086012 = -766821.927448 nChanged 204 SP:Iteration 10Q (2698.421465 sec): 3 clusters Score: Raw -769872.150730 + Penalty 2860.086012 = -767012.064718 nChanged 171 SP:Iteration 11Q (2698.486302 sec): 3 clusters Score: Raw -770015.410560 + Penalty 2860.086012 = -767155.324549 nChanged 114 SP:Iteration 12Q (2698.539001 sec): 3 clusters Score: Raw -770085.325088 + Penalty 2860.086012 = -767225.239077 nChanged 78 SP:Iteration 13Q (2698.591577 sec): 3 clusters Score: Raw -770138.753322 + Penalty 2860.086012 = -767278.667310 nChanged 68 SP:Iteration 14Q (2698.645629 sec): 3 clusters Score: Raw -770174.644798 + Penalty 2860.086012 = -767314.558787 nChanged 55 SP:Iteration 15Q (2698.707993 sec): 3 clusters Score: Raw -770209.190792 + Penalty 2860.086012 = -767349.104780 nChanged 52 SP:Iteration 16Q (2698.770094 sec): 3 clusters Score: Raw -770236.303887 + Penalty 2860.086012 = -767376.217875 nChanged 38 SP:Iteration 17Q (2698.824107 sec): 3 clusters Score: Raw -770253.451739 + Penalty 2860.086012 = -767393.365727 nChanged 31 SP:Iteration 18Q (2698.876544 sec): 3 clusters Score: Raw -770267.051237 + Penalty 2860.086012 = -767406.965225 nChanged 25 SP:Iteration 19Q (2698.928477 sec): 3 clusters Score: Raw -770274.026613 + Penalty 2860.086012 = -767413.940602 nChanged 14 SP:Iteration 20F (2698.988892 sec): 3 clusters Score: Raw -770278.567076 + Penalty 2860.086012 = -767418.481064 nChanged 11 SP:Iteration 21Q (2699.031163 sec): 3 clusters Score: Raw -770283.746424 + Penalty 2860.086012 = -767423.660413 nChanged 13 SP:Iteration 22Q (2699.091528 sec): 3 clusters Score: Raw -770290.283637 + Penalty 2860.086012 = -767430.197625 nChanged 14 SP:Iteration 23Q (2699.135349 sec): 3 clusters Score: Raw -770294.216859 + Penalty 2860.086012 = -767434.130847 nChanged 9 SP:Iteration 24Q (2699.192172 sec): 3 clusters Score: Raw -770296.131735 + Penalty 2860.086012 = -767436.045723 nChanged 8 SP:Iteration 25Q (2699.250196 sec): 3 clusters Score: Raw -770297.438505 + Penalty 2860.086012 = -767437.352494 nChanged 6 SP:Iteration 26Q (2699.308474 sec): 3 clusters Score: Raw -770298.690898 + Penalty 2860.086012 = -767438.604886 nChanged 4 SP:Iteration 27Q (2699.366978 sec): 3 clusters Score: Raw -770299.718879 + Penalty 2860.086012 = -767439.632867 nChanged 6 SP:Iteration 28Q (2699.424812 sec): 3 clusters Score: Raw -770300.688179 + Penalty 2860.086012 = -767440.602167 nChanged 3 SP:Iteration 29Q (2699.482315 sec): 3 clusters Score: Raw -770301.320168 + Penalty 2860.086012 = -767441.234156 nChanged 2 SP:Iteration 30Q (2699.540743 sec): 3 clusters Score: Raw -770301.729519 + Penalty 2860.086012 = -767441.643507 nChanged 2 SP:Iteration 31Q (2699.598544 sec): 3 clusters Score: Raw -770302.376037 + Penalty 2860.086012 = -767442.290025 nChanged 3 SP:Iteration 32Q (2699.655779 sec): 3 clusters Score: Raw -770302.915998 + Penalty 2860.086012 = -767442.829986 nChanged 6 SP:Iteration 33Q (2699.714061 sec): 3 clusters Score: Raw -770303.700815 + Penalty 2860.086012 = -767443.614804 nChanged 2 SP:Iteration 34Q (2699.771604 sec): 3 clusters Score: Raw -770304.284874 + Penalty 2860.086012 = -767444.198863 nChanged 4 SP:Iteration 35Q (2699.829135 sec): 3 clusters Score: Raw -770305.141327 + Penalty 2860.086012 = -767445.055315 nChanged 3 SP:Iteration 36Q (2699.886405 sec): 3 clusters Score: Raw -770305.665794 + Penalty 2860.086012 = -767445.579782 nChanged 4 SP:Iteration 37Q (2699.944163 sec): 3 clusters Score: Raw -770306.282677 + Penalty 2860.086012 = -767446.196666 nChanged 4 SP:Iteration 38Q (2699.997524 sec): 3 clusters Score: Raw -770307.313977 + Penalty 2860.086012 = -767447.227965 nChanged 0 SP:Iteration 39F (2700.058068 sec): 3 clusters Score: Raw -770307.313977 + Penalty 2860.086012 = -767447.227965 nChanged 0 Trying to split cluster 6 (11802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2700.097117 sec): 2 clusters Score: Raw -1359625.196675 + Penalty 1523.603947 = -1358101.592728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2700.178364 sec): 3 clusters Score: Raw -1352831.809638 + Penalty 3047.207893 = -1349784.601744 nChanged 5150 SP:Iteration 1F (2700.236080 sec): 3 clusters Score: Raw -1355785.814703 + Penalty 3047.207893 = -1352738.606809 nChanged 758 SP:Iteration 2F (2700.300978 sec): 3 clusters Score: Raw -1356176.466041 + Penalty 3047.207893 = -1353129.258147 nChanged 673 SP:Iteration 3F (2700.369960 sec): 3 clusters Score: Raw -1356602.411199 + Penalty 3047.207893 = -1353555.203305 nChanged 671 SP:Iteration 4F (2700.438516 sec): 3 clusters Score: Raw -1357099.215127 + Penalty 3047.207893 = -1354052.007234 nChanged 690 SP:Iteration 5F (2700.494470 sec): 3 clusters Score: Raw -1357633.917394 + Penalty 3047.207893 = -1354586.709500 nChanged 664 SP:Iteration 6F (2700.564106 sec): 3 clusters Score: Raw -1358123.348433 + Penalty 3047.207893 = -1355076.140539 nChanged 694 SP:Iteration 7F (2700.636113 sec): 3 clusters Score: Raw -1358588.209397 + Penalty 3047.207893 = -1355541.001503 nChanged 620 SP:Iteration 8F (2700.703761 sec): 3 clusters Score: Raw -1358962.094624 + Penalty 3047.207893 = -1355914.886730 nChanged 462 SP:Iteration 9Q (2700.770013 sec): 3 clusters Score: Raw -1359187.309631 + Penalty 3047.207893 = -1356140.101738 nChanged 348 SP:Iteration 10Q (2700.832720 sec): 3 clusters Score: Raw -1359322.828282 + Penalty 3047.207893 = -1356275.620389 nChanged 279 SP:Iteration 11Q (2700.899114 sec): 3 clusters Score: Raw -1359433.173531 + Penalty 3047.207893 = -1356385.965637 nChanged 250 SP:Iteration 12Q (2700.965612 sec): 3 clusters Score: Raw -1359530.471202 + Penalty 3047.207893 = -1356483.263309 nChanged 232 SP:Iteration 13Q (2701.032275 sec): 3 clusters Score: Raw -1359624.671746 + Penalty 3047.207893 = -1356577.463853 nChanged 236 SP:Iteration 14Q (2701.098968 sec): 3 clusters Score: Raw -1359719.768293 + Penalty 3047.207893 = -1356672.560400 nChanged 222 SP:Iteration 15Q (2701.155892 sec): 3 clusters Score: Raw -1359822.476662 + Penalty 3047.207893 = -1356775.268769 nChanged 229 SP:Iteration 16Q (2701.212276 sec): 3 clusters Score: Raw -1359923.267399 + Penalty 3047.207893 = -1356876.059505 nChanged 191 SP:Iteration 17Q (2701.271259 sec): 3 clusters Score: Raw -1360018.097420 + Penalty 3047.207893 = -1356970.889527 nChanged 185 SP:Iteration 18Q (2701.338109 sec): 3 clusters Score: Raw -1360109.177179 + Penalty 3047.207893 = -1357061.969286 nChanged 180 SP:Iteration 19Q (2701.392010 sec): 3 clusters Score: Raw -1360194.504829 + Penalty 3047.207893 = -1357147.296935 nChanged 152 SP:Iteration 20F (2701.459815 sec): 3 clusters Score: Raw -1360260.984657 + Penalty 3047.207893 = -1357213.776763 nChanged 126 SP:Iteration 21Q (2701.527916 sec): 3 clusters Score: Raw -1360309.111496 + Penalty 3047.207893 = -1357261.903602 nChanged 95 SP:Iteration 22Q (2701.596086 sec): 3 clusters Score: Raw -1360339.076941 + Penalty 3047.207893 = -1357291.869047 nChanged 75 SP:Iteration 23Q (2701.661818 sec): 3 clusters Score: Raw -1360360.165545 + Penalty 3047.207893 = -1357312.957652 nChanged 65 SP:Iteration 24Q (2701.727732 sec): 3 clusters Score: Raw -1360377.652706 + Penalty 3047.207893 = -1357330.444813 nChanged 53 SP:Iteration 25Q (2701.794398 sec): 3 clusters Score: Raw -1360391.157236 + Penalty 3047.207893 = -1357343.949343 nChanged 49 SP:Iteration 26Q (2701.860794 sec): 3 clusters Score: Raw -1360406.518670 + Penalty 3047.207893 = -1357359.310777 nChanged 53 SP:Iteration 27Q (2701.927279 sec): 3 clusters Score: Raw -1360425.310788 + Penalty 3047.207893 = -1357378.102894 nChanged 58 SP:Iteration 28Q (2701.993696 sec): 3 clusters Score: Raw -1360453.616351 + Penalty 3047.207893 = -1357406.408458 nChanged 62 SP:Iteration 29Q (2702.060302 sec): 3 clusters Score: Raw -1360499.363046 + Penalty 3047.207893 = -1357452.155152 nChanged 77 SP:Iteration 30Q (2702.126737 sec): 3 clusters Score: Raw -1360579.917803 + Penalty 3047.207893 = -1357532.709909 nChanged 80 SP:Iteration 31Q (2702.194955 sec): 3 clusters Score: Raw -1360664.393571 + Penalty 3047.207893 = -1357617.185678 nChanged 71 SP:Iteration 32Q (2702.263157 sec): 3 clusters Score: Raw -1360698.617545 + Penalty 3047.207893 = -1357651.409652 nChanged 65 SP:Iteration 33Q (2702.329064 sec): 3 clusters Score: Raw -1360721.034973 + Penalty 3047.207893 = -1357673.827080 nChanged 59 SP:Iteration 34Q (2702.390563 sec): 3 clusters Score: Raw -1360738.627892 + Penalty 3047.207893 = -1357691.419999 nChanged 48 SP:Iteration 35Q (2702.464278 sec): 3 clusters Score: Raw -1360750.861628 + Penalty 3047.207893 = -1357703.653734 nChanged 36 SP:Iteration 36Q (2702.508086 sec): 3 clusters Score: Raw -1360759.416022 + Penalty 3047.207893 = -1357712.208128 nChanged 25 SP:Iteration 37Q (2702.562097 sec): 3 clusters Score: Raw -1360764.580390 + Penalty 3047.207893 = -1357717.372497 nChanged 19 SP:Iteration 38Q (2702.627122 sec): 3 clusters Score: Raw -1360768.842767 + Penalty 3047.207893 = -1357721.634874 nChanged 23 SP:Iteration 39Q (2702.692193 sec): 3 clusters Score: Raw -1360773.743156 + Penalty 3047.207893 = -1357726.535262 nChanged 27 SP:Iteration 40F (2702.758977 sec): 3 clusters Score: Raw -1360779.308381 + Penalty 3047.207893 = -1357732.100488 nChanged 29 SP:Iteration 41Q (2702.823955 sec): 3 clusters Score: Raw -1360785.928036 + Penalty 3047.207893 = -1357738.720143 nChanged 25 SP:Iteration 42Q (2702.889346 sec): 3 clusters Score: Raw -1360790.661993 + Penalty 3047.207893 = -1357743.454099 nChanged 13 SP:Iteration 43Q (2702.954815 sec): 3 clusters Score: Raw -1360792.578164 + Penalty 3047.207893 = -1357745.370270 nChanged 13 SP:Iteration 44Q (2703.011269 sec): 3 clusters Score: Raw -1360794.375162 + Penalty 3047.207893 = -1357747.167269 nChanged 13 SP:Iteration 45Q (2703.087168 sec): 3 clusters Score: Raw -1360796.463747 + Penalty 3047.207893 = -1357749.255854 nChanged 8 SP:Iteration 46Q (2703.134575 sec): 3 clusters Score: Raw -1360797.717932 + Penalty 3047.207893 = -1357750.510039 nChanged 9 SP:Iteration 47Q (2703.199267 sec): 3 clusters Score: Raw -1360799.531832 + Penalty 3047.207893 = -1357752.323938 nChanged 7 SP:Iteration 48Q (2703.262884 sec): 3 clusters Score: Raw -1360800.396238 + Penalty 3047.207893 = -1357753.188344 nChanged 5 SP:Iteration 49Q (2703.326396 sec): 3 clusters Score: Raw -1360801.022953 + Penalty 3047.207893 = -1357753.815059 nChanged 3 SP:Iteration 50Q (2703.387364 sec): 3 clusters Score: Raw -1360801.299602 + Penalty 3047.207893 = -1357754.091708 nChanged 0 SP:Iteration 51F (2703.456342 sec): 3 clusters Score: Raw -1360801.299602 + Penalty 3047.207893 = -1357754.091708 nChanged 0 Trying to split cluster 7 (3773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2703.486501 sec): 2 clusters Score: Raw -399948.086417 + Penalty 1338.289179 = -398609.797238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2703.540139 sec): 3 clusters Score: Raw -398098.880860 + Penalty 2676.578359 = -395422.302501 nChanged 1473 SP:Iteration 1F (2703.593604 sec): 3 clusters Score: Raw -399109.335507 + Penalty 2676.578359 = -396432.757148 nChanged 371 SP:Iteration 2F (2703.647449 sec): 3 clusters Score: Raw -399489.159221 + Penalty 2676.578359 = -396812.580862 nChanged 283 SP:Iteration 3F (2703.701421 sec): 3 clusters Score: Raw -399853.909969 + Penalty 2676.578359 = -397177.331610 nChanged 284 SP:Iteration 4F (2703.754675 sec): 3 clusters Score: Raw -400220.751803 + Penalty 2676.578359 = -397544.173444 nChanged 235 SP:Iteration 5F (2703.807888 sec): 3 clusters Score: Raw -400530.510994 + Penalty 2676.578359 = -397853.932635 nChanged 211 SP:Iteration 6F (2703.860533 sec): 3 clusters Score: Raw -400797.066065 + Penalty 2676.578359 = -398120.487706 nChanged 174 SP:Iteration 7Q (2703.895915 sec): 3 clusters Score: Raw -400967.475566 + Penalty 2676.578359 = -398290.897207 nChanged 117 SP:Iteration 8Q (2703.948842 sec): 3 clusters Score: Raw -401068.532549 + Penalty 2676.578359 = -398391.954190 nChanged 94 SP:Iteration 9Q (2704.012429 sec): 3 clusters Score: Raw -401129.228775 + Penalty 2676.578359 = -398452.650416 nChanged 56 SP:Iteration 10Q (2704.052224 sec): 3 clusters Score: Raw -401163.727763 + Penalty 2676.578359 = -398487.149404 nChanged 45 SP:Iteration 11Q (2704.104569 sec): 3 clusters Score: Raw -401188.596054 + Penalty 2676.578359 = -398512.017695 nChanged 35 SP:Iteration 12Q (2704.167963 sec): 3 clusters Score: Raw -401206.036565 + Penalty 2676.578359 = -398529.458206 nChanged 22 SP:Iteration 13Q (2704.209125 sec): 3 clusters Score: Raw -401217.624275 + Penalty 2676.578359 = -398541.045916 nChanged 15 SP:Iteration 14Q (2704.272585 sec): 3 clusters Score: Raw -401224.349248 + Penalty 2676.578359 = -398547.770889 nChanged 16 SP:Iteration 15Q (2704.309304 sec): 3 clusters Score: Raw -401230.828245 + Penalty 2676.578359 = -398554.249886 nChanged 10 SP:Iteration 16Q (2704.372908 sec): 3 clusters Score: Raw -401234.657236 + Penalty 2676.578359 = -398558.078877 nChanged 9 SP:Iteration 17Q (2704.414783 sec): 3 clusters Score: Raw -401237.537179 + Penalty 2676.578359 = -398560.958820 nChanged 7 SP:Iteration 18Q (2704.476388 sec): 3 clusters Score: Raw -401239.632744 + Penalty 2676.578359 = -398563.054385 nChanged 5 SP:Iteration 19Q (2704.512105 sec): 3 clusters Score: Raw -401241.037461 + Penalty 2676.578359 = -398564.459102 nChanged 1 SP:Iteration 20F (2704.576478 sec): 3 clusters Score: Raw -401241.684891 + Penalty 2676.578359 = -398565.106532 nChanged 0 Trying to split cluster 8 (79450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2704.702657 sec): 2 clusters Score: Raw -9398801.665643 + Penalty 1833.468515 = -9396968.197128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2704.897000 sec): 3 clusters Score: Raw -9347625.879503 + Penalty 3666.937031 = -9343958.942472 nChanged 37536 SP:Iteration 1F (2705.071471 sec): 3 clusters Score: Raw -9369727.818296 + Penalty 3666.937031 = -9366060.881265 nChanged 3692 SP:Iteration 2Q (2705.249504 sec): 3 clusters Score: Raw -9371242.283398 + Penalty 3666.937031 = -9367575.346367 nChanged 4147 SP:Iteration 3F (2705.406847 sec): 3 clusters Score: Raw -9373366.982841 + Penalty 3666.937031 = -9369700.045810 nChanged 4769 SP:Iteration 4F (2705.570744 sec): 3 clusters Score: Raw -9376327.960126 + Penalty 3666.937031 = -9372661.023095 nChanged 5431 SP:Iteration 5F (2705.732808 sec): 3 clusters Score: Raw -9380104.215314 + Penalty 3666.937031 = -9376437.278284 nChanged 5602 SP:Iteration 6F (2705.891800 sec): 3 clusters Score: Raw -9383998.035146 + Penalty 3666.937031 = -9380331.098115 nChanged 4896 SP:Iteration 7F (2706.052576 sec): 3 clusters Score: Raw -9387029.699204 + Penalty 3666.937031 = -9383362.762173 nChanged 3779 SP:Iteration 8Q (2706.228025 sec): 3 clusters Score: Raw -9388955.359000 + Penalty 3666.937031 = -9385288.421969 nChanged 2734 SP:Iteration 9Q (2706.400803 sec): 3 clusters Score: Raw -9389979.605138 + Penalty 3666.937031 = -9386312.668108 nChanged 1806 SP:Iteration 10Q (2706.577715 sec): 3 clusters Score: Raw -9390495.247543 + Penalty 3666.937031 = -9386828.310512 nChanged 1341 SP:Iteration 11Q (2706.752973 sec): 3 clusters Score: Raw -9390827.777605 + Penalty 3666.937031 = -9387160.840574 nChanged 1115 SP:Iteration 12Q (2706.917561 sec): 3 clusters Score: Raw -9391097.420358 + Penalty 3666.937031 = -9387430.483327 nChanged 1059 SP:Iteration 13Q (2707.086670 sec): 3 clusters Score: Raw -9391371.656035 + Penalty 3666.937031 = -9387704.719005 nChanged 1105 SP:Iteration 14Q (2707.257902 sec): 3 clusters Score: Raw -9391672.728924 + Penalty 3666.937031 = -9388005.791893 nChanged 1122 SP:Iteration 15Q (2707.424277 sec): 3 clusters Score: Raw -9391998.739118 + Penalty 3666.937031 = -9388331.802087 nChanged 1194 SP:Iteration 16Q (2707.598358 sec): 3 clusters Score: Raw -9392358.038963 + Penalty 3666.937031 = -9388691.101932 nChanged 1185 SP:Iteration 17Q (2707.771384 sec): 3 clusters Score: Raw -9392711.850847 + Penalty 3666.937031 = -9389044.913816 nChanged 1177 SP:Iteration 18Q (2707.945041 sec): 3 clusters Score: Raw -9393071.574388 + Penalty 3666.937031 = -9389404.637357 nChanged 1164 SP:Iteration 19Q (2708.111688 sec): 3 clusters Score: Raw -9393436.001049 + Penalty 3666.937031 = -9389769.064018 nChanged 1169 SP:Iteration 20F (2708.271682 sec): 3 clusters Score: Raw -9393800.672410 + Penalty 3666.937031 = -9390133.735379 nChanged 1118 SP:Iteration 21Q (2708.445071 sec): 3 clusters Score: Raw -9394180.664469 + Penalty 3666.937031 = -9390513.727438 nChanged 1097 SP:Iteration 22Q (2708.614199 sec): 3 clusters Score: Raw -9394589.311313 + Penalty 3666.937031 = -9390922.374282 nChanged 1095 SP:Iteration 23Q (2708.792844 sec): 3 clusters Score: Raw -9395017.917889 + Penalty 3666.937031 = -9391350.980859 nChanged 1078 SP:Iteration 24Q (2708.961018 sec): 3 clusters Score: Raw -9395468.288330 + Penalty 3666.937031 = -9391801.351300 nChanged 1020 SP:Iteration 25Q (2709.128481 sec): 3 clusters Score: Raw -9395908.637506 + Penalty 3666.937031 = -9392241.700475 nChanged 960 SP:Iteration 26Q (2709.302228 sec): 3 clusters Score: Raw -9396332.560828 + Penalty 3666.937031 = -9392665.623797 nChanged 887 SP:Iteration 27Q (2709.460826 sec): 3 clusters Score: Raw -9396741.953910 + Penalty 3666.937031 = -9393075.016880 nChanged 846 SP:Iteration 28Q (2709.626632 sec): 3 clusters Score: Raw -9397120.003226 + Penalty 3666.937031 = -9393453.066195 nChanged 719 SP:Iteration 29Q (2709.773466 sec): 3 clusters Score: Raw -9397430.954739 + Penalty 3666.937031 = -9393764.017708 nChanged 678 SP:Iteration 30Q (2709.921671 sec): 3 clusters Score: Raw -9397703.703963 + Penalty 3666.937031 = -9394036.766932 nChanged 576 SP:Iteration 31Q (2710.064465 sec): 3 clusters Score: Raw -9397903.468791 + Penalty 3666.937031 = -9394236.531760 nChanged 512 SP:Iteration 32Q (2710.204722 sec): 3 clusters Score: Raw -9398069.642198 + Penalty 3666.937031 = -9394402.705168 nChanged 481 SP:Iteration 33Q (2710.341769 sec): 3 clusters Score: Raw -9398215.736934 + Penalty 3666.937031 = -9394548.799903 nChanged 396 SP:Iteration 34Q (2710.482746 sec): 3 clusters Score: Raw -9398324.931245 + Penalty 3666.937031 = -9394657.994214 nChanged 363 SP:Iteration 35Q (2710.624851 sec): 3 clusters Score: Raw -9398417.439265 + Penalty 3666.937031 = -9394750.502234 nChanged 325 SP:Iteration 36Q (2710.775276 sec): 3 clusters Score: Raw -9398490.948873 + Penalty 3666.937031 = -9394824.011842 nChanged 292 SP:Iteration 37Q (2710.936806 sec): 3 clusters Score: Raw -9398548.137451 + Penalty 3666.937031 = -9394881.200420 nChanged 248 SP:Iteration 38Q (2711.089512 sec): 3 clusters Score: Raw -9398591.844426 + Penalty 3666.937031 = -9394924.907396 nChanged 253 SP:Iteration 39Q (2711.243532 sec): 3 clusters Score: Raw -9398634.786164 + Penalty 3666.937031 = -9394967.849133 nChanged 232 SP:Iteration 40F (2711.417757 sec): 3 clusters Score: Raw -9398670.426552 + Penalty 3666.937031 = -9395003.489521 nChanged 221 SP:Iteration 41Q (2711.562311 sec): 3 clusters Score: Raw -9398704.490593 + Penalty 3666.937031 = -9395037.553562 nChanged 196 SP:Iteration 42Q (2711.715184 sec): 3 clusters Score: Raw -9398732.976361 + Penalty 3666.937031 = -9395066.039330 nChanged 190 SP:Iteration 43Q (2711.868645 sec): 3 clusters Score: Raw -9398760.798855 + Penalty 3666.937031 = -9395093.861824 nChanged 186 SP:Iteration 44Q (2712.019520 sec): 3 clusters Score: Raw -9398788.693702 + Penalty 3666.937031 = -9395121.756671 nChanged 195 SP:Iteration 45Q (2712.164260 sec): 3 clusters Score: Raw -9398815.686471 + Penalty 3666.937031 = -9395148.749440 nChanged 185 SP:Iteration 46Q (2712.305252 sec): 3 clusters Score: Raw -9398841.868018 + Penalty 3666.937031 = -9395174.930987 nChanged 188 SP:Iteration 47Q (2712.436664 sec): 3 clusters Score: Raw -9398872.966660 + Penalty 3666.937031 = -9395206.029629 nChanged 199 SP:Iteration 48Q (2712.581989 sec): 3 clusters Score: Raw -9398905.972098 + Penalty 3666.937031 = -9395239.035067 nChanged 191 SP:Iteration 49Q (2712.717538 sec): 3 clusters Score: Raw -9398934.710653 + Penalty 3666.937031 = -9395267.773622 nChanged 176 SP:Iteration 50Q (2712.856464 sec): 3 clusters Score: Raw -9398961.518095 + Penalty 3666.937031 = -9395294.581064 nChanged 176 SP:Iteration 51Q (2712.998787 sec): 3 clusters Score: Raw -9398989.895044 + Penalty 3666.937031 = -9395322.958013 nChanged 174 SP:Iteration 52Q (2713.148866 sec): 3 clusters Score: Raw -9399018.396448 + Penalty 3666.937031 = -9395351.459417 nChanged 166 SP:Iteration 53Q (2713.295182 sec): 3 clusters Score: Raw -9399042.969480 + Penalty 3666.937031 = -9395376.032449 nChanged 145 SP:Iteration 54Q (2713.444268 sec): 3 clusters Score: Raw -9399066.222179 + Penalty 3666.937031 = -9395399.285148 nChanged 145 SP:Iteration 55Q (2713.585428 sec): 3 clusters Score: Raw -9399088.367811 + Penalty 3666.937031 = -9395421.430781 nChanged 140 SP:Iteration 56Q (2713.734986 sec): 3 clusters Score: Raw -9399108.352598 + Penalty 3666.937031 = -9395441.415567 nChanged 121 SP:Iteration 57Q (2713.882164 sec): 3 clusters Score: Raw -9399124.972738 + Penalty 3666.937031 = -9395458.035707 nChanged 116 SP:Iteration 58Q (2714.029797 sec): 3 clusters Score: Raw -9399141.034072 + Penalty 3666.937031 = -9395474.097041 nChanged 103 SP:Iteration 59Q (2714.167355 sec): 3 clusters Score: Raw -9399157.482721 + Penalty 3666.937031 = -9395490.545690 nChanged 113 SP:Iteration 60F (2714.355749 sec): 3 clusters Score: Raw -9399173.381366 + Penalty 3666.937031 = -9395506.444336 nChanged 104 SP:Iteration 61Q (2714.509631 sec): 3 clusters Score: Raw -9399185.991535 + Penalty 3666.937031 = -9395519.054504 nChanged 94 SP:Iteration 62Q (2714.662474 sec): 3 clusters Score: Raw -9399199.233556 + Penalty 3666.937031 = -9395532.296525 nChanged 89 SP:Iteration 63Q (2714.818755 sec): 3 clusters Score: Raw -9399211.936251 + Penalty 3666.937031 = -9395544.999220 nChanged 72 SP:Iteration 64Q (2714.974531 sec): 3 clusters Score: Raw -9399221.691380 + Penalty 3666.937031 = -9395554.754350 nChanged 91 SP:Iteration 65Q (2715.151592 sec): 3 clusters Score: Raw -9399235.557322 + Penalty 3666.937031 = -9395568.620291 nChanged 80 SP:Iteration 66Q (2715.292200 sec): 3 clusters Score: Raw -9399246.161269 + Penalty 3666.937031 = -9395579.224238 nChanged 83 SP:Iteration 67Q (2715.431913 sec): 3 clusters Score: Raw -9399258.626938 + Penalty 3666.937031 = -9395591.689907 nChanged 80 SP:Iteration 68Q (2715.568104 sec): 3 clusters Score: Raw -9399268.786461 + Penalty 3666.937031 = -9395601.849430 nChanged 61 SP:Iteration 69Q (2715.702135 sec): 3 clusters Score: Raw -9399275.628562 + Penalty 3666.937031 = -9395608.691531 nChanged 53 SP:Iteration 70Q (2715.836459 sec): 3 clusters Score: Raw -9399281.762186 + Penalty 3666.937031 = -9395614.825155 nChanged 54 SP:Iteration 71Q (2715.969845 sec): 3 clusters Score: Raw -9399288.827684 + Penalty 3666.937031 = -9395621.890653 nChanged 52 SP:Iteration 72Q (2716.109110 sec): 3 clusters Score: Raw -9399294.704690 + Penalty 3666.937031 = -9395627.767659 nChanged 57 SP:Iteration 73Q (2716.249389 sec): 3 clusters Score: Raw -9399300.457716 + Penalty 3666.937031 = -9395633.520685 nChanged 59 SP:Iteration 74Q (2716.394896 sec): 3 clusters Score: Raw -9399308.918870 + Penalty 3666.937031 = -9395641.981839 nChanged 67 SP:Iteration 75Q (2716.550446 sec): 3 clusters Score: Raw -9399318.908236 + Penalty 3666.937031 = -9395651.971205 nChanged 56 SP:Iteration 76Q (2716.709390 sec): 3 clusters Score: Raw -9399324.995532 + Penalty 3666.937031 = -9395658.058501 nChanged 45 SP:Iteration 77Q (2716.869139 sec): 3 clusters Score: Raw -9399329.473016 + Penalty 3666.937031 = -9395662.535985 nChanged 45 SP:Iteration 78Q (2717.019325 sec): 3 clusters Score: Raw -9399334.444694 + Penalty 3666.937031 = -9395667.507663 nChanged 48 SP:Iteration 79Q (2717.184001 sec): 3 clusters Score: Raw -9399339.669527 + Penalty 3666.937031 = -9395672.732496 nChanged 46 SP:Iteration 80F (2717.361784 sec): 3 clusters Score: Raw -9399346.923025 + Penalty 3666.937031 = -9395679.985994 nChanged 45 SP:Iteration 81Q (2717.519489 sec): 3 clusters Score: Raw -9399354.430880 + Penalty 3666.937031 = -9395687.493849 nChanged 59 SP:Iteration 82Q (2717.695097 sec): 3 clusters Score: Raw -9399365.134817 + Penalty 3666.937031 = -9395698.197786 nChanged 58 SP:Iteration 83Q (2717.861874 sec): 3 clusters Score: Raw -9399373.582268 + Penalty 3666.937031 = -9395706.645237 nChanged 56 SP:Iteration 84Q (2718.043005 sec): 3 clusters Score: Raw -9399380.546990 + Penalty 3666.937031 = -9395713.609959 nChanged 47 SP:Iteration 85Q (2718.204444 sec): 3 clusters Score: Raw -9399387.418560 + Penalty 3666.937031 = -9395720.481529 nChanged 54 SP:Iteration 86Q (2718.351639 sec): 3 clusters Score: Raw -9399395.862189 + Penalty 3666.937031 = -9395728.925158 nChanged 59 SP:Iteration 87Q (2718.492881 sec): 3 clusters Score: Raw -9399405.359039 + Penalty 3666.937031 = -9395738.422008 nChanged 71 SP:Iteration 88Q (2718.634665 sec): 3 clusters Score: Raw -9399415.807465 + Penalty 3666.937031 = -9395748.870434 nChanged 59 SP:Iteration 89Q (2718.781491 sec): 3 clusters Score: Raw -9399424.761552 + Penalty 3666.937031 = -9395757.824521 nChanged 67 SP:Iteration 90Q (2718.926021 sec): 3 clusters Score: Raw -9399436.751003 + Penalty 3666.937031 = -9395769.813972 nChanged 76 SP:Iteration 91Q (2719.074584 sec): 3 clusters Score: Raw -9399449.065123 + Penalty 3666.937031 = -9395782.128092 nChanged 78 SP:Iteration 92Q (2719.223645 sec): 3 clusters Score: Raw -9399462.722401 + Penalty 3666.937031 = -9395795.785370 nChanged 62 SP:Iteration 93Q (2719.367912 sec): 3 clusters Score: Raw -9399474.704623 + Penalty 3666.937031 = -9395807.767593 nChanged 75 SP:Iteration 94Q (2719.511099 sec): 3 clusters Score: Raw -9399487.524682 + Penalty 3666.937031 = -9395820.587651 nChanged 63 SP:Iteration 95Q (2719.650100 sec): 3 clusters Score: Raw -9399499.361362 + Penalty 3666.937031 = -9395832.424332 nChanged 52 SP:Iteration 96Q (2719.788423 sec): 3 clusters Score: Raw -9399508.831937 + Penalty 3666.937031 = -9395841.894906 nChanged 50 SP:Iteration 97Q (2719.929607 sec): 3 clusters Score: Raw -9399516.332946 + Penalty 3666.937031 = -9395849.395915 nChanged 42 SP:Iteration 98Q (2720.072372 sec): 3 clusters Score: Raw -9399521.019904 + Penalty 3666.937031 = -9395854.082873 nChanged 26 SP:Iteration 99Q (2720.212703 sec): 3 clusters Score: Raw -9399525.263635 + Penalty 3666.937031 = -9395858.326604 nChanged 33 SP:Iteration 100F (2720.385124 sec): 3 clusters Score: Raw -9399529.688410 + Penalty 3666.937031 = -9395862.751379 nChanged 33 SP:Iteration 101Q (2720.520306 sec): 3 clusters Score: Raw -9399533.074814 + Penalty 3666.937031 = -9395866.137783 nChanged 25 SP:Iteration 102Q (2720.662133 sec): 3 clusters Score: Raw -9399537.003119 + Penalty 3666.937031 = -9395870.066088 nChanged 35 SP:Iteration 103Q (2720.804447 sec): 3 clusters Score: Raw -9399542.670136 + Penalty 3666.937031 = -9395875.733105 nChanged 41 SP:Iteration 104Q (2720.937579 sec): 3 clusters Score: Raw -9399549.083656 + Penalty 3666.937031 = -9395882.146625 nChanged 33 SP:Iteration 105Q (2721.073907 sec): 3 clusters Score: Raw -9399552.860814 + Penalty 3666.937031 = -9395885.923784 nChanged 26 SP:Iteration 106Q (2721.209849 sec): 3 clusters Score: Raw -9399555.999176 + Penalty 3666.937031 = -9395889.062146 nChanged 23 SP:Iteration 107Q (2721.351355 sec): 3 clusters Score: Raw -9399558.437605 + Penalty 3666.937031 = -9395891.500575 nChanged 19 SP:Iteration 108Q (2721.495186 sec): 3 clusters Score: Raw -9399560.830815 + Penalty 3666.937031 = -9395893.893785 nChanged 15 SP:Iteration 109Q (2721.636095 sec): 3 clusters Score: Raw -9399562.528230 + Penalty 3666.937031 = -9395895.591199 nChanged 19 SP:Iteration 110Q (2721.783717 sec): 3 clusters Score: Raw -9399565.275501 + Penalty 3666.937031 = -9395898.338470 nChanged 20 SP:Iteration 111Q (2721.935209 sec): 3 clusters Score: Raw -9399567.431818 + Penalty 3666.937031 = -9395900.494788 nChanged 14 SP:Iteration 112Q (2722.083899 sec): 3 clusters Score: Raw -9399569.110485 + Penalty 3666.937031 = -9395902.173454 nChanged 10 SP:Iteration 113Q (2722.227161 sec): 3 clusters Score: Raw -9399570.265402 + Penalty 3666.937031 = -9395903.328371 nChanged 11 SP:Iteration 114Q (2722.373138 sec): 3 clusters Score: Raw -9399571.287978 + Penalty 3666.937031 = -9395904.350948 nChanged 12 SP:Iteration 115Q (2722.515574 sec): 3 clusters Score: Raw -9399572.293237 + Penalty 3666.937031 = -9395905.356206 nChanged 10 SP:Iteration 116Q (2722.662849 sec): 3 clusters Score: Raw -9399573.361442 + Penalty 3666.937031 = -9395906.424411 nChanged 14 SP:Iteration 117Q (2722.803446 sec): 3 clusters Score: Raw -9399574.821463 + Penalty 3666.937031 = -9395907.884432 nChanged 9 SP:Iteration 118Q (2722.948324 sec): 3 clusters Score: Raw -9399575.648687 + Penalty 3666.937031 = -9395908.711656 nChanged 12 SP:Iteration 119Q (2723.089304 sec): 3 clusters Score: Raw -9399577.253652 + Penalty 3666.937031 = -9395910.316621 nChanged 10 SP:Iteration 120F (2723.261713 sec): 3 clusters Score: Raw -9399578.205220 + Penalty 3666.937031 = -9395911.268189 nChanged 9 SP:Iteration 121Q (2723.415357 sec): 3 clusters Score: Raw -9399579.172883 + Penalty 3666.937031 = -9395912.235852 nChanged 14 SP:Iteration 122Q (2723.562151 sec): 3 clusters Score: Raw -9399580.726795 + Penalty 3666.937031 = -9395913.789765 nChanged 14 SP:Iteration 123Q (2723.705113 sec): 3 clusters Score: Raw -9399582.764736 + Penalty 3666.937031 = -9395915.827705 nChanged 22 SP:Iteration 124Q (2723.850436 sec): 3 clusters Score: Raw -9399584.936553 + Penalty 3666.937031 = -9395917.999522 nChanged 10 SP:Iteration 125Q (2724.003138 sec): 3 clusters Score: Raw -9399586.265352 + Penalty 3666.937031 = -9395919.328322 nChanged 8 SP:Iteration 126Q (2724.149227 sec): 3 clusters Score: Raw -9399587.224950 + Penalty 3666.937031 = -9395920.287919 nChanged 10 SP:Iteration 127Q (2724.307226 sec): 3 clusters Score: Raw -9399588.318795 + Penalty 3666.937031 = -9395921.381764 nChanged 6 SP:Iteration 128Q (2724.461536 sec): 3 clusters Score: Raw -9399589.100251 + Penalty 3666.937031 = -9395922.163220 nChanged 6 SP:Iteration 129Q (2724.614077 sec): 3 clusters Score: Raw -9399589.723670 + Penalty 3666.937031 = -9395922.786639 nChanged 6 SP:Iteration 130Q (2724.757205 sec): 3 clusters Score: Raw -9399590.175689 + Penalty 3666.937031 = -9395923.238658 nChanged 3 SP:Iteration 131Q (2724.910727 sec): 3 clusters Score: Raw -9399590.464390 + Penalty 3666.937031 = -9395923.527359 nChanged 2 SP:Iteration 132Q (2725.064712 sec): 3 clusters Score: Raw -9399590.632633 + Penalty 3666.937031 = -9395923.695602 nChanged 1 SP:Iteration 133Q (2725.219666 sec): 3 clusters Score: Raw -9399590.664430 + Penalty 3666.937031 = -9395923.727400 nChanged 1 SP:Iteration 134Q (2725.383460 sec): 3 clusters Score: Raw -9399590.707661 + Penalty 3666.937031 = -9395923.770631 nChanged 0 SP:Iteration 135F (2725.573358 sec): 3 clusters Score: Raw -9399590.707661 + Penalty 3666.937031 = -9395923.770631 nChanged 0 Trying to split cluster 9 (59663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2725.690194 sec): 2 clusters Score: Raw -6841271.747905 + Penalty 1786.925943 = -6839484.821962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2725.828200 sec): 3 clusters Score: Raw -6803024.591570 + Penalty 3573.851886 = -6799450.739684 nChanged 28263 SP:Iteration 1F (2725.960100 sec): 3 clusters Score: Raw -6819442.887051 + Penalty 3573.851886 = -6815869.035165 nChanged 2505 SP:Iteration 2Q (2726.107693 sec): 3 clusters Score: Raw -6820360.356666 + Penalty 3573.851886 = -6816786.504780 nChanged 2788 SP:Iteration 3Q (2726.279913 sec): 3 clusters Score: Raw -6821537.616190 + Penalty 3573.851886 = -6817963.764304 nChanged 3125 SP:Iteration 4F (2726.419225 sec): 3 clusters Score: Raw -6822987.370541 + Penalty 3573.851886 = -6819413.518655 nChanged 3469 SP:Iteration 5F (2726.556256 sec): 3 clusters Score: Raw -6824798.490950 + Penalty 3573.851886 = -6821224.639064 nChanged 3650 SP:Iteration 6F (2726.683340 sec): 3 clusters Score: Raw -6826855.885018 + Penalty 3573.851886 = -6823282.033132 nChanged 3594 SP:Iteration 7F (2726.810883 sec): 3 clusters Score: Raw -6829053.086809 + Penalty 3573.851886 = -6825479.234923 nChanged 3393 SP:Iteration 8F (2726.929052 sec): 3 clusters Score: Raw -6831310.542752 + Penalty 3573.851886 = -6827736.690866 nChanged 3088 SP:Iteration 9F (2727.058166 sec): 3 clusters Score: Raw -6833567.718963 + Penalty 3573.851886 = -6829993.867077 nChanged 2699 SP:Iteration 10Q (2727.198822 sec): 3 clusters Score: Raw -6835509.365495 + Penalty 3573.851886 = -6831935.513608 nChanged 2204 SP:Iteration 11Q (2727.335708 sec): 3 clusters Score: Raw -6836892.972117 + Penalty 3573.851886 = -6833319.120231 nChanged 1776 SP:Iteration 12Q (2727.465909 sec): 3 clusters Score: Raw -6837855.100554 + Penalty 3573.851886 = -6834281.248668 nChanged 1436 SP:Iteration 13Q (2727.605919 sec): 3 clusters Score: Raw -6838585.926871 + Penalty 3573.851886 = -6835012.074985 nChanged 1259 SP:Iteration 14Q (2727.775264 sec): 3 clusters Score: Raw -6839173.964741 + Penalty 3573.851886 = -6835600.112855 nChanged 1133 SP:Iteration 15Q (2727.912396 sec): 3 clusters Score: Raw -6839668.792344 + Penalty 3573.851886 = -6836094.940458 nChanged 1019 SP:Iteration 16Q (2728.060698 sec): 3 clusters Score: Raw -6840051.741373 + Penalty 3573.851886 = -6836477.889487 nChanged 884 SP:Iteration 17Q (2728.215029 sec): 3 clusters Score: Raw -6840335.892437 + Penalty 3573.851886 = -6836762.040551 nChanged 752 SP:Iteration 18Q (2728.359984 sec): 3 clusters Score: Raw -6840548.780645 + Penalty 3573.851886 = -6836974.928759 nChanged 671 SP:Iteration 19Q (2728.492851 sec): 3 clusters Score: Raw -6840718.577062 + Penalty 3573.851886 = -6837144.725176 nChanged 569 SP:Iteration 20F (2728.644968 sec): 3 clusters Score: Raw -6840839.205000 + Penalty 3573.851886 = -6837265.353114 nChanged 447 SP:Iteration 21Q (2728.836165 sec): 3 clusters Score: Raw -6840922.150850 + Penalty 3573.851886 = -6837348.298964 nChanged 402 SP:Iteration 22Q (2728.980545 sec): 3 clusters Score: Raw -6840998.687634 + Penalty 3573.851886 = -6837424.835748 nChanged 403 SP:Iteration 23Q (2729.107744 sec): 3 clusters Score: Raw -6841073.329962 + Penalty 3573.851886 = -6837499.478076 nChanged 379 SP:Iteration 24Q (2729.241136 sec): 3 clusters Score: Raw -6841139.384143 + Penalty 3573.851886 = -6837565.532257 nChanged 387 SP:Iteration 25Q (2729.377646 sec): 3 clusters Score: Raw -6841208.178922 + Penalty 3573.851886 = -6837634.327036 nChanged 428 SP:Iteration 26Q (2729.512537 sec): 3 clusters Score: Raw -6841288.331475 + Penalty 3573.851886 = -6837714.479589 nChanged 413 SP:Iteration 27Q (2729.649155 sec): 3 clusters Score: Raw -6841366.309094 + Penalty 3573.851886 = -6837792.457208 nChanged 400 SP:Iteration 28Q (2729.783081 sec): 3 clusters Score: Raw -6841438.158650 + Penalty 3573.851886 = -6837864.306763 nChanged 360 SP:Iteration 29Q (2729.916969 sec): 3 clusters Score: Raw -6841496.486507 + Penalty 3573.851886 = -6837922.634621 nChanged 360 SP:Iteration 30Q (2730.048778 sec): 3 clusters Score: Raw -6841555.477544 + Penalty 3573.851886 = -6837981.625658 nChanged 332 SP:Iteration 31Q (2730.183963 sec): 3 clusters Score: Raw -6841609.919105 + Penalty 3573.851886 = -6838036.067219 nChanged 344 SP:Iteration 32Q (2730.318331 sec): 3 clusters Score: Raw -6841664.632857 + Penalty 3573.851886 = -6838090.780971 nChanged 337 SP:Iteration 33Q (2730.440591 sec): 3 clusters Score: Raw -6841715.428262 + Penalty 3573.851886 = -6838141.576376 nChanged 317 SP:Iteration 34Q (2730.594259 sec): 3 clusters Score: Raw -6841764.218323 + Penalty 3573.851886 = -6838190.366437 nChanged 300 SP:Iteration 35Q (2730.724868 sec): 3 clusters Score: Raw -6841813.707811 + Penalty 3573.851886 = -6838239.855925 nChanged 300 SP:Iteration 36Q (2730.852145 sec): 3 clusters Score: Raw -6841862.348781 + Penalty 3573.851886 = -6838288.496895 nChanged 273 SP:Iteration 37Q (2731.022574 sec): 3 clusters Score: Raw -6841903.773898 + Penalty 3573.851886 = -6838329.922012 nChanged 251 SP:Iteration 38Q (2731.160940 sec): 3 clusters Score: Raw -6841941.172925 + Penalty 3573.851886 = -6838367.321039 nChanged 229 SP:Iteration 39Q (2731.286891 sec): 3 clusters Score: Raw -6841971.244721 + Penalty 3573.851886 = -6838397.392835 nChanged 213 SP:Iteration 40F (2731.427030 sec): 3 clusters Score: Raw -6841998.257294 + Penalty 3573.851886 = -6838424.405408 nChanged 220 SP:Iteration 41Q (2731.552515 sec): 3 clusters Score: Raw -6842028.996792 + Penalty 3573.851886 = -6838455.144906 nChanged 208 SP:Iteration 42Q (2731.694711 sec): 3 clusters Score: Raw -6842055.884889 + Penalty 3573.851886 = -6838482.033003 nChanged 196 SP:Iteration 43Q (2731.851946 sec): 3 clusters Score: Raw -6842079.172438 + Penalty 3573.851886 = -6838505.320552 nChanged 182 SP:Iteration 44Q (2731.978458 sec): 3 clusters Score: Raw -6842102.567563 + Penalty 3573.851886 = -6838528.715677 nChanged 182 SP:Iteration 45Q (2732.096032 sec): 3 clusters Score: Raw -6842128.248317 + Penalty 3573.851886 = -6838554.396431 nChanged 189 SP:Iteration 46Q (2732.218208 sec): 3 clusters Score: Raw -6842157.598093 + Penalty 3573.851886 = -6838583.746207 nChanged 192 SP:Iteration 47Q (2732.342022 sec): 3 clusters Score: Raw -6842187.637261 + Penalty 3573.851886 = -6838613.785375 nChanged 182 SP:Iteration 48Q (2732.469958 sec): 3 clusters Score: Raw -6842214.043032 + Penalty 3573.851886 = -6838640.191146 nChanged 167 SP:Iteration 49Q (2732.598150 sec): 3 clusters Score: Raw -6842239.844548 + Penalty 3573.851886 = -6838665.992662 nChanged 158 SP:Iteration 50Q (2732.711462 sec): 3 clusters Score: Raw -6842263.096925 + Penalty 3573.851886 = -6838689.245039 nChanged 157 SP:Iteration 51Q (2732.837597 sec): 3 clusters Score: Raw -6842287.548251 + Penalty 3573.851886 = -6838713.696365 nChanged 143 SP:Iteration 52Q (2732.965308 sec): 3 clusters Score: Raw -6842308.422336 + Penalty 3573.851886 = -6838734.570450 nChanged 154 SP:Iteration 53Q (2733.090297 sec): 3 clusters Score: Raw -6842328.352096 + Penalty 3573.851886 = -6838754.500210 nChanged 131 SP:Iteration 54Q (2733.210510 sec): 3 clusters Score: Raw -6842345.404898 + Penalty 3573.851886 = -6838771.553012 nChanged 126 SP:Iteration 55Q (2733.334102 sec): 3 clusters Score: Raw -6842362.364352 + Penalty 3573.851886 = -6838788.512466 nChanged 117 SP:Iteration 56Q (2733.456878 sec): 3 clusters Score: Raw -6842377.108413 + Penalty 3573.851886 = -6838803.256527 nChanged 97 SP:Iteration 57Q (2733.580575 sec): 3 clusters Score: Raw -6842388.574075 + Penalty 3573.851886 = -6838814.722189 nChanged 80 SP:Iteration 58Q (2733.707609 sec): 3 clusters Score: Raw -6842396.923083 + Penalty 3573.851886 = -6838823.071197 nChanged 70 SP:Iteration 59Q (2733.844269 sec): 3 clusters Score: Raw -6842406.493639 + Penalty 3573.851886 = -6838832.641753 nChanged 80 SP:Iteration 60F (2733.989906 sec): 3 clusters Score: Raw -6842415.995784 + Penalty 3573.851886 = -6838842.143898 nChanged 67 SP:Iteration 61Q (2734.116913 sec): 3 clusters Score: Raw -6842424.639621 + Penalty 3573.851886 = -6838850.787735 nChanged 70 SP:Iteration 62Q (2734.242453 sec): 3 clusters Score: Raw -6842433.462249 + Penalty 3573.851886 = -6838859.610363 nChanged 61 SP:Iteration 63Q (2734.384600 sec): 3 clusters Score: Raw -6842440.287608 + Penalty 3573.851886 = -6838866.435722 nChanged 69 SP:Iteration 64Q (2734.514850 sec): 3 clusters Score: Raw -6842449.229714 + Penalty 3573.851886 = -6838875.377828 nChanged 62 SP:Iteration 65Q (2734.655155 sec): 3 clusters Score: Raw -6842455.169124 + Penalty 3573.851886 = -6838881.317238 nChanged 50 SP:Iteration 66Q (2734.794991 sec): 3 clusters Score: Raw -6842460.103430 + Penalty 3573.851886 = -6838886.251544 nChanged 36 SP:Iteration 67Q (2734.947327 sec): 3 clusters Score: Raw -6842463.295601 + Penalty 3573.851886 = -6838889.443715 nChanged 40 SP:Iteration 68Q (2735.093784 sec): 3 clusters Score: Raw -6842466.785594 + Penalty 3573.851886 = -6838892.933708 nChanged 36 SP:Iteration 69Q (2735.222527 sec): 3 clusters Score: Raw -6842470.464926 + Penalty 3573.851886 = -6838896.613040 nChanged 43 SP:Iteration 70Q (2735.373687 sec): 3 clusters Score: Raw -6842473.907477 + Penalty 3573.851886 = -6838900.055591 nChanged 36 SP:Iteration 71Q (2735.517650 sec): 3 clusters Score: Raw -6842477.460837 + Penalty 3573.851886 = -6838903.608951 nChanged 38 SP:Iteration 72Q (2735.641484 sec): 3 clusters Score: Raw -6842481.422795 + Penalty 3573.851886 = -6838907.570909 nChanged 39 SP:Iteration 73Q (2735.761716 sec): 3 clusters Score: Raw -6842485.997407 + Penalty 3573.851886 = -6838912.145521 nChanged 44 SP:Iteration 74Q (2735.882090 sec): 3 clusters Score: Raw -6842491.217865 + Penalty 3573.851886 = -6838917.365979 nChanged 37 SP:Iteration 75Q (2736.010816 sec): 3 clusters Score: Raw -6842495.692608 + Penalty 3573.851886 = -6838921.840722 nChanged 39 SP:Iteration 76Q (2736.136197 sec): 3 clusters Score: Raw -6842499.885746 + Penalty 3573.851886 = -6838926.033860 nChanged 38 SP:Iteration 77Q (2736.258821 sec): 3 clusters Score: Raw -6842504.015713 + Penalty 3573.851886 = -6838930.163827 nChanged 25 SP:Iteration 78Q (2736.374055 sec): 3 clusters Score: Raw -6842506.316145 + Penalty 3573.851886 = -6838932.464259 nChanged 22 SP:Iteration 79Q (2736.497525 sec): 3 clusters Score: Raw -6842508.339488 + Penalty 3573.851886 = -6838934.487602 nChanged 20 SP:Iteration 80F (2736.645709 sec): 3 clusters Score: Raw -6842509.543434 + Penalty 3573.851886 = -6838935.691548 nChanged 20 SP:Iteration 81Q (2736.779950 sec): 3 clusters Score: Raw -6842510.723911 + Penalty 3573.851886 = -6838936.872025 nChanged 12 SP:Iteration 82Q (2736.913357 sec): 3 clusters Score: Raw -6842511.526799 + Penalty 3573.851886 = -6838937.674913 nChanged 9 SP:Iteration 83Q (2737.044013 sec): 3 clusters Score: Raw -6842512.268039 + Penalty 3573.851886 = -6838938.416153 nChanged 5 SP:Iteration 84Q (2737.178287 sec): 3 clusters Score: Raw -6842512.789120 + Penalty 3573.851886 = -6838938.937234 nChanged 8 SP:Iteration 85Q (2737.312338 sec): 3 clusters Score: Raw -6842513.576771 + Penalty 3573.851886 = -6838939.724885 nChanged 10 SP:Iteration 86Q (2737.443452 sec): 3 clusters Score: Raw -6842514.726325 + Penalty 3573.851886 = -6838940.874439 nChanged 14 SP:Iteration 87Q (2737.577324 sec): 3 clusters Score: Raw -6842516.169688 + Penalty 3573.851886 = -6838942.317802 nChanged 10 SP:Iteration 88Q (2737.711079 sec): 3 clusters Score: Raw -6842516.949782 + Penalty 3573.851886 = -6838943.097896 nChanged 12 SP:Iteration 89Q (2737.845023 sec): 3 clusters Score: Raw -6842517.864838 + Penalty 3573.851886 = -6838944.012952 nChanged 12 SP:Iteration 90Q (2737.978797 sec): 3 clusters Score: Raw -6842518.863396 + Penalty 3573.851886 = -6838945.011510 nChanged 12 SP:Iteration 91Q (2738.106977 sec): 3 clusters Score: Raw -6842519.982799 + Penalty 3573.851886 = -6838946.130913 nChanged 13 SP:Iteration 92Q (2738.241367 sec): 3 clusters Score: Raw -6842520.753381 + Penalty 3573.851886 = -6838946.901495 nChanged 12 SP:Iteration 93Q (2738.374786 sec): 3 clusters Score: Raw -6842521.569757 + Penalty 3573.851886 = -6838947.717871 nChanged 9 SP:Iteration 94Q (2738.500792 sec): 3 clusters Score: Raw -6842522.292811 + Penalty 3573.851886 = -6838948.440925 nChanged 10 SP:Iteration 95Q (2738.623692 sec): 3 clusters Score: Raw -6842523.244868 + Penalty 3573.851886 = -6838949.392981 nChanged 9 SP:Iteration 96Q (2738.739042 sec): 3 clusters Score: Raw -6842524.033201 + Penalty 3573.851886 = -6838950.181314 nChanged 9 SP:Iteration 97Q (2738.871743 sec): 3 clusters Score: Raw -6842524.685798 + Penalty 3573.851886 = -6838950.833912 nChanged 14 SP:Iteration 98Q (2739.002908 sec): 3 clusters Score: Raw -6842525.819339 + Penalty 3573.851886 = -6838951.967453 nChanged 11 SP:Iteration 99Q (2739.129682 sec): 3 clusters Score: Raw -6842526.530230 + Penalty 3573.851886 = -6838952.678344 nChanged 7 SP:Iteration 100F (2739.270747 sec): 3 clusters Score: Raw -6842527.296455 + Penalty 3573.851886 = -6838953.444569 nChanged 10 SP:Iteration 101Q (2739.398756 sec): 3 clusters Score: Raw -6842528.299037 + Penalty 3573.851886 = -6838954.447151 nChanged 15 SP:Iteration 102Q (2739.520696 sec): 3 clusters Score: Raw -6842529.658289 + Penalty 3573.851886 = -6838955.806403 nChanged 12 SP:Iteration 103Q (2739.639080 sec): 3 clusters Score: Raw -6842531.324356 + Penalty 3573.851886 = -6838957.472470 nChanged 17 SP:Iteration 104Q (2739.749222 sec): 3 clusters Score: Raw -6842532.991731 + Penalty 3573.851886 = -6838959.139845 nChanged 14 SP:Iteration 105Q (2739.871593 sec): 3 clusters Score: Raw -6842534.537506 + Penalty 3573.851886 = -6838960.685620 nChanged 11 SP:Iteration 106Q (2739.999502 sec): 3 clusters Score: Raw -6842535.706746 + Penalty 3573.851886 = -6838961.854860 nChanged 15 SP:Iteration 107Q (2740.123929 sec): 3 clusters Score: Raw -6842536.677671 + Penalty 3573.851886 = -6838962.825785 nChanged 11 SP:Iteration 108Q (2740.241499 sec): 3 clusters Score: Raw -6842537.749254 + Penalty 3573.851886 = -6838963.897368 nChanged 10 SP:Iteration 109Q (2740.356817 sec): 3 clusters Score: Raw -6842538.600283 + Penalty 3573.851886 = -6838964.748397 nChanged 12 SP:Iteration 110Q (2740.479174 sec): 3 clusters Score: Raw -6842539.650561 + Penalty 3573.851886 = -6838965.798674 nChanged 10 SP:Iteration 111Q (2740.598393 sec): 3 clusters Score: Raw -6842540.225956 + Penalty 3573.851886 = -6838966.374069 nChanged 4 SP:Iteration 112Q (2740.720438 sec): 3 clusters Score: Raw -6842540.430604 + Penalty 3573.851886 = -6838966.578718 nChanged 1 SP:Iteration 113Q (2740.839664 sec): 3 clusters Score: Raw -6842540.471078 + Penalty 3573.851886 = -6838966.619192 nChanged 0 SP:Iteration 114F (2740.977249 sec): 3 clusters Score: Raw -6842540.471078 + Penalty 3573.851886 = -6838966.619192 nChanged 0 Trying to split cluster 10 (12614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2741.008449 sec): 2 clusters Score: Raw -1466910.526151 + Penalty 1534.416420 = -1465376.109730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2741.076256 sec): 3 clusters Score: Raw -1459650.215694 + Penalty 3068.832841 = -1456581.382853 nChanged 5564 SP:Iteration 1F (2741.142671 sec): 3 clusters Score: Raw -1462650.474057 + Penalty 3068.832841 = -1459581.641216 nChanged 729 SP:Iteration 2F (2741.202464 sec): 3 clusters Score: Raw -1462982.054173 + Penalty 3068.832841 = -1459913.221333 nChanged 702 SP:Iteration 3F (2741.260239 sec): 3 clusters Score: Raw -1463399.900635 + Penalty 3068.832841 = -1460331.067794 nChanged 736 SP:Iteration 4F (2741.324041 sec): 3 clusters Score: Raw -1463868.643900 + Penalty 3068.832841 = -1460799.811059 nChanged 758 SP:Iteration 5F (2741.381185 sec): 3 clusters Score: Raw -1464372.168429 + Penalty 3068.832841 = -1461303.335588 nChanged 762 SP:Iteration 6F (2741.445939 sec): 3 clusters Score: Raw -1464902.805391 + Penalty 3068.832841 = -1461833.972550 nChanged 760 SP:Iteration 7F (2741.513941 sec): 3 clusters Score: Raw -1465399.131842 + Penalty 3068.832841 = -1462330.299001 nChanged 670 SP:Iteration 8F (2741.581475 sec): 3 clusters Score: Raw -1465809.523382 + Penalty 3068.832841 = -1462740.690541 nChanged 556 SP:Iteration 9Q (2741.648368 sec): 3 clusters Score: Raw -1466161.774327 + Penalty 3068.832841 = -1463092.941486 nChanged 480 SP:Iteration 10Q (2741.717357 sec): 3 clusters Score: Raw -1466469.831815 + Penalty 3068.832841 = -1463400.998974 nChanged 390 SP:Iteration 11Q (2741.784577 sec): 3 clusters Score: Raw -1466709.514899 + Penalty 3068.832841 = -1463640.682058 nChanged 331 SP:Iteration 12Q (2741.851900 sec): 3 clusters Score: Raw -1466888.004813 + Penalty 3068.832841 = -1463819.171972 nChanged 276 SP:Iteration 13Q (2741.919039 sec): 3 clusters Score: Raw -1467029.481250 + Penalty 3068.832841 = -1463960.648409 nChanged 268 SP:Iteration 14Q (2741.985663 sec): 3 clusters Score: Raw -1467178.944236 + Penalty 3068.832841 = -1464110.111396 nChanged 230 SP:Iteration 15Q (2742.052151 sec): 3 clusters Score: Raw -1467307.980066 + Penalty 3068.832841 = -1464239.147225 nChanged 215 SP:Iteration 16Q (2742.117809 sec): 3 clusters Score: Raw -1467417.585042 + Penalty 3068.832841 = -1464348.752201 nChanged 189 SP:Iteration 17Q (2742.183492 sec): 3 clusters Score: Raw -1467514.769369 + Penalty 3068.832841 = -1464445.936528 nChanged 176 SP:Iteration 18Q (2742.240837 sec): 3 clusters Score: Raw -1467618.823994 + Penalty 3068.832841 = -1464549.991154 nChanged 150 SP:Iteration 19Q (2742.306229 sec): 3 clusters Score: Raw -1467715.386556 + Penalty 3068.832841 = -1464646.553715 nChanged 139 SP:Iteration 20F (2742.367123 sec): 3 clusters Score: Raw -1467790.084806 + Penalty 3068.832841 = -1464721.251965 nChanged 104 SP:Iteration 21Q (2742.423281 sec): 3 clusters Score: Raw -1467834.602468 + Penalty 3068.832841 = -1464765.769628 nChanged 75 SP:Iteration 22Q (2742.485305 sec): 3 clusters Score: Raw -1467862.476242 + Penalty 3068.832841 = -1464793.643401 nChanged 57 SP:Iteration 23Q (2742.543510 sec): 3 clusters Score: Raw -1467882.121423 + Penalty 3068.832841 = -1464813.288582 nChanged 41 SP:Iteration 24Q (2742.601104 sec): 3 clusters Score: Raw -1467894.519223 + Penalty 3068.832841 = -1464825.686382 nChanged 35 SP:Iteration 25Q (2742.668453 sec): 3 clusters Score: Raw -1467901.215271 + Penalty 3068.832841 = -1464832.382430 nChanged 23 SP:Iteration 26Q (2742.717183 sec): 3 clusters Score: Raw -1467906.172640 + Penalty 3068.832841 = -1464837.339799 nChanged 22 SP:Iteration 27Q (2742.786795 sec): 3 clusters Score: Raw -1467910.417487 + Penalty 3068.832841 = -1464841.584646 nChanged 17 SP:Iteration 28Q (2742.837041 sec): 3 clusters Score: Raw -1467913.460967 + Penalty 3068.832841 = -1464844.628126 nChanged 14 SP:Iteration 29Q (2742.894811 sec): 3 clusters Score: Raw -1467915.874489 + Penalty 3068.832841 = -1464847.041648 nChanged 5 SP:Iteration 30Q (2742.947858 sec): 3 clusters Score: Raw -1467916.683804 + Penalty 3068.832841 = -1464847.850963 nChanged 7 SP:Iteration 31Q (2743.007457 sec): 3 clusters Score: Raw -1467917.627068 + Penalty 3068.832841 = -1464848.794228 nChanged 5 SP:Iteration 32Q (2743.066456 sec): 3 clusters Score: Raw -1467918.101191 + Penalty 3068.832841 = -1464849.268350 nChanged 4 SP:Iteration 33Q (2743.125757 sec): 3 clusters Score: Raw -1467918.660493 + Penalty 3068.832841 = -1464849.827652 nChanged 3 SP:Iteration 34Q (2743.197502 sec): 3 clusters Score: Raw -1467919.170192 + Penalty 3068.832841 = -1464850.337351 nChanged 2 SP:Iteration 35Q (2743.262460 sec): 3 clusters Score: Raw -1467919.837744 + Penalty 3068.832841 = -1464851.004903 nChanged 3 SP:Iteration 36Q (2743.317650 sec): 3 clusters Score: Raw -1467920.451579 + Penalty 3068.832841 = -1464851.618739 nChanged 3 SP:Iteration 37Q (2743.379815 sec): 3 clusters Score: Raw -1467920.713700 + Penalty 3068.832841 = -1464851.880860 nChanged 3 SP:Iteration 38Q (2743.442041 sec): 3 clusters Score: Raw -1467920.913653 + Penalty 3068.832841 = -1464852.080813 nChanged 1 SP:Iteration 39Q (2743.506151 sec): 3 clusters Score: Raw -1467921.062189 + Penalty 3068.832841 = -1464852.229348 nChanged 3 SP:Iteration 40F (2743.574892 sec): 3 clusters Score: Raw -1467921.619663 + Penalty 3068.832841 = -1464852.786822 nChanged 4 SP:Iteration 41Q (2743.643005 sec): 3 clusters Score: Raw -1467922.486572 + Penalty 3068.832841 = -1464853.653731 nChanged 4 SP:Iteration 42Q (2743.711156 sec): 3 clusters Score: Raw -1467923.301241 + Penalty 3068.832841 = -1464854.468400 nChanged 5 SP:Iteration 43Q (2743.774674 sec): 3 clusters Score: Raw -1467924.122412 + Penalty 3068.832841 = -1464855.289571 nChanged 3 SP:Iteration 44Q (2743.842089 sec): 3 clusters Score: Raw -1467924.530696 + Penalty 3068.832841 = -1464855.697855 nChanged 3 SP:Iteration 45Q (2743.897181 sec): 3 clusters Score: Raw -1467924.862909 + Penalty 3068.832841 = -1464856.030068 nChanged 3 SP:Iteration 46Q (2743.959424 sec): 3 clusters Score: Raw -1467925.161288 + Penalty 3068.832841 = -1464856.328447 nChanged 4 SP:Iteration 47Q (2744.023514 sec): 3 clusters Score: Raw -1467925.725949 + Penalty 3068.832841 = -1464856.893108 nChanged 3 SP:Iteration 48Q (2744.081842 sec): 3 clusters Score: Raw -1467926.044668 + Penalty 3068.832841 = -1464857.211827 nChanged 2 SP:Iteration 49Q (2744.148183 sec): 3 clusters Score: Raw -1467926.373336 + Penalty 3068.832841 = -1464857.540495 nChanged 0 SP:Iteration 50F (2744.216832 sec): 3 clusters Score: Raw -1467926.373336 + Penalty 3068.832841 = -1464857.540495 nChanged 0 Trying to split cluster 12 (76905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2744.345332 sec): 2 clusters Score: Raw -9210088.153966 + Penalty 1828.178003 = -9208259.975963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2744.516486 sec): 3 clusters Score: Raw -9160593.754408 + Penalty 3656.356006 = -9156937.398402 nChanged 36593 SP:Iteration 1F (2744.695428 sec): 3 clusters Score: Raw -9181929.945640 + Penalty 3656.356006 = -9178273.589634 nChanged 3155 SP:Iteration 2Q (2744.865828 sec): 3 clusters Score: Raw -9183079.635825 + Penalty 3656.356006 = -9179423.279819 nChanged 3519 SP:Iteration 3Q (2745.044033 sec): 3 clusters Score: Raw -9184750.755958 + Penalty 3656.356006 = -9181094.399952 nChanged 4012 SP:Iteration 4F (2745.216085 sec): 3 clusters Score: Raw -9187023.593113 + Penalty 3656.356006 = -9183367.237107 nChanged 4618 SP:Iteration 5F (2745.388284 sec): 3 clusters Score: Raw -9190021.026364 + Penalty 3656.356006 = -9186364.670358 nChanged 4965 SP:Iteration 6F (2745.563646 sec): 3 clusters Score: Raw -9193535.304954 + Penalty 3656.356006 = -9189878.948948 nChanged 5106 SP:Iteration 7F (2745.738223 sec): 3 clusters Score: Raw -9197181.011846 + Penalty 3656.356006 = -9193524.655840 nChanged 4551 SP:Iteration 8F (2745.898883 sec): 3 clusters Score: Raw -9199901.139845 + Penalty 3656.356006 = -9196244.783838 nChanged 3307 SP:Iteration 9Q (2746.073387 sec): 3 clusters Score: Raw -9201216.989657 + Penalty 3656.356006 = -9197560.633651 nChanged 2143 SP:Iteration 10Q (2746.244770 sec): 3 clusters Score: Raw -9201741.246021 + Penalty 3656.356006 = -9198084.890015 nChanged 1219 SP:Iteration 11Q (2746.421066 sec): 3 clusters Score: Raw -9201953.478005 + Penalty 3656.356006 = -9198297.121999 nChanged 807 SP:Iteration 12Q (2746.591850 sec): 3 clusters Score: Raw -9202087.211890 + Penalty 3656.356006 = -9198430.855884 nChanged 702 SP:Iteration 13Q (2746.776141 sec): 3 clusters Score: Raw -9202203.817299 + Penalty 3656.356006 = -9198547.461293 nChanged 689 SP:Iteration 14Q (2746.954521 sec): 3 clusters Score: Raw -9202325.830424 + Penalty 3656.356006 = -9198669.474418 nChanged 684 SP:Iteration 15Q (2747.177395 sec): 3 clusters Score: Raw -9202448.607347 + Penalty 3656.356006 = -9198792.251341 nChanged 719 SP:Iteration 16Q (2747.369350 sec): 3 clusters Score: Raw -9202574.669425 + Penalty 3656.356006 = -9198918.313419 nChanged 674 SP:Iteration 17Q (2747.546928 sec): 3 clusters Score: Raw -9202693.841707 + Penalty 3656.356006 = -9199037.485700 nChanged 676 SP:Iteration 18Q (2747.730344 sec): 3 clusters Score: Raw -9202808.924290 + Penalty 3656.356006 = -9199152.568283 nChanged 684 SP:Iteration 19Q (2747.916947 sec): 3 clusters Score: Raw -9202919.636569 + Penalty 3656.356006 = -9199263.280563 nChanged 645 SP:Iteration 20F (2748.087004 sec): 3 clusters Score: Raw -9203024.006611 + Penalty 3656.356006 = -9199367.650605 nChanged 606 SP:Iteration 21Q (2748.259736 sec): 3 clusters Score: Raw -9203124.445745 + Penalty 3656.356006 = -9199468.089738 nChanged 651 SP:Iteration 22Q (2748.435096 sec): 3 clusters Score: Raw -9203251.119239 + Penalty 3656.356006 = -9199594.763233 nChanged 743 SP:Iteration 23Q (2748.609090 sec): 3 clusters Score: Raw -9203417.236293 + Penalty 3656.356006 = -9199760.880287 nChanged 805 SP:Iteration 24Q (2748.781829 sec): 3 clusters Score: Raw -9203620.761997 + Penalty 3656.356006 = -9199964.405991 nChanged 885 SP:Iteration 25Q (2748.959648 sec): 3 clusters Score: Raw -9203896.026893 + Penalty 3656.356006 = -9200239.670887 nChanged 983 SP:Iteration 26Q (2749.132871 sec): 3 clusters Score: Raw -9204251.613535 + Penalty 3656.356006 = -9200595.257529 nChanged 1066 SP:Iteration 27Q (2749.327397 sec): 3 clusters Score: Raw -9204691.563132 + Penalty 3656.356006 = -9201035.207126 nChanged 1157 SP:Iteration 28Q (2749.526842 sec): 3 clusters Score: Raw -9205180.642090 + Penalty 3656.356006 = -9201524.286083 nChanged 1160 SP:Iteration 29Q (2749.702945 sec): 3 clusters Score: Raw -9205670.651348 + Penalty 3656.356006 = -9202014.295342 nChanged 1129 SP:Iteration 30Q (2749.867143 sec): 3 clusters Score: Raw -9206112.111620 + Penalty 3656.356006 = -9202455.755613 nChanged 1029 SP:Iteration 31Q (2750.083782 sec): 3 clusters Score: Raw -9206474.393854 + Penalty 3656.356006 = -9202818.037847 nChanged 939 SP:Iteration 32Q (2750.276737 sec): 3 clusters Score: Raw -9206777.234669 + Penalty 3656.356006 = -9203120.878663 nChanged 874 SP:Iteration 33Q (2750.450790 sec): 3 clusters Score: Raw -9207026.594242 + Penalty 3656.356006 = -9203370.238236 nChanged 766 SP:Iteration 34Q (2750.624567 sec): 3 clusters Score: Raw -9207219.103638 + Penalty 3656.356006 = -9203562.747632 nChanged 676 SP:Iteration 35Q (2750.800709 sec): 3 clusters Score: Raw -9207371.543934 + Penalty 3656.356006 = -9203715.187928 nChanged 612 SP:Iteration 36Q (2750.972171 sec): 3 clusters Score: Raw -9207497.468944 + Penalty 3656.356006 = -9203841.112938 nChanged 558 SP:Iteration 37Q (2751.139072 sec): 3 clusters Score: Raw -9207604.859294 + Penalty 3656.356006 = -9203948.503288 nChanged 556 SP:Iteration 38Q (2751.295813 sec): 3 clusters Score: Raw -9207706.709663 + Penalty 3656.356006 = -9204050.353657 nChanged 541 SP:Iteration 39Q (2751.458229 sec): 3 clusters Score: Raw -9207804.282870 + Penalty 3656.356006 = -9204147.926864 nChanged 539 SP:Iteration 40F (2751.630349 sec): 3 clusters Score: Raw -9207907.300865 + Penalty 3656.356006 = -9204250.944858 nChanged 545 SP:Iteration 41Q (2751.794925 sec): 3 clusters Score: Raw -9208007.089233 + Penalty 3656.356006 = -9204350.733227 nChanged 540 SP:Iteration 42Q (2751.954111 sec): 3 clusters Score: Raw -9208100.710871 + Penalty 3656.356006 = -9204444.354865 nChanged 497 SP:Iteration 43Q (2752.118870 sec): 3 clusters Score: Raw -9208182.186602 + Penalty 3656.356006 = -9204525.830596 nChanged 448 SP:Iteration 44Q (2752.280031 sec): 3 clusters Score: Raw -9208255.297458 + Penalty 3656.356006 = -9204598.941452 nChanged 461 SP:Iteration 45Q (2752.444495 sec): 3 clusters Score: Raw -9208331.215752 + Penalty 3656.356006 = -9204674.859746 nChanged 469 SP:Iteration 46Q (2752.635743 sec): 3 clusters Score: Raw -9208408.469048 + Penalty 3656.356006 = -9204752.113042 nChanged 461 SP:Iteration 47Q (2752.829965 sec): 3 clusters Score: Raw -9208484.336609 + Penalty 3656.356006 = -9204827.980602 nChanged 480 SP:Iteration 48Q (2753.025531 sec): 3 clusters Score: Raw -9208567.836133 + Penalty 3656.356006 = -9204911.480126 nChanged 483 SP:Iteration 49Q (2753.212181 sec): 3 clusters Score: Raw -9208650.100006 + Penalty 3656.356006 = -9204993.744000 nChanged 438 SP:Iteration 50Q (2753.376385 sec): 3 clusters Score: Raw -9208726.464964 + Penalty 3656.356006 = -9205070.108958 nChanged 475 SP:Iteration 51Q (2753.529172 sec): 3 clusters Score: Raw -9208812.632871 + Penalty 3656.356006 = -9205156.276864 nChanged 448 SP:Iteration 52Q (2753.690676 sec): 3 clusters Score: Raw -9208889.796607 + Penalty 3656.356006 = -9205233.440600 nChanged 437 SP:Iteration 53Q (2753.844504 sec): 3 clusters Score: Raw -9208964.731048 + Penalty 3656.356006 = -9205308.375042 nChanged 407 SP:Iteration 54Q (2753.996691 sec): 3 clusters Score: Raw -9209033.088507 + Penalty 3656.356006 = -9205376.732500 nChanged 397 SP:Iteration 55Q (2754.155285 sec): 3 clusters Score: Raw -9209102.596625 + Penalty 3656.356006 = -9205446.240619 nChanged 372 SP:Iteration 56Q (2754.312516 sec): 3 clusters Score: Raw -9209165.201786 + Penalty 3656.356006 = -9205508.845780 nChanged 369 SP:Iteration 57Q (2754.469513 sec): 3 clusters Score: Raw -9209228.898743 + Penalty 3656.356006 = -9205572.542737 nChanged 362 SP:Iteration 58Q (2754.613815 sec): 3 clusters Score: Raw -9209288.782596 + Penalty 3656.356006 = -9205632.426590 nChanged 331 SP:Iteration 59Q (2754.770002 sec): 3 clusters Score: Raw -9209343.478575 + Penalty 3656.356006 = -9205687.122568 nChanged 327 SP:Iteration 60F (2754.938499 sec): 3 clusters Score: Raw -9209399.168440 + Penalty 3656.356006 = -9205742.812434 nChanged 324 SP:Iteration 61Q (2755.093199 sec): 3 clusters Score: Raw -9209456.234376 + Penalty 3656.356006 = -9205799.878370 nChanged 310 SP:Iteration 62Q (2755.246654 sec): 3 clusters Score: Raw -9209509.464608 + Penalty 3656.356006 = -9205853.108602 nChanged 299 SP:Iteration 63Q (2755.386269 sec): 3 clusters Score: Raw -9209559.513341 + Penalty 3656.356006 = -9205903.157335 nChanged 277 SP:Iteration 64Q (2755.529580 sec): 3 clusters Score: Raw -9209601.370570 + Penalty 3656.356006 = -9205945.014563 nChanged 267 SP:Iteration 65Q (2755.684483 sec): 3 clusters Score: Raw -9209642.828881 + Penalty 3656.356006 = -9205986.472875 nChanged 270 SP:Iteration 66Q (2755.838088 sec): 3 clusters Score: Raw -9209684.384693 + Penalty 3656.356006 = -9206028.028687 nChanged 227 SP:Iteration 67Q (2755.990863 sec): 3 clusters Score: Raw -9209716.985980 + Penalty 3656.356006 = -9206060.629974 nChanged 205 SP:Iteration 68Q (2756.134115 sec): 3 clusters Score: Raw -9209745.725721 + Penalty 3656.356006 = -9206089.369715 nChanged 201 SP:Iteration 69Q (2756.276839 sec): 3 clusters Score: Raw -9209774.974091 + Penalty 3656.356006 = -9206118.618085 nChanged 194 SP:Iteration 70Q (2756.430347 sec): 3 clusters Score: Raw -9209802.786057 + Penalty 3656.356006 = -9206146.430051 nChanged 201 SP:Iteration 71Q (2756.563465 sec): 3 clusters Score: Raw -9209830.994023 + Penalty 3656.356006 = -9206174.638017 nChanged 194 SP:Iteration 72Q (2756.709127 sec): 3 clusters Score: Raw -9209859.269868 + Penalty 3656.356006 = -9206202.913862 nChanged 182 SP:Iteration 73Q (2756.868205 sec): 3 clusters Score: Raw -9209885.578054 + Penalty 3656.356006 = -9206229.222048 nChanged 170 SP:Iteration 74Q (2757.021779 sec): 3 clusters Score: Raw -9209910.693021 + Penalty 3656.356006 = -9206254.337015 nChanged 191 SP:Iteration 75Q (2757.181585 sec): 3 clusters Score: Raw -9209939.974530 + Penalty 3656.356006 = -9206283.618524 nChanged 205 SP:Iteration 76Q (2757.339987 sec): 3 clusters Score: Raw -9209972.530474 + Penalty 3656.356006 = -9206316.174467 nChanged 191 SP:Iteration 77Q (2757.494295 sec): 3 clusters Score: Raw -9210002.088861 + Penalty 3656.356006 = -9206345.732855 nChanged 183 SP:Iteration 78Q (2757.642093 sec): 3 clusters Score: Raw -9210031.029943 + Penalty 3656.356006 = -9206374.673937 nChanged 174 SP:Iteration 79Q (2757.796641 sec): 3 clusters Score: Raw -9210055.295478 + Penalty 3656.356006 = -9206398.939471 nChanged 144 SP:Iteration 80F (2757.966833 sec): 3 clusters Score: Raw -9210075.707005 + Penalty 3656.356006 = -9206419.350998 nChanged 141 SP:Iteration 81Q (2758.120822 sec): 3 clusters Score: Raw -9210095.954038 + Penalty 3656.356006 = -9206439.598032 nChanged 124 SP:Iteration 82Q (2758.261483 sec): 3 clusters Score: Raw -9210113.408799 + Penalty 3656.356006 = -9206457.052792 nChanged 130 SP:Iteration 83Q (2758.404608 sec): 3 clusters Score: Raw -9210130.503943 + Penalty 3656.356006 = -9206474.147936 nChanged 115 SP:Iteration 84Q (2758.548940 sec): 3 clusters Score: Raw -9210147.250639 + Penalty 3656.356006 = -9206490.894632 nChanged 109 SP:Iteration 85Q (2758.698139 sec): 3 clusters Score: Raw -9210162.626903 + Penalty 3656.356006 = -9206506.270897 nChanged 112 SP:Iteration 86Q (2758.847038 sec): 3 clusters Score: Raw -9210177.028577 + Penalty 3656.356006 = -9206520.672571 nChanged 102 SP:Iteration 87Q (2758.996802 sec): 3 clusters Score: Raw -9210191.633351 + Penalty 3656.356006 = -9206535.277345 nChanged 109 SP:Iteration 88Q (2759.144303 sec): 3 clusters Score: Raw -9210207.211691 + Penalty 3656.356006 = -9206550.855684 nChanged 105 SP:Iteration 89Q (2759.289432 sec): 3 clusters Score: Raw -9210224.483259 + Penalty 3656.356006 = -9206568.127253 nChanged 115 SP:Iteration 90Q (2759.437522 sec): 3 clusters Score: Raw -9210244.820454 + Penalty 3656.356006 = -9206588.464448 nChanged 109 SP:Iteration 91Q (2759.574026 sec): 3 clusters Score: Raw -9210262.880810 + Penalty 3656.356006 = -9206606.524803 nChanged 107 SP:Iteration 92Q (2759.718593 sec): 3 clusters Score: Raw -9210278.802133 + Penalty 3656.356006 = -9206622.446127 nChanged 80 SP:Iteration 93Q (2759.865347 sec): 3 clusters Score: Raw -9210290.624718 + Penalty 3656.356006 = -9206634.268712 nChanged 74 SP:Iteration 94Q (2760.003229 sec): 3 clusters Score: Raw -9210300.357280 + Penalty 3656.356006 = -9206644.001274 nChanged 65 SP:Iteration 95Q (2760.147315 sec): 3 clusters Score: Raw -9210309.506025 + Penalty 3656.356006 = -9206653.150019 nChanged 60 SP:Iteration 96Q (2760.293826 sec): 3 clusters Score: Raw -9210316.672818 + Penalty 3656.356006 = -9206660.316812 nChanged 61 SP:Iteration 97Q (2760.441056 sec): 3 clusters Score: Raw -9210323.504899 + Penalty 3656.356006 = -9206667.148893 nChanged 64 SP:Iteration 98Q (2760.595982 sec): 3 clusters Score: Raw -9210333.169463 + Penalty 3656.356006 = -9206676.813456 nChanged 77 SP:Iteration 99Q (2760.752617 sec): 3 clusters Score: Raw -9210345.373365 + Penalty 3656.356006 = -9206689.017359 nChanged 72 SP:Iteration 100F (2760.919652 sec): 3 clusters Score: Raw -9210355.452266 + Penalty 3656.356006 = -9206699.096260 nChanged 61 SP:Iteration 101Q (2761.089777 sec): 3 clusters Score: Raw -9210366.048404 + Penalty 3656.356006 = -9206709.692398 nChanged 71 SP:Iteration 102Q (2761.236544 sec): 3 clusters Score: Raw -9210378.026568 + Penalty 3656.356006 = -9206721.670562 nChanged 65 SP:Iteration 103Q (2761.383203 sec): 3 clusters Score: Raw -9210388.169105 + Penalty 3656.356006 = -9206731.813099 nChanged 64 SP:Iteration 104Q (2761.536969 sec): 3 clusters Score: Raw -9210398.467415 + Penalty 3656.356006 = -9206742.111409 nChanged 81 SP:Iteration 105Q (2761.690051 sec): 3 clusters Score: Raw -9210411.280379 + Penalty 3656.356006 = -9206754.924372 nChanged 72 SP:Iteration 106Q (2761.838213 sec): 3 clusters Score: Raw -9210422.309881 + Penalty 3656.356006 = -9206765.953875 nChanged 68 SP:Iteration 107Q (2761.970872 sec): 3 clusters Score: Raw -9210432.557900 + Penalty 3656.356006 = -9206776.201893 nChanged 62 SP:Iteration 108Q (2762.103244 sec): 3 clusters Score: Raw -9210440.936137 + Penalty 3656.356006 = -9206784.580131 nChanged 68 SP:Iteration 109Q (2762.235813 sec): 3 clusters Score: Raw -9210452.325494 + Penalty 3656.356006 = -9206795.969488 nChanged 71 SP:Iteration 110Q (2762.373754 sec): 3 clusters Score: Raw -9210463.467936 + Penalty 3656.356006 = -9206807.111930 nChanged 64 SP:Iteration 111Q (2762.515266 sec): 3 clusters Score: Raw -9210472.541227 + Penalty 3656.356006 = -9206816.185221 nChanged 54 SP:Iteration 112Q (2762.658463 sec): 3 clusters Score: Raw -9210480.526316 + Penalty 3656.356006 = -9206824.170310 nChanged 50 SP:Iteration 113Q (2762.807436 sec): 3 clusters Score: Raw -9210486.444327 + Penalty 3656.356006 = -9206830.088321 nChanged 40 SP:Iteration 114Q (2762.955285 sec): 3 clusters Score: Raw -9210490.859525 + Penalty 3656.356006 = -9206834.503518 nChanged 36 SP:Iteration 115Q (2763.115309 sec): 3 clusters Score: Raw -9210495.058508 + Penalty 3656.356006 = -9206838.702502 nChanged 36 SP:Iteration 116Q (2763.275332 sec): 3 clusters Score: Raw -9210500.315541 + Penalty 3656.356006 = -9206843.959535 nChanged 43 SP:Iteration 117Q (2763.431399 sec): 3 clusters Score: Raw -9210506.645845 + Penalty 3656.356006 = -9206850.289839 nChanged 39 SP:Iteration 118Q (2763.592768 sec): 3 clusters Score: Raw -9210512.023120 + Penalty 3656.356006 = -9206855.667114 nChanged 39 SP:Iteration 119Q (2763.736004 sec): 3 clusters Score: Raw -9210518.450417 + Penalty 3656.356006 = -9206862.094411 nChanged 43 SP:Iteration 120F (2763.903252 sec): 3 clusters Score: Raw -9210527.097797 + Penalty 3656.356006 = -9206870.741791 nChanged 50 SP:Iteration 121Q (2764.057126 sec): 3 clusters Score: Raw -9210535.761615 + Penalty 3656.356006 = -9206879.405609 nChanged 50 SP:Iteration 122Q (2764.213238 sec): 3 clusters Score: Raw -9210543.676125 + Penalty 3656.356006 = -9206887.320119 nChanged 43 SP:Iteration 123Q (2764.356979 sec): 3 clusters Score: Raw -9210550.929849 + Penalty 3656.356006 = -9206894.573843 nChanged 39 SP:Iteration 124Q (2764.491195 sec): 3 clusters Score: Raw -9210557.060163 + Penalty 3656.356006 = -9206900.704157 nChanged 40 SP:Iteration 125Q (2764.627109 sec): 3 clusters Score: Raw -9210563.150831 + Penalty 3656.356006 = -9206906.794825 nChanged 42 SP:Iteration 126Q (2764.761216 sec): 3 clusters Score: Raw -9210570.701490 + Penalty 3656.356006 = -9206914.345484 nChanged 35 SP:Iteration 127Q (2764.890848 sec): 3 clusters Score: Raw -9210574.703007 + Penalty 3656.356006 = -9206918.347001 nChanged 21 SP:Iteration 128Q (2765.029812 sec): 3 clusters Score: Raw -9210577.544461 + Penalty 3656.356006 = -9206921.188455 nChanged 21 SP:Iteration 129Q (2765.170683 sec): 3 clusters Score: Raw -9210580.461690 + Penalty 3656.356006 = -9206924.105684 nChanged 23 SP:Iteration 130Q (2765.317660 sec): 3 clusters Score: Raw -9210583.316316 + Penalty 3656.356006 = -9206926.960310 nChanged 19 SP:Iteration 131Q (2765.465666 sec): 3 clusters Score: Raw -9210586.254563 + Penalty 3656.356006 = -9206929.898557 nChanged 23 SP:Iteration 132Q (2765.614255 sec): 3 clusters Score: Raw -9210589.970061 + Penalty 3656.356006 = -9206933.614055 nChanged 34 SP:Iteration 133Q (2765.761373 sec): 3 clusters Score: Raw -9210595.132532 + Penalty 3656.356006 = -9206938.776526 nChanged 30 SP:Iteration 134Q (2765.904284 sec): 3 clusters Score: Raw -9210600.183117 + Penalty 3656.356006 = -9206943.827111 nChanged 22 SP:Iteration 135Q (2766.084375 sec): 3 clusters Score: Raw -9210603.178289 + Penalty 3656.356006 = -9206946.822283 nChanged 28 SP:Iteration 136Q (2766.226415 sec): 3 clusters Score: Raw -9210608.424069 + Penalty 3656.356006 = -9206952.068063 nChanged 30 SP:Iteration 137Q (2766.390631 sec): 3 clusters Score: Raw -9210613.737112 + Penalty 3656.356006 = -9206957.381106 nChanged 28 SP:Iteration 138Q (2766.556745 sec): 3 clusters Score: Raw -9210619.071626 + Penalty 3656.356006 = -9206962.715620 nChanged 37 SP:Iteration 139Q (2766.722528 sec): 3 clusters Score: Raw -9210626.698860 + Penalty 3656.356006 = -9206970.342853 nChanged 42 SP:Iteration 140F (2766.917990 sec): 3 clusters Score: Raw -9210635.445466 + Penalty 3656.356006 = -9206979.089460 nChanged 34 SP:Iteration 141Q (2767.083069 sec): 3 clusters Score: Raw -9210642.346186 + Penalty 3656.356006 = -9206985.990180 nChanged 27 SP:Iteration 142Q (2767.239236 sec): 3 clusters Score: Raw -9210646.207156 + Penalty 3656.356006 = -9206989.851150 nChanged 25 SP:Iteration 143Q (2767.377847 sec): 3 clusters Score: Raw -9210650.809734 + Penalty 3656.356006 = -9206994.453728 nChanged 27 SP:Iteration 144Q (2767.514812 sec): 3 clusters Score: Raw -9210655.717571 + Penalty 3656.356006 = -9206999.361565 nChanged 24 SP:Iteration 145Q (2767.646726 sec): 3 clusters Score: Raw -9210660.495199 + Penalty 3656.356006 = -9207004.139193 nChanged 23 SP:Iteration 146Q (2767.778979 sec): 3 clusters Score: Raw -9210664.327449 + Penalty 3656.356006 = -9207007.971443 nChanged 23 SP:Iteration 147Q (2767.911055 sec): 3 clusters Score: Raw -9210667.784606 + Penalty 3656.356006 = -9207011.428599 nChanged 16 SP:Iteration 148Q (2768.054191 sec): 3 clusters Score: Raw -9210670.386143 + Penalty 3656.356006 = -9207014.030137 nChanged 13 SP:Iteration 149Q (2768.201828 sec): 3 clusters Score: Raw -9210672.234704 + Penalty 3656.356006 = -9207015.878698 nChanged 14 SP:Iteration 150Q (2768.348593 sec): 3 clusters Score: Raw -9210674.156808 + Penalty 3656.356006 = -9207017.800802 nChanged 17 SP:Iteration 151Q (2768.488673 sec): 3 clusters Score: Raw -9210677.201810 + Penalty 3656.356006 = -9207020.845804 nChanged 17 SP:Iteration 152Q (2768.632088 sec): 3 clusters Score: Raw -9210678.974097 + Penalty 3656.356006 = -9207022.618090 nChanged 9 SP:Iteration 153Q (2768.771633 sec): 3 clusters Score: Raw -9210680.187267 + Penalty 3656.356006 = -9207023.831261 nChanged 9 SP:Iteration 154Q (2768.908302 sec): 3 clusters Score: Raw -9210681.632101 + Penalty 3656.356006 = -9207025.276094 nChanged 10 SP:Iteration 155Q (2769.051540 sec): 3 clusters Score: Raw -9210683.194044 + Penalty 3656.356006 = -9207026.838037 nChanged 8 SP:Iteration 156Q (2769.207715 sec): 3 clusters Score: Raw -9210684.577977 + Penalty 3656.356006 = -9207028.221971 nChanged 6 SP:Iteration 157Q (2769.350023 sec): 3 clusters Score: Raw -9210685.044257 + Penalty 3656.356006 = -9207028.688251 nChanged 1 SP:Iteration 158Q (2769.506527 sec): 3 clusters Score: Raw -9210685.110956 + Penalty 3656.356006 = -9207028.754950 nChanged 1 SP:Iteration 159Q (2769.671897 sec): 3 clusters Score: Raw -9210685.516208 + Penalty 3656.356006 = -9207029.160201 nChanged 5 SP:Iteration 160F (2769.840747 sec): 3 clusters Score: Raw -9210686.141963 + Penalty 3656.356006 = -9207029.785957 nChanged 6 SP:Iteration 161Q (2770.014273 sec): 3 clusters Score: Raw -9210686.948364 + Penalty 3656.356006 = -9207030.592358 nChanged 6 SP:Iteration 162Q (2770.175730 sec): 3 clusters Score: Raw -9210687.763731 + Penalty 3656.356006 = -9207031.407724 nChanged 5 SP:Iteration 163Q (2770.325629 sec): 3 clusters Score: Raw -9210688.366692 + Penalty 3656.356006 = -9207032.010685 nChanged 8 SP:Iteration 164Q (2770.467286 sec): 3 clusters Score: Raw -9210689.522148 + Penalty 3656.356006 = -9207033.166142 nChanged 7 SP:Iteration 165Q (2770.615616 sec): 3 clusters Score: Raw -9210690.228570 + Penalty 3656.356006 = -9207033.872564 nChanged 3 SP:Iteration 166Q (2770.761709 sec): 3 clusters Score: Raw -9210690.661222 + Penalty 3656.356006 = -9207034.305215 nChanged 0 SP:Iteration 167F (2770.934530 sec): 3 clusters Score: Raw -9210690.661222 + Penalty 3656.356006 = -9207034.305215 nChanged 0 Trying to split cluster 13 (1190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2770.957279 sec): 2 clusters Score: Raw -128782.401753 + Penalty 1150.777645 = -127631.624108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2771.008113 sec): 3 clusters Score: Raw -128396.210974 + Penalty 2301.555290 = -126094.655683 nChanged 378 SP:Iteration 1F (2771.047894 sec): 3 clusters Score: Raw -128723.040295 + Penalty 2301.555290 = -126421.485004 nChanged 122 SP:Iteration 2F (2771.097616 sec): 3 clusters Score: Raw -128880.603896 + Penalty 2301.555290 = -126579.048606 nChanged 80 SP:Iteration 3F (2771.144322 sec): 3 clusters Score: Raw -128993.772599 + Penalty 2301.555290 = -126692.217309 nChanged 62 SP:Iteration 4F (2771.195106 sec): 3 clusters Score: Raw -129094.368209 + Penalty 2301.555290 = -126792.812919 nChanged 38 SP:Iteration 5Q (2771.240046 sec): 3 clusters Score: Raw -129194.452551 + Penalty 2301.555290 = -126892.897260 nChanged 36 SP:Iteration 6Q (2771.289948 sec): 3 clusters Score: Raw -129238.450823 + Penalty 2301.555290 = -126936.895532 nChanged 28 SP:Iteration 7Q (2771.339871 sec): 3 clusters Score: Raw -129267.840620 + Penalty 2301.555290 = -126966.285329 nChanged 22 SP:Iteration 8Q (2771.390033 sec): 3 clusters Score: Raw -129286.959426 + Penalty 2301.555290 = -126985.404136 nChanged 13 SP:Iteration 9Q (2771.440173 sec): 3 clusters Score: Raw -129300.760876 + Penalty 2301.555290 = -126999.205585 nChanged 11 SP:Iteration 10Q (2771.501979 sec): 3 clusters Score: Raw -129312.495237 + Penalty 2301.555290 = -127010.939946 nChanged 8 SP:Iteration 11Q (2771.540801 sec): 3 clusters Score: Raw -129317.145521 + Penalty 2301.555290 = -127015.590231 nChanged 6 SP:Iteration 12Q (2771.591912 sec): 3 clusters Score: Raw -129323.011976 + Penalty 2301.555290 = -127021.456685 nChanged 6 SP:Iteration 13Q (2771.643355 sec): 3 clusters Score: Raw -129329.205829 + Penalty 2301.555290 = -127027.650539 nChanged 5 SP:Iteration 14Q (2771.693179 sec): 3 clusters Score: Raw -129343.967275 + Penalty 2301.555290 = -127042.411985 nChanged 5 SP:Iteration 15Q (2771.735369 sec): 3 clusters Score: Raw -129357.333839 + Penalty 2301.555290 = -127055.778549 nChanged 4 SP:Iteration 16Q (2771.778323 sec): 3 clusters Score: Raw -129362.684586 + Penalty 2301.555290 = -127061.129295 nChanged 2 SP:Iteration 17Q (2771.828246 sec): 3 clusters Score: Raw -129364.096397 + Penalty 2301.555290 = -127062.541107 nChanged 1 SP:Iteration 18Q (2771.874519 sec): 3 clusters Score: Raw -129364.548623 + Penalty 2301.555290 = -127062.993333 nChanged 1 SP:Iteration 19Q (2771.924479 sec): 3 clusters Score: Raw -129366.738381 + Penalty 2301.555290 = -127065.183090 nChanged 0 SP:Iteration 20F (2771.986812 sec): 3 clusters Score: Raw -129381.395294 + Penalty 2301.555290 = -127079.840004 nChanged 1 SP:Iteration 21Q (2772.033169 sec): 3 clusters Score: Raw -129395.059801 + Penalty 2301.555290 = -127093.504510 nChanged 2 SP:Iteration 22Q (2772.066319 sec): 3 clusters Score: Raw -129397.334253 + Penalty 2301.555290 = -127095.778962 nChanged 0 SP:Iteration 23F (2772.120354 sec): 3 clusters Score: Raw -129397.334253 + Penalty 2301.555290 = -127095.778962 nChanged 0 Trying to split cluster 14 (7312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2772.141818 sec): 2 clusters Score: Raw -818234.911420 + Penalty 1445.806718 = -816789.104702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2772.198119 sec): 3 clusters Score: Raw -814233.208072 + Penalty 2891.613437 = -811341.594635 nChanged 3101 SP:Iteration 1F (2772.268527 sec): 3 clusters Score: Raw -816051.603710 + Penalty 2891.613437 = -813159.990273 nChanged 515 SP:Iteration 2F (2772.310697 sec): 3 clusters Score: Raw -816388.216789 + Penalty 2891.613437 = -813496.603353 nChanged 490 SP:Iteration 3F (2772.369985 sec): 3 clusters Score: Raw -816754.168307 + Penalty 2891.613437 = -813862.554870 nChanged 484 SP:Iteration 4F (2772.421120 sec): 3 clusters Score: Raw -817172.203985 + Penalty 2891.613437 = -814280.590548 nChanged 442 SP:Iteration 5F (2772.479745 sec): 3 clusters Score: Raw -817542.033548 + Penalty 2891.613437 = -814650.420111 nChanged 388 SP:Iteration 6F (2772.539557 sec): 3 clusters Score: Raw -817869.055552 + Penalty 2891.613437 = -814977.442115 nChanged 358 SP:Iteration 7Q (2772.599462 sec): 3 clusters Score: Raw -818115.168263 + Penalty 2891.613437 = -815223.554827 nChanged 262 SP:Iteration 8Q (2772.659377 sec): 3 clusters Score: Raw -818249.098204 + Penalty 2891.613437 = -815357.484768 nChanged 184 SP:Iteration 9Q (2772.728369 sec): 3 clusters Score: Raw -818332.514531 + Penalty 2891.613437 = -815440.901095 nChanged 143 SP:Iteration 10Q (2772.749554 sec): 3 clusters Score: Raw -818384.011563 + Penalty 2891.613437 = -815492.398126 nChanged 109 SP:Iteration 11Q (2772.778828 sec): 3 clusters Score: Raw -818419.357659 + Penalty 2891.613437 = -815527.744222 nChanged 85 SP:Iteration 12Q (2772.837467 sec): 3 clusters Score: Raw -818447.141640 + Penalty 2891.613437 = -815555.528203 nChanged 62 SP:Iteration 13Q (2772.867751 sec): 3 clusters Score: Raw -818459.858895 + Penalty 2891.613437 = -815568.245458 nChanged 51 SP:Iteration 14Q (2772.927795 sec): 3 clusters Score: Raw -818470.279696 + Penalty 2891.613437 = -815578.666259 nChanged 40 SP:Iteration 15Q (2772.976531 sec): 3 clusters Score: Raw -818479.257802 + Penalty 2891.613437 = -815587.644366 nChanged 41 SP:Iteration 16Q (2773.027233 sec): 3 clusters Score: Raw -818488.505095 + Penalty 2891.613437 = -815596.891658 nChanged 40 SP:Iteration 17Q (2773.087066 sec): 3 clusters Score: Raw -818497.338270 + Penalty 2891.613437 = -815605.724833 nChanged 35 SP:Iteration 18Q (2773.146813 sec): 3 clusters Score: Raw -818505.208408 + Penalty 2891.613437 = -815613.594971 nChanged 31 SP:Iteration 19Q (2773.207503 sec): 3 clusters Score: Raw -818510.086261 + Penalty 2891.613437 = -815618.472824 nChanged 19 SP:Iteration 20F (2773.249135 sec): 3 clusters Score: Raw -818513.005398 + Penalty 2891.613437 = -815621.391961 nChanged 12 SP:Iteration 21Q (2773.305216 sec): 3 clusters Score: Raw -818514.648240 + Penalty 2891.613437 = -815623.034803 nChanged 8 SP:Iteration 22Q (2773.375567 sec): 3 clusters Score: Raw -818516.004286 + Penalty 2891.613437 = -815624.390849 nChanged 9 SP:Iteration 23Q (2773.416758 sec): 3 clusters Score: Raw -818517.063888 + Penalty 2891.613437 = -815625.450451 nChanged 5 SP:Iteration 24Q (2773.475378 sec): 3 clusters Score: Raw -818517.670837 + Penalty 2891.613437 = -815626.057400 nChanged 7 SP:Iteration 25Q (2773.532293 sec): 3 clusters Score: Raw -818518.530071 + Penalty 2891.613437 = -815626.916634 nChanged 7 SP:Iteration 26Q (2773.596957 sec): 3 clusters Score: Raw -818519.305696 + Penalty 2891.613437 = -815627.692259 nChanged 2 SP:Iteration 27Q (2773.632315 sec): 3 clusters Score: Raw -818519.528537 + Penalty 2891.613437 = -815627.915100 nChanged 4 SP:Iteration 28Q (2773.691224 sec): 3 clusters Score: Raw -818520.347797 + Penalty 2891.613437 = -815628.734360 nChanged 3 SP:Iteration 29Q (2773.743882 sec): 3 clusters Score: Raw -818520.671969 + Penalty 2891.613437 = -815629.058532 nChanged 2 SP:Iteration 30Q (2773.803691 sec): 3 clusters Score: Raw -818520.923802 + Penalty 2891.613437 = -815629.310366 nChanged 1 SP:Iteration 31Q (2773.863869 sec): 3 clusters Score: Raw -818520.987052 + Penalty 2891.613437 = -815629.373615 nChanged 0 SP:Iteration 32F (2773.923446 sec): 3 clusters Score: Raw -818520.987052 + Penalty 2891.613437 = -815629.373615 nChanged 0 Trying to split cluster 15 (65486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2774.042278 sec): 2 clusters Score: Raw -7728563.064777 + Penalty 1802.058644 = -7726761.006132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2774.193939 sec): 3 clusters Score: Raw -7686398.973432 + Penalty 3604.117289 = -7682794.856143 nChanged 31024 SP:Iteration 1F (2774.349670 sec): 3 clusters Score: Raw -7704690.654377 + Penalty 3604.117289 = -7701086.537088 nChanged 2536 SP:Iteration 2Q (2774.512777 sec): 3 clusters Score: Raw -7705441.583826 + Penalty 3604.117289 = -7701837.466537 nChanged 2614 SP:Iteration 3Q (2774.678787 sec): 3 clusters Score: Raw -7706349.879671 + Penalty 3604.117289 = -7702745.762382 nChanged 2910 SP:Iteration 4Q (2774.843224 sec): 3 clusters Score: Raw -7707630.973833 + Penalty 3604.117289 = -7704026.856544 nChanged 3449 SP:Iteration 5F (2775.001083 sec): 3 clusters Score: Raw -7709466.424965 + Penalty 3604.117289 = -7705862.307676 nChanged 3884 SP:Iteration 6F (2775.166376 sec): 3 clusters Score: Raw -7711941.992305 + Penalty 3604.117289 = -7708337.875016 nChanged 4155 SP:Iteration 7F (2775.328823 sec): 3 clusters Score: Raw -7714890.936785 + Penalty 3604.117289 = -7711286.819496 nChanged 4161 SP:Iteration 8F (2775.471150 sec): 3 clusters Score: Raw -7717830.426228 + Penalty 3604.117289 = -7714226.308939 nChanged 3566 SP:Iteration 9F (2775.636847 sec): 3 clusters Score: Raw -7720067.320075 + Penalty 3604.117289 = -7716463.202786 nChanged 2761 SP:Iteration 10Q (2775.785624 sec): 3 clusters Score: Raw -7721497.152153 + Penalty 3604.117289 = -7717893.034864 nChanged 2037 SP:Iteration 11Q (2775.930446 sec): 3 clusters Score: Raw -7722431.165453 + Penalty 3604.117289 = -7718827.048165 nChanged 1536 SP:Iteration 12Q (2776.078313 sec): 3 clusters Score: Raw -7723114.842214 + Penalty 3604.117289 = -7719510.724925 nChanged 1303 SP:Iteration 13Q (2776.223749 sec): 3 clusters Score: Raw -7723677.680671 + Penalty 3604.117289 = -7720073.563382 nChanged 1210 SP:Iteration 14Q (2776.366813 sec): 3 clusters Score: Raw -7724194.664134 + Penalty 3604.117289 = -7720590.546845 nChanged 1166 SP:Iteration 15Q (2776.502813 sec): 3 clusters Score: Raw -7724697.393586 + Penalty 3604.117289 = -7721093.276297 nChanged 1154 SP:Iteration 16Q (2776.642456 sec): 3 clusters Score: Raw -7725172.584967 + Penalty 3604.117289 = -7721568.467678 nChanged 1128 SP:Iteration 17Q (2776.781183 sec): 3 clusters Score: Raw -7725629.199420 + Penalty 3604.117289 = -7722025.082131 nChanged 1039 SP:Iteration 18Q (2776.920412 sec): 3 clusters Score: Raw -7726056.945867 + Penalty 3604.117289 = -7722452.828578 nChanged 984 SP:Iteration 19Q (2777.047376 sec): 3 clusters Score: Raw -7726446.182975 + Penalty 3604.117289 = -7722842.065686 nChanged 950 SP:Iteration 20F (2777.189089 sec): 3 clusters Score: Raw -7726817.388362 + Penalty 3604.117289 = -7723213.271073 nChanged 888 SP:Iteration 21Q (2777.330977 sec): 3 clusters Score: Raw -7727160.363111 + Penalty 3604.117289 = -7723556.245822 nChanged 814 SP:Iteration 22Q (2777.471032 sec): 3 clusters Score: Raw -7727455.226807 + Penalty 3604.117289 = -7723851.109518 nChanged 714 SP:Iteration 23Q (2777.610544 sec): 3 clusters Score: Raw -7727714.254532 + Penalty 3604.117289 = -7724110.137243 nChanged 680 SP:Iteration 24Q (2777.748928 sec): 3 clusters Score: Raw -7727956.063372 + Penalty 3604.117289 = -7724351.946083 nChanged 629 SP:Iteration 25Q (2777.884493 sec): 3 clusters Score: Raw -7728160.343882 + Penalty 3604.117289 = -7724556.226593 nChanged 531 SP:Iteration 26Q (2778.022632 sec): 3 clusters Score: Raw -7728312.918241 + Penalty 3604.117289 = -7724708.800952 nChanged 477 SP:Iteration 27Q (2778.158341 sec): 3 clusters Score: Raw -7728454.274268 + Penalty 3604.117289 = -7724850.156979 nChanged 414 SP:Iteration 28Q (2778.295493 sec): 3 clusters Score: Raw -7728570.536037 + Penalty 3604.117289 = -7724966.418748 nChanged 369 SP:Iteration 29Q (2778.421193 sec): 3 clusters Score: Raw -7728661.354661 + Penalty 3604.117289 = -7725057.237372 nChanged 355 SP:Iteration 30Q (2778.556361 sec): 3 clusters Score: Raw -7728742.923424 + Penalty 3604.117289 = -7725138.806135 nChanged 299 SP:Iteration 31Q (2778.700512 sec): 3 clusters Score: Raw -7728805.914317 + Penalty 3604.117289 = -7725201.797028 nChanged 277 SP:Iteration 32Q (2778.845221 sec): 3 clusters Score: Raw -7728860.143304 + Penalty 3604.117289 = -7725256.026015 nChanged 275 SP:Iteration 33Q (2778.990685 sec): 3 clusters Score: Raw -7728915.227184 + Penalty 3604.117289 = -7725311.109895 nChanged 228 SP:Iteration 34Q (2779.146387 sec): 3 clusters Score: Raw -7728959.531655 + Penalty 3604.117289 = -7725355.414366 nChanged 225 SP:Iteration 35Q (2779.282147 sec): 3 clusters Score: Raw -7729000.238136 + Penalty 3604.117289 = -7725396.120847 nChanged 229 SP:Iteration 36Q (2779.422954 sec): 3 clusters Score: Raw -7729047.085114 + Penalty 3604.117289 = -7725442.967825 nChanged 191 SP:Iteration 37Q (2779.567577 sec): 3 clusters Score: Raw -7729082.052930 + Penalty 3604.117289 = -7725477.935641 nChanged 162 SP:Iteration 38Q (2779.739774 sec): 3 clusters Score: Raw -7729104.950286 + Penalty 3604.117289 = -7725500.832997 nChanged 154 SP:Iteration 39Q (2779.888635 sec): 3 clusters Score: Raw -7729126.773548 + Penalty 3604.117289 = -7725522.656259 nChanged 121 SP:Iteration 40F (2780.037108 sec): 3 clusters Score: Raw -7729143.688574 + Penalty 3604.117289 = -7725539.571285 nChanged 115 SP:Iteration 41Q (2780.176497 sec): 3 clusters Score: Raw -7729155.774949 + Penalty 3604.117289 = -7725551.657660 nChanged 85 SP:Iteration 42Q (2780.301760 sec): 3 clusters Score: Raw -7729163.831179 + Penalty 3604.117289 = -7725559.713890 nChanged 90 SP:Iteration 43Q (2780.431800 sec): 3 clusters Score: Raw -7729171.827754 + Penalty 3604.117289 = -7725567.710465 nChanged 84 SP:Iteration 44Q (2780.561371 sec): 3 clusters Score: Raw -7729178.703498 + Penalty 3604.117289 = -7725574.586209 nChanged 69 SP:Iteration 45Q (2780.695038 sec): 3 clusters Score: Raw -7729184.344069 + Penalty 3604.117289 = -7725580.226780 nChanged 65 SP:Iteration 46Q (2780.833437 sec): 3 clusters Score: Raw -7729189.396905 + Penalty 3604.117289 = -7725585.279616 nChanged 62 SP:Iteration 47Q (2780.965624 sec): 3 clusters Score: Raw -7729195.325917 + Penalty 3604.117289 = -7725591.208628 nChanged 79 SP:Iteration 48Q (2781.098690 sec): 3 clusters Score: Raw -7729202.714440 + Penalty 3604.117289 = -7725598.597151 nChanged 79 SP:Iteration 49Q (2781.236915 sec): 3 clusters Score: Raw -7729209.368698 + Penalty 3604.117289 = -7725605.251409 nChanged 57 SP:Iteration 50Q (2781.384611 sec): 3 clusters Score: Raw -7729214.075292 + Penalty 3604.117289 = -7725609.958004 nChanged 53 SP:Iteration 51Q (2781.517744 sec): 3 clusters Score: Raw -7729218.555763 + Penalty 3604.117289 = -7725614.438474 nChanged 49 SP:Iteration 52Q (2781.661072 sec): 3 clusters Score: Raw -7729222.909826 + Penalty 3604.117289 = -7725618.792537 nChanged 41 SP:Iteration 53Q (2781.802162 sec): 3 clusters Score: Raw -7729226.249010 + Penalty 3604.117289 = -7725622.131721 nChanged 37 SP:Iteration 54Q (2781.926614 sec): 3 clusters Score: Raw -7729230.107877 + Penalty 3604.117289 = -7725625.990588 nChanged 53 SP:Iteration 55Q (2782.054567 sec): 3 clusters Score: Raw -7729235.047695 + Penalty 3604.117289 = -7725630.930406 nChanged 57 SP:Iteration 56Q (2782.186506 sec): 3 clusters Score: Raw -7729241.661608 + Penalty 3604.117289 = -7725637.544319 nChanged 79 SP:Iteration 57Q (2782.322128 sec): 3 clusters Score: Raw -7729250.871605 + Penalty 3604.117289 = -7725646.754316 nChanged 73 SP:Iteration 58Q (2782.457985 sec): 3 clusters Score: Raw -7729258.497497 + Penalty 3604.117289 = -7725654.380208 nChanged 63 SP:Iteration 59Q (2782.586131 sec): 3 clusters Score: Raw -7729264.417788 + Penalty 3604.117289 = -7725660.300499 nChanged 57 SP:Iteration 60F (2782.714285 sec): 3 clusters Score: Raw -7729269.318653 + Penalty 3604.117289 = -7725665.201364 nChanged 48 SP:Iteration 61Q (2782.845283 sec): 3 clusters Score: Raw -7729274.100321 + Penalty 3604.117289 = -7725669.983032 nChanged 48 SP:Iteration 62Q (2782.966216 sec): 3 clusters Score: Raw -7729277.906210 + Penalty 3604.117289 = -7725673.788921 nChanged 45 SP:Iteration 63Q (2783.092195 sec): 3 clusters Score: Raw -7729281.270640 + Penalty 3604.117289 = -7725677.153351 nChanged 34 SP:Iteration 64Q (2783.232813 sec): 3 clusters Score: Raw -7729283.744014 + Penalty 3604.117289 = -7725679.626725 nChanged 17 SP:Iteration 65Q (2783.360201 sec): 3 clusters Score: Raw -7729285.151315 + Penalty 3604.117289 = -7725681.034026 nChanged 25 SP:Iteration 66Q (2783.488401 sec): 3 clusters Score: Raw -7729287.225369 + Penalty 3604.117289 = -7725683.108080 nChanged 26 SP:Iteration 67Q (2783.622572 sec): 3 clusters Score: Raw -7729289.027930 + Penalty 3604.117289 = -7725684.910641 nChanged 19 SP:Iteration 68Q (2783.755278 sec): 3 clusters Score: Raw -7729289.872697 + Penalty 3604.117289 = -7725685.755408 nChanged 6 SP:Iteration 69Q (2783.890104 sec): 3 clusters Score: Raw -7729290.162016 + Penalty 3604.117289 = -7725686.044727 nChanged 5 SP:Iteration 70Q (2784.026576 sec): 3 clusters Score: Raw -7729290.382204 + Penalty 3604.117289 = -7725686.264915 nChanged 4 SP:Iteration 71Q (2784.158102 sec): 3 clusters Score: Raw -7729290.497690 + Penalty 3604.117289 = -7725686.380401 nChanged 1 SP:Iteration 72Q (2784.291043 sec): 3 clusters Score: Raw -7729290.530035 + Penalty 3604.117289 = -7725686.412746 nChanged 0 SP:Iteration 73F (2784.442073 sec): 3 clusters Score: Raw -7729290.530035 + Penalty 3604.117289 = -7725686.412746 nChanged 0 Trying to split cluster 16 (19761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2784.482577 sec): 2 clusters Score: Raw -2351665.267999 + Penalty 1607.363156 = -2350057.904843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2784.546140 sec): 3 clusters Score: Raw -2339816.447806 + Penalty 3214.726313 = -2336601.721493 nChanged 8892 SP:Iteration 1F (2784.617505 sec): 3 clusters Score: Raw -2344562.754633 + Penalty 3214.726313 = -2341348.028320 nChanged 1018 SP:Iteration 2F (2784.680509 sec): 3 clusters Score: Raw -2344940.430513 + Penalty 3214.726313 = -2341725.704200 nChanged 968 SP:Iteration 3Q (2784.750390 sec): 3 clusters Score: Raw -2345354.700349 + Penalty 3214.726313 = -2342139.974036 nChanged 1011 SP:Iteration 4F (2784.820214 sec): 3 clusters Score: Raw -2345888.041160 + Penalty 3214.726313 = -2342673.314847 nChanged 1166 SP:Iteration 5F (2784.899847 sec): 3 clusters Score: Raw -2346684.145947 + Penalty 3214.726313 = -2343469.419634 nChanged 1369 SP:Iteration 6F (2784.984272 sec): 3 clusters Score: Raw -2347832.000591 + Penalty 3214.726313 = -2344617.274279 nChanged 1486 SP:Iteration 7F (2785.060885 sec): 3 clusters Score: Raw -2349003.779553 + Penalty 3214.726313 = -2345789.053240 nChanged 1336 SP:Iteration 8F (2785.148275 sec): 3 clusters Score: Raw -2349923.938568 + Penalty 3214.726313 = -2346709.212256 nChanged 1092 SP:Iteration 9F (2785.221789 sec): 3 clusters Score: Raw -2350545.380672 + Penalty 3214.726313 = -2347330.654359 nChanged 799 SP:Iteration 10Q (2785.293293 sec): 3 clusters Score: Raw -2350896.182580 + Penalty 3214.726313 = -2347681.456268 nChanged 550 SP:Iteration 11Q (2785.365901 sec): 3 clusters Score: Raw -2351101.867408 + Penalty 3214.726313 = -2347887.141096 nChanged 418 SP:Iteration 12Q (2785.445865 sec): 3 clusters Score: Raw -2351220.486105 + Penalty 3214.726313 = -2348005.759792 nChanged 300 SP:Iteration 13Q (2785.538055 sec): 3 clusters Score: Raw -2351303.864980 + Penalty 3214.726313 = -2348089.138668 nChanged 259 SP:Iteration 14Q (2785.619521 sec): 3 clusters Score: Raw -2351368.486824 + Penalty 3214.726313 = -2348153.760512 nChanged 227 SP:Iteration 15Q (2785.704403 sec): 3 clusters Score: Raw -2351423.342369 + Penalty 3214.726313 = -2348208.616056 nChanged 197 SP:Iteration 16Q (2785.780299 sec): 3 clusters Score: Raw -2351464.346003 + Penalty 3214.726313 = -2348249.619690 nChanged 177 SP:Iteration 17Q (2785.852701 sec): 3 clusters Score: Raw -2351495.185075 + Penalty 3214.726313 = -2348280.458762 nChanged 134 SP:Iteration 18Q (2785.927524 sec): 3 clusters Score: Raw -2351522.415471 + Penalty 3214.726313 = -2348307.689158 nChanged 130 SP:Iteration 19Q (2785.991219 sec): 3 clusters Score: Raw -2351541.072981 + Penalty 3214.726313 = -2348326.346669 nChanged 98 SP:Iteration 20F (2786.056088 sec): 3 clusters Score: Raw -2351553.721275 + Penalty 3214.726313 = -2348338.994962 nChanged 90 SP:Iteration 21Q (2786.121848 sec): 3 clusters Score: Raw -2351566.333047 + Penalty 3214.726313 = -2348351.606734 nChanged 88 SP:Iteration 22Q (2786.199273 sec): 3 clusters Score: Raw -2351575.871313 + Penalty 3214.726313 = -2348361.145000 nChanged 66 SP:Iteration 23Q (2786.263581 sec): 3 clusters Score: Raw -2351583.553632 + Penalty 3214.726313 = -2348368.827320 nChanged 61 SP:Iteration 24Q (2786.337369 sec): 3 clusters Score: Raw -2351591.211968 + Penalty 3214.726313 = -2348376.485656 nChanged 58 SP:Iteration 25Q (2786.407478 sec): 3 clusters Score: Raw -2351598.475446 + Penalty 3214.726313 = -2348383.749134 nChanged 55 SP:Iteration 26Q (2786.474443 sec): 3 clusters Score: Raw -2351608.849600 + Penalty 3214.726313 = -2348394.123288 nChanged 70 SP:Iteration 27Q (2786.530389 sec): 3 clusters Score: Raw -2351620.420839 + Penalty 3214.726313 = -2348405.694527 nChanged 66 SP:Iteration 28Q (2786.600246 sec): 3 clusters Score: Raw -2351627.437362 + Penalty 3214.726313 = -2348412.711050 nChanged 53 SP:Iteration 29Q (2786.677059 sec): 3 clusters Score: Raw -2351633.082046 + Penalty 3214.726313 = -2348418.355734 nChanged 47 SP:Iteration 30Q (2786.733449 sec): 3 clusters Score: Raw -2351637.455175 + Penalty 3214.726313 = -2348422.728862 nChanged 44 SP:Iteration 31Q (2786.798538 sec): 3 clusters Score: Raw -2351641.744702 + Penalty 3214.726313 = -2348427.018389 nChanged 36 SP:Iteration 32Q (2786.868501 sec): 3 clusters Score: Raw -2351645.591929 + Penalty 3214.726313 = -2348430.865616 nChanged 32 SP:Iteration 33Q (2786.927181 sec): 3 clusters Score: Raw -2351648.121793 + Penalty 3214.726313 = -2348433.395481 nChanged 21 SP:Iteration 34Q (2787.005099 sec): 3 clusters Score: Raw -2351649.549987 + Penalty 3214.726313 = -2348434.823674 nChanged 17 SP:Iteration 35Q (2787.068848 sec): 3 clusters Score: Raw -2351650.447273 + Penalty 3214.726313 = -2348435.720961 nChanged 11 SP:Iteration 36Q (2787.131071 sec): 3 clusters Score: Raw -2351651.336531 + Penalty 3214.726313 = -2348436.610218 nChanged 14 SP:Iteration 37Q (2787.194715 sec): 3 clusters Score: Raw -2351652.404323 + Penalty 3214.726313 = -2348437.678010 nChanged 13 SP:Iteration 38Q (2787.269463 sec): 3 clusters Score: Raw -2351653.107416 + Penalty 3214.726313 = -2348438.381103 nChanged 7 SP:Iteration 39Q (2787.343374 sec): 3 clusters Score: Raw -2351653.412798 + Penalty 3214.726313 = -2348438.686485 nChanged 3 SP:Iteration 40F (2787.429081 sec): 3 clusters Score: Raw -2351653.592735 + Penalty 3214.726313 = -2348438.866422 nChanged 2 SP:Iteration 41Q (2787.492540 sec): 3 clusters Score: Raw -2351653.706593 + Penalty 3214.726313 = -2348438.980281 nChanged 3 SP:Iteration 42Q (2787.562259 sec): 3 clusters Score: Raw -2351653.880171 + Penalty 3214.726313 = -2348439.153859 nChanged 2 SP:Iteration 43Q (2787.644652 sec): 3 clusters Score: Raw -2351653.952455 + Penalty 3214.726313 = -2348439.226142 nChanged 2 SP:Iteration 44Q (2787.727584 sec): 3 clusters Score: Raw -2351654.001656 + Penalty 3214.726313 = -2348439.275343 nChanged 0 SP:Iteration 45F (2787.809624 sec): 3 clusters Score: Raw -2351654.001656 + Penalty 3214.726313 = -2348439.275343 nChanged 0 Trying to split cluster 17 (5113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2787.832792 sec): 2 clusters Score: Raw -596874.406306 + Penalty 1387.675509 = -595486.730797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2787.890952 sec): 3 clusters Score: Raw -594191.472974 + Penalty 2775.351018 = -591416.121956 nChanged 2123 SP:Iteration 1F (2787.947949 sec): 3 clusters Score: Raw -595363.742111 + Penalty 2775.351018 = -592588.391093 nChanged 360 SP:Iteration 2F (2788.015845 sec): 3 clusters Score: Raw -595552.332714 + Penalty 2775.351018 = -592776.981695 nChanged 257 SP:Iteration 3F (2788.073367 sec): 3 clusters Score: Raw -595688.253562 + Penalty 2775.351018 = -592912.902544 nChanged 240 SP:Iteration 4Q (2788.120503 sec): 3 clusters Score: Raw -595818.162919 + Penalty 2775.351018 = -593042.811900 nChanged 205 SP:Iteration 5Q (2788.177252 sec): 3 clusters Score: Raw -595919.871786 + Penalty 2775.351018 = -593144.520768 nChanged 183 SP:Iteration 6Q (2788.231690 sec): 3 clusters Score: Raw -596008.246744 + Penalty 2775.351018 = -593232.895725 nChanged 154 SP:Iteration 7Q (2788.296291 sec): 3 clusters Score: Raw -596088.601181 + Penalty 2775.351018 = -593313.250162 nChanged 139 SP:Iteration 8Q (2788.342237 sec): 3 clusters Score: Raw -596159.442992 + Penalty 2775.351018 = -593384.091974 nChanged 131 SP:Iteration 9Q (2788.399286 sec): 3 clusters Score: Raw -596232.044918 + Penalty 2775.351018 = -593456.693900 nChanged 131 SP:Iteration 10Q (2788.450026 sec): 3 clusters Score: Raw -596296.745642 + Penalty 2775.351018 = -593521.394624 nChanged 127 SP:Iteration 11Q (2788.493175 sec): 3 clusters Score: Raw -596361.089130 + Penalty 2775.351018 = -593585.738111 nChanged 118 SP:Iteration 12Q (2788.544340 sec): 3 clusters Score: Raw -596415.147986 + Penalty 2775.351018 = -593639.796968 nChanged 105 SP:Iteration 13Q (2788.602048 sec): 3 clusters Score: Raw -596466.133188 + Penalty 2775.351018 = -593690.782169 nChanged 97 SP:Iteration 14Q (2788.648672 sec): 3 clusters Score: Raw -596504.350773 + Penalty 2775.351018 = -593728.999755 nChanged 75 SP:Iteration 15Q (2788.704004 sec): 3 clusters Score: Raw -596537.764183 + Penalty 2775.351018 = -593762.413165 nChanged 81 SP:Iteration 16Q (2788.758206 sec): 3 clusters Score: Raw -596575.237629 + Penalty 2775.351018 = -593799.886610 nChanged 81 SP:Iteration 17Q (2788.815762 sec): 3 clusters Score: Raw -596611.236142 + Penalty 2775.351018 = -593835.885123 nChanged 71 SP:Iteration 18Q (2788.861925 sec): 3 clusters Score: Raw -596643.511471 + Penalty 2775.351018 = -593868.160452 nChanged 76 SP:Iteration 19Q (2788.919786 sec): 3 clusters Score: Raw -596680.515990 + Penalty 2775.351018 = -593905.164972 nChanged 80 SP:Iteration 20F (2788.979065 sec): 3 clusters Score: Raw -596716.998319 + Penalty 2775.351018 = -593941.647300 nChanged 77 SP:Iteration 21Q (2789.025482 sec): 3 clusters Score: Raw -596761.344914 + Penalty 2775.351018 = -593985.993896 nChanged 79 SP:Iteration 22Q (2789.082460 sec): 3 clusters Score: Raw -596796.576149 + Penalty 2775.351018 = -594021.225131 nChanged 82 SP:Iteration 23Q (2789.137978 sec): 3 clusters Score: Raw -596826.997303 + Penalty 2775.351018 = -594051.646284 nChanged 56 SP:Iteration 24Q (2789.196590 sec): 3 clusters Score: Raw -596848.486003 + Penalty 2775.351018 = -594073.134985 nChanged 45 SP:Iteration 25Q (2789.239972 sec): 3 clusters Score: Raw -596867.362276 + Penalty 2775.351018 = -594092.011257 nChanged 53 SP:Iteration 26Q (2789.292968 sec): 3 clusters Score: Raw -596887.711080 + Penalty 2775.351018 = -594112.360062 nChanged 41 SP:Iteration 27Q (2789.337510 sec): 3 clusters Score: Raw -596902.813162 + Penalty 2775.351018 = -594127.462144 nChanged 32 SP:Iteration 28Q (2789.390355 sec): 3 clusters Score: Raw -596918.294879 + Penalty 2775.351018 = -594142.943861 nChanged 32 SP:Iteration 29Q (2789.433320 sec): 3 clusters Score: Raw -596931.081253 + Penalty 2775.351018 = -594155.730235 nChanged 28 SP:Iteration 30Q (2789.474357 sec): 3 clusters Score: Raw -596940.521170 + Penalty 2775.351018 = -594165.170151 nChanged 18 SP:Iteration 31Q (2789.517458 sec): 3 clusters Score: Raw -596946.623258 + Penalty 2775.351018 = -594171.272239 nChanged 19 SP:Iteration 32Q (2789.566976 sec): 3 clusters Score: Raw -596952.154231 + Penalty 2775.351018 = -594176.803213 nChanged 17 SP:Iteration 33Q (2789.609496 sec): 3 clusters Score: Raw -596956.595245 + Penalty 2775.351018 = -594181.244226 nChanged 16 SP:Iteration 34Q (2789.678111 sec): 3 clusters Score: Raw -596961.065976 + Penalty 2775.351018 = -594185.714957 nChanged 20 SP:Iteration 35Q (2789.723872 sec): 3 clusters Score: Raw -596965.675966 + Penalty 2775.351018 = -594190.324947 nChanged 16 SP:Iteration 36Q (2789.779435 sec): 3 clusters Score: Raw -596969.415150 + Penalty 2775.351018 = -594194.064132 nChanged 11 SP:Iteration 37Q (2789.834691 sec): 3 clusters Score: Raw -596971.203209 + Penalty 2775.351018 = -594195.852191 nChanged 7 SP:Iteration 38Q (2789.884453 sec): 3 clusters Score: Raw -596972.675317 + Penalty 2775.351018 = -594197.324299 nChanged 8 SP:Iteration 39Q (2789.943598 sec): 3 clusters Score: Raw -596974.114079 + Penalty 2775.351018 = -594198.763060 nChanged 2 SP:Iteration 40F (2790.002060 sec): 3 clusters Score: Raw -596974.307643 + Penalty 2775.351018 = -594198.956625 nChanged 0 Trying to split cluster 18 (3880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2790.043398 sec): 2 clusters Score: Raw -460342.513304 + Penalty 1342.833445 = -458999.679858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2790.098594 sec): 3 clusters Score: Raw -458394.509688 + Penalty 2685.666891 = -455708.842798 nChanged 1523 SP:Iteration 1F (2790.144662 sec): 3 clusters Score: Raw -459238.913661 + Penalty 2685.666891 = -456553.246770 nChanged 287 SP:Iteration 2F (2790.200269 sec): 3 clusters Score: Raw -459400.125344 + Penalty 2685.666891 = -456714.458453 nChanged 185 SP:Iteration 3Q (2790.258714 sec): 3 clusters Score: Raw -459499.866835 + Penalty 2685.666891 = -456814.199944 nChanged 150 SP:Iteration 4Q (2790.294666 sec): 3 clusters Score: Raw -459580.376001 + Penalty 2685.666891 = -456894.709111 nChanged 129 SP:Iteration 5Q (2790.346271 sec): 3 clusters Score: Raw -459639.731364 + Penalty 2685.666891 = -456954.064474 nChanged 113 SP:Iteration 6Q (2790.402823 sec): 3 clusters Score: Raw -459695.461934 + Penalty 2685.666891 = -457009.795043 nChanged 97 SP:Iteration 7Q (2790.452145 sec): 3 clusters Score: Raw -459749.421434 + Penalty 2685.666891 = -457063.754543 nChanged 100 SP:Iteration 8Q (2790.503002 sec): 3 clusters Score: Raw -459807.051515 + Penalty 2685.666891 = -457121.384624 nChanged 99 SP:Iteration 9Q (2790.558889 sec): 3 clusters Score: Raw -459861.518357 + Penalty 2685.666891 = -457175.851466 nChanged 91 SP:Iteration 10Q (2790.607698 sec): 3 clusters Score: Raw -459914.528648 + Penalty 2685.666891 = -457228.861757 nChanged 103 SP:Iteration 11Q (2790.669088 sec): 3 clusters Score: Raw -459982.577015 + Penalty 2685.666891 = -457296.910124 nChanged 124 SP:Iteration 12Q (2790.713032 sec): 3 clusters Score: Raw -460056.971007 + Penalty 2685.666891 = -457371.304117 nChanged 101 SP:Iteration 13Q (2790.767846 sec): 3 clusters Score: Raw -460126.800014 + Penalty 2685.666891 = -457441.133124 nChanged 101 SP:Iteration 14Q (2790.798379 sec): 3 clusters Score: Raw -460187.508312 + Penalty 2685.666891 = -457501.841422 nChanged 95 SP:Iteration 15Q (2790.829738 sec): 3 clusters Score: Raw -460243.519030 + Penalty 2685.666891 = -457557.852139 nChanged 80 SP:Iteration 16Q (2790.851705 sec): 3 clusters Score: Raw -460287.977662 + Penalty 2685.666891 = -457602.310772 nChanged 83 SP:Iteration 17Q (2790.895961 sec): 3 clusters Score: Raw -460339.003899 + Penalty 2685.666891 = -457653.337009 nChanged 72 SP:Iteration 18Q (2790.953251 sec): 3 clusters Score: Raw -460378.790105 + Penalty 2685.666891 = -457693.123215 nChanged 74 SP:Iteration 19Q (2790.992186 sec): 3 clusters Score: Raw -460426.399316 + Penalty 2685.666891 = -457740.732425 nChanged 76 SP:Iteration 20F (2791.041503 sec): 3 clusters Score: Raw -460476.103867 + Penalty 2685.666891 = -457790.436977 nChanged 73 SP:Iteration 21Q (2791.096085 sec): 3 clusters Score: Raw -460513.187375 + Penalty 2685.666891 = -457827.520484 nChanged 51 SP:Iteration 22Q (2791.150918 sec): 3 clusters Score: Raw -460540.993489 + Penalty 2685.666891 = -457855.326598 nChanged 56 SP:Iteration 23Q (2791.216153 sec): 3 clusters Score: Raw -460574.727561 + Penalty 2685.666891 = -457889.060670 nChanged 62 SP:Iteration 24Q (2791.254788 sec): 3 clusters Score: Raw -460613.250637 + Penalty 2685.666891 = -457927.583747 nChanged 59 SP:Iteration 25Q (2791.301590 sec): 3 clusters Score: Raw -460646.172916 + Penalty 2685.666891 = -457960.506026 nChanged 64 SP:Iteration 26Q (2791.351092 sec): 3 clusters Score: Raw -460685.178823 + Penalty 2685.666891 = -457999.511932 nChanged 49 SP:Iteration 27Q (2791.396958 sec): 3 clusters Score: Raw -460709.839190 + Penalty 2685.666891 = -458024.172299 nChanged 55 SP:Iteration 28Q (2791.441433 sec): 3 clusters Score: Raw -460746.261180 + Penalty 2685.666891 = -458060.594290 nChanged 59 SP:Iteration 29Q (2791.488378 sec): 3 clusters Score: Raw -460785.758009 + Penalty 2685.666891 = -458100.091118 nChanged 51 SP:Iteration 30Q (2791.542739 sec): 3 clusters Score: Raw -460826.385693 + Penalty 2685.666891 = -458140.718802 nChanged 56 SP:Iteration 31Q (2791.596965 sec): 3 clusters Score: Raw -460867.235193 + Penalty 2685.666891 = -458181.568302 nChanged 47 SP:Iteration 32Q (2791.651047 sec): 3 clusters Score: Raw -460891.354285 + Penalty 2685.666891 = -458205.687395 nChanged 33 SP:Iteration 33Q (2791.704249 sec): 3 clusters Score: Raw -460907.265592 + Penalty 2685.666891 = -458221.598701 nChanged 23 SP:Iteration 34Q (2791.757680 sec): 3 clusters Score: Raw -460917.373021 + Penalty 2685.666891 = -458231.706131 nChanged 16 SP:Iteration 35Q (2791.798530 sec): 3 clusters Score: Raw -460922.409888 + Penalty 2685.666891 = -458236.742997 nChanged 12 SP:Iteration 36Q (2791.863385 sec): 3 clusters Score: Raw -460925.707908 + Penalty 2685.666891 = -458240.041018 nChanged 8 SP:Iteration 37Q (2791.905611 sec): 3 clusters Score: Raw -460927.671348 + Penalty 2685.666891 = -458242.004458 nChanged 4 SP:Iteration 38Q (2791.958485 sec): 3 clusters Score: Raw -460928.760139 + Penalty 2685.666891 = -458243.093249 nChanged 3 SP:Iteration 39Q (2792.017607 sec): 3 clusters Score: Raw -460929.505418 + Penalty 2685.666891 = -458243.838528 nChanged 2 SP:Iteration 40F (2792.071575 sec): 3 clusters Score: Raw -460929.847749 + Penalty 2685.666891 = -458244.180859 nChanged 0 Trying to split cluster 19 (44554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2792.147722 sec): 2 clusters Score: Raw -5287303.812607 + Penalty 1739.474298 = -5285564.338309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2792.262490 sec): 3 clusters Score: Raw -5259119.838428 + Penalty 3478.948595 = -5255640.889833 nChanged 20989 SP:Iteration 1F (2792.383147 sec): 3 clusters Score: Raw -5271033.337334 + Penalty 3478.948595 = -5267554.388738 nChanged 2153 SP:Iteration 2Q (2792.497853 sec): 3 clusters Score: Raw -5271898.833348 + Penalty 3478.948595 = -5268419.884753 nChanged 2314 SP:Iteration 3F (2792.611714 sec): 3 clusters Score: Raw -5273016.646021 + Penalty 3478.948595 = -5269537.697426 nChanged 2720 SP:Iteration 4F (2792.732758 sec): 3 clusters Score: Raw -5274615.003246 + Penalty 3478.948595 = -5271136.054651 nChanged 3136 SP:Iteration 5F (2792.851762 sec): 3 clusters Score: Raw -5276841.806354 + Penalty 3478.948595 = -5273362.857758 nChanged 3357 SP:Iteration 6F (2792.967189 sec): 3 clusters Score: Raw -5279632.987220 + Penalty 3478.948595 = -5276154.038625 nChanged 3078 SP:Iteration 7F (2793.078534 sec): 3 clusters Score: Raw -5282557.512617 + Penalty 3478.948595 = -5279078.564022 nChanged 2413 SP:Iteration 8F (2793.196296 sec): 3 clusters Score: Raw -5284816.248101 + Penalty 3478.948595 = -5281337.299506 nChanged 1582 SP:Iteration 9Q (2793.313914 sec): 3 clusters Score: Raw -5286096.125220 + Penalty 3478.948595 = -5282617.176625 nChanged 1053 SP:Iteration 10Q (2793.423747 sec): 3 clusters Score: Raw -5286739.274563 + Penalty 3478.948595 = -5283260.325968 nChanged 697 SP:Iteration 11Q (2793.534816 sec): 3 clusters Score: Raw -5287051.126013 + Penalty 3478.948595 = -5283572.177418 nChanged 474 SP:Iteration 12Q (2793.641894 sec): 3 clusters Score: Raw -5287231.034800 + Penalty 3478.948595 = -5283752.086205 nChanged 363 SP:Iteration 13Q (2793.749473 sec): 3 clusters Score: Raw -5287363.369468 + Penalty 3478.948595 = -5283884.420873 nChanged 336 SP:Iteration 14Q (2793.844839 sec): 3 clusters Score: Raw -5287470.707759 + Penalty 3478.948595 = -5283991.759164 nChanged 275 SP:Iteration 15Q (2793.950299 sec): 3 clusters Score: Raw -5287556.704466 + Penalty 3478.948595 = -5284077.755871 nChanged 262 SP:Iteration 16Q (2794.050411 sec): 3 clusters Score: Raw -5287628.333850 + Penalty 3478.948595 = -5284149.385255 nChanged 217 SP:Iteration 17Q (2794.156471 sec): 3 clusters Score: Raw -5287681.437354 + Penalty 3478.948595 = -5284202.488759 nChanged 207 SP:Iteration 18Q (2794.251201 sec): 3 clusters Score: Raw -5287733.376064 + Penalty 3478.948595 = -5284254.427469 nChanged 208 SP:Iteration 19Q (2794.345651 sec): 3 clusters Score: Raw -5287789.549725 + Penalty 3478.948595 = -5284310.601130 nChanged 203 SP:Iteration 20F (2794.461861 sec): 3 clusters Score: Raw -5287842.769084 + Penalty 3478.948595 = -5284363.820489 nChanged 179 SP:Iteration 21Q (2794.568432 sec): 3 clusters Score: Raw -5287886.605801 + Penalty 3478.948595 = -5284407.657206 nChanged 176 SP:Iteration 22Q (2794.662308 sec): 3 clusters Score: Raw -5287931.515606 + Penalty 3478.948595 = -5284452.567010 nChanged 174 SP:Iteration 23Q (2794.767273 sec): 3 clusters Score: Raw -5287977.175632 + Penalty 3478.948595 = -5284498.227037 nChanged 166 SP:Iteration 24Q (2794.872560 sec): 3 clusters Score: Raw -5288019.121000 + Penalty 3478.948595 = -5284540.172405 nChanged 133 SP:Iteration 25Q (2794.977380 sec): 3 clusters Score: Raw -5288048.649507 + Penalty 3478.948595 = -5284569.700912 nChanged 118 SP:Iteration 26Q (2795.077769 sec): 3 clusters Score: Raw -5288075.084531 + Penalty 3478.948595 = -5284596.135936 nChanged 102 SP:Iteration 27Q (2795.170622 sec): 3 clusters Score: Raw -5288098.718928 + Penalty 3478.948595 = -5284619.770333 nChanged 113 SP:Iteration 28Q (2795.276928 sec): 3 clusters Score: Raw -5288123.897055 + Penalty 3478.948595 = -5284644.948460 nChanged 101 SP:Iteration 29Q (2795.378778 sec): 3 clusters Score: Raw -5288148.881324 + Penalty 3478.948595 = -5284669.932729 nChanged 88 SP:Iteration 30Q (2795.476019 sec): 3 clusters Score: Raw -5288169.220723 + Penalty 3478.948595 = -5284690.272128 nChanged 73 SP:Iteration 31Q (2795.586658 sec): 3 clusters Score: Raw -5288186.470085 + Penalty 3478.948595 = -5284707.521489 nChanged 71 SP:Iteration 32Q (2795.692174 sec): 3 clusters Score: Raw -5288205.779835 + Penalty 3478.948595 = -5284726.831240 nChanged 83 SP:Iteration 33Q (2795.803625 sec): 3 clusters Score: Raw -5288229.210890 + Penalty 3478.948595 = -5284750.262295 nChanged 78 SP:Iteration 34Q (2795.915727 sec): 3 clusters Score: Raw -5288247.931171 + Penalty 3478.948595 = -5284768.982576 nChanged 67 SP:Iteration 35Q (2796.027854 sec): 3 clusters Score: Raw -5288264.629414 + Penalty 3478.948595 = -5284785.680819 nChanged 59 SP:Iteration 36Q (2796.132327 sec): 3 clusters Score: Raw -5288276.834878 + Penalty 3478.948595 = -5284797.886283 nChanged 41 SP:Iteration 37Q (2796.230817 sec): 3 clusters Score: Raw -5288284.890688 + Penalty 3478.948595 = -5284805.942092 nChanged 45 SP:Iteration 38Q (2796.345512 sec): 3 clusters Score: Raw -5288291.781982 + Penalty 3478.948595 = -5284812.833387 nChanged 27 SP:Iteration 39Q (2796.449464 sec): 3 clusters Score: Raw -5288295.386680 + Penalty 3478.948595 = -5284816.438085 nChanged 26 SP:Iteration 40F (2796.573607 sec): 3 clusters Score: Raw -5288299.796334 + Penalty 3478.948595 = -5284820.847739 nChanged 25 SP:Iteration 41Q (2796.683121 sec): 3 clusters Score: Raw -5288303.214694 + Penalty 3478.948595 = -5284824.266099 nChanged 18 SP:Iteration 42Q (2796.790150 sec): 3 clusters Score: Raw -5288306.559970 + Penalty 3478.948595 = -5284827.611375 nChanged 15 SP:Iteration 43Q (2796.887448 sec): 3 clusters Score: Raw -5288309.244878 + Penalty 3478.948595 = -5284830.296283 nChanged 18 SP:Iteration 44Q (2796.992289 sec): 3 clusters Score: Raw -5288312.549024 + Penalty 3478.948595 = -5284833.600429 nChanged 19 SP:Iteration 45Q (2797.096066 sec): 3 clusters Score: Raw -5288316.259368 + Penalty 3478.948595 = -5284837.310773 nChanged 18 SP:Iteration 46Q (2797.192206 sec): 3 clusters Score: Raw -5288318.494937 + Penalty 3478.948595 = -5284839.546342 nChanged 11 SP:Iteration 47Q (2797.302451 sec): 3 clusters Score: Raw -5288319.571359 + Penalty 3478.948595 = -5284840.622764 nChanged 4 SP:Iteration 48Q (2797.408802 sec): 3 clusters Score: Raw -5288319.927791 + Penalty 3478.948595 = -5284840.979196 nChanged 2 SP:Iteration 49Q (2797.514444 sec): 3 clusters Score: Raw -5288320.073099 + Penalty 3478.948595 = -5284841.124504 nChanged 2 SP:Iteration 50Q (2797.617152 sec): 3 clusters Score: Raw -5288320.182608 + Penalty 3478.948595 = -5284841.234013 nChanged 5 SP:Iteration 51Q (2797.727089 sec): 3 clusters Score: Raw -5288320.714834 + Penalty 3478.948595 = -5284841.766239 nChanged 5 SP:Iteration 52Q (2797.833697 sec): 3 clusters Score: Raw -5288321.365972 + Penalty 3478.948595 = -5284842.417377 nChanged 10 SP:Iteration 53Q (2797.943736 sec): 3 clusters Score: Raw -5288322.829857 + Penalty 3478.948595 = -5284843.881262 nChanged 7 SP:Iteration 54Q (2798.054141 sec): 3 clusters Score: Raw -5288323.531596 + Penalty 3478.948595 = -5284844.583001 nChanged 5 SP:Iteration 55Q (2798.160848 sec): 3 clusters Score: Raw -5288324.194097 + Penalty 3478.948595 = -5284845.245502 nChanged 3 SP:Iteration 56Q (2798.270233 sec): 3 clusters Score: Raw -5288324.629194 + Penalty 3478.948595 = -5284845.680598 nChanged 7 SP:Iteration 57Q (2798.378818 sec): 3 clusters Score: Raw -5288325.606578 + Penalty 3478.948595 = -5284846.657983 nChanged 8 SP:Iteration 58Q (2798.487521 sec): 3 clusters Score: Raw -5288326.334032 + Penalty 3478.948595 = -5284847.385437 nChanged 10 SP:Iteration 59Q (2798.597110 sec): 3 clusters Score: Raw -5288327.431161 + Penalty 3478.948595 = -5284848.482566 nChanged 9 SP:Iteration 60F (2798.720875 sec): 3 clusters Score: Raw -5288328.764693 + Penalty 3478.948595 = -5284849.816098 nChanged 11 SP:Iteration 61Q (2798.826611 sec): 3 clusters Score: Raw -5288331.209491 + Penalty 3478.948595 = -5284852.260896 nChanged 19 SP:Iteration 62Q (2798.927854 sec): 3 clusters Score: Raw -5288334.156987 + Penalty 3478.948595 = -5284855.208392 nChanged 15 SP:Iteration 63Q (2799.038686 sec): 3 clusters Score: Raw -5288336.619757 + Penalty 3478.948595 = -5284857.671162 nChanged 13 SP:Iteration 64Q (2799.148414 sec): 3 clusters Score: Raw -5288339.170109 + Penalty 3478.948595 = -5284860.221514 nChanged 8 SP:Iteration 65Q (2799.254353 sec): 3 clusters Score: Raw -5288340.696075 + Penalty 3478.948595 = -5284861.747480 nChanged 11 SP:Iteration 66Q (2799.364011 sec): 3 clusters Score: Raw -5288342.077869 + Penalty 3478.948595 = -5284863.129274 nChanged 15 SP:Iteration 67Q (2799.470445 sec): 3 clusters Score: Raw -5288344.235498 + Penalty 3478.948595 = -5284865.286903 nChanged 9 SP:Iteration 68Q (2799.584206 sec): 3 clusters Score: Raw -5288345.482040 + Penalty 3478.948595 = -5284866.533444 nChanged 7 SP:Iteration 69Q (2799.702922 sec): 3 clusters Score: Raw -5288346.192620 + Penalty 3478.948595 = -5284867.244025 nChanged 7 SP:Iteration 70Q (2799.819743 sec): 3 clusters Score: Raw -5288347.320725 + Penalty 3478.948595 = -5284868.372130 nChanged 9 SP:Iteration 71Q (2799.936796 sec): 3 clusters Score: Raw -5288348.492596 + Penalty 3478.948595 = -5284869.544001 nChanged 7 SP:Iteration 72Q (2800.056545 sec): 3 clusters Score: Raw -5288349.455615 + Penalty 3478.948595 = -5284870.507020 nChanged 9 SP:Iteration 73Q (2800.170199 sec): 3 clusters Score: Raw -5288350.442703 + Penalty 3478.948595 = -5284871.494108 nChanged 7 SP:Iteration 74Q (2800.276169 sec): 3 clusters Score: Raw -5288351.729008 + Penalty 3478.948595 = -5284872.780413 nChanged 6 SP:Iteration 75Q (2800.380261 sec): 3 clusters Score: Raw -5288352.605821 + Penalty 3478.948595 = -5284873.657226 nChanged 7 SP:Iteration 76Q (2800.486713 sec): 3 clusters Score: Raw -5288353.347363 + Penalty 3478.948595 = -5284874.398768 nChanged 6 SP:Iteration 77Q (2800.596755 sec): 3 clusters Score: Raw -5288354.222408 + Penalty 3478.948595 = -5284875.273813 nChanged 6 SP:Iteration 78Q (2800.705310 sec): 3 clusters Score: Raw -5288354.914369 + Penalty 3478.948595 = -5284875.965774 nChanged 2 SP:Iteration 79Q (2800.818048 sec): 3 clusters Score: Raw -5288355.307015 + Penalty 3478.948595 = -5284876.358420 nChanged 6 SP:Iteration 80F (2800.931235 sec): 3 clusters Score: Raw -5288356.035183 + Penalty 3478.948595 = -5284877.086588 nChanged 8 SP:Iteration 81Q (2801.028178 sec): 3 clusters Score: Raw -5288356.996021 + Penalty 3478.948595 = -5284878.047426 nChanged 4 SP:Iteration 82Q (2801.121987 sec): 3 clusters Score: Raw -5288357.424762 + Penalty 3478.948595 = -5284878.476167 nChanged 2 SP:Iteration 83Q (2801.218773 sec): 3 clusters Score: Raw -5288357.506084 + Penalty 3478.948595 = -5284878.557489 nChanged 2 SP:Iteration 84Q (2801.305836 sec): 3 clusters Score: Raw -5288357.698988 + Penalty 3478.948595 = -5284878.750393 nChanged 0 SP:Iteration 85F (2801.409243 sec): 3 clusters Score: Raw -5288357.698988 + Penalty 3478.948595 = -5284878.750393 nChanged 0 Trying to split cluster 20 (4630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2801.438697 sec): 2 clusters Score: Raw -486809.515045 + Penalty 1371.550724 = -485437.964321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2801.485882 sec): 3 clusters Score: Raw -484473.643996 + Penalty 2743.101448 = -481730.542548 nChanged 1831 SP:Iteration 1F (2801.525182 sec): 3 clusters Score: Raw -485572.311676 + Penalty 2743.101448 = -482829.210228 nChanged 405 SP:Iteration 2F (2801.565466 sec): 3 clusters Score: Raw -485912.971245 + Penalty 2743.101448 = -483169.869798 nChanged 349 SP:Iteration 3F (2801.606041 sec): 3 clusters Score: Raw -486246.664742 + Penalty 2743.101448 = -483503.563294 nChanged 349 SP:Iteration 4F (2801.639349 sec): 3 clusters Score: Raw -486633.462551 + Penalty 2743.101448 = -483890.361103 nChanged 302 SP:Iteration 5F (2801.675108 sec): 3 clusters Score: Raw -486954.340627 + Penalty 2743.101448 = -484211.239179 nChanged 238 SP:Iteration 6F (2801.721846 sec): 3 clusters Score: Raw -487174.152955 + Penalty 2743.101448 = -484431.051507 nChanged 172 SP:Iteration 7Q (2801.761927 sec): 3 clusters Score: Raw -487339.036608 + Penalty 2743.101448 = -484595.935160 nChanged 145 SP:Iteration 8Q (2801.801228 sec): 3 clusters Score: Raw -487455.273937 + Penalty 2743.101448 = -484712.172489 nChanged 120 SP:Iteration 9Q (2801.849965 sec): 3 clusters Score: Raw -487573.348759 + Penalty 2743.101448 = -484830.247311 nChanged 123 SP:Iteration 10Q (2801.898229 sec): 3 clusters Score: Raw -487738.597745 + Penalty 2743.101448 = -484995.496298 nChanged 130 SP:Iteration 11Q (2801.930813 sec): 3 clusters Score: Raw -487938.023123 + Penalty 2743.101448 = -485194.921676 nChanged 119 SP:Iteration 12Q (2801.978799 sec): 3 clusters Score: Raw -488143.314686 + Penalty 2743.101448 = -485400.213238 nChanged 79 SP:Iteration 13Q (2802.026278 sec): 3 clusters Score: Raw -488315.529770 + Penalty 2743.101448 = -485572.428322 nChanged 83 SP:Iteration 14Q (2802.081766 sec): 3 clusters Score: Raw -488487.001711 + Penalty 2743.101448 = -485743.900263 nChanged 69 SP:Iteration 15Q (2802.136557 sec): 3 clusters Score: Raw -488587.915572 + Penalty 2743.101448 = -485844.814124 nChanged 52 SP:Iteration 16Q (2802.190642 sec): 3 clusters Score: Raw -488643.069976 + Penalty 2743.101448 = -485899.968528 nChanged 36 SP:Iteration 17Q (2802.256454 sec): 3 clusters Score: Raw -488665.743496 + Penalty 2743.101448 = -485922.642048 nChanged 30 SP:Iteration 18Q (2802.295027 sec): 3 clusters Score: Raw -488685.639397 + Penalty 2743.101448 = -485942.537949 nChanged 17 SP:Iteration 19Q (2802.351160 sec): 3 clusters Score: Raw -488695.957506 + Penalty 2743.101448 = -485952.856058 nChanged 22 SP:Iteration 20F (2802.405519 sec): 3 clusters Score: Raw -488723.675222 + Penalty 2743.101448 = -485980.573774 nChanged 22 SP:Iteration 21Q (2802.460774 sec): 3 clusters Score: Raw -488742.057327 + Penalty 2743.101448 = -485998.955879 nChanged 21 SP:Iteration 22Q (2802.515697 sec): 3 clusters Score: Raw -488757.897846 + Penalty 2743.101448 = -486014.796398 nChanged 14 SP:Iteration 23Q (2802.570142 sec): 3 clusters Score: Raw -488764.961382 + Penalty 2743.101448 = -486021.859934 nChanged 13 SP:Iteration 24Q (2802.624898 sec): 3 clusters Score: Raw -488770.674648 + Penalty 2743.101448 = -486027.573200 nChanged 13 SP:Iteration 25Q (2802.680790 sec): 3 clusters Score: Raw -488775.870519 + Penalty 2743.101448 = -486032.769071 nChanged 13 SP:Iteration 26Q (2802.735594 sec): 3 clusters Score: Raw -488783.806136 + Penalty 2743.101448 = -486040.704688 nChanged 12 SP:Iteration 27Q (2802.790950 sec): 3 clusters Score: Raw -488788.830084 + Penalty 2743.101448 = -486045.728636 nChanged 10 SP:Iteration 28Q (2802.838426 sec): 3 clusters Score: Raw -488792.797013 + Penalty 2743.101448 = -486049.695565 nChanged 6 SP:Iteration 29Q (2802.893104 sec): 3 clusters Score: Raw -488794.515773 + Penalty 2743.101448 = -486051.414326 nChanged 4 SP:Iteration 30Q (2802.945140 sec): 3 clusters Score: Raw -488795.688504 + Penalty 2743.101448 = -486052.587057 nChanged 2 SP:Iteration 31Q (2803.000003 sec): 3 clusters Score: Raw -488796.002545 + Penalty 2743.101448 = -486052.901097 nChanged 0 SP:Iteration 32F (2803.067100 sec): 3 clusters Score: Raw -488796.002545 + Penalty 2743.101448 = -486052.901097 nChanged 0 Score: Raw -86537671.635682 + Penalty 63763.882782 = -86473907.752900 Splitting cluster 20 changes total score from -86473985.363722 to -86473907.752900 So it's not getting split. Trying to split cluster 21 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2817.960791 sec): 2 clusters Score: Raw -176712.105635 + Penalty 1191.297300 = -175520.808335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2818.001066 sec): 3 clusters Score: Raw -176120.639204 + Penalty 2382.594599 = -173738.044605 nChanged 481 SP:Iteration 1F (2818.051588 sec): 3 clusters Score: Raw -176451.600560 + Penalty 2382.594599 = -174069.005961 nChanged 104 SP:Iteration 2F (2818.102045 sec): 3 clusters Score: Raw -176526.821816 + Penalty 2382.594599 = -174144.227217 nChanged 50 SP:Iteration 3Q (2818.152847 sec): 3 clusters Score: Raw -176555.130871 + Penalty 2382.594599 = -174172.536272 nChanged 22 SP:Iteration 4Q (2818.195402 sec): 3 clusters Score: Raw -176569.136254 + Penalty 2382.594599 = -174186.541655 nChanged 22 SP:Iteration 5Q (2818.246196 sec): 3 clusters Score: Raw -176581.688569 + Penalty 2382.594599 = -174199.093970 nChanged 20 SP:Iteration 6Q (2818.308676 sec): 3 clusters Score: Raw -176597.847375 + Penalty 2382.594599 = -174215.252776 nChanged 24 SP:Iteration 7Q (2818.348016 sec): 3 clusters Score: Raw -176612.747632 + Penalty 2382.594599 = -174230.153033 nChanged 10 SP:Iteration 8Q (2818.398083 sec): 3 clusters Score: Raw -176619.763629 + Penalty 2382.594599 = -174237.169030 nChanged 12 SP:Iteration 9Q (2818.449525 sec): 3 clusters Score: Raw -176633.483032 + Penalty 2382.594599 = -174250.888433 nChanged 19 SP:Iteration 10Q (2818.500698 sec): 3 clusters Score: Raw -176647.103162 + Penalty 2382.594599 = -174264.508563 nChanged 13 SP:Iteration 11Q (2818.543434 sec): 3 clusters Score: Raw -176656.315619 + Penalty 2382.594599 = -174273.721020 nChanged 11 SP:Iteration 12Q (2818.595366 sec): 3 clusters Score: Raw -176662.017244 + Penalty 2382.594599 = -174279.422645 nChanged 8 SP:Iteration 13Q (2818.646089 sec): 3 clusters Score: Raw -176665.634828 + Penalty 2382.594599 = -174283.040229 nChanged 4 SP:Iteration 14Q (2818.705692 sec): 3 clusters Score: Raw -176668.665812 + Penalty 2382.594599 = -174286.071212 nChanged 4 SP:Iteration 15Q (2818.745055 sec): 3 clusters Score: Raw -176672.299812 + Penalty 2382.594599 = -174289.705213 nChanged 8 SP:Iteration 16Q (2818.786685 sec): 3 clusters Score: Raw -176677.851326 + Penalty 2382.594599 = -174295.256727 nChanged 11 SP:Iteration 17Q (2818.837164 sec): 3 clusters Score: Raw -176686.896699 + Penalty 2382.594599 = -174304.302100 nChanged 13 SP:Iteration 18Q (2818.882979 sec): 3 clusters Score: Raw -176695.186785 + Penalty 2382.594599 = -174312.592186 nChanged 12 SP:Iteration 19Q (2818.933985 sec): 3 clusters Score: Raw -176710.926551 + Penalty 2382.594599 = -174328.331952 nChanged 17 SP:Iteration 20F (2818.984513 sec): 3 clusters Score: Raw -176728.434537 + Penalty 2382.594599 = -174345.839937 nChanged 18 SP:Iteration 21Q (2819.035195 sec): 3 clusters Score: Raw -176748.536814 + Penalty 2382.594599 = -174365.942215 nChanged 20 SP:Iteration 22Q (2819.085784 sec): 3 clusters Score: Raw -176764.524741 + Penalty 2382.594599 = -174381.930142 nChanged 11 SP:Iteration 23Q (2819.136153 sec): 3 clusters Score: Raw -176777.053529 + Penalty 2382.594599 = -174394.458929 nChanged 17 SP:Iteration 24Q (2819.179523 sec): 3 clusters Score: Raw -176799.409698 + Penalty 2382.594599 = -174416.815099 nChanged 18 SP:Iteration 25Q (2819.229483 sec): 3 clusters Score: Raw -176817.087554 + Penalty 2382.594599 = -174434.492955 nChanged 17 SP:Iteration 26Q (2819.275416 sec): 3 clusters Score: Raw -176829.358278 + Penalty 2382.594599 = -174446.763679 nChanged 17 SP:Iteration 27Q (2819.325945 sec): 3 clusters Score: Raw -176840.153112 + Penalty 2382.594599 = -174457.558513 nChanged 13 SP:Iteration 28Q (2819.371281 sec): 3 clusters Score: Raw -176849.504573 + Penalty 2382.594599 = -174466.909974 nChanged 18 SP:Iteration 29Q (2819.417253 sec): 3 clusters Score: Raw -176861.100209 + Penalty 2382.594599 = -174478.505610 nChanged 10 SP:Iteration 30Q (2819.467841 sec): 3 clusters Score: Raw -176866.661130 + Penalty 2382.594599 = -174484.066531 nChanged 6 SP:Iteration 31Q (2819.513506 sec): 3 clusters Score: Raw -176869.963529 + Penalty 2382.594599 = -174487.368929 nChanged 4 SP:Iteration 32Q (2819.574347 sec): 3 clusters Score: Raw -176872.265674 + Penalty 2382.594599 = -174489.671075 nChanged 3 SP:Iteration 33Q (2819.608713 sec): 3 clusters Score: Raw -176873.578527 + Penalty 2382.594599 = -174490.983928 nChanged 3 SP:Iteration 34Q (2819.662618 sec): 3 clusters Score: Raw -176874.905669 + Penalty 2382.594599 = -174492.311070 nChanged 5 SP:Iteration 35Q (2819.696788 sec): 3 clusters Score: Raw -176877.781024 + Penalty 2382.594599 = -174495.186425 nChanged 5 SP:Iteration 36Q (2819.739418 sec): 3 clusters Score: Raw -176880.441258 + Penalty 2382.594599 = -174497.846659 nChanged 2 SP:Iteration 37Q (2819.783309 sec): 3 clusters Score: Raw -176881.601303 + Penalty 2382.594599 = -174499.006704 nChanged 2 SP:Iteration 38Q (2819.826140 sec): 3 clusters Score: Raw -176882.537223 + Penalty 2382.594599 = -174499.942624 nChanged 1 SP:Iteration 39Q (2819.869745 sec): 3 clusters Score: Raw -176882.858502 + Penalty 2382.594599 = -174500.263902 nChanged 0 SP:Iteration 40F (2819.913705 sec): 3 clusters Score: Raw -176882.858502 + Penalty 2382.594599 = -174500.263902 nChanged 0 Trying to split cluster 22 (5339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2819.943314 sec): 2 clusters Score: Raw -617431.105788 + Penalty 1394.703968 = -616036.401821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2819.992077 sec): 3 clusters Score: Raw -614635.607263 + Penalty 2789.407936 = -611846.199327 nChanged 2154 SP:Iteration 1F (2820.040878 sec): 3 clusters Score: Raw -615819.040940 + Penalty 2789.407936 = -613029.633004 nChanged 454 SP:Iteration 2F (2820.099223 sec): 3 clusters Score: Raw -616122.787536 + Penalty 2789.407936 = -613333.379600 nChanged 359 SP:Iteration 3F (2820.150264 sec): 3 clusters Score: Raw -616398.286653 + Penalty 2789.407936 = -613608.878718 nChanged 367 SP:Iteration 4F (2820.199815 sec): 3 clusters Score: Raw -616755.322158 + Penalty 2789.407936 = -613965.914222 nChanged 401 SP:Iteration 5F (2820.249039 sec): 3 clusters Score: Raw -617184.912844 + Penalty 2789.407936 = -614395.504908 nChanged 422 SP:Iteration 6F (2820.288725 sec): 3 clusters Score: Raw -617753.336518 + Penalty 2789.407936 = -614963.928583 nChanged 386 SP:Iteration 7F (2820.337161 sec): 3 clusters Score: Raw -618344.028191 + Penalty 2789.407936 = -615554.620255 nChanged 291 SP:Iteration 8F (2820.385294 sec): 3 clusters Score: Raw -618716.961343 + Penalty 2789.407936 = -615927.553408 nChanged 192 SP:Iteration 9Q (2820.434861 sec): 3 clusters Score: Raw -618950.986638 + Penalty 2789.407936 = -616161.578702 nChanged 142 SP:Iteration 10Q (2820.491928 sec): 3 clusters Score: Raw -619087.953594 + Penalty 2789.407936 = -616298.545659 nChanged 107 SP:Iteration 11Q (2820.530650 sec): 3 clusters Score: Raw -619181.974697 + Penalty 2789.407936 = -616392.566761 nChanged 95 SP:Iteration 12Q (2820.579587 sec): 3 clusters Score: Raw -619250.758528 + Penalty 2789.407936 = -616461.350593 nChanged 89 SP:Iteration 13Q (2820.626860 sec): 3 clusters Score: Raw -619322.532912 + Penalty 2789.407936 = -616533.124976 nChanged 83 SP:Iteration 14Q (2820.683234 sec): 3 clusters Score: Raw -619384.061150 + Penalty 2789.407936 = -616594.653214 nChanged 87 SP:Iteration 15Q (2820.732310 sec): 3 clusters Score: Raw -619453.672731 + Penalty 2789.407936 = -616664.264796 nChanged 85 SP:Iteration 16Q (2820.770776 sec): 3 clusters Score: Raw -619519.948543 + Penalty 2789.407936 = -616730.540607 nChanged 77 SP:Iteration 17Q (2820.819242 sec): 3 clusters Score: Raw -619570.958253 + Penalty 2789.407936 = -616781.550317 nChanged 68 SP:Iteration 18Q (2820.858945 sec): 3 clusters Score: Raw -619615.886939 + Penalty 2789.407936 = -616826.479003 nChanged 65 SP:Iteration 19Q (2820.904333 sec): 3 clusters Score: Raw -619652.940817 + Penalty 2789.407936 = -616863.532881 nChanged 56 SP:Iteration 20F (2820.949149 sec): 3 clusters Score: Raw -619678.541935 + Penalty 2789.407936 = -616889.133999 nChanged 47 SP:Iteration 21Q (2821.004426 sec): 3 clusters Score: Raw -619697.568801 + Penalty 2789.407936 = -616908.160865 nChanged 34 SP:Iteration 22Q (2821.058476 sec): 3 clusters Score: Raw -619712.312514 + Penalty 2789.407936 = -616922.904578 nChanged 27 SP:Iteration 23Q (2821.112798 sec): 3 clusters Score: Raw -619722.539541 + Penalty 2789.407936 = -616933.131605 nChanged 22 SP:Iteration 24Q (2821.167926 sec): 3 clusters Score: Raw -619728.809521 + Penalty 2789.407936 = -616939.401585 nChanged 18 SP:Iteration 25Q (2821.222297 sec): 3 clusters Score: Raw -619733.131339 + Penalty 2789.407936 = -616943.723403 nChanged 18 SP:Iteration 26Q (2821.277478 sec): 3 clusters Score: Raw -619737.981996 + Penalty 2789.407936 = -616948.574061 nChanged 12 SP:Iteration 27Q (2821.333215 sec): 3 clusters Score: Raw -619742.362682 + Penalty 2789.407936 = -616952.954747 nChanged 10 SP:Iteration 28Q (2821.387921 sec): 3 clusters Score: Raw -619745.653360 + Penalty 2789.407936 = -616956.245424 nChanged 13 SP:Iteration 29Q (2821.442684 sec): 3 clusters Score: Raw -619749.034262 + Penalty 2789.407936 = -616959.626326 nChanged 10 SP:Iteration 30Q (2821.498093 sec): 3 clusters Score: Raw -619751.607456 + Penalty 2789.407936 = -616962.199520 nChanged 12 SP:Iteration 31Q (2821.541511 sec): 3 clusters Score: Raw -619755.865503 + Penalty 2789.407936 = -616966.457567 nChanged 13 SP:Iteration 32Q (2821.585365 sec): 3 clusters Score: Raw -619762.477188 + Penalty 2789.407936 = -616973.069252 nChanged 18 SP:Iteration 33Q (2821.641342 sec): 3 clusters Score: Raw -619770.065635 + Penalty 2789.407936 = -616980.657699 nChanged 24 SP:Iteration 34Q (2821.695842 sec): 3 clusters Score: Raw -619780.475721 + Penalty 2789.407936 = -616991.067785 nChanged 21 SP:Iteration 35Q (2821.750210 sec): 3 clusters Score: Raw -619789.355572 + Penalty 2789.407936 = -616999.947636 nChanged 16 SP:Iteration 36Q (2821.803739 sec): 3 clusters Score: Raw -619793.774671 + Penalty 2789.407936 = -617004.366736 nChanged 13 SP:Iteration 37Q (2821.869144 sec): 3 clusters Score: Raw -619798.158980 + Penalty 2789.407936 = -617008.751044 nChanged 15 SP:Iteration 38Q (2821.908984 sec): 3 clusters Score: Raw -619803.855191 + Penalty 2789.407936 = -617014.447255 nChanged 15 SP:Iteration 39Q (2821.963705 sec): 3 clusters Score: Raw -619806.676718 + Penalty 2789.407936 = -617017.268782 nChanged 9 SP:Iteration 40F (2822.010376 sec): 3 clusters Score: Raw -619808.253520 + Penalty 2789.407936 = -617018.845585 nChanged 1 SP:Iteration 41Q (2822.065431 sec): 3 clusters Score: Raw -619808.460012 + Penalty 2789.407936 = -617019.052076 nChanged 1 SP:Iteration 42Q (2822.113829 sec): 3 clusters Score: Raw -619808.785899 + Penalty 2789.407936 = -617019.377964 nChanged 2 SP:Iteration 43Q (2822.172283 sec): 3 clusters Score: Raw -619809.263118 + Penalty 2789.407936 = -617019.855182 nChanged 1 SP:Iteration 44Q (2822.212040 sec): 3 clusters Score: Raw -619809.472749 + Penalty 2789.407936 = -617020.064813 nChanged 2 SP:Iteration 45Q (2822.260460 sec): 3 clusters Score: Raw -619809.764568 + Penalty 2789.407936 = -617020.356632 nChanged 0 SP:Iteration 46F (2822.304464 sec): 3 clusters Score: Raw -619809.764568 + Penalty 2789.407936 = -617020.356632 nChanged 0 Score: Raw -86538063.806961 + Penalty 63763.882782 = -86474299.924179 Splitting cluster 22 changes total score from -86473985.363722 to -86474299.924179 So it's getting split into cluster 11. Trying to split cluster 23 (4659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2836.937221 sec): 2 clusters Score: Raw -542498.193856 + Penalty 1372.565368 = -541125.628488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2836.990309 sec): 3 clusters Score: Raw -540138.715471 + Penalty 2745.130736 = -537393.584735 nChanged 1837 SP:Iteration 1F (2837.042200 sec): 3 clusters Score: Raw -541186.439321 + Penalty 2745.130736 = -538441.308585 nChanged 342 SP:Iteration 2F (2837.098627 sec): 3 clusters Score: Raw -541411.414280 + Penalty 2745.130736 = -538666.283543 nChanged 271 SP:Iteration 3F (2837.155199 sec): 3 clusters Score: Raw -541607.942280 + Penalty 2745.130736 = -538862.811544 nChanged 245 SP:Iteration 4F (2837.201042 sec): 3 clusters Score: Raw -541828.086164 + Penalty 2745.130736 = -539082.955427 nChanged 270 SP:Iteration 5F (2837.272214 sec): 3 clusters Score: Raw -542091.877903 + Penalty 2745.130736 = -539346.747167 nChanged 269 SP:Iteration 6F (2837.330201 sec): 3 clusters Score: Raw -542360.788616 + Penalty 2745.130736 = -539615.657879 nChanged 255 SP:Iteration 7F (2837.377612 sec): 3 clusters Score: Raw -542593.621144 + Penalty 2745.130736 = -539848.490408 nChanged 225 SP:Iteration 8Q (2837.434664 sec): 3 clusters Score: Raw -542824.766021 + Penalty 2745.130736 = -540079.635284 nChanged 212 SP:Iteration 9Q (2837.491378 sec): 3 clusters Score: Raw -543034.177140 + Penalty 2745.130736 = -540289.046403 nChanged 199 SP:Iteration 10Q (2837.548996 sec): 3 clusters Score: Raw -543205.182813 + Penalty 2745.130736 = -540460.052076 nChanged 155 SP:Iteration 11Q (2837.605014 sec): 3 clusters Score: Raw -543324.701536 + Penalty 2745.130736 = -540579.570800 nChanged 103 SP:Iteration 12Q (2837.655267 sec): 3 clusters Score: Raw -543389.277769 + Penalty 2745.130736 = -540644.147032 nChanged 88 SP:Iteration 13Q (2837.717285 sec): 3 clusters Score: Raw -543455.696141 + Penalty 2745.130736 = -540710.565405 nChanged 81 SP:Iteration 14Q (2837.747911 sec): 3 clusters Score: Raw -543509.220947 + Penalty 2745.130736 = -540764.090211 nChanged 63 SP:Iteration 15Q (2837.796880 sec): 3 clusters Score: Raw -543544.417864 + Penalty 2745.130736 = -540799.287128 nChanged 43 SP:Iteration 16Q (2837.835376 sec): 3 clusters Score: Raw -543564.551102 + Penalty 2745.130736 = -540819.420366 nChanged 22 SP:Iteration 17Q (2837.894102 sec): 3 clusters Score: Raw -543573.794858 + Penalty 2745.130736 = -540828.664121 nChanged 18 SP:Iteration 18Q (2837.935382 sec): 3 clusters Score: Raw -543580.151067 + Penalty 2745.130736 = -540835.020330 nChanged 20 SP:Iteration 19Q (2837.976583 sec): 3 clusters Score: Raw -543585.793259 + Penalty 2745.130736 = -540840.662523 nChanged 10 SP:Iteration 20F (2838.010954 sec): 3 clusters Score: Raw -543589.300810 + Penalty 2745.130736 = -540844.170073 nChanged 8 SP:Iteration 21Q (2838.059130 sec): 3 clusters Score: Raw -543590.577034 + Penalty 2745.130736 = -540845.446298 nChanged 6 SP:Iteration 22Q (2838.102646 sec): 3 clusters Score: Raw -543591.807339 + Penalty 2745.130736 = -540846.676603 nChanged 3 SP:Iteration 23Q (2838.142874 sec): 3 clusters Score: Raw -543592.124745 + Penalty 2745.130736 = -540846.994009 nChanged 0 SP:Iteration 24F (2838.199277 sec): 3 clusters Score: Raw -543592.124745 + Penalty 2745.130736 = -540846.994009 nChanged 0 Trying to split cluster 24 (14927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2838.231090 sec): 2 clusters Score: Raw -1668324.439816 + Penalty 1561.775627 = -1666762.664190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2838.287752 sec): 3 clusters Score: Raw -1659585.356387 + Penalty 3123.551253 = -1656461.805134 nChanged 6625 SP:Iteration 1F (2838.356437 sec): 3 clusters Score: Raw -1663411.855610 + Penalty 3123.551253 = -1660288.304356 nChanged 1111 SP:Iteration 2F (2838.414368 sec): 3 clusters Score: Raw -1664057.370484 + Penalty 3123.551253 = -1660933.819231 nChanged 1017 SP:Iteration 3F (2838.474670 sec): 3 clusters Score: Raw -1664686.483338 + Penalty 3123.551253 = -1661562.932085 nChanged 935 SP:Iteration 4F (2838.541948 sec): 3 clusters Score: Raw -1665338.062056 + Penalty 3123.551253 = -1662214.510803 nChanged 964 SP:Iteration 5F (2838.602946 sec): 3 clusters Score: Raw -1666102.336122 + Penalty 3123.551253 = -1662978.784868 nChanged 884 SP:Iteration 6F (2838.662572 sec): 3 clusters Score: Raw -1666750.587961 + Penalty 3123.551253 = -1663627.036708 nChanged 728 SP:Iteration 7Q (2838.722253 sec): 3 clusters Score: Raw -1667278.548592 + Penalty 3123.551253 = -1664154.997339 nChanged 612 SP:Iteration 8Q (2838.780686 sec): 3 clusters Score: Raw -1667657.621435 + Penalty 3123.551253 = -1664534.070182 nChanged 457 SP:Iteration 9Q (2838.838668 sec): 3 clusters Score: Raw -1667888.821004 + Penalty 3123.551253 = -1664765.269751 nChanged 355 SP:Iteration 10Q (2838.899344 sec): 3 clusters Score: Raw -1668044.493669 + Penalty 3123.551253 = -1664920.942416 nChanged 285 SP:Iteration 11Q (2838.962639 sec): 3 clusters Score: Raw -1668155.485088 + Penalty 3123.551253 = -1665031.933835 nChanged 222 SP:Iteration 12Q (2839.036894 sec): 3 clusters Score: Raw -1668225.725551 + Penalty 3123.551253 = -1665102.174298 nChanged 171 SP:Iteration 13Q (2839.092426 sec): 3 clusters Score: Raw -1668279.013692 + Penalty 3123.551253 = -1665155.462439 nChanged 130 SP:Iteration 14Q (2839.158444 sec): 3 clusters Score: Raw -1668313.304080 + Penalty 3123.551253 = -1665189.752827 nChanged 114 SP:Iteration 15Q (2839.225639 sec): 3 clusters Score: Raw -1668341.252775 + Penalty 3123.551253 = -1665217.701522 nChanged 106 SP:Iteration 16Q (2839.300470 sec): 3 clusters Score: Raw -1668361.397895 + Penalty 3123.551253 = -1665237.846642 nChanged 81 SP:Iteration 17Q (2839.350320 sec): 3 clusters Score: Raw -1668375.428767 + Penalty 3123.551253 = -1665251.877514 nChanged 69 SP:Iteration 18Q (2839.424958 sec): 3 clusters Score: Raw -1668387.334389 + Penalty 3123.551253 = -1665263.783136 nChanged 64 SP:Iteration 19Q (2839.480347 sec): 3 clusters Score: Raw -1668397.508598 + Penalty 3123.551253 = -1665273.957344 nChanged 57 SP:Iteration 20F (2839.551147 sec): 3 clusters Score: Raw -1668407.512668 + Penalty 3123.551253 = -1665283.961414 nChanged 51 SP:Iteration 21Q (2839.619666 sec): 3 clusters Score: Raw -1668416.348080 + Penalty 3123.551253 = -1665292.796827 nChanged 54 SP:Iteration 22Q (2839.683974 sec): 3 clusters Score: Raw -1668424.367907 + Penalty 3123.551253 = -1665300.816654 nChanged 39 SP:Iteration 23Q (2839.757896 sec): 3 clusters Score: Raw -1668429.651649 + Penalty 3123.551253 = -1665306.100396 nChanged 29 SP:Iteration 24Q (2839.824758 sec): 3 clusters Score: Raw -1668434.124397 + Penalty 3123.551253 = -1665310.573144 nChanged 31 SP:Iteration 25Q (2839.874204 sec): 3 clusters Score: Raw -1668438.136936 + Penalty 3123.551253 = -1665314.585683 nChanged 25 SP:Iteration 26Q (2839.944774 sec): 3 clusters Score: Raw -1668441.426928 + Penalty 3123.551253 = -1665317.875675 nChanged 25 SP:Iteration 27Q (2840.003826 sec): 3 clusters Score: Raw -1668444.435808 + Penalty 3123.551253 = -1665320.884555 nChanged 28 SP:Iteration 28Q (2840.058861 sec): 3 clusters Score: Raw -1668447.989151 + Penalty 3123.551253 = -1665324.437898 nChanged 26 SP:Iteration 29Q (2840.122558 sec): 3 clusters Score: Raw -1668450.586901 + Penalty 3123.551253 = -1665327.035648 nChanged 22 SP:Iteration 30Q (2840.186895 sec): 3 clusters Score: Raw -1668453.115639 + Penalty 3123.551253 = -1665329.564386 nChanged 19 SP:Iteration 31Q (2840.252543 sec): 3 clusters Score: Raw -1668455.629275 + Penalty 3123.551253 = -1665332.078022 nChanged 20 SP:Iteration 32Q (2840.325590 sec): 3 clusters Score: Raw -1668457.613895 + Penalty 3123.551253 = -1665334.062642 nChanged 19 SP:Iteration 33Q (2840.399811 sec): 3 clusters Score: Raw -1668459.327448 + Penalty 3123.551253 = -1665335.776194 nChanged 22 SP:Iteration 34Q (2840.468161 sec): 3 clusters Score: Raw -1668461.240747 + Penalty 3123.551253 = -1665337.689493 nChanged 18 SP:Iteration 35Q (2840.533194 sec): 3 clusters Score: Raw -1668463.104468 + Penalty 3123.551253 = -1665339.553215 nChanged 22 SP:Iteration 36Q (2840.608349 sec): 3 clusters Score: Raw -1668465.799233 + Penalty 3123.551253 = -1665342.247980 nChanged 24 SP:Iteration 37Q (2840.662552 sec): 3 clusters Score: Raw -1668468.442402 + Penalty 3123.551253 = -1665344.891149 nChanged 24 SP:Iteration 38Q (2840.734095 sec): 3 clusters Score: Raw -1668471.127400 + Penalty 3123.551253 = -1665347.576147 nChanged 22 SP:Iteration 39Q (2840.791974 sec): 3 clusters Score: Raw -1668473.448452 + Penalty 3123.551253 = -1665349.897199 nChanged 18 SP:Iteration 40F (2840.859051 sec): 3 clusters Score: Raw -1668476.078336 + Penalty 3123.551253 = -1665352.527083 nChanged 21 SP:Iteration 41Q (2840.940176 sec): 3 clusters Score: Raw -1668478.986154 + Penalty 3123.551253 = -1665355.434900 nChanged 26 SP:Iteration 42Q (2840.991542 sec): 3 clusters Score: Raw -1668482.093020 + Penalty 3123.551253 = -1665358.541767 nChanged 21 SP:Iteration 43Q (2841.059149 sec): 3 clusters Score: Raw -1668485.088638 + Penalty 3123.551253 = -1665361.537385 nChanged 30 SP:Iteration 44Q (2841.131137 sec): 3 clusters Score: Raw -1668489.129697 + Penalty 3123.551253 = -1665365.578444 nChanged 31 SP:Iteration 45Q (2841.199899 sec): 3 clusters Score: Raw -1668493.123820 + Penalty 3123.551253 = -1665369.572567 nChanged 24 SP:Iteration 46Q (2841.275383 sec): 3 clusters Score: Raw -1668497.281467 + Penalty 3123.551253 = -1665373.730214 nChanged 28 SP:Iteration 47Q (2841.350414 sec): 3 clusters Score: Raw -1668501.693377 + Penalty 3123.551253 = -1665378.142123 nChanged 31 SP:Iteration 48Q (2841.422964 sec): 3 clusters Score: Raw -1668506.415366 + Penalty 3123.551253 = -1665382.864113 nChanged 29 SP:Iteration 49Q (2841.480785 sec): 3 clusters Score: Raw -1668510.202554 + Penalty 3123.551253 = -1665386.651301 nChanged 34 SP:Iteration 50Q (2841.557173 sec): 3 clusters Score: Raw -1668515.538936 + Penalty 3123.551253 = -1665391.987683 nChanged 30 SP:Iteration 51Q (2841.622621 sec): 3 clusters Score: Raw -1668519.651865 + Penalty 3123.551253 = -1665396.100612 nChanged 34 SP:Iteration 52Q (2841.698588 sec): 3 clusters Score: Raw -1668524.559791 + Penalty 3123.551253 = -1665401.008538 nChanged 38 SP:Iteration 53Q (2841.765277 sec): 3 clusters Score: Raw -1668530.850835 + Penalty 3123.551253 = -1665407.299582 nChanged 45 SP:Iteration 54Q (2841.838964 sec): 3 clusters Score: Raw -1668537.737255 + Penalty 3123.551253 = -1665414.186002 nChanged 37 SP:Iteration 55Q (2841.908805 sec): 3 clusters Score: Raw -1668542.887231 + Penalty 3123.551253 = -1665419.335978 nChanged 38 SP:Iteration 56Q (2841.984231 sec): 3 clusters Score: Raw -1668547.435080 + Penalty 3123.551253 = -1665423.883827 nChanged 34 SP:Iteration 57Q (2842.055125 sec): 3 clusters Score: Raw -1668552.157613 + Penalty 3123.551253 = -1665428.606360 nChanged 27 SP:Iteration 58Q (2842.113003 sec): 3 clusters Score: Raw -1668555.382040 + Penalty 3123.551253 = -1665431.830787 nChanged 23 SP:Iteration 59Q (2842.170148 sec): 3 clusters Score: Raw -1668557.964468 + Penalty 3123.551253 = -1665434.413215 nChanged 21 SP:Iteration 60F (2842.247502 sec): 3 clusters Score: Raw -1668559.696081 + Penalty 3123.551253 = -1665436.144828 nChanged 18 SP:Iteration 61Q (2842.311887 sec): 3 clusters Score: Raw -1668561.690063 + Penalty 3123.551253 = -1665438.138810 nChanged 15 SP:Iteration 62Q (2842.369751 sec): 3 clusters Score: Raw -1668563.110923 + Penalty 3123.551253 = -1665439.559670 nChanged 12 SP:Iteration 63Q (2842.436685 sec): 3 clusters Score: Raw -1668564.089284 + Penalty 3123.551253 = -1665440.538031 nChanged 16 SP:Iteration 64Q (2842.502199 sec): 3 clusters Score: Raw -1668565.757948 + Penalty 3123.551253 = -1665442.206695 nChanged 14 SP:Iteration 65Q (2842.561235 sec): 3 clusters Score: Raw -1668567.039502 + Penalty 3123.551253 = -1665443.488249 nChanged 13 SP:Iteration 66Q (2842.612239 sec): 3 clusters Score: Raw -1668568.246035 + Penalty 3123.551253 = -1665444.694782 nChanged 12 SP:Iteration 67Q (2842.675074 sec): 3 clusters Score: Raw -1668569.111960 + Penalty 3123.551253 = -1665445.560706 nChanged 6 SP:Iteration 68Q (2842.724323 sec): 3 clusters Score: Raw -1668569.448116 + Penalty 3123.551253 = -1665445.896863 nChanged 2 SP:Iteration 69Q (2842.789782 sec): 3 clusters Score: Raw -1668569.592880 + Penalty 3123.551253 = -1665446.041626 nChanged 0 SP:Iteration 70F (2842.859063 sec): 3 clusters Score: Raw -1668569.592880 + Penalty 3123.551253 = -1665446.041626 nChanged 0 Trying to split cluster 25 (2551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2842.874887 sec): 2 clusters Score: Raw -294514.720559 + Penalty 1274.689117 = -293240.031442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2842.914810 sec): 3 clusters Score: Raw -293392.961289 + Penalty 2549.378233 = -290843.583056 nChanged 922 SP:Iteration 1F (2842.951133 sec): 3 clusters Score: Raw -294008.668438 + Penalty 2549.378233 = -291459.290205 nChanged 221 SP:Iteration 2F (2842.980184 sec): 3 clusters Score: Raw -294170.827286 + Penalty 2549.378233 = -291621.449053 nChanged 132 SP:Iteration 3F (2843.016000 sec): 3 clusters Score: Raw -294275.761288 + Penalty 2549.378233 = -291726.383054 nChanged 97 SP:Iteration 4Q (2843.052492 sec): 3 clusters Score: Raw -294342.397538 + Penalty 2549.378233 = -291793.019305 nChanged 81 SP:Iteration 5Q (2843.088792 sec): 3 clusters Score: Raw -294394.251804 + Penalty 2549.378233 = -291844.873570 nChanged 74 SP:Iteration 6Q (2843.125007 sec): 3 clusters Score: Raw -294447.431229 + Penalty 2549.378233 = -291898.052996 nChanged 77 SP:Iteration 7Q (2843.160917 sec): 3 clusters Score: Raw -294501.921841 + Penalty 2549.378233 = -291952.543607 nChanged 66 SP:Iteration 8Q (2843.203982 sec): 3 clusters Score: Raw -294542.077870 + Penalty 2549.378233 = -291992.699637 nChanged 55 SP:Iteration 9Q (2843.239894 sec): 3 clusters Score: Raw -294579.058940 + Penalty 2549.378233 = -292029.680707 nChanged 41 SP:Iteration 10Q (2843.275854 sec): 3 clusters Score: Raw -294605.272269 + Penalty 2549.378233 = -292055.894035 nChanged 31 SP:Iteration 11Q (2843.311878 sec): 3 clusters Score: Raw -294626.786139 + Penalty 2549.378233 = -292077.407905 nChanged 35 SP:Iteration 12Q (2843.340617 sec): 3 clusters Score: Raw -294651.180914 + Penalty 2549.378233 = -292101.802681 nChanged 39 SP:Iteration 13Q (2843.378355 sec): 3 clusters Score: Raw -294677.145049 + Penalty 2549.378233 = -292127.766816 nChanged 38 SP:Iteration 14Q (2843.418439 sec): 3 clusters Score: Raw -294702.751314 + Penalty 2549.378233 = -292153.373081 nChanged 40 SP:Iteration 15Q (2843.460989 sec): 3 clusters Score: Raw -294729.606086 + Penalty 2549.378233 = -292180.227853 nChanged 33 SP:Iteration 16Q (2843.504733 sec): 3 clusters Score: Raw -294759.050530 + Penalty 2549.378233 = -292209.672296 nChanged 37 SP:Iteration 17Q (2843.560037 sec): 3 clusters Score: Raw -294787.769896 + Penalty 2549.378233 = -292238.391662 nChanged 29 SP:Iteration 18Q (2843.595599 sec): 3 clusters Score: Raw -294807.890326 + Penalty 2549.378233 = -292258.512093 nChanged 20 SP:Iteration 19Q (2843.639461 sec): 3 clusters Score: Raw -294820.058959 + Penalty 2549.378233 = -292270.680726 nChanged 17 SP:Iteration 20F (2843.690636 sec): 3 clusters Score: Raw -294828.649477 + Penalty 2549.378233 = -292279.271244 nChanged 12 SP:Iteration 21Q (2843.743097 sec): 3 clusters Score: Raw -294836.475509 + Penalty 2549.378233 = -292287.097275 nChanged 9 SP:Iteration 22Q (2843.795812 sec): 3 clusters Score: Raw -294841.510695 + Penalty 2549.378233 = -292292.132462 nChanged 5 SP:Iteration 23Q (2843.848018 sec): 3 clusters Score: Raw -294845.159250 + Penalty 2549.378233 = -292295.781017 nChanged 5 SP:Iteration 24Q (2843.912019 sec): 3 clusters Score: Raw -294847.164787 + Penalty 2549.378233 = -292297.786553 nChanged 3 SP:Iteration 25Q (2843.953476 sec): 3 clusters Score: Raw -294848.356295 + Penalty 2549.378233 = -292298.978062 nChanged 2 SP:Iteration 26Q (2843.994359 sec): 3 clusters Score: Raw -294849.327177 + Penalty 2549.378233 = -292299.948943 nChanged 0 SP:Iteration 27F (2844.047803 sec): 3 clusters Score: Raw -294849.327177 + Penalty 2549.378233 = -292299.948943 nChanged 0 Trying to split cluster 26 (444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2844.072182 sec): 2 clusters Score: Raw -44151.022453 + Penalty 990.571491 = -43160.450962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2844.121564 sec): 3 clusters Score: Raw -44224.154686 + Penalty 1981.142983 = -42243.011703 nChanged 102 SP:Iteration 1F (2844.161113 sec): 3 clusters Score: Raw -44399.867046 + Penalty 1981.142983 = -42418.724064 nChanged 22 SP:Iteration 2Q (2844.210637 sec): 3 clusters Score: Raw -44442.967615 + Penalty 1981.142983 = -42461.824632 nChanged 15 SP:Iteration 3Q (2844.269551 sec): 3 clusters Score: Raw -44469.528119 + Penalty 1981.142983 = -42488.385136 nChanged 12 SP:Iteration 4Q (2844.307434 sec): 3 clusters Score: Raw -44493.185779 + Penalty 1981.142983 = -42512.042796 nChanged 15 SP:Iteration 5Q (2844.356972 sec): 3 clusters Score: Raw -44521.386809 + Penalty 1981.142983 = -42540.243826 nChanged 9 SP:Iteration 6Q (2844.406402 sec): 3 clusters Score: Raw -44583.669058 + Penalty 1981.142983 = -42602.526075 nChanged 12 SP:Iteration 7Q (2844.446709 sec): 3 clusters Score: Raw -44597.617784 + Penalty 1981.142983 = -42616.474802 nChanged 3 SP:Iteration 8Q (2844.493493 sec): 3 clusters Score: Raw -44602.830536 + Penalty 1981.142983 = -42621.687553 nChanged 2 SP:Iteration 9Q (2844.542673 sec): 3 clusters Score: Raw -44605.466386 + Penalty 1981.142983 = -42624.323403 nChanged 2 SP:Iteration 10Q (2844.589389 sec): 3 clusters Score: Raw -44608.638858 + Penalty 1981.142983 = -42627.495876 nChanged 1 SP:Iteration 11Q (2844.638316 sec): 3 clusters Score: Raw -44611.915848 + Penalty 1981.142983 = -42630.772865 nChanged 2 SP:Iteration 12Q (2844.670759 sec): 3 clusters Score: Raw -44617.729209 + Penalty 1981.142983 = -42636.586226 nChanged 2 SP:Iteration 13Q (2844.720038 sec): 3 clusters Score: Raw -44620.304390 + Penalty 1981.142983 = -42639.161407 nChanged 0 SP:Iteration 14F (2844.766895 sec): 3 clusters Score: Raw -44620.304390 + Penalty 1981.142983 = -42639.161407 nChanged 0 Trying to split cluster 27 (2123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2844.806293 sec): 2 clusters Score: Raw -245403.158738 + Penalty 1244.845138 = -244158.313601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2844.843335 sec): 3 clusters Score: Raw -244423.539207 + Penalty 2489.690275 = -241933.848932 nChanged 777 SP:Iteration 1F (2844.895284 sec): 3 clusters Score: Raw -244943.346286 + Penalty 2489.690275 = -242453.656011 nChanged 172 SP:Iteration 2F (2844.931673 sec): 3 clusters Score: Raw -245094.430583 + Penalty 2489.690275 = -242604.740308 nChanged 113 SP:Iteration 3F (2844.983393 sec): 3 clusters Score: Raw -245174.857689 + Penalty 2489.690275 = -242685.167414 nChanged 68 SP:Iteration 4Q (2845.035319 sec): 3 clusters Score: Raw -245227.207525 + Penalty 2489.690275 = -242737.517250 nChanged 56 SP:Iteration 5Q (2845.081958 sec): 3 clusters Score: Raw -245268.102075 + Penalty 2489.690275 = -242778.411800 nChanged 59 SP:Iteration 6Q (2845.145588 sec): 3 clusters Score: Raw -245323.643100 + Penalty 2489.690275 = -242833.952825 nChanged 68 SP:Iteration 7Q (2845.198512 sec): 3 clusters Score: Raw -245385.761671 + Penalty 2489.690275 = -242896.071395 nChanged 65 SP:Iteration 8Q (2845.239674 sec): 3 clusters Score: Raw -245437.251826 + Penalty 2489.690275 = -242947.561551 nChanged 49 SP:Iteration 9Q (2845.291698 sec): 3 clusters Score: Raw -245475.533226 + Penalty 2489.690275 = -242985.842951 nChanged 53 SP:Iteration 10Q (2845.355135 sec): 3 clusters Score: Raw -245522.684885 + Penalty 2489.690275 = -243032.994610 nChanged 55 SP:Iteration 11Q (2845.387073 sec): 3 clusters Score: Raw -245570.338144 + Penalty 2489.690275 = -243080.647869 nChanged 55 SP:Iteration 12Q (2845.439267 sec): 3 clusters Score: Raw -245618.127932 + Penalty 2489.690275 = -243128.437657 nChanged 53 SP:Iteration 13Q (2845.484641 sec): 3 clusters Score: Raw -245682.194385 + Penalty 2489.690275 = -243192.504110 nChanged 71 SP:Iteration 14Q (2845.535230 sec): 3 clusters Score: Raw -245791.298274 + Penalty 2489.690275 = -243301.607999 nChanged 78 SP:Iteration 15Q (2845.590544 sec): 3 clusters Score: Raw -245904.107585 + Penalty 2489.690275 = -243414.417310 nChanged 81 SP:Iteration 16Q (2845.632181 sec): 3 clusters Score: Raw -246032.423803 + Penalty 2489.690275 = -243542.733528 nChanged 77 SP:Iteration 17Q (2845.674210 sec): 3 clusters Score: Raw -246151.561924 + Penalty 2489.690275 = -243661.871649 nChanged 41 SP:Iteration 18Q (2845.715980 sec): 3 clusters Score: Raw -246194.253664 + Penalty 2489.690275 = -243704.563389 nChanged 19 SP:Iteration 19Q (2845.740627 sec): 3 clusters Score: Raw -246210.307347 + Penalty 2489.690275 = -243720.617072 nChanged 12 SP:Iteration 20F (2845.776839 sec): 3 clusters Score: Raw -246220.998522 + Penalty 2489.690275 = -243731.308247 nChanged 8 SP:Iteration 21Q (2845.818917 sec): 3 clusters Score: Raw -246229.738198 + Penalty 2489.690275 = -243740.047923 nChanged 8 SP:Iteration 22Q (2845.854489 sec): 3 clusters Score: Raw -246236.198468 + Penalty 2489.690275 = -243746.508193 nChanged 12 SP:Iteration 23Q (2845.884836 sec): 3 clusters Score: Raw -246244.118745 + Penalty 2489.690275 = -243754.428470 nChanged 7 SP:Iteration 24Q (2845.920622 sec): 3 clusters Score: Raw -246248.809883 + Penalty 2489.690275 = -243759.119608 nChanged 4 SP:Iteration 25Q (2845.974975 sec): 3 clusters Score: Raw -246253.972190 + Penalty 2489.690275 = -243764.281915 nChanged 5 SP:Iteration 26Q (2846.004266 sec): 3 clusters Score: Raw -246257.018020 + Penalty 2489.690275 = -243767.327745 nChanged 3 SP:Iteration 27Q (2846.049666 sec): 3 clusters Score: Raw -246259.573846 + Penalty 2489.690275 = -243769.883571 nChanged 7 SP:Iteration 28Q (2846.094115 sec): 3 clusters Score: Raw -246263.929763 + Penalty 2489.690275 = -243774.239488 nChanged 2 SP:Iteration 29Q (2846.144177 sec): 3 clusters Score: Raw -246264.931392 + Penalty 2489.690275 = -243775.241117 nChanged 1 SP:Iteration 30Q (2846.194997 sec): 3 clusters Score: Raw -246265.890784 + Penalty 2489.690275 = -243776.200509 nChanged 1 SP:Iteration 31Q (2846.246709 sec): 3 clusters Score: Raw -246266.201468 + Penalty 2489.690275 = -243776.511193 nChanged 1 SP:Iteration 32Q (2846.295733 sec): 3 clusters Score: Raw -246266.362442 + Penalty 2489.690275 = -243776.672167 nChanged 0 SP:Iteration 33F (2846.347989 sec): 3 clusters Score: Raw -246266.362442 + Penalty 2489.690275 = -243776.672167 nChanged 0 Trying to split cluster 28 (29160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2846.426134 sec): 2 clusters Score: Raw -3481934.019779 + Penalty 1670.589893 = -3480263.429886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2846.523193 sec): 3 clusters Score: Raw -3464048.478630 + Penalty 3341.179785 = -3460707.298845 nChanged 13316 SP:Iteration 1F (2846.622867 sec): 3 clusters Score: Raw -3471708.592370 + Penalty 3341.179785 = -3468367.412585 nChanged 1559 SP:Iteration 2F (2846.723338 sec): 3 clusters Score: Raw -3472417.159657 + Penalty 3341.179785 = -3469075.979872 nChanged 1637 SP:Iteration 3F (2846.821581 sec): 3 clusters Score: Raw -3473343.778156 + Penalty 3341.179785 = -3470002.598371 nChanged 1810 SP:Iteration 4F (2846.921396 sec): 3 clusters Score: Raw -3474615.848646 + Penalty 3341.179785 = -3471274.668860 nChanged 2071 SP:Iteration 5F (2847.022104 sec): 3 clusters Score: Raw -3476339.248113 + Penalty 3341.179785 = -3472998.068328 nChanged 2159 SP:Iteration 6F (2847.114764 sec): 3 clusters Score: Raw -3478170.523769 + Penalty 3341.179785 = -3474829.343983 nChanged 1811 SP:Iteration 7F (2847.204000 sec): 3 clusters Score: Raw -3479491.599982 + Penalty 3341.179785 = -3476150.420196 nChanged 1362 SP:Iteration 8Q (2847.298887 sec): 3 clusters Score: Raw -3480223.478925 + Penalty 3341.179785 = -3476882.299140 nChanged 888 SP:Iteration 9Q (2847.395408 sec): 3 clusters Score: Raw -3480586.183027 + Penalty 3341.179785 = -3477245.003241 nChanged 617 SP:Iteration 10Q (2847.491107 sec): 3 clusters Score: Raw -3480812.788399 + Penalty 3341.179785 = -3477471.608614 nChanged 486 SP:Iteration 11Q (2847.587972 sec): 3 clusters Score: Raw -3480987.362083 + Penalty 3341.179785 = -3477646.182298 nChanged 412 SP:Iteration 12Q (2847.680914 sec): 3 clusters Score: Raw -3481125.327667 + Penalty 3341.179785 = -3477784.147882 nChanged 399 SP:Iteration 13Q (2847.774221 sec): 3 clusters Score: Raw -3481255.881650 + Penalty 3341.179785 = -3477914.701864 nChanged 357 SP:Iteration 14Q (2847.859620 sec): 3 clusters Score: Raw -3481379.321018 + Penalty 3341.179785 = -3478038.141233 nChanged 356 SP:Iteration 15Q (2847.945199 sec): 3 clusters Score: Raw -3481492.833176 + Penalty 3341.179785 = -3478151.653390 nChanged 323 SP:Iteration 16Q (2848.036974 sec): 3 clusters Score: Raw -3481594.742558 + Penalty 3341.179785 = -3478253.562772 nChanged 301 SP:Iteration 17Q (2848.127708 sec): 3 clusters Score: Raw -3481678.710273 + Penalty 3341.179785 = -3478337.530488 nChanged 269 SP:Iteration 18Q (2848.213900 sec): 3 clusters Score: Raw -3481738.421555 + Penalty 3341.179785 = -3478397.241770 nChanged 225 SP:Iteration 19Q (2848.303096 sec): 3 clusters Score: Raw -3481784.933260 + Penalty 3341.179785 = -3478443.753475 nChanged 213 SP:Iteration 20F (2848.387014 sec): 3 clusters Score: Raw -3481829.944909 + Penalty 3341.179785 = -3478488.765123 nChanged 207 SP:Iteration 21Q (2848.472218 sec): 3 clusters Score: Raw -3481872.471483 + Penalty 3341.179785 = -3478531.291698 nChanged 192 SP:Iteration 22Q (2848.556975 sec): 3 clusters Score: Raw -3481907.515108 + Penalty 3341.179785 = -3478566.335323 nChanged 190 SP:Iteration 23Q (2848.645195 sec): 3 clusters Score: Raw -3481940.648052 + Penalty 3341.179785 = -3478599.468267 nChanged 164 SP:Iteration 24Q (2848.722255 sec): 3 clusters Score: Raw -3481969.018421 + Penalty 3341.179785 = -3478627.838636 nChanged 156 SP:Iteration 25Q (2848.804770 sec): 3 clusters Score: Raw -3481993.674048 + Penalty 3341.179785 = -3478652.494262 nChanged 156 SP:Iteration 26Q (2848.885762 sec): 3 clusters Score: Raw -3482021.161014 + Penalty 3341.179785 = -3478679.981228 nChanged 151 SP:Iteration 27Q (2848.967156 sec): 3 clusters Score: Raw -3482049.840985 + Penalty 3341.179785 = -3478708.661199 nChanged 141 SP:Iteration 28Q (2849.038478 sec): 3 clusters Score: Raw -3482076.552758 + Penalty 3341.179785 = -3478735.372973 nChanged 163 SP:Iteration 29Q (2849.118966 sec): 3 clusters Score: Raw -3482108.266405 + Penalty 3341.179785 = -3478767.086619 nChanged 140 SP:Iteration 30Q (2849.205147 sec): 3 clusters Score: Raw -3482130.133059 + Penalty 3341.179785 = -3478788.953274 nChanged 124 SP:Iteration 31Q (2849.291139 sec): 3 clusters Score: Raw -3482149.432360 + Penalty 3341.179785 = -3478808.252574 nChanged 121 SP:Iteration 32Q (2849.376826 sec): 3 clusters Score: Raw -3482169.032532 + Penalty 3341.179785 = -3478827.852746 nChanged 120 SP:Iteration 33Q (2849.468535 sec): 3 clusters Score: Raw -3482188.402030 + Penalty 3341.179785 = -3478847.222244 nChanged 109 SP:Iteration 34Q (2849.540239 sec): 3 clusters Score: Raw -3482202.980639 + Penalty 3341.179785 = -3478861.800854 nChanged 89 SP:Iteration 35Q (2849.625902 sec): 3 clusters Score: Raw -3482214.550156 + Penalty 3341.179785 = -3478873.370371 nChanged 81 SP:Iteration 36Q (2849.711308 sec): 3 clusters Score: Raw -3482223.495670 + Penalty 3341.179785 = -3478882.315885 nChanged 65 SP:Iteration 37Q (2849.791752 sec): 3 clusters Score: Raw -3482230.294959 + Penalty 3341.179785 = -3478889.115173 nChanged 58 SP:Iteration 38Q (2849.867409 sec): 3 clusters Score: Raw -3482235.920290 + Penalty 3341.179785 = -3478894.740505 nChanged 48 SP:Iteration 39Q (2849.952354 sec): 3 clusters Score: Raw -3482241.241130 + Penalty 3341.179785 = -3478900.061345 nChanged 49 SP:Iteration 40F (2850.044268 sec): 3 clusters Score: Raw -3482246.676632 + Penalty 3341.179785 = -3478905.496847 nChanged 44 SP:Iteration 41Q (2850.114804 sec): 3 clusters Score: Raw -3482251.037404 + Penalty 3341.179785 = -3478909.857618 nChanged 45 SP:Iteration 42Q (2850.190421 sec): 3 clusters Score: Raw -3482256.610346 + Penalty 3341.179785 = -3478915.430560 nChanged 56 SP:Iteration 43Q (2850.271762 sec): 3 clusters Score: Raw -3482263.263568 + Penalty 3341.179785 = -3478922.083782 nChanged 55 SP:Iteration 44Q (2850.361486 sec): 3 clusters Score: Raw -3482269.545758 + Penalty 3341.179785 = -3478928.365972 nChanged 55 SP:Iteration 45Q (2850.434434 sec): 3 clusters Score: Raw -3482275.768433 + Penalty 3341.179785 = -3478934.588647 nChanged 53 SP:Iteration 46Q (2850.509718 sec): 3 clusters Score: Raw -3482282.131890 + Penalty 3341.179785 = -3478940.952104 nChanged 55 SP:Iteration 47Q (2850.595162 sec): 3 clusters Score: Raw -3482288.539094 + Penalty 3341.179785 = -3478947.359308 nChanged 42 SP:Iteration 48Q (2850.673180 sec): 3 clusters Score: Raw -3482293.445612 + Penalty 3341.179785 = -3478952.265826 nChanged 41 SP:Iteration 49Q (2850.758144 sec): 3 clusters Score: Raw -3482298.020341 + Penalty 3341.179785 = -3478956.840556 nChanged 43 SP:Iteration 50Q (2850.837421 sec): 3 clusters Score: Raw -3482302.679731 + Penalty 3341.179785 = -3478961.499946 nChanged 45 SP:Iteration 51Q (2850.922679 sec): 3 clusters Score: Raw -3482308.836701 + Penalty 3341.179785 = -3478967.656916 nChanged 47 SP:Iteration 52Q (2851.002276 sec): 3 clusters Score: Raw -3482315.506371 + Penalty 3341.179785 = -3478974.326585 nChanged 54 SP:Iteration 53Q (2851.088252 sec): 3 clusters Score: Raw -3482322.839889 + Penalty 3341.179785 = -3478981.660104 nChanged 46 SP:Iteration 54Q (2851.166166 sec): 3 clusters Score: Raw -3482329.828043 + Penalty 3341.179785 = -3478988.648257 nChanged 45 SP:Iteration 55Q (2851.251232 sec): 3 clusters Score: Raw -3482336.518515 + Penalty 3341.179785 = -3478995.338729 nChanged 41 SP:Iteration 56Q (2851.329411 sec): 3 clusters Score: Raw -3482342.372118 + Penalty 3341.179785 = -3479001.192332 nChanged 55 SP:Iteration 57Q (2851.421448 sec): 3 clusters Score: Raw -3482348.295598 + Penalty 3341.179785 = -3479007.115813 nChanged 33 SP:Iteration 58Q (2851.509813 sec): 3 clusters Score: Raw -3482352.189952 + Penalty 3341.179785 = -3479011.010166 nChanged 42 SP:Iteration 59Q (2851.590490 sec): 3 clusters Score: Raw -3482357.556837 + Penalty 3341.179785 = -3479016.377052 nChanged 45 SP:Iteration 60F (2851.689522 sec): 3 clusters Score: Raw -3482363.704519 + Penalty 3341.179785 = -3479022.524734 nChanged 55 SP:Iteration 61Q (2851.777831 sec): 3 clusters Score: Raw -3482369.735258 + Penalty 3341.179785 = -3479028.555473 nChanged 48 SP:Iteration 62Q (2851.866148 sec): 3 clusters Score: Raw -3482374.918006 + Penalty 3341.179785 = -3479033.738220 nChanged 44 SP:Iteration 63Q (2851.955942 sec): 3 clusters Score: Raw -3482380.794907 + Penalty 3341.179785 = -3479039.615122 nChanged 52 SP:Iteration 64Q (2852.046616 sec): 3 clusters Score: Raw -3482387.116863 + Penalty 3341.179785 = -3479045.937078 nChanged 58 SP:Iteration 65Q (2852.137954 sec): 3 clusters Score: Raw -3482394.936009 + Penalty 3341.179785 = -3479053.756223 nChanged 49 SP:Iteration 66Q (2852.207998 sec): 3 clusters Score: Raw -3482402.550130 + Penalty 3341.179785 = -3479061.370344 nChanged 62 SP:Iteration 67Q (2852.304813 sec): 3 clusters Score: Raw -3482411.638933 + Penalty 3341.179785 = -3479070.459147 nChanged 62 SP:Iteration 68Q (2852.400413 sec): 3 clusters Score: Raw -3482422.746786 + Penalty 3341.179785 = -3479081.567001 nChanged 57 SP:Iteration 69Q (2852.492062 sec): 3 clusters Score: Raw -3482434.379632 + Penalty 3341.179785 = -3479093.199847 nChanged 69 SP:Iteration 70Q (2852.572371 sec): 3 clusters Score: Raw -3482446.988300 + Penalty 3341.179785 = -3479105.808515 nChanged 63 SP:Iteration 71Q (2852.653075 sec): 3 clusters Score: Raw -3482457.296021 + Penalty 3341.179785 = -3479116.116236 nChanged 59 SP:Iteration 72Q (2852.733314 sec): 3 clusters Score: Raw -3482466.328859 + Penalty 3341.179785 = -3479125.149073 nChanged 56 SP:Iteration 73Q (2852.814061 sec): 3 clusters Score: Raw -3482473.964828 + Penalty 3341.179785 = -3479132.785043 nChanged 56 SP:Iteration 74Q (2852.900982 sec): 3 clusters Score: Raw -3482481.448763 + Penalty 3341.179785 = -3479140.268977 nChanged 43 SP:Iteration 75Q (2852.980938 sec): 3 clusters Score: Raw -3482487.154953 + Penalty 3341.179785 = -3479145.975167 nChanged 52 SP:Iteration 76Q (2853.059530 sec): 3 clusters Score: Raw -3482494.902328 + Penalty 3341.179785 = -3479153.722542 nChanged 51 SP:Iteration 77Q (2853.138253 sec): 3 clusters Score: Raw -3482503.406896 + Penalty 3341.179785 = -3479162.227110 nChanged 56 SP:Iteration 78Q (2853.227992 sec): 3 clusters Score: Raw -3482512.702334 + Penalty 3341.179785 = -3479171.522548 nChanged 59 SP:Iteration 79Q (2853.304537 sec): 3 clusters Score: Raw -3482523.479183 + Penalty 3341.179785 = -3479182.299397 nChanged 47 SP:Iteration 80F (2853.392434 sec): 3 clusters Score: Raw -3482531.651739 + Penalty 3341.179785 = -3479190.471953 nChanged 40 SP:Iteration 81Q (2853.470451 sec): 3 clusters Score: Raw -3482538.573753 + Penalty 3341.179785 = -3479197.393968 nChanged 43 SP:Iteration 82Q (2853.550561 sec): 3 clusters Score: Raw -3482545.742264 + Penalty 3341.179785 = -3479204.562479 nChanged 47 SP:Iteration 83Q (2853.632068 sec): 3 clusters Score: Raw -3482553.717722 + Penalty 3341.179785 = -3479212.537936 nChanged 50 SP:Iteration 84Q (2853.707630 sec): 3 clusters Score: Raw -3482561.651138 + Penalty 3341.179785 = -3479220.471352 nChanged 42 SP:Iteration 85Q (2853.775487 sec): 3 clusters Score: Raw -3482568.252217 + Penalty 3341.179785 = -3479227.072431 nChanged 32 SP:Iteration 86Q (2853.853396 sec): 3 clusters Score: Raw -3482573.525881 + Penalty 3341.179785 = -3479232.346095 nChanged 38 SP:Iteration 87Q (2853.937795 sec): 3 clusters Score: Raw -3482579.587761 + Penalty 3341.179785 = -3479238.407976 nChanged 34 SP:Iteration 88Q (2854.013781 sec): 3 clusters Score: Raw -3482585.542726 + Penalty 3341.179785 = -3479244.362940 nChanged 37 SP:Iteration 89Q (2854.098339 sec): 3 clusters Score: Raw -3482590.941038 + Penalty 3341.179785 = -3479249.761252 nChanged 23 SP:Iteration 90Q (2854.170833 sec): 3 clusters Score: Raw -3482594.418758 + Penalty 3341.179785 = -3479253.238972 nChanged 28 SP:Iteration 91Q (2854.243498 sec): 3 clusters Score: Raw -3482598.307516 + Penalty 3341.179785 = -3479257.127731 nChanged 24 SP:Iteration 92Q (2854.326543 sec): 3 clusters Score: Raw -3482601.098380 + Penalty 3341.179785 = -3479259.918594 nChanged 30 SP:Iteration 93Q (2854.405444 sec): 3 clusters Score: Raw -3482605.323785 + Penalty 3341.179785 = -3479264.144000 nChanged 28 SP:Iteration 94Q (2854.489276 sec): 3 clusters Score: Raw -3482609.339719 + Penalty 3341.179785 = -3479268.159934 nChanged 32 SP:Iteration 95Q (2854.568288 sec): 3 clusters Score: Raw -3482613.467136 + Penalty 3341.179785 = -3479272.287350 nChanged 32 SP:Iteration 96Q (2854.651875 sec): 3 clusters Score: Raw -3482616.670783 + Penalty 3341.179785 = -3479275.490998 nChanged 26 SP:Iteration 97Q (2854.731131 sec): 3 clusters Score: Raw -3482620.692815 + Penalty 3341.179785 = -3479279.513030 nChanged 32 SP:Iteration 98Q (2854.813052 sec): 3 clusters Score: Raw -3482626.649315 + Penalty 3341.179785 = -3479285.469530 nChanged 36 SP:Iteration 99Q (2854.895779 sec): 3 clusters Score: Raw -3482633.979376 + Penalty 3341.179785 = -3479292.799590 nChanged 38 SP:Iteration 100F (2854.988156 sec): 3 clusters Score: Raw -3482641.146977 + Penalty 3341.179785 = -3479299.967192 nChanged 31 SP:Iteration 101Q (2855.062537 sec): 3 clusters Score: Raw -3482649.203037 + Penalty 3341.179785 = -3479308.023252 nChanged 41 SP:Iteration 102Q (2855.144777 sec): 3 clusters Score: Raw -3482659.796742 + Penalty 3341.179785 = -3479318.616956 nChanged 46 SP:Iteration 103Q (2855.227373 sec): 3 clusters Score: Raw -3482669.158440 + Penalty 3341.179785 = -3479327.978655 nChanged 41 SP:Iteration 104Q (2855.308597 sec): 3 clusters Score: Raw -3482677.690353 + Penalty 3341.179785 = -3479336.510568 nChanged 44 SP:Iteration 105Q (2855.380394 sec): 3 clusters Score: Raw -3482686.184806 + Penalty 3341.179785 = -3479345.005020 nChanged 38 SP:Iteration 106Q (2855.461533 sec): 3 clusters Score: Raw -3482693.761635 + Penalty 3341.179785 = -3479352.581850 nChanged 30 SP:Iteration 107Q (2855.544143 sec): 3 clusters Score: Raw -3482698.494786 + Penalty 3341.179785 = -3479357.315001 nChanged 37 SP:Iteration 108Q (2855.627226 sec): 3 clusters Score: Raw -3482705.050130 + Penalty 3341.179785 = -3479363.870345 nChanged 39 SP:Iteration 109Q (2855.709389 sec): 3 clusters Score: Raw -3482713.014565 + Penalty 3341.179785 = -3479371.834780 nChanged 37 SP:Iteration 110Q (2855.789532 sec): 3 clusters Score: Raw -3482720.220046 + Penalty 3341.179785 = -3479379.040261 nChanged 28 SP:Iteration 111Q (2855.871895 sec): 3 clusters Score: Raw -3482724.679938 + Penalty 3341.179785 = -3479383.500153 nChanged 27 SP:Iteration 112Q (2855.953537 sec): 3 clusters Score: Raw -3482728.287311 + Penalty 3341.179785 = -3479387.107526 nChanged 20 SP:Iteration 113Q (2856.036155 sec): 3 clusters Score: Raw -3482732.824590 + Penalty 3341.179785 = -3479391.644804 nChanged 25 SP:Iteration 114Q (2856.117610 sec): 3 clusters Score: Raw -3482736.700126 + Penalty 3341.179785 = -3479395.520341 nChanged 20 SP:Iteration 115Q (2856.206862 sec): 3 clusters Score: Raw -3482741.175970 + Penalty 3341.179785 = -3479399.996185 nChanged 29 SP:Iteration 116Q (2856.286126 sec): 3 clusters Score: Raw -3482746.174062 + Penalty 3341.179785 = -3479404.994276 nChanged 24 SP:Iteration 117Q (2856.375660 sec): 3 clusters Score: Raw -3482751.086606 + Penalty 3341.179785 = -3479409.906820 nChanged 26 SP:Iteration 118Q (2856.461337 sec): 3 clusters Score: Raw -3482757.247250 + Penalty 3341.179785 = -3479416.067465 nChanged 32 SP:Iteration 119Q (2856.551740 sec): 3 clusters Score: Raw -3482763.540807 + Penalty 3341.179785 = -3479422.361022 nChanged 30 SP:Iteration 120F (2856.642164 sec): 3 clusters Score: Raw -3482769.558964 + Penalty 3341.179785 = -3479428.379179 nChanged 33 SP:Iteration 121Q (2856.734662 sec): 3 clusters Score: Raw -3482776.376741 + Penalty 3341.179785 = -3479435.196956 nChanged 32 SP:Iteration 122Q (2856.824027 sec): 3 clusters Score: Raw -3482783.875436 + Penalty 3341.179785 = -3479442.695651 nChanged 35 SP:Iteration 123Q (2856.899124 sec): 3 clusters Score: Raw -3482790.994292 + Penalty 3341.179785 = -3479449.814506 nChanged 39 SP:Iteration 124Q (2856.975719 sec): 3 clusters Score: Raw -3482798.754798 + Penalty 3341.179785 = -3479457.575013 nChanged 32 SP:Iteration 125Q (2857.053854 sec): 3 clusters Score: Raw -3482805.712734 + Penalty 3341.179785 = -3479464.532948 nChanged 31 SP:Iteration 126Q (2857.138131 sec): 3 clusters Score: Raw -3482811.733475 + Penalty 3341.179785 = -3479470.553689 nChanged 25 SP:Iteration 127Q (2857.219603 sec): 3 clusters Score: Raw -3482817.756088 + Penalty 3341.179785 = -3479476.576303 nChanged 27 SP:Iteration 128Q (2857.289629 sec): 3 clusters Score: Raw -3482822.808136 + Penalty 3341.179785 = -3479481.628351 nChanged 28 SP:Iteration 129Q (2857.385408 sec): 3 clusters Score: Raw -3482829.359123 + Penalty 3341.179785 = -3479488.179337 nChanged 27 SP:Iteration 130Q (2857.486004 sec): 3 clusters Score: Raw -3482836.861920 + Penalty 3341.179785 = -3479495.682134 nChanged 34 SP:Iteration 131Q (2857.581045 sec): 3 clusters Score: Raw -3482843.991269 + Penalty 3341.179785 = -3479502.811484 nChanged 33 SP:Iteration 132Q (2857.656080 sec): 3 clusters Score: Raw -3482851.682610 + Penalty 3341.179785 = -3479510.502824 nChanged 28 SP:Iteration 133Q (2857.741416 sec): 3 clusters Score: Raw -3482856.869832 + Penalty 3341.179785 = -3479515.690046 nChanged 26 SP:Iteration 134Q (2857.807476 sec): 3 clusters Score: Raw -3482861.969664 + Penalty 3341.179785 = -3479520.789878 nChanged 19 SP:Iteration 135Q (2857.876923 sec): 3 clusters Score: Raw -3482864.995421 + Penalty 3341.179785 = -3479523.815635 nChanged 15 SP:Iteration 136Q (2857.950893 sec): 3 clusters Score: Raw -3482868.859940 + Penalty 3341.179785 = -3479527.680155 nChanged 17 SP:Iteration 137Q (2858.028098 sec): 3 clusters Score: Raw -3482872.815955 + Penalty 3341.179785 = -3479531.636170 nChanged 21 SP:Iteration 138Q (2858.102976 sec): 3 clusters Score: Raw -3482876.020835 + Penalty 3341.179785 = -3479534.841050 nChanged 11 SP:Iteration 139Q (2858.166621 sec): 3 clusters Score: Raw -3482877.500707 + Penalty 3341.179785 = -3479536.320921 nChanged 7 SP:Iteration 140F (2858.243978 sec): 3 clusters Score: Raw -3482878.758997 + Penalty 3341.179785 = -3479537.579212 nChanged 10 SP:Iteration 141Q (2858.298107 sec): 3 clusters Score: Raw -3482880.378941 + Penalty 3341.179785 = -3479539.199155 nChanged 14 SP:Iteration 142Q (2858.365885 sec): 3 clusters Score: Raw -3482882.670372 + Penalty 3341.179785 = -3479541.490586 nChanged 14 SP:Iteration 143Q (2858.443258 sec): 3 clusters Score: Raw -3482885.768258 + Penalty 3341.179785 = -3479544.588473 nChanged 18 SP:Iteration 144Q (2858.521356 sec): 3 clusters Score: Raw -3482889.547429 + Penalty 3341.179785 = -3479548.367644 nChanged 13 SP:Iteration 145Q (2858.608684 sec): 3 clusters Score: Raw -3482891.719392 + Penalty 3341.179785 = -3479550.539607 nChanged 17 SP:Iteration 146Q (2858.685819 sec): 3 clusters Score: Raw -3482894.126472 + Penalty 3341.179785 = -3479552.946686 nChanged 14 SP:Iteration 147Q (2858.764581 sec): 3 clusters Score: Raw -3482896.330831 + Penalty 3341.179785 = -3479555.151046 nChanged 15 SP:Iteration 148Q (2858.853689 sec): 3 clusters Score: Raw -3482899.190115 + Penalty 3341.179785 = -3479558.010330 nChanged 15 SP:Iteration 149Q (2858.924585 sec): 3 clusters Score: Raw -3482901.654445 + Penalty 3341.179785 = -3479560.474660 nChanged 13 SP:Iteration 150Q (2859.002900 sec): 3 clusters Score: Raw -3482903.467133 + Penalty 3341.179785 = -3479562.287348 nChanged 13 SP:Iteration 151Q (2859.082147 sec): 3 clusters Score: Raw -3482905.023374 + Penalty 3341.179785 = -3479563.843589 nChanged 7 SP:Iteration 152Q (2859.161788 sec): 3 clusters Score: Raw -3482905.983847 + Penalty 3341.179785 = -3479564.804061 nChanged 7 SP:Iteration 153Q (2859.245202 sec): 3 clusters Score: Raw -3482906.963803 + Penalty 3341.179785 = -3479565.784017 nChanged 7 SP:Iteration 154Q (2859.319410 sec): 3 clusters Score: Raw -3482907.702178 + Penalty 3341.179785 = -3479566.522393 nChanged 5 SP:Iteration 155Q (2859.406197 sec): 3 clusters Score: Raw -3482908.256767 + Penalty 3341.179785 = -3479567.076981 nChanged 5 SP:Iteration 156Q (2859.487365 sec): 3 clusters Score: Raw -3482908.933270 + Penalty 3341.179785 = -3479567.753484 nChanged 6 SP:Iteration 157Q (2859.550890 sec): 3 clusters Score: Raw -3482909.453704 + Penalty 3341.179785 = -3479568.273919 nChanged 3 SP:Iteration 158Q (2859.645815 sec): 3 clusters Score: Raw -3482909.677340 + Penalty 3341.179785 = -3479568.497554 nChanged 3 SP:Iteration 159Q (2859.745185 sec): 3 clusters Score: Raw -3482909.988761 + Penalty 3341.179785 = -3479568.808976 nChanged 7 SP:Iteration 160F (2859.836713 sec): 3 clusters Score: Raw -3482910.579600 + Penalty 3341.179785 = -3479569.399815 nChanged 5 SP:Iteration 161Q (2859.910027 sec): 3 clusters Score: Raw -3482911.115506 + Penalty 3341.179785 = -3479569.935721 nChanged 3 SP:Iteration 162Q (2859.990590 sec): 3 clusters Score: Raw -3482911.282637 + Penalty 3341.179785 = -3479570.102852 nChanged 2 SP:Iteration 163Q (2860.072645 sec): 3 clusters Score: Raw -3482911.540075 + Penalty 3341.179785 = -3479570.360290 nChanged 3 SP:Iteration 164Q (2860.155479 sec): 3 clusters Score: Raw -3482911.958163 + Penalty 3341.179785 = -3479570.778377 nChanged 1 SP:Iteration 165Q (2860.233979 sec): 3 clusters Score: Raw -3482912.033926 + Penalty 3341.179785 = -3479570.854140 nChanged 1 SP:Iteration 166Q (2860.325589 sec): 3 clusters Score: Raw -3482912.204918 + Penalty 3341.179785 = -3479571.025132 nChanged 1 SP:Iteration 167Q (2860.424348 sec): 3 clusters Score: Raw -3482912.307454 + Penalty 3341.179785 = -3479571.127668 nChanged 2 SP:Iteration 168Q (2860.524668 sec): 3 clusters Score: Raw -3482912.539499 + Penalty 3341.179785 = -3479571.359714 nChanged 1 SP:Iteration 169Q (2860.602601 sec): 3 clusters Score: Raw -3482912.590334 + Penalty 3341.179785 = -3479571.410548 nChanged 0 SP:Iteration 170F (2860.687614 sec): 3 clusters Score: Raw -3482912.590334 + Penalty 3341.179785 = -3479571.410548 nChanged 0 Trying to split cluster 29 (18478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2860.726246 sec): 2 clusters Score: Raw -2047388.774820 + Penalty 1596.454619 = -2045792.320201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2860.800446 sec): 3 clusters Score: Raw -2036371.833035 + Penalty 3192.909237 = -2033178.923798 nChanged 8263 SP:Iteration 1F (2860.866693 sec): 3 clusters Score: Raw -2041064.657135 + Penalty 3192.909237 = -2037871.747898 nChanged 1176 SP:Iteration 2F (2860.920845 sec): 3 clusters Score: Raw -2041789.622714 + Penalty 3192.909237 = -2038596.713477 nChanged 1250 SP:Iteration 3F (2860.990545 sec): 3 clusters Score: Raw -2042755.823816 + Penalty 3192.909237 = -2039562.914579 nChanged 1402 SP:Iteration 4F (2861.046127 sec): 3 clusters Score: Raw -2044004.567507 + Penalty 3192.909237 = -2040811.658270 nChanged 1519 SP:Iteration 5F (2861.108347 sec): 3 clusters Score: Raw -2045346.018829 + Penalty 3192.909237 = -2042153.109592 nChanged 1384 SP:Iteration 6F (2861.170324 sec): 3 clusters Score: Raw -2046492.517405 + Penalty 3192.909237 = -2043299.608168 nChanged 1134 SP:Iteration 7F (2861.248958 sec): 3 clusters Score: Raw -2047216.837837 + Penalty 3192.909237 = -2044023.928600 nChanged 767 SP:Iteration 8Q (2861.306795 sec): 3 clusters Score: Raw -2047592.007178 + Penalty 3192.909237 = -2044399.097941 nChanged 580 SP:Iteration 9Q (2861.379521 sec): 3 clusters Score: Raw -2047808.425030 + Penalty 3192.909237 = -2044615.515793 nChanged 413 SP:Iteration 10Q (2861.459320 sec): 3 clusters Score: Raw -2047932.324320 + Penalty 3192.909237 = -2044739.415083 nChanged 302 SP:Iteration 11Q (2861.530248 sec): 3 clusters Score: Raw -2048006.947481 + Penalty 3192.909237 = -2044814.038244 nChanged 236 SP:Iteration 12Q (2861.608921 sec): 3 clusters Score: Raw -2048057.847966 + Penalty 3192.909237 = -2044864.938729 nChanged 209 SP:Iteration 13Q (2861.682459 sec): 3 clusters Score: Raw -2048107.072920 + Penalty 3192.909237 = -2044914.163682 nChanged 170 SP:Iteration 14Q (2861.761614 sec): 3 clusters Score: Raw -2048147.015352 + Penalty 3192.909237 = -2044954.106114 nChanged 173 SP:Iteration 15Q (2861.841290 sec): 3 clusters Score: Raw -2048185.062657 + Penalty 3192.909237 = -2044992.153420 nChanged 159 SP:Iteration 16Q (2861.926868 sec): 3 clusters Score: Raw -2048214.199283 + Penalty 3192.909237 = -2045021.290046 nChanged 131 SP:Iteration 17Q (2861.997892 sec): 3 clusters Score: Raw -2048234.829959 + Penalty 3192.909237 = -2045041.920722 nChanged 117 SP:Iteration 18Q (2862.076388 sec): 3 clusters Score: Raw -2048252.022752 + Penalty 3192.909237 = -2045059.113514 nChanged 102 SP:Iteration 19Q (2862.155104 sec): 3 clusters Score: Raw -2048267.207661 + Penalty 3192.909237 = -2045074.298424 nChanged 101 SP:Iteration 20F (2862.232837 sec): 3 clusters Score: Raw -2048282.143621 + Penalty 3192.909237 = -2045089.234384 nChanged 84 SP:Iteration 21Q (2862.311326 sec): 3 clusters Score: Raw -2048294.815537 + Penalty 3192.909237 = -2045101.906300 nChanged 92 SP:Iteration 22Q (2862.390013 sec): 3 clusters Score: Raw -2048308.905487 + Penalty 3192.909237 = -2045115.996250 nChanged 80 SP:Iteration 23Q (2862.469025 sec): 3 clusters Score: Raw -2048319.135015 + Penalty 3192.909237 = -2045126.225778 nChanged 73 SP:Iteration 24Q (2862.537363 sec): 3 clusters Score: Raw -2048326.630023 + Penalty 3192.909237 = -2045133.720786 nChanged 65 SP:Iteration 25Q (2862.616227 sec): 3 clusters Score: Raw -2048334.860015 + Penalty 3192.909237 = -2045141.950778 nChanged 68 SP:Iteration 26Q (2862.701707 sec): 3 clusters Score: Raw -2048341.403558 + Penalty 3192.909237 = -2045148.494321 nChanged 55 SP:Iteration 27Q (2862.772386 sec): 3 clusters Score: Raw -2048346.874102 + Penalty 3192.909237 = -2045153.964864 nChanged 50 SP:Iteration 28Q (2862.851170 sec): 3 clusters Score: Raw -2048351.997881 + Penalty 3192.909237 = -2045159.088644 nChanged 40 SP:Iteration 29Q (2862.921207 sec): 3 clusters Score: Raw -2048355.863655 + Penalty 3192.909237 = -2045162.954418 nChanged 49 SP:Iteration 30Q (2862.994355 sec): 3 clusters Score: Raw -2048360.864647 + Penalty 3192.909237 = -2045167.955410 nChanged 44 SP:Iteration 31Q (2863.066531 sec): 3 clusters Score: Raw -2048365.448372 + Penalty 3192.909237 = -2045172.539135 nChanged 40 SP:Iteration 32Q (2863.129851 sec): 3 clusters Score: Raw -2048368.970985 + Penalty 3192.909237 = -2045176.061748 nChanged 43 SP:Iteration 33Q (2863.199611 sec): 3 clusters Score: Raw -2048372.773763 + Penalty 3192.909237 = -2045179.864526 nChanged 45 SP:Iteration 34Q (2863.263196 sec): 3 clusters Score: Raw -2048376.771968 + Penalty 3192.909237 = -2045183.862731 nChanged 36 SP:Iteration 35Q (2863.333945 sec): 3 clusters Score: Raw -2048379.884429 + Penalty 3192.909237 = -2045186.975192 nChanged 36 SP:Iteration 36Q (2863.406245 sec): 3 clusters Score: Raw -2048383.188766 + Penalty 3192.909237 = -2045190.279529 nChanged 36 SP:Iteration 37Q (2863.492967 sec): 3 clusters Score: Raw -2048385.795085 + Penalty 3192.909237 = -2045192.885848 nChanged 28 SP:Iteration 38Q (2863.573244 sec): 3 clusters Score: Raw -2048387.286483 + Penalty 3192.909237 = -2045194.377246 nChanged 20 SP:Iteration 39Q (2863.659889 sec): 3 clusters Score: Raw -2048388.423048 + Penalty 3192.909237 = -2045195.513811 nChanged 12 SP:Iteration 40F (2863.725092 sec): 3 clusters Score: Raw -2048388.931902 + Penalty 3192.909237 = -2045196.022665 nChanged 9 SP:Iteration 41Q (2863.802539 sec): 3 clusters Score: Raw -2048389.296663 + Penalty 3192.909237 = -2045196.387426 nChanged 9 SP:Iteration 42Q (2863.870692 sec): 3 clusters Score: Raw -2048390.180302 + Penalty 3192.909237 = -2045197.271065 nChanged 14 SP:Iteration 43Q (2863.943099 sec): 3 clusters Score: Raw -2048391.661078 + Penalty 3192.909237 = -2045198.751841 nChanged 21 SP:Iteration 44Q (2864.009211 sec): 3 clusters Score: Raw -2048393.448819 + Penalty 3192.909237 = -2045200.539582 nChanged 28 SP:Iteration 45Q (2864.087112 sec): 3 clusters Score: Raw -2048395.628097 + Penalty 3192.909237 = -2045202.718860 nChanged 29 SP:Iteration 46Q (2864.155208 sec): 3 clusters Score: Raw -2048398.039025 + Penalty 3192.909237 = -2045205.129787 nChanged 30 SP:Iteration 47Q (2864.237973 sec): 3 clusters Score: Raw -2048400.322678 + Penalty 3192.909237 = -2045207.413441 nChanged 31 SP:Iteration 48Q (2864.314407 sec): 3 clusters Score: Raw -2048403.047335 + Penalty 3192.909237 = -2045210.138098 nChanged 34 SP:Iteration 49Q (2864.391738 sec): 3 clusters Score: Raw -2048405.614676 + Penalty 3192.909237 = -2045212.705439 nChanged 30 SP:Iteration 50Q (2864.456644 sec): 3 clusters Score: Raw -2048407.791696 + Penalty 3192.909237 = -2045214.882459 nChanged 30 SP:Iteration 51Q (2864.529788 sec): 3 clusters Score: Raw -2048410.567491 + Penalty 3192.909237 = -2045217.658254 nChanged 27 SP:Iteration 52Q (2864.600259 sec): 3 clusters Score: Raw -2048412.950751 + Penalty 3192.909237 = -2045220.041513 nChanged 21 SP:Iteration 53Q (2864.669460 sec): 3 clusters Score: Raw -2048414.091598 + Penalty 3192.909237 = -2045221.182361 nChanged 14 SP:Iteration 54Q (2864.728432 sec): 3 clusters Score: Raw -2048414.917476 + Penalty 3192.909237 = -2045222.008239 nChanged 16 SP:Iteration 55Q (2864.807944 sec): 3 clusters Score: Raw -2048415.828712 + Penalty 3192.909237 = -2045222.919475 nChanged 16 SP:Iteration 56Q (2864.877068 sec): 3 clusters Score: Raw -2048416.999910 + Penalty 3192.909237 = -2045224.090673 nChanged 18 SP:Iteration 57Q (2864.943596 sec): 3 clusters Score: Raw -2048418.335556 + Penalty 3192.909237 = -2045225.426319 nChanged 14 SP:Iteration 58Q (2865.004700 sec): 3 clusters Score: Raw -2048418.986567 + Penalty 3192.909237 = -2045226.077330 nChanged 7 SP:Iteration 59Q (2865.067349 sec): 3 clusters Score: Raw -2048419.332011 + Penalty 3192.909237 = -2045226.422774 nChanged 5 SP:Iteration 60F (2865.144724 sec): 3 clusters Score: Raw -2048419.475890 + Penalty 3192.909237 = -2045226.566653 nChanged 3 SP:Iteration 61Q (2865.198966 sec): 3 clusters Score: Raw -2048419.679497 + Penalty 3192.909237 = -2045226.770259 nChanged 2 SP:Iteration 62Q (2865.260376 sec): 3 clusters Score: Raw -2048419.772024 + Penalty 3192.909237 = -2045226.862787 nChanged 1 SP:Iteration 63Q (2865.321676 sec): 3 clusters Score: Raw -2048419.821109 + Penalty 3192.909237 = -2045226.911871 nChanged 3 SP:Iteration 64Q (2865.383028 sec): 3 clusters Score: Raw -2048419.983281 + Penalty 3192.909237 = -2045227.074044 nChanged 7 SP:Iteration 65Q (2865.444239 sec): 3 clusters Score: Raw -2048420.656896 + Penalty 3192.909237 = -2045227.747659 nChanged 13 SP:Iteration 66Q (2865.514788 sec): 3 clusters Score: Raw -2048421.623468 + Penalty 3192.909237 = -2045228.714230 nChanged 10 SP:Iteration 67Q (2865.583882 sec): 3 clusters Score: Raw -2048422.142263 + Penalty 3192.909237 = -2045229.233026 nChanged 8 SP:Iteration 68Q (2865.663734 sec): 3 clusters Score: Raw -2048422.564941 + Penalty 3192.909237 = -2045229.655704 nChanged 6 SP:Iteration 69Q (2865.733931 sec): 3 clusters Score: Raw -2048422.868219 + Penalty 3192.909237 = -2045229.958982 nChanged 9 SP:Iteration 70Q (2865.803495 sec): 3 clusters Score: Raw -2048423.263705 + Penalty 3192.909237 = -2045230.354468 nChanged 2 SP:Iteration 71Q (2865.882149 sec): 3 clusters Score: Raw -2048423.308223 + Penalty 3192.909237 = -2045230.398985 nChanged 1 SP:Iteration 72Q (2865.959629 sec): 3 clusters Score: Raw -2048423.345700 + Penalty 3192.909237 = -2045230.436463 nChanged 1 SP:Iteration 73Q (2866.037866 sec): 3 clusters Score: Raw -2048423.379983 + Penalty 3192.909237 = -2045230.470746 nChanged 0 SP:Iteration 74F (2866.116830 sec): 3 clusters Score: Raw -2048423.379983 + Penalty 3192.909237 = -2045230.470746 nChanged 0 Iteration 59Q (2872.954058 sec): 30 clusters Score: Raw -86538870.734058 + Penalty 63763.882782 = -86475106.851277 nChanged 2789 Iteration 60F (2887.349082 sec): 30 clusters Score: Raw -86540222.576875 + Penalty 63763.882782 = -86476458.694094 nChanged 2902 Iteration 61Q (2893.962103 sec): 30 clusters Score: Raw -86541127.308287 + Penalty 63763.882782 = -86477363.425505 nChanged 2495 Iteration 62Q (2900.405370 sec): 30 clusters Score: Raw -86541684.023028 + Penalty 63763.882782 = -86477920.140247 nChanged 2360 Iteration 63Q (2906.886285 sec): 30 clusters Score: Raw -86542077.015939 + Penalty 63763.882782 = -86478313.133158 nChanged 2066 Iteration 64Q (2912.839272 sec): 30 clusters Score: Raw -86542369.155988 + Penalty 63763.882782 = -86478605.273206 nChanged 1902 Iteration 65Q (2919.583625 sec): 30 clusters Score: Raw -86542596.272312 + Penalty 63763.882782 = -86478832.389530 nChanged 1797 Iteration 66Q (2925.744562 sec): 30 clusters Score: Raw -86542782.853748 + Penalty 63763.882782 = -86479018.970966 nChanged 1737 Iteration 67Q (2932.370891 sec): 30 clusters Score: Raw -86542966.668473 + Penalty 63763.882782 = -86479202.785691 nChanged 1671 Iteration 68Q (2938.463793 sec): 30 clusters Score: Raw -86543123.643913 + Penalty 63763.882782 = -86479359.761131 nChanged 1676 Iteration 69Q (2945.154235 sec): 30 clusters Score: Raw -86543281.502398 + Penalty 63763.882782 = -86479517.619616 nChanged 1575 Iteration 70Q (2951.506046 sec): 30 clusters Score: Raw -86543419.331088 + Penalty 63763.882782 = -86479655.448307 nChanged 1598 Iteration 71Q (2958.305829 sec): 30 clusters Score: Raw -86543557.255726 + Penalty 63763.882782 = -86479793.372944 nChanged 1553 Iteration 72Q (2964.392661 sec): 30 clusters Score: Raw -86543691.384978 + Penalty 63763.882782 = -86479927.502197 nChanged 1498 Iteration 73Q (2971.103022 sec): 30 clusters Score: Raw -86543812.026773 + Penalty 63763.882782 = -86480048.143991 nChanged 1418 Iteration 74Q (2977.398195 sec): 30 clusters Score: Raw -86543923.644567 + Penalty 63763.882782 = -86480159.761785 nChanged 1365 Iteration 75Q (2984.195191 sec): 30 clusters Score: Raw -86544027.916136 + Penalty 63763.882782 = -86480264.033355 nChanged 1311 Iteration 76Q (2990.320713 sec): 30 clusters Score: Raw -86544128.222308 + Penalty 63763.882782 = -86480364.339526 nChanged 1296 Iteration 77Q (2996.918819 sec): 30 clusters Score: Raw -86544225.553710 + Penalty 63763.882782 = -86480461.670928 nChanged 1196 Iteration 78Q (3003.142960 sec): 30 clusters Score: Raw -86544317.784469 + Penalty 63763.882782 = -86480553.901688 nChanged 1231 Iteration 79Q (3009.824377 sec): 30 clusters Score: Raw -86544410.056226 + Penalty 63763.882782 = -86480646.173445 nChanged 1259 Iteration 80F (3024.153008 sec): 30 clusters Score: Raw -86544514.547826 + Penalty 63763.882782 = -86480750.665045 nChanged 1198 Iteration 81Q (3030.913091 sec): 30 clusters Score: Raw -86544622.042975 + Penalty 63763.882782 = -86480858.160194 nChanged 1174 Iteration 82Q (3036.996694 sec): 30 clusters Score: Raw -86544717.087337 + Penalty 63763.882782 = -86480953.204555 nChanged 1178 Iteration 83Q (3043.507703 sec): 30 clusters Score: Raw -86544809.995572 + Penalty 63763.882782 = -86481046.112791 nChanged 1172 Iteration 84Q (3049.406445 sec): 30 clusters Score: Raw -86544902.088713 + Penalty 63763.882782 = -86481138.205931 nChanged 1241 Iteration 85Q (3056.112308 sec): 30 clusters Score: Raw -86544998.132655 + Penalty 63763.882782 = -86481234.249874 nChanged 1192 Iteration 86Q (3062.185012 sec): 30 clusters Score: Raw -86545092.798047 + Penalty 63763.882782 = -86481328.915265 nChanged 1188 Iteration 87Q (3068.912496 sec): 30 clusters Score: Raw -86545187.989894 + Penalty 63763.882782 = -86481424.107112 nChanged 1200 Iteration 88Q (3075.063089 sec): 30 clusters Score: Raw -86545282.185893 + Penalty 63763.882782 = -86481518.303112 nChanged 1177 Iteration 89Q (3081.990059 sec): 30 clusters Score: Raw -86545372.849473 + Penalty 63763.882782 = -86481608.966691 nChanged 1187 Iteration 90Q (3088.230849 sec): 30 clusters Score: Raw -86545460.639787 + Penalty 63763.882782 = -86481696.757005 nChanged 1136 Iteration 91Q (3095.057779 sec): 30 clusters Score: Raw -86545545.804399 + Penalty 63763.882782 = -86481781.921618 nChanged 1126 Iteration 92Q (3101.038835 sec): 30 clusters Score: Raw -86545628.007440 + Penalty 63763.882782 = -86481864.124659 nChanged 1038 Iteration 93Q (3107.492084 sec): 30 clusters Score: Raw -86545700.071744 + Penalty 63763.882782 = -86481936.188962 nChanged 1025 Iteration 94Q (3113.622145 sec): 30 clusters Score: Raw -86545767.219972 + Penalty 63763.882782 = -86482003.337190 nChanged 993 Iteration 95Q (3120.016336 sec): 30 clusters Score: Raw -86545839.877369 + Penalty 63763.882782 = -86482075.994587 nChanged 975 Iteration 96Q (3126.037444 sec): 30 clusters Score: Raw -86545910.878940 + Penalty 63763.882782 = -86482146.996159 nChanged 962 Iteration 97Q (3132.276695 sec): 30 clusters Score: Raw -86545982.319050 + Penalty 63763.882782 = -86482218.436268 nChanged 947 Iteration 98Q (3138.550312 sec): 30 clusters Score: Raw -86546047.477706 + Penalty 63763.882782 = -86482283.594925 nChanged 933 Writing temp clu file Because OldScore, -86482218.436268, is greater than current (better) Score,-86482283.594925 Compute initial score before splitting: Score: Raw -86546047.477706 + Penalty 63763.882782 = -86482283.594925 Trying to split cluster 1 (21303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3138.752063 sec): 2 clusters Score: Raw -2532856.143001 + Penalty 1619.573018 = -2531236.569983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3138.830267 sec): 3 clusters Score: Raw -2520179.576684 + Penalty 3239.146036 = -2516940.430648 nChanged 9495 SP:Iteration 1F (3138.915886 sec): 3 clusters Score: Raw -2525548.559075 + Penalty 3239.146036 = -2522309.413039 nChanged 1133 SP:Iteration 2F (3138.990194 sec): 3 clusters Score: Raw -2525983.138511 + Penalty 3239.146036 = -2522743.992475 nChanged 1041 SP:Iteration 3Q (3139.044403 sec): 3 clusters Score: Raw -2526413.356013 + Penalty 3239.146036 = -2523174.209977 nChanged 993 SP:Iteration 4Q (3139.127938 sec): 3 clusters Score: Raw -2526866.925111 + Penalty 3239.146036 = -2523627.779075 nChanged 1030 SP:Iteration 5Q (3139.202003 sec): 3 clusters Score: Raw -2527390.247895 + Penalty 3239.146036 = -2524151.101860 nChanged 1054 SP:Iteration 6Q (3139.283569 sec): 3 clusters Score: Raw -2527963.787555 + Penalty 3239.146036 = -2524724.641519 nChanged 1126 SP:Iteration 7F (3139.372497 sec): 3 clusters Score: Raw -2528604.581716 + Penalty 3239.146036 = -2525365.435681 nChanged 1118 SP:Iteration 8F (3139.453230 sec): 3 clusters Score: Raw -2529315.358288 + Penalty 3239.146036 = -2526076.212252 nChanged 1082 SP:Iteration 9F (3139.531014 sec): 3 clusters Score: Raw -2529934.295341 + Penalty 3239.146036 = -2526695.149306 nChanged 875 SP:Iteration 10Q (3139.613475 sec): 3 clusters Score: Raw -2530317.194095 + Penalty 3239.146036 = -2527078.048059 nChanged 611 SP:Iteration 11Q (3139.688992 sec): 3 clusters Score: Raw -2530528.253210 + Penalty 3239.146036 = -2527289.107175 nChanged 447 SP:Iteration 12Q (3139.773688 sec): 3 clusters Score: Raw -2530649.370660 + Penalty 3239.146036 = -2527410.224624 nChanged 342 SP:Iteration 13Q (3139.847563 sec): 3 clusters Score: Raw -2530731.957402 + Penalty 3239.146036 = -2527492.811366 nChanged 244 SP:Iteration 14Q (3139.935374 sec): 3 clusters Score: Raw -2530784.138635 + Penalty 3239.146036 = -2527544.992599 nChanged 230 SP:Iteration 15Q (3140.018151 sec): 3 clusters Score: Raw -2530837.532408 + Penalty 3239.146036 = -2527598.386372 nChanged 259 SP:Iteration 16Q (3140.089229 sec): 3 clusters Score: Raw -2530898.003256 + Penalty 3239.146036 = -2527658.857220 nChanged 254 SP:Iteration 17Q (3140.165843 sec): 3 clusters Score: Raw -2530960.624913 + Penalty 3239.146036 = -2527721.478877 nChanged 244 SP:Iteration 18Q (3140.241150 sec): 3 clusters Score: Raw -2531026.194339 + Penalty 3239.146036 = -2527787.048303 nChanged 263 SP:Iteration 19Q (3140.304592 sec): 3 clusters Score: Raw -2531104.302082 + Penalty 3239.146036 = -2527865.156046 nChanged 289 SP:Iteration 20F (3140.379679 sec): 3 clusters Score: Raw -2531195.307297 + Penalty 3239.146036 = -2527956.161261 nChanged 278 SP:Iteration 21Q (3140.458630 sec): 3 clusters Score: Raw -2531284.541179 + Penalty 3239.146036 = -2528045.395143 nChanged 300 SP:Iteration 22Q (3140.539631 sec): 3 clusters Score: Raw -2531387.896095 + Penalty 3239.146036 = -2528148.750059 nChanged 323 SP:Iteration 23Q (3140.619017 sec): 3 clusters Score: Raw -2531490.832386 + Penalty 3239.146036 = -2528251.686350 nChanged 300 SP:Iteration 24Q (3140.697721 sec): 3 clusters Score: Raw -2531594.057094 + Penalty 3239.146036 = -2528354.911058 nChanged 313 SP:Iteration 25Q (3140.775604 sec): 3 clusters Score: Raw -2531711.378004 + Penalty 3239.146036 = -2528472.231968 nChanged 337 SP:Iteration 26Q (3140.841600 sec): 3 clusters Score: Raw -2531848.330118 + Penalty 3239.146036 = -2528609.184083 nChanged 353 SP:Iteration 27Q (3140.912295 sec): 3 clusters Score: Raw -2531984.022544 + Penalty 3239.146036 = -2528744.876508 nChanged 333 SP:Iteration 28Q (3140.988230 sec): 3 clusters Score: Raw -2532114.215319 + Penalty 3239.146036 = -2528875.069284 nChanged 318 SP:Iteration 29Q (3141.051081 sec): 3 clusters Score: Raw -2532235.168921 + Penalty 3239.146036 = -2528996.022885 nChanged 288 SP:Iteration 30Q (3141.116937 sec): 3 clusters Score: Raw -2532338.503988 + Penalty 3239.146036 = -2529099.357953 nChanged 289 SP:Iteration 31Q (3141.182505 sec): 3 clusters Score: Raw -2532444.536283 + Penalty 3239.146036 = -2529205.390247 nChanged 259 SP:Iteration 32Q (3141.247090 sec): 3 clusters Score: Raw -2532532.705879 + Penalty 3239.146036 = -2529293.559843 nChanged 252 SP:Iteration 33Q (3141.309814 sec): 3 clusters Score: Raw -2532621.991591 + Penalty 3239.146036 = -2529382.845555 nChanged 234 SP:Iteration 34Q (3141.379042 sec): 3 clusters Score: Raw -2532711.712888 + Penalty 3239.146036 = -2529472.566852 nChanged 235 SP:Iteration 35Q (3141.459329 sec): 3 clusters Score: Raw -2532809.216438 + Penalty 3239.146036 = -2529570.070402 nChanged 228 SP:Iteration 36Q (3141.523614 sec): 3 clusters Score: Raw -2532899.238889 + Penalty 3239.146036 = -2529660.092853 nChanged 183 SP:Iteration 37Q (3141.594538 sec): 3 clusters Score: Raw -2532964.537218 + Penalty 3239.146036 = -2529725.391182 nChanged 161 SP:Iteration 38Q (3141.667135 sec): 3 clusters Score: Raw -2533017.651367 + Penalty 3239.146036 = -2529778.505331 nChanged 151 SP:Iteration 39Q (3141.739567 sec): 3 clusters Score: Raw -2533071.418162 + Penalty 3239.146036 = -2529832.272127 nChanged 151 SP:Iteration 40F (3141.824932 sec): 3 clusters Score: Raw -2533124.010239 + Penalty 3239.146036 = -2529884.864203 nChanged 130 SP:Iteration 41Q (3141.893556 sec): 3 clusters Score: Raw -2533174.418365 + Penalty 3239.146036 = -2529935.272330 nChanged 130 SP:Iteration 42Q (3141.971043 sec): 3 clusters Score: Raw -2533218.489123 + Penalty 3239.146036 = -2529979.343087 nChanged 108 SP:Iteration 43Q (3142.055584 sec): 3 clusters Score: Raw -2533252.910171 + Penalty 3239.146036 = -2530013.764135 nChanged 96 SP:Iteration 44Q (3142.121427 sec): 3 clusters Score: Raw -2533282.630087 + Penalty 3239.146036 = -2530043.484051 nChanged 103 SP:Iteration 45Q (3142.199025 sec): 3 clusters Score: Raw -2533313.480734 + Penalty 3239.146036 = -2530074.334698 nChanged 87 SP:Iteration 46Q (3142.264088 sec): 3 clusters Score: Raw -2533338.978839 + Penalty 3239.146036 = -2530099.832803 nChanged 74 SP:Iteration 47Q (3142.329350 sec): 3 clusters Score: Raw -2533360.455220 + Penalty 3239.146036 = -2530121.309185 nChanged 90 SP:Iteration 48Q (3142.406312 sec): 3 clusters Score: Raw -2533388.835555 + Penalty 3239.146036 = -2530149.689519 nChanged 77 SP:Iteration 49Q (3142.483907 sec): 3 clusters Score: Raw -2533408.247815 + Penalty 3239.146036 = -2530169.101779 nChanged 65 SP:Iteration 50Q (3142.561835 sec): 3 clusters Score: Raw -2533421.815572 + Penalty 3239.146036 = -2530182.669537 nChanged 58 SP:Iteration 51Q (3142.638503 sec): 3 clusters Score: Raw -2533433.157287 + Penalty 3239.146036 = -2530194.011251 nChanged 51 SP:Iteration 52Q (3142.715907 sec): 3 clusters Score: Raw -2533444.901549 + Penalty 3239.146036 = -2530205.755514 nChanged 41 SP:Iteration 53Q (3142.792955 sec): 3 clusters Score: Raw -2533453.423910 + Penalty 3239.146036 = -2530214.277875 nChanged 36 SP:Iteration 54Q (3142.870320 sec): 3 clusters Score: Raw -2533460.401936 + Penalty 3239.146036 = -2530221.255900 nChanged 28 SP:Iteration 55Q (3142.944667 sec): 3 clusters Score: Raw -2533465.235108 + Penalty 3239.146036 = -2530226.089072 nChanged 32 SP:Iteration 56Q (3143.022053 sec): 3 clusters Score: Raw -2533470.367084 + Penalty 3239.146036 = -2530231.221048 nChanged 29 SP:Iteration 57Q (3143.080754 sec): 3 clusters Score: Raw -2533474.224045 + Penalty 3239.146036 = -2530235.078009 nChanged 24 SP:Iteration 58Q (3143.157074 sec): 3 clusters Score: Raw -2533477.888556 + Penalty 3239.146036 = -2530238.742520 nChanged 21 SP:Iteration 59Q (3143.233203 sec): 3 clusters Score: Raw -2533480.723038 + Penalty 3239.146036 = -2530241.577002 nChanged 14 SP:Iteration 60F (3143.317844 sec): 3 clusters Score: Raw -2533482.680204 + Penalty 3239.146036 = -2530243.534168 nChanged 17 SP:Iteration 61Q (3143.391378 sec): 3 clusters Score: Raw -2533485.793577 + Penalty 3239.146036 = -2530246.647541 nChanged 16 SP:Iteration 62Q (3143.459335 sec): 3 clusters Score: Raw -2533487.862032 + Penalty 3239.146036 = -2530248.715996 nChanged 12 SP:Iteration 63Q (3143.534568 sec): 3 clusters Score: Raw -2533489.225895 + Penalty 3239.146036 = -2530250.079859 nChanged 6 SP:Iteration 64Q (3143.602533 sec): 3 clusters Score: Raw -2533489.955345 + Penalty 3239.146036 = -2530250.809309 nChanged 6 SP:Iteration 65Q (3143.673272 sec): 3 clusters Score: Raw -2533490.536135 + Penalty 3239.146036 = -2530251.390099 nChanged 6 SP:Iteration 66Q (3143.751089 sec): 3 clusters Score: Raw -2533491.156666 + Penalty 3239.146036 = -2530252.010631 nChanged 6 SP:Iteration 67Q (3143.826267 sec): 3 clusters Score: Raw -2533491.814747 + Penalty 3239.146036 = -2530252.668711 nChanged 7 SP:Iteration 68Q (3143.904295 sec): 3 clusters Score: Raw -2533493.117948 + Penalty 3239.146036 = -2530253.971912 nChanged 9 SP:Iteration 69Q (3143.978227 sec): 3 clusters Score: Raw -2533493.990112 + Penalty 3239.146036 = -2530254.844076 nChanged 5 SP:Iteration 70Q (3144.054951 sec): 3 clusters Score: Raw -2533494.854512 + Penalty 3239.146036 = -2530255.708477 nChanged 6 SP:Iteration 71Q (3144.124928 sec): 3 clusters Score: Raw -2533495.747074 + Penalty 3239.146036 = -2530256.601038 nChanged 7 SP:Iteration 72Q (3144.203333 sec): 3 clusters Score: Raw -2533496.969666 + Penalty 3239.146036 = -2530257.823630 nChanged 4 SP:Iteration 73Q (3144.283285 sec): 3 clusters Score: Raw -2533498.038594 + Penalty 3239.146036 = -2530258.892558 nChanged 5 SP:Iteration 74Q (3144.359585 sec): 3 clusters Score: Raw -2533498.490354 + Penalty 3239.146036 = -2530259.344318 nChanged 5 SP:Iteration 75Q (3144.440952 sec): 3 clusters Score: Raw -2533499.176071 + Penalty 3239.146036 = -2530260.030035 nChanged 2 SP:Iteration 76Q (3144.522169 sec): 3 clusters Score: Raw -2533499.972585 + Penalty 3239.146036 = -2530260.826549 nChanged 3 SP:Iteration 77Q (3144.599739 sec): 3 clusters Score: Raw -2533500.426607 + Penalty 3239.146036 = -2530261.280571 nChanged 1 SP:Iteration 78Q (3144.675769 sec): 3 clusters Score: Raw -2533500.575201 + Penalty 3239.146036 = -2530261.429165 nChanged 1 SP:Iteration 79Q (3144.752161 sec): 3 clusters Score: Raw -2533500.700028 + Penalty 3239.146036 = -2530261.553992 nChanged 0 SP:Iteration 80F (3144.840549 sec): 3 clusters Score: Raw -2533500.700028 + Penalty 3239.146036 = -2530261.553992 nChanged 0 Trying to split cluster 2 (11008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3144.868225 sec): 2 clusters Score: Raw -1264650.579614 + Penalty 1512.286354 = -1263138.293261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3144.930346 sec): 3 clusters Score: Raw -1258346.065689 + Penalty 3024.572707 = -1255321.492981 nChanged 4798 SP:Iteration 1F (3144.996206 sec): 3 clusters Score: Raw -1261025.770095 + Penalty 3024.572707 = -1258001.197388 nChanged 667 SP:Iteration 2F (3145.062793 sec): 3 clusters Score: Raw -1261326.033759 + Penalty 3024.572707 = -1258301.461052 nChanged 576 SP:Iteration 3F (3145.128391 sec): 3 clusters Score: Raw -1261609.329433 + Penalty 3024.572707 = -1258584.756725 nChanged 563 SP:Iteration 4F (3145.194235 sec): 3 clusters Score: Raw -1261874.881973 + Penalty 3024.572707 = -1258850.309266 nChanged 511 SP:Iteration 5Q (3145.259867 sec): 3 clusters Score: Raw -1262136.084996 + Penalty 3024.572707 = -1259111.512289 nChanged 503 SP:Iteration 6Q (3145.326853 sec): 3 clusters Score: Raw -1262413.897602 + Penalty 3024.572707 = -1259389.324895 nChanged 497 SP:Iteration 7Q (3145.393291 sec): 3 clusters Score: Raw -1262699.993332 + Penalty 3024.572707 = -1259675.420625 nChanged 503 SP:Iteration 8Q (3145.459233 sec): 3 clusters Score: Raw -1263006.851908 + Penalty 3024.572707 = -1259982.279201 nChanged 480 SP:Iteration 9Q (3145.525545 sec): 3 clusters Score: Raw -1263315.486023 + Penalty 3024.572707 = -1260290.913316 nChanged 445 SP:Iteration 10Q (3145.580371 sec): 3 clusters Score: Raw -1263586.699258 + Penalty 3024.572707 = -1260562.126551 nChanged 376 SP:Iteration 11Q (3145.640554 sec): 3 clusters Score: Raw -1263766.040180 + Penalty 3024.572707 = -1260741.467473 nChanged 295 SP:Iteration 12Q (3145.694621 sec): 3 clusters Score: Raw -1263893.044260 + Penalty 3024.572707 = -1260868.471553 nChanged 232 SP:Iteration 13Q (3145.760111 sec): 3 clusters Score: Raw -1263999.223622 + Penalty 3024.572707 = -1260974.650915 nChanged 211 SP:Iteration 14Q (3145.825605 sec): 3 clusters Score: Raw -1264088.689961 + Penalty 3024.572707 = -1261064.117254 nChanged 198 SP:Iteration 15Q (3145.901388 sec): 3 clusters Score: Raw -1264161.996584 + Penalty 3024.572707 = -1261137.423877 nChanged 156 SP:Iteration 16Q (3145.955966 sec): 3 clusters Score: Raw -1264219.817829 + Penalty 3024.572707 = -1261195.245122 nChanged 155 SP:Iteration 17Q (3146.022437 sec): 3 clusters Score: Raw -1264279.524382 + Penalty 3024.572707 = -1261254.951675 nChanged 158 SP:Iteration 18Q (3146.089377 sec): 3 clusters Score: Raw -1264338.031964 + Penalty 3024.572707 = -1261313.459257 nChanged 150 SP:Iteration 19Q (3146.149241 sec): 3 clusters Score: Raw -1264396.497678 + Penalty 3024.572707 = -1261371.924971 nChanged 170 SP:Iteration 20F (3146.211854 sec): 3 clusters Score: Raw -1264468.675157 + Penalty 3024.572707 = -1261444.102450 nChanged 173 SP:Iteration 21Q (3146.266975 sec): 3 clusters Score: Raw -1264544.586557 + Penalty 3024.572707 = -1261520.013850 nChanged 154 SP:Iteration 22Q (3146.331869 sec): 3 clusters Score: Raw -1264615.402444 + Penalty 3024.572707 = -1261590.829737 nChanged 144 SP:Iteration 23Q (3146.395574 sec): 3 clusters Score: Raw -1264692.110477 + Penalty 3024.572707 = -1261667.537770 nChanged 107 SP:Iteration 24Q (3146.460658 sec): 3 clusters Score: Raw -1264746.702944 + Penalty 3024.572707 = -1261722.130237 nChanged 104 SP:Iteration 25Q (3146.518396 sec): 3 clusters Score: Raw -1264805.505534 + Penalty 3024.572707 = -1261780.932827 nChanged 94 SP:Iteration 26Q (3146.582725 sec): 3 clusters Score: Raw -1264858.540530 + Penalty 3024.572707 = -1261833.967823 nChanged 86 SP:Iteration 27Q (3146.647097 sec): 3 clusters Score: Raw -1264900.418198 + Penalty 3024.572707 = -1261875.845491 nChanged 71 SP:Iteration 28Q (3146.711034 sec): 3 clusters Score: Raw -1264928.822555 + Penalty 3024.572707 = -1261904.249848 nChanged 49 SP:Iteration 29Q (3146.773633 sec): 3 clusters Score: Raw -1264951.411660 + Penalty 3024.572707 = -1261926.838953 nChanged 49 SP:Iteration 30Q (3146.830300 sec): 3 clusters Score: Raw -1264975.508283 + Penalty 3024.572707 = -1261950.935576 nChanged 47 SP:Iteration 31Q (3146.884788 sec): 3 clusters Score: Raw -1264999.307240 + Penalty 3024.572707 = -1261974.734533 nChanged 46 SP:Iteration 32Q (3146.938929 sec): 3 clusters Score: Raw -1265023.362575 + Penalty 3024.572707 = -1261998.789868 nChanged 29 SP:Iteration 33Q (3146.998169 sec): 3 clusters Score: Raw -1265037.054214 + Penalty 3024.572707 = -1262012.481507 nChanged 24 SP:Iteration 34Q (3147.050674 sec): 3 clusters Score: Raw -1265045.460240 + Penalty 3024.572707 = -1262020.887533 nChanged 13 SP:Iteration 35Q (3147.106975 sec): 3 clusters Score: Raw -1265049.091260 + Penalty 3024.572707 = -1262024.518553 nChanged 15 SP:Iteration 36Q (3147.163000 sec): 3 clusters Score: Raw -1265054.016371 + Penalty 3024.572707 = -1262029.443664 nChanged 12 SP:Iteration 37Q (3147.218903 sec): 3 clusters Score: Raw -1265059.366904 + Penalty 3024.572707 = -1262034.794197 nChanged 11 SP:Iteration 38Q (3147.275905 sec): 3 clusters Score: Raw -1265063.528833 + Penalty 3024.572707 = -1262038.956126 nChanged 9 SP:Iteration 39Q (3147.333552 sec): 3 clusters Score: Raw -1265066.143955 + Penalty 3024.572707 = -1262041.571248 nChanged 8 SP:Iteration 40F (3147.393482 sec): 3 clusters Score: Raw -1265069.476052 + Penalty 3024.572707 = -1262044.903345 nChanged 8 SP:Iteration 41Q (3147.453548 sec): 3 clusters Score: Raw -1265073.088199 + Penalty 3024.572707 = -1262048.515492 nChanged 9 SP:Iteration 42Q (3147.511810 sec): 3 clusters Score: Raw -1265076.172799 + Penalty 3024.572707 = -1262051.600092 nChanged 6 SP:Iteration 43Q (3147.574597 sec): 3 clusters Score: Raw -1265078.097305 + Penalty 3024.572707 = -1262053.524598 nChanged 4 SP:Iteration 44Q (3147.627620 sec): 3 clusters Score: Raw -1265079.335477 + Penalty 3024.572707 = -1262054.762770 nChanged 6 SP:Iteration 45Q (3147.680948 sec): 3 clusters Score: Raw -1265081.676268 + Penalty 3024.572707 = -1262057.103561 nChanged 2 SP:Iteration 46Q (3147.744071 sec): 3 clusters Score: Raw -1265081.984896 + Penalty 3024.572707 = -1262057.412189 nChanged 1 SP:Iteration 47Q (3147.807144 sec): 3 clusters Score: Raw -1265082.235745 + Penalty 3024.572707 = -1262057.663038 nChanged 0 SP:Iteration 48F (3147.862881 sec): 3 clusters Score: Raw -1265082.235745 + Penalty 3024.572707 = -1262057.663038 nChanged 0 Trying to split cluster 3 (17440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3147.907959 sec): 2 clusters Score: Raw -2043225.502551 + Penalty 1587.059776 = -2041638.442775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3147.978594 sec): 3 clusters Score: Raw -2032930.292831 + Penalty 3174.119552 = -2029756.173280 nChanged 7766 SP:Iteration 1F (3148.055126 sec): 3 clusters Score: Raw -2037053.967028 + Penalty 3174.119552 = -2033879.847476 nChanged 899 SP:Iteration 2F (3148.130360 sec): 3 clusters Score: Raw -2037359.139916 + Penalty 3174.119552 = -2034185.020365 nChanged 787 SP:Iteration 3Q (3148.207697 sec): 3 clusters Score: Raw -2037629.771016 + Penalty 3174.119552 = -2034455.651465 nChanged 723 SP:Iteration 4Q (3148.278072 sec): 3 clusters Score: Raw -2037901.457502 + Penalty 3174.119552 = -2034727.337950 nChanged 730 SP:Iteration 5Q (3148.347827 sec): 3 clusters Score: Raw -2038199.678506 + Penalty 3174.119552 = -2035025.558954 nChanged 743 SP:Iteration 6Q (3148.419707 sec): 3 clusters Score: Raw -2038527.116420 + Penalty 3174.119552 = -2035352.996868 nChanged 742 SP:Iteration 7Q (3148.492777 sec): 3 clusters Score: Raw -2038876.321764 + Penalty 3174.119552 = -2035702.202212 nChanged 788 SP:Iteration 8Q (3148.562265 sec): 3 clusters Score: Raw -2039261.870753 + Penalty 3174.119552 = -2036087.751202 nChanged 800 SP:Iteration 9Q (3148.632745 sec): 3 clusters Score: Raw -2039708.232954 + Penalty 3174.119552 = -2036534.113402 nChanged 844 SP:Iteration 10Q (3148.702728 sec): 3 clusters Score: Raw -2040164.400090 + Penalty 3174.119552 = -2036990.280538 nChanged 743 SP:Iteration 11Q (3148.771503 sec): 3 clusters Score: Raw -2040540.259598 + Penalty 3174.119552 = -2037366.140046 nChanged 645 SP:Iteration 12Q (3148.832233 sec): 3 clusters Score: Raw -2040858.693618 + Penalty 3174.119552 = -2037684.574066 nChanged 554 SP:Iteration 13Q (3148.902492 sec): 3 clusters Score: Raw -2041137.000730 + Penalty 3174.119552 = -2037962.881179 nChanged 513 SP:Iteration 14Q (3148.966720 sec): 3 clusters Score: Raw -2041399.632413 + Penalty 3174.119552 = -2038225.512861 nChanged 463 SP:Iteration 15Q (3149.044259 sec): 3 clusters Score: Raw -2041650.613911 + Penalty 3174.119552 = -2038476.494359 nChanged 426 SP:Iteration 16Q (3149.100274 sec): 3 clusters Score: Raw -2041894.768766 + Penalty 3174.119552 = -2038720.649214 nChanged 415 SP:Iteration 17Q (3149.169163 sec): 3 clusters Score: Raw -2042141.038059 + Penalty 3174.119552 = -2038966.918508 nChanged 403 SP:Iteration 18Q (3149.236524 sec): 3 clusters Score: Raw -2042386.171284 + Penalty 3174.119552 = -2039212.051732 nChanged 344 SP:Iteration 19Q (3149.303902 sec): 3 clusters Score: Raw -2042606.659524 + Penalty 3174.119552 = -2039432.539972 nChanged 312 SP:Iteration 20F (3149.383546 sec): 3 clusters Score: Raw -2042803.991507 + Penalty 3174.119552 = -2039629.871955 nChanged 252 SP:Iteration 21Q (3149.451087 sec): 3 clusters Score: Raw -2042951.682783 + Penalty 3174.119552 = -2039777.563231 nChanged 215 SP:Iteration 22Q (3149.514591 sec): 3 clusters Score: Raw -2043069.964410 + Penalty 3174.119552 = -2039895.844859 nChanged 171 SP:Iteration 23Q (3149.583313 sec): 3 clusters Score: Raw -2043161.234940 + Penalty 3174.119552 = -2039987.115388 nChanged 119 SP:Iteration 24Q (3149.650193 sec): 3 clusters Score: Raw -2043230.817955 + Penalty 3174.119552 = -2040056.698403 nChanged 100 SP:Iteration 25Q (3149.724500 sec): 3 clusters Score: Raw -2043290.579616 + Penalty 3174.119552 = -2040116.460064 nChanged 71 SP:Iteration 26Q (3149.791596 sec): 3 clusters Score: Raw -2043334.461379 + Penalty 3174.119552 = -2040160.341827 nChanged 50 SP:Iteration 27Q (3149.854593 sec): 3 clusters Score: Raw -2043367.554461 + Penalty 3174.119552 = -2040193.434909 nChanged 41 SP:Iteration 28Q (3149.933500 sec): 3 clusters Score: Raw -2043393.872502 + Penalty 3174.119552 = -2040219.752951 nChanged 31 SP:Iteration 29Q (3150.009776 sec): 3 clusters Score: Raw -2043412.250947 + Penalty 3174.119552 = -2040238.131396 nChanged 20 SP:Iteration 30Q (3150.070326 sec): 3 clusters Score: Raw -2043420.161346 + Penalty 3174.119552 = -2040246.041794 nChanged 15 SP:Iteration 31Q (3150.140115 sec): 3 clusters Score: Raw -2043426.166346 + Penalty 3174.119552 = -2040252.046794 nChanged 15 SP:Iteration 32Q (3150.210128 sec): 3 clusters Score: Raw -2043433.065536 + Penalty 3174.119552 = -2040258.945985 nChanged 9 SP:Iteration 33Q (3150.271251 sec): 3 clusters Score: Raw -2043439.122179 + Penalty 3174.119552 = -2040265.002627 nChanged 13 SP:Iteration 34Q (3150.341168 sec): 3 clusters Score: Raw -2043445.591795 + Penalty 3174.119552 = -2040271.472243 nChanged 10 SP:Iteration 35Q (3150.410478 sec): 3 clusters Score: Raw -2043450.603292 + Penalty 3174.119552 = -2040276.483740 nChanged 10 SP:Iteration 36Q (3150.479941 sec): 3 clusters Score: Raw -2043456.968269 + Penalty 3174.119552 = -2040282.848718 nChanged 10 SP:Iteration 37Q (3150.545811 sec): 3 clusters Score: Raw -2043463.218813 + Penalty 3174.119552 = -2040289.099262 nChanged 10 SP:Iteration 38Q (3150.615176 sec): 3 clusters Score: Raw -2043467.663968 + Penalty 3174.119552 = -2040293.544416 nChanged 5 SP:Iteration 39Q (3150.684701 sec): 3 clusters Score: Raw -2043470.201586 + Penalty 3174.119552 = -2040296.082034 nChanged 8 SP:Iteration 40F (3150.758242 sec): 3 clusters Score: Raw -2043474.799266 + Penalty 3174.119552 = -2040300.679714 nChanged 4 SP:Iteration 41Q (3150.818636 sec): 3 clusters Score: Raw -2043476.935768 + Penalty 3174.119552 = -2040302.816217 nChanged 3 SP:Iteration 42Q (3150.880709 sec): 3 clusters Score: Raw -2043478.806188 + Penalty 3174.119552 = -2040304.686636 nChanged 3 SP:Iteration 43Q (3150.942924 sec): 3 clusters Score: Raw -2043480.257191 + Penalty 3174.119552 = -2040306.137639 nChanged 4 SP:Iteration 44Q (3151.004835 sec): 3 clusters Score: Raw -2043481.792885 + Penalty 3174.119552 = -2040307.673333 nChanged 4 SP:Iteration 45Q (3151.066491 sec): 3 clusters Score: Raw -2043483.321258 + Penalty 3174.119552 = -2040309.201706 nChanged 6 SP:Iteration 46Q (3151.136277 sec): 3 clusters Score: Raw -2043487.229535 + Penalty 3174.119552 = -2040313.109983 nChanged 2 SP:Iteration 47Q (3151.206355 sec): 3 clusters Score: Raw -2043488.497820 + Penalty 3174.119552 = -2040314.378268 nChanged 4 SP:Iteration 48Q (3151.269207 sec): 3 clusters Score: Raw -2043490.637416 + Penalty 3174.119552 = -2040316.517864 nChanged 5 SP:Iteration 49Q (3151.331275 sec): 3 clusters Score: Raw -2043493.942202 + Penalty 3174.119552 = -2040319.822650 nChanged 3 SP:Iteration 50Q (3151.398851 sec): 3 clusters Score: Raw -2043494.981134 + Penalty 3174.119552 = -2040320.861582 nChanged 2 SP:Iteration 51Q (3151.466245 sec): 3 clusters Score: Raw -2043496.570159 + Penalty 3174.119552 = -2040322.450607 nChanged 3 SP:Iteration 52Q (3151.528904 sec): 3 clusters Score: Raw -2043498.867701 + Penalty 3174.119552 = -2040324.748149 nChanged 2 SP:Iteration 53Q (3151.591050 sec): 3 clusters Score: Raw -2043500.022234 + Penalty 3174.119552 = -2040325.902682 nChanged 3 SP:Iteration 54Q (3151.653664 sec): 3 clusters Score: Raw -2043501.671233 + Penalty 3174.119552 = -2040327.551681 nChanged 2 SP:Iteration 55Q (3151.716040 sec): 3 clusters Score: Raw -2043502.491269 + Penalty 3174.119552 = -2040328.371717 nChanged 0 SP:Iteration 56F (3151.789667 sec): 3 clusters Score: Raw -2043502.491269 + Penalty 3174.119552 = -2040328.371717 nChanged 0 Trying to split cluster 4 (220995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3152.055033 sec): 2 clusters Score: Raw -26227441.475662 + Penalty 1999.707995 = -26225441.767666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3152.451806 sec): 3 clusters Score: Raw -26080625.990473 + Penalty 3999.415991 = -26076626.574483 nChanged 107212 SP:Iteration 1F (3152.846218 sec): 3 clusters Score: Raw -26146174.064046 + Penalty 3999.415991 = -26142174.648056 nChanged 10072 SP:Iteration 2Q (3153.273408 sec): 3 clusters Score: Raw -26150893.129471 + Penalty 3999.415991 = -26146893.713481 nChanged 13330 SP:Iteration 3F (3153.711880 sec): 3 clusters Score: Raw -26159056.871579 + Penalty 3999.415991 = -26155057.455588 nChanged 15879 SP:Iteration 4F (3154.149183 sec): 3 clusters Score: Raw -26170818.284238 + Penalty 3999.415991 = -26166818.868247 nChanged 16699 SP:Iteration 5F (3154.552497 sec): 3 clusters Score: Raw -26183934.229741 + Penalty 3999.415991 = -26179934.813751 nChanged 15059 SP:Iteration 6F (3154.936875 sec): 3 clusters Score: Raw -26195424.905179 + Penalty 3999.415991 = -26191425.489189 nChanged 12322 SP:Iteration 7F (3155.315532 sec): 3 clusters Score: Raw -26203798.114983 + Penalty 3999.415991 = -26199798.698992 nChanged 9091 SP:Iteration 8Q (3155.700234 sec): 3 clusters Score: Raw -26208327.290062 + Penalty 3999.415991 = -26204327.874071 nChanged 6020 SP:Iteration 9Q (3156.109537 sec): 3 clusters Score: Raw -26210186.188330 + Penalty 3999.415991 = -26206186.772340 nChanged 3634 SP:Iteration 10Q (3156.527549 sec): 3 clusters Score: Raw -26210998.784698 + Penalty 3999.415991 = -26206999.368707 nChanged 2393 SP:Iteration 11Q (3156.948595 sec): 3 clusters Score: Raw -26211471.097735 + Penalty 3999.415991 = -26207471.681744 nChanged 1976 SP:Iteration 12Q (3157.391790 sec): 3 clusters Score: Raw -26211854.708213 + Penalty 3999.415991 = -26207855.292223 nChanged 1767 SP:Iteration 13Q (3157.783210 sec): 3 clusters Score: Raw -26212207.135745 + Penalty 3999.415991 = -26208207.719755 nChanged 1695 SP:Iteration 14Q (3158.181409 sec): 3 clusters Score: Raw -26212555.916944 + Penalty 3999.415991 = -26208556.500953 nChanged 1644 SP:Iteration 15Q (3158.575209 sec): 3 clusters Score: Raw -26212903.922619 + Penalty 3999.415991 = -26208904.506629 nChanged 1603 SP:Iteration 16Q (3158.967072 sec): 3 clusters Score: Raw -26213257.225616 + Penalty 3999.415991 = -26209257.809625 nChanged 1697 SP:Iteration 17Q (3159.411065 sec): 3 clusters Score: Raw -26213640.383163 + Penalty 3999.415991 = -26209640.967173 nChanged 1676 SP:Iteration 18Q (3159.855532 sec): 3 clusters Score: Raw -26214050.655350 + Penalty 3999.415991 = -26210051.239359 nChanged 1734 SP:Iteration 19Q (3160.300310 sec): 3 clusters Score: Raw -26214511.217596 + Penalty 3999.415991 = -26210511.801606 nChanged 1768 SP:Iteration 20F (3160.746507 sec): 3 clusters Score: Raw -26215035.474816 + Penalty 3999.415991 = -26211036.058825 nChanged 1792 SP:Iteration 21Q (3161.176757 sec): 3 clusters Score: Raw -26215562.631031 + Penalty 3999.415991 = -26211563.215040 nChanged 1799 SP:Iteration 22Q (3161.566945 sec): 3 clusters Score: Raw -26216091.951164 + Penalty 3999.415991 = -26212092.535174 nChanged 1830 SP:Iteration 23Q (3161.958447 sec): 3 clusters Score: Raw -26216683.124428 + Penalty 3999.415991 = -26212683.708438 nChanged 1936 SP:Iteration 24Q (3162.350967 sec): 3 clusters Score: Raw -26217325.863924 + Penalty 3999.415991 = -26213326.447934 nChanged 2032 SP:Iteration 25Q (3162.782610 sec): 3 clusters Score: Raw -26217995.126766 + Penalty 3999.415991 = -26213995.710775 nChanged 2043 SP:Iteration 26Q (3163.216679 sec): 3 clusters Score: Raw -26218666.151088 + Penalty 3999.415991 = -26214666.735097 nChanged 2157 SP:Iteration 27Q (3163.617817 sec): 3 clusters Score: Raw -26219334.475536 + Penalty 3999.415991 = -26215335.059545 nChanged 2105 SP:Iteration 28Q (3163.996908 sec): 3 clusters Score: Raw -26219949.410350 + Penalty 3999.415991 = -26215949.994359 nChanged 2041 SP:Iteration 29Q (3164.383483 sec): 3 clusters Score: Raw -26220507.358881 + Penalty 3999.415991 = -26216507.942891 nChanged 1866 SP:Iteration 30Q (3164.751416 sec): 3 clusters Score: Raw -26220966.887374 + Penalty 3999.415991 = -26216967.471383 nChanged 1791 SP:Iteration 31Q (3165.131086 sec): 3 clusters Score: Raw -26221374.514622 + Penalty 3999.415991 = -26217375.098632 nChanged 1656 SP:Iteration 32Q (3165.545929 sec): 3 clusters Score: Raw -26221724.259527 + Penalty 3999.415991 = -26217724.843536 nChanged 1517 SP:Iteration 33Q (3165.948271 sec): 3 clusters Score: Raw -26222033.413443 + Penalty 3999.415991 = -26218033.997453 nChanged 1528 SP:Iteration 34Q (3166.361071 sec): 3 clusters Score: Raw -26222327.143710 + Penalty 3999.415991 = -26218327.727720 nChanged 1393 SP:Iteration 35Q (3166.788021 sec): 3 clusters Score: Raw -26222567.701471 + Penalty 3999.415991 = -26218568.285480 nChanged 1273 SP:Iteration 36Q (3167.218076 sec): 3 clusters Score: Raw -26222772.453681 + Penalty 3999.415991 = -26218773.037691 nChanged 1206 SP:Iteration 37Q (3167.668806 sec): 3 clusters Score: Raw -26222961.575783 + Penalty 3999.415991 = -26218962.159793 nChanged 1181 SP:Iteration 38Q (3168.036929 sec): 3 clusters Score: Raw -26223134.551455 + Penalty 3999.415991 = -26219135.135464 nChanged 1105 SP:Iteration 39Q (3168.412099 sec): 3 clusters Score: Raw -26223290.343304 + Penalty 3999.415991 = -26219290.927314 nChanged 1031 SP:Iteration 40F (3168.797055 sec): 3 clusters Score: Raw -26223441.851250 + Penalty 3999.415991 = -26219442.435260 nChanged 1016 SP:Iteration 41Q (3169.178230 sec): 3 clusters Score: Raw -26223578.378863 + Penalty 3999.415991 = -26219578.962872 nChanged 1011 SP:Iteration 42Q (3169.559333 sec): 3 clusters Score: Raw -26223710.232928 + Penalty 3999.415991 = -26219710.816938 nChanged 1046 SP:Iteration 43Q (3169.944800 sec): 3 clusters Score: Raw -26223846.848581 + Penalty 3999.415991 = -26219847.432591 nChanged 1083 SP:Iteration 44Q (3170.349794 sec): 3 clusters Score: Raw -26224000.425193 + Penalty 3999.415991 = -26220001.009202 nChanged 1173 SP:Iteration 45Q (3170.742012 sec): 3 clusters Score: Raw -26224176.436151 + Penalty 3999.415991 = -26220177.020160 nChanged 1229 SP:Iteration 46Q (3171.198270 sec): 3 clusters Score: Raw -26224361.619182 + Penalty 3999.415991 = -26220362.203191 nChanged 1203 SP:Iteration 47Q (3171.606725 sec): 3 clusters Score: Raw -26224541.638577 + Penalty 3999.415991 = -26220542.222587 nChanged 1193 SP:Iteration 48Q (3171.987769 sec): 3 clusters Score: Raw -26224720.006901 + Penalty 3999.415991 = -26220720.590910 nChanged 1191 SP:Iteration 49Q (3172.394898 sec): 3 clusters Score: Raw -26224897.941499 + Penalty 3999.415991 = -26220898.525508 nChanged 1218 SP:Iteration 50Q (3172.777472 sec): 3 clusters Score: Raw -26225077.600256 + Penalty 3999.415991 = -26221078.184265 nChanged 1196 SP:Iteration 51Q (3173.226628 sec): 3 clusters Score: Raw -26225257.576539 + Penalty 3999.415991 = -26221258.160548 nChanged 1131 SP:Iteration 52Q (3173.599432 sec): 3 clusters Score: Raw -26225415.448082 + Penalty 3999.415991 = -26221416.032091 nChanged 1098 SP:Iteration 53Q (3174.030087 sec): 3 clusters Score: Raw -26225559.664019 + Penalty 3999.415991 = -26221560.248028 nChanged 1052 SP:Iteration 54Q (3174.393929 sec): 3 clusters Score: Raw -26225691.953043 + Penalty 3999.415991 = -26221692.537052 nChanged 1040 SP:Iteration 55Q (3174.755317 sec): 3 clusters Score: Raw -26225816.498200 + Penalty 3999.415991 = -26221817.082209 nChanged 1016 SP:Iteration 56Q (3175.144521 sec): 3 clusters Score: Raw -26225930.048124 + Penalty 3999.415991 = -26221930.632134 nChanged 952 SP:Iteration 57Q (3175.545510 sec): 3 clusters Score: Raw -26226033.130801 + Penalty 3999.415991 = -26222033.714810 nChanged 937 SP:Iteration 58Q (3175.942357 sec): 3 clusters Score: Raw -26226127.326645 + Penalty 3999.415991 = -26222127.910654 nChanged 818 SP:Iteration 59Q (3176.427816 sec): 3 clusters Score: Raw -26226197.693282 + Penalty 3999.415991 = -26222198.277291 nChanged 747 SP:Iteration 60F (3176.867730 sec): 3 clusters Score: Raw -26226254.832773 + Penalty 3999.415991 = -26222255.416782 nChanged 651 SP:Iteration 61Q (3177.256684 sec): 3 clusters Score: Raw -26226301.062652 + Penalty 3999.415991 = -26222301.646661 nChanged 609 SP:Iteration 62Q (3177.640649 sec): 3 clusters Score: Raw -26226342.591425 + Penalty 3999.415991 = -26222343.175435 nChanged 582 SP:Iteration 63Q (3178.030977 sec): 3 clusters Score: Raw -26226377.636658 + Penalty 3999.415991 = -26222378.220667 nChanged 533 SP:Iteration 64Q (3178.431107 sec): 3 clusters Score: Raw -26226408.429941 + Penalty 3999.415991 = -26222409.013950 nChanged 501 SP:Iteration 65Q (3178.860720 sec): 3 clusters Score: Raw -26226436.411403 + Penalty 3999.415991 = -26222436.995413 nChanged 474 SP:Iteration 66Q (3179.303740 sec): 3 clusters Score: Raw -26226460.556129 + Penalty 3999.415991 = -26222461.140138 nChanged 430 SP:Iteration 67Q (3179.701714 sec): 3 clusters Score: Raw -26226480.684395 + Penalty 3999.415991 = -26222481.268405 nChanged 378 SP:Iteration 68Q (3180.085605 sec): 3 clusters Score: Raw -26226496.086015 + Penalty 3999.415991 = -26222496.670025 nChanged 334 SP:Iteration 69Q (3180.481769 sec): 3 clusters Score: Raw -26226509.253514 + Penalty 3999.415991 = -26222509.837524 nChanged 275 SP:Iteration 70Q (3180.864328 sec): 3 clusters Score: Raw -26226518.563069 + Penalty 3999.415991 = -26222519.147078 nChanged 276 SP:Iteration 71Q (3181.248015 sec): 3 clusters Score: Raw -26226527.223132 + Penalty 3999.415991 = -26222527.807142 nChanged 243 SP:Iteration 72Q (3181.633219 sec): 3 clusters Score: Raw -26226534.567448 + Penalty 3999.415991 = -26222535.151458 nChanged 223 SP:Iteration 73Q (3182.005416 sec): 3 clusters Score: Raw -26226539.935635 + Penalty 3999.415991 = -26222540.519644 nChanged 187 SP:Iteration 74Q (3182.380538 sec): 3 clusters Score: Raw -26226544.049482 + Penalty 3999.415991 = -26222544.633492 nChanged 164 SP:Iteration 75Q (3182.766735 sec): 3 clusters Score: Raw -26226547.552005 + Penalty 3999.415991 = -26222548.136014 nChanged 167 SP:Iteration 76Q (3183.168954 sec): 3 clusters Score: Raw -26226551.017404 + Penalty 3999.415991 = -26222551.601414 nChanged 156 SP:Iteration 77Q (3183.551849 sec): 3 clusters Score: Raw -26226553.872884 + Penalty 3999.415991 = -26222554.456894 nChanged 112 SP:Iteration 78Q (3183.945434 sec): 3 clusters Score: Raw -26226555.634930 + Penalty 3999.415991 = -26222556.218939 nChanged 95 SP:Iteration 79Q (3184.331457 sec): 3 clusters Score: Raw -26226556.943110 + Penalty 3999.415991 = -26222557.527120 nChanged 81 SP:Iteration 80F (3184.728114 sec): 3 clusters Score: Raw -26226557.997021 + Penalty 3999.415991 = -26222558.581030 nChanged 85 SP:Iteration 81Q (3185.152796 sec): 3 clusters Score: Raw -26226559.067001 + Penalty 3999.415991 = -26222559.651010 nChanged 80 SP:Iteration 82Q (3185.578063 sec): 3 clusters Score: Raw -26226560.019895 + Penalty 3999.415991 = -26222560.603905 nChanged 76 SP:Iteration 83Q (3186.004453 sec): 3 clusters Score: Raw -26226560.808902 + Penalty 3999.415991 = -26222561.392911 nChanged 67 SP:Iteration 84Q (3186.426471 sec): 3 clusters Score: Raw -26226561.507589 + Penalty 3999.415991 = -26222562.091598 nChanged 55 SP:Iteration 85Q (3186.844735 sec): 3 clusters Score: Raw -26226562.056231 + Penalty 3999.415991 = -26222562.640240 nChanged 49 SP:Iteration 86Q (3187.234170 sec): 3 clusters Score: Raw -26226562.582701 + Penalty 3999.415991 = -26222563.166711 nChanged 43 SP:Iteration 87Q (3187.656063 sec): 3 clusters Score: Raw -26226563.020655 + Penalty 3999.415991 = -26222563.604664 nChanged 37 SP:Iteration 88Q (3188.040655 sec): 3 clusters Score: Raw -26226563.345381 + Penalty 3999.415991 = -26222563.929390 nChanged 38 SP:Iteration 89Q (3188.427841 sec): 3 clusters Score: Raw -26226563.659396 + Penalty 3999.415991 = -26222564.243405 nChanged 28 SP:Iteration 90Q (3188.815491 sec): 3 clusters Score: Raw -26226563.877184 + Penalty 3999.415991 = -26222564.461193 nChanged 23 SP:Iteration 91Q (3189.229969 sec): 3 clusters Score: Raw -26226564.076046 + Penalty 3999.415991 = -26222564.660055 nChanged 26 SP:Iteration 92Q (3189.621325 sec): 3 clusters Score: Raw -26226564.281218 + Penalty 3999.415991 = -26222564.865227 nChanged 21 SP:Iteration 93Q (3190.030601 sec): 3 clusters Score: Raw -26226564.454223 + Penalty 3999.415991 = -26222565.038233 nChanged 36 SP:Iteration 94Q (3190.425745 sec): 3 clusters Score: Raw -26226564.752924 + Penalty 3999.415991 = -26222565.336933 nChanged 32 SP:Iteration 95Q (3190.806713 sec): 3 clusters Score: Raw -26226565.064608 + Penalty 3999.415991 = -26222565.648618 nChanged 24 SP:Iteration 96Q (3191.197405 sec): 3 clusters Score: Raw -26226565.268266 + Penalty 3999.415991 = -26222565.852275 nChanged 23 SP:Iteration 97Q (3191.590297 sec): 3 clusters Score: Raw -26226565.451042 + Penalty 3999.415991 = -26222566.035051 nChanged 17 SP:Iteration 98Q (3192.013041 sec): 3 clusters Score: Raw -26226565.575236 + Penalty 3999.415991 = -26222566.159246 nChanged 12 SP:Iteration 99Q (3192.438419 sec): 3 clusters Score: Raw -26226565.673746 + Penalty 3999.415991 = -26222566.257755 nChanged 21 SP:Iteration 100F (3192.837379 sec): 3 clusters Score: Raw -26226565.830359 + Penalty 3999.415991 = -26222566.414368 nChanged 24 SP:Iteration 101Q (3193.229284 sec): 3 clusters Score: Raw -26226565.994898 + Penalty 3999.415991 = -26222566.578908 nChanged 22 SP:Iteration 102Q (3193.609597 sec): 3 clusters Score: Raw -26226566.193109 + Penalty 3999.415991 = -26222566.777118 nChanged 24 SP:Iteration 103Q (3193.993466 sec): 3 clusters Score: Raw -26226566.406844 + Penalty 3999.415991 = -26222566.990853 nChanged 27 SP:Iteration 104Q (3194.376807 sec): 3 clusters Score: Raw -26226566.626661 + Penalty 3999.415991 = -26222567.210670 nChanged 27 SP:Iteration 105Q (3194.769327 sec): 3 clusters Score: Raw -26226566.854450 + Penalty 3999.415991 = -26222567.438460 nChanged 34 SP:Iteration 106Q (3195.166127 sec): 3 clusters Score: Raw -26226567.215850 + Penalty 3999.415991 = -26222567.799860 nChanged 32 SP:Iteration 107Q (3195.559992 sec): 3 clusters Score: Raw -26226567.542950 + Penalty 3999.415991 = -26222568.126959 nChanged 36 SP:Iteration 108Q (3196.000284 sec): 3 clusters Score: Raw -26226567.829914 + Penalty 3999.415991 = -26222568.413923 nChanged 28 SP:Iteration 109Q (3196.414324 sec): 3 clusters Score: Raw -26226568.043016 + Penalty 3999.415991 = -26222568.627026 nChanged 16 SP:Iteration 110Q (3196.808995 sec): 3 clusters Score: Raw -26226568.149234 + Penalty 3999.415991 = -26222568.733244 nChanged 13 SP:Iteration 111Q (3197.209976 sec): 3 clusters Score: Raw -26226568.212904 + Penalty 3999.415991 = -26222568.796913 nChanged 12 SP:Iteration 112Q (3197.590166 sec): 3 clusters Score: Raw -26226568.297419 + Penalty 3999.415991 = -26222568.881429 nChanged 17 SP:Iteration 113Q (3197.975625 sec): 3 clusters Score: Raw -26226568.453137 + Penalty 3999.415991 = -26222569.037146 nChanged 21 SP:Iteration 114Q (3198.364671 sec): 3 clusters Score: Raw -26226568.619330 + Penalty 3999.415991 = -26222569.203339 nChanged 16 SP:Iteration 115Q (3198.753488 sec): 3 clusters Score: Raw -26226568.705406 + Penalty 3999.415991 = -26222569.289416 nChanged 10 SP:Iteration 116Q (3199.141710 sec): 3 clusters Score: Raw -26226568.769928 + Penalty 3999.415991 = -26222569.353938 nChanged 11 SP:Iteration 117Q (3199.524684 sec): 3 clusters Score: Raw -26226568.826258 + Penalty 3999.415991 = -26222569.410267 nChanged 11 SP:Iteration 118Q (3199.928862 sec): 3 clusters Score: Raw -26226568.892703 + Penalty 3999.415991 = -26222569.476712 nChanged 11 SP:Iteration 119Q (3200.334614 sec): 3 clusters Score: Raw -26226568.947666 + Penalty 3999.415991 = -26222569.531676 nChanged 8 SP:Iteration 120F (3200.739222 sec): 3 clusters Score: Raw -26226568.984748 + Penalty 3999.415991 = -26222569.568757 nChanged 6 SP:Iteration 121Q (3201.132060 sec): 3 clusters Score: Raw -26226569.012571 + Penalty 3999.415991 = -26222569.596580 nChanged 0 SP:Iteration 122F (3201.521011 sec): 3 clusters Score: Raw -26226569.012571 + Penalty 3999.415991 = -26222569.596580 nChanged 0 Trying to split cluster 5 (7050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3201.559122 sec): 2 clusters Score: Raw -814920.705093 + Penalty 1439.877221 = -813480.827872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3201.610819 sec): 3 clusters Score: Raw -811117.181414 + Penalty 2879.754441 = -808237.426973 nChanged 2973 SP:Iteration 1F (3201.680511 sec): 3 clusters Score: Raw -812837.919761 + Penalty 2879.754441 = -809958.165320 nChanged 532 SP:Iteration 2F (3201.729848 sec): 3 clusters Score: Raw -813231.741954 + Penalty 2879.754441 = -810351.987512 nChanged 501 SP:Iteration 3F (3201.789794 sec): 3 clusters Score: Raw -813652.054811 + Penalty 2879.754441 = -810772.300370 nChanged 470 SP:Iteration 4F (3201.849921 sec): 3 clusters Score: Raw -814016.043619 + Penalty 2879.754441 = -811136.289177 nChanged 471 SP:Iteration 5F (3201.898234 sec): 3 clusters Score: Raw -814382.273283 + Penalty 2879.754441 = -811502.518842 nChanged 418 SP:Iteration 6F (3201.958112 sec): 3 clusters Score: Raw -814722.968579 + Penalty 2879.754441 = -811843.214137 nChanged 415 SP:Iteration 7F (3202.006991 sec): 3 clusters Score: Raw -815069.359941 + Penalty 2879.754441 = -812189.605500 nChanged 373 SP:Iteration 8F (3202.065859 sec): 3 clusters Score: Raw -815369.651699 + Penalty 2879.754441 = -812489.897258 nChanged 299 SP:Iteration 9Q (3202.125431 sec): 3 clusters Score: Raw -815640.579170 + Penalty 2879.754441 = -812760.824729 nChanged 231 SP:Iteration 10Q (3202.161555 sec): 3 clusters Score: Raw -815850.025336 + Penalty 2879.754441 = -812970.270895 nChanged 179 SP:Iteration 11Q (3202.213045 sec): 3 clusters Score: Raw -816026.962049 + Penalty 2879.754441 = -813147.207608 nChanged 125 SP:Iteration 12Q (3202.265785 sec): 3 clusters Score: Raw -816143.040005 + Penalty 2879.754441 = -813263.285564 nChanged 86 SP:Iteration 13Q (3202.321819 sec): 3 clusters Score: Raw -816216.548975 + Penalty 2879.754441 = -813336.794534 nChanged 51 SP:Iteration 14Q (3202.364251 sec): 3 clusters Score: Raw -816247.941171 + Penalty 2879.754441 = -813368.186730 nChanged 30 SP:Iteration 15Q (3202.412742 sec): 3 clusters Score: Raw -816261.673429 + Penalty 2879.754441 = -813381.918988 nChanged 25 SP:Iteration 16Q (3202.467288 sec): 3 clusters Score: Raw -816274.526244 + Penalty 2879.754441 = -813394.771803 nChanged 22 SP:Iteration 17Q (3202.528212 sec): 3 clusters Score: Raw -816285.497596 + Penalty 2879.754441 = -813405.743155 nChanged 20 SP:Iteration 18Q (3202.569747 sec): 3 clusters Score: Raw -816293.000319 + Penalty 2879.754441 = -813413.245877 nChanged 11 SP:Iteration 19Q (3202.620581 sec): 3 clusters Score: Raw -816297.098040 + Penalty 2879.754441 = -813417.343599 nChanged 9 SP:Iteration 20F (3202.674093 sec): 3 clusters Score: Raw -816300.538665 + Penalty 2879.754441 = -813420.784224 nChanged 8 SP:Iteration 21Q (3202.733766 sec): 3 clusters Score: Raw -816303.124219 + Penalty 2879.754441 = -813423.369777 nChanged 5 SP:Iteration 22Q (3202.782550 sec): 3 clusters Score: Raw -816304.198040 + Penalty 2879.754441 = -813424.443599 nChanged 3 SP:Iteration 23Q (3202.822976 sec): 3 clusters Score: Raw -816305.746020 + Penalty 2879.754441 = -813425.991579 nChanged 6 SP:Iteration 24Q (3202.873366 sec): 3 clusters Score: Raw -816307.449220 + Penalty 2879.754441 = -813427.694779 nChanged 3 SP:Iteration 25Q (3202.921147 sec): 3 clusters Score: Raw -816308.094613 + Penalty 2879.754441 = -813428.340172 nChanged 1 SP:Iteration 26Q (3202.972549 sec): 3 clusters Score: Raw -816308.246485 + Penalty 2879.754441 = -813428.492044 nChanged 0 SP:Iteration 27F (3203.014815 sec): 3 clusters Score: Raw -816308.246485 + Penalty 2879.754441 = -813428.492044 nChanged 0 Trying to split cluster 6 (11976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3203.050591 sec): 2 clusters Score: Raw -1379813.451873 + Penalty 1525.982238 = -1378287.469635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3203.111817 sec): 3 clusters Score: Raw -1372870.651831 + Penalty 3051.964476 = -1369818.687356 nChanged 5251 SP:Iteration 1F (3203.172069 sec): 3 clusters Score: Raw -1375794.103866 + Penalty 3051.964476 = -1372742.139390 nChanged 783 SP:Iteration 2F (3203.231915 sec): 3 clusters Score: Raw -1376193.843293 + Penalty 3051.964476 = -1373141.878817 nChanged 666 SP:Iteration 3F (3203.292313 sec): 3 clusters Score: Raw -1376571.974296 + Penalty 3051.964476 = -1373520.009820 nChanged 688 SP:Iteration 4F (3203.352836 sec): 3 clusters Score: Raw -1377021.956827 + Penalty 3051.964476 = -1373969.992351 nChanged 675 SP:Iteration 5F (3203.412819 sec): 3 clusters Score: Raw -1377436.345442 + Penalty 3051.964476 = -1374384.380966 nChanged 633 SP:Iteration 6F (3203.474942 sec): 3 clusters Score: Raw -1377786.688268 + Penalty 3051.964476 = -1374734.723792 nChanged 560 SP:Iteration 7Q (3203.537351 sec): 3 clusters Score: Raw -1378113.155858 + Penalty 3051.964476 = -1375061.191382 nChanged 525 SP:Iteration 8Q (3203.594338 sec): 3 clusters Score: Raw -1378400.385666 + Penalty 3051.964476 = -1375348.421190 nChanged 478 SP:Iteration 9Q (3203.654841 sec): 3 clusters Score: Raw -1378690.544040 + Penalty 3051.964476 = -1375638.579564 nChanged 427 SP:Iteration 10Q (3203.713558 sec): 3 clusters Score: Raw -1378972.845105 + Penalty 3051.964476 = -1375920.880629 nChanged 421 SP:Iteration 11Q (3203.783197 sec): 3 clusters Score: Raw -1379213.183139 + Penalty 3051.964476 = -1376161.218663 nChanged 348 SP:Iteration 12Q (3203.827810 sec): 3 clusters Score: Raw -1379388.011777 + Penalty 3051.964476 = -1376336.047301 nChanged 298 SP:Iteration 13Q (3203.886786 sec): 3 clusters Score: Raw -1379504.709908 + Penalty 3051.964476 = -1376452.745432 nChanged 231 SP:Iteration 14Q (3203.956399 sec): 3 clusters Score: Raw -1379595.489716 + Penalty 3051.964476 = -1376543.525240 nChanged 208 SP:Iteration 15Q (3203.999417 sec): 3 clusters Score: Raw -1379680.765752 + Penalty 3051.964476 = -1376628.801276 nChanged 232 SP:Iteration 16Q (3204.058669 sec): 3 clusters Score: Raw -1379779.548669 + Penalty 3051.964476 = -1376727.584193 nChanged 232 SP:Iteration 17Q (3204.118050 sec): 3 clusters Score: Raw -1379868.473331 + Penalty 3051.964476 = -1376816.508855 nChanged 217 SP:Iteration 18Q (3204.176704 sec): 3 clusters Score: Raw -1379966.407426 + Penalty 3051.964476 = -1376914.442950 nChanged 209 SP:Iteration 19Q (3204.245966 sec): 3 clusters Score: Raw -1380061.425901 + Penalty 3051.964476 = -1377009.461425 nChanged 218 SP:Iteration 20F (3204.307664 sec): 3 clusters Score: Raw -1380144.310425 + Penalty 3051.964476 = -1377092.345949 nChanged 204 SP:Iteration 21Q (3204.369279 sec): 3 clusters Score: Raw -1380212.348882 + Penalty 3051.964476 = -1377160.384406 nChanged 158 SP:Iteration 22Q (3204.423800 sec): 3 clusters Score: Raw -1380252.479888 + Penalty 3051.964476 = -1377200.515412 nChanged 132 SP:Iteration 23Q (3204.486363 sec): 3 clusters Score: Raw -1380288.077630 + Penalty 3051.964476 = -1377236.113154 nChanged 114 SP:Iteration 24Q (3204.549328 sec): 3 clusters Score: Raw -1380317.604113 + Penalty 3051.964476 = -1377265.639637 nChanged 100 SP:Iteration 25Q (3204.611965 sec): 3 clusters Score: Raw -1380339.876382 + Penalty 3051.964476 = -1377287.911906 nChanged 88 SP:Iteration 26Q (3204.674671 sec): 3 clusters Score: Raw -1380358.843228 + Penalty 3051.964476 = -1377306.878752 nChanged 93 SP:Iteration 27Q (3204.737582 sec): 3 clusters Score: Raw -1380378.696159 + Penalty 3051.964476 = -1377326.731683 nChanged 78 SP:Iteration 28Q (3204.803696 sec): 3 clusters Score: Raw -1380395.952101 + Penalty 3051.964476 = -1377343.987625 nChanged 71 SP:Iteration 29Q (3204.880401 sec): 3 clusters Score: Raw -1380408.456338 + Penalty 3051.964476 = -1377356.491862 nChanged 63 SP:Iteration 30Q (3204.934590 sec): 3 clusters Score: Raw -1380418.825191 + Penalty 3051.964476 = -1377366.860715 nChanged 62 SP:Iteration 31Q (3204.994185 sec): 3 clusters Score: Raw -1380429.934806 + Penalty 3051.964476 = -1377377.970330 nChanged 56 SP:Iteration 32Q (3205.057987 sec): 3 clusters Score: Raw -1380437.987169 + Penalty 3051.964476 = -1377386.022693 nChanged 51 SP:Iteration 33Q (3205.126886 sec): 3 clusters Score: Raw -1380445.286111 + Penalty 3051.964476 = -1377393.321635 nChanged 43 SP:Iteration 34Q (3205.175685 sec): 3 clusters Score: Raw -1380451.721300 + Penalty 3051.964476 = -1377399.756824 nChanged 38 SP:Iteration 35Q (3205.243465 sec): 3 clusters Score: Raw -1380457.592516 + Penalty 3051.964476 = -1377405.628040 nChanged 40 SP:Iteration 36Q (3205.303312 sec): 3 clusters Score: Raw -1380463.938751 + Penalty 3051.964476 = -1377411.974275 nChanged 40 SP:Iteration 37Q (3205.371966 sec): 3 clusters Score: Raw -1380469.388335 + Penalty 3051.964476 = -1377417.423859 nChanged 29 SP:Iteration 38Q (3205.441950 sec): 3 clusters Score: Raw -1380473.063627 + Penalty 3051.964476 = -1377421.099151 nChanged 27 SP:Iteration 39Q (3205.512163 sec): 3 clusters Score: Raw -1380476.424014 + Penalty 3051.964476 = -1377424.459538 nChanged 28 SP:Iteration 40F (3205.580928 sec): 3 clusters Score: Raw -1380479.209745 + Penalty 3051.964476 = -1377427.245269 nChanged 22 SP:Iteration 41Q (3205.643604 sec): 3 clusters Score: Raw -1380481.911159 + Penalty 3051.964476 = -1377429.946683 nChanged 26 SP:Iteration 42Q (3205.708721 sec): 3 clusters Score: Raw -1380484.358863 + Penalty 3051.964476 = -1377432.394387 nChanged 17 SP:Iteration 43Q (3205.774910 sec): 3 clusters Score: Raw -1380485.825179 + Penalty 3051.964476 = -1377433.860703 nChanged 15 SP:Iteration 44Q (3205.854096 sec): 3 clusters Score: Raw -1380487.558368 + Penalty 3051.964476 = -1377435.593892 nChanged 17 SP:Iteration 45Q (3205.923331 sec): 3 clusters Score: Raw -1380489.184420 + Penalty 3051.964476 = -1377437.219944 nChanged 17 SP:Iteration 46Q (3205.990008 sec): 3 clusters Score: Raw -1380490.894165 + Penalty 3051.964476 = -1377438.929689 nChanged 13 SP:Iteration 47Q (3206.054883 sec): 3 clusters Score: Raw -1380491.835011 + Penalty 3051.964476 = -1377439.870535 nChanged 5 SP:Iteration 48Q (3206.118360 sec): 3 clusters Score: Raw -1380492.359079 + Penalty 3051.964476 = -1377440.394603 nChanged 8 SP:Iteration 49Q (3206.173319 sec): 3 clusters Score: Raw -1380493.144961 + Penalty 3051.964476 = -1377441.180486 nChanged 5 SP:Iteration 50Q (3206.232313 sec): 3 clusters Score: Raw -1380493.530943 + Penalty 3051.964476 = -1377441.566467 nChanged 2 SP:Iteration 51Q (3206.283728 sec): 3 clusters Score: Raw -1380493.622832 + Penalty 3051.964476 = -1377441.658356 nChanged 1 SP:Iteration 52Q (3206.334529 sec): 3 clusters Score: Raw -1380493.689854 + Penalty 3051.964476 = -1377441.725378 nChanged 0 SP:Iteration 53F (3206.389886 sec): 3 clusters Score: Raw -1380493.689854 + Penalty 3051.964476 = -1377441.725378 nChanged 0 Trying to split cluster 7 (3632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3206.415608 sec): 2 clusters Score: Raw -383824.742789 + Penalty 1332.100045 = -382492.642744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3206.454506 sec): 3 clusters Score: Raw -382085.941619 + Penalty 2664.200090 = -379421.741529 nChanged 1393 SP:Iteration 1F (3206.493381 sec): 3 clusters Score: Raw -382963.527583 + Penalty 2664.200090 = -380299.327493 nChanged 312 SP:Iteration 2F (3206.525734 sec): 3 clusters Score: Raw -383199.564666 + Penalty 2664.200090 = -380535.364575 nChanged 220 SP:Iteration 3F (3206.570634 sec): 3 clusters Score: Raw -383372.072371 + Penalty 2664.200090 = -380707.872281 nChanged 180 SP:Iteration 4Q (3206.602239 sec): 3 clusters Score: Raw -383495.364054 + Penalty 2664.200090 = -380831.163964 nChanged 157 SP:Iteration 5Q (3206.647252 sec): 3 clusters Score: Raw -383616.696842 + Penalty 2664.200090 = -380952.496751 nChanged 155 SP:Iteration 6Q (3206.685763 sec): 3 clusters Score: Raw -383743.621945 + Penalty 2664.200090 = -381079.421855 nChanged 149 SP:Iteration 7Q (3206.717372 sec): 3 clusters Score: Raw -383853.970919 + Penalty 2664.200090 = -381189.770828 nChanged 131 SP:Iteration 8Q (3206.770773 sec): 3 clusters Score: Raw -383961.675624 + Penalty 2664.200090 = -381297.475534 nChanged 122 SP:Iteration 9Q (3206.806173 sec): 3 clusters Score: Raw -384055.681922 + Penalty 2664.200090 = -381391.481831 nChanged 118 SP:Iteration 10Q (3206.837895 sec): 3 clusters Score: Raw -384124.655938 + Penalty 2664.200090 = -381460.455848 nChanged 75 SP:Iteration 11Q (3206.880662 sec): 3 clusters Score: Raw -384169.687638 + Penalty 2664.200090 = -381505.487547 nChanged 61 SP:Iteration 12Q (3206.925107 sec): 3 clusters Score: Raw -384207.061195 + Penalty 2664.200090 = -381542.861104 nChanged 55 SP:Iteration 13Q (3206.960621 sec): 3 clusters Score: Raw -384239.878331 + Penalty 2664.200090 = -381575.678241 nChanged 46 SP:Iteration 14Q (3207.005940 sec): 3 clusters Score: Raw -384268.706693 + Penalty 2664.200090 = -381604.506602 nChanged 40 SP:Iteration 15Q (3207.062169 sec): 3 clusters Score: Raw -384297.921593 + Penalty 2664.200090 = -381633.721502 nChanged 33 SP:Iteration 16Q (3207.099966 sec): 3 clusters Score: Raw -384323.865028 + Penalty 2664.200090 = -381659.664938 nChanged 30 SP:Iteration 17Q (3207.147716 sec): 3 clusters Score: Raw -384342.544781 + Penalty 2664.200090 = -381678.344691 nChanged 24 SP:Iteration 18Q (3207.193358 sec): 3 clusters Score: Raw -384352.017748 + Penalty 2664.200090 = -381687.817658 nChanged 16 SP:Iteration 19Q (3207.247501 sec): 3 clusters Score: Raw -384358.352906 + Penalty 2664.200090 = -381694.152816 nChanged 13 SP:Iteration 20F (3207.289778 sec): 3 clusters Score: Raw -384362.782280 + Penalty 2664.200090 = -381698.582190 nChanged 15 SP:Iteration 21Q (3207.342187 sec): 3 clusters Score: Raw -384366.524307 + Penalty 2664.200090 = -381702.324216 nChanged 8 SP:Iteration 22Q (3207.395158 sec): 3 clusters Score: Raw -384369.176125 + Penalty 2664.200090 = -381704.976035 nChanged 7 SP:Iteration 23Q (3207.442269 sec): 3 clusters Score: Raw -384371.193456 + Penalty 2664.200090 = -381706.993366 nChanged 10 SP:Iteration 24Q (3207.495250 sec): 3 clusters Score: Raw -384374.121583 + Penalty 2664.200090 = -381709.921493 nChanged 13 SP:Iteration 25Q (3207.560300 sec): 3 clusters Score: Raw -384378.619255 + Penalty 2664.200090 = -381714.419164 nChanged 12 SP:Iteration 26Q (3207.606042 sec): 3 clusters Score: Raw -384382.712912 + Penalty 2664.200090 = -381718.512822 nChanged 9 SP:Iteration 27Q (3207.661062 sec): 3 clusters Score: Raw -384386.226710 + Penalty 2664.200090 = -381722.026620 nChanged 8 SP:Iteration 28Q (3207.705259 sec): 3 clusters Score: Raw -384388.410914 + Penalty 2664.200090 = -381724.210824 nChanged 8 SP:Iteration 29Q (3207.760118 sec): 3 clusters Score: Raw -384390.263580 + Penalty 2664.200090 = -381726.063489 nChanged 4 SP:Iteration 30Q (3207.813116 sec): 3 clusters Score: Raw -384391.463378 + Penalty 2664.200090 = -381727.263287 nChanged 5 SP:Iteration 31Q (3207.875351 sec): 3 clusters Score: Raw -384392.503533 + Penalty 2664.200090 = -381728.303443 nChanged 0 SP:Iteration 32F (3207.918918 sec): 3 clusters Score: Raw -384392.503533 + Penalty 2664.200090 = -381728.303443 nChanged 0 Trying to split cluster 8 (97805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3208.074042 sec): 2 clusters Score: Raw -11541957.850395 + Penalty 1867.243784 = -11540090.606610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3208.284801 sec): 3 clusters Score: Raw -11478421.588485 + Penalty 3734.487568 = -11474687.100916 nChanged 46526 SP:Iteration 1F (3208.499572 sec): 3 clusters Score: Raw -11505493.451164 + Penalty 3734.487568 = -11501758.963595 nChanged 3324 SP:Iteration 2Q (3208.717815 sec): 3 clusters Score: Raw -11506332.150383 + Penalty 3734.487568 = -11502597.662814 nChanged 3339 SP:Iteration 3Q (3208.950029 sec): 3 clusters Score: Raw -11507226.977160 + Penalty 3734.487568 = -11503492.489591 nChanged 3403 SP:Iteration 4Q (3209.240197 sec): 3 clusters Score: Raw -11508332.484562 + Penalty 3734.487568 = -11504597.996994 nChanged 3777 SP:Iteration 5Q (3209.470245 sec): 3 clusters Score: Raw -11509903.664748 + Penalty 3734.487568 = -11506169.177179 nChanged 4422 SP:Iteration 6Q (3209.703635 sec): 3 clusters Score: Raw -11512210.009353 + Penalty 3734.487568 = -11508475.521785 nChanged 5236 SP:Iteration 7F (3209.910974 sec): 3 clusters Score: Raw -11515509.747169 + Penalty 3734.487568 = -11511775.259600 nChanged 6001 SP:Iteration 8F (3210.114425 sec): 3 clusters Score: Raw -11519881.113070 + Penalty 3734.487568 = -11516146.625502 nChanged 6418 SP:Iteration 9F (3210.310179 sec): 3 clusters Score: Raw -11525054.655363 + Penalty 3734.487568 = -11521320.167795 nChanged 6236 SP:Iteration 10F (3210.564770 sec): 3 clusters Score: Raw -11530368.601375 + Penalty 3734.487568 = -11526634.113807 nChanged 5249 SP:Iteration 11F (3210.774448 sec): 3 clusters Score: Raw -11534833.769190 + Penalty 3734.487568 = -11531099.281621 nChanged 3701 SP:Iteration 12Q (3210.959806 sec): 3 clusters Score: Raw -11537878.233222 + Penalty 3734.487568 = -11534143.745654 nChanged 2517 SP:Iteration 13Q (3211.152782 sec): 3 clusters Score: Raw -11539821.570943 + Penalty 3734.487568 = -11536087.083375 nChanged 1651 SP:Iteration 14Q (3211.353858 sec): 3 clusters Score: Raw -11540940.760828 + Penalty 3734.487568 = -11537206.273259 nChanged 1050 SP:Iteration 15Q (3211.579198 sec): 3 clusters Score: Raw -11541573.051205 + Penalty 3734.487568 = -11537838.563637 nChanged 718 SP:Iteration 16Q (3211.769419 sec): 3 clusters Score: Raw -11541968.881823 + Penalty 3734.487568 = -11538234.394255 nChanged 494 SP:Iteration 17Q (3211.942756 sec): 3 clusters Score: Raw -11542208.257024 + Penalty 3734.487568 = -11538473.769456 nChanged 369 SP:Iteration 18Q (3212.124158 sec): 3 clusters Score: Raw -11542367.643959 + Penalty 3734.487568 = -11538633.156391 nChanged 265 SP:Iteration 19Q (3212.306259 sec): 3 clusters Score: Raw -11542469.522915 + Penalty 3734.487568 = -11538735.035347 nChanged 188 SP:Iteration 20F (3212.502120 sec): 3 clusters Score: Raw -11542538.439652 + Penalty 3734.487568 = -11538803.952084 nChanged 157 SP:Iteration 21Q (3212.692499 sec): 3 clusters Score: Raw -11542592.563026 + Penalty 3734.487568 = -11538858.075458 nChanged 130 SP:Iteration 22Q (3212.888369 sec): 3 clusters Score: Raw -11542634.749941 + Penalty 3734.487568 = -11538900.262373 nChanged 112 SP:Iteration 23Q (3213.075250 sec): 3 clusters Score: Raw -11542669.247397 + Penalty 3734.487568 = -11538934.759829 nChanged 95 SP:Iteration 24Q (3213.270185 sec): 3 clusters Score: Raw -11542696.014852 + Penalty 3734.487568 = -11538961.527284 nChanged 80 SP:Iteration 25Q (3213.458472 sec): 3 clusters Score: Raw -11542720.901189 + Penalty 3734.487568 = -11538986.413620 nChanged 64 SP:Iteration 26Q (3213.653159 sec): 3 clusters Score: Raw -11542740.232483 + Penalty 3734.487568 = -11539005.744915 nChanged 61 SP:Iteration 27Q (3213.835635 sec): 3 clusters Score: Raw -11542757.539502 + Penalty 3734.487568 = -11539023.051934 nChanged 54 SP:Iteration 28Q (3214.031610 sec): 3 clusters Score: Raw -11542768.931438 + Penalty 3734.487568 = -11539034.443870 nChanged 36 SP:Iteration 29Q (3214.209226 sec): 3 clusters Score: Raw -11542776.787070 + Penalty 3734.487568 = -11539042.299501 nChanged 35 SP:Iteration 30Q (3214.400692 sec): 3 clusters Score: Raw -11542783.101157 + Penalty 3734.487568 = -11539048.613588 nChanged 25 SP:Iteration 31Q (3214.596994 sec): 3 clusters Score: Raw -11542788.758126 + Penalty 3734.487568 = -11539054.270557 nChanged 18 SP:Iteration 32Q (3214.796958 sec): 3 clusters Score: Raw -11542792.646256 + Penalty 3734.487568 = -11539058.158688 nChanged 20 SP:Iteration 33Q (3214.996650 sec): 3 clusters Score: Raw -11542796.353375 + Penalty 3734.487568 = -11539061.865807 nChanged 17 SP:Iteration 34Q (3215.185380 sec): 3 clusters Score: Raw -11542799.718184 + Penalty 3734.487568 = -11539065.230616 nChanged 17 SP:Iteration 35Q (3215.368150 sec): 3 clusters Score: Raw -11542803.734445 + Penalty 3734.487568 = -11539069.246877 nChanged 22 SP:Iteration 36Q (3215.546912 sec): 3 clusters Score: Raw -11542807.661642 + Penalty 3734.487568 = -11539073.174074 nChanged 16 SP:Iteration 37Q (3215.728568 sec): 3 clusters Score: Raw -11542810.722320 + Penalty 3734.487568 = -11539076.234752 nChanged 19 SP:Iteration 38Q (3215.943975 sec): 3 clusters Score: Raw -11542815.116241 + Penalty 3734.487568 = -11539080.628673 nChanged 18 SP:Iteration 39Q (3216.140424 sec): 3 clusters Score: Raw -11542818.360487 + Penalty 3734.487568 = -11539083.872919 nChanged 19 SP:Iteration 40F (3216.344287 sec): 3 clusters Score: Raw -11542822.146559 + Penalty 3734.487568 = -11539087.658991 nChanged 22 SP:Iteration 41Q (3216.509859 sec): 3 clusters Score: Raw -11542826.244103 + Penalty 3734.487568 = -11539091.756535 nChanged 17 SP:Iteration 42Q (3216.684712 sec): 3 clusters Score: Raw -11542830.482298 + Penalty 3734.487568 = -11539095.994730 nChanged 19 SP:Iteration 43Q (3216.859440 sec): 3 clusters Score: Raw -11542834.428790 + Penalty 3734.487568 = -11539099.941222 nChanged 17 SP:Iteration 44Q (3217.030453 sec): 3 clusters Score: Raw -11542837.389131 + Penalty 3734.487568 = -11539102.901562 nChanged 19 SP:Iteration 45Q (3217.193401 sec): 3 clusters Score: Raw -11542841.022413 + Penalty 3734.487568 = -11539106.534844 nChanged 14 SP:Iteration 46Q (3217.367754 sec): 3 clusters Score: Raw -11542843.175745 + Penalty 3734.487568 = -11539108.688176 nChanged 10 SP:Iteration 47Q (3217.530970 sec): 3 clusters Score: Raw -11542845.554930 + Penalty 3734.487568 = -11539111.067362 nChanged 14 SP:Iteration 48Q (3217.698458 sec): 3 clusters Score: Raw -11542848.531811 + Penalty 3734.487568 = -11539114.044243 nChanged 15 SP:Iteration 49Q (3217.873338 sec): 3 clusters Score: Raw -11542851.980850 + Penalty 3734.487568 = -11539117.493281 nChanged 14 SP:Iteration 50Q (3218.040039 sec): 3 clusters Score: Raw -11542855.661846 + Penalty 3734.487568 = -11539121.174277 nChanged 10 SP:Iteration 51Q (3218.214746 sec): 3 clusters Score: Raw -11542856.737323 + Penalty 3734.487568 = -11539122.249755 nChanged 1 SP:Iteration 52Q (3218.396473 sec): 3 clusters Score: Raw -11542856.793936 + Penalty 3734.487568 = -11539122.306367 nChanged 2 SP:Iteration 53Q (3218.580090 sec): 3 clusters Score: Raw -11542857.034437 + Penalty 3734.487568 = -11539122.546869 nChanged 3 SP:Iteration 54Q (3218.754878 sec): 3 clusters Score: Raw -11542857.541910 + Penalty 3734.487568 = -11539123.054342 nChanged 3 SP:Iteration 55Q (3218.926789 sec): 3 clusters Score: Raw -11542858.242188 + Penalty 3734.487568 = -11539123.754620 nChanged 7 SP:Iteration 56Q (3219.097919 sec): 3 clusters Score: Raw -11542859.355967 + Penalty 3734.487568 = -11539124.868399 nChanged 7 SP:Iteration 57Q (3219.267562 sec): 3 clusters Score: Raw -11542860.196608 + Penalty 3734.487568 = -11539125.709040 nChanged 4 SP:Iteration 58Q (3219.442032 sec): 3 clusters Score: Raw -11542861.032435 + Penalty 3734.487568 = -11539126.544867 nChanged 4 SP:Iteration 59Q (3219.616812 sec): 3 clusters Score: Raw -11542861.844299 + Penalty 3734.487568 = -11539127.356731 nChanged 3 SP:Iteration 60F (3219.810948 sec): 3 clusters Score: Raw -11542862.359384 + Penalty 3734.487568 = -11539127.871815 nChanged 4 SP:Iteration 61Q (3219.985497 sec): 3 clusters Score: Raw -11542862.752381 + Penalty 3734.487568 = -11539128.264813 nChanged 3 SP:Iteration 62Q (3220.160427 sec): 3 clusters Score: Raw -11542863.281825 + Penalty 3734.487568 = -11539128.794257 nChanged 3 SP:Iteration 63Q (3220.330200 sec): 3 clusters Score: Raw -11542863.713609 + Penalty 3734.487568 = -11539129.226041 nChanged 1 SP:Iteration 64Q (3220.505022 sec): 3 clusters Score: Raw -11542863.852967 + Penalty 3734.487568 = -11539129.365398 nChanged 3 SP:Iteration 65Q (3220.679319 sec): 3 clusters Score: Raw -11542864.392739 + Penalty 3734.487568 = -11539129.905170 nChanged 5 SP:Iteration 66Q (3220.854582 sec): 3 clusters Score: Raw -11542864.839630 + Penalty 3734.487568 = -11539130.352062 nChanged 3 SP:Iteration 67Q (3221.019573 sec): 3 clusters Score: Raw -11542865.277344 + Penalty 3734.487568 = -11539130.789776 nChanged 2 SP:Iteration 68Q (3221.182135 sec): 3 clusters Score: Raw -11542865.605270 + Penalty 3734.487568 = -11539131.117702 nChanged 3 SP:Iteration 69Q (3221.345107 sec): 3 clusters Score: Raw -11542865.987009 + Penalty 3734.487568 = -11539131.499441 nChanged 1 SP:Iteration 70Q (3221.520205 sec): 3 clusters Score: Raw -11542866.039749 + Penalty 3734.487568 = -11539131.552181 nChanged 0 SP:Iteration 71F (3221.720320 sec): 3 clusters Score: Raw -11542866.039749 + Penalty 3734.487568 = -11539131.552181 nChanged 0 Trying to split cluster 9 (55291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3221.805140 sec): 2 clusters Score: Raw -6333975.580839 + Penalty 1774.559382 = -6332201.021458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3221.939602 sec): 3 clusters Score: Raw -6298784.800659 + Penalty 3549.118763 = -6295235.681896 nChanged 26206 SP:Iteration 1F (3222.077431 sec): 3 clusters Score: Raw -6314087.213260 + Penalty 3549.118763 = -6310538.094497 nChanged 2465 SP:Iteration 2Q (3222.213506 sec): 3 clusters Score: Raw -6315011.968187 + Penalty 3549.118763 = -6311462.849424 nChanged 2692 SP:Iteration 3Q (3222.370857 sec): 3 clusters Score: Raw -6316181.644417 + Penalty 3549.118763 = -6312632.525654 nChanged 2913 SP:Iteration 4F (3222.517521 sec): 3 clusters Score: Raw -6317634.740816 + Penalty 3549.118763 = -6314085.622053 nChanged 3037 SP:Iteration 5F (3222.645179 sec): 3 clusters Score: Raw -6319475.589263 + Penalty 3549.118763 = -6315926.470500 nChanged 3322 SP:Iteration 6F (3222.782252 sec): 3 clusters Score: Raw -6321595.194058 + Penalty 3549.118763 = -6318046.075295 nChanged 3174 SP:Iteration 7F (3222.921219 sec): 3 clusters Score: Raw -6323512.681207 + Penalty 3549.118763 = -6319963.562444 nChanged 2994 SP:Iteration 8F (3223.090729 sec): 3 clusters Score: Raw -6325240.448167 + Penalty 3549.118763 = -6321691.329404 nChanged 2795 SP:Iteration 9F (3223.246830 sec): 3 clusters Score: Raw -6326764.064815 + Penalty 3549.118763 = -6323214.946052 nChanged 2437 SP:Iteration 10Q (3223.378238 sec): 3 clusters Score: Raw -6327982.174189 + Penalty 3549.118763 = -6324433.055425 nChanged 2087 SP:Iteration 11Q (3223.512376 sec): 3 clusters Score: Raw -6328916.622640 + Penalty 3549.118763 = -6325367.503877 nChanged 1745 SP:Iteration 12Q (3223.631243 sec): 3 clusters Score: Raw -6329652.008494 + Penalty 3549.118763 = -6326102.889731 nChanged 1467 SP:Iteration 13Q (3223.752902 sec): 3 clusters Score: Raw -6330244.240949 + Penalty 3549.118763 = -6326695.122186 nChanged 1253 SP:Iteration 14Q (3223.870795 sec): 3 clusters Score: Raw -6330721.604242 + Penalty 3549.118763 = -6327172.485478 nChanged 1104 SP:Iteration 15Q (3223.991316 sec): 3 clusters Score: Raw -6331146.939801 + Penalty 3549.118763 = -6327597.821038 nChanged 1043 SP:Iteration 16Q (3224.126190 sec): 3 clusters Score: Raw -6331553.770272 + Penalty 3549.118763 = -6328004.651509 nChanged 1016 SP:Iteration 17Q (3224.259758 sec): 3 clusters Score: Raw -6331921.353148 + Penalty 3549.118763 = -6328372.234385 nChanged 926 SP:Iteration 18Q (3224.393383 sec): 3 clusters Score: Raw -6332236.115504 + Penalty 3549.118763 = -6328686.996741 nChanged 826 SP:Iteration 19Q (3224.527036 sec): 3 clusters Score: Raw -6332528.800515 + Penalty 3549.118763 = -6328979.681751 nChanged 800 SP:Iteration 20F (3224.661204 sec): 3 clusters Score: Raw -6332790.797729 + Penalty 3549.118763 = -6329241.678966 nChanged 739 SP:Iteration 21Q (3224.799196 sec): 3 clusters Score: Raw -6333007.123021 + Penalty 3549.118763 = -6329458.004258 nChanged 668 SP:Iteration 22Q (3224.930772 sec): 3 clusters Score: Raw -6333195.186907 + Penalty 3549.118763 = -6329646.068144 nChanged 571 SP:Iteration 23Q (3225.063064 sec): 3 clusters Score: Raw -6333344.959080 + Penalty 3549.118763 = -6329795.840317 nChanged 537 SP:Iteration 24Q (3225.188418 sec): 3 clusters Score: Raw -6333477.846485 + Penalty 3549.118763 = -6329928.727722 nChanged 515 SP:Iteration 25Q (3225.327113 sec): 3 clusters Score: Raw -6333600.877126 + Penalty 3549.118763 = -6330051.758363 nChanged 455 SP:Iteration 26Q (3225.459080 sec): 3 clusters Score: Raw -6333698.931902 + Penalty 3549.118763 = -6330149.813139 nChanged 408 SP:Iteration 27Q (3225.589685 sec): 3 clusters Score: Raw -6333780.349738 + Penalty 3549.118763 = -6330231.230974 nChanged 387 SP:Iteration 28Q (3225.725620 sec): 3 clusters Score: Raw -6333858.178694 + Penalty 3549.118763 = -6330309.059931 nChanged 426 SP:Iteration 29Q (3225.868038 sec): 3 clusters Score: Raw -6333945.137696 + Penalty 3549.118763 = -6330396.018933 nChanged 419 SP:Iteration 30Q (3226.029178 sec): 3 clusters Score: Raw -6334027.119180 + Penalty 3549.118763 = -6330478.000416 nChanged 390 SP:Iteration 31Q (3226.154640 sec): 3 clusters Score: Raw -6334099.291138 + Penalty 3549.118763 = -6330550.172375 nChanged 361 SP:Iteration 32Q (3226.275590 sec): 3 clusters Score: Raw -6334159.608348 + Penalty 3549.118763 = -6330610.489585 nChanged 340 SP:Iteration 33Q (3226.388601 sec): 3 clusters Score: Raw -6334211.833158 + Penalty 3549.118763 = -6330662.714395 nChanged 309 SP:Iteration 34Q (3226.512391 sec): 3 clusters Score: Raw -6334260.430787 + Penalty 3549.118763 = -6330711.312024 nChanged 297 SP:Iteration 35Q (3226.621603 sec): 3 clusters Score: Raw -6334308.535167 + Penalty 3549.118763 = -6330759.416404 nChanged 276 SP:Iteration 36Q (3226.738423 sec): 3 clusters Score: Raw -6334350.577970 + Penalty 3549.118763 = -6330801.459207 nChanged 259 SP:Iteration 37Q (3226.847272 sec): 3 clusters Score: Raw -6334388.047462 + Penalty 3549.118763 = -6330838.928699 nChanged 260 SP:Iteration 38Q (3226.966956 sec): 3 clusters Score: Raw -6334428.261055 + Penalty 3549.118763 = -6330879.142292 nChanged 262 SP:Iteration 39Q (3227.086169 sec): 3 clusters Score: Raw -6334470.974184 + Penalty 3549.118763 = -6330921.855420 nChanged 285 SP:Iteration 40F (3227.214932 sec): 3 clusters Score: Raw -6334521.112392 + Penalty 3549.118763 = -6330971.993629 nChanged 278 SP:Iteration 41Q (3227.337319 sec): 3 clusters Score: Raw -6334567.148766 + Penalty 3549.118763 = -6331018.030003 nChanged 275 SP:Iteration 42Q (3227.467788 sec): 3 clusters Score: Raw -6334613.245861 + Penalty 3549.118763 = -6331064.127097 nChanged 281 SP:Iteration 43Q (3227.592788 sec): 3 clusters Score: Raw -6334661.238910 + Penalty 3549.118763 = -6331112.120146 nChanged 262 SP:Iteration 44Q (3227.712780 sec): 3 clusters Score: Raw -6334703.543026 + Penalty 3549.118763 = -6331154.424263 nChanged 263 SP:Iteration 45Q (3227.834042 sec): 3 clusters Score: Raw -6334749.759236 + Penalty 3549.118763 = -6331200.640473 nChanged 230 SP:Iteration 46Q (3227.958402 sec): 3 clusters Score: Raw -6334792.131222 + Penalty 3549.118763 = -6331243.012458 nChanged 241 SP:Iteration 47Q (3228.087132 sec): 3 clusters Score: Raw -6334832.362942 + Penalty 3549.118763 = -6331283.244179 nChanged 227 SP:Iteration 48Q (3228.210086 sec): 3 clusters Score: Raw -6334870.136780 + Penalty 3549.118763 = -6331321.018017 nChanged 184 SP:Iteration 49Q (3228.362743 sec): 3 clusters Score: Raw -6334901.722416 + Penalty 3549.118763 = -6331352.603652 nChanged 173 SP:Iteration 50Q (3228.483335 sec): 3 clusters Score: Raw -6334931.828168 + Penalty 3549.118763 = -6331382.709404 nChanged 158 SP:Iteration 51Q (3228.609333 sec): 3 clusters Score: Raw -6334961.641738 + Penalty 3549.118763 = -6331412.522975 nChanged 167 SP:Iteration 52Q (3228.736794 sec): 3 clusters Score: Raw -6334993.743638 + Penalty 3549.118763 = -6331444.624875 nChanged 172 SP:Iteration 53Q (3228.848434 sec): 3 clusters Score: Raw -6335022.978536 + Penalty 3549.118763 = -6331473.859773 nChanged 154 SP:Iteration 54Q (3228.971644 sec): 3 clusters Score: Raw -6335051.994350 + Penalty 3549.118763 = -6331502.875586 nChanged 139 SP:Iteration 55Q (3229.079468 sec): 3 clusters Score: Raw -6335077.004622 + Penalty 3549.118763 = -6331527.885859 nChanged 132 SP:Iteration 56Q (3229.195668 sec): 3 clusters Score: Raw -6335099.609259 + Penalty 3549.118763 = -6331550.490496 nChanged 121 SP:Iteration 57Q (3229.307876 sec): 3 clusters Score: Raw -6335122.480416 + Penalty 3549.118763 = -6331573.361653 nChanged 113 SP:Iteration 58Q (3229.413643 sec): 3 clusters Score: Raw -6335140.469380 + Penalty 3549.118763 = -6331591.350617 nChanged 92 SP:Iteration 59Q (3229.531230 sec): 3 clusters Score: Raw -6335153.801289 + Penalty 3549.118763 = -6331604.682526 nChanged 79 SP:Iteration 60F (3229.662017 sec): 3 clusters Score: Raw -6335166.012880 + Penalty 3549.118763 = -6331616.894117 nChanged 82 SP:Iteration 61Q (3229.782351 sec): 3 clusters Score: Raw -6335179.153650 + Penalty 3549.118763 = -6331630.034887 nChanged 72 SP:Iteration 62Q (3229.887698 sec): 3 clusters Score: Raw -6335190.757470 + Penalty 3549.118763 = -6331641.638707 nChanged 78 SP:Iteration 63Q (3230.002583 sec): 3 clusters Score: Raw -6335204.162039 + Penalty 3549.118763 = -6331655.043275 nChanged 63 SP:Iteration 64Q (3230.117477 sec): 3 clusters Score: Raw -6335215.116844 + Penalty 3549.118763 = -6331665.998081 nChanged 66 SP:Iteration 65Q (3230.224568 sec): 3 clusters Score: Raw -6335225.655768 + Penalty 3549.118763 = -6331676.537005 nChanged 54 SP:Iteration 66Q (3230.347364 sec): 3 clusters Score: Raw -6335232.578536 + Penalty 3549.118763 = -6331683.459773 nChanged 23 SP:Iteration 67Q (3230.472083 sec): 3 clusters Score: Raw -6335235.233232 + Penalty 3549.118763 = -6331686.114469 nChanged 15 SP:Iteration 68Q (3230.595733 sec): 3 clusters Score: Raw -6335236.667903 + Penalty 3549.118763 = -6331687.549139 nChanged 15 SP:Iteration 69Q (3230.720418 sec): 3 clusters Score: Raw -6335238.147150 + Penalty 3549.118763 = -6331689.028387 nChanged 15 SP:Iteration 70Q (3230.845480 sec): 3 clusters Score: Raw -6335239.962311 + Penalty 3549.118763 = -6331690.843548 nChanged 21 SP:Iteration 71Q (3230.966395 sec): 3 clusters Score: Raw -6335243.097777 + Penalty 3549.118763 = -6331693.979013 nChanged 13 SP:Iteration 72Q (3231.087609 sec): 3 clusters Score: Raw -6335244.555239 + Penalty 3549.118763 = -6331695.436475 nChanged 8 SP:Iteration 73Q (3231.213554 sec): 3 clusters Score: Raw -6335245.360541 + Penalty 3549.118763 = -6331696.241777 nChanged 9 SP:Iteration 74Q (3231.340870 sec): 3 clusters Score: Raw -6335246.286249 + Penalty 3549.118763 = -6331697.167485 nChanged 8 SP:Iteration 75Q (3231.470945 sec): 3 clusters Score: Raw -6335247.003600 + Penalty 3549.118763 = -6331697.884836 nChanged 7 SP:Iteration 76Q (3231.614543 sec): 3 clusters Score: Raw -6335247.742261 + Penalty 3549.118763 = -6331698.623497 nChanged 9 SP:Iteration 77Q (3231.754816 sec): 3 clusters Score: Raw -6335248.787373 + Penalty 3549.118763 = -6331699.668609 nChanged 13 SP:Iteration 78Q (3231.891835 sec): 3 clusters Score: Raw -6335250.311455 + Penalty 3549.118763 = -6331701.192691 nChanged 8 SP:Iteration 79Q (3232.039796 sec): 3 clusters Score: Raw -6335250.989795 + Penalty 3549.118763 = -6331701.871031 nChanged 5 SP:Iteration 80F (3232.192487 sec): 3 clusters Score: Raw -6335251.240212 + Penalty 3549.118763 = -6331702.121448 nChanged 1 SP:Iteration 81Q (3232.333064 sec): 3 clusters Score: Raw -6335251.304957 + Penalty 3549.118763 = -6331702.186193 nChanged 0 SP:Iteration 82F (3232.477531 sec): 3 clusters Score: Raw -6335251.304957 + Penalty 3549.118763 = -6331702.186193 nChanged 0 Trying to split cluster 10 (12710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3232.516489 sec): 2 clusters Score: Raw -1477840.725148 + Penalty 1535.648459 = -1476305.076689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3232.577458 sec): 3 clusters Score: Raw -1470404.606215 + Penalty 3071.296918 = -1467333.309297 nChanged 5602 SP:Iteration 1F (3232.649471 sec): 3 clusters Score: Raw -1473472.526756 + Penalty 3071.296918 = -1470401.229838 nChanged 814 SP:Iteration 2F (3232.721320 sec): 3 clusters Score: Raw -1473819.608145 + Penalty 3071.296918 = -1470748.311226 nChanged 653 SP:Iteration 3F (3232.784479 sec): 3 clusters Score: Raw -1474094.426397 + Penalty 3071.296918 = -1471023.129479 nChanged 573 SP:Iteration 4Q (3232.857277 sec): 3 clusters Score: Raw -1474382.572835 + Penalty 3071.296918 = -1471311.275917 nChanged 551 SP:Iteration 5Q (3232.928460 sec): 3 clusters Score: Raw -1474684.542440 + Penalty 3071.296918 = -1471613.245522 nChanged 544 SP:Iteration 6Q (3233.001535 sec): 3 clusters Score: Raw -1474994.510280 + Penalty 3071.296918 = -1471923.213361 nChanged 567 SP:Iteration 7Q (3233.072526 sec): 3 clusters Score: Raw -1475296.314593 + Penalty 3071.296918 = -1472225.017674 nChanged 539 SP:Iteration 8Q (3233.137050 sec): 3 clusters Score: Raw -1475592.320237 + Penalty 3071.296918 = -1472521.023319 nChanged 505 SP:Iteration 9Q (3233.206685 sec): 3 clusters Score: Raw -1475881.175006 + Penalty 3071.296918 = -1472809.878087 nChanged 501 SP:Iteration 10Q (3233.269199 sec): 3 clusters Score: Raw -1476182.983723 + Penalty 3071.296918 = -1473111.686805 nChanged 477 SP:Iteration 11Q (3233.333053 sec): 3 clusters Score: Raw -1476439.937140 + Penalty 3071.296918 = -1473368.640222 nChanged 414 SP:Iteration 12Q (3233.395529 sec): 3 clusters Score: Raw -1476652.764305 + Penalty 3071.296918 = -1473581.467386 nChanged 399 SP:Iteration 13Q (3233.462553 sec): 3 clusters Score: Raw -1476851.489927 + Penalty 3071.296918 = -1473780.193008 nChanged 332 SP:Iteration 14Q (3233.519669 sec): 3 clusters Score: Raw -1477025.858339 + Penalty 3071.296918 = -1473954.561420 nChanged 310 SP:Iteration 15Q (3233.587642 sec): 3 clusters Score: Raw -1477177.652210 + Penalty 3071.296918 = -1474106.355292 nChanged 269 SP:Iteration 16Q (3233.650274 sec): 3 clusters Score: Raw -1477306.546717 + Penalty 3071.296918 = -1474235.249798 nChanged 225 SP:Iteration 17Q (3233.717636 sec): 3 clusters Score: Raw -1477414.073296 + Penalty 3071.296918 = -1474342.776377 nChanged 226 SP:Iteration 18Q (3233.783855 sec): 3 clusters Score: Raw -1477520.290282 + Penalty 3071.296918 = -1474448.993363 nChanged 204 SP:Iteration 19Q (3233.848587 sec): 3 clusters Score: Raw -1477607.567757 + Penalty 3071.296918 = -1474536.270839 nChanged 179 SP:Iteration 20F (3233.918032 sec): 3 clusters Score: Raw -1477684.463814 + Penalty 3071.296918 = -1474613.166896 nChanged 160 SP:Iteration 21Q (3233.983734 sec): 3 clusters Score: Raw -1477753.802546 + Penalty 3071.296918 = -1474682.505628 nChanged 131 SP:Iteration 22Q (3234.048821 sec): 3 clusters Score: Raw -1477811.753520 + Penalty 3071.296918 = -1474740.456602 nChanged 110 SP:Iteration 23Q (3234.113569 sec): 3 clusters Score: Raw -1477866.697478 + Penalty 3071.296918 = -1474795.400560 nChanged 102 SP:Iteration 24Q (3234.179403 sec): 3 clusters Score: Raw -1477911.982463 + Penalty 3071.296918 = -1474840.685544 nChanged 81 SP:Iteration 25Q (3234.243987 sec): 3 clusters Score: Raw -1477946.036730 + Penalty 3071.296918 = -1474874.739812 nChanged 64 SP:Iteration 26Q (3234.309853 sec): 3 clusters Score: Raw -1477977.609536 + Penalty 3071.296918 = -1474906.312618 nChanged 61 SP:Iteration 27Q (3234.374343 sec): 3 clusters Score: Raw -1478010.105745 + Penalty 3071.296918 = -1474938.808826 nChanged 63 SP:Iteration 28Q (3234.439239 sec): 3 clusters Score: Raw -1478041.540178 + Penalty 3071.296918 = -1474970.243259 nChanged 54 SP:Iteration 29Q (3234.504388 sec): 3 clusters Score: Raw -1478067.729076 + Penalty 3071.296918 = -1474996.432158 nChanged 43 SP:Iteration 30Q (3234.568728 sec): 3 clusters Score: Raw -1478086.362451 + Penalty 3071.296918 = -1475015.065533 nChanged 30 SP:Iteration 31Q (3234.625623 sec): 3 clusters Score: Raw -1478096.602921 + Penalty 3071.296918 = -1475025.306003 nChanged 25 SP:Iteration 32Q (3234.689674 sec): 3 clusters Score: Raw -1478107.442705 + Penalty 3071.296918 = -1475036.145786 nChanged 25 SP:Iteration 33Q (3234.753773 sec): 3 clusters Score: Raw -1478117.849870 + Penalty 3071.296918 = -1475046.552952 nChanged 24 SP:Iteration 34Q (3234.817689 sec): 3 clusters Score: Raw -1478127.801258 + Penalty 3071.296918 = -1475056.504340 nChanged 22 SP:Iteration 35Q (3234.876622 sec): 3 clusters Score: Raw -1478136.949424 + Penalty 3071.296918 = -1475065.652506 nChanged 15 SP:Iteration 36Q (3234.941825 sec): 3 clusters Score: Raw -1478141.585466 + Penalty 3071.296918 = -1475070.288547 nChanged 10 SP:Iteration 37Q (3235.007024 sec): 3 clusters Score: Raw -1478145.557593 + Penalty 3071.296918 = -1475074.260675 nChanged 8 SP:Iteration 38Q (3235.071735 sec): 3 clusters Score: Raw -1478148.671099 + Penalty 3071.296918 = -1475077.374180 nChanged 12 SP:Iteration 39Q (3235.125977 sec): 3 clusters Score: Raw -1478153.555555 + Penalty 3071.296918 = -1475082.258636 nChanged 9 SP:Iteration 40F (3235.193449 sec): 3 clusters Score: Raw -1478158.092821 + Penalty 3071.296918 = -1475086.795902 nChanged 14 SP:Iteration 41Q (3235.257119 sec): 3 clusters Score: Raw -1478165.354843 + Penalty 3071.296918 = -1475094.057925 nChanged 14 SP:Iteration 42Q (3235.320506 sec): 3 clusters Score: Raw -1478172.239739 + Penalty 3071.296918 = -1475100.942821 nChanged 10 SP:Iteration 43Q (3235.382928 sec): 3 clusters Score: Raw -1478175.455236 + Penalty 3071.296918 = -1475104.158318 nChanged 9 SP:Iteration 44Q (3235.439540 sec): 3 clusters Score: Raw -1478179.367260 + Penalty 3071.296918 = -1475108.070341 nChanged 9 SP:Iteration 45Q (3235.502938 sec): 3 clusters Score: Raw -1478183.103648 + Penalty 3071.296918 = -1475111.806730 nChanged 7 SP:Iteration 46Q (3235.563914 sec): 3 clusters Score: Raw -1478185.254065 + Penalty 3071.296918 = -1475113.957147 nChanged 6 SP:Iteration 47Q (3235.626664 sec): 3 clusters Score: Raw -1478187.143819 + Penalty 3071.296918 = -1475115.846901 nChanged 5 SP:Iteration 48Q (3235.689532 sec): 3 clusters Score: Raw -1478188.486628 + Penalty 3071.296918 = -1475117.189710 nChanged 1 SP:Iteration 49Q (3235.744760 sec): 3 clusters Score: Raw -1478188.779259 + Penalty 3071.296918 = -1475117.482341 nChanged 1 SP:Iteration 50Q (3235.807576 sec): 3 clusters Score: Raw -1478188.973763 + Penalty 3071.296918 = -1475117.676845 nChanged 1 SP:Iteration 51Q (3235.870912 sec): 3 clusters Score: Raw -1478189.094527 + Penalty 3071.296918 = -1475117.797609 nChanged 1 SP:Iteration 52Q (3235.933194 sec): 3 clusters Score: Raw -1478189.220137 + Penalty 3071.296918 = -1475117.923218 nChanged 1 SP:Iteration 53Q (3235.999605 sec): 3 clusters Score: Raw -1478189.520934 + Penalty 3071.296918 = -1475118.224015 nChanged 1 SP:Iteration 54Q (3236.047383 sec): 3 clusters Score: Raw -1478190.009197 + Penalty 3071.296918 = -1475118.712278 nChanged 2 SP:Iteration 55Q (3236.111545 sec): 3 clusters Score: Raw -1478190.925842 + Penalty 3071.296918 = -1475119.628923 nChanged 2 SP:Iteration 56Q (3236.186008 sec): 3 clusters Score: Raw -1478191.580595 + Penalty 3071.296918 = -1475120.283677 nChanged 1 SP:Iteration 57Q (3236.238401 sec): 3 clusters Score: Raw -1478191.949541 + Penalty 3071.296918 = -1475120.652623 nChanged 1 SP:Iteration 58Q (3236.295182 sec): 3 clusters Score: Raw -1478192.174249 + Penalty 3071.296918 = -1475120.877331 nChanged 1 SP:Iteration 59Q (3236.363241 sec): 3 clusters Score: Raw -1478192.445510 + Penalty 3071.296918 = -1475121.148592 nChanged 0 SP:Iteration 60F (3236.409414 sec): 3 clusters Score: Raw -1478192.445510 + Penalty 3071.296918 = -1475121.148592 nChanged 0 Trying to split cluster 11 (6233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3236.439857 sec): 2 clusters Score: Raw -741228.045862 + Penalty 1419.862118 = -739808.183743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3236.495190 sec): 3 clusters Score: Raw -737839.399054 + Penalty 2839.724237 = -734999.674817 nChanged 2632 SP:Iteration 1F (3236.535663 sec): 3 clusters Score: Raw -739272.852275 + Penalty 2839.724237 = -736433.128038 nChanged 411 SP:Iteration 2F (3236.598638 sec): 3 clusters Score: Raw -739474.053165 + Penalty 2839.724237 = -736634.328928 nChanged 309 SP:Iteration 3Q (3236.649414 sec): 3 clusters Score: Raw -739632.122084 + Penalty 2839.724237 = -736792.397847 nChanged 264 SP:Iteration 4Q (3236.691377 sec): 3 clusters Score: Raw -739763.731087 + Penalty 2839.724237 = -736924.006850 nChanged 244 SP:Iteration 5Q (3236.744163 sec): 3 clusters Score: Raw -739875.333507 + Penalty 2839.724237 = -737035.609270 nChanged 209 SP:Iteration 6Q (3236.794245 sec): 3 clusters Score: Raw -739974.079283 + Penalty 2839.724237 = -737134.355046 nChanged 199 SP:Iteration 7Q (3236.837404 sec): 3 clusters Score: Raw -740072.050242 + Penalty 2839.724237 = -737232.326005 nChanged 188 SP:Iteration 8Q (3236.890099 sec): 3 clusters Score: Raw -740159.107062 + Penalty 2839.724237 = -737319.382825 nChanged 173 SP:Iteration 9Q (3236.942305 sec): 3 clusters Score: Raw -740250.606056 + Penalty 2839.724237 = -737410.881819 nChanged 177 SP:Iteration 10Q (3236.994337 sec): 3 clusters Score: Raw -740358.673141 + Penalty 2839.724237 = -737518.948904 nChanged 216 SP:Iteration 11Q (3237.052551 sec): 3 clusters Score: Raw -740489.443392 + Penalty 2839.724237 = -737649.719155 nChanged 214 SP:Iteration 12Q (3237.096285 sec): 3 clusters Score: Raw -740620.147234 + Penalty 2839.724237 = -737780.422997 nChanged 183 SP:Iteration 13Q (3237.149732 sec): 3 clusters Score: Raw -740717.665609 + Penalty 2839.724237 = -737877.941372 nChanged 158 SP:Iteration 14Q (3237.201272 sec): 3 clusters Score: Raw -740786.239021 + Penalty 2839.724237 = -737946.514784 nChanged 126 SP:Iteration 15Q (3237.263387 sec): 3 clusters Score: Raw -740827.999646 + Penalty 2839.724237 = -737988.275409 nChanged 76 SP:Iteration 16Q (3237.303330 sec): 3 clusters Score: Raw -740848.508657 + Penalty 2839.724237 = -738008.784420 nChanged 57 SP:Iteration 17Q (3237.365407 sec): 3 clusters Score: Raw -740860.790294 + Penalty 2839.724237 = -738021.066057 nChanged 41 SP:Iteration 18Q (3237.411513 sec): 3 clusters Score: Raw -740872.077132 + Penalty 2839.724237 = -738032.352895 nChanged 33 SP:Iteration 19Q (3237.464873 sec): 3 clusters Score: Raw -740880.607878 + Penalty 2839.724237 = -738040.883641 nChanged 29 SP:Iteration 20F (3237.518671 sec): 3 clusters Score: Raw -740886.464317 + Penalty 2839.724237 = -738046.740080 nChanged 20 SP:Iteration 21Q (3237.573287 sec): 3 clusters Score: Raw -740890.229335 + Penalty 2839.724237 = -738050.505098 nChanged 15 SP:Iteration 22Q (3237.628235 sec): 3 clusters Score: Raw -740892.712843 + Penalty 2839.724237 = -738052.988606 nChanged 13 SP:Iteration 23Q (3237.682227 sec): 3 clusters Score: Raw -740894.868176 + Penalty 2839.724237 = -738055.143939 nChanged 7 SP:Iteration 24Q (3237.735252 sec): 3 clusters Score: Raw -740895.723708 + Penalty 2839.724237 = -738055.999471 nChanged 3 SP:Iteration 25Q (3237.790377 sec): 3 clusters Score: Raw -740896.064307 + Penalty 2839.724237 = -738056.340070 nChanged 2 SP:Iteration 26Q (3237.849293 sec): 3 clusters Score: Raw -740896.363143 + Penalty 2839.724237 = -738056.638906 nChanged 1 SP:Iteration 27Q (3237.897631 sec): 3 clusters Score: Raw -740896.473877 + Penalty 2839.724237 = -738056.749640 nChanged 2 SP:Iteration 28Q (3237.949260 sec): 3 clusters Score: Raw -740896.626591 + Penalty 2839.724237 = -738056.902354 nChanged 1 SP:Iteration 29Q (3238.011012 sec): 3 clusters Score: Raw -740896.754295 + Penalty 2839.724237 = -738057.030058 nChanged 1 SP:Iteration 30Q (3238.054104 sec): 3 clusters Score: Raw -740897.151468 + Penalty 2839.724237 = -738057.427231 nChanged 5 SP:Iteration 31Q (3238.116844 sec): 3 clusters Score: Raw -740898.249559 + Penalty 2839.724237 = -738058.525322 nChanged 5 SP:Iteration 32Q (3238.159160 sec): 3 clusters Score: Raw -740898.867817 + Penalty 2839.724237 = -738059.143580 nChanged 6 SP:Iteration 33Q (3238.201658 sec): 3 clusters Score: Raw -740899.855722 + Penalty 2839.724237 = -738060.131485 nChanged 5 SP:Iteration 34Q (3238.254158 sec): 3 clusters Score: Raw -740900.823914 + Penalty 2839.724237 = -738061.099677 nChanged 6 SP:Iteration 35Q (3238.307583 sec): 3 clusters Score: Raw -740901.543214 + Penalty 2839.724237 = -738061.818977 nChanged 5 SP:Iteration 36Q (3238.360807 sec): 3 clusters Score: Raw -740902.381835 + Penalty 2839.724237 = -738062.657598 nChanged 5 SP:Iteration 37Q (3238.413352 sec): 3 clusters Score: Raw -740903.546390 + Penalty 2839.724237 = -738063.822153 nChanged 7 SP:Iteration 38Q (3238.469211 sec): 3 clusters Score: Raw -740904.614241 + Penalty 2839.724237 = -738064.890004 nChanged 9 SP:Iteration 39Q (3238.523812 sec): 3 clusters Score: Raw -740906.740277 + Penalty 2839.724237 = -738067.016040 nChanged 11 SP:Iteration 40F (3238.587042 sec): 3 clusters Score: Raw -740908.830310 + Penalty 2839.724237 = -738069.106073 nChanged 12 SP:Iteration 41Q (3238.630703 sec): 3 clusters Score: Raw -740911.364482 + Penalty 2839.724237 = -738071.640245 nChanged 16 SP:Iteration 42Q (3238.676679 sec): 3 clusters Score: Raw -740914.006078 + Penalty 2839.724237 = -738074.281841 nChanged 8 SP:Iteration 43Q (3238.730110 sec): 3 clusters Score: Raw -740915.117816 + Penalty 2839.724237 = -738075.393579 nChanged 9 SP:Iteration 44Q (3238.782482 sec): 3 clusters Score: Raw -740916.882845 + Penalty 2839.724237 = -738077.158608 nChanged 8 SP:Iteration 45Q (3238.845682 sec): 3 clusters Score: Raw -740918.422819 + Penalty 2839.724237 = -738078.698582 nChanged 12 SP:Iteration 46Q (3238.888457 sec): 3 clusters Score: Raw -740920.305595 + Penalty 2839.724237 = -738080.581358 nChanged 15 SP:Iteration 47Q (3238.950632 sec): 3 clusters Score: Raw -740923.310917 + Penalty 2839.724237 = -738083.586680 nChanged 19 SP:Iteration 48Q (3238.993603 sec): 3 clusters Score: Raw -740927.503790 + Penalty 2839.724237 = -738087.779553 nChanged 23 SP:Iteration 49Q (3239.056209 sec): 3 clusters Score: Raw -740931.243062 + Penalty 2839.724237 = -738091.518825 nChanged 16 SP:Iteration 50Q (3239.109776 sec): 3 clusters Score: Raw -740933.889833 + Penalty 2839.724237 = -738094.165596 nChanged 15 SP:Iteration 51Q (3239.152924 sec): 3 clusters Score: Raw -740936.925189 + Penalty 2839.724237 = -738097.200952 nChanged 13 SP:Iteration 52Q (3239.215581 sec): 3 clusters Score: Raw -740938.752847 + Penalty 2839.724237 = -738099.028610 nChanged 12 SP:Iteration 53Q (3239.268206 sec): 3 clusters Score: Raw -740941.502191 + Penalty 2839.724237 = -738101.777954 nChanged 14 SP:Iteration 54Q (3239.304532 sec): 3 clusters Score: Raw -740943.534638 + Penalty 2839.724237 = -738103.810402 nChanged 9 SP:Iteration 55Q (3239.359014 sec): 3 clusters Score: Raw -740945.126995 + Penalty 2839.724237 = -738105.402758 nChanged 11 SP:Iteration 56Q (3239.411769 sec): 3 clusters Score: Raw -740946.652386 + Penalty 2839.724237 = -738106.928149 nChanged 8 SP:Iteration 57Q (3239.466603 sec): 3 clusters Score: Raw -740948.184529 + Penalty 2839.724237 = -738108.460292 nChanged 8 SP:Iteration 58Q (3239.522372 sec): 3 clusters Score: Raw -740949.435561 + Penalty 2839.724237 = -738109.711324 nChanged 7 SP:Iteration 59Q (3239.580495 sec): 3 clusters Score: Raw -740950.448334 + Penalty 2839.724237 = -738110.724097 nChanged 10 SP:Iteration 60F (3239.638700 sec): 3 clusters Score: Raw -740951.958440 + Penalty 2839.724237 = -738112.234203 nChanged 7 SP:Iteration 61Q (3239.695967 sec): 3 clusters Score: Raw -740953.120613 + Penalty 2839.724237 = -738113.396376 nChanged 3 SP:Iteration 62Q (3239.751023 sec): 3 clusters Score: Raw -740953.739969 + Penalty 2839.724237 = -738114.015732 nChanged 5 SP:Iteration 63Q (3239.802031 sec): 3 clusters Score: Raw -740954.195489 + Penalty 2839.724237 = -738114.471252 nChanged 5 SP:Iteration 64Q (3239.860106 sec): 3 clusters Score: Raw -740955.158715 + Penalty 2839.724237 = -738115.434478 nChanged 6 SP:Iteration 65Q (3239.917944 sec): 3 clusters Score: Raw -740956.241638 + Penalty 2839.724237 = -738116.517401 nChanged 6 SP:Iteration 66Q (3239.975839 sec): 3 clusters Score: Raw -740956.915883 + Penalty 2839.724237 = -738117.191646 nChanged 4 SP:Iteration 67Q (3240.034262 sec): 3 clusters Score: Raw -740957.717316 + Penalty 2839.724237 = -738117.993079 nChanged 3 SP:Iteration 68Q (3240.092097 sec): 3 clusters Score: Raw -740958.679634 + Penalty 2839.724237 = -738118.955397 nChanged 6 SP:Iteration 69Q (3240.140359 sec): 3 clusters Score: Raw -740959.553607 + Penalty 2839.724237 = -738119.829370 nChanged 6 SP:Iteration 70Q (3240.198801 sec): 3 clusters Score: Raw -740960.905955 + Penalty 2839.724237 = -738121.181718 nChanged 7 SP:Iteration 71Q (3240.266114 sec): 3 clusters Score: Raw -740962.254595 + Penalty 2839.724237 = -738122.530359 nChanged 3 SP:Iteration 72Q (3240.302030 sec): 3 clusters Score: Raw -740963.081576 + Penalty 2839.724237 = -738123.357339 nChanged 5 SP:Iteration 73Q (3240.355219 sec): 3 clusters Score: Raw -740964.320819 + Penalty 2839.724237 = -738124.596582 nChanged 8 SP:Iteration 74Q (3240.405125 sec): 3 clusters Score: Raw -740965.514415 + Penalty 2839.724237 = -738125.790178 nChanged 11 SP:Iteration 75Q (3240.475038 sec): 3 clusters Score: Raw -740968.099231 + Penalty 2839.724237 = -738128.374994 nChanged 13 SP:Iteration 76Q (3240.516453 sec): 3 clusters Score: Raw -740970.844008 + Penalty 2839.724237 = -738131.119771 nChanged 11 SP:Iteration 77Q (3240.568776 sec): 3 clusters Score: Raw -740972.500300 + Penalty 2839.724237 = -738132.776063 nChanged 8 SP:Iteration 78Q (3240.623161 sec): 3 clusters Score: Raw -740973.708189 + Penalty 2839.724237 = -738133.983952 nChanged 6 SP:Iteration 79Q (3240.680567 sec): 3 clusters Score: Raw -740974.502865 + Penalty 2839.724237 = -738134.778628 nChanged 10 SP:Iteration 80F (3240.738283 sec): 3 clusters Score: Raw -740976.479123 + Penalty 2839.724237 = -738136.754886 nChanged 7 SP:Iteration 81Q (3240.784160 sec): 3 clusters Score: Raw -740977.273997 + Penalty 2839.724237 = -738137.549760 nChanged 5 SP:Iteration 82Q (3240.842089 sec): 3 clusters Score: Raw -740977.903428 + Penalty 2839.724237 = -738138.179191 nChanged 9 SP:Iteration 83Q (3240.911622 sec): 3 clusters Score: Raw -740979.670599 + Penalty 2839.724237 = -738139.946362 nChanged 8 SP:Iteration 84Q (3240.958349 sec): 3 clusters Score: Raw -740980.976504 + Penalty 2839.724237 = -738141.252267 nChanged 9 SP:Iteration 85Q (3241.015485 sec): 3 clusters Score: Raw -740982.542398 + Penalty 2839.724237 = -738142.818161 nChanged 11 SP:Iteration 86Q (3241.069535 sec): 3 clusters Score: Raw -740984.634326 + Penalty 2839.724237 = -738144.910089 nChanged 10 SP:Iteration 87Q (3241.127758 sec): 3 clusters Score: Raw -740985.914080 + Penalty 2839.724237 = -738146.189843 nChanged 4 SP:Iteration 88Q (3241.185457 sec): 3 clusters Score: Raw -740986.370220 + Penalty 2839.724237 = -738146.645983 nChanged 3 SP:Iteration 89Q (3241.242607 sec): 3 clusters Score: Raw -740986.773022 + Penalty 2839.724237 = -738147.048785 nChanged 3 SP:Iteration 90Q (3241.300302 sec): 3 clusters Score: Raw -740987.026445 + Penalty 2839.724237 = -738147.302208 nChanged 1 SP:Iteration 91Q (3241.364713 sec): 3 clusters Score: Raw -740987.163131 + Penalty 2839.724237 = -738147.438894 nChanged 1 SP:Iteration 92Q (3241.411331 sec): 3 clusters Score: Raw -740987.237138 + Penalty 2839.724237 = -738147.512901 nChanged 0 SP:Iteration 93F (3241.466264 sec): 3 clusters Score: Raw -740987.237138 + Penalty 2839.724237 = -738147.512901 nChanged 0 Trying to split cluster 12 (76905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3241.576817 sec): 2 clusters Score: Raw -9210276.092675 + Penalty 1828.178003 = -9208447.914672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3241.749354 sec): 3 clusters Score: Raw -9160800.541406 + Penalty 3656.356006 = -9157144.185400 nChanged 36537 SP:Iteration 1F (3241.919928 sec): 3 clusters Score: Raw -9183238.888107 + Penalty 3656.356006 = -9179582.532100 nChanged 3662 SP:Iteration 2Q (3242.099344 sec): 3 clusters Score: Raw -9184836.105154 + Penalty 3656.356006 = -9181179.749148 nChanged 4012 SP:Iteration 3F (3242.268799 sec): 3 clusters Score: Raw -9186991.656612 + Penalty 3656.356006 = -9183335.300606 nChanged 4480 SP:Iteration 4F (3242.433818 sec): 3 clusters Score: Raw -9190037.467754 + Penalty 3656.356006 = -9186381.111748 nChanged 5098 SP:Iteration 5F (3242.608223 sec): 3 clusters Score: Raw -9194020.737078 + Penalty 3656.356006 = -9190364.381071 nChanged 5129 SP:Iteration 6F (3242.783832 sec): 3 clusters Score: Raw -9197763.815034 + Penalty 3656.356006 = -9194107.459028 nChanged 4335 SP:Iteration 7F (3242.959383 sec): 3 clusters Score: Raw -9200158.149730 + Penalty 3656.356006 = -9196501.793724 nChanged 3053 SP:Iteration 8Q (3243.153577 sec): 3 clusters Score: Raw -9201356.814198 + Penalty 3656.356006 = -9197700.458192 nChanged 1996 SP:Iteration 9Q (3243.320177 sec): 3 clusters Score: Raw -9201941.128197 + Penalty 3656.356006 = -9198284.772191 nChanged 1472 SP:Iteration 10Q (3243.493963 sec): 3 clusters Score: Raw -9202391.517760 + Penalty 3656.356006 = -9198735.161753 nChanged 1316 SP:Iteration 11Q (3243.679104 sec): 3 clusters Score: Raw -9202793.518941 + Penalty 3656.356006 = -9199137.162934 nChanged 1280 SP:Iteration 12Q (3243.864535 sec): 3 clusters Score: Raw -9203195.626534 + Penalty 3656.356006 = -9199539.270528 nChanged 1246 SP:Iteration 13Q (3244.027310 sec): 3 clusters Score: Raw -9203609.326873 + Penalty 3656.356006 = -9199952.970867 nChanged 1254 SP:Iteration 14Q (3244.201695 sec): 3 clusters Score: Raw -9204039.278741 + Penalty 3656.356006 = -9200382.922735 nChanged 1245 SP:Iteration 15Q (3244.374023 sec): 3 clusters Score: Raw -9204463.212572 + Penalty 3656.356006 = -9200806.856566 nChanged 1177 SP:Iteration 16Q (3244.552825 sec): 3 clusters Score: Raw -9204889.856353 + Penalty 3656.356006 = -9201233.500347 nChanged 1168 SP:Iteration 17Q (3244.723110 sec): 3 clusters Score: Raw -9205320.648283 + Penalty 3656.356006 = -9201664.292276 nChanged 1136 SP:Iteration 18Q (3244.891103 sec): 3 clusters Score: Raw -9205701.339108 + Penalty 3656.356006 = -9202044.983101 nChanged 1036 SP:Iteration 19Q (3245.049276 sec): 3 clusters Score: Raw -9206022.529553 + Penalty 3656.356006 = -9202366.173547 nChanged 958 SP:Iteration 20F (3245.207328 sec): 3 clusters Score: Raw -9206291.790638 + Penalty 3656.356006 = -9202635.434632 nChanged 893 SP:Iteration 21Q (3245.375274 sec): 3 clusters Score: Raw -9206534.662691 + Penalty 3656.356006 = -9202878.306685 nChanged 824 SP:Iteration 22Q (3245.552006 sec): 3 clusters Score: Raw -9206733.517929 + Penalty 3656.356006 = -9203077.161922 nChanged 770 SP:Iteration 23Q (3245.739897 sec): 3 clusters Score: Raw -9206906.349488 + Penalty 3656.356006 = -9203249.993482 nChanged 740 SP:Iteration 24Q (3245.912652 sec): 3 clusters Score: Raw -9207065.869510 + Penalty 3656.356006 = -9203409.513504 nChanged 688 SP:Iteration 25Q (3246.085810 sec): 3 clusters Score: Raw -9207211.598238 + Penalty 3656.356006 = -9203555.242232 nChanged 676 SP:Iteration 26Q (3246.277351 sec): 3 clusters Score: Raw -9207347.119499 + Penalty 3656.356006 = -9203690.763493 nChanged 659 SP:Iteration 27Q (3246.457427 sec): 3 clusters Score: Raw -9207468.980461 + Penalty 3656.356006 = -9203812.624455 nChanged 640 SP:Iteration 28Q (3246.623646 sec): 3 clusters Score: Raw -9207585.958407 + Penalty 3656.356006 = -9203929.602401 nChanged 628 SP:Iteration 29Q (3246.776290 sec): 3 clusters Score: Raw -9207696.393571 + Penalty 3656.356006 = -9204040.037565 nChanged 586 SP:Iteration 30Q (3246.926761 sec): 3 clusters Score: Raw -9207797.234421 + Penalty 3656.356006 = -9204140.878415 nChanged 572 SP:Iteration 31Q (3247.080795 sec): 3 clusters Score: Raw -9207896.174901 + Penalty 3656.356006 = -9204239.818895 nChanged 558 SP:Iteration 32Q (3247.239960 sec): 3 clusters Score: Raw -9207990.905194 + Penalty 3656.356006 = -9204334.549187 nChanged 522 SP:Iteration 33Q (3247.392891 sec): 3 clusters Score: Raw -9208076.683127 + Penalty 3656.356006 = -9204420.327121 nChanged 521 SP:Iteration 34Q (3247.555159 sec): 3 clusters Score: Raw -9208163.621793 + Penalty 3656.356006 = -9204507.265786 nChanged 489 SP:Iteration 35Q (3247.719008 sec): 3 clusters Score: Raw -9208242.593067 + Penalty 3656.356006 = -9204586.237061 nChanged 488 SP:Iteration 36Q (3247.882699 sec): 3 clusters Score: Raw -9208322.673432 + Penalty 3656.356006 = -9204666.317426 nChanged 479 SP:Iteration 37Q (3248.037766 sec): 3 clusters Score: Raw -9208399.937919 + Penalty 3656.356006 = -9204743.581913 nChanged 462 SP:Iteration 38Q (3248.190493 sec): 3 clusters Score: Raw -9208475.926208 + Penalty 3656.356006 = -9204819.570202 nChanged 463 SP:Iteration 39Q (3248.360717 sec): 3 clusters Score: Raw -9208551.392394 + Penalty 3656.356006 = -9204895.036388 nChanged 467 SP:Iteration 40F (3248.528698 sec): 3 clusters Score: Raw -9208629.088391 + Penalty 3656.356006 = -9204972.732385 nChanged 498 SP:Iteration 41Q (3248.715393 sec): 3 clusters Score: Raw -9208713.347294 + Penalty 3656.356006 = -9205056.991288 nChanged 477 SP:Iteration 42Q (3248.882118 sec): 3 clusters Score: Raw -9208796.593386 + Penalty 3656.356006 = -9205140.237379 nChanged 445 SP:Iteration 43Q (3249.051790 sec): 3 clusters Score: Raw -9208873.251933 + Penalty 3656.356006 = -9205216.895927 nChanged 459 SP:Iteration 44Q (3249.224920 sec): 3 clusters Score: Raw -9208956.979542 + Penalty 3656.356006 = -9205300.623536 nChanged 457 SP:Iteration 45Q (3249.370081 sec): 3 clusters Score: Raw -9209037.719174 + Penalty 3656.356006 = -9205381.363168 nChanged 452 SP:Iteration 46Q (3249.528985 sec): 3 clusters Score: Raw -9209118.807053 + Penalty 3656.356006 = -9205462.451047 nChanged 428 SP:Iteration 47Q (3249.680989 sec): 3 clusters Score: Raw -9209194.033374 + Penalty 3656.356006 = -9205537.677368 nChanged 378 SP:Iteration 48Q (3249.834968 sec): 3 clusters Score: Raw -9209255.433115 + Penalty 3656.356006 = -9205599.077109 nChanged 371 SP:Iteration 49Q (3249.977695 sec): 3 clusters Score: Raw -9209313.783591 + Penalty 3656.356006 = -9205657.427585 nChanged 346 SP:Iteration 50Q (3250.119850 sec): 3 clusters Score: Raw -9209367.999947 + Penalty 3656.356006 = -9205711.643941 nChanged 346 SP:Iteration 51Q (3250.262142 sec): 3 clusters Score: Raw -9209422.884170 + Penalty 3656.356006 = -9205766.528163 nChanged 348 SP:Iteration 52Q (3250.414319 sec): 3 clusters Score: Raw -9209481.346455 + Penalty 3656.356006 = -9205824.990449 nChanged 338 SP:Iteration 53Q (3250.565269 sec): 3 clusters Score: Raw -9209538.419462 + Penalty 3656.356006 = -9205882.063456 nChanged 320 SP:Iteration 54Q (3250.723687 sec): 3 clusters Score: Raw -9209592.810300 + Penalty 3656.356006 = -9205936.454294 nChanged 303 SP:Iteration 55Q (3250.878556 sec): 3 clusters Score: Raw -9209644.422280 + Penalty 3656.356006 = -9205988.066274 nChanged 302 SP:Iteration 56Q (3251.027584 sec): 3 clusters Score: Raw -9209696.128520 + Penalty 3656.356006 = -9206039.772514 nChanged 282 SP:Iteration 57Q (3251.185705 sec): 3 clusters Score: Raw -9209740.149974 + Penalty 3656.356006 = -9206083.793968 nChanged 249 SP:Iteration 58Q (3251.345368 sec): 3 clusters Score: Raw -9209777.690034 + Penalty 3656.356006 = -9206121.334028 nChanged 250 SP:Iteration 59Q (3251.500751 sec): 3 clusters Score: Raw -9209814.735079 + Penalty 3656.356006 = -9206158.379073 nChanged 237 SP:Iteration 60F (3251.663912 sec): 3 clusters Score: Raw -9209848.893630 + Penalty 3656.356006 = -9206192.537624 nChanged 227 SP:Iteration 61Q (3251.830894 sec): 3 clusters Score: Raw -9209881.522417 + Penalty 3656.356006 = -9206225.166411 nChanged 197 SP:Iteration 62Q (3251.987644 sec): 3 clusters Score: Raw -9209908.461369 + Penalty 3656.356006 = -9206252.105363 nChanged 177 SP:Iteration 63Q (3252.156032 sec): 3 clusters Score: Raw -9209931.508636 + Penalty 3656.356006 = -9206275.152630 nChanged 190 SP:Iteration 64Q (3252.322265 sec): 3 clusters Score: Raw -9209960.084567 + Penalty 3656.356006 = -9206303.728560 nChanged 220 SP:Iteration 65Q (3252.496588 sec): 3 clusters Score: Raw -9209996.039821 + Penalty 3656.356006 = -9206339.683815 nChanged 242 SP:Iteration 66Q (3252.662626 sec): 3 clusters Score: Raw -9210034.734427 + Penalty 3656.356006 = -9206378.378421 nChanged 199 SP:Iteration 67Q (3252.838636 sec): 3 clusters Score: Raw -9210066.381969 + Penalty 3656.356006 = -9206410.025962 nChanged 195 SP:Iteration 68Q (3253.019386 sec): 3 clusters Score: Raw -9210099.703491 + Penalty 3656.356006 = -9206443.347485 nChanged 196 SP:Iteration 69Q (3253.177684 sec): 3 clusters Score: Raw -9210132.202559 + Penalty 3656.356006 = -9206475.846553 nChanged 193 SP:Iteration 70Q (3253.334181 sec): 3 clusters Score: Raw -9210162.179297 + Penalty 3656.356006 = -9206505.823291 nChanged 173 SP:Iteration 71Q (3253.491410 sec): 3 clusters Score: Raw -9210189.117804 + Penalty 3656.356006 = -9206532.761798 nChanged 169 SP:Iteration 72Q (3253.649168 sec): 3 clusters Score: Raw -9210214.241560 + Penalty 3656.356006 = -9206557.885554 nChanged 135 SP:Iteration 73Q (3253.806883 sec): 3 clusters Score: Raw -9210232.474989 + Penalty 3656.356006 = -9206576.118982 nChanged 125 SP:Iteration 74Q (3253.955922 sec): 3 clusters Score: Raw -9210248.535668 + Penalty 3656.356006 = -9206592.179662 nChanged 110 SP:Iteration 75Q (3254.113083 sec): 3 clusters Score: Raw -9210261.238613 + Penalty 3656.356006 = -9206604.882606 nChanged 95 SP:Iteration 76Q (3254.256201 sec): 3 clusters Score: Raw -9210273.011794 + Penalty 3656.356006 = -9206616.655788 nChanged 100 SP:Iteration 77Q (3254.410379 sec): 3 clusters Score: Raw -9210286.206195 + Penalty 3656.356006 = -9206629.850189 nChanged 120 SP:Iteration 78Q (3254.560261 sec): 3 clusters Score: Raw -9210302.670567 + Penalty 3656.356006 = -9206646.314561 nChanged 120 SP:Iteration 79Q (3254.711883 sec): 3 clusters Score: Raw -9210320.596569 + Penalty 3656.356006 = -9206664.240562 nChanged 120 SP:Iteration 80F (3254.881269 sec): 3 clusters Score: Raw -9210338.793049 + Penalty 3656.356006 = -9206682.437043 nChanged 112 SP:Iteration 81Q (3255.031849 sec): 3 clusters Score: Raw -9210356.889226 + Penalty 3656.356006 = -9206700.533220 nChanged 108 SP:Iteration 82Q (3255.179574 sec): 3 clusters Score: Raw -9210374.497191 + Penalty 3656.356006 = -9206718.141185 nChanged 102 SP:Iteration 83Q (3255.328014 sec): 3 clusters Score: Raw -9210390.783963 + Penalty 3656.356006 = -9206734.427957 nChanged 102 SP:Iteration 84Q (3255.478643 sec): 3 clusters Score: Raw -9210405.981747 + Penalty 3656.356006 = -9206749.625741 nChanged 89 SP:Iteration 85Q (3255.630025 sec): 3 clusters Score: Raw -9210419.093396 + Penalty 3656.356006 = -9206762.737389 nChanged 88 SP:Iteration 86Q (3255.782092 sec): 3 clusters Score: Raw -9210431.591177 + Penalty 3656.356006 = -9206775.235171 nChanged 79 SP:Iteration 87Q (3255.931647 sec): 3 clusters Score: Raw -9210442.170740 + Penalty 3656.356006 = -9206785.814733 nChanged 73 SP:Iteration 88Q (3256.072054 sec): 3 clusters Score: Raw -9210451.171433 + Penalty 3656.356006 = -9206794.815427 nChanged 69 SP:Iteration 89Q (3256.213731 sec): 3 clusters Score: Raw -9210459.911290 + Penalty 3656.356006 = -9206803.555284 nChanged 68 SP:Iteration 90Q (3256.364137 sec): 3 clusters Score: Raw -9210468.507401 + Penalty 3656.356006 = -9206812.151395 nChanged 64 SP:Iteration 91Q (3256.515624 sec): 3 clusters Score: Raw -9210477.133062 + Penalty 3656.356006 = -9206820.777055 nChanged 67 SP:Iteration 92Q (3256.672780 sec): 3 clusters Score: Raw -9210486.686256 + Penalty 3656.356006 = -9206830.330250 nChanged 71 SP:Iteration 93Q (3256.830422 sec): 3 clusters Score: Raw -9210497.497966 + Penalty 3656.356006 = -9206841.141960 nChanged 75 SP:Iteration 94Q (3256.996420 sec): 3 clusters Score: Raw -9210508.767571 + Penalty 3656.356006 = -9206852.411565 nChanged 84 SP:Iteration 95Q (3257.148186 sec): 3 clusters Score: Raw -9210522.055020 + Penalty 3656.356006 = -9206865.699013 nChanged 89 SP:Iteration 96Q (3257.303277 sec): 3 clusters Score: Raw -9210536.308055 + Penalty 3656.356006 = -9206879.952049 nChanged 75 SP:Iteration 97Q (3257.458310 sec): 3 clusters Score: Raw -9210549.784570 + Penalty 3656.356006 = -9206893.428564 nChanged 75 SP:Iteration 98Q (3257.611624 sec): 3 clusters Score: Raw -9210562.501795 + Penalty 3656.356006 = -9206906.145789 nChanged 69 SP:Iteration 99Q (3257.753675 sec): 3 clusters Score: Raw -9210573.192176 + Penalty 3656.356006 = -9206916.836170 nChanged 66 SP:Iteration 100F (3257.925751 sec): 3 clusters Score: Raw -9210583.768065 + Penalty 3656.356006 = -9206927.412059 nChanged 56 SP:Iteration 101Q (3258.076126 sec): 3 clusters Score: Raw -9210592.849100 + Penalty 3656.356006 = -9206936.493094 nChanged 67 SP:Iteration 102Q (3258.226477 sec): 3 clusters Score: Raw -9210602.438812 + Penalty 3656.356006 = -9206946.082806 nChanged 61 SP:Iteration 103Q (3258.375425 sec): 3 clusters Score: Raw -9210612.554375 + Penalty 3656.356006 = -9206956.198369 nChanged 57 SP:Iteration 104Q (3258.525267 sec): 3 clusters Score: Raw -9210622.035243 + Penalty 3656.356006 = -9206965.679237 nChanged 58 SP:Iteration 105Q (3258.668596 sec): 3 clusters Score: Raw -9210630.546654 + Penalty 3656.356006 = -9206974.190648 nChanged 50 SP:Iteration 106Q (3258.818294 sec): 3 clusters Score: Raw -9210638.768912 + Penalty 3656.356006 = -9206982.412906 nChanged 61 SP:Iteration 107Q (3258.966879 sec): 3 clusters Score: Raw -9210649.751383 + Penalty 3656.356006 = -9206993.395377 nChanged 52 SP:Iteration 108Q (3259.112046 sec): 3 clusters Score: Raw -9210659.201020 + Penalty 3656.356006 = -9207002.845014 nChanged 59 SP:Iteration 109Q (3259.260505 sec): 3 clusters Score: Raw -9210670.083998 + Penalty 3656.356006 = -9207013.727992 nChanged 62 SP:Iteration 110Q (3259.409117 sec): 3 clusters Score: Raw -9210682.694768 + Penalty 3656.356006 = -9207026.338762 nChanged 63 SP:Iteration 111Q (3259.557718 sec): 3 clusters Score: Raw -9210694.115800 + Penalty 3656.356006 = -9207037.759794 nChanged 60 SP:Iteration 112Q (3259.697503 sec): 3 clusters Score: Raw -9210702.833838 + Penalty 3656.356006 = -9207046.477832 nChanged 44 SP:Iteration 113Q (3259.844723 sec): 3 clusters Score: Raw -9210709.708972 + Penalty 3656.356006 = -9207053.352966 nChanged 37 SP:Iteration 114Q (3259.990990 sec): 3 clusters Score: Raw -9210715.205214 + Penalty 3656.356006 = -9207058.849208 nChanged 31 SP:Iteration 115Q (3260.143146 sec): 3 clusters Score: Raw -9210719.977876 + Penalty 3656.356006 = -9207063.621870 nChanged 32 SP:Iteration 116Q (3260.283050 sec): 3 clusters Score: Raw -9210725.243577 + Penalty 3656.356006 = -9207068.887571 nChanged 35 SP:Iteration 117Q (3260.431112 sec): 3 clusters Score: Raw -9210730.653689 + Penalty 3656.356006 = -9207074.297683 nChanged 31 SP:Iteration 118Q (3260.588262 sec): 3 clusters Score: Raw -9210735.772114 + Penalty 3656.356006 = -9207079.416108 nChanged 34 SP:Iteration 119Q (3260.749088 sec): 3 clusters Score: Raw -9210740.962134 + Penalty 3656.356006 = -9207084.606128 nChanged 25 SP:Iteration 120F (3260.939746 sec): 3 clusters Score: Raw -9210744.228017 + Penalty 3656.356006 = -9207087.872011 nChanged 25 SP:Iteration 121Q (3261.091373 sec): 3 clusters Score: Raw -9210748.127386 + Penalty 3656.356006 = -9207091.771380 nChanged 18 SP:Iteration 122Q (3261.238607 sec): 3 clusters Score: Raw -9210751.117554 + Penalty 3656.356006 = -9207094.761548 nChanged 15 SP:Iteration 123Q (3261.402453 sec): 3 clusters Score: Raw -9210753.504557 + Penalty 3656.356006 = -9207097.148551 nChanged 16 SP:Iteration 124Q (3261.561283 sec): 3 clusters Score: Raw -9210755.444855 + Penalty 3656.356006 = -9207099.088848 nChanged 16 SP:Iteration 125Q (3261.707156 sec): 3 clusters Score: Raw -9210757.595487 + Penalty 3656.356006 = -9207101.239481 nChanged 16 SP:Iteration 126Q (3261.841005 sec): 3 clusters Score: Raw -9210760.217926 + Penalty 3656.356006 = -9207103.861920 nChanged 13 SP:Iteration 127Q (3261.975391 sec): 3 clusters Score: Raw -9210761.908751 + Penalty 3656.356006 = -9207105.552745 nChanged 13 SP:Iteration 128Q (3262.108931 sec): 3 clusters Score: Raw -9210763.264472 + Penalty 3656.356006 = -9207106.908466 nChanged 16 SP:Iteration 129Q (3262.245410 sec): 3 clusters Score: Raw -9210765.853906 + Penalty 3656.356006 = -9207109.497900 nChanged 22 SP:Iteration 130Q (3262.387233 sec): 3 clusters Score: Raw -9210770.627238 + Penalty 3656.356006 = -9207114.271232 nChanged 25 SP:Iteration 131Q (3262.541408 sec): 3 clusters Score: Raw -9210774.967675 + Penalty 3656.356006 = -9207118.611669 nChanged 24 SP:Iteration 132Q (3262.687566 sec): 3 clusters Score: Raw -9210779.069216 + Penalty 3656.356006 = -9207122.713210 nChanged 21 SP:Iteration 133Q (3262.840844 sec): 3 clusters Score: Raw -9210783.332972 + Penalty 3656.356006 = -9207126.976966 nChanged 21 SP:Iteration 134Q (3262.995000 sec): 3 clusters Score: Raw -9210787.093946 + Penalty 3656.356006 = -9207130.737940 nChanged 25 SP:Iteration 135Q (3263.161887 sec): 3 clusters Score: Raw -9210790.717916 + Penalty 3656.356006 = -9207134.361909 nChanged 24 SP:Iteration 136Q (3263.323691 sec): 3 clusters Score: Raw -9210793.847317 + Penalty 3656.356006 = -9207137.491310 nChanged 17 SP:Iteration 137Q (3263.480852 sec): 3 clusters Score: Raw -9210795.559491 + Penalty 3656.356006 = -9207139.203485 nChanged 12 SP:Iteration 138Q (3263.630663 sec): 3 clusters Score: Raw -9210796.986617 + Penalty 3656.356006 = -9207140.630611 nChanged 11 SP:Iteration 139Q (3263.775466 sec): 3 clusters Score: Raw -9210798.563582 + Penalty 3656.356006 = -9207142.207576 nChanged 15 SP:Iteration 140F (3263.950625 sec): 3 clusters Score: Raw -9210800.498674 + Penalty 3656.356006 = -9207144.142668 nChanged 12 SP:Iteration 141Q (3264.133505 sec): 3 clusters Score: Raw -9210801.997495 + Penalty 3656.356006 = -9207145.641489 nChanged 7 SP:Iteration 142Q (3264.276231 sec): 3 clusters Score: Raw -9210802.767708 + Penalty 3656.356006 = -9207146.411702 nChanged 8 SP:Iteration 143Q (3264.410386 sec): 3 clusters Score: Raw -9210803.734658 + Penalty 3656.356006 = -9207147.378652 nChanged 7 SP:Iteration 144Q (3264.536804 sec): 3 clusters Score: Raw -9210804.776867 + Penalty 3656.356006 = -9207148.420861 nChanged 8 SP:Iteration 145Q (3264.670022 sec): 3 clusters Score: Raw -9210806.314229 + Penalty 3656.356006 = -9207149.958222 nChanged 11 SP:Iteration 146Q (3264.804128 sec): 3 clusters Score: Raw -9210807.675482 + Penalty 3656.356006 = -9207151.319476 nChanged 10 SP:Iteration 147Q (3264.946793 sec): 3 clusters Score: Raw -9210809.952611 + Penalty 3656.356006 = -9207153.596605 nChanged 14 SP:Iteration 148Q (3265.096465 sec): 3 clusters Score: Raw -9210812.699674 + Penalty 3656.356006 = -9207156.343668 nChanged 15 SP:Iteration 149Q (3265.245332 sec): 3 clusters Score: Raw -9210815.564961 + Penalty 3656.356006 = -9207159.208955 nChanged 14 SP:Iteration 150Q (3265.387358 sec): 3 clusters Score: Raw -9210818.247885 + Penalty 3656.356006 = -9207161.891879 nChanged 11 SP:Iteration 151Q (3265.537959 sec): 3 clusters Score: Raw -9210820.076510 + Penalty 3656.356006 = -9207163.720504 nChanged 10 SP:Iteration 152Q (3265.683676 sec): 3 clusters Score: Raw -9210821.538035 + Penalty 3656.356006 = -9207165.182028 nChanged 9 SP:Iteration 153Q (3265.825635 sec): 3 clusters Score: Raw -9210822.835329 + Penalty 3656.356006 = -9207166.479322 nChanged 10 SP:Iteration 154Q (3265.964335 sec): 3 clusters Score: Raw -9210824.666930 + Penalty 3656.356006 = -9207168.310923 nChanged 14 SP:Iteration 155Q (3266.119672 sec): 3 clusters Score: Raw -9210827.148076 + Penalty 3656.356006 = -9207170.792069 nChanged 11 SP:Iteration 156Q (3266.293173 sec): 3 clusters Score: Raw -9210828.654062 + Penalty 3656.356006 = -9207172.298056 nChanged 14 SP:Iteration 157Q (3266.450270 sec): 3 clusters Score: Raw -9210830.887104 + Penalty 3656.356006 = -9207174.531098 nChanged 9 SP:Iteration 158Q (3266.597640 sec): 3 clusters Score: Raw -9210832.159110 + Penalty 3656.356006 = -9207175.803104 nChanged 9 SP:Iteration 159Q (3266.738915 sec): 3 clusters Score: Raw -9210834.036599 + Penalty 3656.356006 = -9207177.680592 nChanged 10 SP:Iteration 160F (3266.893063 sec): 3 clusters Score: Raw -9210835.620773 + Penalty 3656.356006 = -9207179.264766 nChanged 10 SP:Iteration 161Q (3267.029692 sec): 3 clusters Score: Raw -9210837.057192 + Penalty 3656.356006 = -9207180.701186 nChanged 5 SP:Iteration 162Q (3267.173825 sec): 3 clusters Score: Raw -9210837.655648 + Penalty 3656.356006 = -9207181.299642 nChanged 5 SP:Iteration 163Q (3267.325971 sec): 3 clusters Score: Raw -9210838.213603 + Penalty 3656.356006 = -9207181.857596 nChanged 6 SP:Iteration 164Q (3267.466216 sec): 3 clusters Score: Raw -9210838.998952 + Penalty 3656.356006 = -9207182.642946 nChanged 7 SP:Iteration 165Q (3267.597717 sec): 3 clusters Score: Raw -9210839.831055 + Penalty 3656.356006 = -9207183.475049 nChanged 5 SP:Iteration 166Q (3267.732279 sec): 3 clusters Score: Raw -9210840.418138 + Penalty 3656.356006 = -9207184.062132 nChanged 6 SP:Iteration 167Q (3267.869353 sec): 3 clusters Score: Raw -9210841.171001 + Penalty 3656.356006 = -9207184.814995 nChanged 6 SP:Iteration 168Q (3268.014606 sec): 3 clusters Score: Raw -9210841.783117 + Penalty 3656.356006 = -9207185.427111 nChanged 2 SP:Iteration 169Q (3268.154965 sec): 3 clusters Score: Raw -9210841.928486 + Penalty 3656.356006 = -9207185.572480 nChanged 1 SP:Iteration 170Q (3268.304467 sec): 3 clusters Score: Raw -9210841.967111 + Penalty 3656.356006 = -9207185.611105 nChanged 1 SP:Iteration 171Q (3268.455011 sec): 3 clusters Score: Raw -9210842.010114 + Penalty 3656.356006 = -9207185.654108 nChanged 0 SP:Iteration 172F (3268.625592 sec): 3 clusters Score: Raw -9210842.010114 + Penalty 3656.356006 = -9207185.654108 nChanged 0 Trying to split cluster 13 (1204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3268.646700 sec): 2 clusters Score: Raw -130569.759035 + Penalty 1152.678252 = -129417.080783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3268.697476 sec): 3 clusters Score: Raw -130220.178821 + Penalty 2305.356503 = -127914.822318 nChanged 399 SP:Iteration 1F (3268.737480 sec): 3 clusters Score: Raw -130569.236972 + Penalty 2305.356503 = -128263.880468 nChanged 87 SP:Iteration 2F (3268.787722 sec): 3 clusters Score: Raw -130637.356777 + Penalty 2305.356503 = -128332.000274 nChanged 48 SP:Iteration 3Q (3268.833172 sec): 3 clusters Score: Raw -130688.200802 + Penalty 2305.356503 = -128382.844299 nChanged 40 SP:Iteration 4Q (3268.883638 sec): 3 clusters Score: Raw -130719.882785 + Penalty 2305.356503 = -128414.526282 nChanged 28 SP:Iteration 5Q (3268.945855 sec): 3 clusters Score: Raw -130749.985831 + Penalty 2305.356503 = -128444.629328 nChanged 29 SP:Iteration 6Q (3268.979369 sec): 3 clusters Score: Raw -130775.787190 + Penalty 2305.356503 = -128470.430687 nChanged 28 SP:Iteration 7Q (3269.022499 sec): 3 clusters Score: Raw -130809.633448 + Penalty 2305.356503 = -128504.276945 nChanged 28 SP:Iteration 8Q (3269.064608 sec): 3 clusters Score: Raw -130843.179075 + Penalty 2305.356503 = -128537.822571 nChanged 26 SP:Iteration 9Q (3269.108606 sec): 3 clusters Score: Raw -130881.751428 + Penalty 2305.356503 = -128576.394924 nChanged 37 SP:Iteration 10Q (3269.153272 sec): 3 clusters Score: Raw -130921.185514 + Penalty 2305.356503 = -128615.829011 nChanged 27 SP:Iteration 11Q (3269.186136 sec): 3 clusters Score: Raw -130949.075057 + Penalty 2305.356503 = -128643.718553 nChanged 31 SP:Iteration 12Q (3269.219028 sec): 3 clusters Score: Raw -131000.230172 + Penalty 2305.356503 = -128694.873669 nChanged 31 SP:Iteration 13Q (3269.246317 sec): 3 clusters Score: Raw -131027.265593 + Penalty 2305.356503 = -128721.909090 nChanged 18 SP:Iteration 14Q (3269.283206 sec): 3 clusters Score: Raw -131043.224246 + Penalty 2305.356503 = -128737.867743 nChanged 9 SP:Iteration 15Q (3269.317207 sec): 3 clusters Score: Raw -131049.468823 + Penalty 2305.356503 = -128744.112320 nChanged 9 SP:Iteration 16Q (3269.350174 sec): 3 clusters Score: Raw -131054.905614 + Penalty 2305.356503 = -128749.549111 nChanged 3 SP:Iteration 17Q (3269.384233 sec): 3 clusters Score: Raw -131056.539730 + Penalty 2305.356503 = -128751.183226 nChanged 3 SP:Iteration 18Q (3269.428261 sec): 3 clusters Score: Raw -131058.047070 + Penalty 2305.356503 = -128752.690567 nChanged 3 SP:Iteration 19Q (3269.470966 sec): 3 clusters Score: Raw -131059.477533 + Penalty 2305.356503 = -128754.121030 nChanged 3 SP:Iteration 20F (3269.513473 sec): 3 clusters Score: Raw -131060.733728 + Penalty 2305.356503 = -128755.377224 nChanged 2 SP:Iteration 21Q (3269.555993 sec): 3 clusters Score: Raw -131061.763147 + Penalty 2305.356503 = -128756.406643 nChanged 3 SP:Iteration 22Q (3269.598511 sec): 3 clusters Score: Raw -131063.110388 + Penalty 2305.356503 = -128757.753885 nChanged 2 SP:Iteration 23Q (3269.649955 sec): 3 clusters Score: Raw -131064.628216 + Penalty 2305.356503 = -128759.271713 nChanged 3 SP:Iteration 24Q (3269.693543 sec): 3 clusters Score: Raw -131066.483576 + Penalty 2305.356503 = -128761.127072 nChanged 2 SP:Iteration 25Q (3269.727023 sec): 3 clusters Score: Raw -131067.441984 + Penalty 2305.356503 = -128762.085480 nChanged 0 SP:Iteration 26F (3269.771170 sec): 3 clusters Score: Raw -131067.441984 + Penalty 2305.356503 = -128762.085480 nChanged 0 Trying to split cluster 14 (6667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3269.813735 sec): 2 clusters Score: Raw -745196.338049 + Penalty 1430.800355 = -743765.537694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3269.860816 sec): 3 clusters Score: Raw -741588.614234 + Penalty 2861.600710 = -738727.013524 nChanged 2788 SP:Iteration 1F (3269.923233 sec): 3 clusters Score: Raw -743121.776716 + Penalty 2861.600710 = -740260.176006 nChanged 473 SP:Iteration 2F (3269.969594 sec): 3 clusters Score: Raw -743369.871432 + Penalty 2861.600710 = -740508.270722 nChanged 374 SP:Iteration 3F (3270.024886 sec): 3 clusters Score: Raw -743565.747968 + Penalty 2861.600710 = -740704.147258 nChanged 299 SP:Iteration 4Q (3270.081467 sec): 3 clusters Score: Raw -743686.740140 + Penalty 2861.600710 = -740825.139429 nChanged 216 SP:Iteration 5Q (3270.137312 sec): 3 clusters Score: Raw -743769.739378 + Penalty 2861.600710 = -740908.138667 nChanged 191 SP:Iteration 6Q (3270.191986 sec): 3 clusters Score: Raw -743843.794820 + Penalty 2861.600710 = -740982.194109 nChanged 187 SP:Iteration 7Q (3270.255078 sec): 3 clusters Score: Raw -743923.112701 + Penalty 2861.600710 = -741061.511991 nChanged 195 SP:Iteration 8Q (3270.309996 sec): 3 clusters Score: Raw -743998.560143 + Penalty 2861.600710 = -741136.959433 nChanged 181 SP:Iteration 9Q (3270.358089 sec): 3 clusters Score: Raw -744089.145054 + Penalty 2861.600710 = -741227.544344 nChanged 199 SP:Iteration 10Q (3270.414873 sec): 3 clusters Score: Raw -744185.855540 + Penalty 2861.600710 = -741324.254829 nChanged 194 SP:Iteration 11Q (3270.476226 sec): 3 clusters Score: Raw -744268.420078 + Penalty 2861.600710 = -741406.819368 nChanged 180 SP:Iteration 12Q (3270.531438 sec): 3 clusters Score: Raw -744347.574452 + Penalty 2861.600710 = -741485.973742 nChanged 175 SP:Iteration 13Q (3270.583720 sec): 3 clusters Score: Raw -744427.009176 + Penalty 2861.600710 = -741565.408465 nChanged 161 SP:Iteration 14Q (3270.639260 sec): 3 clusters Score: Raw -744501.101593 + Penalty 2861.600710 = -741639.500883 nChanged 177 SP:Iteration 15Q (3270.697248 sec): 3 clusters Score: Raw -744578.341666 + Penalty 2861.600710 = -741716.740955 nChanged 152 SP:Iteration 16Q (3270.767337 sec): 3 clusters Score: Raw -744651.196619 + Penalty 2861.600710 = -741789.595909 nChanged 157 SP:Iteration 17Q (3270.818597 sec): 3 clusters Score: Raw -744727.675437 + Penalty 2861.600710 = -741866.074727 nChanged 167 SP:Iteration 18Q (3270.874738 sec): 3 clusters Score: Raw -744803.902732 + Penalty 2861.600710 = -741942.302022 nChanged 135 SP:Iteration 19Q (3270.924442 sec): 3 clusters Score: Raw -744868.650330 + Penalty 2861.600710 = -742007.049619 nChanged 139 SP:Iteration 20F (3270.982770 sec): 3 clusters Score: Raw -744931.565448 + Penalty 2861.600710 = -742069.964738 nChanged 107 SP:Iteration 21Q (3271.043522 sec): 3 clusters Score: Raw -744971.396172 + Penalty 2861.600710 = -742109.795461 nChanged 97 SP:Iteration 22Q (3271.086607 sec): 3 clusters Score: Raw -745012.030217 + Penalty 2861.600710 = -742150.429507 nChanged 100 SP:Iteration 23Q (3271.142740 sec): 3 clusters Score: Raw -745049.674049 + Penalty 2861.600710 = -742188.073339 nChanged 84 SP:Iteration 24Q (3271.193424 sec): 3 clusters Score: Raw -745080.452365 + Penalty 2861.600710 = -742218.851654 nChanged 98 SP:Iteration 25Q (3271.253818 sec): 3 clusters Score: Raw -745120.940979 + Penalty 2861.600710 = -742259.340268 nChanged 78 SP:Iteration 26Q (3271.312835 sec): 3 clusters Score: Raw -745153.395423 + Penalty 2861.600710 = -742291.794713 nChanged 75 SP:Iteration 27Q (3271.365528 sec): 3 clusters Score: Raw -745184.588434 + Penalty 2861.600710 = -742322.987724 nChanged 72 SP:Iteration 28Q (3271.425121 sec): 3 clusters Score: Raw -745220.697652 + Penalty 2861.600710 = -742359.096942 nChanged 92 SP:Iteration 29Q (3271.484965 sec): 3 clusters Score: Raw -745268.101402 + Penalty 2861.600710 = -742406.500691 nChanged 75 SP:Iteration 30Q (3271.544650 sec): 3 clusters Score: Raw -745303.317776 + Penalty 2861.600710 = -742441.717066 nChanged 72 SP:Iteration 31Q (3271.595176 sec): 3 clusters Score: Raw -745332.865416 + Penalty 2861.600710 = -742471.264705 nChanged 63 SP:Iteration 32Q (3271.654767 sec): 3 clusters Score: Raw -745358.338965 + Penalty 2861.600710 = -742496.738255 nChanged 62 SP:Iteration 33Q (3271.713297 sec): 3 clusters Score: Raw -745386.001669 + Penalty 2861.600710 = -742524.400959 nChanged 54 SP:Iteration 34Q (3271.769926 sec): 3 clusters Score: Raw -745405.606216 + Penalty 2861.600710 = -742544.005505 nChanged 48 SP:Iteration 35Q (3271.829598 sec): 3 clusters Score: Raw -745419.885215 + Penalty 2861.600710 = -742558.284505 nChanged 42 SP:Iteration 36Q (3271.888583 sec): 3 clusters Score: Raw -745433.276018 + Penalty 2861.600710 = -742571.675307 nChanged 38 SP:Iteration 37Q (3271.944836 sec): 3 clusters Score: Raw -745444.725520 + Penalty 2861.600710 = -742583.124810 nChanged 30 SP:Iteration 38Q (3272.002890 sec): 3 clusters Score: Raw -745453.461101 + Penalty 2861.600710 = -742591.860391 nChanged 26 SP:Iteration 39Q (3272.057870 sec): 3 clusters Score: Raw -745460.235049 + Penalty 2861.600710 = -742598.634339 nChanged 30 SP:Iteration 40F (3272.126690 sec): 3 clusters Score: Raw -745468.703634 + Penalty 2861.600710 = -742607.102923 nChanged 28 SP:Iteration 41Q (3272.178397 sec): 3 clusters Score: Raw -745475.743347 + Penalty 2861.600710 = -742614.142636 nChanged 21 SP:Iteration 42Q (3272.222422 sec): 3 clusters Score: Raw -745481.985805 + Penalty 2861.600710 = -742620.385095 nChanged 26 SP:Iteration 43Q (3272.282070 sec): 3 clusters Score: Raw -745487.904086 + Penalty 2861.600710 = -742626.303375 nChanged 14 SP:Iteration 44Q (3272.341088 sec): 3 clusters Score: Raw -745491.547931 + Penalty 2861.600710 = -742629.947221 nChanged 17 SP:Iteration 45Q (3272.395240 sec): 3 clusters Score: Raw -745495.682281 + Penalty 2861.600710 = -742634.081571 nChanged 15 SP:Iteration 46Q (3272.453318 sec): 3 clusters Score: Raw -745498.558723 + Penalty 2861.600710 = -742636.958013 nChanged 11 SP:Iteration 47Q (3272.505879 sec): 3 clusters Score: Raw -745501.720700 + Penalty 2861.600710 = -742640.119989 nChanged 13 SP:Iteration 48Q (3272.551064 sec): 3 clusters Score: Raw -745504.518819 + Penalty 2861.600710 = -742642.918109 nChanged 7 SP:Iteration 49Q (3272.604852 sec): 3 clusters Score: Raw -745505.469127 + Penalty 2861.600710 = -742643.868416 nChanged 3 SP:Iteration 50Q (3272.658317 sec): 3 clusters Score: Raw -745505.840922 + Penalty 2861.600710 = -742644.240212 nChanged 3 SP:Iteration 51Q (3272.711303 sec): 3 clusters Score: Raw -745506.101074 + Penalty 2861.600710 = -742644.500364 nChanged 2 SP:Iteration 52Q (3272.754141 sec): 3 clusters Score: Raw -745506.310130 + Penalty 2861.600710 = -742644.709419 nChanged 3 SP:Iteration 53Q (3272.808306 sec): 3 clusters Score: Raw -745506.842268 + Penalty 2861.600710 = -742645.241557 nChanged 3 SP:Iteration 54Q (3272.869607 sec): 3 clusters Score: Raw -745507.296608 + Penalty 2861.600710 = -742645.695897 nChanged 4 SP:Iteration 55Q (3272.912215 sec): 3 clusters Score: Raw -745507.785128 + Penalty 2861.600710 = -742646.184418 nChanged 2 SP:Iteration 56Q (3272.963851 sec): 3 clusters Score: Raw -745508.090581 + Penalty 2861.600710 = -742646.489870 nChanged 2 SP:Iteration 57Q (3273.015223 sec): 3 clusters Score: Raw -745508.290705 + Penalty 2861.600710 = -742646.689995 nChanged 2 SP:Iteration 58Q (3273.061993 sec): 3 clusters Score: Raw -745508.449072 + Penalty 2861.600710 = -742646.848361 nChanged 2 SP:Iteration 59Q (3273.123121 sec): 3 clusters Score: Raw -745508.615321 + Penalty 2861.600710 = -742647.014610 nChanged 1 SP:Iteration 60F (3273.167969 sec): 3 clusters Score: Raw -745508.796211 + Penalty 2861.600710 = -742647.195501 nChanged 3 SP:Iteration 61Q (3273.228251 sec): 3 clusters Score: Raw -745509.431096 + Penalty 2861.600710 = -742647.830386 nChanged 1 SP:Iteration 62Q (3273.270677 sec): 3 clusters Score: Raw -745509.591106 + Penalty 2861.600710 = -742647.990395 nChanged 0 SP:Iteration 63F (3273.322495 sec): 3 clusters Score: Raw -745509.591106 + Penalty 2861.600710 = -742647.990395 nChanged 0 Trying to split cluster 15 (65014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3273.423771 sec): 2 clusters Score: Raw -7675547.399517 + Penalty 1800.883160 = -7673746.516357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3273.560257 sec): 3 clusters Score: Raw -7633845.192403 + Penalty 3601.766321 = -7630243.426082 nChanged 30855 SP:Iteration 1F (3273.696630 sec): 3 clusters Score: Raw -7652048.602839 + Penalty 3601.766321 = -7648446.836518 nChanged 2782 SP:Iteration 2Q (3273.838756 sec): 3 clusters Score: Raw -7652960.233264 + Penalty 3601.766321 = -7649358.466944 nChanged 2906 SP:Iteration 3Q (3273.974113 sec): 3 clusters Score: Raw -7654088.108631 + Penalty 3601.766321 = -7650486.342310 nChanged 3200 SP:Iteration 4Q (3274.114094 sec): 3 clusters Score: Raw -7655584.764671 + Penalty 3601.766321 = -7651982.998350 nChanged 3651 SP:Iteration 5F (3274.253001 sec): 3 clusters Score: Raw -7657684.913116 + Penalty 3601.766321 = -7654083.146795 nChanged 4000 SP:Iteration 6F (3274.389110 sec): 3 clusters Score: Raw -7660423.391701 + Penalty 3601.766321 = -7656821.625380 nChanged 4058 SP:Iteration 7F (3274.525270 sec): 3 clusters Score: Raw -7663733.638589 + Penalty 3601.766321 = -7660131.872268 nChanged 3858 SP:Iteration 8F (3274.674551 sec): 3 clusters Score: Raw -7667291.483834 + Penalty 3601.766321 = -7663689.717513 nChanged 3347 SP:Iteration 9F (3274.823417 sec): 3 clusters Score: Raw -7670237.900418 + Penalty 3601.766321 = -7666636.134098 nChanged 2623 SP:Iteration 10Q (3274.971124 sec): 3 clusters Score: Raw -7671846.049718 + Penalty 3601.766321 = -7668244.283397 nChanged 1625 SP:Iteration 11Q (3275.106272 sec): 3 clusters Score: Raw -7672498.312549 + Penalty 3601.766321 = -7668896.546228 nChanged 992 SP:Iteration 12Q (3275.243959 sec): 3 clusters Score: Raw -7672809.823239 + Penalty 3601.766321 = -7669208.056918 nChanged 743 SP:Iteration 13Q (3275.392727 sec): 3 clusters Score: Raw -7673022.310353 + Penalty 3601.766321 = -7669420.544032 nChanged 604 SP:Iteration 14Q (3275.541791 sec): 3 clusters Score: Raw -7673171.783087 + Penalty 3601.766321 = -7669570.016766 nChanged 561 SP:Iteration 15Q (3275.690638 sec): 3 clusters Score: Raw -7673306.175756 + Penalty 3601.766321 = -7669704.409435 nChanged 537 SP:Iteration 16Q (3275.834902 sec): 3 clusters Score: Raw -7673425.176647 + Penalty 3601.766321 = -7669823.410327 nChanged 470 SP:Iteration 17Q (3275.979474 sec): 3 clusters Score: Raw -7673525.495924 + Penalty 3601.766321 = -7669923.729603 nChanged 447 SP:Iteration 18Q (3276.123663 sec): 3 clusters Score: Raw -7673623.158016 + Penalty 3601.766321 = -7670021.391695 nChanged 430 SP:Iteration 19Q (3276.267233 sec): 3 clusters Score: Raw -7673719.924204 + Penalty 3601.766321 = -7670118.157883 nChanged 429 SP:Iteration 20F (3276.414106 sec): 3 clusters Score: Raw -7673816.430854 + Penalty 3601.766321 = -7670214.664533 nChanged 416 SP:Iteration 21Q (3276.550023 sec): 3 clusters Score: Raw -7673910.691429 + Penalty 3601.766321 = -7670308.925108 nChanged 401 SP:Iteration 22Q (3276.693247 sec): 3 clusters Score: Raw -7674018.131081 + Penalty 3601.766321 = -7670416.364760 nChanged 428 SP:Iteration 23Q (3276.823196 sec): 3 clusters Score: Raw -7674136.991824 + Penalty 3601.766321 = -7670535.225503 nChanged 430 SP:Iteration 24Q (3276.959236 sec): 3 clusters Score: Raw -7674265.359570 + Penalty 3601.766321 = -7670663.593249 nChanged 423 SP:Iteration 25Q (3277.096149 sec): 3 clusters Score: Raw -7674402.523420 + Penalty 3601.766321 = -7670800.757100 nChanged 405 SP:Iteration 26Q (3277.232168 sec): 3 clusters Score: Raw -7674548.553749 + Penalty 3601.766321 = -7670946.787428 nChanged 428 SP:Iteration 27Q (3277.368739 sec): 3 clusters Score: Raw -7674725.314018 + Penalty 3601.766321 = -7671123.547697 nChanged 469 SP:Iteration 28Q (3277.503638 sec): 3 clusters Score: Raw -7674982.796429 + Penalty 3601.766321 = -7671381.030108 nChanged 480 SP:Iteration 29Q (3277.639184 sec): 3 clusters Score: Raw -7675258.510325 + Penalty 3601.766321 = -7671656.744004 nChanged 492 SP:Iteration 30Q (3277.773740 sec): 3 clusters Score: Raw -7675559.168378 + Penalty 3601.766321 = -7671957.402057 nChanged 445 SP:Iteration 31Q (3277.907560 sec): 3 clusters Score: Raw -7675811.706326 + Penalty 3601.766321 = -7672209.940005 nChanged 375 SP:Iteration 32Q (3278.040872 sec): 3 clusters Score: Raw -7676003.149663 + Penalty 3601.766321 = -7672401.383342 nChanged 306 SP:Iteration 33Q (3278.172652 sec): 3 clusters Score: Raw -7676110.611878 + Penalty 3601.766321 = -7672508.845557 nChanged 227 SP:Iteration 34Q (3278.296935 sec): 3 clusters Score: Raw -7676163.568870 + Penalty 3601.766321 = -7672561.802549 nChanged 183 SP:Iteration 35Q (3278.428828 sec): 3 clusters Score: Raw -7676197.100969 + Penalty 3601.766321 = -7672595.334648 nChanged 147 SP:Iteration 36Q (3278.560875 sec): 3 clusters Score: Raw -7676217.476386 + Penalty 3601.766321 = -7672615.710065 nChanged 119 SP:Iteration 37Q (3278.692934 sec): 3 clusters Score: Raw -7676232.293573 + Penalty 3601.766321 = -7672630.527252 nChanged 91 SP:Iteration 38Q (3278.824942 sec): 3 clusters Score: Raw -7676242.680411 + Penalty 3601.766321 = -7672640.914090 nChanged 82 SP:Iteration 39Q (3278.945125 sec): 3 clusters Score: Raw -7676251.315783 + Penalty 3601.766321 = -7672649.549462 nChanged 71 SP:Iteration 40F (3279.093524 sec): 3 clusters Score: Raw -7676258.349907 + Penalty 3601.766321 = -7672656.583586 nChanged 60 SP:Iteration 41Q (3279.220502 sec): 3 clusters Score: Raw -7676263.813988 + Penalty 3601.766321 = -7672662.047667 nChanged 51 SP:Iteration 42Q (3279.359044 sec): 3 clusters Score: Raw -7676268.510329 + Penalty 3601.766321 = -7672666.744008 nChanged 46 SP:Iteration 43Q (3279.499288 sec): 3 clusters Score: Raw -7676271.925378 + Penalty 3601.766321 = -7672670.159057 nChanged 34 SP:Iteration 44Q (3279.633405 sec): 3 clusters Score: Raw -7676274.220609 + Penalty 3601.766321 = -7672672.454289 nChanged 26 SP:Iteration 45Q (3279.778776 sec): 3 clusters Score: Raw -7676276.013546 + Penalty 3601.766321 = -7672674.247225 nChanged 32 SP:Iteration 46Q (3279.900924 sec): 3 clusters Score: Raw -7676277.947647 + Penalty 3601.766321 = -7672676.181326 nChanged 22 SP:Iteration 47Q (3280.028878 sec): 3 clusters Score: Raw -7676279.251414 + Penalty 3601.766321 = -7672677.485093 nChanged 18 SP:Iteration 48Q (3280.155529 sec): 3 clusters Score: Raw -7676280.204907 + Penalty 3601.766321 = -7672678.438586 nChanged 11 SP:Iteration 49Q (3280.296126 sec): 3 clusters Score: Raw -7676280.699845 + Penalty 3601.766321 = -7672678.933524 nChanged 13 SP:Iteration 50Q (3280.431854 sec): 3 clusters Score: Raw -7676281.512781 + Penalty 3601.766321 = -7672679.746460 nChanged 12 SP:Iteration 51Q (3280.572844 sec): 3 clusters Score: Raw -7676282.330712 + Penalty 3601.766321 = -7672680.564391 nChanged 17 SP:Iteration 52Q (3280.692667 sec): 3 clusters Score: Raw -7676283.219560 + Penalty 3601.766321 = -7672681.453239 nChanged 12 SP:Iteration 53Q (3280.812544 sec): 3 clusters Score: Raw -7676283.948618 + Penalty 3601.766321 = -7672682.182297 nChanged 11 SP:Iteration 54Q (3280.938883 sec): 3 clusters Score: Raw -7676284.450595 + Penalty 3601.766321 = -7672682.684275 nChanged 10 SP:Iteration 55Q (3281.059697 sec): 3 clusters Score: Raw -7676285.103521 + Penalty 3601.766321 = -7672683.337200 nChanged 11 SP:Iteration 56Q (3281.180047 sec): 3 clusters Score: Raw -7676285.710655 + Penalty 3601.766321 = -7672683.944335 nChanged 14 SP:Iteration 57Q (3281.311451 sec): 3 clusters Score: Raw -7676286.266220 + Penalty 3601.766321 = -7672684.499899 nChanged 6 SP:Iteration 58Q (3281.438879 sec): 3 clusters Score: Raw -7676286.501833 + Penalty 3601.766321 = -7672684.735513 nChanged 1 SP:Iteration 59Q (3281.566142 sec): 3 clusters Score: Raw -7676286.540957 + Penalty 3601.766321 = -7672684.774636 nChanged 1 SP:Iteration 60F (3281.716793 sec): 3 clusters Score: Raw -7676286.596356 + Penalty 3601.766321 = -7672684.830035 nChanged 3 SP:Iteration 61Q (3281.843630 sec): 3 clusters Score: Raw -7676286.753587 + Penalty 3601.766321 = -7672684.987266 nChanged 5 SP:Iteration 62Q (3281.964391 sec): 3 clusters Score: Raw -7676287.036557 + Penalty 3601.766321 = -7672685.270236 nChanged 5 SP:Iteration 63Q (3282.082843 sec): 3 clusters Score: Raw -7676287.180519 + Penalty 3601.766321 = -7672685.414198 nChanged 2 SP:Iteration 64Q (3282.207937 sec): 3 clusters Score: Raw -7676287.251131 + Penalty 3601.766321 = -7672685.484810 nChanged 3 SP:Iteration 65Q (3282.346468 sec): 3 clusters Score: Raw -7676287.374643 + Penalty 3601.766321 = -7672685.608322 nChanged 2 SP:Iteration 66Q (3282.496842 sec): 3 clusters Score: Raw -7676287.541739 + Penalty 3601.766321 = -7672685.775418 nChanged 7 SP:Iteration 67Q (3282.631995 sec): 3 clusters Score: Raw -7676287.926519 + Penalty 3601.766321 = -7672686.160198 nChanged 13 SP:Iteration 68Q (3282.771710 sec): 3 clusters Score: Raw -7676288.692547 + Penalty 3601.766321 = -7672686.926226 nChanged 7 SP:Iteration 69Q (3282.908436 sec): 3 clusters Score: Raw -7676289.002367 + Penalty 3601.766321 = -7672687.236046 nChanged 11 SP:Iteration 70Q (3283.055450 sec): 3 clusters Score: Raw -7676289.673711 + Penalty 3601.766321 = -7672687.907390 nChanged 8 SP:Iteration 71Q (3283.201935 sec): 3 clusters Score: Raw -7676289.996860 + Penalty 3601.766321 = -7672688.230539 nChanged 6 SP:Iteration 72Q (3283.329432 sec): 3 clusters Score: Raw -7676290.496303 + Penalty 3601.766321 = -7672688.729982 nChanged 7 SP:Iteration 73Q (3283.467719 sec): 3 clusters Score: Raw -7676290.778042 + Penalty 3601.766321 = -7672689.011721 nChanged 9 SP:Iteration 74Q (3283.607211 sec): 3 clusters Score: Raw -7676291.255963 + Penalty 3601.766321 = -7672689.489643 nChanged 12 SP:Iteration 75Q (3283.742393 sec): 3 clusters Score: Raw -7676292.108152 + Penalty 3601.766321 = -7672690.341831 nChanged 6 SP:Iteration 76Q (3283.868415 sec): 3 clusters Score: Raw -7676292.441654 + Penalty 3601.766321 = -7672690.675333 nChanged 5 SP:Iteration 77Q (3283.991929 sec): 3 clusters Score: Raw -7676292.750929 + Penalty 3601.766321 = -7672690.984608 nChanged 5 SP:Iteration 78Q (3284.117531 sec): 3 clusters Score: Raw -7676292.943308 + Penalty 3601.766321 = -7672691.176987 nChanged 4 SP:Iteration 79Q (3284.250985 sec): 3 clusters Score: Raw -7676293.069514 + Penalty 3601.766321 = -7672691.303193 nChanged 1 SP:Iteration 80F (3284.398897 sec): 3 clusters Score: Raw -7676293.113187 + Penalty 3601.766321 = -7672691.346867 nChanged 2 SP:Iteration 81Q (3284.523244 sec): 3 clusters Score: Raw -7676293.208295 + Penalty 3601.766321 = -7672691.441975 nChanged 2 SP:Iteration 82Q (3284.649362 sec): 3 clusters Score: Raw -7676293.301044 + Penalty 3601.766321 = -7672691.534723 nChanged 0 SP:Iteration 83F (3284.799147 sec): 3 clusters Score: Raw -7676293.301044 + Penalty 3601.766321 = -7672691.534723 nChanged 0 Trying to split cluster 16 (19359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3284.853435 sec): 2 clusters Score: Raw -2307162.686062 + Penalty 1604.023315 = -2305558.662748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3284.942341 sec): 3 clusters Score: Raw -2295536.440732 + Penalty 3208.046630 = -2292328.394102 nChanged 8651 SP:Iteration 1F (3285.016564 sec): 3 clusters Score: Raw -2300257.126210 + Penalty 3208.046630 = -2297049.079581 nChanged 988 SP:Iteration 2F (3285.102704 sec): 3 clusters Score: Raw -2300633.792510 + Penalty 3208.046630 = -2297425.745880 nChanged 906 SP:Iteration 3Q (3285.178508 sec): 3 clusters Score: Raw -2300953.870767 + Penalty 3208.046630 = -2297745.824137 nChanged 842 SP:Iteration 4Q (3285.258795 sec): 3 clusters Score: Raw -2301283.924699 + Penalty 3208.046630 = -2298075.878070 nChanged 907 SP:Iteration 5Q (3285.353178 sec): 3 clusters Score: Raw -2301689.751606 + Penalty 3208.046630 = -2298481.704977 nChanged 959 SP:Iteration 6Q (3285.437444 sec): 3 clusters Score: Raw -2302203.724147 + Penalty 3208.046630 = -2298995.677518 nChanged 1124 SP:Iteration 7F (3285.527359 sec): 3 clusters Score: Raw -2302930.086080 + Penalty 3208.046630 = -2299722.039450 nChanged 1272 SP:Iteration 8F (3285.603519 sec): 3 clusters Score: Raw -2303862.847006 + Penalty 3208.046630 = -2300654.800376 nChanged 1248 SP:Iteration 9F (3285.684624 sec): 3 clusters Score: Raw -2304755.410372 + Penalty 3208.046630 = -2301547.363742 nChanged 1042 SP:Iteration 10F (3285.759136 sec): 3 clusters Score: Raw -2305455.130310 + Penalty 3208.046630 = -2302247.083680 nChanged 822 SP:Iteration 11Q (3285.834923 sec): 3 clusters Score: Raw -2305929.816877 + Penalty 3208.046630 = -2302721.770248 nChanged 585 SP:Iteration 12Q (3285.911523 sec): 3 clusters Score: Raw -2306186.534587 + Penalty 3208.046630 = -2302978.487957 nChanged 421 SP:Iteration 13Q (3285.997423 sec): 3 clusters Score: Raw -2306347.110217 + Penalty 3208.046630 = -2303139.063588 nChanged 299 SP:Iteration 14Q (3286.082252 sec): 3 clusters Score: Raw -2306453.457644 + Penalty 3208.046630 = -2303245.411014 nChanged 247 SP:Iteration 15Q (3286.152981 sec): 3 clusters Score: Raw -2306541.018936 + Penalty 3208.046630 = -2303332.972306 nChanged 204 SP:Iteration 16Q (3286.227981 sec): 3 clusters Score: Raw -2306607.428673 + Penalty 3208.046630 = -2303399.382043 nChanged 181 SP:Iteration 17Q (3286.292302 sec): 3 clusters Score: Raw -2306672.391124 + Penalty 3208.046630 = -2303464.344495 nChanged 166 SP:Iteration 18Q (3286.361398 sec): 3 clusters Score: Raw -2306725.370193 + Penalty 3208.046630 = -2303517.323563 nChanged 144 SP:Iteration 19Q (3286.430739 sec): 3 clusters Score: Raw -2306770.890728 + Penalty 3208.046630 = -2303562.844098 nChanged 135 SP:Iteration 20F (3286.496258 sec): 3 clusters Score: Raw -2306815.677107 + Penalty 3208.046630 = -2303607.630477 nChanged 139 SP:Iteration 21Q (3286.568105 sec): 3 clusters Score: Raw -2306865.497821 + Penalty 3208.046630 = -2303657.451191 nChanged 136 SP:Iteration 22Q (3286.637931 sec): 3 clusters Score: Raw -2306907.116630 + Penalty 3208.046630 = -2303699.070000 nChanged 117 SP:Iteration 23Q (3286.696555 sec): 3 clusters Score: Raw -2306938.307076 + Penalty 3208.046630 = -2303730.260447 nChanged 103 SP:Iteration 24Q (3286.774917 sec): 3 clusters Score: Raw -2306962.047925 + Penalty 3208.046630 = -2303754.001296 nChanged 107 SP:Iteration 25Q (3286.837141 sec): 3 clusters Score: Raw -2306987.865907 + Penalty 3208.046630 = -2303779.819278 nChanged 101 SP:Iteration 26Q (3286.899792 sec): 3 clusters Score: Raw -2307012.252486 + Penalty 3208.046630 = -2303804.205856 nChanged 88 SP:Iteration 27Q (3286.969465 sec): 3 clusters Score: Raw -2307029.616535 + Penalty 3208.046630 = -2303821.569905 nChanged 78 SP:Iteration 28Q (3287.029069 sec): 3 clusters Score: Raw -2307050.408469 + Penalty 3208.046630 = -2303842.361839 nChanged 84 SP:Iteration 29Q (3287.097872 sec): 3 clusters Score: Raw -2307068.216490 + Penalty 3208.046630 = -2303860.169860 nChanged 84 SP:Iteration 30Q (3287.153130 sec): 3 clusters Score: Raw -2307090.732744 + Penalty 3208.046630 = -2303882.686114 nChanged 90 SP:Iteration 31Q (3287.213568 sec): 3 clusters Score: Raw -2307109.880377 + Penalty 3208.046630 = -2303901.833747 nChanged 89 SP:Iteration 32Q (3287.266147 sec): 3 clusters Score: Raw -2307129.521389 + Penalty 3208.046630 = -2303921.474759 nChanged 82 SP:Iteration 33Q (3287.332454 sec): 3 clusters Score: Raw -2307150.032548 + Penalty 3208.046630 = -2303941.985918 nChanged 83 SP:Iteration 34Q (3287.396267 sec): 3 clusters Score: Raw -2307167.362141 + Penalty 3208.046630 = -2303959.315511 nChanged 64 SP:Iteration 35Q (3287.460419 sec): 3 clusters Score: Raw -2307182.473504 + Penalty 3208.046630 = -2303974.426874 nChanged 72 SP:Iteration 36Q (3287.521265 sec): 3 clusters Score: Raw -2307199.348032 + Penalty 3208.046630 = -2303991.301402 nChanged 64 SP:Iteration 37Q (3287.573863 sec): 3 clusters Score: Raw -2307213.396788 + Penalty 3208.046630 = -2304005.350159 nChanged 47 SP:Iteration 38Q (3287.642321 sec): 3 clusters Score: Raw -2307221.503691 + Penalty 3208.046630 = -2304013.457061 nChanged 52 SP:Iteration 39Q (3287.719833 sec): 3 clusters Score: Raw -2307233.260295 + Penalty 3208.046630 = -2304025.213666 nChanged 51 SP:Iteration 40F (3287.807463 sec): 3 clusters Score: Raw -2307243.004717 + Penalty 3208.046630 = -2304034.958088 nChanged 57 SP:Iteration 41Q (3287.885234 sec): 3 clusters Score: Raw -2307255.422160 + Penalty 3208.046630 = -2304047.375530 nChanged 68 SP:Iteration 42Q (3287.961386 sec): 3 clusters Score: Raw -2307272.384675 + Penalty 3208.046630 = -2304064.338045 nChanged 75 SP:Iteration 43Q (3288.034813 sec): 3 clusters Score: Raw -2307290.345456 + Penalty 3208.046630 = -2304082.298827 nChanged 71 SP:Iteration 44Q (3288.112989 sec): 3 clusters Score: Raw -2307308.399538 + Penalty 3208.046630 = -2304100.352908 nChanged 72 SP:Iteration 45Q (3288.197717 sec): 3 clusters Score: Raw -2307329.753948 + Penalty 3208.046630 = -2304121.707319 nChanged 81 SP:Iteration 46Q (3288.275916 sec): 3 clusters Score: Raw -2307356.456636 + Penalty 3208.046630 = -2304148.410006 nChanged 75 SP:Iteration 47Q (3288.347290 sec): 3 clusters Score: Raw -2307375.702037 + Penalty 3208.046630 = -2304167.655407 nChanged 48 SP:Iteration 48Q (3288.417631 sec): 3 clusters Score: Raw -2307387.155767 + Penalty 3208.046630 = -2304179.109137 nChanged 47 SP:Iteration 49Q (3288.482289 sec): 3 clusters Score: Raw -2307397.755491 + Penalty 3208.046630 = -2304189.708861 nChanged 50 SP:Iteration 50Q (3288.560196 sec): 3 clusters Score: Raw -2307412.210471 + Penalty 3208.046630 = -2304204.163841 nChanged 57 SP:Iteration 51Q (3288.627482 sec): 3 clusters Score: Raw -2307431.001632 + Penalty 3208.046630 = -2304222.955002 nChanged 52 SP:Iteration 52Q (3288.711791 sec): 3 clusters Score: Raw -2307444.903290 + Penalty 3208.046630 = -2304236.856660 nChanged 36 SP:Iteration 53Q (3288.773142 sec): 3 clusters Score: Raw -2307455.409257 + Penalty 3208.046630 = -2304247.362627 nChanged 34 SP:Iteration 54Q (3288.830173 sec): 3 clusters Score: Raw -2307465.119660 + Penalty 3208.046630 = -2304257.073030 nChanged 35 SP:Iteration 55Q (3288.907468 sec): 3 clusters Score: Raw -2307474.899514 + Penalty 3208.046630 = -2304266.852884 nChanged 33 SP:Iteration 56Q (3288.984755 sec): 3 clusters Score: Raw -2307484.133268 + Penalty 3208.046630 = -2304276.086638 nChanged 35 SP:Iteration 57Q (3289.051782 sec): 3 clusters Score: Raw -2307493.225227 + Penalty 3208.046630 = -2304285.178597 nChanged 31 SP:Iteration 58Q (3289.127851 sec): 3 clusters Score: Raw -2307501.227298 + Penalty 3208.046630 = -2304293.180668 nChanged 32 SP:Iteration 59Q (3289.201797 sec): 3 clusters Score: Raw -2307508.428705 + Penalty 3208.046630 = -2304300.382075 nChanged 29 SP:Iteration 60F (3289.272610 sec): 3 clusters Score: Raw -2307514.235322 + Penalty 3208.046630 = -2304306.188693 nChanged 23 SP:Iteration 61Q (3289.344980 sec): 3 clusters Score: Raw -2307520.671006 + Penalty 3208.046630 = -2304312.624377 nChanged 34 SP:Iteration 62Q (3289.409070 sec): 3 clusters Score: Raw -2307533.027482 + Penalty 3208.046630 = -2304324.980853 nChanged 43 SP:Iteration 63Q (3289.466038 sec): 3 clusters Score: Raw -2307551.266564 + Penalty 3208.046630 = -2304343.219935 nChanged 43 SP:Iteration 64Q (3289.537224 sec): 3 clusters Score: Raw -2307567.309535 + Penalty 3208.046630 = -2304359.262905 nChanged 30 SP:Iteration 65Q (3289.606577 sec): 3 clusters Score: Raw -2307574.354036 + Penalty 3208.046630 = -2304366.307406 nChanged 23 SP:Iteration 66Q (3289.691074 sec): 3 clusters Score: Raw -2307579.253518 + Penalty 3208.046630 = -2304371.206888 nChanged 23 SP:Iteration 67Q (3289.759220 sec): 3 clusters Score: Raw -2307585.208860 + Penalty 3208.046630 = -2304377.162231 nChanged 26 SP:Iteration 68Q (3289.825352 sec): 3 clusters Score: Raw -2307591.942720 + Penalty 3208.046630 = -2304383.896091 nChanged 26 SP:Iteration 69Q (3289.903631 sec): 3 clusters Score: Raw -2307597.296055 + Penalty 3208.046630 = -2304389.249425 nChanged 17 SP:Iteration 70Q (3289.974853 sec): 3 clusters Score: Raw -2307602.139600 + Penalty 3208.046630 = -2304394.092970 nChanged 19 SP:Iteration 71Q (3290.051652 sec): 3 clusters Score: Raw -2307607.856678 + Penalty 3208.046630 = -2304399.810049 nChanged 15 SP:Iteration 72Q (3290.124851 sec): 3 clusters Score: Raw -2307611.464021 + Penalty 3208.046630 = -2304403.417391 nChanged 17 SP:Iteration 73Q (3290.195717 sec): 3 clusters Score: Raw -2307615.386699 + Penalty 3208.046630 = -2304407.340070 nChanged 15 SP:Iteration 74Q (3290.270748 sec): 3 clusters Score: Raw -2307618.789039 + Penalty 3208.046630 = -2304410.742410 nChanged 15 SP:Iteration 75Q (3290.346979 sec): 3 clusters Score: Raw -2307621.306377 + Penalty 3208.046630 = -2304413.259747 nChanged 12 SP:Iteration 76Q (3290.429755 sec): 3 clusters Score: Raw -2307623.590747 + Penalty 3208.046630 = -2304415.544118 nChanged 11 SP:Iteration 77Q (3290.505751 sec): 3 clusters Score: Raw -2307626.579625 + Penalty 3208.046630 = -2304418.532995 nChanged 14 SP:Iteration 78Q (3290.578741 sec): 3 clusters Score: Raw -2307629.135716 + Penalty 3208.046630 = -2304421.089086 nChanged 7 SP:Iteration 79Q (3290.647375 sec): 3 clusters Score: Raw -2307630.300657 + Penalty 3208.046630 = -2304422.254027 nChanged 5 SP:Iteration 80F (3290.725684 sec): 3 clusters Score: Raw -2307631.102204 + Penalty 3208.046630 = -2304423.055574 nChanged 3 SP:Iteration 81Q (3290.805601 sec): 3 clusters Score: Raw -2307631.929962 + Penalty 3208.046630 = -2304423.883332 nChanged 7 SP:Iteration 82Q (3290.876223 sec): 3 clusters Score: Raw -2307633.055601 + Penalty 3208.046630 = -2304425.008971 nChanged 7 SP:Iteration 83Q (3290.949836 sec): 3 clusters Score: Raw -2307634.650731 + Penalty 3208.046630 = -2304426.604101 nChanged 6 SP:Iteration 84Q (3291.027525 sec): 3 clusters Score: Raw -2307636.008957 + Penalty 3208.046630 = -2304427.962328 nChanged 7 SP:Iteration 85Q (3291.104943 sec): 3 clusters Score: Raw -2307637.392467 + Penalty 3208.046630 = -2304429.345837 nChanged 6 SP:Iteration 86Q (3291.181639 sec): 3 clusters Score: Raw -2307638.381311 + Penalty 3208.046630 = -2304430.334682 nChanged 6 SP:Iteration 87Q (3291.245823 sec): 3 clusters Score: Raw -2307639.314938 + Penalty 3208.046630 = -2304431.268308 nChanged 8 SP:Iteration 88Q (3291.319052 sec): 3 clusters Score: Raw -2307641.688529 + Penalty 3208.046630 = -2304433.641899 nChanged 17 SP:Iteration 89Q (3291.395291 sec): 3 clusters Score: Raw -2307645.481620 + Penalty 3208.046630 = -2304437.434991 nChanged 14 SP:Iteration 90Q (3291.467735 sec): 3 clusters Score: Raw -2307648.847706 + Penalty 3208.046630 = -2304440.801076 nChanged 14 SP:Iteration 91Q (3291.540731 sec): 3 clusters Score: Raw -2307651.356131 + Penalty 3208.046630 = -2304443.309502 nChanged 8 SP:Iteration 92Q (3291.607662 sec): 3 clusters Score: Raw -2307652.446850 + Penalty 3208.046630 = -2304444.400220 nChanged 6 SP:Iteration 93Q (3291.678482 sec): 3 clusters Score: Raw -2307653.689970 + Penalty 3208.046630 = -2304445.643341 nChanged 7 SP:Iteration 94Q (3291.746017 sec): 3 clusters Score: Raw -2307655.142370 + Penalty 3208.046630 = -2304447.095740 nChanged 6 SP:Iteration 95Q (3291.811481 sec): 3 clusters Score: Raw -2307656.646981 + Penalty 3208.046630 = -2304448.600351 nChanged 9 SP:Iteration 96Q (3291.879572 sec): 3 clusters Score: Raw -2307658.048332 + Penalty 3208.046630 = -2304450.001703 nChanged 7 SP:Iteration 97Q (3291.954981 sec): 3 clusters Score: Raw -2307659.631110 + Penalty 3208.046630 = -2304451.584481 nChanged 7 SP:Iteration 98Q (3292.014916 sec): 3 clusters Score: Raw -2307660.906215 + Penalty 3208.046630 = -2304452.859585 nChanged 6 SP:Iteration 99Q (3292.097617 sec): 3 clusters Score: Raw -2307661.798187 + Penalty 3208.046630 = -2304453.751557 nChanged 6 SP:Iteration 100F (3292.169599 sec): 3 clusters Score: Raw -2307662.777013 + Penalty 3208.046630 = -2304454.730383 nChanged 4 SP:Iteration 101Q (3292.242670 sec): 3 clusters Score: Raw -2307663.896753 + Penalty 3208.046630 = -2304455.850123 nChanged 9 SP:Iteration 102Q (3292.313633 sec): 3 clusters Score: Raw -2307666.298803 + Penalty 3208.046630 = -2304458.252174 nChanged 6 SP:Iteration 103Q (3292.387604 sec): 3 clusters Score: Raw -2307667.201921 + Penalty 3208.046630 = -2304459.155291 nChanged 1 SP:Iteration 104Q (3292.453408 sec): 3 clusters Score: Raw -2307667.336901 + Penalty 3208.046630 = -2304459.290271 nChanged 2 SP:Iteration 105Q (3292.526750 sec): 3 clusters Score: Raw -2307667.883114 + Penalty 3208.046630 = -2304459.836484 nChanged 1 SP:Iteration 106Q (3292.598883 sec): 3 clusters Score: Raw -2307668.098223 + Penalty 3208.046630 = -2304460.051593 nChanged 2 SP:Iteration 107Q (3292.660297 sec): 3 clusters Score: Raw -2307668.392968 + Penalty 3208.046630 = -2304460.346338 nChanged 0 SP:Iteration 108F (3292.738924 sec): 3 clusters Score: Raw -2307668.392968 + Penalty 3208.046630 = -2304460.346338 nChanged 0 Trying to split cluster 17 (5215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3292.769353 sec): 2 clusters Score: Raw -610211.635116 + Penalty 1390.885335 = -608820.749781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3292.824245 sec): 3 clusters Score: Raw -607504.142057 + Penalty 2781.770669 = -604722.371388 nChanged 2103 SP:Iteration 1F (3292.879728 sec): 3 clusters Score: Raw -608641.899930 + Penalty 2781.770669 = -605860.129260 nChanged 318 SP:Iteration 2F (3292.926630 sec): 3 clusters Score: Raw -608822.137966 + Penalty 2781.770669 = -606040.367297 nChanged 247 SP:Iteration 3Q (3292.981507 sec): 3 clusters Score: Raw -608948.704954 + Penalty 2781.770669 = -606166.934284 nChanged 205 SP:Iteration 4Q (3293.033608 sec): 3 clusters Score: Raw -609036.743092 + Penalty 2781.770669 = -606254.972423 nChanged 158 SP:Iteration 5Q (3293.087371 sec): 3 clusters Score: Raw -609108.592337 + Penalty 2781.770669 = -606326.821668 nChanged 164 SP:Iteration 6Q (3293.142974 sec): 3 clusters Score: Raw -609188.487615 + Penalty 2781.770669 = -606406.716945 nChanged 157 SP:Iteration 7Q (3293.189308 sec): 3 clusters Score: Raw -609259.521571 + Penalty 2781.770669 = -606477.750902 nChanged 142 SP:Iteration 8Q (3293.244822 sec): 3 clusters Score: Raw -609326.561807 + Penalty 2781.770669 = -606544.791137 nChanged 143 SP:Iteration 9Q (3293.301243 sec): 3 clusters Score: Raw -609392.654278 + Penalty 2781.770669 = -606610.883609 nChanged 142 SP:Iteration 10Q (3293.356875 sec): 3 clusters Score: Raw -609463.033377 + Penalty 2781.770669 = -606681.262707 nChanged 136 SP:Iteration 11Q (3293.412661 sec): 3 clusters Score: Raw -609537.843366 + Penalty 2781.770669 = -606756.072696 nChanged 144 SP:Iteration 12Q (3293.467683 sec): 3 clusters Score: Raw -609610.139358 + Penalty 2781.770669 = -606828.368689 nChanged 137 SP:Iteration 13Q (3293.522872 sec): 3 clusters Score: Raw -609686.555119 + Penalty 2781.770669 = -606904.784450 nChanged 146 SP:Iteration 14Q (3293.573138 sec): 3 clusters Score: Raw -609769.914545 + Penalty 2781.770669 = -606988.143876 nChanged 133 SP:Iteration 15Q (3293.639159 sec): 3 clusters Score: Raw -609840.677957 + Penalty 2781.770669 = -607058.907288 nChanged 102 SP:Iteration 16Q (3293.678324 sec): 3 clusters Score: Raw -609908.149321 + Penalty 2781.770669 = -607126.378652 nChanged 115 SP:Iteration 17Q (3293.727745 sec): 3 clusters Score: Raw -609985.111179 + Penalty 2781.770669 = -607203.340509 nChanged 111 SP:Iteration 18Q (3293.781474 sec): 3 clusters Score: Raw -610067.195037 + Penalty 2781.770669 = -607285.424368 nChanged 106 SP:Iteration 19Q (3293.836454 sec): 3 clusters Score: Raw -610142.997141 + Penalty 2781.770669 = -607361.226472 nChanged 105 SP:Iteration 20F (3293.892565 sec): 3 clusters Score: Raw -610211.189341 + Penalty 2781.770669 = -607429.418671 nChanged 80 SP:Iteration 21Q (3293.943374 sec): 3 clusters Score: Raw -610265.980659 + Penalty 2781.770669 = -607484.209990 nChanged 70 SP:Iteration 22Q (3293.996643 sec): 3 clusters Score: Raw -610321.151747 + Penalty 2781.770669 = -607539.381078 nChanged 62 SP:Iteration 23Q (3294.049860 sec): 3 clusters Score: Raw -610364.100282 + Penalty 2781.770669 = -607582.329612 nChanged 55 SP:Iteration 24Q (3294.103265 sec): 3 clusters Score: Raw -610405.750419 + Penalty 2781.770669 = -607623.979750 nChanged 42 SP:Iteration 25Q (3294.157865 sec): 3 clusters Score: Raw -610434.744030 + Penalty 2781.770669 = -607652.973361 nChanged 37 SP:Iteration 26Q (3294.223523 sec): 3 clusters Score: Raw -610460.255850 + Penalty 2781.770669 = -607678.485181 nChanged 23 SP:Iteration 27Q (3294.255126 sec): 3 clusters Score: Raw -610482.880043 + Penalty 2781.770669 = -607701.109373 nChanged 20 SP:Iteration 28Q (3294.309541 sec): 3 clusters Score: Raw -610497.802981 + Penalty 2781.770669 = -607716.032311 nChanged 13 SP:Iteration 29Q (3294.363230 sec): 3 clusters Score: Raw -610509.534259 + Penalty 2781.770669 = -607727.763589 nChanged 9 SP:Iteration 30Q (3294.417498 sec): 3 clusters Score: Raw -610513.406623 + Penalty 2781.770669 = -607731.635953 nChanged 9 SP:Iteration 31Q (3294.468849 sec): 3 clusters Score: Raw -610516.727042 + Penalty 2781.770669 = -607734.956372 nChanged 2 SP:Iteration 32Q (3294.520974 sec): 3 clusters Score: Raw -610518.093704 + Penalty 2781.770669 = -607736.323034 nChanged 3 SP:Iteration 33Q (3294.570965 sec): 3 clusters Score: Raw -610519.259345 + Penalty 2781.770669 = -607737.488675 nChanged 0 SP:Iteration 34F (3294.621019 sec): 3 clusters Score: Raw -610519.259345 + Penalty 2781.770669 = -607737.488675 nChanged 0 Trying to split cluster 18 (3890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3294.649755 sec): 2 clusters Score: Raw -461494.329147 + Penalty 1343.251721 = -460151.077426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3294.701965 sec): 3 clusters Score: Raw -459586.270631 + Penalty 2686.503442 = -456899.767189 nChanged 1527 SP:Iteration 1F (3294.755321 sec): 3 clusters Score: Raw -460426.092433 + Penalty 2686.503442 = -457739.588991 nChanged 292 SP:Iteration 2F (3294.808577 sec): 3 clusters Score: Raw -460587.014793 + Penalty 2686.503442 = -457900.511351 nChanged 186 SP:Iteration 3Q (3294.861359 sec): 3 clusters Score: Raw -460689.474001 + Penalty 2686.503442 = -458002.970559 nChanged 156 SP:Iteration 4Q (3294.915583 sec): 3 clusters Score: Raw -460782.476862 + Penalty 2686.503442 = -458095.973420 nChanged 155 SP:Iteration 5Q (3294.958022 sec): 3 clusters Score: Raw -460867.335331 + Penalty 2686.503442 = -458180.831889 nChanged 121 SP:Iteration 6Q (3295.011543 sec): 3 clusters Score: Raw -460929.026569 + Penalty 2686.503442 = -458242.523127 nChanged 88 SP:Iteration 7Q (3295.061565 sec): 3 clusters Score: Raw -460972.116008 + Penalty 2686.503442 = -458285.612566 nChanged 81 SP:Iteration 8Q (3295.106705 sec): 3 clusters Score: Raw -461013.590225 + Penalty 2686.503442 = -458327.086783 nChanged 82 SP:Iteration 9Q (3295.161314 sec): 3 clusters Score: Raw -461056.328519 + Penalty 2686.503442 = -458369.825077 nChanged 84 SP:Iteration 10Q (3295.204671 sec): 3 clusters Score: Raw -461095.985136 + Penalty 2686.503442 = -458409.481694 nChanged 71 SP:Iteration 11Q (3295.247099 sec): 3 clusters Score: Raw -461131.972255 + Penalty 2686.503442 = -458445.468814 nChanged 62 SP:Iteration 12Q (3295.284475 sec): 3 clusters Score: Raw -461164.535967 + Penalty 2686.503442 = -458478.032525 nChanged 86 SP:Iteration 13Q (3295.329882 sec): 3 clusters Score: Raw -461216.043644 + Penalty 2686.503442 = -458529.540203 nChanged 99 SP:Iteration 14Q (3295.379452 sec): 3 clusters Score: Raw -461269.858761 + Penalty 2686.503442 = -458583.355319 nChanged 89 SP:Iteration 15Q (3295.422761 sec): 3 clusters Score: Raw -461325.203509 + Penalty 2686.503442 = -458638.700067 nChanged 83 SP:Iteration 16Q (3295.474458 sec): 3 clusters Score: Raw -461362.748674 + Penalty 2686.503442 = -458676.245232 nChanged 57 SP:Iteration 17Q (3295.517816 sec): 3 clusters Score: Raw -461386.489756 + Penalty 2686.503442 = -458699.986314 nChanged 51 SP:Iteration 18Q (3295.552639 sec): 3 clusters Score: Raw -461413.379252 + Penalty 2686.503442 = -458726.875811 nChanged 35 SP:Iteration 19Q (3295.595472 sec): 3 clusters Score: Raw -461429.898553 + Penalty 2686.503442 = -458743.395111 nChanged 35 SP:Iteration 20F (3295.634598 sec): 3 clusters Score: Raw -461446.820860 + Penalty 2686.503442 = -458760.317418 nChanged 29 SP:Iteration 21Q (3295.681397 sec): 3 clusters Score: Raw -461458.582573 + Penalty 2686.503442 = -458772.079131 nChanged 31 SP:Iteration 22Q (3295.714648 sec): 3 clusters Score: Raw -461474.404021 + Penalty 2686.503442 = -458787.900579 nChanged 39 SP:Iteration 23Q (3295.757094 sec): 3 clusters Score: Raw -461489.595168 + Penalty 2686.503442 = -458803.091726 nChanged 35 SP:Iteration 24Q (3295.800039 sec): 3 clusters Score: Raw -461501.700935 + Penalty 2686.503442 = -458815.197493 nChanged 30 SP:Iteration 25Q (3295.838673 sec): 3 clusters Score: Raw -461512.928700 + Penalty 2686.503442 = -458826.425259 nChanged 23 SP:Iteration 26Q (3295.887698 sec): 3 clusters Score: Raw -461519.390820 + Penalty 2686.503442 = -458832.887379 nChanged 14 SP:Iteration 27Q (3295.936359 sec): 3 clusters Score: Raw -461524.492780 + Penalty 2686.503442 = -458837.989338 nChanged 17 SP:Iteration 28Q (3295.979761 sec): 3 clusters Score: Raw -461529.175220 + Penalty 2686.503442 = -458842.671778 nChanged 14 SP:Iteration 29Q (3296.022739 sec): 3 clusters Score: Raw -461532.604825 + Penalty 2686.503442 = -458846.101383 nChanged 11 SP:Iteration 30Q (3296.060993 sec): 3 clusters Score: Raw -461536.294283 + Penalty 2686.503442 = -458849.790841 nChanged 12 SP:Iteration 31Q (3296.105486 sec): 3 clusters Score: Raw -461540.670268 + Penalty 2686.503442 = -458854.166826 nChanged 15 SP:Iteration 32Q (3296.149790 sec): 3 clusters Score: Raw -461545.346144 + Penalty 2686.503442 = -458858.842702 nChanged 17 SP:Iteration 33Q (3296.189835 sec): 3 clusters Score: Raw -461549.679734 + Penalty 2686.503442 = -458863.176292 nChanged 12 SP:Iteration 34Q (3296.233917 sec): 3 clusters Score: Raw -461553.332637 + Penalty 2686.503442 = -458866.829196 nChanged 15 SP:Iteration 35Q (3296.278188 sec): 3 clusters Score: Raw -461557.949555 + Penalty 2686.503442 = -458871.446114 nChanged 10 SP:Iteration 36Q (3296.322482 sec): 3 clusters Score: Raw -461561.961995 + Penalty 2686.503442 = -458875.458553 nChanged 12 SP:Iteration 37Q (3296.366874 sec): 3 clusters Score: Raw -461564.998629 + Penalty 2686.503442 = -458878.495187 nChanged 7 SP:Iteration 38Q (3296.422690 sec): 3 clusters Score: Raw -461566.233272 + Penalty 2686.503442 = -458879.729830 nChanged 3 SP:Iteration 39Q (3296.469574 sec): 3 clusters Score: Raw -461567.201337 + Penalty 2686.503442 = -458880.697895 nChanged 3 SP:Iteration 40F (3296.506293 sec): 3 clusters Score: Raw -461567.871561 + Penalty 2686.503442 = -458881.368119 nChanged 3 SP:Iteration 41Q (3296.554561 sec): 3 clusters Score: Raw -461568.290829 + Penalty 2686.503442 = -458881.787387 nChanged 2 SP:Iteration 42Q (3296.607713 sec): 3 clusters Score: Raw -461568.897524 + Penalty 2686.503442 = -458882.394082 nChanged 3 SP:Iteration 43Q (3296.649456 sec): 3 clusters Score: Raw -461569.502683 + Penalty 2686.503442 = -458882.999241 nChanged 3 SP:Iteration 44Q (3296.682855 sec): 3 clusters Score: Raw -461570.618059 + Penalty 2686.503442 = -458884.114617 nChanged 4 SP:Iteration 45Q (3296.721385 sec): 3 clusters Score: Raw -461572.934883 + Penalty 2686.503442 = -458886.431442 nChanged 8 SP:Iteration 46Q (3296.761025 sec): 3 clusters Score: Raw -461574.840316 + Penalty 2686.503442 = -458888.336874 nChanged 4 SP:Iteration 47Q (3296.807891 sec): 3 clusters Score: Raw -461575.755029 + Penalty 2686.503442 = -458889.251588 nChanged 1 SP:Iteration 48Q (3296.849612 sec): 3 clusters Score: Raw -461575.961280 + Penalty 2686.503442 = -458889.457838 nChanged 1 SP:Iteration 49Q (3296.883182 sec): 3 clusters Score: Raw -461576.444609 + Penalty 2686.503442 = -458889.941167 nChanged 4 SP:Iteration 50Q (3296.921838 sec): 3 clusters Score: Raw -461577.905314 + Penalty 2686.503442 = -458891.401872 nChanged 7 SP:Iteration 51Q (3296.964400 sec): 3 clusters Score: Raw -461580.639799 + Penalty 2686.503442 = -458894.136357 nChanged 8 SP:Iteration 52Q (3297.002739 sec): 3 clusters Score: Raw -461583.258888 + Penalty 2686.503442 = -458896.755446 nChanged 6 SP:Iteration 53Q (3297.049516 sec): 3 clusters Score: Raw -461585.037831 + Penalty 2686.503442 = -458898.534389 nChanged 5 SP:Iteration 54Q (3297.091298 sec): 3 clusters Score: Raw -461586.361405 + Penalty 2686.503442 = -458899.857963 nChanged 4 SP:Iteration 55Q (3297.124657 sec): 3 clusters Score: Raw -461586.977205 + Penalty 2686.503442 = -458900.473763 nChanged 1 SP:Iteration 56Q (3297.167446 sec): 3 clusters Score: Raw -461587.233125 + Penalty 2686.503442 = -458900.729683 nChanged 0 SP:Iteration 57F (3297.206095 sec): 3 clusters Score: Raw -461587.233125 + Penalty 2686.503442 = -458900.729683 nChanged 0 Trying to split cluster 19 (28699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3297.263923 sec): 2 clusters Score: Raw -3416270.205997 + Penalty 1668.000353 = -3414602.205644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3297.346245 sec): 3 clusters Score: Raw -3398556.244012 + Penalty 3336.000706 = -3395220.243306 nChanged 13240 SP:Iteration 1F (3297.425197 sec): 3 clusters Score: Raw -3406231.533947 + Penalty 3336.000706 = -3402895.533241 nChanged 1709 SP:Iteration 2F (3297.504385 sec): 3 clusters Score: Raw -3407041.684952 + Penalty 3336.000706 = -3403705.684246 nChanged 1785 SP:Iteration 3F (3297.587789 sec): 3 clusters Score: Raw -3407998.482697 + Penalty 3336.000706 = -3404662.481991 nChanged 1840 SP:Iteration 4F (3297.658174 sec): 3 clusters Score: Raw -3409095.276914 + Penalty 3336.000706 = -3405759.276208 nChanged 1875 SP:Iteration 5F (3297.736353 sec): 3 clusters Score: Raw -3410295.529489 + Penalty 3336.000706 = -3406959.528783 nChanged 1710 SP:Iteration 6F (3297.818474 sec): 3 clusters Score: Raw -3411402.113767 + Penalty 3336.000706 = -3408066.113061 nChanged 1417 SP:Iteration 7Q (3297.905769 sec): 3 clusters Score: Raw -3412333.713690 + Penalty 3336.000706 = -3408997.712984 nChanged 1218 SP:Iteration 8Q (3297.998142 sec): 3 clusters Score: Raw -3413170.837298 + Penalty 3336.000706 = -3409834.836591 nChanged 975 SP:Iteration 9Q (3298.090027 sec): 3 clusters Score: Raw -3413846.718073 + Penalty 3336.000706 = -3410510.717367 nChanged 776 SP:Iteration 10Q (3298.180713 sec): 3 clusters Score: Raw -3414369.997840 + Penalty 3336.000706 = -3411033.997134 nChanged 639 SP:Iteration 11Q (3298.271712 sec): 3 clusters Score: Raw -3414799.176223 + Penalty 3336.000706 = -3411463.175516 nChanged 480 SP:Iteration 12Q (3298.360868 sec): 3 clusters Score: Raw -3415068.125878 + Penalty 3336.000706 = -3411732.125171 nChanged 379 SP:Iteration 13Q (3298.440309 sec): 3 clusters Score: Raw -3415261.417690 + Penalty 3336.000706 = -3411925.416984 nChanged 320 SP:Iteration 14Q (3298.527388 sec): 3 clusters Score: Raw -3415420.221134 + Penalty 3336.000706 = -3412084.220428 nChanged 309 SP:Iteration 15Q (3298.613425 sec): 3 clusters Score: Raw -3415568.400167 + Penalty 3336.000706 = -3412232.399460 nChanged 261 SP:Iteration 16Q (3298.691970 sec): 3 clusters Score: Raw -3415681.536241 + Penalty 3336.000706 = -3412345.535534 nChanged 234 SP:Iteration 17Q (3298.772661 sec): 3 clusters Score: Raw -3415796.621931 + Penalty 3336.000706 = -3412460.621225 nChanged 210 SP:Iteration 18Q (3298.860349 sec): 3 clusters Score: Raw -3415901.035246 + Penalty 3336.000706 = -3412565.034539 nChanged 200 SP:Iteration 19Q (3298.934318 sec): 3 clusters Score: Raw -3415991.204054 + Penalty 3336.000706 = -3412655.203347 nChanged 181 SP:Iteration 20F (3299.020728 sec): 3 clusters Score: Raw -3416081.920043 + Penalty 3336.000706 = -3412745.919337 nChanged 159 SP:Iteration 21Q (3299.104510 sec): 3 clusters Score: Raw -3416160.906060 + Penalty 3336.000706 = -3412824.905354 nChanged 129 SP:Iteration 22Q (3299.187343 sec): 3 clusters Score: Raw -3416222.355547 + Penalty 3336.000706 = -3412886.354841 nChanged 101 SP:Iteration 23Q (3299.261592 sec): 3 clusters Score: Raw -3416267.031756 + Penalty 3336.000706 = -3412931.031050 nChanged 76 SP:Iteration 24Q (3299.343952 sec): 3 clusters Score: Raw -3416299.931193 + Penalty 3336.000706 = -3412963.930487 nChanged 49 SP:Iteration 25Q (3299.425597 sec): 3 clusters Score: Raw -3416326.219184 + Penalty 3336.000706 = -3412990.218478 nChanged 57 SP:Iteration 26Q (3299.507770 sec): 3 clusters Score: Raw -3416355.046245 + Penalty 3336.000706 = -3413019.045539 nChanged 46 SP:Iteration 27Q (3299.590124 sec): 3 clusters Score: Raw -3416375.119948 + Penalty 3336.000706 = -3413039.119242 nChanged 49 SP:Iteration 28Q (3299.661212 sec): 3 clusters Score: Raw -3416392.899268 + Penalty 3336.000706 = -3413056.898561 nChanged 45 SP:Iteration 29Q (3299.743603 sec): 3 clusters Score: Raw -3416410.358575 + Penalty 3336.000706 = -3413074.357868 nChanged 32 SP:Iteration 30Q (3299.825270 sec): 3 clusters Score: Raw -3416425.104914 + Penalty 3336.000706 = -3413089.104208 nChanged 38 SP:Iteration 31Q (3299.895065 sec): 3 clusters Score: Raw -3416439.120224 + Penalty 3336.000706 = -3413103.119518 nChanged 42 SP:Iteration 32Q (3299.969647 sec): 3 clusters Score: Raw -3416455.587021 + Penalty 3336.000706 = -3413119.586315 nChanged 29 SP:Iteration 33Q (3300.050859 sec): 3 clusters Score: Raw -3416468.306253 + Penalty 3336.000706 = -3413132.305547 nChanged 31 SP:Iteration 34Q (3300.133262 sec): 3 clusters Score: Raw -3416480.441121 + Penalty 3336.000706 = -3413144.440415 nChanged 23 SP:Iteration 35Q (3300.204145 sec): 3 clusters Score: Raw -3416489.354167 + Penalty 3336.000706 = -3413153.353461 nChanged 25 SP:Iteration 36Q (3300.270020 sec): 3 clusters Score: Raw -3416498.749379 + Penalty 3336.000706 = -3413162.748673 nChanged 23 SP:Iteration 37Q (3300.353260 sec): 3 clusters Score: Raw -3416508.251063 + Penalty 3336.000706 = -3413172.250357 nChanged 21 SP:Iteration 38Q (3300.430799 sec): 3 clusters Score: Raw -3416516.818465 + Penalty 3336.000706 = -3413180.817758 nChanged 23 SP:Iteration 39Q (3300.502649 sec): 3 clusters Score: Raw -3416523.905873 + Penalty 3336.000706 = -3413187.905167 nChanged 20 SP:Iteration 40F (3300.598406 sec): 3 clusters Score: Raw -3416531.422432 + Penalty 3336.000706 = -3413195.421726 nChanged 11 SP:Iteration 41Q (3300.687800 sec): 3 clusters Score: Raw -3416536.942412 + Penalty 3336.000706 = -3413200.941705 nChanged 10 SP:Iteration 42Q (3300.773171 sec): 3 clusters Score: Raw -3416540.346378 + Penalty 3336.000706 = -3413204.345672 nChanged 7 SP:Iteration 43Q (3300.859412 sec): 3 clusters Score: Raw -3416542.933983 + Penalty 3336.000706 = -3413206.933276 nChanged 10 SP:Iteration 44Q (3300.937392 sec): 3 clusters Score: Raw -3416546.718847 + Penalty 3336.000706 = -3413210.718140 nChanged 9 SP:Iteration 45Q (3301.018991 sec): 3 clusters Score: Raw -3416549.204095 + Penalty 3336.000706 = -3413213.203389 nChanged 6 SP:Iteration 46Q (3301.103923 sec): 3 clusters Score: Raw -3416551.916567 + Penalty 3336.000706 = -3413215.915860 nChanged 5 SP:Iteration 47Q (3301.185699 sec): 3 clusters Score: Raw -3416554.340769 + Penalty 3336.000706 = -3413218.340062 nChanged 9 SP:Iteration 48Q (3301.273942 sec): 3 clusters Score: Raw -3416557.935406 + Penalty 3336.000706 = -3413221.934700 nChanged 9 SP:Iteration 49Q (3301.353260 sec): 3 clusters Score: Raw -3416562.935419 + Penalty 3336.000706 = -3413226.934713 nChanged 11 SP:Iteration 50Q (3301.430110 sec): 3 clusters Score: Raw -3416568.269854 + Penalty 3336.000706 = -3413232.269148 nChanged 11 SP:Iteration 51Q (3301.518780 sec): 3 clusters Score: Raw -3416572.365009 + Penalty 3336.000706 = -3413236.364303 nChanged 7 SP:Iteration 52Q (3301.602760 sec): 3 clusters Score: Raw -3416575.135072 + Penalty 3336.000706 = -3413239.134366 nChanged 4 SP:Iteration 53Q (3301.686958 sec): 3 clusters Score: Raw -3416576.686291 + Penalty 3336.000706 = -3413240.685585 nChanged 4 SP:Iteration 54Q (3301.783447 sec): 3 clusters Score: Raw -3416578.316749 + Penalty 3336.000706 = -3413242.316043 nChanged 3 SP:Iteration 55Q (3301.870760 sec): 3 clusters Score: Raw -3416579.352560 + Penalty 3336.000706 = -3413243.351854 nChanged 2 SP:Iteration 56Q (3301.939265 sec): 3 clusters Score: Raw -3416580.128496 + Penalty 3336.000706 = -3413244.127790 nChanged 3 SP:Iteration 57Q (3302.009379 sec): 3 clusters Score: Raw -3416580.768548 + Penalty 3336.000706 = -3413244.767842 nChanged 2 SP:Iteration 58Q (3302.084171 sec): 3 clusters Score: Raw -3416581.578945 + Penalty 3336.000706 = -3413245.578238 nChanged 2 SP:Iteration 59Q (3302.163598 sec): 3 clusters Score: Raw -3416582.418364 + Penalty 3336.000706 = -3413246.417658 nChanged 2 SP:Iteration 60F (3302.260016 sec): 3 clusters Score: Raw -3416583.276056 + Penalty 3336.000706 = -3413247.275350 nChanged 1 SP:Iteration 61Q (3302.332853 sec): 3 clusters Score: Raw -3416583.512740 + Penalty 3336.000706 = -3413247.512034 nChanged 0 SP:Iteration 62F (3302.415708 sec): 3 clusters Score: Raw -3416583.512740 + Penalty 3336.000706 = -3413247.512034 nChanged 0 Trying to split cluster 20 (5037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3302.445515 sec): 2 clusters Score: Raw -534008.873979 + Penalty 1385.241966 = -532623.632013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3302.506215 sec): 3 clusters Score: Raw -531469.904478 + Penalty 2770.483932 = -528699.420546 nChanged 2040 SP:Iteration 1F (3302.557439 sec): 3 clusters Score: Raw -532681.190063 + Penalty 2770.483932 = -529910.706131 nChanged 449 SP:Iteration 2F (3302.598036 sec): 3 clusters Score: Raw -533024.956620 + Penalty 2770.483932 = -530254.472688 nChanged 373 SP:Iteration 3F (3302.631570 sec): 3 clusters Score: Raw -533332.975120 + Penalty 2770.483932 = -530562.491188 nChanged 341 SP:Iteration 4F (3302.677733 sec): 3 clusters Score: Raw -533675.529517 + Penalty 2770.483932 = -530905.045585 nChanged 323 SP:Iteration 5F (3302.728227 sec): 3 clusters Score: Raw -534046.737989 + Penalty 2770.483932 = -531276.254056 nChanged 308 SP:Iteration 6F (3302.776799 sec): 3 clusters Score: Raw -534444.217759 + Penalty 2770.483932 = -531673.733827 nChanged 314 SP:Iteration 7F (3302.834932 sec): 3 clusters Score: Raw -534938.446247 + Penalty 2770.483932 = -532167.962315 nChanged 282 SP:Iteration 8F (3302.878834 sec): 3 clusters Score: Raw -535451.951179 + Penalty 2770.483932 = -532681.467247 nChanged 261 SP:Iteration 9F (3302.930280 sec): 3 clusters Score: Raw -535843.595997 + Penalty 2770.483932 = -533073.112065 nChanged 218 SP:Iteration 10Q (3302.987547 sec): 3 clusters Score: Raw -536060.677032 + Penalty 2770.483932 = -533290.193099 nChanged 147 SP:Iteration 11Q (3303.052442 sec): 3 clusters Score: Raw -536159.744697 + Penalty 2770.483932 = -533389.260764 nChanged 91 SP:Iteration 12Q (3303.098887 sec): 3 clusters Score: Raw -536203.118932 + Penalty 2770.483932 = -533432.634999 nChanged 52 SP:Iteration 13Q (3303.154210 sec): 3 clusters Score: Raw -536220.895307 + Penalty 2770.483932 = -533450.411374 nChanged 31 SP:Iteration 14Q (3303.211364 sec): 3 clusters Score: Raw -536230.319927 + Penalty 2770.483932 = -533459.835995 nChanged 28 SP:Iteration 15Q (3303.267501 sec): 3 clusters Score: Raw -536237.998115 + Penalty 2770.483932 = -533467.514183 nChanged 20 SP:Iteration 16Q (3303.323333 sec): 3 clusters Score: Raw -536242.706558 + Penalty 2770.483932 = -533472.222626 nChanged 9 SP:Iteration 17Q (3303.378992 sec): 3 clusters Score: Raw -536244.053281 + Penalty 2770.483932 = -533473.569348 nChanged 7 SP:Iteration 18Q (3303.436306 sec): 3 clusters Score: Raw -536245.265855 + Penalty 2770.483932 = -533474.781923 nChanged 6 SP:Iteration 19Q (3303.492640 sec): 3 clusters Score: Raw -536246.350687 + Penalty 2770.483932 = -533475.866755 nChanged 4 SP:Iteration 20F (3303.550436 sec): 3 clusters Score: Raw -536246.864842 + Penalty 2770.483932 = -533476.380910 nChanged 2 SP:Iteration 21Q (3303.617346 sec): 3 clusters Score: Raw -536247.035466 + Penalty 2770.483932 = -533476.551534 nChanged 2 SP:Iteration 22Q (3303.662631 sec): 3 clusters Score: Raw -536248.023806 + Penalty 2770.483932 = -533477.539874 nChanged 4 SP:Iteration 23Q (3303.718203 sec): 3 clusters Score: Raw -536248.922894 + Penalty 2770.483932 = -533478.438961 nChanged 3 SP:Iteration 24Q (3303.774171 sec): 3 clusters Score: Raw -536249.318391 + Penalty 2770.483932 = -533478.834459 nChanged 3 SP:Iteration 25Q (3303.838614 sec): 3 clusters Score: Raw -536250.259425 + Penalty 2770.483932 = -533479.775493 nChanged 4 SP:Iteration 26Q (3303.890436 sec): 3 clusters Score: Raw -536250.966369 + Penalty 2770.483932 = -533480.482436 nChanged 5 SP:Iteration 27Q (3303.927233 sec): 3 clusters Score: Raw -536252.415892 + Penalty 2770.483932 = -533481.931960 nChanged 4 SP:Iteration 28Q (3303.983461 sec): 3 clusters Score: Raw -536252.792128 + Penalty 2770.483932 = -533482.308196 nChanged 2 SP:Iteration 29Q (3304.040428 sec): 3 clusters Score: Raw -536253.082178 + Penalty 2770.483932 = -533482.598245 nChanged 3 SP:Iteration 30Q (3304.083699 sec): 3 clusters Score: Raw -536253.590496 + Penalty 2770.483932 = -533483.106564 nChanged 3 SP:Iteration 31Q (3304.140952 sec): 3 clusters Score: Raw -536254.001549 + Penalty 2770.483932 = -533483.517616 nChanged 1 SP:Iteration 32Q (3304.196809 sec): 3 clusters Score: Raw -536254.089829 + Penalty 2770.483932 = -533483.605896 nChanged 1 SP:Iteration 33Q (3304.252548 sec): 3 clusters Score: Raw -536254.138162 + Penalty 2770.483932 = -533483.654230 nChanged 0 SP:Iteration 34F (3304.309290 sec): 3 clusters Score: Raw -536254.138162 + Penalty 2770.483932 = -533483.654230 nChanged 0 Score: Raw -86548337.045981 + Penalty 65962.637360 = -86482374.408621 Splitting cluster 20 changes total score from -86482283.594925 to -86482374.408621 So it's getting split into cluster 30. Trying to split cluster 21 (1538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3319.653837 sec): 2 clusters Score: Raw -178008.012629 + Penalty 1192.463699 = -176815.548930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3319.699639 sec): 3 clusters Score: Raw -177365.020953 + Penalty 2384.927399 = -174980.093554 nChanged 526 SP:Iteration 1F (3319.739162 sec): 3 clusters Score: Raw -177733.281776 + Penalty 2384.927399 = -175348.354378 nChanged 125 SP:Iteration 2F (3319.789904 sec): 3 clusters Score: Raw -177829.345131 + Penalty 2384.927399 = -175444.417733 nChanged 68 SP:Iteration 3Q (3319.852419 sec): 3 clusters Score: Raw -177888.902290 + Penalty 2384.927399 = -175503.974891 nChanged 59 SP:Iteration 4Q (3319.890037 sec): 3 clusters Score: Raw -177927.234464 + Penalty 2384.927399 = -175542.307065 nChanged 38 SP:Iteration 5Q (3319.939143 sec): 3 clusters Score: Raw -177952.342706 + Penalty 2384.927399 = -175567.415307 nChanged 25 SP:Iteration 6Q (3319.985965 sec): 3 clusters Score: Raw -177965.091396 + Penalty 2384.927399 = -175580.163997 nChanged 15 SP:Iteration 7Q (3320.035113 sec): 3 clusters Score: Raw -177972.247142 + Penalty 2384.927399 = -175587.319743 nChanged 8 SP:Iteration 8Q (3320.078859 sec): 3 clusters Score: Raw -177975.911020 + Penalty 2384.927399 = -175590.983621 nChanged 6 SP:Iteration 9Q (3320.121936 sec): 3 clusters Score: Raw -177978.924830 + Penalty 2384.927399 = -175593.997431 nChanged 7 SP:Iteration 10Q (3320.164740 sec): 3 clusters Score: Raw -177980.972280 + Penalty 2384.927399 = -175596.044882 nChanged 4 SP:Iteration 11Q (3320.207642 sec): 3 clusters Score: Raw -177982.852380 + Penalty 2384.927399 = -175597.924982 nChanged 4 SP:Iteration 12Q (3320.251591 sec): 3 clusters Score: Raw -177985.609513 + Penalty 2384.927399 = -175600.682114 nChanged 5 SP:Iteration 13Q (3320.295745 sec): 3 clusters Score: Raw -177988.112492 + Penalty 2384.927399 = -175603.185094 nChanged 7 SP:Iteration 14Q (3320.341526 sec): 3 clusters Score: Raw -177991.190018 + Penalty 2384.927399 = -175606.262620 nChanged 2 SP:Iteration 15Q (3320.386363 sec): 3 clusters Score: Raw -177992.321192 + Penalty 2384.927399 = -175607.393793 nChanged 5 SP:Iteration 16Q (3320.430183 sec): 3 clusters Score: Raw -177995.285356 + Penalty 2384.927399 = -175610.357958 nChanged 2 SP:Iteration 17Q (3320.484283 sec): 3 clusters Score: Raw -177996.943615 + Penalty 2384.927399 = -175612.016216 nChanged 3 SP:Iteration 18Q (3320.518456 sec): 3 clusters Score: Raw -177998.549520 + Penalty 2384.927399 = -175613.622121 nChanged 3 SP:Iteration 19Q (3320.562204 sec): 3 clusters Score: Raw -178001.548911 + Penalty 2384.927399 = -175616.621512 nChanged 3 SP:Iteration 20F (3320.605917 sec): 3 clusters Score: Raw -178003.609701 + Penalty 2384.927399 = -175618.682303 nChanged 4 SP:Iteration 21Q (3320.649745 sec): 3 clusters Score: Raw -178006.491666 + Penalty 2384.927399 = -175621.564267 nChanged 4 SP:Iteration 22Q (3320.693641 sec): 3 clusters Score: Raw -178008.610253 + Penalty 2384.927399 = -175623.682854 nChanged 4 SP:Iteration 23Q (3320.736810 sec): 3 clusters Score: Raw -178011.098187 + Penalty 2384.927399 = -175626.170789 nChanged 3 SP:Iteration 24Q (3320.780533 sec): 3 clusters Score: Raw -178012.312268 + Penalty 2384.927399 = -175627.384869 nChanged 3 SP:Iteration 25Q (3320.824399 sec): 3 clusters Score: Raw -178014.506869 + Penalty 2384.927399 = -175629.579470 nChanged 3 SP:Iteration 26Q (3320.869566 sec): 3 clusters Score: Raw -178016.120478 + Penalty 2384.927399 = -175631.193079 nChanged 2 SP:Iteration 27Q (3320.913957 sec): 3 clusters Score: Raw -178017.014119 + Penalty 2384.927399 = -175632.086721 nChanged 2 SP:Iteration 28Q (3320.957659 sec): 3 clusters Score: Raw -178018.359196 + Penalty 2384.927399 = -175633.431797 nChanged 1 SP:Iteration 29Q (3321.001531 sec): 3 clusters Score: Raw -178018.884064 + Penalty 2384.927399 = -175633.956666 nChanged 1 SP:Iteration 30Q (3321.045090 sec): 3 clusters Score: Raw -178019.420789 + Penalty 2384.927399 = -175634.493390 nChanged 1 SP:Iteration 31Q (3321.088816 sec): 3 clusters Score: Raw -178020.422742 + Penalty 2384.927399 = -175635.495343 nChanged 1 SP:Iteration 32Q (3321.133489 sec): 3 clusters Score: Raw -178021.322815 + Penalty 2384.927399 = -175636.395416 nChanged 2 SP:Iteration 33Q (3321.178707 sec): 3 clusters Score: Raw -178022.184944 + Penalty 2384.927399 = -175637.257546 nChanged 0 SP:Iteration 34F (3321.224073 sec): 3 clusters Score: Raw -178022.184944 + Penalty 2384.927399 = -175637.257546 nChanged 0 Trying to split cluster 22 (2869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.251135 sec): 2 clusters Score: Raw -328819.550385 + Penalty 1293.779308 = -327525.771078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.306979 sec): 3 clusters Score: Raw -327432.600479 + Penalty 2587.558615 = -324845.041864 nChanged 1103 SP:Iteration 1F (3321.344012 sec): 3 clusters Score: Raw -328112.481112 + Penalty 2587.558615 = -325524.922497 nChanged 206 SP:Iteration 2F (3321.389027 sec): 3 clusters Score: Raw -328245.130858 + Penalty 2587.558615 = -325657.572243 nChanged 138 SP:Iteration 3Q (3321.444478 sec): 3 clusters Score: Raw -328320.271187 + Penalty 2587.558615 = -325732.712571 nChanged 99 SP:Iteration 4Q (3321.484734 sec): 3 clusters Score: Raw -328376.804701 + Penalty 2587.558615 = -325789.246086 nChanged 79 SP:Iteration 5Q (3321.531225 sec): 3 clusters Score: Raw -328422.227921 + Penalty 2587.558615 = -325834.669306 nChanged 74 SP:Iteration 6Q (3321.576013 sec): 3 clusters Score: Raw -328476.157957 + Penalty 2587.558615 = -325888.599342 nChanged 83 SP:Iteration 7Q (3321.621443 sec): 3 clusters Score: Raw -328528.283918 + Penalty 2587.558615 = -325940.725303 nChanged 82 SP:Iteration 8Q (3321.667423 sec): 3 clusters Score: Raw -328576.246862 + Penalty 2587.558615 = -325988.688247 nChanged 71 SP:Iteration 9Q (3321.706233 sec): 3 clusters Score: Raw -328622.910637 + Penalty 2587.558615 = -326035.352021 nChanged 62 SP:Iteration 10Q (3321.753706 sec): 3 clusters Score: Raw -328667.125160 + Penalty 2587.558615 = -326079.566545 nChanged 67 SP:Iteration 11Q (3321.811311 sec): 3 clusters Score: Raw -328710.702627 + Penalty 2587.558615 = -326123.144011 nChanged 60 SP:Iteration 12Q (3321.848405 sec): 3 clusters Score: Raw -328755.619304 + Penalty 2587.558615 = -326168.060689 nChanged 61 SP:Iteration 13Q (3321.903880 sec): 3 clusters Score: Raw -328810.941236 + Penalty 2587.558615 = -326223.382620 nChanged 83 SP:Iteration 14Q (3321.940349 sec): 3 clusters Score: Raw -328891.030785 + Penalty 2587.558615 = -326303.472170 nChanged 94 SP:Iteration 15Q (3322.000380 sec): 3 clusters Score: Raw -328988.810792 + Penalty 2587.558615 = -326401.252177 nChanged 93 SP:Iteration 16Q (3322.041156 sec): 3 clusters Score: Raw -329071.846987 + Penalty 2587.558615 = -326484.288372 nChanged 83 SP:Iteration 17Q (3322.092849 sec): 3 clusters Score: Raw -329141.838607 + Penalty 2587.558615 = -326554.279992 nChanged 74 SP:Iteration 18Q (3322.144226 sec): 3 clusters Score: Raw -329195.178982 + Penalty 2587.558615 = -326607.620366 nChanged 66 SP:Iteration 19Q (3322.196049 sec): 3 clusters Score: Raw -329242.314568 + Penalty 2587.558615 = -326654.755953 nChanged 72 SP:Iteration 20F (3322.248079 sec): 3 clusters Score: Raw -329289.611133 + Penalty 2587.558615 = -326702.052518 nChanged 63 SP:Iteration 21Q (3322.296906 sec): 3 clusters Score: Raw -329339.302604 + Penalty 2587.558615 = -326751.743989 nChanged 61 SP:Iteration 22Q (3322.348161 sec): 3 clusters Score: Raw -329390.245678 + Penalty 2587.558615 = -326802.687063 nChanged 54 SP:Iteration 23Q (3322.399526 sec): 3 clusters Score: Raw -329426.764660 + Penalty 2587.558615 = -326839.206045 nChanged 52 SP:Iteration 24Q (3322.446904 sec): 3 clusters Score: Raw -329469.550239 + Penalty 2587.558615 = -326881.991624 nChanged 53 SP:Iteration 25Q (3322.498486 sec): 3 clusters Score: Raw -329517.373945 + Penalty 2587.558615 = -326929.815330 nChanged 53 SP:Iteration 26Q (3322.541585 sec): 3 clusters Score: Raw -329565.625152 + Penalty 2587.558615 = -326978.066537 nChanged 56 SP:Iteration 27Q (3322.590236 sec): 3 clusters Score: Raw -329618.506506 + Penalty 2587.558615 = -327030.947891 nChanged 51 SP:Iteration 28Q (3322.633643 sec): 3 clusters Score: Raw -329663.330435 + Penalty 2587.558615 = -327075.771820 nChanged 46 SP:Iteration 29Q (3322.684850 sec): 3 clusters Score: Raw -329716.633536 + Penalty 2587.558615 = -327129.074921 nChanged 50 SP:Iteration 30Q (3322.736173 sec): 3 clusters Score: Raw -329762.888747 + Penalty 2587.558615 = -327175.330132 nChanged 37 SP:Iteration 31Q (3322.788892 sec): 3 clusters Score: Raw -329792.365504 + Penalty 2587.558615 = -327204.806889 nChanged 23 SP:Iteration 32Q (3322.840299 sec): 3 clusters Score: Raw -329807.286835 + Penalty 2587.558615 = -327219.728220 nChanged 14 SP:Iteration 33Q (3322.889243 sec): 3 clusters Score: Raw -329815.299682 + Penalty 2587.558615 = -327227.741067 nChanged 15 SP:Iteration 34Q (3322.940421 sec): 3 clusters Score: Raw -329826.976773 + Penalty 2587.558615 = -327239.418158 nChanged 21 SP:Iteration 35Q (3322.988523 sec): 3 clusters Score: Raw -329843.960689 + Penalty 2587.558615 = -327256.402073 nChanged 19 SP:Iteration 36Q (3323.039909 sec): 3 clusters Score: Raw -329859.961214 + Penalty 2587.558615 = -327272.402599 nChanged 22 SP:Iteration 37Q (3323.091617 sec): 3 clusters Score: Raw -329876.513515 + Penalty 2587.558615 = -327288.954900 nChanged 15 SP:Iteration 38Q (3323.138360 sec): 3 clusters Score: Raw -329885.395607 + Penalty 2587.558615 = -327297.836992 nChanged 13 SP:Iteration 39Q (3323.189400 sec): 3 clusters Score: Raw -329890.234330 + Penalty 2587.558615 = -327302.675715 nChanged 6 SP:Iteration 40F (3323.241621 sec): 3 clusters Score: Raw -329892.064664 + Penalty 2587.558615 = -327304.506049 nChanged 1 SP:Iteration 41Q (3323.292933 sec): 3 clusters Score: Raw -329892.174549 + Penalty 2587.558615 = -327304.615934 nChanged 0 SP:Iteration 42F (3323.345245 sec): 3 clusters Score: Raw -329892.174549 + Penalty 2587.558615 = -327304.615934 nChanged 0 Trying to split cluster 23 (3971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3323.386913 sec): 2 clusters Score: Raw -460954.868160 + Penalty 1346.600650 = -459608.267510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3323.430121 sec): 3 clusters Score: Raw -458962.091877 + Penalty 2693.201300 = -456268.890577 nChanged 1559 SP:Iteration 1F (3323.484112 sec): 3 clusters Score: Raw -459867.907571 + Penalty 2693.201300 = -457174.706271 nChanged 297 SP:Iteration 2F (3323.537871 sec): 3 clusters Score: Raw -460070.908336 + Penalty 2693.201300 = -457377.707035 nChanged 251 SP:Iteration 3F (3323.591588 sec): 3 clusters Score: Raw -460258.095933 + Penalty 2693.201300 = -457564.894633 nChanged 220 SP:Iteration 4F (3323.633135 sec): 3 clusters Score: Raw -460447.152622 + Penalty 2693.201300 = -457753.951322 nChanged 217 SP:Iteration 5F (3323.677163 sec): 3 clusters Score: Raw -460658.932292 + Penalty 2693.201300 = -457965.730992 nChanged 211 SP:Iteration 6F (3323.734042 sec): 3 clusters Score: Raw -460881.392783 + Penalty 2693.201300 = -458188.191483 nChanged 212 SP:Iteration 7F (3323.789623 sec): 3 clusters Score: Raw -461114.431960 + Penalty 2693.201300 = -458421.230660 nChanged 205 SP:Iteration 8F (3323.844055 sec): 3 clusters Score: Raw -461305.720320 + Penalty 2693.201300 = -458612.519020 nChanged 169 SP:Iteration 9Q (3323.911600 sec): 3 clusters Score: Raw -461456.803583 + Penalty 2693.201300 = -458763.602283 nChanged 128 SP:Iteration 10Q (3323.945487 sec): 3 clusters Score: Raw -461554.812022 + Penalty 2693.201300 = -458861.610722 nChanged 107 SP:Iteration 11Q (3324.001827 sec): 3 clusters Score: Raw -461623.770807 + Penalty 2693.201300 = -458930.569506 nChanged 98 SP:Iteration 12Q (3324.045861 sec): 3 clusters Score: Raw -461692.049127 + Penalty 2693.201300 = -458998.847827 nChanged 90 SP:Iteration 13Q (3324.100766 sec): 3 clusters Score: Raw -461750.619378 + Penalty 2693.201300 = -459057.418078 nChanged 67 SP:Iteration 14Q (3324.164312 sec): 3 clusters Score: Raw -461791.472847 + Penalty 2693.201300 = -459098.271547 nChanged 50 SP:Iteration 15Q (3324.199826 sec): 3 clusters Score: Raw -461815.664958 + Penalty 2693.201300 = -459122.463658 nChanged 34 SP:Iteration 16Q (3324.254061 sec): 3 clusters Score: Raw -461839.673159 + Penalty 2693.201300 = -459146.471859 nChanged 44 SP:Iteration 17Q (3324.307896 sec): 3 clusters Score: Raw -461862.199724 + Penalty 2693.201300 = -459168.998423 nChanged 33 SP:Iteration 18Q (3324.362862 sec): 3 clusters Score: Raw -461877.274298 + Penalty 2693.201300 = -459184.072998 nChanged 15 SP:Iteration 19Q (3324.419250 sec): 3 clusters Score: Raw -461882.757468 + Penalty 2693.201300 = -459189.556168 nChanged 16 SP:Iteration 20F (3324.473338 sec): 3 clusters Score: Raw -461889.688161 + Penalty 2693.201300 = -459196.486861 nChanged 19 SP:Iteration 21Q (3324.527563 sec): 3 clusters Score: Raw -461897.238174 + Penalty 2693.201300 = -459204.036874 nChanged 15 SP:Iteration 22Q (3324.579321 sec): 3 clusters Score: Raw -461903.382376 + Penalty 2693.201300 = -459210.181076 nChanged 23 SP:Iteration 23Q (3324.632357 sec): 3 clusters Score: Raw -461913.691050 + Penalty 2693.201300 = -459220.489750 nChanged 22 SP:Iteration 24Q (3324.676212 sec): 3 clusters Score: Raw -461924.214973 + Penalty 2693.201300 = -459231.013673 nChanged 20 SP:Iteration 25Q (3324.722314 sec): 3 clusters Score: Raw -461931.490764 + Penalty 2693.201300 = -459238.289464 nChanged 17 SP:Iteration 26Q (3324.776186 sec): 3 clusters Score: Raw -461939.877401 + Penalty 2693.201300 = -459246.676101 nChanged 20 SP:Iteration 27Q (3324.824435 sec): 3 clusters Score: Raw -461948.175697 + Penalty 2693.201300 = -459254.974397 nChanged 22 SP:Iteration 28Q (3324.877385 sec): 3 clusters Score: Raw -461958.531210 + Penalty 2693.201300 = -459265.329910 nChanged 20 SP:Iteration 29Q (3324.921075 sec): 3 clusters Score: Raw -461967.323894 + Penalty 2693.201300 = -459274.122593 nChanged 16 SP:Iteration 30Q (3324.973431 sec): 3 clusters Score: Raw -461973.430324 + Penalty 2693.201300 = -459280.229024 nChanged 14 SP:Iteration 31Q (3325.019555 sec): 3 clusters Score: Raw -461978.243483 + Penalty 2693.201300 = -459285.042183 nChanged 9 SP:Iteration 32Q (3325.062902 sec): 3 clusters Score: Raw -461981.703875 + Penalty 2693.201300 = -459288.502575 nChanged 10 SP:Iteration 33Q (3325.110341 sec): 3 clusters Score: Raw -461986.670257 + Penalty 2693.201300 = -459293.468957 nChanged 6 SP:Iteration 34Q (3325.156655 sec): 3 clusters Score: Raw -461988.070279 + Penalty 2693.201300 = -459294.868979 nChanged 3 SP:Iteration 35Q (3325.207642 sec): 3 clusters Score: Raw -461988.961514 + Penalty 2693.201300 = -459295.760214 nChanged 6 SP:Iteration 36Q (3325.245931 sec): 3 clusters Score: Raw -461990.831157 + Penalty 2693.201300 = -459297.629856 nChanged 2 SP:Iteration 37Q (3325.296828 sec): 3 clusters Score: Raw -461991.570170 + Penalty 2693.201300 = -459298.368870 nChanged 2 SP:Iteration 38Q (3325.349014 sec): 3 clusters Score: Raw -461992.365094 + Penalty 2693.201300 = -459299.163794 nChanged 5 SP:Iteration 39Q (3325.402920 sec): 3 clusters Score: Raw -461993.952726 + Penalty 2693.201300 = -459300.751425 nChanged 5 SP:Iteration 40F (3325.456906 sec): 3 clusters Score: Raw -461996.830047 + Penalty 2693.201300 = -459303.628747 nChanged 6 SP:Iteration 41Q (3325.510497 sec): 3 clusters Score: Raw -461999.290133 + Penalty 2693.201300 = -459306.088833 nChanged 7 SP:Iteration 42Q (3325.575265 sec): 3 clusters Score: Raw -462001.352884 + Penalty 2693.201300 = -459308.151584 nChanged 5 SP:Iteration 43Q (3325.617447 sec): 3 clusters Score: Raw -462002.660392 + Penalty 2693.201300 = -459309.459092 nChanged 6 SP:Iteration 44Q (3325.670329 sec): 3 clusters Score: Raw -462004.522296 + Penalty 2693.201300 = -459311.320996 nChanged 6 SP:Iteration 45Q (3325.723427 sec): 3 clusters Score: Raw -462006.159727 + Penalty 2693.201300 = -459312.958427 nChanged 8 SP:Iteration 46Q (3325.776462 sec): 3 clusters Score: Raw -462008.509022 + Penalty 2693.201300 = -459315.307722 nChanged 4 SP:Iteration 47Q (3325.818994 sec): 3 clusters Score: Raw -462009.495266 + Penalty 2693.201300 = -459316.293966 nChanged 3 SP:Iteration 48Q (3325.868412 sec): 3 clusters Score: Raw -462010.101742 + Penalty 2693.201300 = -459316.900442 nChanged 2 SP:Iteration 49Q (3325.913490 sec): 3 clusters Score: Raw -462010.812324 + Penalty 2693.201300 = -459317.611023 nChanged 3 SP:Iteration 50Q (3325.961772 sec): 3 clusters Score: Raw -462011.313881 + Penalty 2693.201300 = -459318.112581 nChanged 1 SP:Iteration 51Q (3326.010366 sec): 3 clusters Score: Raw -462011.437961 + Penalty 2693.201300 = -459318.236661 nChanged 0 SP:Iteration 52F (3326.057753 sec): 3 clusters Score: Raw -462011.437961 + Penalty 2693.201300 = -459318.236661 nChanged 0 Trying to split cluster 24 (14201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3326.107438 sec): 2 clusters Score: Raw -1589735.267971 + Penalty 1553.673495 = -1588181.594476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3326.168222 sec): 3 clusters Score: Raw -1581331.625290 + Penalty 3107.346991 = -1578224.278299 nChanged 6335 SP:Iteration 1F (3326.237966 sec): 3 clusters Score: Raw -1584838.396802 + Penalty 3107.346991 = -1581731.049812 nChanged 908 SP:Iteration 2F (3326.308804 sec): 3 clusters Score: Raw -1585331.725242 + Penalty 3107.346991 = -1582224.378251 nChanged 864 SP:Iteration 3F (3326.379002 sec): 3 clusters Score: Raw -1585825.226780 + Penalty 3107.346991 = -1582717.879789 nChanged 842 SP:Iteration 4F (3326.446354 sec): 3 clusters Score: Raw -1586279.311493 + Penalty 3107.346991 = -1583171.964502 nChanged 738 SP:Iteration 5F (3326.514426 sec): 3 clusters Score: Raw -1586665.410721 + Penalty 3107.346991 = -1583558.063731 nChanged 659 SP:Iteration 6Q (3326.582936 sec): 3 clusters Score: Raw -1587004.942787 + Penalty 3107.346991 = -1583897.595796 nChanged 650 SP:Iteration 7Q (3326.653227 sec): 3 clusters Score: Raw -1587355.550004 + Penalty 3107.346991 = -1584248.203013 nChanged 601 SP:Iteration 8Q (3326.717731 sec): 3 clusters Score: Raw -1587674.221764 + Penalty 3107.346991 = -1584566.874774 nChanged 558 SP:Iteration 9Q (3326.788384 sec): 3 clusters Score: Raw -1587990.422692 + Penalty 3107.346991 = -1584883.075701 nChanged 488 SP:Iteration 10Q (3326.852975 sec): 3 clusters Score: Raw -1588253.285124 + Penalty 3107.346991 = -1585145.938134 nChanged 446 SP:Iteration 11Q (3326.922494 sec): 3 clusters Score: Raw -1588491.542849 + Penalty 3107.346991 = -1585384.195859 nChanged 395 SP:Iteration 12Q (3326.989175 sec): 3 clusters Score: Raw -1588673.493496 + Penalty 3107.346991 = -1585566.146505 nChanged 300 SP:Iteration 13Q (3327.058867 sec): 3 clusters Score: Raw -1588795.136042 + Penalty 3107.346991 = -1585687.789051 nChanged 255 SP:Iteration 14Q (3327.128244 sec): 3 clusters Score: Raw -1588900.907751 + Penalty 3107.346991 = -1585793.560760 nChanged 218 SP:Iteration 15Q (3327.192988 sec): 3 clusters Score: Raw -1588997.143455 + Penalty 3107.346991 = -1585889.796464 nChanged 204 SP:Iteration 16Q (3327.262177 sec): 3 clusters Score: Raw -1589086.326137 + Penalty 3107.346991 = -1585978.979147 nChanged 220 SP:Iteration 17Q (3327.329419 sec): 3 clusters Score: Raw -1589180.111322 + Penalty 3107.346991 = -1586072.764332 nChanged 217 SP:Iteration 18Q (3327.399528 sec): 3 clusters Score: Raw -1589272.438368 + Penalty 3107.346991 = -1586165.091378 nChanged 222 SP:Iteration 19Q (3327.464400 sec): 3 clusters Score: Raw -1589371.027205 + Penalty 3107.346991 = -1586263.680214 nChanged 196 SP:Iteration 20F (3327.533276 sec): 3 clusters Score: Raw -1589454.486844 + Penalty 3107.346991 = -1586347.139853 nChanged 188 SP:Iteration 21Q (3327.600005 sec): 3 clusters Score: Raw -1589529.621608 + Penalty 3107.346991 = -1586422.274617 nChanged 176 SP:Iteration 22Q (3327.667865 sec): 3 clusters Score: Raw -1589595.063027 + Penalty 3107.346991 = -1586487.716037 nChanged 156 SP:Iteration 23Q (3327.736288 sec): 3 clusters Score: Raw -1589644.181114 + Penalty 3107.346991 = -1586536.834123 nChanged 131 SP:Iteration 24Q (3327.804996 sec): 3 clusters Score: Raw -1589686.268474 + Penalty 3107.346991 = -1586578.921483 nChanged 131 SP:Iteration 25Q (3327.873759 sec): 3 clusters Score: Raw -1589721.419636 + Penalty 3107.346991 = -1586614.072646 nChanged 108 SP:Iteration 26Q (3327.942051 sec): 3 clusters Score: Raw -1589747.531193 + Penalty 3107.346991 = -1586640.184202 nChanged 87 SP:Iteration 27Q (3328.010708 sec): 3 clusters Score: Raw -1589766.645851 + Penalty 3107.346991 = -1586659.298860 nChanged 84 SP:Iteration 28Q (3328.078943 sec): 3 clusters Score: Raw -1589785.400896 + Penalty 3107.346991 = -1586678.053906 nChanged 66 SP:Iteration 29Q (3328.147232 sec): 3 clusters Score: Raw -1589798.964359 + Penalty 3107.346991 = -1586691.617368 nChanged 69 SP:Iteration 30Q (3328.211328 sec): 3 clusters Score: Raw -1589815.942059 + Penalty 3107.346991 = -1586708.595069 nChanged 60 SP:Iteration 31Q (3328.279722 sec): 3 clusters Score: Raw -1589830.059233 + Penalty 3107.346991 = -1586722.712242 nChanged 69 SP:Iteration 32Q (3328.346946 sec): 3 clusters Score: Raw -1589846.626042 + Penalty 3107.346991 = -1586739.279051 nChanged 76 SP:Iteration 33Q (3328.414908 sec): 3 clusters Score: Raw -1589867.553750 + Penalty 3107.346991 = -1586760.206759 nChanged 80 SP:Iteration 34Q (3328.483957 sec): 3 clusters Score: Raw -1589889.537948 + Penalty 3107.346991 = -1586782.190957 nChanged 87 SP:Iteration 35Q (3328.549524 sec): 3 clusters Score: Raw -1589910.522845 + Penalty 3107.346991 = -1586803.175854 nChanged 82 SP:Iteration 36Q (3328.617608 sec): 3 clusters Score: Raw -1589928.111215 + Penalty 3107.346991 = -1586820.764225 nChanged 62 SP:Iteration 37Q (3328.685460 sec): 3 clusters Score: Raw -1589939.330772 + Penalty 3107.346991 = -1586831.983781 nChanged 58 SP:Iteration 38Q (3328.753602 sec): 3 clusters Score: Raw -1589950.595454 + Penalty 3107.346991 = -1586843.248463 nChanged 58 SP:Iteration 39Q (3328.822425 sec): 3 clusters Score: Raw -1589963.192428 + Penalty 3107.346991 = -1586855.845437 nChanged 59 SP:Iteration 40F (3328.891544 sec): 3 clusters Score: Raw -1589972.549807 + Penalty 3107.346991 = -1586865.202816 nChanged 35 SP:Iteration 41Q (3328.957995 sec): 3 clusters Score: Raw -1589976.806005 + Penalty 3107.346991 = -1586869.459014 nChanged 27 SP:Iteration 42Q (3329.025175 sec): 3 clusters Score: Raw -1589981.033729 + Penalty 3107.346991 = -1586873.686738 nChanged 26 SP:Iteration 43Q (3329.093570 sec): 3 clusters Score: Raw -1589984.666629 + Penalty 3107.346991 = -1586877.319638 nChanged 26 SP:Iteration 44Q (3329.160530 sec): 3 clusters Score: Raw -1589989.381258 + Penalty 3107.346991 = -1586882.034267 nChanged 33 SP:Iteration 45Q (3329.227499 sec): 3 clusters Score: Raw -1589993.546041 + Penalty 3107.346991 = -1586886.199051 nChanged 20 SP:Iteration 46Q (3329.295319 sec): 3 clusters Score: Raw -1589996.772855 + Penalty 3107.346991 = -1586889.425865 nChanged 30 SP:Iteration 47Q (3329.363249 sec): 3 clusters Score: Raw -1590002.735906 + Penalty 3107.346991 = -1586895.388915 nChanged 32 SP:Iteration 48Q (3329.431467 sec): 3 clusters Score: Raw -1590007.282596 + Penalty 3107.346991 = -1586899.935606 nChanged 29 SP:Iteration 49Q (3329.499508 sec): 3 clusters Score: Raw -1590012.212761 + Penalty 3107.346991 = -1586904.865770 nChanged 24 SP:Iteration 50Q (3329.567857 sec): 3 clusters Score: Raw -1590016.511332 + Penalty 3107.346991 = -1586909.164342 nChanged 27 SP:Iteration 51Q (3329.636126 sec): 3 clusters Score: Raw -1590020.307263 + Penalty 3107.346991 = -1586912.960272 nChanged 19 SP:Iteration 52Q (3329.704252 sec): 3 clusters Score: Raw -1590022.779737 + Penalty 3107.346991 = -1586915.432746 nChanged 16 SP:Iteration 53Q (3329.772564 sec): 3 clusters Score: Raw -1590024.367899 + Penalty 3107.346991 = -1586917.020908 nChanged 18 SP:Iteration 54Q (3329.840160 sec): 3 clusters Score: Raw -1590026.276192 + Penalty 3107.346991 = -1586918.929201 nChanged 14 SP:Iteration 55Q (3329.909127 sec): 3 clusters Score: Raw -1590027.868191 + Penalty 3107.346991 = -1586920.521200 nChanged 19 SP:Iteration 56Q (3329.978351 sec): 3 clusters Score: Raw -1590030.271496 + Penalty 3107.346991 = -1586922.924505 nChanged 13 SP:Iteration 57Q (3330.040694 sec): 3 clusters Score: Raw -1590033.007620 + Penalty 3107.346991 = -1586925.660630 nChanged 11 SP:Iteration 58Q (3330.112592 sec): 3 clusters Score: Raw -1590034.211884 + Penalty 3107.346991 = -1586926.864893 nChanged 10 SP:Iteration 59Q (3330.185382 sec): 3 clusters Score: Raw -1590035.105704 + Penalty 3107.346991 = -1586927.758714 nChanged 9 SP:Iteration 60F (3330.265752 sec): 3 clusters Score: Raw -1590036.113898 + Penalty 3107.346991 = -1586928.766908 nChanged 11 SP:Iteration 61Q (3330.338390 sec): 3 clusters Score: Raw -1590037.071601 + Penalty 3107.346991 = -1586929.724610 nChanged 10 SP:Iteration 62Q (3330.398137 sec): 3 clusters Score: Raw -1590037.788784 + Penalty 3107.346991 = -1586930.441793 nChanged 11 SP:Iteration 63Q (3330.470607 sec): 3 clusters Score: Raw -1590038.757688 + Penalty 3107.346991 = -1586931.410697 nChanged 9 SP:Iteration 64Q (3330.543182 sec): 3 clusters Score: Raw -1590039.418289 + Penalty 3107.346991 = -1586932.071299 nChanged 5 SP:Iteration 65Q (3330.603585 sec): 3 clusters Score: Raw -1590039.858313 + Penalty 3107.346991 = -1586932.511322 nChanged 6 SP:Iteration 66Q (3330.669371 sec): 3 clusters Score: Raw -1590040.190241 + Penalty 3107.346991 = -1586932.843250 nChanged 4 SP:Iteration 67Q (3330.735004 sec): 3 clusters Score: Raw -1590040.710287 + Penalty 3107.346991 = -1586933.363296 nChanged 6 SP:Iteration 68Q (3330.796748 sec): 3 clusters Score: Raw -1590041.135746 + Penalty 3107.346991 = -1586933.788755 nChanged 6 SP:Iteration 69Q (3330.859537 sec): 3 clusters Score: Raw -1590041.585528 + Penalty 3107.346991 = -1586934.238537 nChanged 6 SP:Iteration 70Q (3330.929719 sec): 3 clusters Score: Raw -1590041.953275 + Penalty 3107.346991 = -1586934.606284 nChanged 3 SP:Iteration 71Q (3331.001267 sec): 3 clusters Score: Raw -1590042.058120 + Penalty 3107.346991 = -1586934.711129 nChanged 0 SP:Iteration 72F (3331.064939 sec): 3 clusters Score: Raw -1590042.058120 + Penalty 3107.346991 = -1586934.711129 nChanged 0 Trying to split cluster 25 (2544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3331.091089 sec): 2 clusters Score: Raw -293745.640202 + Penalty 1274.242600 = -292471.397601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3331.143372 sec): 3 clusters Score: Raw -292597.777582 + Penalty 2548.485200 = -290049.292382 nChanged 933 SP:Iteration 1F (3331.195493 sec): 3 clusters Score: Raw -293203.883106 + Penalty 2548.485200 = -290655.397906 nChanged 232 SP:Iteration 2F (3331.247360 sec): 3 clusters Score: Raw -293397.529151 + Penalty 2548.485200 = -290849.043951 nChanged 150 SP:Iteration 3F (3331.299508 sec): 3 clusters Score: Raw -293494.093999 + Penalty 2548.485200 = -290945.608799 nChanged 92 SP:Iteration 4Q (3331.352457 sec): 3 clusters Score: Raw -293555.752856 + Penalty 2548.485200 = -291007.267656 nChanged 69 SP:Iteration 5Q (3331.401045 sec): 3 clusters Score: Raw -293598.002654 + Penalty 2548.485200 = -291049.517453 nChanged 57 SP:Iteration 6Q (3331.453764 sec): 3 clusters Score: Raw -293629.880144 + Penalty 2548.485200 = -291081.394944 nChanged 52 SP:Iteration 7Q (3331.499116 sec): 3 clusters Score: Raw -293655.925102 + Penalty 2548.485200 = -291107.439902 nChanged 47 SP:Iteration 8Q (3331.552092 sec): 3 clusters Score: Raw -293684.819727 + Penalty 2548.485200 = -291136.334526 nChanged 48 SP:Iteration 9Q (3331.604841 sec): 3 clusters Score: Raw -293714.809782 + Penalty 2548.485200 = -291166.324582 nChanged 54 SP:Iteration 10Q (3331.651844 sec): 3 clusters Score: Raw -293751.098304 + Penalty 2548.485200 = -291202.613104 nChanged 56 SP:Iteration 11Q (3331.705244 sec): 3 clusters Score: Raw -293785.700601 + Penalty 2548.485200 = -291237.215401 nChanged 46 SP:Iteration 12Q (3331.749858 sec): 3 clusters Score: Raw -293816.458217 + Penalty 2548.485200 = -291267.973016 nChanged 48 SP:Iteration 13Q (3331.801284 sec): 3 clusters Score: Raw -293845.650164 + Penalty 2548.485200 = -291297.164963 nChanged 32 SP:Iteration 14Q (3331.853813 sec): 3 clusters Score: Raw -293860.983788 + Penalty 2548.485200 = -291312.498588 nChanged 16 SP:Iteration 15Q (3331.895824 sec): 3 clusters Score: Raw -293868.581580 + Penalty 2548.485200 = -291320.096379 nChanged 22 SP:Iteration 16Q (3331.941157 sec): 3 clusters Score: Raw -293882.179137 + Penalty 2548.485200 = -291333.693936 nChanged 29 SP:Iteration 17Q (3331.979586 sec): 3 clusters Score: Raw -293909.017892 + Penalty 2548.485200 = -291360.532692 nChanged 37 SP:Iteration 18Q (3332.035234 sec): 3 clusters Score: Raw -293933.264643 + Penalty 2548.485200 = -291384.779443 nChanged 32 SP:Iteration 19Q (3332.074467 sec): 3 clusters Score: Raw -293949.947899 + Penalty 2548.485200 = -291401.462698 nChanged 24 SP:Iteration 20F (3332.120492 sec): 3 clusters Score: Raw -293964.717079 + Penalty 2548.485200 = -291416.231878 nChanged 23 SP:Iteration 21Q (3332.159489 sec): 3 clusters Score: Raw -293976.548365 + Penalty 2548.485200 = -291428.063165 nChanged 18 SP:Iteration 22Q (3332.191741 sec): 3 clusters Score: Raw -293987.267525 + Penalty 2548.485200 = -291438.782324 nChanged 27 SP:Iteration 23Q (3332.237264 sec): 3 clusters Score: Raw -294003.791416 + Penalty 2548.485200 = -291455.306216 nChanged 25 SP:Iteration 24Q (3332.276180 sec): 3 clusters Score: Raw -294020.918801 + Penalty 2548.485200 = -291472.433600 nChanged 23 SP:Iteration 25Q (3332.316277 sec): 3 clusters Score: Raw -294033.616518 + Penalty 2548.485200 = -291485.131317 nChanged 16 SP:Iteration 26Q (3332.360195 sec): 3 clusters Score: Raw -294041.423094 + Penalty 2548.485200 = -291492.937894 nChanged 11 SP:Iteration 27Q (3332.396032 sec): 3 clusters Score: Raw -294048.405902 + Penalty 2548.485200 = -291499.920702 nChanged 9 SP:Iteration 28Q (3332.430054 sec): 3 clusters Score: Raw -294052.261790 + Penalty 2548.485200 = -291503.776590 nChanged 6 SP:Iteration 29Q (3332.458502 sec): 3 clusters Score: Raw -294057.143014 + Penalty 2548.485200 = -291508.657813 nChanged 10 SP:Iteration 30Q (3332.493787 sec): 3 clusters Score: Raw -294064.587393 + Penalty 2548.485200 = -291516.102192 nChanged 10 SP:Iteration 31Q (3332.527656 sec): 3 clusters Score: Raw -294070.498555 + Penalty 2548.485200 = -291522.013354 nChanged 10 SP:Iteration 32Q (3332.569593 sec): 3 clusters Score: Raw -294076.312224 + Penalty 2548.485200 = -291527.827023 nChanged 2 SP:Iteration 33Q (3332.598138 sec): 3 clusters Score: Raw -294077.467991 + Penalty 2548.485200 = -291528.982790 nChanged 3 SP:Iteration 34Q (3332.640137 sec): 3 clusters Score: Raw -294078.699192 + Penalty 2548.485200 = -291530.213991 nChanged 3 SP:Iteration 35Q (3332.675659 sec): 3 clusters Score: Raw -294079.233165 + Penalty 2548.485200 = -291530.747965 nChanged 2 SP:Iteration 36Q (3332.710775 sec): 3 clusters Score: Raw -294079.562156 + Penalty 2548.485200 = -291531.076956 nChanged 1 SP:Iteration 37Q (3332.747922 sec): 3 clusters Score: Raw -294079.677384 + Penalty 2548.485200 = -291531.192183 nChanged 0 SP:Iteration 38F (3332.776537 sec): 3 clusters Score: Raw -294079.677384 + Penalty 2548.485200 = -291531.192183 nChanged 0 Trying to split cluster 26 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3332.803837 sec): 2 clusters Score: Raw -46201.680239 + Penalty 999.472950 = -45202.207289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3332.832813 sec): 3 clusters Score: Raw -46237.440098 + Penalty 1998.945900 = -44238.494198 nChanged 127 SP:Iteration 1F (3332.862154 sec): 3 clusters Score: Raw -46410.451481 + Penalty 1998.945900 = -44411.505581 nChanged 31 SP:Iteration 2F (3332.891269 sec): 3 clusters Score: Raw -46469.040535 + Penalty 1998.945900 = -44470.094635 nChanged 16 SP:Iteration 3Q (3332.920655 sec): 3 clusters Score: Raw -46501.429526 + Penalty 1998.945900 = -44502.483627 nChanged 11 SP:Iteration 4Q (3332.950127 sec): 3 clusters Score: Raw -46524.256592 + Penalty 1998.945900 = -44525.310692 nChanged 12 SP:Iteration 5Q (3332.980037 sec): 3 clusters Score: Raw -46541.097449 + Penalty 1998.945900 = -44542.151549 nChanged 7 SP:Iteration 6Q (3333.002828 sec): 3 clusters Score: Raw -46554.155998 + Penalty 1998.945900 = -44555.210098 nChanged 6 SP:Iteration 7Q (3333.032133 sec): 3 clusters Score: Raw -46562.767012 + Penalty 1998.945900 = -44563.821112 nChanged 4 SP:Iteration 8Q (3333.061479 sec): 3 clusters Score: Raw -46569.334732 + Penalty 1998.945900 = -44570.388832 nChanged 4 SP:Iteration 9Q (3333.084717 sec): 3 clusters Score: Raw -46577.384268 + Penalty 1998.945900 = -44578.438369 nChanged 7 SP:Iteration 10Q (3333.114021 sec): 3 clusters Score: Raw -46592.384522 + Penalty 1998.945900 = -44593.438622 nChanged 9 SP:Iteration 11Q (3333.143086 sec): 3 clusters Score: Raw -46605.431938 + Penalty 1998.945900 = -44606.486038 nChanged 6 SP:Iteration 12Q (3333.172096 sec): 3 clusters Score: Raw -46621.491068 + Penalty 1998.945900 = -44622.545168 nChanged 8 SP:Iteration 13Q (3333.194800 sec): 3 clusters Score: Raw -46635.695373 + Penalty 1998.945900 = -44636.749473 nChanged 2 SP:Iteration 14Q (3333.223876 sec): 3 clusters Score: Raw -46638.602460 + Penalty 1998.945900 = -44639.656560 nChanged 0 SP:Iteration 15F (3333.251487 sec): 3 clusters Score: Raw -46638.602460 + Penalty 1998.945900 = -44639.656560 nChanged 0 Trying to split cluster 27 (2226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3333.274582 sec): 2 clusters Score: Raw -257268.197127 + Penalty 1252.543749 = -256015.653379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3333.313837 sec): 3 clusters Score: Raw -256341.723918 + Penalty 2505.087498 = -253836.636420 nChanged 789 SP:Iteration 1F (3333.352845 sec): 3 clusters Score: Raw -256820.001509 + Penalty 2505.087498 = -254314.914011 nChanged 167 SP:Iteration 2F (3333.400710 sec): 3 clusters Score: Raw -256948.373234 + Penalty 2505.087498 = -254443.285736 nChanged 118 SP:Iteration 3F (3333.452448 sec): 3 clusters Score: Raw -257055.994985 + Penalty 2505.087498 = -254550.907487 nChanged 102 SP:Iteration 4Q (3333.503933 sec): 3 clusters Score: Raw -257154.160811 + Penalty 2505.087498 = -254649.073313 nChanged 94 SP:Iteration 5Q (3333.555582 sec): 3 clusters Score: Raw -257258.950776 + Penalty 2505.087498 = -254753.863278 nChanged 86 SP:Iteration 6Q (3333.608666 sec): 3 clusters Score: Raw -257374.977930 + Penalty 2505.087498 = -254869.890432 nChanged 101 SP:Iteration 7Q (3333.660189 sec): 3 clusters Score: Raw -257499.682183 + Penalty 2505.087498 = -254994.594685 nChanged 76 SP:Iteration 8Q (3333.708193 sec): 3 clusters Score: Raw -257576.945964 + Penalty 2505.087498 = -255071.858466 nChanged 81 SP:Iteration 9Q (3333.759446 sec): 3 clusters Score: Raw -257674.803699 + Penalty 2505.087498 = -255169.716201 nChanged 81 SP:Iteration 10Q (3333.805408 sec): 3 clusters Score: Raw -257767.431416 + Penalty 2505.087498 = -255262.343919 nChanged 70 SP:Iteration 11Q (3333.856711 sec): 3 clusters Score: Raw -257843.805169 + Penalty 2505.087498 = -255338.717672 nChanged 68 SP:Iteration 12Q (3333.908004 sec): 3 clusters Score: Raw -257916.977743 + Penalty 2505.087498 = -255411.890245 nChanged 65 SP:Iteration 13Q (3333.959337 sec): 3 clusters Score: Raw -257988.004954 + Penalty 2505.087498 = -255482.917456 nChanged 60 SP:Iteration 14Q (3334.010407 sec): 3 clusters Score: Raw -258050.827976 + Penalty 2505.087498 = -255545.740478 nChanged 48 SP:Iteration 15Q (3334.056272 sec): 3 clusters Score: Raw -258114.971759 + Penalty 2505.087498 = -255609.884261 nChanged 43 SP:Iteration 16Q (3334.107382 sec): 3 clusters Score: Raw -258169.552411 + Penalty 2505.087498 = -255664.464913 nChanged 31 SP:Iteration 17Q (3334.158376 sec): 3 clusters Score: Raw -258200.473605 + Penalty 2505.087498 = -255695.386107 nChanged 17 SP:Iteration 18Q (3334.209346 sec): 3 clusters Score: Raw -258210.152653 + Penalty 2505.087498 = -255705.065155 nChanged 4 SP:Iteration 19Q (3334.260317 sec): 3 clusters Score: Raw -258212.881231 + Penalty 2505.087498 = -255707.793733 nChanged 4 SP:Iteration 20F (3334.307583 sec): 3 clusters Score: Raw -258214.871271 + Penalty 2505.087498 = -255709.783773 nChanged 3 SP:Iteration 21Q (3334.358379 sec): 3 clusters Score: Raw -258216.109296 + Penalty 2505.087498 = -255711.021798 nChanged 1 SP:Iteration 22Q (3334.409133 sec): 3 clusters Score: Raw -258216.266292 + Penalty 2505.087498 = -255711.178794 nChanged 0 SP:Iteration 23F (3334.458583 sec): 3 clusters Score: Raw -258216.266292 + Penalty 2505.087498 = -255711.178794 nChanged 0 Trying to split cluster 28 (29430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3334.528864 sec): 2 clusters Score: Raw -3513535.006653 + Penalty 1672.087599 = -3511862.919054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3334.626035 sec): 3 clusters Score: Raw -3495138.823515 + Penalty 3344.175198 = -3491794.648317 nChanged 13720 SP:Iteration 1F (3334.721924 sec): 3 clusters Score: Raw -3502960.187571 + Penalty 3344.175198 = -3499616.012372 nChanged 1342 SP:Iteration 2Q (3334.821194 sec): 3 clusters Score: Raw -3503424.206402 + Penalty 3344.175198 = -3500080.031204 nChanged 1362 SP:Iteration 3Q (3334.913443 sec): 3 clusters Score: Raw -3503980.207882 + Penalty 3344.175198 = -3500636.032684 nChanged 1432 SP:Iteration 4Q (3335.012167 sec): 3 clusters Score: Raw -3504711.140878 + Penalty 3344.175198 = -3501366.965680 nChanged 1608 SP:Iteration 5F (3335.111376 sec): 3 clusters Score: Raw -3505707.433546 + Penalty 3344.175198 = -3502363.258347 nChanged 1794 SP:Iteration 6F (3335.195409 sec): 3 clusters Score: Raw -3506938.023136 + Penalty 3344.175198 = -3503593.847937 nChanged 1740 SP:Iteration 7F (3335.275508 sec): 3 clusters Score: Raw -3508180.116682 + Penalty 3344.175198 = -3504835.941483 nChanged 1634 SP:Iteration 8F (3335.357017 sec): 3 clusters Score: Raw -3509340.178167 + Penalty 3344.175198 = -3505996.002968 nChanged 1420 SP:Iteration 9Q (3335.453490 sec): 3 clusters Score: Raw -3510302.810369 + Penalty 3344.175198 = -3506958.635171 nChanged 1137 SP:Iteration 10Q (3335.549711 sec): 3 clusters Score: Raw -3511009.484684 + Penalty 3344.175198 = -3507665.309486 nChanged 915 SP:Iteration 11Q (3335.644018 sec): 3 clusters Score: Raw -3511582.601578 + Penalty 3344.175198 = -3508238.426379 nChanged 695 SP:Iteration 12Q (3335.729173 sec): 3 clusters Score: Raw -3511991.796788 + Penalty 3344.175198 = -3508647.621589 nChanged 560 SP:Iteration 13Q (3335.811647 sec): 3 clusters Score: Raw -3512318.735060 + Penalty 3344.175198 = -3508974.559862 nChanged 477 SP:Iteration 14Q (3335.895203 sec): 3 clusters Score: Raw -3512567.944320 + Penalty 3344.175198 = -3509223.769122 nChanged 400 SP:Iteration 15Q (3335.984828 sec): 3 clusters Score: Raw -3512741.975557 + Penalty 3344.175198 = -3509397.800359 nChanged 313 SP:Iteration 16Q (3336.064406 sec): 3 clusters Score: Raw -3512862.093978 + Penalty 3344.175198 = -3509517.918779 nChanged 291 SP:Iteration 17Q (3336.146543 sec): 3 clusters Score: Raw -3512980.211963 + Penalty 3344.175198 = -3509636.036765 nChanged 244 SP:Iteration 18Q (3336.224501 sec): 3 clusters Score: Raw -3513073.905070 + Penalty 3344.175198 = -3509729.729872 nChanged 245 SP:Iteration 19Q (3336.294144 sec): 3 clusters Score: Raw -3513168.372823 + Penalty 3344.175198 = -3509824.197625 nChanged 208 SP:Iteration 20F (3336.370891 sec): 3 clusters Score: Raw -3513252.445394 + Penalty 3344.175198 = -3509908.270196 nChanged 198 SP:Iteration 21Q (3336.446552 sec): 3 clusters Score: Raw -3513331.472364 + Penalty 3344.175198 = -3509987.297165 nChanged 177 SP:Iteration 22Q (3336.528430 sec): 3 clusters Score: Raw -3513406.034173 + Penalty 3344.175198 = -3510061.858974 nChanged 170 SP:Iteration 23Q (3336.612854 sec): 3 clusters Score: Raw -3513472.620955 + Penalty 3344.175198 = -3510128.445757 nChanged 154 SP:Iteration 24Q (3336.676771 sec): 3 clusters Score: Raw -3513535.553807 + Penalty 3344.175198 = -3510191.378608 nChanged 157 SP:Iteration 25Q (3336.748364 sec): 3 clusters Score: Raw -3513602.059964 + Penalty 3344.175198 = -3510257.884766 nChanged 129 SP:Iteration 26Q (3336.826908 sec): 3 clusters Score: Raw -3513654.481704 + Penalty 3344.175198 = -3510310.306505 nChanged 118 SP:Iteration 27Q (3336.910102 sec): 3 clusters Score: Raw -3513701.955917 + Penalty 3344.175198 = -3510357.780718 nChanged 99 SP:Iteration 28Q (3336.994633 sec): 3 clusters Score: Raw -3513737.697998 + Penalty 3344.175198 = -3510393.522800 nChanged 87 SP:Iteration 29Q (3337.083115 sec): 3 clusters Score: Raw -3513769.294333 + Penalty 3344.175198 = -3510425.119135 nChanged 84 SP:Iteration 30Q (3337.164682 sec): 3 clusters Score: Raw -3513795.891183 + Penalty 3344.175198 = -3510451.715984 nChanged 67 SP:Iteration 31Q (3337.249511 sec): 3 clusters Score: Raw -3513818.820598 + Penalty 3344.175198 = -3510474.645399 nChanged 68 SP:Iteration 32Q (3337.336807 sec): 3 clusters Score: Raw -3513846.002769 + Penalty 3344.175198 = -3510501.827571 nChanged 62 SP:Iteration 33Q (3337.416307 sec): 3 clusters Score: Raw -3513864.826687 + Penalty 3344.175198 = -3510520.651489 nChanged 47 SP:Iteration 34Q (3337.490038 sec): 3 clusters Score: Raw -3513880.011085 + Penalty 3344.175198 = -3510535.835886 nChanged 50 SP:Iteration 35Q (3337.573265 sec): 3 clusters Score: Raw -3513892.653537 + Penalty 3344.175198 = -3510548.478339 nChanged 42 SP:Iteration 36Q (3337.647626 sec): 3 clusters Score: Raw -3513902.589041 + Penalty 3344.175198 = -3510558.413843 nChanged 38 SP:Iteration 37Q (3337.725861 sec): 3 clusters Score: Raw -3513912.605973 + Penalty 3344.175198 = -3510568.430775 nChanged 32 SP:Iteration 38Q (3337.807076 sec): 3 clusters Score: Raw -3513920.424430 + Penalty 3344.175198 = -3510576.249232 nChanged 25 SP:Iteration 39Q (3337.890911 sec): 3 clusters Score: Raw -3513926.961599 + Penalty 3344.175198 = -3510582.786400 nChanged 21 SP:Iteration 40F (3337.973049 sec): 3 clusters Score: Raw -3513932.996118 + Penalty 3344.175198 = -3510588.820919 nChanged 23 SP:Iteration 41Q (3338.046888 sec): 3 clusters Score: Raw -3513937.945965 + Penalty 3344.175198 = -3510593.770767 nChanged 22 SP:Iteration 42Q (3338.126746 sec): 3 clusters Score: Raw -3513941.947117 + Penalty 3344.175198 = -3510597.771919 nChanged 11 SP:Iteration 43Q (3338.202050 sec): 3 clusters Score: Raw -3513944.896553 + Penalty 3344.175198 = -3510600.721354 nChanged 7 SP:Iteration 44Q (3338.296176 sec): 3 clusters Score: Raw -3513946.503715 + Penalty 3344.175198 = -3510602.328516 nChanged 4 SP:Iteration 45Q (3338.404532 sec): 3 clusters Score: Raw -3513947.212148 + Penalty 3344.175198 = -3510603.036950 nChanged 6 SP:Iteration 46Q (3338.494456 sec): 3 clusters Score: Raw -3513948.239785 + Penalty 3344.175198 = -3510604.064586 nChanged 3 SP:Iteration 47Q (3338.579361 sec): 3 clusters Score: Raw -3513948.904824 + Penalty 3344.175198 = -3510604.729626 nChanged 4 SP:Iteration 48Q (3338.662212 sec): 3 clusters Score: Raw -3513949.602788 + Penalty 3344.175198 = -3510605.427589 nChanged 3 SP:Iteration 49Q (3338.755621 sec): 3 clusters Score: Raw -3513950.267300 + Penalty 3344.175198 = -3510606.092101 nChanged 2 SP:Iteration 50Q (3338.846095 sec): 3 clusters Score: Raw -3513950.736820 + Penalty 3344.175198 = -3510606.561621 nChanged 3 SP:Iteration 51Q (3338.927900 sec): 3 clusters Score: Raw -3513951.104461 + Penalty 3344.175198 = -3510606.929263 nChanged 1 SP:Iteration 52Q (3339.031422 sec): 3 clusters Score: Raw -3513951.187320 + Penalty 3344.175198 = -3510607.012122 nChanged 0 SP:Iteration 53F (3339.128880 sec): 3 clusters Score: Raw -3513951.187320 + Penalty 3344.175198 = -3510607.012122 nChanged 0 Trying to split cluster 29 (17480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3339.175123 sec): 2 clusters Score: Raw -1936989.915328 + Penalty 1587.432055 = -1935402.483273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3339.244591 sec): 3 clusters Score: Raw -1926586.157279 + Penalty 3174.864111 = -1923411.293168 nChanged 7913 SP:Iteration 1F (3339.315574 sec): 3 clusters Score: Raw -1930944.347183 + Penalty 3174.864111 = -1927769.483072 nChanged 1080 SP:Iteration 2F (3339.382461 sec): 3 clusters Score: Raw -1931496.569466 + Penalty 3174.864111 = -1928321.705355 nChanged 1030 SP:Iteration 3F (3339.446933 sec): 3 clusters Score: Raw -1932137.395358 + Penalty 3174.864111 = -1928962.531247 nChanged 1079 SP:Iteration 4F (3339.508167 sec): 3 clusters Score: Raw -1933014.469671 + Penalty 3174.864111 = -1929839.605560 nChanged 1135 SP:Iteration 5F (3339.568796 sec): 3 clusters Score: Raw -1934035.933061 + Penalty 3174.864111 = -1930861.068950 nChanged 1263 SP:Iteration 6F (3339.637079 sec): 3 clusters Score: Raw -1935231.929905 + Penalty 3174.864111 = -1932057.065794 nChanged 1105 SP:Iteration 7F (3339.694231 sec): 3 clusters Score: Raw -1936163.596403 + Penalty 3174.864111 = -1932988.732292 nChanged 913 SP:Iteration 8F (3339.746161 sec): 3 clusters Score: Raw -1936776.160444 + Penalty 3174.864111 = -1933601.296333 nChanged 689 SP:Iteration 9Q (3339.805549 sec): 3 clusters Score: Raw -1937133.429483 + Penalty 3174.864111 = -1933958.565372 nChanged 499 SP:Iteration 10Q (3339.863564 sec): 3 clusters Score: Raw -1937362.555830 + Penalty 3174.864111 = -1934187.691719 nChanged 403 SP:Iteration 11Q (3339.932319 sec): 3 clusters Score: Raw -1937508.680667 + Penalty 3174.864111 = -1934333.816556 nChanged 304 SP:Iteration 12Q (3339.991028 sec): 3 clusters Score: Raw -1937603.615720 + Penalty 3174.864111 = -1934428.751609 nChanged 227 SP:Iteration 13Q (3340.049506 sec): 3 clusters Score: Raw -1937655.774285 + Penalty 3174.864111 = -1934480.910174 nChanged 152 SP:Iteration 14Q (3340.108062 sec): 3 clusters Score: Raw -1937683.596933 + Penalty 3174.864111 = -1934508.732822 nChanged 106 SP:Iteration 15Q (3340.166144 sec): 3 clusters Score: Raw -1937700.867322 + Penalty 3174.864111 = -1934526.003211 nChanged 89 SP:Iteration 16Q (3340.225079 sec): 3 clusters Score: Raw -1937713.064090 + Penalty 3174.864111 = -1934538.199979 nChanged 63 SP:Iteration 17Q (3340.291827 sec): 3 clusters Score: Raw -1937719.791873 + Penalty 3174.864111 = -1934544.927762 nChanged 43 SP:Iteration 18Q (3340.360115 sec): 3 clusters Score: Raw -1937724.792400 + Penalty 3174.864111 = -1934549.928289 nChanged 40 SP:Iteration 19Q (3340.427339 sec): 3 clusters Score: Raw -1937728.497414 + Penalty 3174.864111 = -1934553.633303 nChanged 29 SP:Iteration 20F (3340.497753 sec): 3 clusters Score: Raw -1937730.955944 + Penalty 3174.864111 = -1934556.091833 nChanged 19 SP:Iteration 21Q (3340.573768 sec): 3 clusters Score: Raw -1937732.552053 + Penalty 3174.864111 = -1934557.687942 nChanged 15 SP:Iteration 22Q (3340.632386 sec): 3 clusters Score: Raw -1937734.045846 + Penalty 3174.864111 = -1934559.181735 nChanged 19 SP:Iteration 23Q (3340.714920 sec): 3 clusters Score: Raw -1937736.364171 + Penalty 3174.864111 = -1934561.500060 nChanged 17 SP:Iteration 24Q (3340.773716 sec): 3 clusters Score: Raw -1937738.462209 + Penalty 3174.864111 = -1934563.598098 nChanged 19 SP:Iteration 25Q (3340.849399 sec): 3 clusters Score: Raw -1937739.992472 + Penalty 3174.864111 = -1934565.128361 nChanged 10 SP:Iteration 26Q (3340.924529 sec): 3 clusters Score: Raw -1937740.936237 + Penalty 3174.864111 = -1934566.072126 nChanged 10 SP:Iteration 27Q (3340.999944 sec): 3 clusters Score: Raw -1937741.987265 + Penalty 3174.864111 = -1934567.123154 nChanged 8 SP:Iteration 28Q (3341.067597 sec): 3 clusters Score: Raw -1937742.502484 + Penalty 3174.864111 = -1934567.638373 nChanged 4 SP:Iteration 29Q (3341.136301 sec): 3 clusters Score: Raw -1937742.721959 + Penalty 3174.864111 = -1934567.857848 nChanged 2 SP:Iteration 30Q (3341.213480 sec): 3 clusters Score: Raw -1937742.794830 + Penalty 3174.864111 = -1934567.930719 nChanged 0 SP:Iteration 31F (3341.290796 sec): 3 clusters Score: Raw -1937742.794830 + Penalty 3174.864111 = -1934567.930719 nChanged 0 Iteration 99Q (3347.944418 sec): 31 clusters Score: Raw -86548822.723548 + Penalty 65962.637360 = -86482860.086188 nChanged 1473 Iteration 100F (3362.899102 sec): 31 clusters Score: Raw -86549752.918410 + Penalty 65962.637360 = -86483790.281050 nChanged 1851 Iteration 101Q (3369.428073 sec): 31 clusters Score: Raw -86550441.599241 + Penalty 65962.637360 = -86484478.961881 nChanged 1640 Iteration 102Q (3376.088228 sec): 31 clusters Score: Raw -86550877.928383 + Penalty 65962.637360 = -86484915.291023 nChanged 1526 Iteration 103Q (3382.359392 sec): 31 clusters Score: Raw -86551201.124258 + Penalty 65962.637360 = -86485238.486898 nChanged 1425 Iteration 104Q (3388.594460 sec): 31 clusters Score: Raw -86551439.337807 + Penalty 65962.637360 = -86485476.700447 nChanged 1393 Iteration 105Q (3395.181671 sec): 31 clusters Score: Raw -86551632.549708 + Penalty 65962.637360 = -86485669.912347 nChanged 1309 Iteration 106Q (3401.440917 sec): 31 clusters Score: Raw -86551799.919394 + Penalty 65962.637360 = -86485837.282034 nChanged 1204 Iteration 107Q (3407.678615 sec): 31 clusters Score: Raw -86551947.722210 + Penalty 65962.637360 = -86485985.084850 nChanged 1089 Iteration 108Q (3413.864130 sec): 31 clusters Score: Raw -86552050.550375 + Penalty 65962.637360 = -86486087.913015 nChanged 1014 Iteration 109Q (3420.326861 sec): 31 clusters Score: Raw -86552146.520593 + Penalty 65962.637360 = -86486183.883233 nChanged 998 Iteration 110Q (3426.895065 sec): 31 clusters Score: Raw -86552231.460971 + Penalty 65962.637360 = -86486268.823610 nChanged 963 Iteration 111Q (3433.354339 sec): 31 clusters Score: Raw -86552304.135374 + Penalty 65962.637360 = -86486341.498014 nChanged 918 Iteration 112Q (3439.624025 sec): 31 clusters Score: Raw -86552373.187699 + Penalty 65962.637360 = -86486410.550339 nChanged 888 Iteration 113Q (3446.022132 sec): 31 clusters Score: Raw -86552442.808788 + Penalty 65962.637360 = -86486480.171428 nChanged 892 Iteration 114Q (3452.461251 sec): 31 clusters Score: Raw -86552510.186972 + Penalty 65962.637360 = -86486547.549611 nChanged 852 Iteration 115Q (3458.952731 sec): 31 clusters Score: Raw -86552574.354814 + Penalty 65962.637360 = -86486611.717454 nChanged 860 Iteration 116Q (3465.206034 sec): 31 clusters Score: Raw -86552635.864544 + Penalty 65962.637360 = -86486673.227183 nChanged 827 Iteration 117Q (3471.735343 sec): 31 clusters Score: Raw -86552692.492296 + Penalty 65962.637360 = -86486729.854935 nChanged 734 Iteration 118Q (3478.006572 sec): 31 clusters Score: Raw -86552741.118107 + Penalty 65962.637360 = -86486778.480747 nChanged 717 Iteration 119Q (3484.513396 sec): 31 clusters Score: Raw -86552787.231427 + Penalty 65962.637360 = -86486824.594066 nChanged 698 Iteration 120F (3499.435020 sec): 31 clusters Score: Raw -86552914.150654 + Penalty 65962.637360 = -86486951.513294 nChanged 768 Iteration 121Q (3505.944950 sec): 31 clusters Score: Raw -86553231.842948 + Penalty 65962.637360 = -86487269.205588 nChanged 812 Iteration 122Q (3512.256045 sec): 31 clusters Score: Raw -86553409.348337 + Penalty 65962.637360 = -86487446.710977 nChanged 785 Iteration 123Q (3518.606484 sec): 31 clusters Score: Raw -86553523.449487 + Penalty 65962.637360 = -86487560.812127 nChanged 797 Iteration 124Q (3524.702282 sec): 31 clusters Score: Raw -86553608.119827 + Penalty 65962.637360 = -86487645.482467 nChanged 798 Iteration 125Q (3531.116687 sec): 31 clusters Score: Raw -86553678.915231 + Penalty 65962.637360 = -86487716.277870 nChanged 804 Iteration 126Q (3537.360347 sec): 31 clusters Score: Raw -86553747.000235 + Penalty 65962.637360 = -86487784.362875 nChanged 808 Iteration 127Q (3543.630033 sec): 31 clusters Score: Raw -86553808.828701 + Penalty 65962.637360 = -86487846.191340 nChanged 740 Iteration 128Q (3549.847979 sec): 31 clusters Score: Raw -86553863.253222 + Penalty 65962.637360 = -86487900.615862 nChanged 744 Iteration 129Q (3556.423623 sec): 31 clusters Score: Raw -86553919.808779 + Penalty 65962.637360 = -86487957.171418 nChanged 771 Iteration 130Q (3562.783489 sec): 31 clusters Score: Raw -86553978.701618 + Penalty 65962.637360 = -86488016.064257 nChanged 752 Iteration 131Q (3569.299258 sec): 31 clusters Score: Raw -86554033.070734 + Penalty 65962.637360 = -86488070.433374 nChanged 751 Iteration 132Q (3575.519038 sec): 31 clusters Score: Raw -86554087.247540 + Penalty 65962.637360 = -86488124.610180 nChanged 732 Iteration 133Q (3581.850205 sec): 31 clusters Score: Raw -86554140.949468 + Penalty 65962.637360 = -86488178.312108 nChanged 758 Iteration 134Q (3588.484872 sec): 31 clusters Score: Raw -86554196.705357 + Penalty 65962.637360 = -86488234.067997 nChanged 736 Iteration 135Q (3595.150432 sec): 31 clusters Score: Raw -86554251.201796 + Penalty 65962.637360 = -86488288.564435 nChanged 737 Iteration 136Q (3601.476193 sec): 31 clusters Score: Raw -86554305.614684 + Penalty 65962.637360 = -86488342.977324 nChanged 744 Iteration 137Q (3608.167780 sec): 31 clusters Score: Raw -86554359.840962 + Penalty 65962.637360 = -86488397.203602 nChanged 712 Iteration 138Q (3614.721534 sec): 31 clusters Score: Raw -86554412.030691 + Penalty 65962.637360 = -86488449.393331 nChanged 686 Writing temp clu file Because OldScore, -86488397.203602, is greater than current (better) Score,-86488449.393331 Compute initial score before splitting: Score: Raw -86554412.030691 + Penalty 65962.637360 = -86488449.393331 Trying to split cluster 1 (16811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3614.909471 sec): 2 clusters Score: Raw -1998301.186635 + Penalty 1581.090666 = -1996720.095969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3614.979520 sec): 3 clusters Score: Raw -1988350.614669 + Penalty 3162.181332 = -1985188.433337 nChanged 7469 SP:Iteration 1F (3615.056007 sec): 3 clusters Score: Raw -1992507.417256 + Penalty 3162.181332 = -1989345.235925 nChanged 922 SP:Iteration 2F (3615.130982 sec): 3 clusters Score: Raw -1992886.380074 + Penalty 3162.181332 = -1989724.198742 nChanged 812 SP:Iteration 3Q (3615.206125 sec): 3 clusters Score: Raw -1993227.718951 + Penalty 3162.181332 = -1990065.537619 nChanged 753 SP:Iteration 4Q (3615.281227 sec): 3 clusters Score: Raw -1993554.771747 + Penalty 3162.181332 = -1990392.590415 nChanged 749 SP:Iteration 5Q (3615.358785 sec): 3 clusters Score: Raw -1993905.630902 + Penalty 3162.181332 = -1990743.449570 nChanged 791 SP:Iteration 6Q (3615.427863 sec): 3 clusters Score: Raw -1994325.576687 + Penalty 3162.181332 = -1991163.395355 nChanged 866 SP:Iteration 7F (3615.502937 sec): 3 clusters Score: Raw -1994839.489053 + Penalty 3162.181332 = -1991677.307721 nChanged 937 SP:Iteration 8F (3615.577343 sec): 3 clusters Score: Raw -1995455.367593 + Penalty 3162.181332 = -1992293.186261 nChanged 961 SP:Iteration 9F (3615.646043 sec): 3 clusters Score: Raw -1996094.958775 + Penalty 3162.181332 = -1992932.777443 nChanged 878 SP:Iteration 10F (3615.721147 sec): 3 clusters Score: Raw -1996685.135239 + Penalty 3162.181332 = -1993522.953907 nChanged 741 SP:Iteration 11Q (3615.782645 sec): 3 clusters Score: Raw -1997137.602914 + Penalty 3162.181332 = -1993975.421583 nChanged 566 SP:Iteration 12Q (3615.847894 sec): 3 clusters Score: Raw -1997478.789934 + Penalty 3162.181332 = -1994316.608602 nChanged 462 SP:Iteration 13Q (3615.914939 sec): 3 clusters Score: Raw -1997735.394058 + Penalty 3162.181332 = -1994573.212727 nChanged 366 SP:Iteration 14Q (3615.994246 sec): 3 clusters Score: Raw -1997940.179108 + Penalty 3162.181332 = -1994777.997777 nChanged 317 SP:Iteration 15Q (3616.062894 sec): 3 clusters Score: Raw -1998142.888353 + Penalty 3162.181332 = -1994980.707021 nChanged 264 SP:Iteration 16Q (3616.125342 sec): 3 clusters Score: Raw -1998302.108216 + Penalty 3162.181332 = -1995139.926884 nChanged 218 SP:Iteration 17Q (3616.201390 sec): 3 clusters Score: Raw -1998415.915578 + Penalty 3162.181332 = -1995253.734247 nChanged 175 SP:Iteration 18Q (3616.269612 sec): 3 clusters Score: Raw -1998499.343329 + Penalty 3162.181332 = -1995337.161997 nChanged 145 SP:Iteration 19Q (3616.332539 sec): 3 clusters Score: Raw -1998562.989472 + Penalty 3162.181332 = -1995400.808140 nChanged 126 SP:Iteration 20F (3616.409483 sec): 3 clusters Score: Raw -1998613.338145 + Penalty 3162.181332 = -1995451.156813 nChanged 108 SP:Iteration 21Q (3616.479574 sec): 3 clusters Score: Raw -1998651.018471 + Penalty 3162.181332 = -1995488.837139 nChanged 89 SP:Iteration 22Q (3616.561747 sec): 3 clusters Score: Raw -1998679.935950 + Penalty 3162.181332 = -1995517.754618 nChanged 72 SP:Iteration 23Q (3616.629570 sec): 3 clusters Score: Raw -1998705.701932 + Penalty 3162.181332 = -1995543.520600 nChanged 64 SP:Iteration 24Q (3616.702199 sec): 3 clusters Score: Raw -1998725.003328 + Penalty 3162.181332 = -1995562.821997 nChanged 52 SP:Iteration 25Q (3616.770895 sec): 3 clusters Score: Raw -1998738.118825 + Penalty 3162.181332 = -1995575.937493 nChanged 37 SP:Iteration 26Q (3616.849035 sec): 3 clusters Score: Raw -1998746.338677 + Penalty 3162.181332 = -1995584.157345 nChanged 25 SP:Iteration 27Q (3616.914913 sec): 3 clusters Score: Raw -1998750.385200 + Penalty 3162.181332 = -1995588.203868 nChanged 18 SP:Iteration 28Q (3616.987077 sec): 3 clusters Score: Raw -1998754.512063 + Penalty 3162.181332 = -1995592.330732 nChanged 17 SP:Iteration 29Q (3617.058642 sec): 3 clusters Score: Raw -1998758.482980 + Penalty 3162.181332 = -1995596.301649 nChanged 16 SP:Iteration 30Q (3617.132580 sec): 3 clusters Score: Raw -1998761.834123 + Penalty 3162.181332 = -1995599.652791 nChanged 17 SP:Iteration 31Q (3617.203477 sec): 3 clusters Score: Raw -1998765.133151 + Penalty 3162.181332 = -1995602.951819 nChanged 15 SP:Iteration 32Q (3617.268141 sec): 3 clusters Score: Raw -1998768.453097 + Penalty 3162.181332 = -1995606.271765 nChanged 14 SP:Iteration 33Q (3617.337566 sec): 3 clusters Score: Raw -1998771.564655 + Penalty 3162.181332 = -1995609.383324 nChanged 19 SP:Iteration 34Q (3617.407989 sec): 3 clusters Score: Raw -1998775.728123 + Penalty 3162.181332 = -1995613.546792 nChanged 23 SP:Iteration 35Q (3617.474706 sec): 3 clusters Score: Raw -1998782.379389 + Penalty 3162.181332 = -1995620.198058 nChanged 20 SP:Iteration 36Q (3617.544141 sec): 3 clusters Score: Raw -1998788.324717 + Penalty 3162.181332 = -1995626.143386 nChanged 17 SP:Iteration 37Q (3617.588407 sec): 3 clusters Score: Raw -1998791.542661 + Penalty 3162.181332 = -1995629.361329 nChanged 20 SP:Iteration 38Q (3617.654525 sec): 3 clusters Score: Raw -1998795.631196 + Penalty 3162.181332 = -1995633.449864 nChanged 14 SP:Iteration 39Q (3617.725548 sec): 3 clusters Score: Raw -1998798.521710 + Penalty 3162.181332 = -1995636.340378 nChanged 10 SP:Iteration 40F (3617.798649 sec): 3 clusters Score: Raw -1998800.879915 + Penalty 3162.181332 = -1995638.698583 nChanged 8 SP:Iteration 41Q (3617.868375 sec): 3 clusters Score: Raw -1998802.464664 + Penalty 3162.181332 = -1995640.283332 nChanged 9 SP:Iteration 42Q (3617.924570 sec): 3 clusters Score: Raw -1998803.719356 + Penalty 3162.181332 = -1995641.538024 nChanged 7 SP:Iteration 43Q (3617.995275 sec): 3 clusters Score: Raw -1998804.786964 + Penalty 3162.181332 = -1995642.605633 nChanged 3 SP:Iteration 44Q (3618.062993 sec): 3 clusters Score: Raw -1998805.010083 + Penalty 3162.181332 = -1995642.828752 nChanged 4 SP:Iteration 45Q (3618.135356 sec): 3 clusters Score: Raw -1998805.359533 + Penalty 3162.181332 = -1995643.178202 nChanged 2 SP:Iteration 46Q (3618.199550 sec): 3 clusters Score: Raw -1998805.542241 + Penalty 3162.181332 = -1995643.360909 nChanged 3 SP:Iteration 47Q (3618.269184 sec): 3 clusters Score: Raw -1998805.716348 + Penalty 3162.181332 = -1995643.535016 nChanged 1 SP:Iteration 48Q (3618.340202 sec): 3 clusters Score: Raw -1998805.970467 + Penalty 3162.181332 = -1995643.789136 nChanged 1 SP:Iteration 49Q (3618.399586 sec): 3 clusters Score: Raw -1998806.119725 + Penalty 3162.181332 = -1995643.938393 nChanged 0 SP:Iteration 50F (3618.474168 sec): 3 clusters Score: Raw -1998806.119725 + Penalty 3162.181332 = -1995643.938393 nChanged 0 Trying to split cluster 2 (10697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3618.511881 sec): 2 clusters Score: Raw -1224838.240704 + Penalty 1507.629274 = -1223330.611431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3618.578417 sec): 3 clusters Score: Raw -1218675.580085 + Penalty 3015.258547 = -1215660.321538 nChanged 4686 SP:Iteration 1F (3618.639580 sec): 3 clusters Score: Raw -1221357.775516 + Penalty 3015.258547 = -1218342.516969 nChanged 649 SP:Iteration 2F (3618.699774 sec): 3 clusters Score: Raw -1221660.403975 + Penalty 3015.258547 = -1218645.145428 nChanged 548 SP:Iteration 3F (3618.766455 sec): 3 clusters Score: Raw -1221942.446269 + Penalty 3015.258547 = -1218927.187722 nChanged 499 SP:Iteration 4Q (3618.827456 sec): 3 clusters Score: Raw -1222189.062442 + Penalty 3015.258547 = -1219173.803894 nChanged 471 SP:Iteration 5Q (3618.893649 sec): 3 clusters Score: Raw -1222422.514450 + Penalty 3015.258547 = -1219407.255902 nChanged 448 SP:Iteration 6Q (3618.960339 sec): 3 clusters Score: Raw -1222665.212290 + Penalty 3015.258547 = -1219649.953743 nChanged 424 SP:Iteration 7Q (3619.023071 sec): 3 clusters Score: Raw -1222889.949469 + Penalty 3015.258547 = -1219874.690921 nChanged 402 SP:Iteration 8Q (3619.089098 sec): 3 clusters Score: Raw -1223100.591887 + Penalty 3015.258547 = -1220085.333340 nChanged 419 SP:Iteration 9Q (3619.155761 sec): 3 clusters Score: Raw -1223344.749739 + Penalty 3015.258547 = -1220329.491191 nChanged 420 SP:Iteration 10Q (3619.213738 sec): 3 clusters Score: Raw -1223598.358116 + Penalty 3015.258547 = -1220583.099568 nChanged 401 SP:Iteration 11Q (3619.279456 sec): 3 clusters Score: Raw -1223865.403823 + Penalty 3015.258547 = -1220850.145276 nChanged 383 SP:Iteration 12Q (3619.344642 sec): 3 clusters Score: Raw -1224132.188504 + Penalty 3015.258547 = -1221116.929957 nChanged 328 SP:Iteration 13Q (3619.409267 sec): 3 clusters Score: Raw -1224407.874433 + Penalty 3015.258547 = -1221392.615886 nChanged 279 SP:Iteration 14Q (3619.473512 sec): 3 clusters Score: Raw -1224647.153903 + Penalty 3015.258547 = -1221631.895355 nChanged 206 SP:Iteration 15Q (3619.537009 sec): 3 clusters Score: Raw -1224808.305117 + Penalty 3015.258547 = -1221793.046569 nChanged 156 SP:Iteration 16Q (3619.611084 sec): 3 clusters Score: Raw -1224935.640400 + Penalty 3015.258547 = -1221920.381852 nChanged 133 SP:Iteration 17Q (3619.662986 sec): 3 clusters Score: Raw -1225035.312324 + Penalty 3015.258547 = -1222020.053776 nChanged 107 SP:Iteration 18Q (3619.726037 sec): 3 clusters Score: Raw -1225105.758158 + Penalty 3015.258547 = -1222090.499611 nChanged 65 SP:Iteration 19Q (3619.780748 sec): 3 clusters Score: Raw -1225145.847592 + Penalty 3015.258547 = -1222130.589045 nChanged 59 SP:Iteration 20F (3619.842176 sec): 3 clusters Score: Raw -1225187.510373 + Penalty 3015.258547 = -1222172.251825 nChanged 48 SP:Iteration 21Q (3619.896199 sec): 3 clusters Score: Raw -1225210.454769 + Penalty 3015.258547 = -1222195.196222 nChanged 35 SP:Iteration 22Q (3619.957416 sec): 3 clusters Score: Raw -1225229.217459 + Penalty 3015.258547 = -1222213.958912 nChanged 31 SP:Iteration 23Q (3620.010412 sec): 3 clusters Score: Raw -1225243.290379 + Penalty 3015.258547 = -1222228.031832 nChanged 20 SP:Iteration 24Q (3620.072374 sec): 3 clusters Score: Raw -1225251.321227 + Penalty 3015.258547 = -1222236.062679 nChanged 12 SP:Iteration 25Q (3620.145297 sec): 3 clusters Score: Raw -1225258.377848 + Penalty 3015.258547 = -1222243.119301 nChanged 13 SP:Iteration 26Q (3620.206984 sec): 3 clusters Score: Raw -1225267.177429 + Penalty 3015.258547 = -1222251.918882 nChanged 19 SP:Iteration 27Q (3620.266886 sec): 3 clusters Score: Raw -1225277.887242 + Penalty 3015.258547 = -1222262.628694 nChanged 21 SP:Iteration 28Q (3620.316439 sec): 3 clusters Score: Raw -1225286.590318 + Penalty 3015.258547 = -1222271.331770 nChanged 9 SP:Iteration 29Q (3620.374216 sec): 3 clusters Score: Raw -1225290.473695 + Penalty 3015.258547 = -1222275.215147 nChanged 9 SP:Iteration 30Q (3620.434555 sec): 3 clusters Score: Raw -1225293.766312 + Penalty 3015.258547 = -1222278.507765 nChanged 3 SP:Iteration 31Q (3620.496757 sec): 3 clusters Score: Raw -1225295.351857 + Penalty 3015.258547 = -1222280.093309 nChanged 1 SP:Iteration 32Q (3620.554471 sec): 3 clusters Score: Raw -1225295.748220 + Penalty 3015.258547 = -1222280.489673 nChanged 2 SP:Iteration 33Q (3620.612410 sec): 3 clusters Score: Raw -1225296.824653 + Penalty 3015.258547 = -1222281.566105 nChanged 2 SP:Iteration 34Q (3620.673625 sec): 3 clusters Score: Raw -1225297.439095 + Penalty 3015.258547 = -1222282.180548 nChanged 2 SP:Iteration 35Q (3620.727361 sec): 3 clusters Score: Raw -1225298.174727 + Penalty 3015.258547 = -1222282.916179 nChanged 3 SP:Iteration 36Q (3620.789276 sec): 3 clusters Score: Raw -1225299.271218 + Penalty 3015.258547 = -1222284.012670 nChanged 4 SP:Iteration 37Q (3620.851523 sec): 3 clusters Score: Raw -1225300.954372 + Penalty 3015.258547 = -1222285.695825 nChanged 3 SP:Iteration 38Q (3620.913430 sec): 3 clusters Score: Raw -1225301.686409 + Penalty 3015.258547 = -1222286.427861 nChanged 1 SP:Iteration 39Q (3620.968663 sec): 3 clusters Score: Raw -1225302.040677 + Penalty 3015.258547 = -1222286.782130 nChanged 0 SP:Iteration 40F (3621.040803 sec): 3 clusters Score: Raw -1225302.040677 + Penalty 3015.258547 = -1222286.782130 nChanged 0 Trying to split cluster 3 (17483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3621.065979 sec): 2 clusters Score: Raw -2047498.095570 + Penalty 1587.459942 = -2045910.635627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3621.137783 sec): 3 clusters Score: Raw -2037159.157073 + Penalty 3174.919884 = -2033984.237189 nChanged 7756 SP:Iteration 1F (3621.214021 sec): 3 clusters Score: Raw -2041556.975295 + Penalty 3174.919884 = -2038382.055411 nChanged 1117 SP:Iteration 2F (3621.283946 sec): 3 clusters Score: Raw -2042186.781826 + Penalty 3174.919884 = -2039011.861942 nChanged 1066 SP:Iteration 3F (3621.352577 sec): 3 clusters Score: Raw -2042882.653474 + Penalty 3174.919884 = -2039707.733590 nChanged 1108 SP:Iteration 4F (3621.418806 sec): 3 clusters Score: Raw -2043628.028294 + Penalty 3174.919884 = -2040453.108410 nChanged 1052 SP:Iteration 5F (3621.485434 sec): 3 clusters Score: Raw -2044347.393156 + Penalty 3174.919884 = -2041172.473272 nChanged 1011 SP:Iteration 6F (3621.554741 sec): 3 clusters Score: Raw -2045088.753089 + Penalty 3174.919884 = -2041913.833205 nChanged 922 SP:Iteration 7F (3621.633713 sec): 3 clusters Score: Raw -2045766.006093 + Penalty 3174.919884 = -2042591.086209 nChanged 819 SP:Iteration 8Q (3621.690817 sec): 3 clusters Score: Raw -2046305.250656 + Penalty 3174.919884 = -2043130.330772 nChanged 648 SP:Iteration 9Q (3621.759670 sec): 3 clusters Score: Raw -2046680.992585 + Penalty 3174.919884 = -2043506.072701 nChanged 514 SP:Iteration 10Q (3621.827868 sec): 3 clusters Score: Raw -2046967.817752 + Penalty 3174.919884 = -2043792.897867 nChanged 438 SP:Iteration 11Q (3621.896298 sec): 3 clusters Score: Raw -2047198.253843 + Penalty 3174.919884 = -2044023.333959 nChanged 361 SP:Iteration 12Q (3621.962514 sec): 3 clusters Score: Raw -2047381.262054 + Penalty 3174.919884 = -2044206.342170 nChanged 316 SP:Iteration 13Q (3622.020025 sec): 3 clusters Score: Raw -2047526.751573 + Penalty 3174.919884 = -2044351.831688 nChanged 246 SP:Iteration 14Q (3622.094273 sec): 3 clusters Score: Raw -2047628.167590 + Penalty 3174.919884 = -2044453.247706 nChanged 193 SP:Iteration 15Q (3622.146160 sec): 3 clusters Score: Raw -2047704.634019 + Penalty 3174.919884 = -2044529.714134 nChanged 160 SP:Iteration 16Q (3622.222014 sec): 3 clusters Score: Raw -2047773.795517 + Penalty 3174.919884 = -2044598.875633 nChanged 137 SP:Iteration 17Q (3622.270126 sec): 3 clusters Score: Raw -2047822.776750 + Penalty 3174.919884 = -2044647.856866 nChanged 103 SP:Iteration 18Q (3622.328101 sec): 3 clusters Score: Raw -2047854.449683 + Penalty 3174.919884 = -2044679.529798 nChanged 92 SP:Iteration 19Q (3622.383418 sec): 3 clusters Score: Raw -2047884.525656 + Penalty 3174.919884 = -2044709.605772 nChanged 69 SP:Iteration 20F (3622.453282 sec): 3 clusters Score: Raw -2047908.330989 + Penalty 3174.919884 = -2044733.411105 nChanged 54 SP:Iteration 21Q (3622.515302 sec): 3 clusters Score: Raw -2047925.161236 + Penalty 3174.919884 = -2044750.241352 nChanged 44 SP:Iteration 22Q (3622.580969 sec): 3 clusters Score: Raw -2047940.035322 + Penalty 3174.919884 = -2044765.115438 nChanged 41 SP:Iteration 23Q (3622.652469 sec): 3 clusters Score: Raw -2047954.078366 + Penalty 3174.919884 = -2044779.158481 nChanged 48 SP:Iteration 24Q (3622.721586 sec): 3 clusters Score: Raw -2047972.469220 + Penalty 3174.919884 = -2044797.549336 nChanged 49 SP:Iteration 25Q (3622.789944 sec): 3 clusters Score: Raw -2047986.563997 + Penalty 3174.919884 = -2044811.644113 nChanged 33 SP:Iteration 26Q (3622.856984 sec): 3 clusters Score: Raw -2047998.904210 + Penalty 3174.919884 = -2044823.984325 nChanged 35 SP:Iteration 27Q (3622.926355 sec): 3 clusters Score: Raw -2048009.240622 + Penalty 3174.919884 = -2044834.320737 nChanged 29 SP:Iteration 28Q (3622.991902 sec): 3 clusters Score: Raw -2048018.217920 + Penalty 3174.919884 = -2044843.298036 nChanged 31 SP:Iteration 29Q (3623.060035 sec): 3 clusters Score: Raw -2048028.276692 + Penalty 3174.919884 = -2044853.356808 nChanged 26 SP:Iteration 30Q (3623.129859 sec): 3 clusters Score: Raw -2048036.037319 + Penalty 3174.919884 = -2044861.117435 nChanged 16 SP:Iteration 31Q (3623.186716 sec): 3 clusters Score: Raw -2048039.602703 + Penalty 3174.919884 = -2044864.682818 nChanged 10 SP:Iteration 32Q (3623.250932 sec): 3 clusters Score: Raw -2048042.158645 + Penalty 3174.919884 = -2044867.238761 nChanged 5 SP:Iteration 33Q (3623.315604 sec): 3 clusters Score: Raw -2048043.304672 + Penalty 3174.919884 = -2044868.384788 nChanged 4 SP:Iteration 34Q (3623.379839 sec): 3 clusters Score: Raw -2048043.955236 + Penalty 3174.919884 = -2044869.035352 nChanged 1 SP:Iteration 35Q (3623.445039 sec): 3 clusters Score: Raw -2048044.015198 + Penalty 3174.919884 = -2044869.095314 nChanged 0 SP:Iteration 36F (3623.516692 sec): 3 clusters Score: Raw -2048044.015198 + Penalty 3174.919884 = -2044869.095314 nChanged 0 Trying to split cluster 4 (225702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3623.810429 sec): 2 clusters Score: Raw -26775392.161316 + Penalty 2003.132759 = -26773389.028557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3624.215098 sec): 3 clusters Score: Raw -26625227.145734 + Penalty 4006.265518 = -26621220.880216 nChanged 109575 SP:Iteration 1F (3624.612826 sec): 3 clusters Score: Raw -26693343.421993 + Penalty 4006.265518 = -26689337.156475 nChanged 10290 SP:Iteration 2Q (3625.039609 sec): 3 clusters Score: Raw -26697476.020466 + Penalty 4006.265518 = -26693469.754948 nChanged 12382 SP:Iteration 3F (3625.438013 sec): 3 clusters Score: Raw -26704227.612056 + Penalty 4006.265518 = -26700221.346538 nChanged 15370 SP:Iteration 4F (3625.836963 sec): 3 clusters Score: Raw -26715016.761634 + Penalty 4006.265518 = -26711010.496116 nChanged 17206 SP:Iteration 5F (3626.223404 sec): 3 clusters Score: Raw -26729263.255405 + Penalty 4006.265518 = -26725256.989887 nChanged 16341 SP:Iteration 6F (3626.635909 sec): 3 clusters Score: Raw -26743301.278113 + Penalty 4006.265518 = -26739295.012595 nChanged 12908 SP:Iteration 7F (3627.042558 sec): 3 clusters Score: Raw -26753429.223661 + Penalty 4006.265518 = -26749422.958143 nChanged 8952 SP:Iteration 8Q (3627.490772 sec): 3 clusters Score: Raw -26759451.597623 + Penalty 4006.265518 = -26755445.332105 nChanged 6030 SP:Iteration 9Q (3627.873227 sec): 3 clusters Score: Raw -26762974.433230 + Penalty 4006.265518 = -26758968.167712 nChanged 4583 SP:Iteration 10Q (3628.255364 sec): 3 clusters Score: Raw -26765434.942107 + Penalty 4006.265518 = -26761428.676589 nChanged 3711 SP:Iteration 11Q (3628.618748 sec): 3 clusters Score: Raw -26767310.775616 + Penalty 4006.265518 = -26763304.510098 nChanged 3227 SP:Iteration 12Q (3628.993767 sec): 3 clusters Score: Raw -26768851.389502 + Penalty 4006.265518 = -26764845.123984 nChanged 2751 SP:Iteration 13Q (3629.373971 sec): 3 clusters Score: Raw -26770112.789921 + Penalty 4006.265518 = -26766106.524403 nChanged 2394 SP:Iteration 14Q (3629.760049 sec): 3 clusters Score: Raw -26771160.384401 + Penalty 4006.265518 = -26767154.118883 nChanged 2093 SP:Iteration 15Q (3630.171287 sec): 3 clusters Score: Raw -26772030.179246 + Penalty 4006.265518 = -26768023.913728 nChanged 1774 SP:Iteration 16Q (3630.555658 sec): 3 clusters Score: Raw -26772756.235160 + Penalty 4006.265518 = -26768749.969642 nChanged 1499 SP:Iteration 17Q (3630.909023 sec): 3 clusters Score: Raw -26773345.503823 + Penalty 4006.265518 = -26769339.238305 nChanged 1237 SP:Iteration 18Q (3631.265883 sec): 3 clusters Score: Raw -26773798.810418 + Penalty 4006.265518 = -26769792.544900 nChanged 1060 SP:Iteration 19Q (3631.655123 sec): 3 clusters Score: Raw -26774169.847020 + Penalty 4006.265518 = -26770163.581502 nChanged 896 SP:Iteration 20F (3632.051273 sec): 3 clusters Score: Raw -26774486.261105 + Penalty 4006.265518 = -26770479.995587 nChanged 785 SP:Iteration 21Q (3632.434011 sec): 3 clusters Score: Raw -26774761.305709 + Penalty 4006.265518 = -26770755.040191 nChanged 659 SP:Iteration 22Q (3632.754202 sec): 3 clusters Score: Raw -26774981.449415 + Penalty 4006.265518 = -26770975.183897 nChanged 517 SP:Iteration 23Q (3633.075857 sec): 3 clusters Score: Raw -26775134.180097 + Penalty 4006.265518 = -26771127.914579 nChanged 383 SP:Iteration 24Q (3633.408848 sec): 3 clusters Score: Raw -26775243.080201 + Penalty 4006.265518 = -26771236.814683 nChanged 338 SP:Iteration 25Q (3633.741554 sec): 3 clusters Score: Raw -26775334.155673 + Penalty 4006.265518 = -26771327.890155 nChanged 268 SP:Iteration 26Q (3634.095962 sec): 3 clusters Score: Raw -26775397.613549 + Penalty 4006.265518 = -26771391.348031 nChanged 230 SP:Iteration 27Q (3634.468587 sec): 3 clusters Score: Raw -26775453.994100 + Penalty 4006.265518 = -26771447.728582 nChanged 194 SP:Iteration 28Q (3634.839006 sec): 3 clusters Score: Raw -26775504.279636 + Penalty 4006.265518 = -26771498.014119 nChanged 179 SP:Iteration 29Q (3635.189117 sec): 3 clusters Score: Raw -26775546.759568 + Penalty 4006.265518 = -26771540.494050 nChanged 162 SP:Iteration 30Q (3635.526282 sec): 3 clusters Score: Raw -26775583.271310 + Penalty 4006.265518 = -26771577.005792 nChanged 152 SP:Iteration 31Q (3635.853692 sec): 3 clusters Score: Raw -26775623.015488 + Penalty 4006.265518 = -26771616.749970 nChanged 137 SP:Iteration 32Q (3636.181784 sec): 3 clusters Score: Raw -26775662.321585 + Penalty 4006.265518 = -26771656.056068 nChanged 128 SP:Iteration 33Q (3636.507606 sec): 3 clusters Score: Raw -26775700.118547 + Penalty 4006.265518 = -26771693.853029 nChanged 120 SP:Iteration 34Q (3636.832992 sec): 3 clusters Score: Raw -26775731.967491 + Penalty 4006.265518 = -26771725.701973 nChanged 87 SP:Iteration 35Q (3637.159040 sec): 3 clusters Score: Raw -26775751.064335 + Penalty 4006.265518 = -26771744.798817 nChanged 72 SP:Iteration 36Q (3637.487420 sec): 3 clusters Score: Raw -26775766.134744 + Penalty 4006.265518 = -26771759.869226 nChanged 59 SP:Iteration 37Q (3637.813580 sec): 3 clusters Score: Raw -26775776.363509 + Penalty 4006.265518 = -26771770.097991 nChanged 50 SP:Iteration 38Q (3638.154115 sec): 3 clusters Score: Raw -26775789.203925 + Penalty 4006.265518 = -26771782.938407 nChanged 60 SP:Iteration 39Q (3638.495950 sec): 3 clusters Score: Raw -26775803.400233 + Penalty 4006.265518 = -26771797.134715 nChanged 52 SP:Iteration 40F (3638.897882 sec): 3 clusters Score: Raw -26775813.495354 + Penalty 4006.265518 = -26771807.229836 nChanged 44 SP:Iteration 41Q (3639.229324 sec): 3 clusters Score: Raw -26775822.082678 + Penalty 4006.265518 = -26771815.817161 nChanged 33 SP:Iteration 42Q (3639.554632 sec): 3 clusters Score: Raw -26775828.279642 + Penalty 4006.265518 = -26771822.014124 nChanged 35 SP:Iteration 43Q (3639.879437 sec): 3 clusters Score: Raw -26775834.311334 + Penalty 4006.265518 = -26771828.045816 nChanged 32 SP:Iteration 44Q (3640.204637 sec): 3 clusters Score: Raw -26775839.597206 + Penalty 4006.265518 = -26771833.331688 nChanged 25 SP:Iteration 45Q (3640.528186 sec): 3 clusters Score: Raw -26775845.242030 + Penalty 4006.265518 = -26771838.976512 nChanged 28 SP:Iteration 46Q (3640.856665 sec): 3 clusters Score: Raw -26775849.993103 + Penalty 4006.265518 = -26771843.727585 nChanged 29 SP:Iteration 47Q (3641.227766 sec): 3 clusters Score: Raw -26775855.281064 + Penalty 4006.265518 = -26771849.015546 nChanged 28 SP:Iteration 48Q (3641.613142 sec): 3 clusters Score: Raw -26775861.435325 + Penalty 4006.265518 = -26771855.169807 nChanged 32 SP:Iteration 49Q (3641.949939 sec): 3 clusters Score: Raw -26775868.865894 + Penalty 4006.265518 = -26771862.600376 nChanged 29 SP:Iteration 50Q (3642.387505 sec): 3 clusters Score: Raw -26775874.077873 + Penalty 4006.265518 = -26771867.812355 nChanged 26 SP:Iteration 51Q (3642.742392 sec): 3 clusters Score: Raw -26775879.431756 + Penalty 4006.265518 = -26771873.166238 nChanged 27 SP:Iteration 52Q (3643.053530 sec): 3 clusters Score: Raw -26775883.237487 + Penalty 4006.265518 = -26771876.971969 nChanged 20 SP:Iteration 53Q (3643.384589 sec): 3 clusters Score: Raw -26775886.159683 + Penalty 4006.265518 = -26771879.894165 nChanged 14 SP:Iteration 54Q (3643.747491 sec): 3 clusters Score: Raw -26775889.359638 + Penalty 4006.265518 = -26771883.094120 nChanged 15 SP:Iteration 55Q (3644.094466 sec): 3 clusters Score: Raw -26775893.559574 + Penalty 4006.265518 = -26771887.294056 nChanged 16 SP:Iteration 56Q (3644.418534 sec): 3 clusters Score: Raw -26775896.840650 + Penalty 4006.265518 = -26771890.575132 nChanged 16 SP:Iteration 57Q (3644.734798 sec): 3 clusters Score: Raw -26775901.610980 + Penalty 4006.265518 = -26771895.345463 nChanged 25 SP:Iteration 58Q (3645.068343 sec): 3 clusters Score: Raw -26775909.632036 + Penalty 4006.265518 = -26771903.366518 nChanged 31 SP:Iteration 59Q (3645.390213 sec): 3 clusters Score: Raw -26775918.344029 + Penalty 4006.265518 = -26771912.078511 nChanged 36 SP:Iteration 60F (3645.811022 sec): 3 clusters Score: Raw -26775927.355478 + Penalty 4006.265518 = -26771921.089960 nChanged 33 SP:Iteration 61Q (3646.157967 sec): 3 clusters Score: Raw -26775935.115349 + Penalty 4006.265518 = -26771928.849831 nChanged 22 SP:Iteration 62Q (3646.525485 sec): 3 clusters Score: Raw -26775939.282638 + Penalty 4006.265518 = -26771933.017120 nChanged 25 SP:Iteration 63Q (3646.897428 sec): 3 clusters Score: Raw -26775943.740750 + Penalty 4006.265518 = -26771937.475232 nChanged 13 SP:Iteration 64Q (3647.244619 sec): 3 clusters Score: Raw -26775945.996751 + Penalty 4006.265518 = -26771939.731233 nChanged 11 SP:Iteration 65Q (3647.571365 sec): 3 clusters Score: Raw -26775947.882647 + Penalty 4006.265518 = -26771941.617129 nChanged 10 SP:Iteration 66Q (3647.882967 sec): 3 clusters Score: Raw -26775949.694400 + Penalty 4006.265518 = -26771943.428882 nChanged 5 SP:Iteration 67Q (3648.197650 sec): 3 clusters Score: Raw -26775950.453443 + Penalty 4006.265518 = -26771944.187925 nChanged 6 SP:Iteration 68Q (3648.535318 sec): 3 clusters Score: Raw -26775951.878387 + Penalty 4006.265518 = -26771945.612869 nChanged 10 SP:Iteration 69Q (3648.895991 sec): 3 clusters Score: Raw -26775953.574182 + Penalty 4006.265518 = -26771947.308664 nChanged 11 SP:Iteration 70Q (3649.269542 sec): 3 clusters Score: Raw -26775955.738062 + Penalty 4006.265518 = -26771949.472545 nChanged 13 SP:Iteration 71Q (3649.620717 sec): 3 clusters Score: Raw -26775958.359834 + Penalty 4006.265518 = -26771952.094316 nChanged 13 SP:Iteration 72Q (3649.955503 sec): 3 clusters Score: Raw -26775960.449094 + Penalty 4006.265518 = -26771954.183576 nChanged 11 SP:Iteration 73Q (3650.288842 sec): 3 clusters Score: Raw -26775962.445285 + Penalty 4006.265518 = -26771956.179767 nChanged 9 SP:Iteration 74Q (3650.612821 sec): 3 clusters Score: Raw -26775964.332205 + Penalty 4006.265518 = -26771958.066687 nChanged 12 SP:Iteration 75Q (3650.935565 sec): 3 clusters Score: Raw -26775967.807430 + Penalty 4006.265518 = -26771961.541912 nChanged 17 SP:Iteration 76Q (3651.258617 sec): 3 clusters Score: Raw -26775973.347442 + Penalty 4006.265518 = -26771967.081925 nChanged 18 SP:Iteration 77Q (3651.570798 sec): 3 clusters Score: Raw -26775979.717666 + Penalty 4006.265518 = -26771973.452148 nChanged 25 SP:Iteration 78Q (3651.887164 sec): 3 clusters Score: Raw -26775987.516703 + Penalty 4006.265518 = -26771981.251185 nChanged 26 SP:Iteration 79Q (3652.209191 sec): 3 clusters Score: Raw -26775995.004805 + Penalty 4006.265518 = -26771988.739288 nChanged 27 SP:Iteration 80F (3652.612956 sec): 3 clusters Score: Raw -26776001.849040 + Penalty 4006.265518 = -26771995.583523 nChanged 24 SP:Iteration 81Q (3652.933418 sec): 3 clusters Score: Raw -26776009.225664 + Penalty 4006.265518 = -26772002.960146 nChanged 28 SP:Iteration 82Q (3653.257394 sec): 3 clusters Score: Raw -26776015.327596 + Penalty 4006.265518 = -26772009.062078 nChanged 19 SP:Iteration 83Q (3653.584013 sec): 3 clusters Score: Raw -26776019.324532 + Penalty 4006.265518 = -26772013.059015 nChanged 15 SP:Iteration 84Q (3653.907375 sec): 3 clusters Score: Raw -26776021.858377 + Penalty 4006.265518 = -26772015.592859 nChanged 13 SP:Iteration 85Q (3654.232627 sec): 3 clusters Score: Raw -26776025.072307 + Penalty 4006.265518 = -26772018.806789 nChanged 12 SP:Iteration 86Q (3654.548530 sec): 3 clusters Score: Raw -26776029.471452 + Penalty 4006.265518 = -26772023.205934 nChanged 14 SP:Iteration 87Q (3654.870592 sec): 3 clusters Score: Raw -26776033.037383 + Penalty 4006.265518 = -26772026.771865 nChanged 23 SP:Iteration 88Q (3655.193366 sec): 3 clusters Score: Raw -26776038.592513 + Penalty 4006.265518 = -26772032.326995 nChanged 16 SP:Iteration 89Q (3655.521740 sec): 3 clusters Score: Raw -26776043.547999 + Penalty 4006.265518 = -26772037.282481 nChanged 17 SP:Iteration 90Q (3655.891966 sec): 3 clusters Score: Raw -26776047.788425 + Penalty 4006.265518 = -26772041.522907 nChanged 16 SP:Iteration 91Q (3656.222121 sec): 3 clusters Score: Raw -26776052.042088 + Penalty 4006.265518 = -26772045.776570 nChanged 18 SP:Iteration 92Q (3656.623036 sec): 3 clusters Score: Raw -26776058.063230 + Penalty 4006.265518 = -26772051.797713 nChanged 19 SP:Iteration 93Q (3656.940564 sec): 3 clusters Score: Raw -26776063.479028 + Penalty 4006.265518 = -26772057.213510 nChanged 20 SP:Iteration 94Q (3657.264859 sec): 3 clusters Score: Raw -26776068.980047 + Penalty 4006.265518 = -26772062.714529 nChanged 17 SP:Iteration 95Q (3657.567518 sec): 3 clusters Score: Raw -26776073.048108 + Penalty 4006.265518 = -26772066.782590 nChanged 18 SP:Iteration 96Q (3657.901037 sec): 3 clusters Score: Raw -26776077.755609 + Penalty 4006.265518 = -26772071.490091 nChanged 22 SP:Iteration 97Q (3658.255462 sec): 3 clusters Score: Raw -26776082.548105 + Penalty 4006.265518 = -26772076.282587 nChanged 16 SP:Iteration 98Q (3658.587390 sec): 3 clusters Score: Raw -26776086.274591 + Penalty 4006.265518 = -26772080.009074 nChanged 16 SP:Iteration 99Q (3658.903567 sec): 3 clusters Score: Raw -26776090.251125 + Penalty 4006.265518 = -26772083.985607 nChanged 20 SP:Iteration 100F (3659.272173 sec): 3 clusters Score: Raw -26776094.176430 + Penalty 4006.265518 = -26772087.910912 nChanged 17 SP:Iteration 101Q (3659.573049 sec): 3 clusters Score: Raw -26776098.253056 + Penalty 4006.265518 = -26772091.987538 nChanged 16 SP:Iteration 102Q (3659.886001 sec): 3 clusters Score: Raw -26776103.651243 + Penalty 4006.265518 = -26772097.385725 nChanged 18 SP:Iteration 103Q (3660.213716 sec): 3 clusters Score: Raw -26776108.772949 + Penalty 4006.265518 = -26772102.507431 nChanged 19 SP:Iteration 104Q (3660.556432 sec): 3 clusters Score: Raw -26776113.137748 + Penalty 4006.265518 = -26772106.872230 nChanged 23 SP:Iteration 105Q (3660.905332 sec): 3 clusters Score: Raw -26776119.387577 + Penalty 4006.265518 = -26772113.122059 nChanged 24 SP:Iteration 106Q (3661.255189 sec): 3 clusters Score: Raw -26776125.834394 + Penalty 4006.265518 = -26772119.568876 nChanged 25 SP:Iteration 107Q (3661.623989 sec): 3 clusters Score: Raw -26776133.520700 + Penalty 4006.265518 = -26772127.255182 nChanged 20 SP:Iteration 108Q (3661.977046 sec): 3 clusters Score: Raw -26776139.908969 + Penalty 4006.265518 = -26772133.643451 nChanged 30 SP:Iteration 109Q (3662.309248 sec): 3 clusters Score: Raw -26776147.968030 + Penalty 4006.265518 = -26772141.702512 nChanged 28 SP:Iteration 110Q (3662.622318 sec): 3 clusters Score: Raw -26776156.179423 + Penalty 4006.265518 = -26772149.913905 nChanged 39 SP:Iteration 111Q (3662.934984 sec): 3 clusters Score: Raw -26776166.154149 + Penalty 4006.265518 = -26772159.888632 nChanged 30 SP:Iteration 112Q (3663.284040 sec): 3 clusters Score: Raw -26776174.690018 + Penalty 4006.265518 = -26772168.424500 nChanged 26 SP:Iteration 113Q (3663.642874 sec): 3 clusters Score: Raw -26776180.058717 + Penalty 4006.265518 = -26772173.793199 nChanged 18 SP:Iteration 114Q (3664.016040 sec): 3 clusters Score: Raw -26776185.119753 + Penalty 4006.265518 = -26772178.854235 nChanged 19 SP:Iteration 115Q (3664.362348 sec): 3 clusters Score: Raw -26776190.864597 + Penalty 4006.265518 = -26772184.599079 nChanged 20 SP:Iteration 116Q (3664.694095 sec): 3 clusters Score: Raw -26776196.214832 + Penalty 4006.265518 = -26772189.949314 nChanged 26 SP:Iteration 117Q (3665.028281 sec): 3 clusters Score: Raw -26776203.488252 + Penalty 4006.265518 = -26772197.222734 nChanged 29 SP:Iteration 118Q (3665.352318 sec): 3 clusters Score: Raw -26776210.712208 + Penalty 4006.265518 = -26772204.446690 nChanged 23 SP:Iteration 119Q (3665.675236 sec): 3 clusters Score: Raw -26776215.826207 + Penalty 4006.265518 = -26772209.560689 nChanged 21 SP:Iteration 120F (3666.066169 sec): 3 clusters Score: Raw -26776220.875338 + Penalty 4006.265518 = -26772214.609820 nChanged 25 SP:Iteration 121Q (3666.389540 sec): 3 clusters Score: Raw -26776226.385061 + Penalty 4006.265518 = -26772220.119544 nChanged 28 SP:Iteration 122Q (3666.712572 sec): 3 clusters Score: Raw -26776232.350573 + Penalty 4006.265518 = -26772226.085055 nChanged 23 SP:Iteration 123Q (3667.025183 sec): 3 clusters Score: Raw -26776237.447479 + Penalty 4006.265518 = -26772231.181962 nChanged 23 SP:Iteration 124Q (3667.362329 sec): 3 clusters Score: Raw -26776242.741033 + Penalty 4006.265518 = -26772236.475516 nChanged 18 SP:Iteration 125Q (3667.700256 sec): 3 clusters Score: Raw -26776245.794986 + Penalty 4006.265518 = -26772239.529468 nChanged 13 SP:Iteration 126Q (3668.033949 sec): 3 clusters Score: Raw -26776248.622047 + Penalty 4006.265518 = -26772242.356530 nChanged 13 SP:Iteration 127Q (3668.359976 sec): 3 clusters Score: Raw -26776251.057121 + Penalty 4006.265518 = -26772244.791603 nChanged 11 SP:Iteration 128Q (3668.682072 sec): 3 clusters Score: Raw -26776252.737250 + Penalty 4006.265518 = -26772246.471732 nChanged 11 SP:Iteration 129Q (3669.004939 sec): 3 clusters Score: Raw -26776254.338172 + Penalty 4006.265518 = -26772248.072654 nChanged 7 SP:Iteration 130Q (3669.314362 sec): 3 clusters Score: Raw -26776255.302454 + Penalty 4006.265518 = -26772249.036936 nChanged 8 SP:Iteration 131Q (3669.636680 sec): 3 clusters Score: Raw -26776256.516009 + Penalty 4006.265518 = -26772250.250491 nChanged 5 SP:Iteration 132Q (3669.959466 sec): 3 clusters Score: Raw -26776257.259560 + Penalty 4006.265518 = -26772250.994042 nChanged 8 SP:Iteration 133Q (3670.280822 sec): 3 clusters Score: Raw -26776258.758956 + Penalty 4006.265518 = -26772252.493439 nChanged 4 SP:Iteration 134Q (3670.610762 sec): 3 clusters Score: Raw -26776259.329711 + Penalty 4006.265518 = -26772253.064193 nChanged 3 SP:Iteration 135Q (3670.965604 sec): 3 clusters Score: Raw -26776259.833098 + Penalty 4006.265518 = -26772253.567580 nChanged 3 SP:Iteration 136Q (3671.370786 sec): 3 clusters Score: Raw -26776260.209125 + Penalty 4006.265518 = -26772253.943607 nChanged 3 SP:Iteration 137Q (3671.778083 sec): 3 clusters Score: Raw -26776260.534238 + Penalty 4006.265518 = -26772254.268720 nChanged 0 SP:Iteration 138F (3672.199225 sec): 3 clusters Score: Raw -26776260.534238 + Penalty 4006.265518 = -26772254.268720 nChanged 0 Trying to split cluster 5 (7093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3672.236485 sec): 2 clusters Score: Raw -819643.362116 + Penalty 1440.865345 = -818202.496771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3672.286517 sec): 3 clusters Score: Raw -815822.767018 + Penalty 2881.730690 = -812941.036328 nChanged 3012 SP:Iteration 1F (3672.348303 sec): 3 clusters Score: Raw -817680.005298 + Penalty 2881.730690 = -814798.274608 nChanged 688 SP:Iteration 2F (3672.409028 sec): 3 clusters Score: Raw -818447.229521 + Penalty 2881.730690 = -815565.498831 nChanged 739 SP:Iteration 3F (3672.478336 sec): 3 clusters Score: Raw -819336.608349 + Penalty 2881.730690 = -816454.877659 nChanged 695 SP:Iteration 4F (3672.532737 sec): 3 clusters Score: Raw -820023.509950 + Penalty 2881.730690 = -817141.779260 nChanged 457 SP:Iteration 5F (3672.578985 sec): 3 clusters Score: Raw -820397.985597 + Penalty 2881.730690 = -817516.254907 nChanged 319 SP:Iteration 6Q (3672.643955 sec): 3 clusters Score: Raw -820643.162275 + Penalty 2881.730690 = -817761.431585 nChanged 206 SP:Iteration 7Q (3672.699965 sec): 3 clusters Score: Raw -820778.849511 + Penalty 2881.730690 = -817897.118821 nChanged 162 SP:Iteration 8Q (3672.756680 sec): 3 clusters Score: Raw -820893.978428 + Penalty 2881.730690 = -818012.247738 nChanged 158 SP:Iteration 9Q (3672.796324 sec): 3 clusters Score: Raw -820990.652243 + Penalty 2881.730690 = -818108.921553 nChanged 141 SP:Iteration 10Q (3672.844659 sec): 3 clusters Score: Raw -821085.643566 + Penalty 2881.730690 = -818203.912876 nChanged 139 SP:Iteration 11Q (3672.889697 sec): 3 clusters Score: Raw -821157.696276 + Penalty 2881.730690 = -818275.965586 nChanged 100 SP:Iteration 12Q (3672.948571 sec): 3 clusters Score: Raw -821201.666077 + Penalty 2881.730690 = -818319.935387 nChanged 75 SP:Iteration 13Q (3673.000617 sec): 3 clusters Score: Raw -821245.264417 + Penalty 2881.730690 = -818363.533727 nChanged 83 SP:Iteration 14Q (3673.060594 sec): 3 clusters Score: Raw -821296.374481 + Penalty 2881.730690 = -818414.643791 nChanged 80 SP:Iteration 15Q (3673.112606 sec): 3 clusters Score: Raw -821346.545079 + Penalty 2881.730690 = -818464.814389 nChanged 85 SP:Iteration 16Q (3673.172540 sec): 3 clusters Score: Raw -821399.115916 + Penalty 2881.730690 = -818517.385227 nChanged 82 SP:Iteration 17Q (3673.225844 sec): 3 clusters Score: Raw -821461.405456 + Penalty 2881.730690 = -818579.674766 nChanged 84 SP:Iteration 18Q (3673.285241 sec): 3 clusters Score: Raw -821516.032550 + Penalty 2881.730690 = -818634.301860 nChanged 82 SP:Iteration 19Q (3673.333108 sec): 3 clusters Score: Raw -821559.036072 + Penalty 2881.730690 = -818677.305382 nChanged 42 SP:Iteration 20F (3673.388304 sec): 3 clusters Score: Raw -821576.128693 + Penalty 2881.730690 = -818694.398004 nChanged 42 SP:Iteration 21Q (3673.451556 sec): 3 clusters Score: Raw -821589.640948 + Penalty 2881.730690 = -818707.910258 nChanged 33 SP:Iteration 22Q (3673.499058 sec): 3 clusters Score: Raw -821597.131303 + Penalty 2881.730690 = -818715.400613 nChanged 22 SP:Iteration 23Q (3673.556320 sec): 3 clusters Score: Raw -821601.937408 + Penalty 2881.730690 = -818720.206718 nChanged 13 SP:Iteration 24Q (3673.613255 sec): 3 clusters Score: Raw -821604.913739 + Penalty 2881.730690 = -818723.183049 nChanged 13 SP:Iteration 25Q (3673.674165 sec): 3 clusters Score: Raw -821607.285616 + Penalty 2881.730690 = -818725.554926 nChanged 10 SP:Iteration 26Q (3673.724062 sec): 3 clusters Score: Raw -821609.059523 + Penalty 2881.730690 = -818727.328833 nChanged 7 SP:Iteration 27Q (3673.784828 sec): 3 clusters Score: Raw -821610.725993 + Penalty 2881.730690 = -818728.995303 nChanged 8 SP:Iteration 28Q (3673.845430 sec): 3 clusters Score: Raw -821612.991799 + Penalty 2881.730690 = -818731.261109 nChanged 8 SP:Iteration 29Q (3673.906918 sec): 3 clusters Score: Raw -821614.227922 + Penalty 2881.730690 = -818732.497232 nChanged 12 SP:Iteration 30Q (3673.968057 sec): 3 clusters Score: Raw -821617.008297 + Penalty 2881.730690 = -818735.277607 nChanged 12 SP:Iteration 31Q (3674.028589 sec): 3 clusters Score: Raw -821619.331945 + Penalty 2881.730690 = -818737.601255 nChanged 7 SP:Iteration 32Q (3674.087431 sec): 3 clusters Score: Raw -821620.356767 + Penalty 2881.730690 = -818738.626077 nChanged 10 SP:Iteration 33Q (3674.149660 sec): 3 clusters Score: Raw -821622.614477 + Penalty 2881.730690 = -818740.883787 nChanged 11 SP:Iteration 34Q (3674.210637 sec): 3 clusters Score: Raw -821624.368075 + Penalty 2881.730690 = -818742.637385 nChanged 11 SP:Iteration 35Q (3674.265060 sec): 3 clusters Score: Raw -821627.393908 + Penalty 2881.730690 = -818745.663218 nChanged 9 SP:Iteration 36Q (3674.327378 sec): 3 clusters Score: Raw -821629.613643 + Penalty 2881.730690 = -818747.882953 nChanged 9 SP:Iteration 37Q (3674.377921 sec): 3 clusters Score: Raw -821631.295037 + Penalty 2881.730690 = -818749.564347 nChanged 6 SP:Iteration 38Q (3674.430228 sec): 3 clusters Score: Raw -821633.960361 + Penalty 2881.730690 = -818752.229671 nChanged 12 SP:Iteration 39Q (3674.492692 sec): 3 clusters Score: Raw -821635.994561 + Penalty 2881.730690 = -818754.263871 nChanged 5 SP:Iteration 40F (3674.545389 sec): 3 clusters Score: Raw -821636.505098 + Penalty 2881.730690 = -818754.774408 nChanged 7 SP:Iteration 41Q (3674.591309 sec): 3 clusters Score: Raw -821637.160014 + Penalty 2881.730690 = -818755.429324 nChanged 2 SP:Iteration 42Q (3674.631838 sec): 3 clusters Score: Raw -821637.363465 + Penalty 2881.730690 = -818755.632775 nChanged 1 SP:Iteration 43Q (3674.682889 sec): 3 clusters Score: Raw -821637.495653 + Penalty 2881.730690 = -818755.764964 nChanged 1 SP:Iteration 44Q (3674.731964 sec): 3 clusters Score: Raw -821637.670137 + Penalty 2881.730690 = -818755.939448 nChanged 2 SP:Iteration 45Q (3674.774337 sec): 3 clusters Score: Raw -821638.589359 + Penalty 2881.730690 = -818756.858669 nChanged 4 SP:Iteration 46Q (3674.824515 sec): 3 clusters Score: Raw -821639.802719 + Penalty 2881.730690 = -818758.072029 nChanged 4 SP:Iteration 47Q (3674.860608 sec): 3 clusters Score: Raw -821640.463486 + Penalty 2881.730690 = -818758.732796 nChanged 2 SP:Iteration 48Q (3674.906724 sec): 3 clusters Score: Raw -821640.550227 + Penalty 2881.730690 = -818758.819537 nChanged 0 SP:Iteration 49F (3674.957797 sec): 3 clusters Score: Raw -821640.550227 + Penalty 2881.730690 = -818758.819537 nChanged 0 Score: Raw -86556441.214239 + Penalty 68161.391939 = -86488279.822300 Splitting cluster 5 changes total score from -86488449.393331 to -86488279.822300 So it's not getting split. Trying to split cluster 6 (12047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3690.665851 sec): 2 clusters Score: Raw -1392125.584274 + Penalty 1526.942779 = -1390598.641495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3690.731797 sec): 3 clusters Score: Raw -1385105.151929 + Penalty 3053.885557 = -1382051.266371 nChanged 5324 SP:Iteration 1F (3690.797137 sec): 3 clusters Score: Raw -1387923.167976 + Penalty 3053.885557 = -1384869.282419 nChanged 734 SP:Iteration 2F (3690.856369 sec): 3 clusters Score: Raw -1388288.082027 + Penalty 3053.885557 = -1385234.196470 nChanged 686 SP:Iteration 3F (3690.922731 sec): 3 clusters Score: Raw -1388693.396438 + Penalty 3053.885557 = -1385639.510881 nChanged 756 SP:Iteration 4F (3690.990164 sec): 3 clusters Score: Raw -1389283.285405 + Penalty 3053.885557 = -1386229.399848 nChanged 876 SP:Iteration 5F (3691.056156 sec): 3 clusters Score: Raw -1390071.542150 + Penalty 3053.885557 = -1387017.656593 nChanged 958 SP:Iteration 6F (3691.122468 sec): 3 clusters Score: Raw -1390948.309869 + Penalty 3053.885557 = -1387894.424312 nChanged 943 SP:Iteration 7F (3691.188622 sec): 3 clusters Score: Raw -1391769.818565 + Penalty 3053.885557 = -1388715.933007 nChanged 723 SP:Iteration 8F (3691.254669 sec): 3 clusters Score: Raw -1392296.671725 + Penalty 3053.885557 = -1389242.786168 nChanged 442 SP:Iteration 9Q (3691.321798 sec): 3 clusters Score: Raw -1392531.186408 + Penalty 3053.885557 = -1389477.300850 nChanged 282 SP:Iteration 10Q (3691.387433 sec): 3 clusters Score: Raw -1392631.554580 + Penalty 3053.885557 = -1389577.669023 nChanged 161 SP:Iteration 11Q (3691.453120 sec): 3 clusters Score: Raw -1392674.238236 + Penalty 3053.885557 = -1389620.352679 nChanged 105 SP:Iteration 12Q (3691.519526 sec): 3 clusters Score: Raw -1392699.853037 + Penalty 3053.885557 = -1389645.967479 nChanged 79 SP:Iteration 13Q (3691.586816 sec): 3 clusters Score: Raw -1392720.349724 + Penalty 3053.885557 = -1389666.464167 nChanged 53 SP:Iteration 14Q (3691.651217 sec): 3 clusters Score: Raw -1392729.398416 + Penalty 3053.885557 = -1389675.512859 nChanged 43 SP:Iteration 15Q (3691.718212 sec): 3 clusters Score: Raw -1392736.430336 + Penalty 3053.885557 = -1389682.544779 nChanged 41 SP:Iteration 16Q (3691.783589 sec): 3 clusters Score: Raw -1392743.542652 + Penalty 3053.885557 = -1389689.657095 nChanged 38 SP:Iteration 17Q (3691.850362 sec): 3 clusters Score: Raw -1392749.801183 + Penalty 3053.885557 = -1389695.915626 nChanged 26 SP:Iteration 18Q (3691.916036 sec): 3 clusters Score: Raw -1392753.204706 + Penalty 3053.885557 = -1389699.319149 nChanged 23 SP:Iteration 19Q (3691.974667 sec): 3 clusters Score: Raw -1392756.323130 + Penalty 3053.885557 = -1389702.437573 nChanged 23 SP:Iteration 20F (3692.033908 sec): 3 clusters Score: Raw -1392759.568131 + Penalty 3053.885557 = -1389705.682573 nChanged 17 SP:Iteration 21Q (3692.100957 sec): 3 clusters Score: Raw -1392761.763093 + Penalty 3053.885557 = -1389707.877535 nChanged 13 SP:Iteration 22Q (3692.167456 sec): 3 clusters Score: Raw -1392762.949731 + Penalty 3053.885557 = -1389709.064174 nChanged 3 SP:Iteration 23Q (3692.234458 sec): 3 clusters Score: Raw -1392763.519840 + Penalty 3053.885557 = -1389709.634283 nChanged 5 SP:Iteration 24Q (3692.300958 sec): 3 clusters Score: Raw -1392764.003113 + Penalty 3053.885557 = -1389710.117556 nChanged 0 SP:Iteration 25F (3692.356000 sec): 3 clusters Score: Raw -1392764.003113 + Penalty 3053.885557 = -1389710.117556 nChanged 0 Trying to split cluster 7 (3660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3692.384892 sec): 2 clusters Score: Raw -383585.372412 + Penalty 1333.347994 = -382252.024418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3692.440106 sec): 3 clusters Score: Raw -381848.656181 + Penalty 2666.695989 = -379181.960193 nChanged 1478 SP:Iteration 1F (3692.494972 sec): 3 clusters Score: Raw -382864.130176 + Penalty 2666.695989 = -380197.434187 nChanged 360 SP:Iteration 2F (3692.549575 sec): 3 clusters Score: Raw -383163.811993 + Penalty 2666.695989 = -380497.116005 nChanged 249 SP:Iteration 3F (3692.603810 sec): 3 clusters Score: Raw -383375.737123 + Penalty 2666.695989 = -380709.041135 nChanged 195 SP:Iteration 4F (3692.658088 sec): 3 clusters Score: Raw -383570.879925 + Penalty 2666.695989 = -380904.183936 nChanged 176 SP:Iteration 5Q (3692.712739 sec): 3 clusters Score: Raw -383747.377659 + Penalty 2666.695989 = -381080.681670 nChanged 149 SP:Iteration 6Q (3692.766517 sec): 3 clusters Score: Raw -383891.183279 + Penalty 2666.695989 = -381224.487290 nChanged 143 SP:Iteration 7Q (3692.821057 sec): 3 clusters Score: Raw -384039.016640 + Penalty 2666.695989 = -381372.320652 nChanged 115 SP:Iteration 8Q (3692.874782 sec): 3 clusters Score: Raw -384130.963474 + Penalty 2666.695989 = -381464.267485 nChanged 93 SP:Iteration 9Q (3692.929147 sec): 3 clusters Score: Raw -384209.912830 + Penalty 2666.695989 = -381543.216841 nChanged 72 SP:Iteration 10Q (3692.983219 sec): 3 clusters Score: Raw -384268.452170 + Penalty 2666.695989 = -381601.756181 nChanged 49 SP:Iteration 11Q (3693.024877 sec): 3 clusters Score: Raw -384302.766232 + Penalty 2666.695989 = -381636.070243 nChanged 37 SP:Iteration 12Q (3693.079112 sec): 3 clusters Score: Raw -384332.060064 + Penalty 2666.695989 = -381665.364076 nChanged 30 SP:Iteration 13Q (3693.133764 sec): 3 clusters Score: Raw -384349.289277 + Penalty 2666.695989 = -381682.593288 nChanged 32 SP:Iteration 14Q (3693.187619 sec): 3 clusters Score: Raw -384366.927780 + Penalty 2666.695989 = -381700.231791 nChanged 29 SP:Iteration 15Q (3693.242036 sec): 3 clusters Score: Raw -384379.334016 + Penalty 2666.695989 = -381712.638028 nChanged 20 SP:Iteration 16Q (3693.283267 sec): 3 clusters Score: Raw -384388.831236 + Penalty 2666.695989 = -381722.135248 nChanged 15 SP:Iteration 17Q (3693.347944 sec): 3 clusters Score: Raw -384396.135034 + Penalty 2666.695989 = -381729.439046 nChanged 15 SP:Iteration 18Q (3693.390013 sec): 3 clusters Score: Raw -384401.469736 + Penalty 2666.695989 = -381734.773748 nChanged 15 SP:Iteration 19Q (3693.451975 sec): 3 clusters Score: Raw -384406.628576 + Penalty 2666.695989 = -381739.932588 nChanged 10 SP:Iteration 20F (3693.497122 sec): 3 clusters Score: Raw -384415.911341 + Penalty 2666.695989 = -381749.215352 nChanged 8 SP:Iteration 21Q (3693.544655 sec): 3 clusters Score: Raw -384420.174493 + Penalty 2666.695989 = -381753.478504 nChanged 9 SP:Iteration 22Q (3693.597751 sec): 3 clusters Score: Raw -384422.670037 + Penalty 2666.695989 = -381755.974049 nChanged 5 SP:Iteration 23Q (3693.650822 sec): 3 clusters Score: Raw -384425.487883 + Penalty 2666.695989 = -381758.791895 nChanged 8 SP:Iteration 24Q (3693.693254 sec): 3 clusters Score: Raw -384427.718238 + Penalty 2666.695989 = -381761.022249 nChanged 4 SP:Iteration 25Q (3693.745917 sec): 3 clusters Score: Raw -384428.494881 + Penalty 2666.695989 = -381761.798893 nChanged 2 SP:Iteration 26Q (3693.798749 sec): 3 clusters Score: Raw -384429.167051 + Penalty 2666.695989 = -381762.471063 nChanged 0 SP:Iteration 27F (3693.851927 sec): 3 clusters Score: Raw -384429.167051 + Penalty 2666.695989 = -381762.471063 nChanged 0 Trying to split cluster 8 (107480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3694.008307 sec): 2 clusters Score: Raw -12669820.564087 + Penalty 1882.572260 = -12667937.991827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3694.232636 sec): 3 clusters Score: Raw -12599616.558214 + Penalty 3765.144520 = -12595851.413694 nChanged 51491 SP:Iteration 1F (3694.440070 sec): 3 clusters Score: Raw -12630137.313493 + Penalty 3765.144520 = -12626372.168973 nChanged 4171 SP:Iteration 2Q (3694.672617 sec): 3 clusters Score: Raw -12631413.490534 + Penalty 3765.144520 = -12627648.346014 nChanged 4496 SP:Iteration 3Q (3694.923397 sec): 3 clusters Score: Raw -12633002.866417 + Penalty 3765.144520 = -12629237.721897 nChanged 4864 SP:Iteration 4Q (3695.172341 sec): 3 clusters Score: Raw -12634903.636954 + Penalty 3765.144520 = -12631138.492434 nChanged 5288 SP:Iteration 5Q (3695.421297 sec): 3 clusters Score: Raw -12637196.474829 + Penalty 3765.144520 = -12633431.330308 nChanged 5529 SP:Iteration 6F (3695.656596 sec): 3 clusters Score: Raw -12639808.775134 + Penalty 3765.144520 = -12636043.630613 nChanged 5746 SP:Iteration 7F (3695.892243 sec): 3 clusters Score: Raw -12642879.400836 + Penalty 3765.144520 = -12639114.256315 nChanged 5856 SP:Iteration 8F (3696.127513 sec): 3 clusters Score: Raw -12646497.577114 + Penalty 3765.144520 = -12642732.432594 nChanged 5902 SP:Iteration 9F (3696.360277 sec): 3 clusters Score: Raw -12650337.078036 + Penalty 3765.144520 = -12646571.933516 nChanged 5490 SP:Iteration 10F (3696.593388 sec): 3 clusters Score: Raw -12653428.616229 + Penalty 3765.144520 = -12649663.471709 nChanged 4245 SP:Iteration 11Q (3696.822448 sec): 3 clusters Score: Raw -12655176.985560 + Penalty 3765.144520 = -12651411.841039 nChanged 2969 SP:Iteration 12Q (3697.052869 sec): 3 clusters Score: Raw -12656041.375112 + Penalty 3765.144520 = -12652276.230591 nChanged 1936 SP:Iteration 13Q (3697.286677 sec): 3 clusters Score: Raw -12656475.103972 + Penalty 3765.144520 = -12652709.959452 nChanged 1430 SP:Iteration 14Q (3697.533086 sec): 3 clusters Score: Raw -12656787.160216 + Penalty 3765.144520 = -12653022.015695 nChanged 1300 SP:Iteration 15Q (3697.755355 sec): 3 clusters Score: Raw -12657072.266479 + Penalty 3765.144520 = -12653307.121959 nChanged 1215 SP:Iteration 16Q (3698.012872 sec): 3 clusters Score: Raw -12657330.148294 + Penalty 3765.144520 = -12653565.003774 nChanged 1169 SP:Iteration 17Q (3698.291672 sec): 3 clusters Score: Raw -12657565.173360 + Penalty 3765.144520 = -12653800.028840 nChanged 1141 SP:Iteration 18Q (3698.527506 sec): 3 clusters Score: Raw -12657807.852253 + Penalty 3765.144520 = -12654042.707733 nChanged 1194 SP:Iteration 19Q (3698.759374 sec): 3 clusters Score: Raw -12658063.208922 + Penalty 3765.144520 = -12654298.064402 nChanged 1144 SP:Iteration 20F (3698.973392 sec): 3 clusters Score: Raw -12658290.939437 + Penalty 3765.144520 = -12654525.794917 nChanged 1111 SP:Iteration 21Q (3699.197577 sec): 3 clusters Score: Raw -12658509.596198 + Penalty 3765.144520 = -12654744.451677 nChanged 1090 SP:Iteration 22Q (3699.420809 sec): 3 clusters Score: Raw -12658728.039725 + Penalty 3765.144520 = -12654962.895204 nChanged 1074 SP:Iteration 23Q (3699.636178 sec): 3 clusters Score: Raw -12658934.779989 + Penalty 3765.144520 = -12655169.635468 nChanged 1079 SP:Iteration 24Q (3699.858137 sec): 3 clusters Score: Raw -12659161.224684 + Penalty 3765.144520 = -12655396.080164 nChanged 1094 SP:Iteration 25Q (3700.081914 sec): 3 clusters Score: Raw -12659396.918483 + Penalty 3765.144520 = -12655631.773963 nChanged 1118 SP:Iteration 26Q (3700.303797 sec): 3 clusters Score: Raw -12659649.515012 + Penalty 3765.144520 = -12655884.370491 nChanged 1212 SP:Iteration 27Q (3700.528287 sec): 3 clusters Score: Raw -12659929.667337 + Penalty 3765.144520 = -12656164.522816 nChanged 1258 SP:Iteration 28Q (3700.769872 sec): 3 clusters Score: Raw -12660223.070863 + Penalty 3765.144520 = -12656457.926342 nChanged 1272 SP:Iteration 29Q (3700.991288 sec): 3 clusters Score: Raw -12660527.797620 + Penalty 3765.144520 = -12656762.653100 nChanged 1267 SP:Iteration 30Q (3701.199508 sec): 3 clusters Score: Raw -12660833.982317 + Penalty 3765.144520 = -12657068.837797 nChanged 1292 SP:Iteration 31Q (3701.401558 sec): 3 clusters Score: Raw -12661153.065686 + Penalty 3765.144520 = -12657387.921166 nChanged 1297 SP:Iteration 32Q (3701.601638 sec): 3 clusters Score: Raw -12661487.012841 + Penalty 3765.144520 = -12657721.868321 nChanged 1360 SP:Iteration 33Q (3701.811898 sec): 3 clusters Score: Raw -12661852.072817 + Penalty 3765.144520 = -12658086.928297 nChanged 1374 SP:Iteration 34Q (3702.025894 sec): 3 clusters Score: Raw -12662230.779672 + Penalty 3765.144520 = -12658465.635151 nChanged 1413 SP:Iteration 35Q (3702.227655 sec): 3 clusters Score: Raw -12662628.468666 + Penalty 3765.144520 = -12658863.324146 nChanged 1420 SP:Iteration 36Q (3702.439397 sec): 3 clusters Score: Raw -12663040.114250 + Penalty 3765.144520 = -12659274.969729 nChanged 1426 SP:Iteration 37Q (3702.651117 sec): 3 clusters Score: Raw -12663480.631329 + Penalty 3765.144520 = -12659715.486809 nChanged 1439 SP:Iteration 38Q (3702.861062 sec): 3 clusters Score: Raw -12663959.888040 + Penalty 3765.144520 = -12660194.743519 nChanged 1426 SP:Iteration 39Q (3703.065784 sec): 3 clusters Score: Raw -12664445.924954 + Penalty 3765.144520 = -12660680.780434 nChanged 1401 SP:Iteration 40F (3703.285074 sec): 3 clusters Score: Raw -12664942.270580 + Penalty 3765.144520 = -12661177.126060 nChanged 1341 SP:Iteration 41Q (3703.522356 sec): 3 clusters Score: Raw -12665440.258809 + Penalty 3765.144520 = -12661675.114288 nChanged 1302 SP:Iteration 42Q (3703.728155 sec): 3 clusters Score: Raw -12665918.054724 + Penalty 3765.144520 = -12662152.910204 nChanged 1214 SP:Iteration 43Q (3703.961164 sec): 3 clusters Score: Raw -12666364.885061 + Penalty 3765.144520 = -12662599.740541 nChanged 1177 SP:Iteration 44Q (3704.195538 sec): 3 clusters Score: Raw -12666820.268866 + Penalty 3765.144520 = -12663055.124345 nChanged 1109 SP:Iteration 45Q (3704.409554 sec): 3 clusters Score: Raw -12667264.483210 + Penalty 3765.144520 = -12663499.338689 nChanged 1065 SP:Iteration 46Q (3704.612388 sec): 3 clusters Score: Raw -12667712.771677 + Penalty 3765.144520 = -12663947.627156 nChanged 964 SP:Iteration 47Q (3704.814467 sec): 3 clusters Score: Raw -12668129.365561 + Penalty 3765.144520 = -12664364.221040 nChanged 860 SP:Iteration 48Q (3704.999215 sec): 3 clusters Score: Raw -12668503.652542 + Penalty 3765.144520 = -12664738.508021 nChanged 744 SP:Iteration 49Q (3705.183409 sec): 3 clusters Score: Raw -12668826.769853 + Penalty 3765.144520 = -12665061.625332 nChanged 628 SP:Iteration 50Q (3705.368734 sec): 3 clusters Score: Raw -12669096.518320 + Penalty 3765.144520 = -12665331.373799 nChanged 558 SP:Iteration 51Q (3705.540730 sec): 3 clusters Score: Raw -12669335.809332 + Penalty 3765.144520 = -12665570.664811 nChanged 431 SP:Iteration 52Q (3705.722885 sec): 3 clusters Score: Raw -12669502.812615 + Penalty 3765.144520 = -12665737.668095 nChanged 335 SP:Iteration 53Q (3705.913870 sec): 3 clusters Score: Raw -12669631.619293 + Penalty 3765.144520 = -12665866.474772 nChanged 306 SP:Iteration 54Q (3706.117470 sec): 3 clusters Score: Raw -12669754.607746 + Penalty 3765.144520 = -12665989.463225 nChanged 241 SP:Iteration 55Q (3706.302917 sec): 3 clusters Score: Raw -12669849.133009 + Penalty 3765.144520 = -12666083.988489 nChanged 174 SP:Iteration 56Q (3706.511987 sec): 3 clusters Score: Raw -12669909.460487 + Penalty 3765.144520 = -12666144.315967 nChanged 122 SP:Iteration 57Q (3706.717564 sec): 3 clusters Score: Raw -12669953.479174 + Penalty 3765.144520 = -12666188.334653 nChanged 102 SP:Iteration 58Q (3706.926636 sec): 3 clusters Score: Raw -12669988.606580 + Penalty 3765.144520 = -12666223.462059 nChanged 77 SP:Iteration 59Q (3707.130179 sec): 3 clusters Score: Raw -12670009.107355 + Penalty 3765.144520 = -12666243.962834 nChanged 56 SP:Iteration 60F (3707.351782 sec): 3 clusters Score: Raw -12670022.679056 + Penalty 3765.144520 = -12666257.534536 nChanged 44 SP:Iteration 61Q (3707.541175 sec): 3 clusters Score: Raw -12670033.688633 + Penalty 3765.144520 = -12666268.544113 nChanged 36 SP:Iteration 62Q (3707.731665 sec): 3 clusters Score: Raw -12670044.540165 + Penalty 3765.144520 = -12666279.395645 nChanged 34 SP:Iteration 63Q (3707.922484 sec): 3 clusters Score: Raw -12670056.729245 + Penalty 3765.144520 = -12666291.584725 nChanged 35 SP:Iteration 64Q (3708.112551 sec): 3 clusters Score: Raw -12670065.799207 + Penalty 3765.144520 = -12666300.654686 nChanged 27 SP:Iteration 65Q (3708.301552 sec): 3 clusters Score: Raw -12670072.546835 + Penalty 3765.144520 = -12666307.402314 nChanged 20 SP:Iteration 66Q (3708.487490 sec): 3 clusters Score: Raw -12670077.207153 + Penalty 3765.144520 = -12666312.062632 nChanged 17 SP:Iteration 67Q (3708.673126 sec): 3 clusters Score: Raw -12670081.473900 + Penalty 3765.144520 = -12666316.329380 nChanged 10 SP:Iteration 68Q (3708.859409 sec): 3 clusters Score: Raw -12670083.396257 + Penalty 3765.144520 = -12666318.251736 nChanged 5 SP:Iteration 69Q (3709.046372 sec): 3 clusters Score: Raw -12670084.781483 + Penalty 3765.144520 = -12666319.636963 nChanged 7 SP:Iteration 70Q (3709.220948 sec): 3 clusters Score: Raw -12670086.457863 + Penalty 3765.144520 = -12666321.313343 nChanged 9 SP:Iteration 71Q (3709.406330 sec): 3 clusters Score: Raw -12670088.455184 + Penalty 3765.144520 = -12666323.310663 nChanged 10 SP:Iteration 72Q (3709.592029 sec): 3 clusters Score: Raw -12670090.572958 + Penalty 3765.144520 = -12666325.428437 nChanged 13 SP:Iteration 73Q (3709.777718 sec): 3 clusters Score: Raw -12670092.927967 + Penalty 3765.144520 = -12666327.783446 nChanged 12 SP:Iteration 74Q (3709.962709 sec): 3 clusters Score: Raw -12670094.989756 + Penalty 3765.144520 = -12666329.845236 nChanged 7 SP:Iteration 75Q (3710.148914 sec): 3 clusters Score: Raw -12670097.004795 + Penalty 3765.144520 = -12666331.860274 nChanged 13 SP:Iteration 76Q (3710.334223 sec): 3 clusters Score: Raw -12670101.008492 + Penalty 3765.144520 = -12666335.863971 nChanged 10 SP:Iteration 77Q (3710.518536 sec): 3 clusters Score: Raw -12670104.178246 + Penalty 3765.144520 = -12666339.033726 nChanged 15 SP:Iteration 78Q (3710.713073 sec): 3 clusters Score: Raw -12670107.839483 + Penalty 3765.144520 = -12666342.694963 nChanged 15 SP:Iteration 79Q (3710.899202 sec): 3 clusters Score: Raw -12670111.723952 + Penalty 3765.144520 = -12666346.579431 nChanged 21 SP:Iteration 80F (3711.122505 sec): 3 clusters Score: Raw -12670118.282018 + Penalty 3765.144520 = -12666353.137498 nChanged 12 SP:Iteration 81Q (3711.313450 sec): 3 clusters Score: Raw -12670121.427552 + Penalty 3765.144520 = -12666356.283032 nChanged 14 SP:Iteration 82Q (3711.503976 sec): 3 clusters Score: Raw -12670125.848359 + Penalty 3765.144520 = -12666360.703838 nChanged 16 SP:Iteration 83Q (3711.694752 sec): 3 clusters Score: Raw -12670129.986043 + Penalty 3765.144520 = -12666364.841523 nChanged 13 SP:Iteration 84Q (3711.883788 sec): 3 clusters Score: Raw -12670133.570766 + Penalty 3765.144520 = -12666368.426245 nChanged 6 SP:Iteration 85Q (3712.058820 sec): 3 clusters Score: Raw -12670135.045276 + Penalty 3765.144520 = -12666369.900755 nChanged 6 SP:Iteration 86Q (3712.237639 sec): 3 clusters Score: Raw -12670136.222177 + Penalty 3765.144520 = -12666371.077656 nChanged 5 SP:Iteration 87Q (3712.422695 sec): 3 clusters Score: Raw -12670137.283268 + Penalty 3765.144520 = -12666372.138748 nChanged 5 SP:Iteration 88Q (3712.606770 sec): 3 clusters Score: Raw -12670138.256000 + Penalty 3765.144520 = -12666373.111479 nChanged 5 SP:Iteration 89Q (3712.786046 sec): 3 clusters Score: Raw -12670139.027913 + Penalty 3765.144520 = -12666373.883393 nChanged 4 SP:Iteration 90Q (3712.972192 sec): 3 clusters Score: Raw -12670139.998087 + Penalty 3765.144520 = -12666374.853566 nChanged 3 SP:Iteration 91Q (3713.157379 sec): 3 clusters Score: Raw -12670140.864538 + Penalty 3765.144520 = -12666375.720018 nChanged 5 SP:Iteration 92Q (3713.340160 sec): 3 clusters Score: Raw -12670145.251278 + Penalty 3765.144520 = -12666380.106758 nChanged 8 SP:Iteration 93Q (3713.522866 sec): 3 clusters Score: Raw -12670147.596007 + Penalty 3765.144520 = -12666382.451486 nChanged 9 SP:Iteration 94Q (3713.708178 sec): 3 clusters Score: Raw -12670150.156023 + Penalty 3765.144520 = -12666385.011503 nChanged 6 SP:Iteration 95Q (3713.892426 sec): 3 clusters Score: Raw -12670151.654287 + Penalty 3765.144520 = -12666386.509767 nChanged 7 SP:Iteration 96Q (3714.076964 sec): 3 clusters Score: Raw -12670154.252737 + Penalty 3765.144520 = -12666389.108217 nChanged 7 SP:Iteration 97Q (3714.270031 sec): 3 clusters Score: Raw -12670156.331496 + Penalty 3765.144520 = -12666391.186976 nChanged 4 SP:Iteration 98Q (3714.464141 sec): 3 clusters Score: Raw -12670157.575769 + Penalty 3765.144520 = -12666392.431248 nChanged 5 SP:Iteration 99Q (3714.654505 sec): 3 clusters Score: Raw -12670159.448533 + Penalty 3765.144520 = -12666394.304013 nChanged 6 SP:Iteration 100F (3714.870209 sec): 3 clusters Score: Raw -12670160.761921 + Penalty 3765.144520 = -12666395.617401 nChanged 7 SP:Iteration 101Q (3715.062376 sec): 3 clusters Score: Raw -12670163.161049 + Penalty 3765.144520 = -12666398.016529 nChanged 8 SP:Iteration 102Q (3715.260084 sec): 3 clusters Score: Raw -12670165.181734 + Penalty 3765.144520 = -12666400.037214 nChanged 6 SP:Iteration 103Q (3715.450527 sec): 3 clusters Score: Raw -12670166.629058 + Penalty 3765.144520 = -12666401.484538 nChanged 5 SP:Iteration 104Q (3715.622359 sec): 3 clusters Score: Raw -12670167.987519 + Penalty 3765.144520 = -12666402.842999 nChanged 2 SP:Iteration 105Q (3715.798583 sec): 3 clusters Score: Raw -12670168.806041 + Penalty 3765.144520 = -12666403.661521 nChanged 6 SP:Iteration 106Q (3715.972388 sec): 3 clusters Score: Raw -12670170.557701 + Penalty 3765.144520 = -12666405.413181 nChanged 4 SP:Iteration 107Q (3716.152065 sec): 3 clusters Score: Raw -12670171.778026 + Penalty 3765.144520 = -12666406.633506 nChanged 0 SP:Iteration 108F (3716.354710 sec): 3 clusters Score: Raw -12670171.778026 + Penalty 3765.144520 = -12666406.633506 nChanged 0 Trying to split cluster 9 (51477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3716.434316 sec): 2 clusters Score: Raw -5909995.916183 + Penalty 1762.944688 = -5908232.971495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3716.554678 sec): 3 clusters Score: Raw -5877339.818842 + Penalty 3525.889375 = -5873813.929467 nChanged 24139 SP:Iteration 1F (3716.669525 sec): 3 clusters Score: Raw -5890938.954180 + Penalty 3525.889375 = -5887413.064805 nChanged 2200 SP:Iteration 2Q (3716.796586 sec): 3 clusters Score: Raw -5891572.759441 + Penalty 3525.889375 = -5888046.870066 nChanged 2166 SP:Iteration 3Q (3716.935961 sec): 3 clusters Score: Raw -5892272.491322 + Penalty 3525.889375 = -5888746.601947 nChanged 2351 SP:Iteration 4Q (3717.070351 sec): 3 clusters Score: Raw -5893199.770584 + Penalty 3525.889375 = -5889673.881209 nChanged 2772 SP:Iteration 5F (3717.194231 sec): 3 clusters Score: Raw -5894540.817139 + Penalty 3525.889375 = -5891014.927764 nChanged 3268 SP:Iteration 6F (3717.323950 sec): 3 clusters Score: Raw -5896498.287474 + Penalty 3525.889375 = -5892972.398098 nChanged 3683 SP:Iteration 7F (3717.452728 sec): 3 clusters Score: Raw -5899163.072092 + Penalty 3525.889375 = -5895637.182717 nChanged 3619 SP:Iteration 8F (3717.567005 sec): 3 clusters Score: Raw -5902116.174609 + Penalty 3525.889375 = -5898590.285234 nChanged 3102 SP:Iteration 9F (3717.692409 sec): 3 clusters Score: Raw -5904816.911620 + Penalty 3525.889375 = -5901291.022245 nChanged 2330 SP:Iteration 10Q (3717.819760 sec): 3 clusters Score: Raw -5906865.056075 + Penalty 3525.889375 = -5903339.166700 nChanged 1572 SP:Iteration 11Q (3717.953949 sec): 3 clusters Score: Raw -5908182.987896 + Penalty 3525.889375 = -5904657.098521 nChanged 1036 SP:Iteration 12Q (3718.101478 sec): 3 clusters Score: Raw -5909034.823186 + Penalty 3525.889375 = -5905508.933811 nChanged 704 SP:Iteration 13Q (3718.216766 sec): 3 clusters Score: Raw -5909596.787561 + Penalty 3525.889375 = -5906070.898185 nChanged 475 SP:Iteration 14Q (3718.336852 sec): 3 clusters Score: Raw -5909937.586066 + Penalty 3525.889375 = -5906411.696691 nChanged 330 SP:Iteration 15Q (3718.445249 sec): 3 clusters Score: Raw -5910160.988808 + Penalty 3525.889375 = -5906635.099433 nChanged 207 SP:Iteration 16Q (3718.550614 sec): 3 clusters Score: Raw -5910289.800122 + Penalty 3525.889375 = -5906763.910747 nChanged 137 SP:Iteration 17Q (3718.665639 sec): 3 clusters Score: Raw -5910361.295650 + Penalty 3525.889375 = -5906835.406275 nChanged 100 SP:Iteration 18Q (3718.761790 sec): 3 clusters Score: Raw -5910407.532318 + Penalty 3525.889375 = -5906881.642943 nChanged 67 SP:Iteration 19Q (3718.852257 sec): 3 clusters Score: Raw -5910437.425631 + Penalty 3525.889375 = -5906911.536256 nChanged 55 SP:Iteration 20F (3718.970109 sec): 3 clusters Score: Raw -5910457.767096 + Penalty 3525.889375 = -5906931.877721 nChanged 52 SP:Iteration 21Q (3719.075458 sec): 3 clusters Score: Raw -5910482.747606 + Penalty 3525.889375 = -5906956.858231 nChanged 47 SP:Iteration 22Q (3719.179025 sec): 3 clusters Score: Raw -5910501.246686 + Penalty 3525.889375 = -5906975.357311 nChanged 40 SP:Iteration 23Q (3719.266966 sec): 3 clusters Score: Raw -5910513.514080 + Penalty 3525.889375 = -5906987.624705 nChanged 29 SP:Iteration 24Q (3719.371646 sec): 3 clusters Score: Raw -5910524.504368 + Penalty 3525.889375 = -5906998.614993 nChanged 18 SP:Iteration 25Q (3719.475477 sec): 3 clusters Score: Raw -5910530.577176 + Penalty 3525.889375 = -5907004.687800 nChanged 10 SP:Iteration 26Q (3719.578863 sec): 3 clusters Score: Raw -5910533.149260 + Penalty 3525.889375 = -5907007.259885 nChanged 11 SP:Iteration 27Q (3719.686921 sec): 3 clusters Score: Raw -5910537.616535 + Penalty 3525.889375 = -5907011.727160 nChanged 14 SP:Iteration 28Q (3719.799201 sec): 3 clusters Score: Raw -5910543.219845 + Penalty 3525.889375 = -5907017.330470 nChanged 16 SP:Iteration 29Q (3719.909855 sec): 3 clusters Score: Raw -5910547.482118 + Penalty 3525.889375 = -5907021.592743 nChanged 15 SP:Iteration 30Q (3720.011435 sec): 3 clusters Score: Raw -5910553.043238 + Penalty 3525.889375 = -5907027.153863 nChanged 14 SP:Iteration 31Q (3720.135111 sec): 3 clusters Score: Raw -5910555.903727 + Penalty 3525.889375 = -5907030.014352 nChanged 7 SP:Iteration 32Q (3720.255531 sec): 3 clusters Score: Raw -5910557.697722 + Penalty 3525.889375 = -5907031.808346 nChanged 9 SP:Iteration 33Q (3720.368455 sec): 3 clusters Score: Raw -5910561.791202 + Penalty 3525.889375 = -5907035.901827 nChanged 14 SP:Iteration 34Q (3720.477837 sec): 3 clusters Score: Raw -5910565.643018 + Penalty 3525.889375 = -5907039.753642 nChanged 7 SP:Iteration 35Q (3720.590711 sec): 3 clusters Score: Raw -5910567.867119 + Penalty 3525.889375 = -5907041.977744 nChanged 7 SP:Iteration 36Q (3720.693401 sec): 3 clusters Score: Raw -5910569.820998 + Penalty 3525.889375 = -5907043.931623 nChanged 12 SP:Iteration 37Q (3720.819269 sec): 3 clusters Score: Raw -5910573.471807 + Penalty 3525.889375 = -5907047.582432 nChanged 9 SP:Iteration 38Q (3720.950925 sec): 3 clusters Score: Raw -5910575.855410 + Penalty 3525.889375 = -5907049.966035 nChanged 10 SP:Iteration 39Q (3721.072581 sec): 3 clusters Score: Raw -5910578.830241 + Penalty 3525.889375 = -5907052.940866 nChanged 5 SP:Iteration 40F (3721.195030 sec): 3 clusters Score: Raw -5910580.117650 + Penalty 3525.889375 = -5907054.228275 nChanged 7 SP:Iteration 41Q (3721.300454 sec): 3 clusters Score: Raw -5910581.402288 + Penalty 3525.889375 = -5907055.512912 nChanged 3 SP:Iteration 42Q (3721.402667 sec): 3 clusters Score: Raw -5910582.295358 + Penalty 3525.889375 = -5907056.405983 nChanged 4 SP:Iteration 43Q (3721.501042 sec): 3 clusters Score: Raw -5910584.565620 + Penalty 3525.889375 = -5907058.676245 nChanged 11 SP:Iteration 44Q (3721.605074 sec): 3 clusters Score: Raw -5910588.252037 + Penalty 3525.889375 = -5907062.362662 nChanged 8 SP:Iteration 45Q (3721.722299 sec): 3 clusters Score: Raw -5910590.498461 + Penalty 3525.889375 = -5907064.609086 nChanged 6 SP:Iteration 46Q (3721.825805 sec): 3 clusters Score: Raw -5910592.105760 + Penalty 3525.889375 = -5907066.216384 nChanged 6 SP:Iteration 47Q (3721.934949 sec): 3 clusters Score: Raw -5910593.789663 + Penalty 3525.889375 = -5907067.900288 nChanged 4 SP:Iteration 48Q (3722.044198 sec): 3 clusters Score: Raw -5910594.375486 + Penalty 3525.889375 = -5907068.486111 nChanged 2 SP:Iteration 49Q (3722.152763 sec): 3 clusters Score: Raw -5910594.748439 + Penalty 3525.889375 = -5907068.859064 nChanged 4 SP:Iteration 50Q (3722.247286 sec): 3 clusters Score: Raw -5910595.695444 + Penalty 3525.889375 = -5907069.806069 nChanged 3 SP:Iteration 51Q (3722.346988 sec): 3 clusters Score: Raw -5910596.344433 + Penalty 3525.889375 = -5907070.455058 nChanged 4 SP:Iteration 52Q (3722.452949 sec): 3 clusters Score: Raw -5910597.540426 + Penalty 3525.889375 = -5907071.651051 nChanged 3 SP:Iteration 53Q (3722.556389 sec): 3 clusters Score: Raw -5910598.195082 + Penalty 3525.889375 = -5907072.305707 nChanged 1 SP:Iteration 54Q (3722.650732 sec): 3 clusters Score: Raw -5910598.871271 + Penalty 3525.889375 = -5907072.981896 nChanged 3 SP:Iteration 55Q (3722.758109 sec): 3 clusters Score: Raw -5910600.605815 + Penalty 3525.889375 = -5907074.716440 nChanged 3 SP:Iteration 56Q (3722.860612 sec): 3 clusters Score: Raw -5910601.397005 + Penalty 3525.889375 = -5907075.507630 nChanged 3 SP:Iteration 57Q (3722.960951 sec): 3 clusters Score: Raw -5910602.271238 + Penalty 3525.889375 = -5907076.381863 nChanged 3 SP:Iteration 58Q (3723.069329 sec): 3 clusters Score: Raw -5910602.793627 + Penalty 3525.889375 = -5907076.904252 nChanged 3 SP:Iteration 59Q (3723.190227 sec): 3 clusters Score: Raw -5910603.680937 + Penalty 3525.889375 = -5907077.791561 nChanged 4 SP:Iteration 60F (3723.327096 sec): 3 clusters Score: Raw -5910604.449201 + Penalty 3525.889375 = -5907078.559826 nChanged 2 SP:Iteration 61Q (3723.450772 sec): 3 clusters Score: Raw -5910604.993476 + Penalty 3525.889375 = -5907079.104101 nChanged 3 SP:Iteration 62Q (3723.572218 sec): 3 clusters Score: Raw -5910606.033942 + Penalty 3525.889375 = -5907080.144567 nChanged 1 SP:Iteration 63Q (3723.692945 sec): 3 clusters Score: Raw -5910606.412608 + Penalty 3525.889375 = -5907080.523233 nChanged 2 SP:Iteration 64Q (3723.806453 sec): 3 clusters Score: Raw -5910606.940864 + Penalty 3525.889375 = -5907081.051489 nChanged 1 SP:Iteration 65Q (3723.915856 sec): 3 clusters Score: Raw -5910607.481110 + Penalty 3525.889375 = -5907081.591735 nChanged 1 SP:Iteration 66Q (3724.030206 sec): 3 clusters Score: Raw -5910607.800553 + Penalty 3525.889375 = -5907081.911178 nChanged 0 SP:Iteration 67F (3724.147041 sec): 3 clusters Score: Raw -5910607.800553 + Penalty 3525.889375 = -5907081.911178 nChanged 0 Trying to split cluster 10 (12562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3724.191936 sec): 2 clusters Score: Raw -1459568.223220 + Penalty 1533.745145 = -1458034.478075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3724.249474 sec): 3 clusters Score: Raw -1452324.233461 + Penalty 3067.490290 = -1449256.743171 nChanged 5457 SP:Iteration 1F (3724.317003 sec): 3 clusters Score: Raw -1455169.990571 + Penalty 3067.490290 = -1452102.500280 nChanged 772 SP:Iteration 2F (3724.385062 sec): 3 clusters Score: Raw -1455503.966952 + Penalty 3067.490290 = -1452436.476662 nChanged 688 SP:Iteration 3F (3724.452801 sec): 3 clusters Score: Raw -1455818.483994 + Penalty 3067.490290 = -1452750.993704 nChanged 642 SP:Iteration 4F (3724.521121 sec): 3 clusters Score: Raw -1456136.325796 + Penalty 3067.490290 = -1453068.835506 nChanged 662 SP:Iteration 5F (3724.589527 sec): 3 clusters Score: Raw -1456531.008530 + Penalty 3067.490290 = -1453463.518240 nChanged 737 SP:Iteration 6F (3724.658354 sec): 3 clusters Score: Raw -1457039.964975 + Penalty 3067.490290 = -1453972.474685 nChanged 778 SP:Iteration 7F (3724.727097 sec): 3 clusters Score: Raw -1457602.949520 + Penalty 3067.490290 = -1454535.459229 nChanged 783 SP:Iteration 8F (3724.794402 sec): 3 clusters Score: Raw -1458210.368071 + Penalty 3067.490290 = -1455142.877781 nChanged 749 SP:Iteration 9F (3724.872579 sec): 3 clusters Score: Raw -1458839.049487 + Penalty 3067.490290 = -1455771.559197 nChanged 609 SP:Iteration 10Q (3724.928228 sec): 3 clusters Score: Raw -1459367.929830 + Penalty 3067.490290 = -1456300.439539 nChanged 430 SP:Iteration 11Q (3725.004419 sec): 3 clusters Score: Raw -1459697.999633 + Penalty 3067.490290 = -1456630.509343 nChanged 323 SP:Iteration 12Q (3725.065074 sec): 3 clusters Score: Raw -1459939.801212 + Penalty 3067.490290 = -1456872.310921 nChanged 244 SP:Iteration 13Q (3725.116136 sec): 3 clusters Score: Raw -1460127.690838 + Penalty 3067.490290 = -1457060.200548 nChanged 170 SP:Iteration 14Q (3725.183173 sec): 3 clusters Score: Raw -1460251.167719 + Penalty 3067.490290 = -1457183.677428 nChanged 141 SP:Iteration 15Q (3725.249069 sec): 3 clusters Score: Raw -1460355.733041 + Penalty 3067.490290 = -1457288.242750 nChanged 94 SP:Iteration 16Q (3725.315496 sec): 3 clusters Score: Raw -1460407.091045 + Penalty 3067.490290 = -1457339.600754 nChanged 66 SP:Iteration 17Q (3725.382135 sec): 3 clusters Score: Raw -1460434.652896 + Penalty 3067.490290 = -1457367.162605 nChanged 46 SP:Iteration 18Q (3725.447483 sec): 3 clusters Score: Raw -1460447.288544 + Penalty 3067.490290 = -1457379.798253 nChanged 34 SP:Iteration 19Q (3725.521506 sec): 3 clusters Score: Raw -1460457.953626 + Penalty 3067.490290 = -1457390.463336 nChanged 25 SP:Iteration 20F (3725.571930 sec): 3 clusters Score: Raw -1460463.502913 + Penalty 3067.490290 = -1457396.012623 nChanged 19 SP:Iteration 21Q (3725.637272 sec): 3 clusters Score: Raw -1460467.389775 + Penalty 3067.490290 = -1457399.899484 nChanged 6 SP:Iteration 22Q (3725.702001 sec): 3 clusters Score: Raw -1460468.219445 + Penalty 3067.490290 = -1457400.729155 nChanged 6 SP:Iteration 23Q (3725.766834 sec): 3 clusters Score: Raw -1460469.276495 + Penalty 3067.490290 = -1457401.786205 nChanged 6 SP:Iteration 24Q (3725.831395 sec): 3 clusters Score: Raw -1460470.529421 + Penalty 3067.490290 = -1457403.039130 nChanged 5 SP:Iteration 25Q (3725.895718 sec): 3 clusters Score: Raw -1460471.570850 + Penalty 3067.490290 = -1457404.080560 nChanged 4 SP:Iteration 26Q (3725.959738 sec): 3 clusters Score: Raw -1460472.146332 + Penalty 3067.490290 = -1457404.656042 nChanged 2 SP:Iteration 27Q (3726.023220 sec): 3 clusters Score: Raw -1460472.556780 + Penalty 3067.490290 = -1457405.066490 nChanged 2 SP:Iteration 28Q (3726.078077 sec): 3 clusters Score: Raw -1460473.023224 + Penalty 3067.490290 = -1457405.532934 nChanged 1 SP:Iteration 29Q (3726.142339 sec): 3 clusters Score: Raw -1460473.123514 + Penalty 3067.490290 = -1457405.633224 nChanged 0 SP:Iteration 30F (3726.205863 sec): 3 clusters Score: Raw -1460473.123514 + Penalty 3067.490290 = -1457405.633224 nChanged 0 Trying to split cluster 11 (6299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3726.225819 sec): 2 clusters Score: Raw -749091.453496 + Penalty 1421.573753 = -747669.879743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3726.278940 sec): 3 clusters Score: Raw -745769.564973 + Penalty 2843.147505 = -742926.417468 nChanged 2594 SP:Iteration 1F (3726.331079 sec): 3 clusters Score: Raw -747168.579048 + Penalty 2843.147505 = -744325.431543 nChanged 426 SP:Iteration 2F (3726.382404 sec): 3 clusters Score: Raw -747393.608953 + Penalty 2843.147505 = -744550.461448 nChanged 377 SP:Iteration 3F (3726.435629 sec): 3 clusters Score: Raw -747645.913947 + Penalty 2843.147505 = -744802.766442 nChanged 387 SP:Iteration 4F (3726.491945 sec): 3 clusters Score: Raw -747935.406628 + Penalty 2843.147505 = -745092.259122 nChanged 383 SP:Iteration 5F (3726.541236 sec): 3 clusters Score: Raw -748233.326857 + Penalty 2843.147505 = -745390.179352 nChanged 340 SP:Iteration 6F (3726.579288 sec): 3 clusters Score: Raw -748505.402495 + Penalty 2843.147505 = -745662.254990 nChanged 262 SP:Iteration 7Q (3726.626206 sec): 3 clusters Score: Raw -748722.000456 + Penalty 2843.147505 = -745878.852951 nChanged 216 SP:Iteration 8Q (3726.675897 sec): 3 clusters Score: Raw -748885.809955 + Penalty 2843.147505 = -746042.662450 nChanged 134 SP:Iteration 9Q (3726.727030 sec): 3 clusters Score: Raw -748985.424803 + Penalty 2843.147505 = -746142.277298 nChanged 102 SP:Iteration 10Q (3726.764784 sec): 3 clusters Score: Raw -749062.325543 + Penalty 2843.147505 = -746219.178037 nChanged 79 SP:Iteration 11Q (3726.816178 sec): 3 clusters Score: Raw -749116.340161 + Penalty 2843.147505 = -746273.192656 nChanged 59 SP:Iteration 12Q (3726.863539 sec): 3 clusters Score: Raw -749155.410595 + Penalty 2843.147505 = -746312.263090 nChanged 41 SP:Iteration 13Q (3726.915079 sec): 3 clusters Score: Raw -749187.980048 + Penalty 2843.147505 = -746344.832543 nChanged 31 SP:Iteration 14Q (3726.963302 sec): 3 clusters Score: Raw -749207.835665 + Penalty 2843.147505 = -746364.688159 nChanged 27 SP:Iteration 15Q (3727.003986 sec): 3 clusters Score: Raw -749229.284467 + Penalty 2843.147505 = -746386.136962 nChanged 23 SP:Iteration 16Q (3727.048781 sec): 3 clusters Score: Raw -749247.244727 + Penalty 2843.147505 = -746404.097222 nChanged 24 SP:Iteration 17Q (3727.092200 sec): 3 clusters Score: Raw -749261.200422 + Penalty 2843.147505 = -746418.052917 nChanged 14 SP:Iteration 18Q (3727.139481 sec): 3 clusters Score: Raw -749272.833265 + Penalty 2843.147505 = -746429.685760 nChanged 12 SP:Iteration 19Q (3727.201543 sec): 3 clusters Score: Raw -749279.856301 + Penalty 2843.147505 = -746436.708796 nChanged 6 SP:Iteration 20F (3727.239547 sec): 3 clusters Score: Raw -749286.281436 + Penalty 2843.147505 = -746443.133931 nChanged 10 SP:Iteration 21Q (3727.284311 sec): 3 clusters Score: Raw -749294.437364 + Penalty 2843.147505 = -746451.289858 nChanged 16 SP:Iteration 22Q (3727.336797 sec): 3 clusters Score: Raw -749306.884137 + Penalty 2843.147505 = -746463.736632 nChanged 8 SP:Iteration 23Q (3727.373093 sec): 3 clusters Score: Raw -749312.485258 + Penalty 2843.147505 = -746469.337753 nChanged 4 SP:Iteration 24Q (3727.424214 sec): 3 clusters Score: Raw -749314.159254 + Penalty 2843.147505 = -746471.011749 nChanged 1 SP:Iteration 25Q (3727.461313 sec): 3 clusters Score: Raw -749314.721645 + Penalty 2843.147505 = -746471.574140 nChanged 3 SP:Iteration 26Q (3727.514077 sec): 3 clusters Score: Raw -749316.711277 + Penalty 2843.147505 = -746473.563772 nChanged 0 SP:Iteration 27F (3727.553244 sec): 3 clusters Score: Raw -749316.711277 + Penalty 2843.147505 = -746473.563772 nChanged 0 Trying to split cluster 12 (76590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3727.666834 sec): 2 clusters Score: Raw -9173249.531666 + Penalty 1827.511042 = -9171422.020624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3727.815455 sec): 3 clusters Score: Raw -9123905.654330 + Penalty 3655.022085 = -9120250.632245 nChanged 36250 SP:Iteration 1F (3727.958192 sec): 3 clusters Score: Raw -9144919.241465 + Penalty 3655.022085 = -9141264.219380 nChanged 3189 SP:Iteration 2Q (3728.120405 sec): 3 clusters Score: Raw -9146031.640694 + Penalty 3655.022085 = -9142376.618609 nChanged 3547 SP:Iteration 3Q (3728.288685 sec): 3 clusters Score: Raw -9147597.600412 + Penalty 3655.022085 = -9143942.578328 nChanged 4285 SP:Iteration 4F (3728.450324 sec): 3 clusters Score: Raw -9149986.176842 + Penalty 3655.022085 = -9146331.154757 nChanged 5065 SP:Iteration 5F (3728.612976 sec): 3 clusters Score: Raw -9153378.758067 + Penalty 3655.022085 = -9149723.735983 nChanged 5314 SP:Iteration 6F (3728.775503 sec): 3 clusters Score: Raw -9157480.196973 + Penalty 3655.022085 = -9153825.174888 nChanged 4947 SP:Iteration 7F (3728.931446 sec): 3 clusters Score: Raw -9161583.684259 + Penalty 3655.022085 = -9157928.662174 nChanged 4113 SP:Iteration 8F (3729.096385 sec): 3 clusters Score: Raw -9164693.647488 + Penalty 3655.022085 = -9161038.625404 nChanged 3149 SP:Iteration 9Q (3729.258211 sec): 3 clusters Score: Raw -9166603.387206 + Penalty 3655.022085 = -9162948.365121 nChanged 2131 SP:Iteration 10Q (3729.419412 sec): 3 clusters Score: Raw -9167550.489869 + Penalty 3655.022085 = -9163895.467784 nChanged 1473 SP:Iteration 11Q (3729.580592 sec): 3 clusters Score: Raw -9168113.210476 + Penalty 3655.022085 = -9164458.188391 nChanged 1146 SP:Iteration 12Q (3729.734484 sec): 3 clusters Score: Raw -9168530.178652 + Penalty 3655.022085 = -9164875.156568 nChanged 985 SP:Iteration 13Q (3729.891913 sec): 3 clusters Score: Raw -9168878.879187 + Penalty 3655.022085 = -9165223.857103 nChanged 889 SP:Iteration 14Q (3730.049058 sec): 3 clusters Score: Raw -9169198.141415 + Penalty 3655.022085 = -9165543.119330 nChanged 849 SP:Iteration 15Q (3730.204079 sec): 3 clusters Score: Raw -9169489.549345 + Penalty 3655.022085 = -9165834.527260 nChanged 773 SP:Iteration 16Q (3730.357879 sec): 3 clusters Score: Raw -9169744.979613 + Penalty 3655.022085 = -9166089.957528 nChanged 718 SP:Iteration 17Q (3730.510048 sec): 3 clusters Score: Raw -9169988.174008 + Penalty 3655.022085 = -9166333.151923 nChanged 711 SP:Iteration 18Q (3730.655046 sec): 3 clusters Score: Raw -9170243.379483 + Penalty 3655.022085 = -9166588.357398 nChanged 687 SP:Iteration 19Q (3730.809797 sec): 3 clusters Score: Raw -9170518.937597 + Penalty 3655.022085 = -9166863.915512 nChanged 698 SP:Iteration 20F (3730.969272 sec): 3 clusters Score: Raw -9170819.336553 + Penalty 3655.022085 = -9167164.314468 nChanged 691 SP:Iteration 21Q (3731.120196 sec): 3 clusters Score: Raw -9171147.598106 + Penalty 3655.022085 = -9167492.576021 nChanged 689 SP:Iteration 22Q (3731.278777 sec): 3 clusters Score: Raw -9171511.672867 + Penalty 3655.022085 = -9167856.650783 nChanged 631 SP:Iteration 23Q (3731.435581 sec): 3 clusters Score: Raw -9171825.674537 + Penalty 3655.022085 = -9168170.652453 nChanged 544 SP:Iteration 24Q (3731.600818 sec): 3 clusters Score: Raw -9172088.806948 + Penalty 3655.022085 = -9168433.784864 nChanged 549 SP:Iteration 25Q (3731.775675 sec): 3 clusters Score: Raw -9172359.919308 + Penalty 3655.022085 = -9168704.897224 nChanged 490 SP:Iteration 26Q (3731.925207 sec): 3 clusters Score: Raw -9172571.858792 + Penalty 3655.022085 = -9168916.836708 nChanged 437 SP:Iteration 27Q (3732.076613 sec): 3 clusters Score: Raw -9172751.203323 + Penalty 3655.022085 = -9169096.181238 nChanged 372 SP:Iteration 28Q (3732.297198 sec): 3 clusters Score: Raw -9172887.775450 + Penalty 3655.022085 = -9169232.753365 nChanged 317 SP:Iteration 29Q (3732.466176 sec): 3 clusters Score: Raw -9172988.777179 + Penalty 3655.022085 = -9169333.755094 nChanged 267 SP:Iteration 30Q (3732.625266 sec): 3 clusters Score: Raw -9173066.436946 + Penalty 3655.022085 = -9169411.414861 nChanged 248 SP:Iteration 31Q (3732.784652 sec): 3 clusters Score: Raw -9173132.428771 + Penalty 3655.022085 = -9169477.406687 nChanged 210 SP:Iteration 32Q (3732.942191 sec): 3 clusters Score: Raw -9173186.189545 + Penalty 3655.022085 = -9169531.167460 nChanged 194 SP:Iteration 33Q (3733.095452 sec): 3 clusters Score: Raw -9173231.658834 + Penalty 3655.022085 = -9169576.636749 nChanged 158 SP:Iteration 34Q (3733.255745 sec): 3 clusters Score: Raw -9173265.868409 + Penalty 3655.022085 = -9169610.846324 nChanged 163 SP:Iteration 35Q (3733.410015 sec): 3 clusters Score: Raw -9173298.739972 + Penalty 3655.022085 = -9169643.717887 nChanged 142 SP:Iteration 36Q (3733.564244 sec): 3 clusters Score: Raw -9173326.998987 + Penalty 3655.022085 = -9169671.976902 nChanged 122 SP:Iteration 37Q (3733.720080 sec): 3 clusters Score: Raw -9173350.573030 + Penalty 3655.022085 = -9169695.550946 nChanged 120 SP:Iteration 38Q (3733.870660 sec): 3 clusters Score: Raw -9173374.025094 + Penalty 3655.022085 = -9169719.003009 nChanged 117 SP:Iteration 39Q (3734.037827 sec): 3 clusters Score: Raw -9173397.791667 + Penalty 3655.022085 = -9169742.769582 nChanged 127 SP:Iteration 40F (3734.219254 sec): 3 clusters Score: Raw -9173420.953194 + Penalty 3655.022085 = -9169765.931110 nChanged 115 SP:Iteration 41Q (3734.387191 sec): 3 clusters Score: Raw -9173441.864242 + Penalty 3655.022085 = -9169786.842158 nChanged 107 SP:Iteration 42Q (3734.583374 sec): 3 clusters Score: Raw -9173460.248076 + Penalty 3655.022085 = -9169805.225991 nChanged 97 SP:Iteration 43Q (3734.772127 sec): 3 clusters Score: Raw -9173478.024209 + Penalty 3655.022085 = -9169823.002124 nChanged 99 SP:Iteration 44Q (3734.916856 sec): 3 clusters Score: Raw -9173498.396578 + Penalty 3655.022085 = -9169843.374493 nChanged 110 SP:Iteration 45Q (3735.068476 sec): 3 clusters Score: Raw -9173521.902358 + Penalty 3655.022085 = -9169866.880273 nChanged 106 SP:Iteration 46Q (3735.223676 sec): 3 clusters Score: Raw -9173542.334788 + Penalty 3655.022085 = -9169887.312704 nChanged 79 SP:Iteration 47Q (3735.375428 sec): 3 clusters Score: Raw -9173557.013385 + Penalty 3655.022085 = -9169901.991301 nChanged 72 SP:Iteration 48Q (3735.521524 sec): 3 clusters Score: Raw -9173570.787890 + Penalty 3655.022085 = -9169915.765806 nChanged 64 SP:Iteration 49Q (3735.675502 sec): 3 clusters Score: Raw -9173581.590189 + Penalty 3655.022085 = -9169926.568104 nChanged 66 SP:Iteration 50Q (3735.827022 sec): 3 clusters Score: Raw -9173592.121003 + Penalty 3655.022085 = -9169937.098919 nChanged 52 SP:Iteration 51Q (3735.978151 sec): 3 clusters Score: Raw -9173600.002909 + Penalty 3655.022085 = -9169944.980824 nChanged 57 SP:Iteration 52Q (3736.130628 sec): 3 clusters Score: Raw -9173609.309304 + Penalty 3655.022085 = -9169954.287219 nChanged 46 SP:Iteration 53Q (3736.283496 sec): 3 clusters Score: Raw -9173616.353023 + Penalty 3655.022085 = -9169961.330938 nChanged 39 SP:Iteration 54Q (3736.456138 sec): 3 clusters Score: Raw -9173622.388353 + Penalty 3655.022085 = -9169967.366268 nChanged 35 SP:Iteration 55Q (3736.619033 sec): 3 clusters Score: Raw -9173628.262805 + Penalty 3655.022085 = -9169973.240720 nChanged 38 SP:Iteration 56Q (3736.812203 sec): 3 clusters Score: Raw -9173634.904644 + Penalty 3655.022085 = -9169979.882560 nChanged 38 SP:Iteration 57Q (3736.953338 sec): 3 clusters Score: Raw -9173641.239741 + Penalty 3655.022085 = -9169986.217657 nChanged 30 SP:Iteration 58Q (3737.105795 sec): 3 clusters Score: Raw -9173645.800040 + Penalty 3655.022085 = -9169990.777956 nChanged 32 SP:Iteration 59Q (3737.260467 sec): 3 clusters Score: Raw -9173650.111323 + Penalty 3655.022085 = -9169995.089239 nChanged 27 SP:Iteration 60F (3737.446516 sec): 3 clusters Score: Raw -9173653.242947 + Penalty 3655.022085 = -9169998.220862 nChanged 21 SP:Iteration 61Q (3737.593867 sec): 3 clusters Score: Raw -9173657.528024 + Penalty 3655.022085 = -9170002.505940 nChanged 27 SP:Iteration 62Q (3737.746806 sec): 3 clusters Score: Raw -9173661.784777 + Penalty 3655.022085 = -9170006.762693 nChanged 28 SP:Iteration 63Q (3737.893809 sec): 3 clusters Score: Raw -9173666.087141 + Penalty 3655.022085 = -9170011.065056 nChanged 27 SP:Iteration 64Q (3738.038057 sec): 3 clusters Score: Raw -9173670.259905 + Penalty 3655.022085 = -9170015.237820 nChanged 21 SP:Iteration 65Q (3738.173208 sec): 3 clusters Score: Raw -9173673.581262 + Penalty 3655.022085 = -9170018.559177 nChanged 24 SP:Iteration 66Q (3738.305967 sec): 3 clusters Score: Raw -9173676.805234 + Penalty 3655.022085 = -9170021.783149 nChanged 20 SP:Iteration 67Q (3738.457446 sec): 3 clusters Score: Raw -9173679.013968 + Penalty 3655.022085 = -9170023.991884 nChanged 22 SP:Iteration 68Q (3738.619207 sec): 3 clusters Score: Raw -9173682.431040 + Penalty 3655.022085 = -9170027.408956 nChanged 28 SP:Iteration 69Q (3738.783536 sec): 3 clusters Score: Raw -9173686.106322 + Penalty 3655.022085 = -9170031.084237 nChanged 23 SP:Iteration 70Q (3738.939974 sec): 3 clusters Score: Raw -9173689.609779 + Penalty 3655.022085 = -9170034.587694 nChanged 26 SP:Iteration 71Q (3739.103374 sec): 3 clusters Score: Raw -9173693.255826 + Penalty 3655.022085 = -9170038.233742 nChanged 26 SP:Iteration 72Q (3739.267180 sec): 3 clusters Score: Raw -9173696.539158 + Penalty 3655.022085 = -9170041.517073 nChanged 27 SP:Iteration 73Q (3739.415061 sec): 3 clusters Score: Raw -9173700.251406 + Penalty 3655.022085 = -9170045.229321 nChanged 18 SP:Iteration 74Q (3739.581723 sec): 3 clusters Score: Raw -9173701.988842 + Penalty 3655.022085 = -9170046.966757 nChanged 15 SP:Iteration 75Q (3739.729180 sec): 3 clusters Score: Raw -9173703.831258 + Penalty 3655.022085 = -9170048.809174 nChanged 17 SP:Iteration 76Q (3739.895805 sec): 3 clusters Score: Raw -9173706.442948 + Penalty 3655.022085 = -9170051.420864 nChanged 12 SP:Iteration 77Q (3740.059721 sec): 3 clusters Score: Raw -9173708.763304 + Penalty 3655.022085 = -9170053.741219 nChanged 20 SP:Iteration 78Q (3740.224510 sec): 3 clusters Score: Raw -9173712.163636 + Penalty 3655.022085 = -9170057.141551 nChanged 19 SP:Iteration 79Q (3740.390823 sec): 3 clusters Score: Raw -9173715.635466 + Penalty 3655.022085 = -9170060.613381 nChanged 27 SP:Iteration 80F (3740.568405 sec): 3 clusters Score: Raw -9173719.517980 + Penalty 3655.022085 = -9170064.495895 nChanged 30 SP:Iteration 81Q (3740.720568 sec): 3 clusters Score: Raw -9173724.326768 + Penalty 3655.022085 = -9170069.304683 nChanged 21 SP:Iteration 82Q (3740.868758 sec): 3 clusters Score: Raw -9173726.805476 + Penalty 3655.022085 = -9170071.783391 nChanged 14 SP:Iteration 83Q (3741.021192 sec): 3 clusters Score: Raw -9173728.488864 + Penalty 3655.022085 = -9170073.466780 nChanged 12 SP:Iteration 84Q (3741.173686 sec): 3 clusters Score: Raw -9173729.760473 + Penalty 3655.022085 = -9170074.738388 nChanged 7 SP:Iteration 85Q (3741.317729 sec): 3 clusters Score: Raw -9173730.537753 + Penalty 3655.022085 = -9170075.515668 nChanged 10 SP:Iteration 86Q (3741.452979 sec): 3 clusters Score: Raw -9173731.921452 + Penalty 3655.022085 = -9170076.899368 nChanged 9 SP:Iteration 87Q (3741.595674 sec): 3 clusters Score: Raw -9173733.330220 + Penalty 3655.022085 = -9170078.308135 nChanged 9 SP:Iteration 88Q (3741.735907 sec): 3 clusters Score: Raw -9173734.578584 + Penalty 3655.022085 = -9170079.556499 nChanged 12 SP:Iteration 89Q (3741.876253 sec): 3 clusters Score: Raw -9173736.309307 + Penalty 3655.022085 = -9170081.287222 nChanged 11 SP:Iteration 90Q (3742.017660 sec): 3 clusters Score: Raw -9173737.813265 + Penalty 3655.022085 = -9170082.791181 nChanged 8 SP:Iteration 91Q (3742.155210 sec): 3 clusters Score: Raw -9173738.800469 + Penalty 3655.022085 = -9170083.778384 nChanged 9 SP:Iteration 92Q (3742.282998 sec): 3 clusters Score: Raw -9173739.949207 + Penalty 3655.022085 = -9170084.927122 nChanged 12 SP:Iteration 93Q (3742.423594 sec): 3 clusters Score: Raw -9173741.633480 + Penalty 3655.022085 = -9170086.611396 nChanged 13 SP:Iteration 94Q (3742.565259 sec): 3 clusters Score: Raw -9173743.073266 + Penalty 3655.022085 = -9170088.051182 nChanged 12 SP:Iteration 95Q (3742.714931 sec): 3 clusters Score: Raw -9173744.534911 + Penalty 3655.022085 = -9170089.512827 nChanged 5 SP:Iteration 96Q (3742.862303 sec): 3 clusters Score: Raw -9173745.463062 + Penalty 3655.022085 = -9170090.440978 nChanged 9 SP:Iteration 97Q (3743.009965 sec): 3 clusters Score: Raw -9173746.957549 + Penalty 3655.022085 = -9170091.935465 nChanged 12 SP:Iteration 98Q (3743.156768 sec): 3 clusters Score: Raw -9173748.954978 + Penalty 3655.022085 = -9170093.932893 nChanged 15 SP:Iteration 99Q (3743.295193 sec): 3 clusters Score: Raw -9173751.641213 + Penalty 3655.022085 = -9170096.619129 nChanged 12 SP:Iteration 100F (3743.463885 sec): 3 clusters Score: Raw -9173753.327249 + Penalty 3655.022085 = -9170098.305164 nChanged 13 SP:Iteration 101Q (3743.613333 sec): 3 clusters Score: Raw -9173755.441086 + Penalty 3655.022085 = -9170100.419001 nChanged 13 SP:Iteration 102Q (3743.748081 sec): 3 clusters Score: Raw -9173758.080297 + Penalty 3655.022085 = -9170103.058212 nChanged 14 SP:Iteration 103Q (3743.895323 sec): 3 clusters Score: Raw -9173760.196866 + Penalty 3655.022085 = -9170105.174781 nChanged 8 SP:Iteration 104Q (3744.049690 sec): 3 clusters Score: Raw -9173761.271066 + Penalty 3655.022085 = -9170106.248981 nChanged 14 SP:Iteration 105Q (3744.203676 sec): 3 clusters Score: Raw -9173763.372527 + Penalty 3655.022085 = -9170108.350442 nChanged 14 SP:Iteration 106Q (3744.365466 sec): 3 clusters Score: Raw -9173765.557017 + Penalty 3655.022085 = -9170110.534932 nChanged 12 SP:Iteration 107Q (3744.520084 sec): 3 clusters Score: Raw -9173768.090431 + Penalty 3655.022085 = -9170113.068346 nChanged 20 SP:Iteration 108Q (3744.670368 sec): 3 clusters Score: Raw -9173772.023457 + Penalty 3655.022085 = -9170117.001372 nChanged 18 SP:Iteration 109Q (3744.819980 sec): 3 clusters Score: Raw -9173775.217494 + Penalty 3655.022085 = -9170120.195409 nChanged 16 SP:Iteration 110Q (3744.972928 sec): 3 clusters Score: Raw -9173777.087837 + Penalty 3655.022085 = -9170122.065752 nChanged 11 SP:Iteration 111Q (3745.124682 sec): 3 clusters Score: Raw -9173778.829481 + Penalty 3655.022085 = -9170123.807396 nChanged 17 SP:Iteration 112Q (3745.273204 sec): 3 clusters Score: Raw -9173782.720158 + Penalty 3655.022085 = -9170127.698073 nChanged 23 SP:Iteration 113Q (3745.415786 sec): 3 clusters Score: Raw -9173786.499295 + Penalty 3655.022085 = -9170131.477211 nChanged 19 SP:Iteration 114Q (3745.561406 sec): 3 clusters Score: Raw -9173790.690522 + Penalty 3655.022085 = -9170135.668437 nChanged 21 SP:Iteration 115Q (3745.709911 sec): 3 clusters Score: Raw -9173793.914142 + Penalty 3655.022085 = -9170138.892057 nChanged 15 SP:Iteration 116Q (3745.855384 sec): 3 clusters Score: Raw -9173795.847012 + Penalty 3655.022085 = -9170140.824928 nChanged 9 SP:Iteration 117Q (3745.999709 sec): 3 clusters Score: Raw -9173796.853969 + Penalty 3655.022085 = -9170141.831884 nChanged 4 SP:Iteration 118Q (3746.147202 sec): 3 clusters Score: Raw -9173797.268809 + Penalty 3655.022085 = -9170142.246724 nChanged 4 SP:Iteration 119Q (3746.286151 sec): 3 clusters Score: Raw -9173797.748638 + Penalty 3655.022085 = -9170142.726554 nChanged 3 SP:Iteration 120F (3746.443363 sec): 3 clusters Score: Raw -9173797.966025 + Penalty 3655.022085 = -9170142.943940 nChanged 2 SP:Iteration 121Q (3746.589460 sec): 3 clusters Score: Raw -9173798.146155 + Penalty 3655.022085 = -9170143.124071 nChanged 2 SP:Iteration 122Q (3746.735477 sec): 3 clusters Score: Raw -9173798.430692 + Penalty 3655.022085 = -9170143.408607 nChanged 3 SP:Iteration 123Q (3746.880198 sec): 3 clusters Score: Raw -9173798.891924 + Penalty 3655.022085 = -9170143.869839 nChanged 0 SP:Iteration 124F (3747.048938 sec): 3 clusters Score: Raw -9173798.891924 + Penalty 3655.022085 = -9170143.869839 nChanged 0 Trying to split cluster 13 (1227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3747.068929 sec): 2 clusters Score: Raw -133739.155572 + Penalty 1155.753210 = -132583.402362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3747.117590 sec): 3 clusters Score: Raw -133353.791735 + Penalty 2311.506420 = -131042.285316 nChanged 386 SP:Iteration 1F (3747.166234 sec): 3 clusters Score: Raw -133673.227443 + Penalty 2311.506420 = -131361.721023 nChanged 78 SP:Iteration 2F (3747.210620 sec): 3 clusters Score: Raw -133752.507189 + Penalty 2311.506420 = -131441.000769 nChanged 57 SP:Iteration 3Q (3747.259132 sec): 3 clusters Score: Raw -133809.487808 + Penalty 2311.506420 = -131497.981388 nChanged 41 SP:Iteration 4Q (3747.307785 sec): 3 clusters Score: Raw -133855.723738 + Penalty 2311.506420 = -131544.217318 nChanged 32 SP:Iteration 5Q (3747.354272 sec): 3 clusters Score: Raw -133890.649206 + Penalty 2311.506420 = -131579.142787 nChanged 30 SP:Iteration 6Q (3747.402905 sec): 3 clusters Score: Raw -133924.635931 + Penalty 2311.506420 = -131613.129511 nChanged 29 SP:Iteration 7Q (3747.451478 sec): 3 clusters Score: Raw -133964.461785 + Penalty 2311.506420 = -131652.955366 nChanged 42 SP:Iteration 8Q (3747.500221 sec): 3 clusters Score: Raw -134026.311913 + Penalty 2311.506420 = -131714.805493 nChanged 39 SP:Iteration 9Q (3747.546725 sec): 3 clusters Score: Raw -134093.993273 + Penalty 2311.506420 = -131782.486854 nChanged 41 SP:Iteration 10Q (3747.568608 sec): 3 clusters Score: Raw -134171.390215 + Penalty 2311.506420 = -131859.883796 nChanged 38 SP:Iteration 11Q (3747.598797 sec): 3 clusters Score: Raw -134226.930675 + Penalty 2311.506420 = -131915.424255 nChanged 29 SP:Iteration 12Q (3747.609200 sec): 3 clusters Score: Raw -134259.241169 + Penalty 2311.506420 = -131947.734750 nChanged 21 SP:Iteration 13Q (3747.616082 sec): 3 clusters Score: Raw -134290.967525 + Penalty 2311.506420 = -131979.461105 nChanged 17 SP:Iteration 14Q (3747.623828 sec): 3 clusters Score: Raw -134314.030514 + Penalty 2311.506420 = -132002.524095 nChanged 14 SP:Iteration 15Q (3747.636006 sec): 3 clusters Score: Raw -134330.850492 + Penalty 2311.506420 = -132019.344073 nChanged 7 SP:Iteration 16Q (3747.643250 sec): 3 clusters Score: Raw -134338.760925 + Penalty 2311.506420 = -132027.254505 nChanged 3 SP:Iteration 17Q (3747.660028 sec): 3 clusters Score: Raw -134341.154088 + Penalty 2311.506420 = -132029.647669 nChanged 3 SP:Iteration 18Q (3747.666227 sec): 3 clusters Score: Raw -134342.345725 + Penalty 2311.506420 = -132030.839305 nChanged 2 SP:Iteration 19Q (3747.672605 sec): 3 clusters Score: Raw -134343.461655 + Penalty 2311.506420 = -132031.955235 nChanged 1 SP:Iteration 20F (3747.678931 sec): 3 clusters Score: Raw -134344.231911 + Penalty 2311.506420 = -132032.725491 nChanged 0 Trying to split cluster 14 (6647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3747.710871 sec): 2 clusters Score: Raw -743855.743882 + Penalty 1430.312147 = -742425.431735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3747.766559 sec): 3 clusters Score: Raw -740347.974630 + Penalty 2860.624294 = -737487.350336 nChanged 2764 SP:Iteration 1F (3747.825041 sec): 3 clusters Score: Raw -741939.838451 + Penalty 2860.624294 = -739079.214157 nChanged 470 SP:Iteration 2F (3747.883540 sec): 3 clusters Score: Raw -742228.640885 + Penalty 2860.624294 = -739368.016591 nChanged 407 SP:Iteration 3F (3747.931062 sec): 3 clusters Score: Raw -742469.264506 + Penalty 2860.624294 = -739608.640212 nChanged 326 SP:Iteration 4Q (3747.980416 sec): 3 clusters Score: Raw -742667.849330 + Penalty 2860.624294 = -739807.225036 nChanged 311 SP:Iteration 5Q (3748.038788 sec): 3 clusters Score: Raw -742858.248631 + Penalty 2860.624294 = -739997.624337 nChanged 289 SP:Iteration 6Q (3748.095026 sec): 3 clusters Score: Raw -743063.646974 + Penalty 2860.624294 = -740203.022680 nChanged 314 SP:Iteration 7Q (3748.146761 sec): 3 clusters Score: Raw -743284.036452 + Penalty 2860.624294 = -740423.412158 nChanged 285 SP:Iteration 8Q (3748.186882 sec): 3 clusters Score: Raw -743469.224361 + Penalty 2860.624294 = -740608.600067 nChanged 236 SP:Iteration 9Q (3748.245006 sec): 3 clusters Score: Raw -743606.139226 + Penalty 2860.624294 = -740745.514932 nChanged 208 SP:Iteration 10Q (3748.301354 sec): 3 clusters Score: Raw -743718.432450 + Penalty 2860.624294 = -740857.808156 nChanged 180 SP:Iteration 11Q (3748.365297 sec): 3 clusters Score: Raw -743809.244821 + Penalty 2860.624294 = -740948.620527 nChanged 157 SP:Iteration 12Q (3748.417356 sec): 3 clusters Score: Raw -743890.740456 + Penalty 2860.624294 = -741030.116162 nChanged 136 SP:Iteration 13Q (3748.477888 sec): 3 clusters Score: Raw -743961.106958 + Penalty 2860.624294 = -741100.482664 nChanged 115 SP:Iteration 14Q (3748.539521 sec): 3 clusters Score: Raw -744013.836817 + Penalty 2860.624294 = -741153.212523 nChanged 106 SP:Iteration 15Q (3748.600993 sec): 3 clusters Score: Raw -744063.665123 + Penalty 2860.624294 = -741203.040830 nChanged 97 SP:Iteration 16Q (3748.651763 sec): 3 clusters Score: Raw -744103.143286 + Penalty 2860.624294 = -741242.518993 nChanged 72 SP:Iteration 17Q (3748.711703 sec): 3 clusters Score: Raw -744129.462825 + Penalty 2860.624294 = -741268.838531 nChanged 66 SP:Iteration 18Q (3748.773695 sec): 3 clusters Score: Raw -744157.749392 + Penalty 2860.624294 = -741297.125098 nChanged 74 SP:Iteration 19Q (3748.832006 sec): 3 clusters Score: Raw -744190.911044 + Penalty 2860.624294 = -741330.286750 nChanged 81 SP:Iteration 20F (3748.892326 sec): 3 clusters Score: Raw -744224.315000 + Penalty 2860.624294 = -741363.690706 nChanged 75 SP:Iteration 21Q (3748.951360 sec): 3 clusters Score: Raw -744252.669956 + Penalty 2860.624294 = -741392.045663 nChanged 71 SP:Iteration 22Q (3749.012223 sec): 3 clusters Score: Raw -744279.930937 + Penalty 2860.624294 = -741419.306643 nChanged 63 SP:Iteration 23Q (3749.062093 sec): 3 clusters Score: Raw -744307.376185 + Penalty 2860.624294 = -741446.751892 nChanged 67 SP:Iteration 24Q (3749.120793 sec): 3 clusters Score: Raw -744331.011168 + Penalty 2860.624294 = -741470.386874 nChanged 49 SP:Iteration 25Q (3749.177176 sec): 3 clusters Score: Raw -744347.074167 + Penalty 2860.624294 = -741486.449873 nChanged 50 SP:Iteration 26Q (3749.235276 sec): 3 clusters Score: Raw -744367.514985 + Penalty 2860.624294 = -741506.890691 nChanged 55 SP:Iteration 27Q (3749.282653 sec): 3 clusters Score: Raw -744389.424604 + Penalty 2860.624294 = -741528.800310 nChanged 57 SP:Iteration 28Q (3749.342285 sec): 3 clusters Score: Raw -744415.291225 + Penalty 2860.624294 = -741554.666932 nChanged 60 SP:Iteration 29Q (3749.400958 sec): 3 clusters Score: Raw -744438.955422 + Penalty 2860.624294 = -741578.331128 nChanged 55 SP:Iteration 30Q (3749.445838 sec): 3 clusters Score: Raw -744462.125165 + Penalty 2860.624294 = -741601.500871 nChanged 53 SP:Iteration 31Q (3749.505449 sec): 3 clusters Score: Raw -744486.058703 + Penalty 2860.624294 = -741625.434409 nChanged 44 SP:Iteration 32Q (3749.562095 sec): 3 clusters Score: Raw -744507.795593 + Penalty 2860.624294 = -741647.171299 nChanged 57 SP:Iteration 33Q (3749.619675 sec): 3 clusters Score: Raw -744535.761311 + Penalty 2860.624294 = -741675.137018 nChanged 57 SP:Iteration 34Q (3749.667806 sec): 3 clusters Score: Raw -744564.792073 + Penalty 2860.624294 = -741704.167779 nChanged 57 SP:Iteration 35Q (3749.720837 sec): 3 clusters Score: Raw -744591.911641 + Penalty 2860.624294 = -741731.287347 nChanged 54 SP:Iteration 36Q (3749.780593 sec): 3 clusters Score: Raw -744623.231151 + Penalty 2860.624294 = -741762.606857 nChanged 53 SP:Iteration 37Q (3749.840178 sec): 3 clusters Score: Raw -744654.508751 + Penalty 2860.624294 = -741793.884457 nChanged 56 SP:Iteration 38Q (3749.887677 sec): 3 clusters Score: Raw -744689.002697 + Penalty 2860.624294 = -741828.378403 nChanged 47 SP:Iteration 39Q (3749.939084 sec): 3 clusters Score: Raw -744715.239893 + Penalty 2860.624294 = -741854.615600 nChanged 50 SP:Iteration 40F (3750.000489 sec): 3 clusters Score: Raw -744744.665061 + Penalty 2860.624294 = -741884.040767 nChanged 45 SP:Iteration 41Q (3750.059889 sec): 3 clusters Score: Raw -744772.823173 + Penalty 2860.624294 = -741912.198879 nChanged 50 SP:Iteration 42Q (3750.114760 sec): 3 clusters Score: Raw -744799.066567 + Penalty 2860.624294 = -741938.442273 nChanged 44 SP:Iteration 43Q (3750.181933 sec): 3 clusters Score: Raw -744822.473648 + Penalty 2860.624294 = -741961.849354 nChanged 37 SP:Iteration 44Q (3750.236707 sec): 3 clusters Score: Raw -744840.041477 + Penalty 2860.624294 = -741979.417183 nChanged 25 SP:Iteration 45Q (3750.289563 sec): 3 clusters Score: Raw -744850.546714 + Penalty 2860.624294 = -741989.922420 nChanged 20 SP:Iteration 46Q (3750.349139 sec): 3 clusters Score: Raw -744861.737477 + Penalty 2860.624294 = -742001.113183 nChanged 20 SP:Iteration 47Q (3750.384658 sec): 3 clusters Score: Raw -744870.277172 + Penalty 2860.624294 = -742009.652878 nChanged 22 SP:Iteration 48Q (3750.437855 sec): 3 clusters Score: Raw -744878.643826 + Penalty 2860.624294 = -742018.019532 nChanged 11 SP:Iteration 49Q (3750.483030 sec): 3 clusters Score: Raw -744883.196803 + Penalty 2860.624294 = -742022.572509 nChanged 8 SP:Iteration 50Q (3750.523244 sec): 3 clusters Score: Raw -744887.646335 + Penalty 2860.624294 = -742027.022041 nChanged 14 SP:Iteration 51Q (3750.571403 sec): 3 clusters Score: Raw -744892.641665 + Penalty 2860.624294 = -742032.017371 nChanged 9 SP:Iteration 52Q (3750.617942 sec): 3 clusters Score: Raw -744896.517362 + Penalty 2860.624294 = -742035.893068 nChanged 10 SP:Iteration 53Q (3750.679076 sec): 3 clusters Score: Raw -744899.933562 + Penalty 2860.624294 = -742039.309268 nChanged 6 SP:Iteration 54Q (3750.730875 sec): 3 clusters Score: Raw -744902.899890 + Penalty 2860.624294 = -742042.275596 nChanged 8 SP:Iteration 55Q (3750.769699 sec): 3 clusters Score: Raw -744905.950144 + Penalty 2860.624294 = -742045.325850 nChanged 4 SP:Iteration 56Q (3750.818302 sec): 3 clusters Score: Raw -744907.137576 + Penalty 2860.624294 = -742046.513282 nChanged 2 SP:Iteration 57Q (3750.872107 sec): 3 clusters Score: Raw -744907.755244 + Penalty 2860.624294 = -742047.130950 nChanged 3 SP:Iteration 58Q (3750.910074 sec): 3 clusters Score: Raw -744908.493931 + Penalty 2860.624294 = -742047.869637 nChanged 1 SP:Iteration 59Q (3750.955493 sec): 3 clusters Score: Raw -744908.895479 + Penalty 2860.624294 = -742048.271186 nChanged 2 SP:Iteration 60F (3751.005529 sec): 3 clusters Score: Raw -744909.246927 + Penalty 2860.624294 = -742048.622633 nChanged 1 SP:Iteration 61Q (3751.047405 sec): 3 clusters Score: Raw -744909.566047 + Penalty 2860.624294 = -742048.941753 nChanged 0 SP:Iteration 62F (3751.096587 sec): 3 clusters Score: Raw -744909.566047 + Penalty 2860.624294 = -742048.941753 nChanged 0 Trying to split cluster 15 (64232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3751.203428 sec): 2 clusters Score: Raw -7586186.209550 + Penalty 1798.916731 = -7584387.292819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3751.335907 sec): 3 clusters Score: Raw -7545009.228151 + Penalty 3597.833463 = -7541411.394688 nChanged 30422 SP:Iteration 1F (3751.483435 sec): 3 clusters Score: Raw -7562839.133771 + Penalty 3597.833463 = -7559241.300309 nChanged 3398 SP:Iteration 2F (3751.639755 sec): 3 clusters Score: Raw -7564361.617041 + Penalty 3597.833463 = -7560763.783579 nChanged 4065 SP:Iteration 3F (3751.786422 sec): 3 clusters Score: Raw -7566845.713195 + Penalty 3597.833463 = -7563247.879733 nChanged 5001 SP:Iteration 4F (3751.942387 sec): 3 clusters Score: Raw -7570757.584347 + Penalty 3597.833463 = -7567159.750884 nChanged 5392 SP:Iteration 5F (3752.097893 sec): 3 clusters Score: Raw -7575776.060080 + Penalty 3597.833463 = -7572178.226618 nChanged 4791 SP:Iteration 6F (3752.271664 sec): 3 clusters Score: Raw -7580580.952355 + Penalty 3597.833463 = -7576983.118893 nChanged 3254 SP:Iteration 7F (3752.412545 sec): 3 clusters Score: Raw -7583743.705234 + Penalty 3597.833463 = -7580145.871772 nChanged 1687 SP:Iteration 8Q (3752.560674 sec): 3 clusters Score: Raw -7585222.318719 + Penalty 3597.833463 = -7581624.485257 nChanged 868 SP:Iteration 9Q (3752.706524 sec): 3 clusters Score: Raw -7585888.423940 + Penalty 3597.833463 = -7582290.590477 nChanged 482 SP:Iteration 10Q (3752.841027 sec): 3 clusters Score: Raw -7586254.038514 + Penalty 3597.833463 = -7582656.205052 nChanged 279 SP:Iteration 11Q (3752.975817 sec): 3 clusters Score: Raw -7586447.044056 + Penalty 3597.833463 = -7582849.210594 nChanged 140 SP:Iteration 12Q (3753.108905 sec): 3 clusters Score: Raw -7586532.969929 + Penalty 3597.833463 = -7582935.136467 nChanged 91 SP:Iteration 13Q (3753.253019 sec): 3 clusters Score: Raw -7586598.203007 + Penalty 3597.833463 = -7583000.369544 nChanged 62 SP:Iteration 14Q (3753.384950 sec): 3 clusters Score: Raw -7586635.946739 + Penalty 3597.833463 = -7583038.113276 nChanged 49 SP:Iteration 15Q (3753.509801 sec): 3 clusters Score: Raw -7586664.528957 + Penalty 3597.833463 = -7583066.695494 nChanged 39 SP:Iteration 16Q (3753.631184 sec): 3 clusters Score: Raw -7586682.076599 + Penalty 3597.833463 = -7583084.243137 nChanged 27 SP:Iteration 17Q (3753.744388 sec): 3 clusters Score: Raw -7586691.669168 + Penalty 3597.833463 = -7583093.835705 nChanged 21 SP:Iteration 18Q (3753.854912 sec): 3 clusters Score: Raw -7586697.239774 + Penalty 3597.833463 = -7583099.406312 nChanged 9 SP:Iteration 19Q (3753.965435 sec): 3 clusters Score: Raw -7586700.400023 + Penalty 3597.833463 = -7583102.566560 nChanged 10 SP:Iteration 20F (3754.093433 sec): 3 clusters Score: Raw -7586703.424498 + Penalty 3597.833463 = -7583105.591035 nChanged 10 SP:Iteration 21Q (3754.208481 sec): 3 clusters Score: Raw -7586707.875222 + Penalty 3597.833463 = -7583110.041759 nChanged 11 SP:Iteration 22Q (3754.327498 sec): 3 clusters Score: Raw -7586711.005229 + Penalty 3597.833463 = -7583113.171767 nChanged 8 SP:Iteration 23Q (3754.450262 sec): 3 clusters Score: Raw -7586714.812472 + Penalty 3597.833463 = -7583116.979010 nChanged 6 SP:Iteration 24Q (3754.569973 sec): 3 clusters Score: Raw -7586718.520857 + Penalty 3597.833463 = -7583120.687395 nChanged 8 SP:Iteration 25Q (3754.689534 sec): 3 clusters Score: Raw -7586720.945647 + Penalty 3597.833463 = -7583123.112185 nChanged 5 SP:Iteration 26Q (3754.816811 sec): 3 clusters Score: Raw -7586722.511302 + Penalty 3597.833463 = -7583124.677839 nChanged 3 SP:Iteration 27Q (3754.933507 sec): 3 clusters Score: Raw -7586723.537467 + Penalty 3597.833463 = -7583125.704004 nChanged 5 SP:Iteration 28Q (3755.060426 sec): 3 clusters Score: Raw -7586725.350716 + Penalty 3597.833463 = -7583127.517253 nChanged 9 SP:Iteration 29Q (3755.180268 sec): 3 clusters Score: Raw -7586729.228610 + Penalty 3597.833463 = -7583131.395148 nChanged 10 SP:Iteration 30Q (3755.301972 sec): 3 clusters Score: Raw -7586733.092489 + Penalty 3597.833463 = -7583135.259026 nChanged 13 SP:Iteration 31Q (3755.422997 sec): 3 clusters Score: Raw -7586739.619838 + Penalty 3597.833463 = -7583141.786375 nChanged 12 SP:Iteration 32Q (3755.561700 sec): 3 clusters Score: Raw -7586744.324217 + Penalty 3597.833463 = -7583146.490754 nChanged 8 SP:Iteration 33Q (3755.709023 sec): 3 clusters Score: Raw -7586746.299592 + Penalty 3597.833463 = -7583148.466130 nChanged 2 SP:Iteration 34Q (3755.821837 sec): 3 clusters Score: Raw -7586747.331831 + Penalty 3597.833463 = -7583149.498368 nChanged 2 SP:Iteration 35Q (3755.954500 sec): 3 clusters Score: Raw -7586748.252207 + Penalty 3597.833463 = -7583150.418745 nChanged 5 SP:Iteration 36Q (3756.076632 sec): 3 clusters Score: Raw -7586749.532338 + Penalty 3597.833463 = -7583151.698875 nChanged 4 SP:Iteration 37Q (3756.205784 sec): 3 clusters Score: Raw -7586750.954870 + Penalty 3597.833463 = -7583153.121408 nChanged 4 SP:Iteration 38Q (3756.318295 sec): 3 clusters Score: Raw -7586752.798964 + Penalty 3597.833463 = -7583154.965502 nChanged 3 SP:Iteration 39Q (3756.438359 sec): 3 clusters Score: Raw -7586753.967877 + Penalty 3597.833463 = -7583156.134415 nChanged 1 SP:Iteration 40F (3756.586516 sec): 3 clusters Score: Raw -7586754.404945 + Penalty 3597.833463 = -7583156.571483 nChanged 1 SP:Iteration 41Q (3756.694977 sec): 3 clusters Score: Raw -7586754.609318 + Penalty 3597.833463 = -7583156.775855 nChanged 0 SP:Iteration 42F (3756.829528 sec): 3 clusters Score: Raw -7586754.609318 + Penalty 3597.833463 = -7583156.775855 nChanged 0 Trying to split cluster 16 (19106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3756.873640 sec): 2 clusters Score: Raw -2279172.653230 + Penalty 1601.885626 = -2277570.767604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3756.936916 sec): 3 clusters Score: Raw -2267619.289156 + Penalty 3203.771253 = -2264415.517904 nChanged 8652 SP:Iteration 1F (3756.997419 sec): 3 clusters Score: Raw -2272383.860706 + Penalty 3203.771253 = -2269180.089453 nChanged 1055 SP:Iteration 2F (3757.054510 sec): 3 clusters Score: Raw -2272870.809657 + Penalty 3203.771253 = -2269667.038404 nChanged 1095 SP:Iteration 3F (3757.117125 sec): 3 clusters Score: Raw -2273443.573545 + Penalty 3203.771253 = -2270239.802293 nChanged 1199 SP:Iteration 4F (3757.179628 sec): 3 clusters Score: Raw -2274213.467153 + Penalty 3203.771253 = -2271009.695900 nChanged 1331 SP:Iteration 5F (3757.242089 sec): 3 clusters Score: Raw -2275131.817659 + Penalty 3203.771253 = -2271928.046406 nChanged 1330 SP:Iteration 6F (3757.310608 sec): 3 clusters Score: Raw -2275984.615616 + Penalty 3203.771253 = -2272780.844363 nChanged 1171 SP:Iteration 7F (3757.381558 sec): 3 clusters Score: Raw -2276660.228491 + Penalty 3203.771253 = -2273456.457239 nChanged 954 SP:Iteration 8Q (3757.455030 sec): 3 clusters Score: Raw -2277121.757183 + Penalty 3203.771253 = -2273917.985931 nChanged 693 SP:Iteration 9Q (3757.536678 sec): 3 clusters Score: Raw -2277387.859349 + Penalty 3203.771253 = -2274184.088096 nChanged 518 SP:Iteration 10Q (3757.608443 sec): 3 clusters Score: Raw -2277566.203722 + Penalty 3203.771253 = -2274362.432469 nChanged 414 SP:Iteration 11Q (3757.684581 sec): 3 clusters Score: Raw -2277687.254391 + Penalty 3203.771253 = -2274483.483139 nChanged 310 SP:Iteration 12Q (3757.768390 sec): 3 clusters Score: Raw -2277769.224375 + Penalty 3203.771253 = -2274565.453122 nChanged 276 SP:Iteration 13Q (3757.841151 sec): 3 clusters Score: Raw -2277842.796271 + Penalty 3203.771253 = -2274639.025018 nChanged 265 SP:Iteration 14Q (3757.925714 sec): 3 clusters Score: Raw -2277907.728138 + Penalty 3203.771253 = -2274703.956885 nChanged 241 SP:Iteration 15Q (3757.993215 sec): 3 clusters Score: Raw -2277965.088050 + Penalty 3203.771253 = -2274761.316797 nChanged 233 SP:Iteration 16Q (3758.070427 sec): 3 clusters Score: Raw -2278021.501639 + Penalty 3203.771253 = -2274817.730387 nChanged 213 SP:Iteration 17Q (3758.151934 sec): 3 clusters Score: Raw -2278074.175704 + Penalty 3203.771253 = -2274870.404451 nChanged 209 SP:Iteration 18Q (3758.229254 sec): 3 clusters Score: Raw -2278140.241785 + Penalty 3203.771253 = -2274936.470532 nChanged 197 SP:Iteration 19Q (3758.318533 sec): 3 clusters Score: Raw -2278201.560612 + Penalty 3203.771253 = -2274997.789359 nChanged 209 SP:Iteration 20F (3758.387075 sec): 3 clusters Score: Raw -2278277.862964 + Penalty 3203.771253 = -2275074.091712 nChanged 255 SP:Iteration 21Q (3758.470244 sec): 3 clusters Score: Raw -2278376.964098 + Penalty 3203.771253 = -2275173.192846 nChanged 253 SP:Iteration 22Q (3758.552590 sec): 3 clusters Score: Raw -2278456.943784 + Penalty 3203.771253 = -2275253.172531 nChanged 203 SP:Iteration 23Q (3758.636492 sec): 3 clusters Score: Raw -2278513.825746 + Penalty 3203.771253 = -2275310.054493 nChanged 131 SP:Iteration 24Q (3758.720628 sec): 3 clusters Score: Raw -2278544.064756 + Penalty 3203.771253 = -2275340.293503 nChanged 121 SP:Iteration 25Q (3758.798801 sec): 3 clusters Score: Raw -2278572.085242 + Penalty 3203.771253 = -2275368.313989 nChanged 122 SP:Iteration 26Q (3758.873789 sec): 3 clusters Score: Raw -2278599.559812 + Penalty 3203.771253 = -2275395.788560 nChanged 115 SP:Iteration 27Q (3758.961442 sec): 3 clusters Score: Raw -2278627.276052 + Penalty 3203.771253 = -2275423.504799 nChanged 102 SP:Iteration 28Q (3759.032503 sec): 3 clusters Score: Raw -2278649.543890 + Penalty 3203.771253 = -2275445.772637 nChanged 104 SP:Iteration 29Q (3759.105556 sec): 3 clusters Score: Raw -2278667.055828 + Penalty 3203.771253 = -2275463.284575 nChanged 88 SP:Iteration 30Q (3759.178147 sec): 3 clusters Score: Raw -2278684.381853 + Penalty 3203.771253 = -2275480.610600 nChanged 78 SP:Iteration 31Q (3759.251606 sec): 3 clusters Score: Raw -2278697.577397 + Penalty 3203.771253 = -2275493.806144 nChanged 80 SP:Iteration 32Q (3759.320034 sec): 3 clusters Score: Raw -2278710.017980 + Penalty 3203.771253 = -2275506.246727 nChanged 77 SP:Iteration 33Q (3759.393297 sec): 3 clusters Score: Raw -2278722.626179 + Penalty 3203.771253 = -2275518.854926 nChanged 68 SP:Iteration 34Q (3759.467115 sec): 3 clusters Score: Raw -2278732.718339 + Penalty 3203.771253 = -2275528.947086 nChanged 61 SP:Iteration 35Q (3759.544802 sec): 3 clusters Score: Raw -2278742.028194 + Penalty 3203.771253 = -2275538.256941 nChanged 52 SP:Iteration 36Q (3759.624091 sec): 3 clusters Score: Raw -2278749.431799 + Penalty 3203.771253 = -2275545.660547 nChanged 41 SP:Iteration 37Q (3759.712848 sec): 3 clusters Score: Raw -2278754.811645 + Penalty 3203.771253 = -2275551.040392 nChanged 31 SP:Iteration 38Q (3759.790601 sec): 3 clusters Score: Raw -2278757.804487 + Penalty 3203.771253 = -2275554.033234 nChanged 24 SP:Iteration 39Q (3759.871856 sec): 3 clusters Score: Raw -2278759.690045 + Penalty 3203.771253 = -2275555.918792 nChanged 22 SP:Iteration 40F (3759.953457 sec): 3 clusters Score: Raw -2278761.605709 + Penalty 3203.771253 = -2275557.834456 nChanged 26 SP:Iteration 41Q (3760.031293 sec): 3 clusters Score: Raw -2278764.168596 + Penalty 3203.771253 = -2275560.397343 nChanged 23 SP:Iteration 42Q (3760.102071 sec): 3 clusters Score: Raw -2278766.474382 + Penalty 3203.771253 = -2275562.703130 nChanged 27 SP:Iteration 43Q (3760.181998 sec): 3 clusters Score: Raw -2278770.269683 + Penalty 3203.771253 = -2275566.498430 nChanged 29 SP:Iteration 44Q (3760.260838 sec): 3 clusters Score: Raw -2278773.511827 + Penalty 3203.771253 = -2275569.740575 nChanged 28 SP:Iteration 45Q (3760.346733 sec): 3 clusters Score: Raw -2278776.998839 + Penalty 3203.771253 = -2275573.227586 nChanged 32 SP:Iteration 46Q (3760.425297 sec): 3 clusters Score: Raw -2278780.321161 + Penalty 3203.771253 = -2275576.549908 nChanged 31 SP:Iteration 47Q (3760.491761 sec): 3 clusters Score: Raw -2278784.197941 + Penalty 3203.771253 = -2275580.426688 nChanged 33 SP:Iteration 48Q (3760.564671 sec): 3 clusters Score: Raw -2278788.867526 + Penalty 3203.771253 = -2275585.096273 nChanged 43 SP:Iteration 49Q (3760.640027 sec): 3 clusters Score: Raw -2278795.303998 + Penalty 3203.771253 = -2275591.532746 nChanged 34 SP:Iteration 50Q (3760.718908 sec): 3 clusters Score: Raw -2278799.646399 + Penalty 3203.771253 = -2275595.875146 nChanged 33 SP:Iteration 51Q (3760.798276 sec): 3 clusters Score: Raw -2278804.337345 + Penalty 3203.771253 = -2275600.566092 nChanged 40 SP:Iteration 52Q (3760.878683 sec): 3 clusters Score: Raw -2278810.356255 + Penalty 3203.771253 = -2275606.585002 nChanged 40 SP:Iteration 53Q (3760.954735 sec): 3 clusters Score: Raw -2278816.641305 + Penalty 3203.771253 = -2275612.870052 nChanged 40 SP:Iteration 54Q (3761.026052 sec): 3 clusters Score: Raw -2278823.832204 + Penalty 3203.771253 = -2275620.060951 nChanged 54 SP:Iteration 55Q (3761.103735 sec): 3 clusters Score: Raw -2278833.773351 + Penalty 3203.771253 = -2275630.002098 nChanged 47 SP:Iteration 56Q (3761.179889 sec): 3 clusters Score: Raw -2278840.741649 + Penalty 3203.771253 = -2275636.970396 nChanged 36 SP:Iteration 57Q (3761.247025 sec): 3 clusters Score: Raw -2278845.625968 + Penalty 3203.771253 = -2275641.854715 nChanged 47 SP:Iteration 58Q (3761.325721 sec): 3 clusters Score: Raw -2278852.895363 + Penalty 3203.771253 = -2275649.124110 nChanged 52 SP:Iteration 59Q (3761.396086 sec): 3 clusters Score: Raw -2278862.100438 + Penalty 3203.771253 = -2275658.329185 nChanged 43 SP:Iteration 60F (3761.476990 sec): 3 clusters Score: Raw -2278868.376492 + Penalty 3203.771253 = -2275664.605240 nChanged 40 SP:Iteration 61Q (3761.552084 sec): 3 clusters Score: Raw -2278872.653459 + Penalty 3203.771253 = -2275668.882206 nChanged 43 SP:Iteration 62Q (3761.621643 sec): 3 clusters Score: Raw -2278877.993085 + Penalty 3203.771253 = -2275674.221832 nChanged 38 SP:Iteration 63Q (3761.697304 sec): 3 clusters Score: Raw -2278882.283263 + Penalty 3203.771253 = -2275678.512010 nChanged 36 SP:Iteration 64Q (3761.767945 sec): 3 clusters Score: Raw -2278885.978862 + Penalty 3203.771253 = -2275682.207609 nChanged 32 SP:Iteration 65Q (3761.845665 sec): 3 clusters Score: Raw -2278889.875811 + Penalty 3203.771253 = -2275686.104559 nChanged 33 SP:Iteration 66Q (3761.922751 sec): 3 clusters Score: Raw -2278895.316391 + Penalty 3203.771253 = -2275691.545138 nChanged 48 SP:Iteration 67Q (3761.989580 sec): 3 clusters Score: Raw -2278902.755767 + Penalty 3203.771253 = -2275698.984515 nChanged 49 SP:Iteration 68Q (3762.065673 sec): 3 clusters Score: Raw -2278911.151382 + Penalty 3203.771253 = -2275707.380129 nChanged 46 SP:Iteration 69Q (3762.139985 sec): 3 clusters Score: Raw -2278920.698087 + Penalty 3203.771253 = -2275716.926834 nChanged 67 SP:Iteration 70Q (3762.215234 sec): 3 clusters Score: Raw -2278931.971422 + Penalty 3203.771253 = -2275728.200170 nChanged 58 SP:Iteration 71Q (3762.291310 sec): 3 clusters Score: Raw -2278943.221658 + Penalty 3203.771253 = -2275739.450405 nChanged 77 SP:Iteration 72Q (3762.361558 sec): 3 clusters Score: Raw -2278959.277587 + Penalty 3203.771253 = -2275755.506334 nChanged 95 SP:Iteration 73Q (3762.435646 sec): 3 clusters Score: Raw -2278978.471979 + Penalty 3203.771253 = -2275774.700726 nChanged 86 SP:Iteration 74Q (3762.501925 sec): 3 clusters Score: Raw -2278996.037965 + Penalty 3203.771253 = -2275792.266712 nChanged 82 SP:Iteration 75Q (3762.572690 sec): 3 clusters Score: Raw -2279013.075904 + Penalty 3203.771253 = -2275809.304651 nChanged 90 SP:Iteration 76Q (3762.646749 sec): 3 clusters Score: Raw -2279032.156903 + Penalty 3203.771253 = -2275828.385650 nChanged 91 SP:Iteration 77Q (3762.719702 sec): 3 clusters Score: Raw -2279054.409654 + Penalty 3203.771253 = -2275850.638402 nChanged 100 SP:Iteration 78Q (3762.793517 sec): 3 clusters Score: Raw -2279080.956434 + Penalty 3203.771253 = -2275877.185181 nChanged 95 SP:Iteration 79Q (3762.864902 sec): 3 clusters Score: Raw -2279104.663732 + Penalty 3203.771253 = -2275900.892479 nChanged 101 SP:Iteration 80F (3762.942532 sec): 3 clusters Score: Raw -2279133.417021 + Penalty 3203.771253 = -2275929.645769 nChanged 97 SP:Iteration 81Q (3763.014405 sec): 3 clusters Score: Raw -2279163.762653 + Penalty 3203.771253 = -2275959.991401 nChanged 106 SP:Iteration 82Q (3763.088184 sec): 3 clusters Score: Raw -2279194.282289 + Penalty 3203.771253 = -2275990.511036 nChanged 92 SP:Iteration 83Q (3763.161556 sec): 3 clusters Score: Raw -2279222.645494 + Penalty 3203.771253 = -2276018.874241 nChanged 91 SP:Iteration 84Q (3763.234962 sec): 3 clusters Score: Raw -2279248.839946 + Penalty 3203.771253 = -2276045.068693 nChanged 83 SP:Iteration 85Q (3763.305674 sec): 3 clusters Score: Raw -2279271.595938 + Penalty 3203.771253 = -2276067.824686 nChanged 63 SP:Iteration 86Q (3763.378547 sec): 3 clusters Score: Raw -2279286.897060 + Penalty 3203.771253 = -2276083.125808 nChanged 54 SP:Iteration 87Q (3763.451640 sec): 3 clusters Score: Raw -2279299.583839 + Penalty 3203.771253 = -2276095.812586 nChanged 55 SP:Iteration 88Q (3763.524587 sec): 3 clusters Score: Raw -2279313.051455 + Penalty 3203.771253 = -2276109.280202 nChanged 60 SP:Iteration 89Q (3763.597517 sec): 3 clusters Score: Raw -2279327.340173 + Penalty 3203.771253 = -2276123.568920 nChanged 62 SP:Iteration 90Q (3763.663104 sec): 3 clusters Score: Raw -2279346.160333 + Penalty 3203.771253 = -2276142.389080 nChanged 67 SP:Iteration 91Q (3763.735684 sec): 3 clusters Score: Raw -2279367.119813 + Penalty 3203.771253 = -2276163.348561 nChanged 71 SP:Iteration 92Q (3763.807464 sec): 3 clusters Score: Raw -2279393.447407 + Penalty 3203.771253 = -2276189.676155 nChanged 70 SP:Iteration 93Q (3763.881503 sec): 3 clusters Score: Raw -2279417.803087 + Penalty 3203.771253 = -2276214.031834 nChanged 61 SP:Iteration 94Q (3763.942692 sec): 3 clusters Score: Raw -2279440.145337 + Penalty 3203.771253 = -2276236.374084 nChanged 62 SP:Iteration 95Q (3764.013983 sec): 3 clusters Score: Raw -2279462.773229 + Penalty 3203.771253 = -2276259.001976 nChanged 53 SP:Iteration 96Q (3764.086623 sec): 3 clusters Score: Raw -2279478.277991 + Penalty 3203.771253 = -2276274.506738 nChanged 46 SP:Iteration 97Q (3764.158974 sec): 3 clusters Score: Raw -2279490.470826 + Penalty 3203.771253 = -2276286.699574 nChanged 38 SP:Iteration 98Q (3764.221013 sec): 3 clusters Score: Raw -2279501.953105 + Penalty 3203.771253 = -2276298.181852 nChanged 49 SP:Iteration 99Q (3764.291077 sec): 3 clusters Score: Raw -2279514.631019 + Penalty 3203.771253 = -2276310.859766 nChanged 44 SP:Iteration 100F (3764.368671 sec): 3 clusters Score: Raw -2279525.643705 + Penalty 3203.771253 = -2276321.872452 nChanged 27 SP:Iteration 101Q (3764.435619 sec): 3 clusters Score: Raw -2279531.235105 + Penalty 3203.771253 = -2276327.463852 nChanged 20 SP:Iteration 102Q (3764.509109 sec): 3 clusters Score: Raw -2279535.428035 + Penalty 3203.771253 = -2276331.656783 nChanged 13 SP:Iteration 103Q (3764.579609 sec): 3 clusters Score: Raw -2279537.709851 + Penalty 3203.771253 = -2276333.938599 nChanged 12 SP:Iteration 104Q (3764.652346 sec): 3 clusters Score: Raw -2279539.921435 + Penalty 3203.771253 = -2276336.150182 nChanged 11 SP:Iteration 105Q (3764.724335 sec): 3 clusters Score: Raw -2279542.845511 + Penalty 3203.771253 = -2276339.074258 nChanged 13 SP:Iteration 106Q (3764.797164 sec): 3 clusters Score: Raw -2279545.697175 + Penalty 3203.771253 = -2276341.925922 nChanged 18 SP:Iteration 107Q (3764.859752 sec): 3 clusters Score: Raw -2279549.744169 + Penalty 3203.771253 = -2276345.972916 nChanged 16 SP:Iteration 108Q (3764.926160 sec): 3 clusters Score: Raw -2279552.917629 + Penalty 3203.771253 = -2276349.146376 nChanged 11 SP:Iteration 109Q (3764.990205 sec): 3 clusters Score: Raw -2279555.666654 + Penalty 3203.771253 = -2276351.895401 nChanged 9 SP:Iteration 110Q (3765.063541 sec): 3 clusters Score: Raw -2279557.770295 + Penalty 3203.771253 = -2276353.999042 nChanged 10 SP:Iteration 111Q (3765.134823 sec): 3 clusters Score: Raw -2279559.877608 + Penalty 3203.771253 = -2276356.106355 nChanged 6 SP:Iteration 112Q (3765.206114 sec): 3 clusters Score: Raw -2279560.999334 + Penalty 3203.771253 = -2276357.228082 nChanged 6 SP:Iteration 113Q (3765.278995 sec): 3 clusters Score: Raw -2279562.004697 + Penalty 3203.771253 = -2276358.233444 nChanged 7 SP:Iteration 114Q (3765.352687 sec): 3 clusters Score: Raw -2279563.836967 + Penalty 3203.771253 = -2276360.065714 nChanged 12 SP:Iteration 115Q (3765.415465 sec): 3 clusters Score: Raw -2279566.125379 + Penalty 3203.771253 = -2276362.354127 nChanged 6 SP:Iteration 116Q (3765.486949 sec): 3 clusters Score: Raw -2279567.660323 + Penalty 3203.771253 = -2276363.889070 nChanged 8 SP:Iteration 117Q (3765.560370 sec): 3 clusters Score: Raw -2279568.955401 + Penalty 3203.771253 = -2276365.184148 nChanged 4 SP:Iteration 118Q (3765.643582 sec): 3 clusters Score: Raw -2279569.573682 + Penalty 3203.771253 = -2276365.802429 nChanged 2 SP:Iteration 119Q (3765.706285 sec): 3 clusters Score: Raw -2279569.709751 + Penalty 3203.771253 = -2276365.938498 nChanged 0 SP:Iteration 120F (3765.795667 sec): 3 clusters Score: Raw -2279569.709751 + Penalty 3203.771253 = -2276365.938498 nChanged 0 Trying to split cluster 17 (5987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3765.816506 sec): 2 clusters Score: Raw -702787.632203 + Penalty 1413.318681 = -701374.313522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3765.874015 sec): 3 clusters Score: Raw -699620.424724 + Penalty 2826.637363 = -696793.787361 nChanged 2435 SP:Iteration 1F (3765.922534 sec): 3 clusters Score: Raw -700956.139049 + Penalty 2826.637363 = -698129.501686 nChanged 403 SP:Iteration 2F (3765.979687 sec): 3 clusters Score: Raw -701183.862270 + Penalty 2826.637363 = -698357.224907 nChanged 342 SP:Iteration 3F (3766.038312 sec): 3 clusters Score: Raw -701357.049578 + Penalty 2826.637363 = -698530.412216 nChanged 268 SP:Iteration 4Q (3766.097513 sec): 3 clusters Score: Raw -701484.685867 + Penalty 2826.637363 = -698658.048504 nChanged 238 SP:Iteration 5Q (3766.158026 sec): 3 clusters Score: Raw -701608.826683 + Penalty 2826.637363 = -698782.189321 nChanged 224 SP:Iteration 6Q (3766.210323 sec): 3 clusters Score: Raw -701727.200113 + Penalty 2826.637363 = -698900.562750 nChanged 216 SP:Iteration 7Q (3766.269158 sec): 3 clusters Score: Raw -701849.679097 + Penalty 2826.637363 = -699023.041734 nChanged 209 SP:Iteration 8Q (3766.323925 sec): 3 clusters Score: Raw -701966.941351 + Penalty 2826.637363 = -699140.303988 nChanged 199 SP:Iteration 9Q (3766.375091 sec): 3 clusters Score: Raw -702091.969900 + Penalty 2826.637363 = -699265.332537 nChanged 198 SP:Iteration 10Q (3766.434910 sec): 3 clusters Score: Raw -702232.508433 + Penalty 2826.637363 = -699405.871071 nChanged 194 SP:Iteration 11Q (3766.494199 sec): 3 clusters Score: Raw -702382.131006 + Penalty 2826.637363 = -699555.493643 nChanged 191 SP:Iteration 12Q (3766.535559 sec): 3 clusters Score: Raw -702535.817438 + Penalty 2826.637363 = -699709.180076 nChanged 142 SP:Iteration 13Q (3766.586804 sec): 3 clusters Score: Raw -702632.685924 + Penalty 2826.637363 = -699806.048561 nChanged 110 SP:Iteration 14Q (3766.647701 sec): 3 clusters Score: Raw -702707.512320 + Penalty 2826.637363 = -699880.874957 nChanged 82 SP:Iteration 15Q (3766.702429 sec): 3 clusters Score: Raw -702751.046846 + Penalty 2826.637363 = -699924.409483 nChanged 57 SP:Iteration 16Q (3766.757772 sec): 3 clusters Score: Raw -702783.965429 + Penalty 2826.637363 = -699957.328066 nChanged 46 SP:Iteration 17Q (3766.814976 sec): 3 clusters Score: Raw -702812.775092 + Penalty 2826.637363 = -699986.137730 nChanged 44 SP:Iteration 18Q (3766.870444 sec): 3 clusters Score: Raw -702838.685630 + Penalty 2826.637363 = -700012.048268 nChanged 32 SP:Iteration 19Q (3766.938669 sec): 3 clusters Score: Raw -702857.823329 + Penalty 2826.637363 = -700031.185966 nChanged 33 SP:Iteration 20F (3766.977406 sec): 3 clusters Score: Raw -702873.930530 + Penalty 2826.637363 = -700047.293168 nChanged 28 SP:Iteration 21Q (3767.033922 sec): 3 clusters Score: Raw -702886.111220 + Penalty 2826.637363 = -700059.473857 nChanged 18 SP:Iteration 22Q (3767.079751 sec): 3 clusters Score: Raw -702895.247284 + Penalty 2826.637363 = -700068.609922 nChanged 15 SP:Iteration 23Q (3767.130280 sec): 3 clusters Score: Raw -702902.164128 + Penalty 2826.637363 = -700075.526766 nChanged 15 SP:Iteration 24Q (3767.186922 sec): 3 clusters Score: Raw -702911.501294 + Penalty 2826.637363 = -700084.863931 nChanged 21 SP:Iteration 25Q (3767.240888 sec): 3 clusters Score: Raw -702926.099074 + Penalty 2826.637363 = -700099.461712 nChanged 19 SP:Iteration 26Q (3767.300012 sec): 3 clusters Score: Raw -702938.111105 + Penalty 2826.637363 = -700111.473743 nChanged 20 SP:Iteration 27Q (3767.353438 sec): 3 clusters Score: Raw -702949.286857 + Penalty 2826.637363 = -700122.649495 nChanged 19 SP:Iteration 28Q (3767.392362 sec): 3 clusters Score: Raw -702958.870630 + Penalty 2826.637363 = -700132.233268 nChanged 14 SP:Iteration 29Q (3767.442094 sec): 3 clusters Score: Raw -702967.310800 + Penalty 2826.637363 = -700140.673437 nChanged 9 SP:Iteration 30Q (3767.493762 sec): 3 clusters Score: Raw -702971.153608 + Penalty 2826.637363 = -700144.516246 nChanged 6 SP:Iteration 31Q (3767.543610 sec): 3 clusters Score: Raw -702974.430171 + Penalty 2826.637363 = -700147.792809 nChanged 6 SP:Iteration 32Q (3767.593201 sec): 3 clusters Score: Raw -702977.096580 + Penalty 2826.637363 = -700150.459217 nChanged 4 SP:Iteration 33Q (3767.630728 sec): 3 clusters Score: Raw -702979.716022 + Penalty 2826.637363 = -700153.078660 nChanged 4 SP:Iteration 34Q (3767.682574 sec): 3 clusters Score: Raw -702981.631844 + Penalty 2826.637363 = -700154.994481 nChanged 4 SP:Iteration 35Q (3767.733395 sec): 3 clusters Score: Raw -702982.631141 + Penalty 2826.637363 = -700155.993779 nChanged 0 SP:Iteration 36F (3767.786792 sec): 3 clusters Score: Raw -702982.631141 + Penalty 2826.637363 = -700155.993779 nChanged 0 Trying to split cluster 18 (3912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3767.822960 sec): 2 clusters Score: Raw -463948.208093 + Penalty 1344.168155 = -462604.039938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3767.862459 sec): 3 clusters Score: Raw -462022.039946 + Penalty 2688.336310 = -459333.703636 nChanged 1495 SP:Iteration 1F (3767.908374 sec): 3 clusters Score: Raw -462868.540918 + Penalty 2688.336310 = -460180.204608 nChanged 277 SP:Iteration 2F (3767.957620 sec): 3 clusters Score: Raw -463061.611543 + Penalty 2688.336310 = -460373.275232 nChanged 243 SP:Iteration 3F (3768.013413 sec): 3 clusters Score: Raw -463217.870109 + Penalty 2688.336310 = -460529.533799 nChanged 201 SP:Iteration 4F (3768.051511 sec): 3 clusters Score: Raw -463352.521079 + Penalty 2688.336310 = -460664.184768 nChanged 188 SP:Iteration 5Q (3768.104720 sec): 3 clusters Score: Raw -463462.395030 + Penalty 2688.336310 = -460774.058720 nChanged 152 SP:Iteration 6Q (3768.142374 sec): 3 clusters Score: Raw -463560.922563 + Penalty 2688.336310 = -460872.586252 nChanged 148 SP:Iteration 7Q (3768.188024 sec): 3 clusters Score: Raw -463649.708412 + Penalty 2688.336310 = -460961.372102 nChanged 108 SP:Iteration 8Q (3768.242666 sec): 3 clusters Score: Raw -463717.923531 + Penalty 2688.336310 = -461029.587221 nChanged 111 SP:Iteration 9Q (3768.280561 sec): 3 clusters Score: Raw -463789.669280 + Penalty 2688.336310 = -461101.332970 nChanged 119 SP:Iteration 10Q (3768.326239 sec): 3 clusters Score: Raw -463885.315520 + Penalty 2688.336310 = -461196.979210 nChanged 127 SP:Iteration 11Q (3768.374718 sec): 3 clusters Score: Raw -463979.522356 + Penalty 2688.336310 = -461291.186046 nChanged 128 SP:Iteration 12Q (3768.423232 sec): 3 clusters Score: Raw -464080.921383 + Penalty 2688.336310 = -461392.585073 nChanged 108 SP:Iteration 13Q (3768.474766 sec): 3 clusters Score: Raw -464168.286580 + Penalty 2688.336310 = -461479.950270 nChanged 110 SP:Iteration 14Q (3768.527154 sec): 3 clusters Score: Raw -464256.328512 + Penalty 2688.336310 = -461567.992202 nChanged 100 SP:Iteration 15Q (3768.560749 sec): 3 clusters Score: Raw -464335.503131 + Penalty 2688.336310 = -461647.166821 nChanged 77 SP:Iteration 16Q (3768.606039 sec): 3 clusters Score: Raw -464391.595948 + Penalty 2688.336310 = -461703.259638 nChanged 55 SP:Iteration 17Q (3768.650720 sec): 3 clusters Score: Raw -464422.182295 + Penalty 2688.336310 = -461733.845985 nChanged 42 SP:Iteration 18Q (3768.696338 sec): 3 clusters Score: Raw -464446.340626 + Penalty 2688.336310 = -461758.004316 nChanged 41 SP:Iteration 19Q (3768.743948 sec): 3 clusters Score: Raw -464473.853327 + Penalty 2688.336310 = -461785.517017 nChanged 36 SP:Iteration 20F (3768.793353 sec): 3 clusters Score: Raw -464495.152830 + Penalty 2688.336310 = -461806.816520 nChanged 31 SP:Iteration 21Q (3768.841768 sec): 3 clusters Score: Raw -464512.159964 + Penalty 2688.336310 = -461823.823654 nChanged 23 SP:Iteration 22Q (3768.886670 sec): 3 clusters Score: Raw -464524.018893 + Penalty 2688.336310 = -461835.682583 nChanged 16 SP:Iteration 23Q (3768.934535 sec): 3 clusters Score: Raw -464531.881548 + Penalty 2688.336310 = -461843.545238 nChanged 15 SP:Iteration 24Q (3768.979498 sec): 3 clusters Score: Raw -464540.226334 + Penalty 2688.336310 = -461851.890024 nChanged 16 SP:Iteration 25Q (3769.014595 sec): 3 clusters Score: Raw -464546.614318 + Penalty 2688.336310 = -461858.278008 nChanged 14 SP:Iteration 26Q (3769.062203 sec): 3 clusters Score: Raw -464550.201597 + Penalty 2688.336310 = -461861.865287 nChanged 7 SP:Iteration 27Q (3769.107702 sec): 3 clusters Score: Raw -464552.317125 + Penalty 2688.336310 = -461863.980815 nChanged 5 SP:Iteration 28Q (3769.148490 sec): 3 clusters Score: Raw -464554.143789 + Penalty 2688.336310 = -461865.807479 nChanged 7 SP:Iteration 29Q (3769.197050 sec): 3 clusters Score: Raw -464556.610346 + Penalty 2688.336310 = -461868.274036 nChanged 9 SP:Iteration 30Q (3769.254920 sec): 3 clusters Score: Raw -464560.561039 + Penalty 2688.336310 = -461872.224729 nChanged 15 SP:Iteration 31Q (3769.292122 sec): 3 clusters Score: Raw -464564.900674 + Penalty 2688.336310 = -461876.564364 nChanged 9 SP:Iteration 32Q (3769.346876 sec): 3 clusters Score: Raw -464568.160966 + Penalty 2688.336310 = -461879.824655 nChanged 11 SP:Iteration 33Q (3769.383764 sec): 3 clusters Score: Raw -464571.217724 + Penalty 2688.336310 = -461882.881414 nChanged 7 SP:Iteration 34Q (3769.438392 sec): 3 clusters Score: Raw -464574.081950 + Penalty 2688.336310 = -461885.745640 nChanged 5 SP:Iteration 35Q (3769.475291 sec): 3 clusters Score: Raw -464575.677661 + Penalty 2688.336310 = -461887.341351 nChanged 2 SP:Iteration 36Q (3769.519911 sec): 3 clusters Score: Raw -464575.897327 + Penalty 2688.336310 = -461887.561017 nChanged 2 SP:Iteration 37Q (3769.574464 sec): 3 clusters Score: Raw -464576.480685 + Penalty 2688.336310 = -461888.144375 nChanged 3 SP:Iteration 38Q (3769.611695 sec): 3 clusters Score: Raw -464577.238020 + Penalty 2688.336310 = -461888.901709 nChanged 4 SP:Iteration 39Q (3769.656076 sec): 3 clusters Score: Raw -464578.917907 + Penalty 2688.336310 = -461890.581596 nChanged 2 SP:Iteration 40F (3769.701985 sec): 3 clusters Score: Raw -464579.666145 + Penalty 2688.336310 = -461891.329835 nChanged 5 SP:Iteration 41Q (3769.759480 sec): 3 clusters Score: Raw -464580.448603 + Penalty 2688.336310 = -461892.112293 nChanged 2 SP:Iteration 42Q (3769.796641 sec): 3 clusters Score: Raw -464580.815869 + Penalty 2688.336310 = -461892.479559 nChanged 4 SP:Iteration 43Q (3769.841436 sec): 3 clusters Score: Raw -464581.387375 + Penalty 2688.336310 = -461893.051065 nChanged 1 SP:Iteration 44Q (3769.885571 sec): 3 clusters Score: Raw -464581.472287 + Penalty 2688.336310 = -461893.135977 nChanged 0 SP:Iteration 45F (3769.931399 sec): 3 clusters Score: Raw -464581.472287 + Penalty 2688.336310 = -461893.135977 nChanged 0 Trying to split cluster 19 (19706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3769.979219 sec): 2 clusters Score: Raw -2351251.481224 + Penalty 1606.910246 = -2349644.570978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3770.064159 sec): 3 clusters Score: Raw -2339387.733374 + Penalty 3213.820492 = -2336173.912883 nChanged 8891 SP:Iteration 1F (3770.135782 sec): 3 clusters Score: Raw -2344299.828004 + Penalty 3213.820492 = -2341086.007512 nChanged 1070 SP:Iteration 2F (3770.200085 sec): 3 clusters Score: Raw -2344760.881426 + Penalty 3213.820492 = -2341547.060934 nChanged 1113 SP:Iteration 3F (3770.272861 sec): 3 clusters Score: Raw -2345323.138638 + Penalty 3213.820492 = -2342109.318146 nChanged 1179 SP:Iteration 4F (3770.345278 sec): 3 clusters Score: Raw -2346024.149147 + Penalty 3213.820492 = -2342810.328655 nChanged 1249 SP:Iteration 5F (3770.418319 sec): 3 clusters Score: Raw -2346931.778291 + Penalty 3213.820492 = -2343717.957799 nChanged 1291 SP:Iteration 6F (3770.491804 sec): 3 clusters Score: Raw -2347978.669078 + Penalty 3213.820492 = -2344764.848586 nChanged 1154 SP:Iteration 7F (3770.559247 sec): 3 clusters Score: Raw -2348898.400166 + Penalty 3213.820492 = -2345684.579674 nChanged 876 SP:Iteration 8Q (3770.632140 sec): 3 clusters Score: Raw -2349584.782831 + Penalty 3213.820492 = -2346370.962339 nChanged 723 SP:Iteration 9Q (3770.712975 sec): 3 clusters Score: Raw -2350085.870027 + Penalty 3213.820492 = -2346872.049535 nChanged 508 SP:Iteration 10Q (3770.771488 sec): 3 clusters Score: Raw -2350432.385009 + Penalty 3213.820492 = -2347218.564517 nChanged 409 SP:Iteration 11Q (3770.843738 sec): 3 clusters Score: Raw -2350685.620729 + Penalty 3213.820492 = -2347471.800237 nChanged 298 SP:Iteration 12Q (3770.923251 sec): 3 clusters Score: Raw -2350869.895506 + Penalty 3213.820492 = -2347656.075014 nChanged 236 SP:Iteration 13Q (3770.985448 sec): 3 clusters Score: Raw -2351027.816912 + Penalty 3213.820492 = -2347813.996420 nChanged 209 SP:Iteration 14Q (3771.055663 sec): 3 clusters Score: Raw -2351164.136860 + Penalty 3213.820492 = -2347950.316368 nChanged 194 SP:Iteration 15Q (3771.125706 sec): 3 clusters Score: Raw -2351289.725507 + Penalty 3213.820492 = -2348075.905015 nChanged 166 SP:Iteration 16Q (3771.184854 sec): 3 clusters Score: Raw -2351384.140143 + Penalty 3213.820492 = -2348170.319651 nChanged 136 SP:Iteration 17Q (3771.247057 sec): 3 clusters Score: Raw -2351450.771392 + Penalty 3213.820492 = -2348236.950900 nChanged 106 SP:Iteration 18Q (3771.315851 sec): 3 clusters Score: Raw -2351505.797565 + Penalty 3213.820492 = -2348291.977073 nChanged 110 SP:Iteration 19Q (3771.390062 sec): 3 clusters Score: Raw -2351561.045185 + Penalty 3213.820492 = -2348347.224693 nChanged 95 SP:Iteration 20F (3771.458223 sec): 3 clusters Score: Raw -2351602.628616 + Penalty 3213.820492 = -2348388.808124 nChanged 71 SP:Iteration 21Q (3771.525126 sec): 3 clusters Score: Raw -2351639.147181 + Penalty 3213.820492 = -2348425.326689 nChanged 68 SP:Iteration 22Q (3771.593013 sec): 3 clusters Score: Raw -2351665.970360 + Penalty 3213.820492 = -2348452.149868 nChanged 67 SP:Iteration 23Q (3771.664888 sec): 3 clusters Score: Raw -2351687.785681 + Penalty 3213.820492 = -2348473.965189 nChanged 40 SP:Iteration 24Q (3771.754665 sec): 3 clusters Score: Raw -2351700.498955 + Penalty 3213.820492 = -2348486.678463 nChanged 43 SP:Iteration 25Q (3771.830496 sec): 3 clusters Score: Raw -2351717.039325 + Penalty 3213.820492 = -2348503.218833 nChanged 40 SP:Iteration 26Q (3771.903992 sec): 3 clusters Score: Raw -2351730.708055 + Penalty 3213.820492 = -2348516.887563 nChanged 37 SP:Iteration 27Q (3771.970642 sec): 3 clusters Score: Raw -2351740.860849 + Penalty 3213.820492 = -2348527.040357 nChanged 22 SP:Iteration 28Q (3772.039585 sec): 3 clusters Score: Raw -2351746.088938 + Penalty 3213.820492 = -2348532.268446 nChanged 14 SP:Iteration 29Q (3772.107574 sec): 3 clusters Score: Raw -2351749.498920 + Penalty 3213.820492 = -2348535.678428 nChanged 10 SP:Iteration 30Q (3772.187760 sec): 3 clusters Score: Raw -2351751.364477 + Penalty 3213.820492 = -2348537.543985 nChanged 6 SP:Iteration 31Q (3772.269692 sec): 3 clusters Score: Raw -2351752.218361 + Penalty 3213.820492 = -2348538.397869 nChanged 2 SP:Iteration 32Q (3772.351639 sec): 3 clusters Score: Raw -2351752.463375 + Penalty 3213.820492 = -2348538.642883 nChanged 1 SP:Iteration 33Q (3772.426588 sec): 3 clusters Score: Raw -2351752.662904 + Penalty 3213.820492 = -2348538.842412 nChanged 1 SP:Iteration 34Q (3772.509624 sec): 3 clusters Score: Raw -2351752.943815 + Penalty 3213.820492 = -2348539.123323 nChanged 1 SP:Iteration 35Q (3772.591835 sec): 3 clusters Score: Raw -2351753.116144 + Penalty 3213.820492 = -2348539.295652 nChanged 1 SP:Iteration 36Q (3772.663358 sec): 3 clusters Score: Raw -2351753.303883 + Penalty 3213.820492 = -2348539.483391 nChanged 1 SP:Iteration 37Q (3772.741818 sec): 3 clusters Score: Raw -2351753.566347 + Penalty 3213.820492 = -2348539.745855 nChanged 1 SP:Iteration 38Q (3772.803916 sec): 3 clusters Score: Raw -2351753.688620 + Penalty 3213.820492 = -2348539.868128 nChanged 1 SP:Iteration 39Q (3772.871468 sec): 3 clusters Score: Raw -2351754.028575 + Penalty 3213.820492 = -2348540.208083 nChanged 1 SP:Iteration 40F (3772.957470 sec): 3 clusters Score: Raw -2351754.151810 + Penalty 3213.820492 = -2348540.331318 nChanged 0 Trying to split cluster 20 (4215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3772.986332 sec): 2 clusters Score: Raw -448262.792609 + Penalty 1356.290791 = -446906.501818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3773.020883 sec): 3 clusters Score: Raw -446181.217856 + Penalty 2712.581583 = -443468.636273 nChanged 1665 SP:Iteration 1F (3773.060334 sec): 3 clusters Score: Raw -447247.039128 + Penalty 2712.581583 = -444534.457545 nChanged 410 SP:Iteration 2F (3773.092912 sec): 3 clusters Score: Raw -447576.521055 + Penalty 2712.581583 = -444863.939473 nChanged 319 SP:Iteration 3F (3773.139472 sec): 3 clusters Score: Raw -447812.281585 + Penalty 2712.581583 = -445099.700002 nChanged 251 SP:Iteration 4F (3773.175986 sec): 3 clusters Score: Raw -447993.170088 + Penalty 2712.581583 = -445280.588505 nChanged 213 SP:Iteration 5F (3773.216094 sec): 3 clusters Score: Raw -448150.366371 + Penalty 2712.581583 = -445437.784788 nChanged 176 SP:Iteration 6Q (3773.248759 sec): 3 clusters Score: Raw -448256.345228 + Penalty 2712.581583 = -445543.763645 nChanged 118 SP:Iteration 7Q (3773.294041 sec): 3 clusters Score: Raw -448325.157917 + Penalty 2712.581583 = -445612.576334 nChanged 99 SP:Iteration 8Q (3773.333702 sec): 3 clusters Score: Raw -448404.630627 + Penalty 2712.581583 = -445692.049045 nChanged 97 SP:Iteration 9Q (3773.360485 sec): 3 clusters Score: Raw -448474.148392 + Penalty 2712.581583 = -445761.566809 nChanged 93 SP:Iteration 10Q (3773.399870 sec): 3 clusters Score: Raw -448530.114977 + Penalty 2712.581583 = -445817.533395 nChanged 67 SP:Iteration 11Q (3773.454940 sec): 3 clusters Score: Raw -448569.169396 + Penalty 2712.581583 = -445856.587814 nChanged 55 SP:Iteration 12Q (3773.503488 sec): 3 clusters Score: Raw -448604.769367 + Penalty 2712.581583 = -445892.187784 nChanged 48 SP:Iteration 13Q (3773.540160 sec): 3 clusters Score: Raw -448631.838333 + Penalty 2712.581583 = -445919.256751 nChanged 43 SP:Iteration 14Q (3773.572926 sec): 3 clusters Score: Raw -448654.397209 + Penalty 2712.581583 = -445941.815626 nChanged 39 SP:Iteration 15Q (3773.619719 sec): 3 clusters Score: Raw -448671.881571 + Penalty 2712.581583 = -445959.299988 nChanged 29 SP:Iteration 16Q (3773.668476 sec): 3 clusters Score: Raw -448683.780466 + Penalty 2712.581583 = -445971.198883 nChanged 20 SP:Iteration 17Q (3773.707530 sec): 3 clusters Score: Raw -448692.394149 + Penalty 2712.581583 = -445979.812566 nChanged 14 SP:Iteration 18Q (3773.744222 sec): 3 clusters Score: Raw -448698.708687 + Penalty 2712.581583 = -445986.127104 nChanged 9 SP:Iteration 19Q (3773.777023 sec): 3 clusters Score: Raw -448702.447095 + Penalty 2712.581583 = -445989.865512 nChanged 8 SP:Iteration 20F (3773.817514 sec): 3 clusters Score: Raw -448705.098888 + Penalty 2712.581583 = -445992.517306 nChanged 5 SP:Iteration 21Q (3773.864586 sec): 3 clusters Score: Raw -448706.625992 + Penalty 2712.581583 = -445994.044409 nChanged 5 SP:Iteration 22Q (3773.911884 sec): 3 clusters Score: Raw -448708.485725 + Penalty 2712.581583 = -445995.904142 nChanged 4 SP:Iteration 23Q (3773.959218 sec): 3 clusters Score: Raw -448709.569568 + Penalty 2712.581583 = -445996.987985 nChanged 1 SP:Iteration 24Q (3774.017276 sec): 3 clusters Score: Raw -448709.705261 + Penalty 2712.581583 = -445997.123678 nChanged 0 SP:Iteration 25F (3774.062498 sec): 3 clusters Score: Raw -448709.705261 + Penalty 2712.581583 = -445997.123678 nChanged 0 Trying to split cluster 21 (1557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3774.095947 sec): 2 clusters Score: Raw -180265.356777 + Penalty 1194.458878 = -179070.897899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3774.135587 sec): 3 clusters Score: Raw -179621.319432 + Penalty 2388.917756 = -177232.401676 nChanged 528 SP:Iteration 1F (3774.176591 sec): 3 clusters Score: Raw -180022.025307 + Penalty 2388.917756 = -177633.107552 nChanged 135 SP:Iteration 2F (3774.226889 sec): 3 clusters Score: Raw -180135.389882 + Penalty 2388.917756 = -177746.472126 nChanged 68 SP:Iteration 3Q (3774.278563 sec): 3 clusters Score: Raw -180188.017116 + Penalty 2388.917756 = -177799.099360 nChanged 48 SP:Iteration 4Q (3774.326174 sec): 3 clusters Score: Raw -180221.921552 + Penalty 2388.917756 = -177833.003796 nChanged 36 SP:Iteration 5Q (3774.376848 sec): 3 clusters Score: Raw -180245.640112 + Penalty 2388.917756 = -177856.722356 nChanged 23 SP:Iteration 6Q (3774.427812 sec): 3 clusters Score: Raw -180258.726285 + Penalty 2388.917756 = -177869.808529 nChanged 20 SP:Iteration 7Q (3774.478942 sec): 3 clusters Score: Raw -180269.709601 + Penalty 2388.917756 = -177880.791845 nChanged 24 SP:Iteration 8Q (3774.541779 sec): 3 clusters Score: Raw -180282.221146 + Penalty 2388.917756 = -177893.303390 nChanged 15 SP:Iteration 9Q (3774.573322 sec): 3 clusters Score: Raw -180291.677546 + Penalty 2388.917756 = -177902.759791 nChanged 10 SP:Iteration 10Q (3774.624226 sec): 3 clusters Score: Raw -180297.070994 + Penalty 2388.917756 = -177908.153238 nChanged 8 SP:Iteration 11Q (3774.670469 sec): 3 clusters Score: Raw -180303.438667 + Penalty 2388.917756 = -177914.520912 nChanged 8 SP:Iteration 12Q (3774.721773 sec): 3 clusters Score: Raw -180307.395280 + Penalty 2388.917756 = -177918.477524 nChanged 5 SP:Iteration 13Q (3774.772503 sec): 3 clusters Score: Raw -180309.608949 + Penalty 2388.917756 = -177920.691194 nChanged 5 SP:Iteration 14Q (3774.823731 sec): 3 clusters Score: Raw -180311.776098 + Penalty 2388.917756 = -177922.858342 nChanged 5 SP:Iteration 15Q (3774.869501 sec): 3 clusters Score: Raw -180314.376481 + Penalty 2388.917756 = -177925.458725 nChanged 3 SP:Iteration 16Q (3774.909665 sec): 3 clusters Score: Raw -180315.820289 + Penalty 2388.917756 = -177926.902533 nChanged 3 SP:Iteration 17Q (3774.946287 sec): 3 clusters Score: Raw -180317.514000 + Penalty 2388.917756 = -177928.596244 nChanged 2 SP:Iteration 18Q (3774.989268 sec): 3 clusters Score: Raw -180318.092400 + Penalty 2388.917756 = -177929.174644 nChanged 0 SP:Iteration 19F (3775.034543 sec): 3 clusters Score: Raw -180318.092400 + Penalty 2388.917756 = -177929.174644 nChanged 0 Trying to split cluster 22 (2845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3775.051004 sec): 2 clusters Score: Raw -325778.541257 + Penalty 1292.414231 = -324486.127026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3775.096923 sec): 3 clusters Score: Raw -324464.630520 + Penalty 2584.828463 = -321879.802058 nChanged 1025 SP:Iteration 1F (3775.149094 sec): 3 clusters Score: Raw -325076.380515 + Penalty 2584.828463 = -322491.552052 nChanged 237 SP:Iteration 2F (3775.201982 sec): 3 clusters Score: Raw -325256.973536 + Penalty 2584.828463 = -322672.145073 nChanged 144 SP:Iteration 3F (3775.240242 sec): 3 clusters Score: Raw -325362.886131 + Penalty 2584.828463 = -322778.057668 nChanged 117 SP:Iteration 4Q (3775.283769 sec): 3 clusters Score: Raw -325451.044174 + Penalty 2584.828463 = -322866.215711 nChanged 108 SP:Iteration 5Q (3775.315909 sec): 3 clusters Score: Raw -325531.912164 + Penalty 2584.828463 = -322947.083701 nChanged 99 SP:Iteration 6Q (3775.354707 sec): 3 clusters Score: Raw -325617.432166 + Penalty 2584.828463 = -323032.603703 nChanged 99 SP:Iteration 7Q (3775.400924 sec): 3 clusters Score: Raw -325707.969995 + Penalty 2584.828463 = -323123.141532 nChanged 102 SP:Iteration 8Q (3775.453357 sec): 3 clusters Score: Raw -325776.912832 + Penalty 2584.828463 = -323192.084370 nChanged 78 SP:Iteration 9Q (3775.505634 sec): 3 clusters Score: Raw -325840.292525 + Penalty 2584.828463 = -323255.464062 nChanged 80 SP:Iteration 10Q (3775.547381 sec): 3 clusters Score: Raw -325889.283588 + Penalty 2584.828463 = -323304.455126 nChanged 59 SP:Iteration 11Q (3775.599216 sec): 3 clusters Score: Raw -325923.415186 + Penalty 2584.828463 = -323338.586723 nChanged 44 SP:Iteration 12Q (3775.651420 sec): 3 clusters Score: Raw -325947.610302 + Penalty 2584.828463 = -323362.781839 nChanged 29 SP:Iteration 13Q (3775.698340 sec): 3 clusters Score: Raw -325963.264326 + Penalty 2584.828463 = -323378.435864 nChanged 22 SP:Iteration 14Q (3775.751594 sec): 3 clusters Score: Raw -325973.841654 + Penalty 2584.828463 = -323389.013192 nChanged 18 SP:Iteration 15Q (3775.796148 sec): 3 clusters Score: Raw -325981.185918 + Penalty 2584.828463 = -323396.357456 nChanged 17 SP:Iteration 16Q (3775.850839 sec): 3 clusters Score: Raw -325987.178683 + Penalty 2584.828463 = -323402.350220 nChanged 15 SP:Iteration 17Q (3775.891349 sec): 3 clusters Score: Raw -325993.181758 + Penalty 2584.828463 = -323408.353296 nChanged 12 SP:Iteration 18Q (3775.932085 sec): 3 clusters Score: Raw -325997.122810 + Penalty 2584.828463 = -323412.294347 nChanged 6 SP:Iteration 19Q (3775.966172 sec): 3 clusters Score: Raw -326000.058478 + Penalty 2584.828463 = -323415.230015 nChanged 5 SP:Iteration 20F (3776.015705 sec): 3 clusters Score: Raw -326002.053900 + Penalty 2584.828463 = -323417.225437 nChanged 7 SP:Iteration 21Q (3776.060605 sec): 3 clusters Score: Raw -326004.722945 + Penalty 2584.828463 = -323419.894482 nChanged 7 SP:Iteration 22Q (3776.106909 sec): 3 clusters Score: Raw -326008.086716 + Penalty 2584.828463 = -323423.258254 nChanged 8 SP:Iteration 23Q (3776.158688 sec): 3 clusters Score: Raw -326010.690064 + Penalty 2584.828463 = -323425.861602 nChanged 6 SP:Iteration 24Q (3776.207502 sec): 3 clusters Score: Raw -326013.555895 + Penalty 2584.828463 = -323428.727433 nChanged 3 SP:Iteration 25Q (3776.259578 sec): 3 clusters Score: Raw -326014.624712 + Penalty 2584.828463 = -323429.796249 nChanged 5 SP:Iteration 26Q (3776.309661 sec): 3 clusters Score: Raw -326016.814623 + Penalty 2584.828463 = -323431.986161 nChanged 6 SP:Iteration 27Q (3776.362322 sec): 3 clusters Score: Raw -326021.295357 + Penalty 2584.828463 = -323436.466894 nChanged 6 SP:Iteration 28Q (3776.414757 sec): 3 clusters Score: Raw -326024.453757 + Penalty 2584.828463 = -323439.625295 nChanged 7 SP:Iteration 29Q (3776.467207 sec): 3 clusters Score: Raw -326027.320633 + Penalty 2584.828463 = -323442.492170 nChanged 3 SP:Iteration 30Q (3776.516470 sec): 3 clusters Score: Raw -326028.270747 + Penalty 2584.828463 = -323443.442284 nChanged 1 SP:Iteration 31Q (3776.569474 sec): 3 clusters Score: Raw -326028.537609 + Penalty 2584.828463 = -323443.709147 nChanged 1 SP:Iteration 32Q (3776.614368 sec): 3 clusters Score: Raw -326028.722179 + Penalty 2584.828463 = -323443.893717 nChanged 3 SP:Iteration 33Q (3776.667074 sec): 3 clusters Score: Raw -326029.162845 + Penalty 2584.828463 = -323444.334383 nChanged 2 SP:Iteration 34Q (3776.710060 sec): 3 clusters Score: Raw -326029.422151 + Penalty 2584.828463 = -323444.593688 nChanged 0 SP:Iteration 35F (3776.761166 sec): 3 clusters Score: Raw -326029.422151 + Penalty 2584.828463 = -323444.593688 nChanged 0 Trying to split cluster 23 (3964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3776.793749 sec): 2 clusters Score: Raw -460508.451273 + Penalty 1346.313946 = -459162.137327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3776.840382 sec): 3 clusters Score: Raw -458525.202488 + Penalty 2692.627891 = -455832.574597 nChanged 1568 SP:Iteration 1F (3776.896292 sec): 3 clusters Score: Raw -459461.756803 + Penalty 2692.627891 = -456769.128912 nChanged 329 SP:Iteration 2F (3776.947301 sec): 3 clusters Score: Raw -459724.866974 + Penalty 2692.627891 = -457032.239083 nChanged 273 SP:Iteration 3F (3777.005460 sec): 3 clusters Score: Raw -459952.748835 + Penalty 2692.627891 = -457260.120944 nChanged 229 SP:Iteration 4F (3777.052469 sec): 3 clusters Score: Raw -460138.198360 + Penalty 2692.627891 = -457445.570469 nChanged 219 SP:Iteration 5F (3777.093395 sec): 3 clusters Score: Raw -460350.943382 + Penalty 2692.627891 = -457658.315491 nChanged 220 SP:Iteration 6F (3777.139756 sec): 3 clusters Score: Raw -460596.299948 + Penalty 2692.627891 = -457903.672057 nChanged 183 SP:Iteration 7Q (3777.180881 sec): 3 clusters Score: Raw -460789.609845 + Penalty 2692.627891 = -458096.981954 nChanged 179 SP:Iteration 8Q (3777.221687 sec): 3 clusters Score: Raw -461001.691162 + Penalty 2692.627891 = -458309.063271 nChanged 159 SP:Iteration 9Q (3777.254340 sec): 3 clusters Score: Raw -461158.323150 + Penalty 2692.627891 = -458465.695259 nChanged 132 SP:Iteration 10Q (3777.310054 sec): 3 clusters Score: Raw -461285.482503 + Penalty 2692.627891 = -458592.854612 nChanged 110 SP:Iteration 11Q (3777.347952 sec): 3 clusters Score: Raw -461386.704415 + Penalty 2692.627891 = -458694.076524 nChanged 88 SP:Iteration 12Q (3777.404705 sec): 3 clusters Score: Raw -461442.812590 + Penalty 2692.627891 = -458750.184699 nChanged 57 SP:Iteration 13Q (3777.455574 sec): 3 clusters Score: Raw -461474.440296 + Penalty 2692.627891 = -458781.812405 nChanged 39 SP:Iteration 14Q (3777.490561 sec): 3 clusters Score: Raw -461496.626444 + Penalty 2692.627891 = -458803.998553 nChanged 29 SP:Iteration 15Q (3777.527185 sec): 3 clusters Score: Raw -461510.948360 + Penalty 2692.627891 = -458818.320469 nChanged 26 SP:Iteration 16Q (3777.563657 sec): 3 clusters Score: Raw -461520.599761 + Penalty 2692.627891 = -458827.971870 nChanged 19 SP:Iteration 17Q (3777.615116 sec): 3 clusters Score: Raw -461528.813412 + Penalty 2692.627891 = -458836.185521 nChanged 12 SP:Iteration 18Q (3777.656666 sec): 3 clusters Score: Raw -461533.713736 + Penalty 2692.627891 = -458841.085845 nChanged 10 SP:Iteration 19Q (3777.703267 sec): 3 clusters Score: Raw -461537.520493 + Penalty 2692.627891 = -458844.892602 nChanged 8 SP:Iteration 20F (3777.744133 sec): 3 clusters Score: Raw -461540.926080 + Penalty 2692.627891 = -458848.298189 nChanged 9 SP:Iteration 21Q (3777.782784 sec): 3 clusters Score: Raw -461544.747791 + Penalty 2692.627891 = -458852.119900 nChanged 11 SP:Iteration 22Q (3777.830899 sec): 3 clusters Score: Raw -461549.319559 + Penalty 2692.627891 = -458856.691668 nChanged 6 SP:Iteration 23Q (3777.869300 sec): 3 clusters Score: Raw -461551.156999 + Penalty 2692.627891 = -458858.529108 nChanged 2 SP:Iteration 24Q (3777.907949 sec): 3 clusters Score: Raw -461552.202325 + Penalty 2692.627891 = -458859.574434 nChanged 2 SP:Iteration 25Q (3777.939265 sec): 3 clusters Score: Raw -461552.605082 + Penalty 2692.627891 = -458859.977191 nChanged 1 SP:Iteration 26Q (3777.988237 sec): 3 clusters Score: Raw -461552.700254 + Penalty 2692.627891 = -458860.072363 nChanged 0 SP:Iteration 27F (3778.025191 sec): 3 clusters Score: Raw -461552.700254 + Penalty 2692.627891 = -458860.072363 nChanged 0 Trying to split cluster 24 (13808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3778.069136 sec): 2 clusters Score: Raw -1546966.095047 + Penalty 1549.113055 = -1545416.981993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3778.119587 sec): 3 clusters Score: Raw -1538830.396032 + Penalty 3098.226109 = -1535732.169922 nChanged 6172 SP:Iteration 1F (3778.174278 sec): 3 clusters Score: Raw -1542296.914456 + Penalty 3098.226109 = -1539198.688347 nChanged 871 SP:Iteration 2F (3778.228788 sec): 3 clusters Score: Raw -1542753.034113 + Penalty 3098.226109 = -1539654.808004 nChanged 857 SP:Iteration 3F (3778.296966 sec): 3 clusters Score: Raw -1543234.554343 + Penalty 3098.226109 = -1540136.328234 nChanged 776 SP:Iteration 4F (3778.363506 sec): 3 clusters Score: Raw -1543655.498619 + Penalty 3098.226109 = -1540557.272509 nChanged 725 SP:Iteration 5F (3778.420217 sec): 3 clusters Score: Raw -1544073.336943 + Penalty 3098.226109 = -1540975.110834 nChanged 727 SP:Iteration 6F (3778.484773 sec): 3 clusters Score: Raw -1544535.456236 + Penalty 3098.226109 = -1541437.230127 nChanged 694 SP:Iteration 7F (3778.558134 sec): 3 clusters Score: Raw -1544970.758148 + Penalty 3098.226109 = -1541872.532038 nChanged 631 SP:Iteration 8Q (3778.629652 sec): 3 clusters Score: Raw -1545348.873259 + Penalty 3098.226109 = -1542250.647150 nChanged 555 SP:Iteration 9Q (3778.702288 sec): 3 clusters Score: Raw -1545677.304737 + Penalty 3098.226109 = -1542579.078628 nChanged 426 SP:Iteration 10Q (3778.774383 sec): 3 clusters Score: Raw -1545882.248234 + Penalty 3098.226109 = -1542784.022124 nChanged 341 SP:Iteration 11Q (3778.847419 sec): 3 clusters Score: Raw -1545998.026832 + Penalty 3098.226109 = -1542899.800722 nChanged 236 SP:Iteration 12Q (3778.918722 sec): 3 clusters Score: Raw -1546057.005386 + Penalty 3098.226109 = -1542958.779277 nChanged 146 SP:Iteration 13Q (3778.984348 sec): 3 clusters Score: Raw -1546084.374658 + Penalty 3098.226109 = -1542986.148549 nChanged 106 SP:Iteration 14Q (3779.047213 sec): 3 clusters Score: Raw -1546103.719925 + Penalty 3098.226109 = -1543005.493816 nChanged 83 SP:Iteration 15Q (3779.111117 sec): 3 clusters Score: Raw -1546117.996146 + Penalty 3098.226109 = -1543019.770036 nChanged 86 SP:Iteration 16Q (3779.174956 sec): 3 clusters Score: Raw -1546131.545642 + Penalty 3098.226109 = -1543033.319533 nChanged 77 SP:Iteration 17Q (3779.237795 sec): 3 clusters Score: Raw -1546143.226025 + Penalty 3098.226109 = -1543044.999916 nChanged 64 SP:Iteration 18Q (3779.309991 sec): 3 clusters Score: Raw -1546152.818821 + Penalty 3098.226109 = -1543054.592712 nChanged 52 SP:Iteration 19Q (3779.381644 sec): 3 clusters Score: Raw -1546158.884154 + Penalty 3098.226109 = -1543060.658045 nChanged 41 SP:Iteration 20F (3779.435271 sec): 3 clusters Score: Raw -1546164.050364 + Penalty 3098.226109 = -1543065.824254 nChanged 42 SP:Iteration 21Q (3779.504167 sec): 3 clusters Score: Raw -1546170.055785 + Penalty 3098.226109 = -1543071.829676 nChanged 50 SP:Iteration 22Q (3779.577312 sec): 3 clusters Score: Raw -1546178.108895 + Penalty 3098.226109 = -1543079.882785 nChanged 56 SP:Iteration 23Q (3779.648430 sec): 3 clusters Score: Raw -1546187.341666 + Penalty 3098.226109 = -1543089.115557 nChanged 57 SP:Iteration 24Q (3779.714206 sec): 3 clusters Score: Raw -1546195.441878 + Penalty 3098.226109 = -1543097.215769 nChanged 53 SP:Iteration 25Q (3779.794417 sec): 3 clusters Score: Raw -1546201.961080 + Penalty 3098.226109 = -1543103.734970 nChanged 53 SP:Iteration 26Q (3779.863477 sec): 3 clusters Score: Raw -1546209.399754 + Penalty 3098.226109 = -1543111.173644 nChanged 35 SP:Iteration 27Q (3779.917699 sec): 3 clusters Score: Raw -1546213.454908 + Penalty 3098.226109 = -1543115.228798 nChanged 41 SP:Iteration 28Q (3779.988247 sec): 3 clusters Score: Raw -1546219.326538 + Penalty 3098.226109 = -1543121.100429 nChanged 42 SP:Iteration 29Q (3780.042131 sec): 3 clusters Score: Raw -1546224.999247 + Penalty 3098.226109 = -1543126.773138 nChanged 43 SP:Iteration 30Q (3780.104547 sec): 3 clusters Score: Raw -1546230.085687 + Penalty 3098.226109 = -1543131.859577 nChanged 39 SP:Iteration 31Q (3780.176209 sec): 3 clusters Score: Raw -1546234.538844 + Penalty 3098.226109 = -1543136.312735 nChanged 38 SP:Iteration 32Q (3780.240812 sec): 3 clusters Score: Raw -1546239.269939 + Penalty 3098.226109 = -1543141.043830 nChanged 37 SP:Iteration 33Q (3780.305459 sec): 3 clusters Score: Raw -1546244.505585 + Penalty 3098.226109 = -1543146.279475 nChanged 46 SP:Iteration 34Q (3780.378350 sec): 3 clusters Score: Raw -1546251.382819 + Penalty 3098.226109 = -1543153.156710 nChanged 43 SP:Iteration 35Q (3780.454573 sec): 3 clusters Score: Raw -1546258.341523 + Penalty 3098.226109 = -1543160.115414 nChanged 46 SP:Iteration 36Q (3780.528731 sec): 3 clusters Score: Raw -1546265.619497 + Penalty 3098.226109 = -1543167.393388 nChanged 39 SP:Iteration 37Q (3780.597703 sec): 3 clusters Score: Raw -1546270.570947 + Penalty 3098.226109 = -1543172.344838 nChanged 33 SP:Iteration 38Q (3780.660842 sec): 3 clusters Score: Raw -1546275.089524 + Penalty 3098.226109 = -1543176.863415 nChanged 30 SP:Iteration 39Q (3780.732681 sec): 3 clusters Score: Raw -1546278.349479 + Penalty 3098.226109 = -1543180.123370 nChanged 26 SP:Iteration 40F (3780.806545 sec): 3 clusters Score: Raw -1546281.190094 + Penalty 3098.226109 = -1543182.963984 nChanged 25 SP:Iteration 41Q (3780.869175 sec): 3 clusters Score: Raw -1546284.803348 + Penalty 3098.226109 = -1543186.577239 nChanged 30 SP:Iteration 42Q (3780.943670 sec): 3 clusters Score: Raw -1546289.439912 + Penalty 3098.226109 = -1543191.213803 nChanged 42 SP:Iteration 43Q (3781.015007 sec): 3 clusters Score: Raw -1546295.079334 + Penalty 3098.226109 = -1543196.853224 nChanged 50 SP:Iteration 44Q (3781.088649 sec): 3 clusters Score: Raw -1546302.376129 + Penalty 3098.226109 = -1543204.150020 nChanged 57 SP:Iteration 45Q (3781.163369 sec): 3 clusters Score: Raw -1546310.413604 + Penalty 3098.226109 = -1543212.187494 nChanged 51 SP:Iteration 46Q (3781.230044 sec): 3 clusters Score: Raw -1546317.735106 + Penalty 3098.226109 = -1543219.508997 nChanged 52 SP:Iteration 47Q (3781.277902 sec): 3 clusters Score: Raw -1546324.743701 + Penalty 3098.226109 = -1543226.517592 nChanged 46 SP:Iteration 48Q (3781.343578 sec): 3 clusters Score: Raw -1546332.004620 + Penalty 3098.226109 = -1543233.778510 nChanged 48 SP:Iteration 49Q (3781.405459 sec): 3 clusters Score: Raw -1546338.678485 + Penalty 3098.226109 = -1543240.452375 nChanged 44 SP:Iteration 50Q (3781.466752 sec): 3 clusters Score: Raw -1546345.547061 + Penalty 3098.226109 = -1543247.320952 nChanged 42 SP:Iteration 51Q (3781.516033 sec): 3 clusters Score: Raw -1546351.566611 + Penalty 3098.226109 = -1543253.340502 nChanged 45 SP:Iteration 52Q (3781.580789 sec): 3 clusters Score: Raw -1546360.324061 + Penalty 3098.226109 = -1543262.097952 nChanged 62 SP:Iteration 53Q (3781.631270 sec): 3 clusters Score: Raw -1546371.199712 + Penalty 3098.226109 = -1543272.973603 nChanged 58 SP:Iteration 54Q (3781.703170 sec): 3 clusters Score: Raw -1546379.202382 + Penalty 3098.226109 = -1543280.976273 nChanged 48 SP:Iteration 55Q (3781.766659 sec): 3 clusters Score: Raw -1546386.654889 + Penalty 3098.226109 = -1543288.428779 nChanged 51 SP:Iteration 56Q (3781.822464 sec): 3 clusters Score: Raw -1546394.942298 + Penalty 3098.226109 = -1543296.716189 nChanged 60 SP:Iteration 57Q (3781.898371 sec): 3 clusters Score: Raw -1546405.922473 + Penalty 3098.226109 = -1543307.696363 nChanged 74 SP:Iteration 58Q (3781.950437 sec): 3 clusters Score: Raw -1546416.901845 + Penalty 3098.226109 = -1543318.675736 nChanged 66 SP:Iteration 59Q (3782.005234 sec): 3 clusters Score: Raw -1546427.227598 + Penalty 3098.226109 = -1543329.001489 nChanged 53 SP:Iteration 60F (3782.059769 sec): 3 clusters Score: Raw -1546435.349728 + Penalty 3098.226109 = -1543337.123619 nChanged 44 SP:Iteration 61Q (3782.119646 sec): 3 clusters Score: Raw -1546442.285075 + Penalty 3098.226109 = -1543344.058966 nChanged 45 SP:Iteration 62Q (3782.172913 sec): 3 clusters Score: Raw -1546449.714408 + Penalty 3098.226109 = -1543351.488298 nChanged 59 SP:Iteration 63Q (3782.242825 sec): 3 clusters Score: Raw -1546459.785499 + Penalty 3098.226109 = -1543361.559390 nChanged 59 SP:Iteration 64Q (3782.295218 sec): 3 clusters Score: Raw -1546470.040625 + Penalty 3098.226109 = -1543371.814516 nChanged 48 SP:Iteration 65Q (3782.350433 sec): 3 clusters Score: Raw -1546477.965042 + Penalty 3098.226109 = -1543379.738932 nChanged 53 SP:Iteration 66Q (3782.410788 sec): 3 clusters Score: Raw -1546487.064309 + Penalty 3098.226109 = -1543388.838200 nChanged 57 SP:Iteration 67Q (3782.466623 sec): 3 clusters Score: Raw -1546498.117231 + Penalty 3098.226109 = -1543399.891122 nChanged 56 SP:Iteration 68Q (3782.523126 sec): 3 clusters Score: Raw -1546509.507133 + Penalty 3098.226109 = -1543411.281024 nChanged 65 SP:Iteration 69Q (3782.577846 sec): 3 clusters Score: Raw -1546523.203356 + Penalty 3098.226109 = -1543424.977247 nChanged 70 SP:Iteration 70Q (3782.639537 sec): 3 clusters Score: Raw -1546535.479906 + Penalty 3098.226109 = -1543437.253797 nChanged 80 SP:Iteration 71Q (3782.703293 sec): 3 clusters Score: Raw -1546554.755403 + Penalty 3098.226109 = -1543456.529294 nChanged 87 SP:Iteration 72Q (3782.768391 sec): 3 clusters Score: Raw -1546580.733061 + Penalty 3098.226109 = -1543482.506952 nChanged 100 SP:Iteration 73Q (3782.834554 sec): 3 clusters Score: Raw -1546606.454569 + Penalty 3098.226109 = -1543508.228459 nChanged 100 SP:Iteration 74Q (3782.884131 sec): 3 clusters Score: Raw -1546633.683695 + Penalty 3098.226109 = -1543535.457586 nChanged 109 SP:Iteration 75Q (3782.955326 sec): 3 clusters Score: Raw -1546664.810099 + Penalty 3098.226109 = -1543566.583990 nChanged 113 SP:Iteration 76Q (3783.021287 sec): 3 clusters Score: Raw -1546695.080885 + Penalty 3098.226109 = -1543596.854776 nChanged 107 SP:Iteration 77Q (3783.088690 sec): 3 clusters Score: Raw -1546724.660001 + Penalty 3098.226109 = -1543626.433892 nChanged 112 SP:Iteration 78Q (3783.156141 sec): 3 clusters Score: Raw -1546758.576386 + Penalty 3098.226109 = -1543660.350277 nChanged 121 SP:Iteration 79Q (3783.221766 sec): 3 clusters Score: Raw -1546797.644733 + Penalty 3098.226109 = -1543699.418623 nChanged 124 SP:Iteration 80F (3783.289071 sec): 3 clusters Score: Raw -1546838.327157 + Penalty 3098.226109 = -1543740.101048 nChanged 127 SP:Iteration 81Q (3783.360159 sec): 3 clusters Score: Raw -1546884.779025 + Penalty 3098.226109 = -1543786.552916 nChanged 113 SP:Iteration 82Q (3783.432982 sec): 3 clusters Score: Raw -1546930.710882 + Penalty 3098.226109 = -1543832.484772 nChanged 125 SP:Iteration 83Q (3783.502115 sec): 3 clusters Score: Raw -1546984.479089 + Penalty 3098.226109 = -1543886.252980 nChanged 106 SP:Iteration 84Q (3783.571030 sec): 3 clusters Score: Raw -1547030.142239 + Penalty 3098.226109 = -1543931.916130 nChanged 110 SP:Iteration 85Q (3783.633739 sec): 3 clusters Score: Raw -1547074.087920 + Penalty 3098.226109 = -1543975.861811 nChanged 106 SP:Iteration 86Q (3783.704606 sec): 3 clusters Score: Raw -1547115.759151 + Penalty 3098.226109 = -1544017.533042 nChanged 105 SP:Iteration 87Q (3783.774344 sec): 3 clusters Score: Raw -1547160.074697 + Penalty 3098.226109 = -1544061.848588 nChanged 91 SP:Iteration 88Q (3783.835663 sec): 3 clusters Score: Raw -1547195.510738 + Penalty 3098.226109 = -1544097.284629 nChanged 75 SP:Iteration 89Q (3783.905764 sec): 3 clusters Score: Raw -1547224.445960 + Penalty 3098.226109 = -1544126.219850 nChanged 74 SP:Iteration 90Q (3783.975400 sec): 3 clusters Score: Raw -1547258.703918 + Penalty 3098.226109 = -1544160.477809 nChanged 72 SP:Iteration 91Q (3784.041035 sec): 3 clusters Score: Raw -1547289.472490 + Penalty 3098.226109 = -1544191.246381 nChanged 67 SP:Iteration 92Q (3784.106369 sec): 3 clusters Score: Raw -1547329.153442 + Penalty 3098.226109 = -1544230.927333 nChanged 75 SP:Iteration 93Q (3784.175858 sec): 3 clusters Score: Raw -1547375.334215 + Penalty 3098.226109 = -1544277.108106 nChanged 66 SP:Iteration 94Q (3784.245953 sec): 3 clusters Score: Raw -1547403.795160 + Penalty 3098.226109 = -1544305.569051 nChanged 65 SP:Iteration 95Q (3784.316567 sec): 3 clusters Score: Raw -1547425.333433 + Penalty 3098.226109 = -1544327.107323 nChanged 55 SP:Iteration 96Q (3784.386381 sec): 3 clusters Score: Raw -1547438.357402 + Penalty 3098.226109 = -1544340.131292 nChanged 38 SP:Iteration 97Q (3784.454176 sec): 3 clusters Score: Raw -1547445.621407 + Penalty 3098.226109 = -1544347.395298 nChanged 38 SP:Iteration 98Q (3784.525265 sec): 3 clusters Score: Raw -1547455.397926 + Penalty 3098.226109 = -1544357.171817 nChanged 34 SP:Iteration 99Q (3784.583347 sec): 3 clusters Score: Raw -1547464.544601 + Penalty 3098.226109 = -1544366.318491 nChanged 28 SP:Iteration 100F (3784.646708 sec): 3 clusters Score: Raw -1547472.682376 + Penalty 3098.226109 = -1544374.456267 nChanged 29 SP:Iteration 101Q (3784.712098 sec): 3 clusters Score: Raw -1547482.880840 + Penalty 3098.226109 = -1544384.654731 nChanged 28 SP:Iteration 102Q (3784.757905 sec): 3 clusters Score: Raw -1547490.118603 + Penalty 3098.226109 = -1544391.892494 nChanged 23 SP:Iteration 103Q (3784.826925 sec): 3 clusters Score: Raw -1547495.326053 + Penalty 3098.226109 = -1544397.099944 nChanged 18 SP:Iteration 104Q (3784.882315 sec): 3 clusters Score: Raw -1547498.269495 + Penalty 3098.226109 = -1544400.043386 nChanged 20 SP:Iteration 105Q (3784.962950 sec): 3 clusters Score: Raw -1547501.516155 + Penalty 3098.226109 = -1544403.290046 nChanged 17 SP:Iteration 106Q (3785.030730 sec): 3 clusters Score: Raw -1547504.429304 + Penalty 3098.226109 = -1544406.203195 nChanged 15 SP:Iteration 107Q (3785.092126 sec): 3 clusters Score: Raw -1547507.195147 + Penalty 3098.226109 = -1544408.969037 nChanged 15 SP:Iteration 108Q (3785.158758 sec): 3 clusters Score: Raw -1547510.042650 + Penalty 3098.226109 = -1544411.816540 nChanged 15 SP:Iteration 109Q (3785.231681 sec): 3 clusters Score: Raw -1547513.101107 + Penalty 3098.226109 = -1544414.874998 nChanged 17 SP:Iteration 110Q (3785.297449 sec): 3 clusters Score: Raw -1547515.863107 + Penalty 3098.226109 = -1544417.636998 nChanged 12 SP:Iteration 111Q (3785.371306 sec): 3 clusters Score: Raw -1547517.317785 + Penalty 3098.226109 = -1544419.091676 nChanged 8 SP:Iteration 112Q (3785.439614 sec): 3 clusters Score: Raw -1547518.232876 + Penalty 3098.226109 = -1544420.006766 nChanged 8 SP:Iteration 113Q (3785.513826 sec): 3 clusters Score: Raw -1547519.531196 + Penalty 3098.226109 = -1544421.305087 nChanged 8 SP:Iteration 114Q (3785.584985 sec): 3 clusters Score: Raw -1547520.587510 + Penalty 3098.226109 = -1544422.361400 nChanged 5 SP:Iteration 115Q (3785.657857 sec): 3 clusters Score: Raw -1547521.392945 + Penalty 3098.226109 = -1544423.166836 nChanged 5 SP:Iteration 116Q (3785.728752 sec): 3 clusters Score: Raw -1547522.519399 + Penalty 3098.226109 = -1544424.293290 nChanged 6 SP:Iteration 117Q (3785.798879 sec): 3 clusters Score: Raw -1547523.533339 + Penalty 3098.226109 = -1544425.307230 nChanged 1 SP:Iteration 118Q (3785.867512 sec): 3 clusters Score: Raw -1547523.589145 + Penalty 3098.226109 = -1544425.363036 nChanged 0 SP:Iteration 119F (3785.938637 sec): 3 clusters Score: Raw -1547523.589145 + Penalty 3098.226109 = -1544425.363036 nChanged 0 Trying to split cluster 25 (2549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3785.964315 sec): 2 clusters Score: Raw -294286.406776 + Penalty 1274.561666 = -293011.845111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3786.014685 sec): 3 clusters Score: Raw -293136.392089 + Penalty 2549.123331 = -290587.268758 nChanged 965 SP:Iteration 1F (3786.054422 sec): 3 clusters Score: Raw -293816.368259 + Penalty 2549.123331 = -291267.244928 nChanged 216 SP:Iteration 2F (3786.100370 sec): 3 clusters Score: Raw -293996.357409 + Penalty 2549.123331 = -291447.234078 nChanged 153 SP:Iteration 3F (3786.156302 sec): 3 clusters Score: Raw -294128.368265 + Penalty 2549.123331 = -291579.244934 nChanged 149 SP:Iteration 4F (3786.197044 sec): 3 clusters Score: Raw -294264.743421 + Penalty 2549.123331 = -291715.620090 nChanged 124 SP:Iteration 5Q (3786.260454 sec): 3 clusters Score: Raw -294365.066698 + Penalty 2549.123331 = -291815.943367 nChanged 101 SP:Iteration 6Q (3786.298233 sec): 3 clusters Score: Raw -294442.564847 + Penalty 2549.123331 = -291893.441516 nChanged 82 SP:Iteration 7Q (3786.353795 sec): 3 clusters Score: Raw -294505.172097 + Penalty 2549.123331 = -291956.048765 nChanged 72 SP:Iteration 8Q (3786.394130 sec): 3 clusters Score: Raw -294564.079703 + Penalty 2549.123331 = -292014.956371 nChanged 58 SP:Iteration 9Q (3786.443216 sec): 3 clusters Score: Raw -294608.270485 + Penalty 2549.123331 = -292059.147154 nChanged 46 SP:Iteration 10Q (3786.496643 sec): 3 clusters Score: Raw -294642.036175 + Penalty 2549.123331 = -292092.912843 nChanged 43 SP:Iteration 11Q (3786.545258 sec): 3 clusters Score: Raw -294673.744633 + Penalty 2549.123331 = -292124.621302 nChanged 33 SP:Iteration 12Q (3786.588450 sec): 3 clusters Score: Raw -294699.418396 + Penalty 2549.123331 = -292150.295064 nChanged 29 SP:Iteration 13Q (3786.632242 sec): 3 clusters Score: Raw -294719.935277 + Penalty 2549.123331 = -292170.811946 nChanged 21 SP:Iteration 14Q (3786.684930 sec): 3 clusters Score: Raw -294731.455043 + Penalty 2549.123331 = -292182.331712 nChanged 25 SP:Iteration 15Q (3786.735269 sec): 3 clusters Score: Raw -294745.409700 + Penalty 2549.123331 = -292196.286369 nChanged 24 SP:Iteration 16Q (3786.798160 sec): 3 clusters Score: Raw -294761.239031 + Penalty 2549.123331 = -292212.115700 nChanged 21 SP:Iteration 17Q (3786.839193 sec): 3 clusters Score: Raw -294772.102206 + Penalty 2549.123331 = -292222.978875 nChanged 11 SP:Iteration 18Q (3786.889981 sec): 3 clusters Score: Raw -294778.189935 + Penalty 2549.123331 = -292229.066604 nChanged 13 SP:Iteration 19Q (3786.941744 sec): 3 clusters Score: Raw -294784.011045 + Penalty 2549.123331 = -292234.887714 nChanged 10 SP:Iteration 20F (3786.993795 sec): 3 clusters Score: Raw -294789.553934 + Penalty 2549.123331 = -292240.430602 nChanged 8 SP:Iteration 21Q (3787.043337 sec): 3 clusters Score: Raw -294792.913226 + Penalty 2549.123331 = -292243.789895 nChanged 7 SP:Iteration 22Q (3787.095193 sec): 3 clusters Score: Raw -294795.749576 + Penalty 2549.123331 = -292246.626245 nChanged 3 SP:Iteration 23Q (3787.158796 sec): 3 clusters Score: Raw -294797.556249 + Penalty 2549.123331 = -292248.432917 nChanged 2 SP:Iteration 24Q (3787.193547 sec): 3 clusters Score: Raw -294798.329038 + Penalty 2549.123331 = -292249.205706 nChanged 3 SP:Iteration 25Q (3787.245146 sec): 3 clusters Score: Raw -294799.710094 + Penalty 2549.123331 = -292250.586763 nChanged 1 SP:Iteration 26Q (3787.289384 sec): 3 clusters Score: Raw -294800.032955 + Penalty 2549.123331 = -292250.909623 nChanged 0 SP:Iteration 27F (3787.341371 sec): 3 clusters Score: Raw -294800.032955 + Penalty 2549.123331 = -292250.909623 nChanged 0 Trying to split cluster 26 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3787.365516 sec): 2 clusters Score: Raw -19324.931856 + Penalty 867.349938 = -18457.581918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3787.414553 sec): 3 clusters Score: Raw -19474.129866 + Penalty 1734.699876 = -17739.429990 nChanged 30 SP:Iteration 1F (3787.455076 sec): 3 clusters Score: Raw -19546.681533 + Penalty 1734.699876 = -17811.981657 nChanged 6 SP:Iteration 2Q (3787.504128 sec): 3 clusters Score: Raw -19576.642642 + Penalty 1734.699876 = -17841.942767 nChanged 6 SP:Iteration 3Q (3787.551172 sec): 3 clusters Score: Raw -19621.886201 + Penalty 1734.699876 = -17887.186325 nChanged 5 SP:Iteration 4Q (3787.597235 sec): 3 clusters Score: Raw -19635.345054 + Penalty 1734.699876 = -17900.645178 nChanged 4 SP:Iteration 5Q (3787.646190 sec): 3 clusters Score: Raw -19660.723248 + Penalty 1734.699876 = -17926.023372 nChanged 2 SP:Iteration 6Q (3787.692536 sec): 3 clusters Score: Raw -19668.295939 + Penalty 1734.699876 = -17933.596063 nChanged 0 SP:Iteration 7F (3787.735927 sec): 3 clusters Score: Raw -19668.295939 + Penalty 1734.699876 = -17933.596063 nChanged 0 Trying to split cluster 27 (2486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3787.772530 sec): 2 clusters Score: Raw -287226.996567 + Penalty 1270.494919 = -285956.501648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3787.817542 sec): 3 clusters Score: Raw -286072.301461 + Penalty 2540.989838 = -283531.311622 nChanged 948 SP:Iteration 1F (3787.862302 sec): 3 clusters Score: Raw -286756.171838 + Penalty 2540.989838 = -284215.182000 nChanged 203 SP:Iteration 2F (3787.890817 sec): 3 clusters Score: Raw -286924.883201 + Penalty 2540.989838 = -284383.893363 nChanged 141 SP:Iteration 3F (3787.946684 sec): 3 clusters Score: Raw -287040.439824 + Penalty 2540.989838 = -284499.449986 nChanged 94 SP:Iteration 4Q (3787.998047 sec): 3 clusters Score: Raw -287113.122185 + Penalty 2540.989838 = -284572.132346 nChanged 96 SP:Iteration 5Q (3788.043925 sec): 3 clusters Score: Raw -287235.403264 + Penalty 2540.989838 = -284694.413426 nChanged 121 SP:Iteration 6Q (3788.095507 sec): 3 clusters Score: Raw -287411.165805 + Penalty 2540.989838 = -284870.175967 nChanged 135 SP:Iteration 7F (3788.147823 sec): 3 clusters Score: Raw -287599.966479 + Penalty 2540.989838 = -285058.976641 nChanged 118 SP:Iteration 8Q (3788.196417 sec): 3 clusters Score: Raw -287756.735449 + Penalty 2540.989838 = -285215.745610 nChanged 119 SP:Iteration 9Q (3788.248261 sec): 3 clusters Score: Raw -287922.791955 + Penalty 2540.989838 = -285381.802117 nChanged 95 SP:Iteration 10Q (3788.299912 sec): 3 clusters Score: Raw -288049.533561 + Penalty 2540.989838 = -285508.543722 nChanged 73 SP:Iteration 11Q (3788.351006 sec): 3 clusters Score: Raw -288140.486975 + Penalty 2540.989838 = -285599.497137 nChanged 55 SP:Iteration 12Q (3788.401463 sec): 3 clusters Score: Raw -288198.881186 + Penalty 2540.989838 = -285657.891348 nChanged 32 SP:Iteration 13Q (3788.453058 sec): 3 clusters Score: Raw -288226.517774 + Penalty 2540.989838 = -285685.527936 nChanged 22 SP:Iteration 14Q (3788.504337 sec): 3 clusters Score: Raw -288244.923788 + Penalty 2540.989838 = -285703.933949 nChanged 14 SP:Iteration 15Q (3788.554518 sec): 3 clusters Score: Raw -288255.398269 + Penalty 2540.989838 = -285714.408430 nChanged 11 SP:Iteration 16Q (3788.601451 sec): 3 clusters Score: Raw -288262.251903 + Penalty 2540.989838 = -285721.262064 nChanged 10 SP:Iteration 17Q (3788.651189 sec): 3 clusters Score: Raw -288266.659957 + Penalty 2540.989838 = -285725.670118 nChanged 5 SP:Iteration 18Q (3788.702284 sec): 3 clusters Score: Raw -288268.367124 + Penalty 2540.989838 = -285727.377286 nChanged 2 SP:Iteration 19Q (3788.752897 sec): 3 clusters Score: Raw -288269.920470 + Penalty 2540.989838 = -285728.930632 nChanged 1 SP:Iteration 20F (3788.798426 sec): 3 clusters Score: Raw -288270.748837 + Penalty 2540.989838 = -285729.758999 nChanged 2 SP:Iteration 21Q (3788.846079 sec): 3 clusters Score: Raw -288271.499557 + Penalty 2540.989838 = -285730.509719 nChanged 2 SP:Iteration 22Q (3788.887091 sec): 3 clusters Score: Raw -288272.458431 + Penalty 2540.989838 = -285731.468592 nChanged 0 SP:Iteration 23F (3788.932203 sec): 3 clusters Score: Raw -288272.458431 + Penalty 2540.989838 = -285731.468592 nChanged 0 Trying to split cluster 28 (29686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3788.991389 sec): 2 clusters Score: Raw -3544215.527683 + Penalty 1673.495010 = -3542542.032672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3789.083445 sec): 3 clusters Score: Raw -3525869.555059 + Penalty 3346.990021 = -3522522.565038 nChanged 13642 SP:Iteration 1F (3789.169392 sec): 3 clusters Score: Raw -3533343.013115 + Penalty 3346.990021 = -3529996.023094 nChanged 1388 SP:Iteration 2Q (3789.271722 sec): 3 clusters Score: Raw -3533869.284284 + Penalty 3346.990021 = -3530522.294263 nChanged 1432 SP:Iteration 3Q (3789.361699 sec): 3 clusters Score: Raw -3534459.977731 + Penalty 3346.990021 = -3531112.987710 nChanged 1432 SP:Iteration 4Q (3789.456917 sec): 3 clusters Score: Raw -3535164.570739 + Penalty 3346.990021 = -3531817.580718 nChanged 1593 SP:Iteration 5F (3789.538908 sec): 3 clusters Score: Raw -3536085.047393 + Penalty 3346.990021 = -3532738.057372 nChanged 1735 SP:Iteration 6F (3789.630511 sec): 3 clusters Score: Raw -3537206.343029 + Penalty 3346.990021 = -3533859.353008 nChanged 1739 SP:Iteration 7F (3789.723629 sec): 3 clusters Score: Raw -3538452.279413 + Penalty 3346.990021 = -3535105.289392 nChanged 1731 SP:Iteration 8F (3789.808919 sec): 3 clusters Score: Raw -3539657.289947 + Penalty 3346.990021 = -3536310.299926 nChanged 1556 SP:Iteration 9F (3789.900643 sec): 3 clusters Score: Raw -3540705.620188 + Penalty 3346.990021 = -3537358.630167 nChanged 1236 SP:Iteration 10Q (3789.988468 sec): 3 clusters Score: Raw -3541452.917106 + Penalty 3346.990021 = -3538105.927085 nChanged 983 SP:Iteration 11Q (3790.081519 sec): 3 clusters Score: Raw -3542027.350511 + Penalty 3346.990021 = -3538680.360490 nChanged 794 SP:Iteration 12Q (3790.152173 sec): 3 clusters Score: Raw -3542472.831465 + Penalty 3346.990021 = -3539125.841444 nChanged 649 SP:Iteration 13Q (3790.243237 sec): 3 clusters Score: Raw -3542814.159074 + Penalty 3346.990021 = -3539467.169054 nChanged 548 SP:Iteration 14Q (3790.324883 sec): 3 clusters Score: Raw -3543090.010063 + Penalty 3346.990021 = -3539743.020042 nChanged 493 SP:Iteration 15Q (3790.415044 sec): 3 clusters Score: Raw -3543328.805728 + Penalty 3346.990021 = -3539981.815707 nChanged 447 SP:Iteration 16Q (3790.499628 sec): 3 clusters Score: Raw -3543540.372508 + Penalty 3346.990021 = -3540193.382487 nChanged 390 SP:Iteration 17Q (3790.577107 sec): 3 clusters Score: Raw -3543711.353097 + Penalty 3346.990021 = -3540364.363076 nChanged 312 SP:Iteration 18Q (3790.659785 sec): 3 clusters Score: Raw -3543845.740159 + Penalty 3346.990021 = -3540498.750139 nChanged 278 SP:Iteration 19Q (3790.738985 sec): 3 clusters Score: Raw -3543972.315695 + Penalty 3346.990021 = -3540625.325675 nChanged 275 SP:Iteration 20F (3790.832832 sec): 3 clusters Score: Raw -3544100.529206 + Penalty 3346.990021 = -3540753.539185 nChanged 247 SP:Iteration 21Q (3790.910396 sec): 3 clusters Score: Raw -3544215.796198 + Penalty 3346.990021 = -3540868.806177 nChanged 204 SP:Iteration 22Q (3790.997687 sec): 3 clusters Score: Raw -3544321.596217 + Penalty 3346.990021 = -3540974.606196 nChanged 201 SP:Iteration 23Q (3791.072597 sec): 3 clusters Score: Raw -3544425.944328 + Penalty 3346.990021 = -3541078.954307 nChanged 165 SP:Iteration 24Q (3791.158084 sec): 3 clusters Score: Raw -3544531.196765 + Penalty 3346.990021 = -3541184.206744 nChanged 156 SP:Iteration 25Q (3791.235280 sec): 3 clusters Score: Raw -3544642.056726 + Penalty 3346.990021 = -3541295.066706 nChanged 152 SP:Iteration 26Q (3791.320165 sec): 3 clusters Score: Raw -3544738.016783 + Penalty 3346.990021 = -3541391.026763 nChanged 135 SP:Iteration 27Q (3791.406594 sec): 3 clusters Score: Raw -3544823.967363 + Penalty 3346.990021 = -3541476.977342 nChanged 126 SP:Iteration 28Q (3791.499480 sec): 3 clusters Score: Raw -3544914.041963 + Penalty 3346.990021 = -3541567.051942 nChanged 124 SP:Iteration 29Q (3791.586138 sec): 3 clusters Score: Raw -3544983.857292 + Penalty 3346.990021 = -3541636.867271 nChanged 112 SP:Iteration 30Q (3791.666528 sec): 3 clusters Score: Raw -3545036.585141 + Penalty 3346.990021 = -3541689.595120 nChanged 75 SP:Iteration 31Q (3791.754841 sec): 3 clusters Score: Raw -3545071.156372 + Penalty 3346.990021 = -3541724.166351 nChanged 71 SP:Iteration 32Q (3791.844513 sec): 3 clusters Score: Raw -3545108.650696 + Penalty 3346.990021 = -3541761.660676 nChanged 69 SP:Iteration 33Q (3791.932973 sec): 3 clusters Score: Raw -3545134.773891 + Penalty 3346.990021 = -3541787.783870 nChanged 53 SP:Iteration 34Q (3792.018142 sec): 3 clusters Score: Raw -3545153.834915 + Penalty 3346.990021 = -3541806.844894 nChanged 41 SP:Iteration 35Q (3792.102479 sec): 3 clusters Score: Raw -3545168.503033 + Penalty 3346.990021 = -3541821.513012 nChanged 37 SP:Iteration 36Q (3792.179976 sec): 3 clusters Score: Raw -3545180.678802 + Penalty 3346.990021 = -3541833.688782 nChanged 27 SP:Iteration 37Q (3792.258309 sec): 3 clusters Score: Raw -3545186.886640 + Penalty 3346.990021 = -3541839.896619 nChanged 15 SP:Iteration 38Q (3792.337639 sec): 3 clusters Score: Raw -3545189.009387 + Penalty 3346.990021 = -3541842.019366 nChanged 11 SP:Iteration 39Q (3792.407007 sec): 3 clusters Score: Raw -3545191.165338 + Penalty 3346.990021 = -3541844.175317 nChanged 10 SP:Iteration 40F (3792.502095 sec): 3 clusters Score: Raw -3545193.241673 + Penalty 3346.990021 = -3541846.251652 nChanged 6 SP:Iteration 41Q (3792.575654 sec): 3 clusters Score: Raw -3545194.634961 + Penalty 3346.990021 = -3541847.644940 nChanged 6 SP:Iteration 42Q (3792.655126 sec): 3 clusters Score: Raw -3545195.866340 + Penalty 3346.990021 = -3541848.876319 nChanged 6 SP:Iteration 43Q (3792.734400 sec): 3 clusters Score: Raw -3545196.738078 + Penalty 3346.990021 = -3541849.748058 nChanged 5 SP:Iteration 44Q (3792.813387 sec): 3 clusters Score: Raw -3545197.519324 + Penalty 3346.990021 = -3541850.529303 nChanged 0 SP:Iteration 45F (3792.902813 sec): 3 clusters Score: Raw -3545197.519324 + Penalty 3346.990021 = -3541850.529303 nChanged 0 Trying to split cluster 29 (15503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3792.938084 sec): 2 clusters Score: Raw -1729864.485255 + Penalty 1567.928185 = -1728296.557070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3793.013536 sec): 3 clusters Score: Raw -1720680.376848 + Penalty 3135.856371 = -1717544.520477 nChanged 6955 SP:Iteration 1F (3793.063600 sec): 3 clusters Score: Raw -1724454.141653 + Penalty 3135.856371 = -1721318.285282 nChanged 857 SP:Iteration 2F (3793.140946 sec): 3 clusters Score: Raw -1724828.801522 + Penalty 3135.856371 = -1721692.945151 nChanged 827 SP:Iteration 3F (3793.198470 sec): 3 clusters Score: Raw -1725201.688751 + Penalty 3135.856371 = -1722065.832381 nChanged 832 SP:Iteration 4F (3793.266915 sec): 3 clusters Score: Raw -1725631.887933 + Penalty 3135.856371 = -1722496.031563 nChanged 863 SP:Iteration 5F (3793.334845 sec): 3 clusters Score: Raw -1726135.552973 + Penalty 3135.856371 = -1722999.696603 nChanged 904 SP:Iteration 6F (3793.402773 sec): 3 clusters Score: Raw -1726668.617521 + Penalty 3135.856371 = -1723532.761151 nChanged 866 SP:Iteration 7F (3793.470800 sec): 3 clusters Score: Raw -1727211.822999 + Penalty 3135.856371 = -1724075.966629 nChanged 801 SP:Iteration 8F (3793.538869 sec): 3 clusters Score: Raw -1727729.097478 + Penalty 3135.856371 = -1724593.241108 nChanged 666 SP:Iteration 9Q (3793.605360 sec): 3 clusters Score: Raw -1728162.365973 + Penalty 3135.856371 = -1725026.509603 nChanged 580 SP:Iteration 10Q (3793.677656 sec): 3 clusters Score: Raw -1728606.235739 + Penalty 3135.856371 = -1725470.379368 nChanged 527 SP:Iteration 11Q (3793.749571 sec): 3 clusters Score: Raw -1729022.583231 + Penalty 3135.856371 = -1725886.726861 nChanged 425 SP:Iteration 12Q (3793.821299 sec): 3 clusters Score: Raw -1729338.681028 + Penalty 3135.856371 = -1726202.824657 nChanged 305 SP:Iteration 13Q (3793.894431 sec): 3 clusters Score: Raw -1729530.849356 + Penalty 3135.856371 = -1726394.992986 nChanged 224 SP:Iteration 14Q (3793.948789 sec): 3 clusters Score: Raw -1729681.392630 + Penalty 3135.856371 = -1726545.536259 nChanged 196 SP:Iteration 15Q (3794.018685 sec): 3 clusters Score: Raw -1729787.917538 + Penalty 3135.856371 = -1726652.061168 nChanged 163 SP:Iteration 16Q (3794.085146 sec): 3 clusters Score: Raw -1729858.889305 + Penalty 3135.856371 = -1726723.032934 nChanged 131 SP:Iteration 17Q (3794.150228 sec): 3 clusters Score: Raw -1729904.035205 + Penalty 3135.856371 = -1726768.178834 nChanged 108 SP:Iteration 18Q (3794.214886 sec): 3 clusters Score: Raw -1729938.537000 + Penalty 3135.856371 = -1726802.680629 nChanged 118 SP:Iteration 19Q (3794.288419 sec): 3 clusters Score: Raw -1729975.200708 + Penalty 3135.856371 = -1726839.344337 nChanged 110 SP:Iteration 20F (3794.346249 sec): 3 clusters Score: Raw -1730004.480397 + Penalty 3135.856371 = -1726868.624026 nChanged 77 SP:Iteration 21Q (3794.408643 sec): 3 clusters Score: Raw -1730021.879115 + Penalty 3135.856371 = -1726886.022745 nChanged 62 SP:Iteration 22Q (3794.471060 sec): 3 clusters Score: Raw -1730033.948816 + Penalty 3135.856371 = -1726898.092445 nChanged 48 SP:Iteration 23Q (3794.533617 sec): 3 clusters Score: Raw -1730042.069418 + Penalty 3135.856371 = -1726906.213047 nChanged 49 SP:Iteration 24Q (3794.605019 sec): 3 clusters Score: Raw -1730051.869076 + Penalty 3135.856371 = -1726916.012705 nChanged 52 SP:Iteration 25Q (3794.656887 sec): 3 clusters Score: Raw -1730061.242851 + Penalty 3135.856371 = -1726925.386480 nChanged 49 SP:Iteration 26Q (3794.723001 sec): 3 clusters Score: Raw -1730069.360739 + Penalty 3135.856371 = -1726933.504368 nChanged 40 SP:Iteration 27Q (3794.774553 sec): 3 clusters Score: Raw -1730076.292183 + Penalty 3135.856371 = -1726940.435812 nChanged 30 SP:Iteration 28Q (3794.836517 sec): 3 clusters Score: Raw -1730082.029058 + Penalty 3135.856371 = -1726946.172688 nChanged 30 SP:Iteration 29Q (3794.896381 sec): 3 clusters Score: Raw -1730086.834373 + Penalty 3135.856371 = -1726950.978002 nChanged 28 SP:Iteration 30Q (3794.959094 sec): 3 clusters Score: Raw -1730092.250015 + Penalty 3135.856371 = -1726956.393644 nChanged 31 SP:Iteration 31Q (3795.021066 sec): 3 clusters Score: Raw -1730096.799159 + Penalty 3135.856371 = -1726960.942789 nChanged 22 SP:Iteration 32Q (3795.078839 sec): 3 clusters Score: Raw -1730099.036307 + Penalty 3135.856371 = -1726963.179937 nChanged 17 SP:Iteration 33Q (3795.132570 sec): 3 clusters Score: Raw -1730101.097216 + Penalty 3135.856371 = -1726965.240846 nChanged 13 SP:Iteration 34Q (3795.194467 sec): 3 clusters Score: Raw -1730102.386343 + Penalty 3135.856371 = -1726966.529973 nChanged 10 SP:Iteration 35Q (3795.256180 sec): 3 clusters Score: Raw -1730103.521517 + Penalty 3135.856371 = -1726967.665146 nChanged 10 SP:Iteration 36Q (3795.326790 sec): 3 clusters Score: Raw -1730104.638751 + Penalty 3135.856371 = -1726968.782381 nChanged 12 SP:Iteration 37Q (3795.378195 sec): 3 clusters Score: Raw -1730106.399806 + Penalty 3135.856371 = -1726970.543435 nChanged 11 SP:Iteration 38Q (3795.439941 sec): 3 clusters Score: Raw -1730108.042736 + Penalty 3135.856371 = -1726972.186365 nChanged 9 SP:Iteration 39Q (3795.501569 sec): 3 clusters Score: Raw -1730108.970703 + Penalty 3135.856371 = -1726973.114332 nChanged 13 SP:Iteration 40F (3795.567256 sec): 3 clusters Score: Raw -1730110.538458 + Penalty 3135.856371 = -1726974.682087 nChanged 13 SP:Iteration 41Q (3795.629416 sec): 3 clusters Score: Raw -1730111.876694 + Penalty 3135.856371 = -1726976.020324 nChanged 15 SP:Iteration 42Q (3795.699960 sec): 3 clusters Score: Raw -1730113.126705 + Penalty 3135.856371 = -1726977.270335 nChanged 10 SP:Iteration 43Q (3795.751605 sec): 3 clusters Score: Raw -1730114.372570 + Penalty 3135.856371 = -1726978.516199 nChanged 18 SP:Iteration 44Q (3795.812620 sec): 3 clusters Score: Raw -1730116.708424 + Penalty 3135.856371 = -1726980.852053 nChanged 10 SP:Iteration 45Q (3795.874946 sec): 3 clusters Score: Raw -1730117.742519 + Penalty 3135.856371 = -1726981.886149 nChanged 13 SP:Iteration 46Q (3795.929620 sec): 3 clusters Score: Raw -1730120.224867 + Penalty 3135.856371 = -1726984.368496 nChanged 13 SP:Iteration 47Q (3796.000533 sec): 3 clusters Score: Raw -1730121.750626 + Penalty 3135.856371 = -1726985.894256 nChanged 12 SP:Iteration 48Q (3796.052373 sec): 3 clusters Score: Raw -1730122.983531 + Penalty 3135.856371 = -1726987.127161 nChanged 14 SP:Iteration 49Q (3796.120252 sec): 3 clusters Score: Raw -1730125.041866 + Penalty 3135.856371 = -1726989.185496 nChanged 13 SP:Iteration 50Q (3796.186930 sec): 3 clusters Score: Raw -1730126.656021 + Penalty 3135.856371 = -1726990.799650 nChanged 13 SP:Iteration 51Q (3796.246508 sec): 3 clusters Score: Raw -1730128.022550 + Penalty 3135.856371 = -1726992.166179 nChanged 10 SP:Iteration 52Q (3796.307261 sec): 3 clusters Score: Raw -1730129.268563 + Penalty 3135.856371 = -1726993.412193 nChanged 15 SP:Iteration 53Q (3796.379419 sec): 3 clusters Score: Raw -1730131.140056 + Penalty 3135.856371 = -1726995.283685 nChanged 11 SP:Iteration 54Q (3796.447803 sec): 3 clusters Score: Raw -1730132.298674 + Penalty 3135.856371 = -1726996.442303 nChanged 9 SP:Iteration 55Q (3796.519582 sec): 3 clusters Score: Raw -1730133.157270 + Penalty 3135.856371 = -1726997.300899 nChanged 7 SP:Iteration 56Q (3796.584301 sec): 3 clusters Score: Raw -1730133.821169 + Penalty 3135.856371 = -1726997.964798 nChanged 5 SP:Iteration 57Q (3796.652263 sec): 3 clusters Score: Raw -1730134.431199 + Penalty 3135.856371 = -1726998.574828 nChanged 11 SP:Iteration 58Q (3796.731293 sec): 3 clusters Score: Raw -1730135.742749 + Penalty 3135.856371 = -1726999.886378 nChanged 14 SP:Iteration 59Q (3796.808596 sec): 3 clusters Score: Raw -1730137.585385 + Penalty 3135.856371 = -1727001.729014 nChanged 9 SP:Iteration 60F (3796.867320 sec): 3 clusters Score: Raw -1730138.723905 + Penalty 3135.856371 = -1727002.867535 nChanged 9 SP:Iteration 61Q (3796.932203 sec): 3 clusters Score: Raw -1730139.741374 + Penalty 3135.856371 = -1727003.885003 nChanged 7 SP:Iteration 62Q (3797.009083 sec): 3 clusters Score: Raw -1730140.592355 + Penalty 3135.856371 = -1727004.735985 nChanged 4 SP:Iteration 63Q (3797.054831 sec): 3 clusters Score: Raw -1730141.030576 + Penalty 3135.856371 = -1727005.174205 nChanged 5 SP:Iteration 64Q (3797.111431 sec): 3 clusters Score: Raw -1730141.800633 + Penalty 3135.856371 = -1727005.944262 nChanged 5 SP:Iteration 65Q (3797.172506 sec): 3 clusters Score: Raw -1730142.548532 + Penalty 3135.856371 = -1727006.692161 nChanged 6 SP:Iteration 66Q (3797.241275 sec): 3 clusters Score: Raw -1730143.256357 + Penalty 3135.856371 = -1727007.399987 nChanged 8 SP:Iteration 67Q (3797.311996 sec): 3 clusters Score: Raw -1730144.406287 + Penalty 3135.856371 = -1727008.549916 nChanged 7 SP:Iteration 68Q (3797.382457 sec): 3 clusters Score: Raw -1730145.456597 + Penalty 3135.856371 = -1727009.600226 nChanged 9 SP:Iteration 69Q (3797.446645 sec): 3 clusters Score: Raw -1730146.500152 + Penalty 3135.856371 = -1727010.643782 nChanged 11 SP:Iteration 70Q (3797.515170 sec): 3 clusters Score: Raw -1730147.743045 + Penalty 3135.856371 = -1727011.886675 nChanged 11 SP:Iteration 71Q (3797.572757 sec): 3 clusters Score: Raw -1730148.890306 + Penalty 3135.856371 = -1727013.033935 nChanged 10 SP:Iteration 72Q (3797.637318 sec): 3 clusters Score: Raw -1730149.955417 + Penalty 3135.856371 = -1727014.099047 nChanged 7 SP:Iteration 73Q (3797.705851 sec): 3 clusters Score: Raw -1730150.705871 + Penalty 3135.856371 = -1727014.849501 nChanged 7 SP:Iteration 74Q (3797.765295 sec): 3 clusters Score: Raw -1730151.606600 + Penalty 3135.856371 = -1727015.750229 nChanged 12 SP:Iteration 75Q (3797.826272 sec): 3 clusters Score: Raw -1730154.521882 + Penalty 3135.856371 = -1727018.665511 nChanged 13 SP:Iteration 76Q (3797.889807 sec): 3 clusters Score: Raw -1730157.022643 + Penalty 3135.856371 = -1727021.166273 nChanged 21 SP:Iteration 77Q (3797.944365 sec): 3 clusters Score: Raw -1730160.469765 + Penalty 3135.856371 = -1727024.613394 nChanged 22 SP:Iteration 78Q (3797.998820 sec): 3 clusters Score: Raw -1730164.131072 + Penalty 3135.856371 = -1727028.274701 nChanged 17 SP:Iteration 79Q (3798.059695 sec): 3 clusters Score: Raw -1730166.701762 + Penalty 3135.856371 = -1727030.845391 nChanged 13 SP:Iteration 80F (3798.128609 sec): 3 clusters Score: Raw -1730168.302309 + Penalty 3135.856371 = -1727032.445938 nChanged 8 SP:Iteration 81Q (3798.183098 sec): 3 clusters Score: Raw -1730169.195431 + Penalty 3135.856371 = -1727033.339060 nChanged 12 SP:Iteration 82Q (3798.240042 sec): 3 clusters Score: Raw -1730170.905130 + Penalty 3135.856371 = -1727035.048760 nChanged 14 SP:Iteration 83Q (3798.294888 sec): 3 clusters Score: Raw -1730172.813870 + Penalty 3135.856371 = -1727036.957499 nChanged 13 SP:Iteration 84Q (3798.352748 sec): 3 clusters Score: Raw -1730174.611472 + Penalty 3135.856371 = -1727038.755101 nChanged 10 SP:Iteration 85Q (3798.401060 sec): 3 clusters Score: Raw -1730175.574357 + Penalty 3135.856371 = -1727039.717986 nChanged 5 SP:Iteration 86Q (3798.455172 sec): 3 clusters Score: Raw -1730176.170255 + Penalty 3135.856371 = -1727040.313884 nChanged 7 SP:Iteration 87Q (3798.521041 sec): 3 clusters Score: Raw -1730177.068651 + Penalty 3135.856371 = -1727041.212281 nChanged 7 SP:Iteration 88Q (3798.584828 sec): 3 clusters Score: Raw -1730177.896112 + Penalty 3135.856371 = -1727042.039741 nChanged 4 SP:Iteration 89Q (3798.639022 sec): 3 clusters Score: Raw -1730178.327551 + Penalty 3135.856371 = -1727042.471181 nChanged 2 SP:Iteration 90Q (3798.705714 sec): 3 clusters Score: Raw -1730178.461180 + Penalty 3135.856371 = -1727042.604810 nChanged 0 SP:Iteration 91F (3798.773367 sec): 3 clusters Score: Raw -1730178.461180 + Penalty 3135.856371 = -1727042.604810 nChanged 0 Trying to split cluster 30 (6628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3798.803257 sec): 2 clusters Score: Raw -737250.196865 + Penalty 1429.846987 = -735820.349878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3798.867460 sec): 3 clusters Score: Raw -733728.259099 + Penalty 2859.693973 = -730868.565126 nChanged 2746 SP:Iteration 1F (3798.921642 sec): 3 clusters Score: Raw -735475.379484 + Penalty 2859.693973 = -732615.685511 nChanged 522 SP:Iteration 2F (3798.966925 sec): 3 clusters Score: Raw -735914.275580 + Penalty 2859.693973 = -733054.581607 nChanged 461 SP:Iteration 3F (3799.018159 sec): 3 clusters Score: Raw -736288.190894 + Penalty 2859.693973 = -733428.496921 nChanged 367 SP:Iteration 4F (3799.071979 sec): 3 clusters Score: Raw -736590.550036 + Penalty 2859.693973 = -733730.856063 nChanged 334 SP:Iteration 5F (3799.135482 sec): 3 clusters Score: Raw -736894.256696 + Penalty 2859.693973 = -734034.562723 nChanged 310 SP:Iteration 6Q (3799.180524 sec): 3 clusters Score: Raw -737144.501930 + Penalty 2859.693973 = -734284.807957 nChanged 282 SP:Iteration 7Q (3799.233663 sec): 3 clusters Score: Raw -737316.030800 + Penalty 2859.693973 = -734456.336827 nChanged 198 SP:Iteration 8Q (3799.280545 sec): 3 clusters Score: Raw -737427.543456 + Penalty 2859.693973 = -734567.849483 nChanged 185 SP:Iteration 9Q (3799.336259 sec): 3 clusters Score: Raw -737513.960739 + Penalty 2859.693973 = -734654.266766 nChanged 145 SP:Iteration 10Q (3799.401715 sec): 3 clusters Score: Raw -737579.062079 + Penalty 2859.693973 = -734719.368106 nChanged 110 SP:Iteration 11Q (3799.443083 sec): 3 clusters Score: Raw -737620.051673 + Penalty 2859.693973 = -734760.357700 nChanged 88 SP:Iteration 12Q (3799.501190 sec): 3 clusters Score: Raw -737651.876660 + Penalty 2859.693973 = -734792.182687 nChanged 60 SP:Iteration 13Q (3799.539609 sec): 3 clusters Score: Raw -737666.586869 + Penalty 2859.693973 = -734806.892896 nChanged 38 SP:Iteration 14Q (3799.594078 sec): 3 clusters Score: Raw -737674.865356 + Penalty 2859.693973 = -734815.171383 nChanged 23 SP:Iteration 15Q (3799.645367 sec): 3 clusters Score: Raw -737678.669773 + Penalty 2859.693973 = -734818.975800 nChanged 20 SP:Iteration 16Q (3799.701994 sec): 3 clusters Score: Raw -737681.997828 + Penalty 2859.693973 = -734822.303855 nChanged 15 SP:Iteration 17Q (3799.761009 sec): 3 clusters Score: Raw -737684.757960 + Penalty 2859.693973 = -734825.063987 nChanged 8 SP:Iteration 18Q (3799.812495 sec): 3 clusters Score: Raw -737686.823279 + Penalty 2859.693973 = -734827.129306 nChanged 16 SP:Iteration 19Q (3799.861693 sec): 3 clusters Score: Raw -737689.686495 + Penalty 2859.693973 = -734829.992522 nChanged 14 SP:Iteration 20F (3799.922869 sec): 3 clusters Score: Raw -737691.994503 + Penalty 2859.693973 = -734832.300530 nChanged 10 SP:Iteration 21Q (3799.975924 sec): 3 clusters Score: Raw -737694.491443 + Penalty 2859.693973 = -734834.797470 nChanged 14 SP:Iteration 22Q (3800.033491 sec): 3 clusters Score: Raw -737698.160354 + Penalty 2859.693973 = -734838.466381 nChanged 18 SP:Iteration 23Q (3800.074426 sec): 3 clusters Score: Raw -737703.471313 + Penalty 2859.693973 = -734843.777340 nChanged 15 SP:Iteration 24Q (3800.130316 sec): 3 clusters Score: Raw -737706.698565 + Penalty 2859.693973 = -734847.004592 nChanged 11 SP:Iteration 25Q (3800.187734 sec): 3 clusters Score: Raw -737708.725637 + Penalty 2859.693973 = -734849.031664 nChanged 13 SP:Iteration 26Q (3800.240838 sec): 3 clusters Score: Raw -737711.620390 + Penalty 2859.693973 = -734851.926417 nChanged 11 SP:Iteration 27Q (3800.293713 sec): 3 clusters Score: Raw -737714.441168 + Penalty 2859.693973 = -734854.747195 nChanged 11 SP:Iteration 28Q (3800.347800 sec): 3 clusters Score: Raw -737717.037232 + Penalty 2859.693973 = -734857.343259 nChanged 12 SP:Iteration 29Q (3800.401033 sec): 3 clusters Score: Raw -737719.235019 + Penalty 2859.693973 = -734859.541046 nChanged 8 SP:Iteration 30Q (3800.455463 sec): 3 clusters Score: Raw -737720.911066 + Penalty 2859.693973 = -734861.217093 nChanged 10 SP:Iteration 31Q (3800.511125 sec): 3 clusters Score: Raw -737723.352470 + Penalty 2859.693973 = -734863.658496 nChanged 14 SP:Iteration 32Q (3800.563609 sec): 3 clusters Score: Raw -737726.446952 + Penalty 2859.693973 = -734866.752979 nChanged 10 SP:Iteration 33Q (3800.618983 sec): 3 clusters Score: Raw -737729.062066 + Penalty 2859.693973 = -734869.368093 nChanged 15 SP:Iteration 34Q (3800.673316 sec): 3 clusters Score: Raw -737732.419378 + Penalty 2859.693973 = -734872.725405 nChanged 13 SP:Iteration 35Q (3800.729697 sec): 3 clusters Score: Raw -737734.198107 + Penalty 2859.693973 = -734874.504134 nChanged 9 SP:Iteration 36Q (3800.794036 sec): 3 clusters Score: Raw -737735.514056 + Penalty 2859.693973 = -734875.820083 nChanged 11 SP:Iteration 37Q (3800.840692 sec): 3 clusters Score: Raw -737737.129652 + Penalty 2859.693973 = -734877.435679 nChanged 11 SP:Iteration 38Q (3800.899397 sec): 3 clusters Score: Raw -737738.873531 + Penalty 2859.693973 = -734879.179558 nChanged 15 SP:Iteration 39Q (3800.941199 sec): 3 clusters Score: Raw -737741.725247 + Penalty 2859.693973 = -734882.031274 nChanged 14 SP:Iteration 40F (3800.994208 sec): 3 clusters Score: Raw -737744.409721 + Penalty 2859.693973 = -734884.715748 nChanged 10 SP:Iteration 41Q (3801.036768 sec): 3 clusters Score: Raw -737746.205477 + Penalty 2859.693973 = -734886.511503 nChanged 10 SP:Iteration 42Q (3801.081988 sec): 3 clusters Score: Raw -737749.059822 + Penalty 2859.693973 = -734889.365849 nChanged 8 SP:Iteration 43Q (3801.125483 sec): 3 clusters Score: Raw -737750.586042 + Penalty 2859.693973 = -734890.892069 nChanged 11 SP:Iteration 44Q (3801.168291 sec): 3 clusters Score: Raw -737752.664099 + Penalty 2859.693973 = -734892.970126 nChanged 9 SP:Iteration 45Q (3801.211414 sec): 3 clusters Score: Raw -737753.873201 + Penalty 2859.693973 = -734894.179228 nChanged 4 SP:Iteration 46Q (3801.262578 sec): 3 clusters Score: Raw -737754.658620 + Penalty 2859.693973 = -734894.964647 nChanged 7 SP:Iteration 47Q (3801.304221 sec): 3 clusters Score: Raw -737755.812305 + Penalty 2859.693973 = -734896.118332 nChanged 8 SP:Iteration 48Q (3801.349704 sec): 3 clusters Score: Raw -737757.221033 + Penalty 2859.693973 = -734897.527060 nChanged 4 SP:Iteration 49Q (3801.392883 sec): 3 clusters Score: Raw -737758.077023 + Penalty 2859.693973 = -734898.383050 nChanged 7 SP:Iteration 50Q (3801.436256 sec): 3 clusters Score: Raw -737759.197568 + Penalty 2859.693973 = -734899.503595 nChanged 5 SP:Iteration 51Q (3801.478823 sec): 3 clusters Score: Raw -737760.391123 + Penalty 2859.693973 = -734900.697150 nChanged 10 SP:Iteration 52Q (3801.522191 sec): 3 clusters Score: Raw -737762.661985 + Penalty 2859.693973 = -734902.968012 nChanged 9 SP:Iteration 53Q (3801.564915 sec): 3 clusters Score: Raw -737764.575137 + Penalty 2859.693973 = -734904.881164 nChanged 8 SP:Iteration 54Q (3801.605189 sec): 3 clusters Score: Raw -737765.977393 + Penalty 2859.693973 = -734906.283420 nChanged 9 SP:Iteration 55Q (3801.652112 sec): 3 clusters Score: Raw -737767.471760 + Penalty 2859.693973 = -734907.777787 nChanged 11 SP:Iteration 56Q (3801.693251 sec): 3 clusters Score: Raw -737768.860174 + Penalty 2859.693973 = -734909.166201 nChanged 7 SP:Iteration 57Q (3801.738889 sec): 3 clusters Score: Raw -737769.710808 + Penalty 2859.693973 = -734910.016835 nChanged 6 SP:Iteration 58Q (3801.783817 sec): 3 clusters Score: Raw -737770.617709 + Penalty 2859.693973 = -734910.923736 nChanged 5 SP:Iteration 59Q (3801.839422 sec): 3 clusters Score: Raw -737771.795030 + Penalty 2859.693973 = -734912.101057 nChanged 6 SP:Iteration 60F (3801.881451 sec): 3 clusters Score: Raw -737773.152950 + Penalty 2859.693973 = -734913.458977 nChanged 10 SP:Iteration 61Q (3801.936063 sec): 3 clusters Score: Raw -737775.139167 + Penalty 2859.693973 = -734915.445194 nChanged 12 SP:Iteration 62Q (3801.983072 sec): 3 clusters Score: Raw -737777.760071 + Penalty 2859.693973 = -734918.066098 nChanged 10 SP:Iteration 63Q (3802.027916 sec): 3 clusters Score: Raw -737779.691128 + Penalty 2859.693973 = -734919.997155 nChanged 11 SP:Iteration 64Q (3802.065018 sec): 3 clusters Score: Raw -737781.303212 + Penalty 2859.693973 = -734921.609239 nChanged 10 SP:Iteration 65Q (3802.121604 sec): 3 clusters Score: Raw -737782.847905 + Penalty 2859.693973 = -734923.153932 nChanged 10 SP:Iteration 66Q (3802.174530 sec): 3 clusters Score: Raw -737785.117736 + Penalty 2859.693973 = -734925.423763 nChanged 10 SP:Iteration 67Q (3802.218428 sec): 3 clusters Score: Raw -737786.980110 + Penalty 2859.693973 = -734927.286137 nChanged 13 SP:Iteration 68Q (3802.281678 sec): 3 clusters Score: Raw -737789.358576 + Penalty 2859.693973 = -734929.664603 nChanged 11 SP:Iteration 69Q (3802.331000 sec): 3 clusters Score: Raw -737791.158811 + Penalty 2859.693973 = -734931.464838 nChanged 16 SP:Iteration 70Q (3802.400553 sec): 3 clusters Score: Raw -737795.740782 + Penalty 2859.693973 = -734936.046809 nChanged 14 SP:Iteration 71Q (3802.441635 sec): 3 clusters Score: Raw -737798.355410 + Penalty 2859.693973 = -734938.661437 nChanged 14 SP:Iteration 72Q (3802.489212 sec): 3 clusters Score: Raw -737801.545587 + Penalty 2859.693973 = -734941.851614 nChanged 12 SP:Iteration 73Q (3802.548988 sec): 3 clusters Score: Raw -737803.214724 + Penalty 2859.693973 = -734943.520751 nChanged 5 SP:Iteration 74Q (3802.605647 sec): 3 clusters Score: Raw -737803.766031 + Penalty 2859.693973 = -734944.072058 nChanged 2 SP:Iteration 75Q (3802.665025 sec): 3 clusters Score: Raw -737804.042372 + Penalty 2859.693973 = -734944.348399 nChanged 3 SP:Iteration 76Q (3802.728333 sec): 3 clusters Score: Raw -737804.562775 + Penalty 2859.693973 = -734944.868802 nChanged 4 SP:Iteration 77Q (3802.776599 sec): 3 clusters Score: Raw -737805.057058 + Penalty 2859.693973 = -734945.363085 nChanged 1 SP:Iteration 78Q (3802.837110 sec): 3 clusters Score: Raw -737805.084261 + Penalty 2859.693973 = -734945.390288 nChanged 0 SP:Iteration 79F (3802.889957 sec): 3 clusters Score: Raw -737805.084261 + Penalty 2859.693973 = -734945.390288 nChanged 0 Iteration 139Q (3809.089916 sec): 31 clusters Score: Raw -86554462.019686 + Penalty 65962.637360 = -86488499.382325 nChanged 698 Iteration 140F (3823.967093 sec): 31 clusters Score: Raw -86554860.585171 + Penalty 65962.637360 = -86488897.947810 nChanged 660 Iteration 141Q (3830.555717 sec): 31 clusters Score: Raw -86555500.972121 + Penalty 65962.637360 = -86489538.334760 nChanged 651 Iteration 142Q (3836.792025 sec): 31 clusters Score: Raw -86555639.944687 + Penalty 65962.637360 = -86489677.307327 nChanged 659 Iteration 143Q (3843.053609 sec): 31 clusters Score: Raw -86555719.427547 + Penalty 65962.637360 = -86489756.790187 nChanged 600 Iteration 144Q (3849.290807 sec): 31 clusters Score: Raw -86555765.672562 + Penalty 65962.637360 = -86489803.035202 nChanged 582 Iteration 145Q (3855.963076 sec): 31 clusters Score: Raw -86555808.498272 + Penalty 65962.637360 = -86489845.860912 nChanged 540 Iteration 146Q (3862.486484 sec): 31 clusters Score: Raw -86555848.150204 + Penalty 65962.637360 = -86489885.512844 nChanged 510 Iteration 147Q (3868.943708 sec): 31 clusters Score: Raw -86555886.181525 + Penalty 65962.637360 = -86489923.544165 nChanged 537 Iteration 148Q (3875.263293 sec): 31 clusters Score: Raw -86555924.310939 + Penalty 65962.637360 = -86489961.673578 nChanged 517 Iteration 149Q (3881.640324 sec): 31 clusters Score: Raw -86555962.853671 + Penalty 65962.637360 = -86490000.216311 nChanged 523 Iteration 150Q (3888.277008 sec): 31 clusters Score: Raw -86555998.735071 + Penalty 65962.637360 = -86490036.097711 nChanged 533 Iteration 151Q (3894.817382 sec): 31 clusters Score: Raw -86556035.386852 + Penalty 65962.637360 = -86490072.749492 nChanged 568 Iteration 152Q (3900.866349 sec): 31 clusters Score: Raw -86556075.530748 + Penalty 65962.637360 = -86490112.893388 nChanged 572 Iteration 153Q (3907.296208 sec): 31 clusters Score: Raw -86556116.099587 + Penalty 65962.637360 = -86490153.462226 nChanged 542 Iteration 154Q (3913.758667 sec): 31 clusters Score: Raw -86556154.093692 + Penalty 65962.637360 = -86490191.456332 nChanged 543 Iteration 155Q (3920.577554 sec): 31 clusters Score: Raw -86556190.926815 + Penalty 65962.637360 = -86490228.289455 nChanged 497 Iteration 156Q (3926.860307 sec): 31 clusters Score: Raw -86556225.191310 + Penalty 65962.637360 = -86490262.553949 nChanged 471 Iteration 157Q (3933.364494 sec): 31 clusters Score: Raw -86556256.929298 + Penalty 65962.637360 = -86490294.291938 nChanged 493 Iteration 158Q (3939.812197 sec): 31 clusters Score: Raw -86556289.556598 + Penalty 65962.637360 = -86490326.919238 nChanged 477 Iteration 159Q (3945.976623 sec): 31 clusters Score: Raw -86556321.767105 + Penalty 65962.637360 = -86490359.129745 nChanged 488 Iteration 160F (3960.872467 sec): 31 clusters Score: Raw -86556886.632003 + Penalty 65962.637360 = -86490923.994643 nChanged 498 Iteration 161Q (3967.324849 sec): 31 clusters Score: Raw -86557286.940213 + Penalty 65962.637360 = -86491324.302853 nChanged 474 Iteration 162Q (3973.543181 sec): 31 clusters Score: Raw -86557333.814568 + Penalty 65962.637360 = -86491371.177208 nChanged 461 Iteration 163Q (3979.785000 sec): 31 clusters Score: Raw -86557365.007831 + Penalty 65962.637360 = -86491402.370471 nChanged 426 Iteration 164Q (3986.097196 sec): 31 clusters Score: Raw -86557394.814850 + Penalty 65962.637360 = -86491432.177489 nChanged 402 Iteration 165Q (3992.575414 sec): 31 clusters Score: Raw -86557421.949132 + Penalty 65962.637360 = -86491459.311771 nChanged 409 Iteration 166Q (3999.037170 sec): 31 clusters Score: Raw -86557450.475693 + Penalty 65962.637360 = -86491487.838333 nChanged 375 Iteration 167Q (4005.641804 sec): 31 clusters Score: Raw -86557476.856775 + Penalty 65962.637360 = -86491514.219415 nChanged 385 Iteration 168Q (4011.901501 sec): 31 clusters Score: Raw -86557501.084992 + Penalty 65962.637360 = -86491538.447632 nChanged 398 Iteration 169Q (4018.426035 sec): 31 clusters Score: Raw -86557526.755436 + Penalty 65962.637360 = -86491564.118076 nChanged 396 Iteration 170Q (4024.851978 sec): 31 clusters Score: Raw -86557551.193709 + Penalty 65962.637360 = -86491588.556348 nChanged 395 Iteration 171Q (4031.500133 sec): 31 clusters Score: Raw -86557578.115658 + Penalty 65962.637360 = -86491615.478297 nChanged 384 Iteration 172Q (4037.701655 sec): 31 clusters Score: Raw -86557600.305315 + Penalty 65962.637360 = -86491637.667954 nChanged 356 Iteration 173Q (4043.940506 sec): 31 clusters Score: Raw -86557620.814969 + Penalty 65962.637360 = -86491658.177608 nChanged 332 Iteration 174Q (4050.601828 sec): 31 clusters Score: Raw -86557637.562183 + Penalty 65962.637360 = -86491674.924823 nChanged 315 Iteration 175Q (4056.903287 sec): 31 clusters Score: Raw -86557653.649577 + Penalty 65962.637360 = -86491691.012216 nChanged 325 Iteration 176Q (4063.004502 sec): 31 clusters Score: Raw -86557668.643177 + Penalty 65962.637360 = -86491706.005817 nChanged 282 Iteration 177Q (4069.496906 sec): 31 clusters Score: Raw -86557682.236434 + Penalty 65962.637360 = -86491719.599073 nChanged 286 Iteration 178Q (4076.105356 sec): 31 clusters Score: Raw -86557698.256427 + Penalty 65962.637360 = -86491735.619067 nChanged 310 Writing temp clu file Because OldScore, -86491719.599073, is greater than current (better) Score,-86491735.619067 Compute initial score before splitting: Score: Raw -86557698.256427 + Penalty 65962.637360 = -86491735.619067 Trying to split cluster 1 (15773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4076.316418 sec): 2 clusters Score: Raw -1874846.627476 + Penalty 1570.733921 = -1873275.893555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4076.390842 sec): 3 clusters Score: Raw -1865509.412456 + Penalty 3141.467841 = -1862367.944614 nChanged 6999 SP:Iteration 1F (4076.458538 sec): 3 clusters Score: Raw -1869537.567937 + Penalty 3141.467841 = -1866396.100096 nChanged 930 SP:Iteration 2F (4076.528450 sec): 3 clusters Score: Raw -1870002.982648 + Penalty 3141.467841 = -1866861.514806 nChanged 909 SP:Iteration 3F (4076.601368 sec): 3 clusters Score: Raw -1870481.615837 + Penalty 3141.467841 = -1867340.147995 nChanged 910 SP:Iteration 4F (4076.676531 sec): 3 clusters Score: Raw -1870974.357584 + Penalty 3141.467841 = -1867832.889743 nChanged 890 SP:Iteration 5F (4076.744877 sec): 3 clusters Score: Raw -1871422.299390 + Penalty 3141.467841 = -1868280.831548 nChanged 808 SP:Iteration 6F (4076.821076 sec): 3 clusters Score: Raw -1871830.612887 + Penalty 3141.467841 = -1868689.145045 nChanged 740 SP:Iteration 7Q (4076.899368 sec): 3 clusters Score: Raw -1872207.717241 + Penalty 3141.467841 = -1869066.249400 nChanged 679 SP:Iteration 8Q (4076.977320 sec): 3 clusters Score: Raw -1872527.143705 + Penalty 3141.467841 = -1869385.675863 nChanged 569 SP:Iteration 9Q (4077.058150 sec): 3 clusters Score: Raw -1872779.730629 + Penalty 3141.467841 = -1869638.262788 nChanged 495 SP:Iteration 10Q (4077.137353 sec): 3 clusters Score: Raw -1872991.353755 + Penalty 3141.467841 = -1869849.885914 nChanged 407 SP:Iteration 11Q (4077.217643 sec): 3 clusters Score: Raw -1873163.900787 + Penalty 3141.467841 = -1870022.432946 nChanged 373 SP:Iteration 12Q (4077.297414 sec): 3 clusters Score: Raw -1873320.176847 + Penalty 3141.467841 = -1870178.709005 nChanged 338 SP:Iteration 13Q (4077.371424 sec): 3 clusters Score: Raw -1873453.144414 + Penalty 3141.467841 = -1870311.676572 nChanged 280 SP:Iteration 14Q (4077.454258 sec): 3 clusters Score: Raw -1873551.388121 + Penalty 3141.467841 = -1870409.920280 nChanged 213 SP:Iteration 15Q (4077.538729 sec): 3 clusters Score: Raw -1873628.431453 + Penalty 3141.467841 = -1870486.963612 nChanged 217 SP:Iteration 16Q (4077.599646 sec): 3 clusters Score: Raw -1873707.357050 + Penalty 3141.467841 = -1870565.889208 nChanged 210 SP:Iteration 17Q (4077.677030 sec): 3 clusters Score: Raw -1873784.973109 + Penalty 3141.467841 = -1870643.505268 nChanged 196 SP:Iteration 18Q (4077.747180 sec): 3 clusters Score: Raw -1873858.520358 + Penalty 3141.467841 = -1870717.052517 nChanged 202 SP:Iteration 19Q (4077.823430 sec): 3 clusters Score: Raw -1873937.479576 + Penalty 3141.467841 = -1870796.011735 nChanged 237 SP:Iteration 20F (4077.882805 sec): 3 clusters Score: Raw -1874039.330358 + Penalty 3141.467841 = -1870897.862517 nChanged 255 SP:Iteration 21Q (4077.954292 sec): 3 clusters Score: Raw -1874157.692579 + Penalty 3141.467841 = -1871016.224738 nChanged 245 SP:Iteration 22Q (4078.019409 sec): 3 clusters Score: Raw -1874282.181513 + Penalty 3141.467841 = -1871140.713671 nChanged 249 SP:Iteration 23Q (4078.088377 sec): 3 clusters Score: Raw -1874403.551494 + Penalty 3141.467841 = -1871262.083652 nChanged 234 SP:Iteration 24Q (4078.136393 sec): 3 clusters Score: Raw -1874501.651695 + Penalty 3141.467841 = -1871360.183853 nChanged 204 SP:Iteration 25Q (4078.210012 sec): 3 clusters Score: Raw -1874577.935554 + Penalty 3141.467841 = -1871436.467712 nChanged 172 SP:Iteration 26Q (4078.257943 sec): 3 clusters Score: Raw -1874640.213711 + Penalty 3141.467841 = -1871498.745870 nChanged 160 SP:Iteration 27Q (4078.315380 sec): 3 clusters Score: Raw -1874700.895258 + Penalty 3141.467841 = -1871559.427417 nChanged 159 SP:Iteration 28Q (4078.379651 sec): 3 clusters Score: Raw -1874758.985692 + Penalty 3141.467841 = -1871617.517850 nChanged 153 SP:Iteration 29Q (4078.437977 sec): 3 clusters Score: Raw -1874817.458622 + Penalty 3141.467841 = -1871675.990781 nChanged 155 SP:Iteration 30Q (4078.495416 sec): 3 clusters Score: Raw -1874875.856477 + Penalty 3141.467841 = -1871734.388635 nChanged 164 SP:Iteration 31Q (4078.552888 sec): 3 clusters Score: Raw -1874938.473723 + Penalty 3141.467841 = -1871797.005882 nChanged 150 SP:Iteration 32Q (4078.610111 sec): 3 clusters Score: Raw -1874996.671028 + Penalty 3141.467841 = -1871855.203187 nChanged 129 SP:Iteration 33Q (4078.666764 sec): 3 clusters Score: Raw -1875044.868878 + Penalty 3141.467841 = -1871903.401037 nChanged 116 SP:Iteration 34Q (4078.728860 sec): 3 clusters Score: Raw -1875085.274674 + Penalty 3141.467841 = -1871943.806833 nChanged 102 SP:Iteration 35Q (4078.795772 sec): 3 clusters Score: Raw -1875121.840778 + Penalty 3141.467841 = -1871980.372936 nChanged 102 SP:Iteration 36Q (4078.850403 sec): 3 clusters Score: Raw -1875156.495841 + Penalty 3141.467841 = -1872015.028000 nChanged 94 SP:Iteration 37Q (4078.913678 sec): 3 clusters Score: Raw -1875188.656128 + Penalty 3141.467841 = -1872047.188286 nChanged 74 SP:Iteration 38Q (4078.969663 sec): 3 clusters Score: Raw -1875212.300704 + Penalty 3141.467841 = -1872070.832862 nChanged 64 SP:Iteration 39Q (4079.037187 sec): 3 clusters Score: Raw -1875229.761098 + Penalty 3141.467841 = -1872088.293257 nChanged 56 SP:Iteration 40F (4079.118553 sec): 3 clusters Score: Raw -1875246.677007 + Penalty 3141.467841 = -1872105.209166 nChanged 46 SP:Iteration 41Q (4079.180170 sec): 3 clusters Score: Raw -1875260.828598 + Penalty 3141.467841 = -1872119.360757 nChanged 35 SP:Iteration 42Q (4079.242925 sec): 3 clusters Score: Raw -1875270.683483 + Penalty 3141.467841 = -1872129.215642 nChanged 44 SP:Iteration 43Q (4079.308409 sec): 3 clusters Score: Raw -1875281.859801 + Penalty 3141.467841 = -1872140.391959 nChanged 44 SP:Iteration 44Q (4079.376695 sec): 3 clusters Score: Raw -1875292.529900 + Penalty 3141.467841 = -1872151.062059 nChanged 38 SP:Iteration 45Q (4079.449668 sec): 3 clusters Score: Raw -1875300.667998 + Penalty 3141.467841 = -1872159.200156 nChanged 26 SP:Iteration 46Q (4079.521026 sec): 3 clusters Score: Raw -1875307.034051 + Penalty 3141.467841 = -1872165.566209 nChanged 27 SP:Iteration 47Q (4079.581791 sec): 3 clusters Score: Raw -1875314.049758 + Penalty 3141.467841 = -1872172.581916 nChanged 22 SP:Iteration 48Q (4079.653720 sec): 3 clusters Score: Raw -1875319.255273 + Penalty 3141.467841 = -1872177.787431 nChanged 22 SP:Iteration 49Q (4079.723994 sec): 3 clusters Score: Raw -1875323.778316 + Penalty 3141.467841 = -1872182.310475 nChanged 16 SP:Iteration 50Q (4079.786269 sec): 3 clusters Score: Raw -1875326.602951 + Penalty 3141.467841 = -1872185.135110 nChanged 14 SP:Iteration 51Q (4079.848924 sec): 3 clusters Score: Raw -1875330.052734 + Penalty 3141.467841 = -1872188.584892 nChanged 13 SP:Iteration 52Q (4079.916322 sec): 3 clusters Score: Raw -1875333.339171 + Penalty 3141.467841 = -1872191.871330 nChanged 15 SP:Iteration 53Q (4080.003253 sec): 3 clusters Score: Raw -1875335.950687 + Penalty 3141.467841 = -1872194.482846 nChanged 9 SP:Iteration 54Q (4080.069696 sec): 3 clusters Score: Raw -1875337.059456 + Penalty 3141.467841 = -1872195.591614 nChanged 7 SP:Iteration 55Q (4080.133879 sec): 3 clusters Score: Raw -1875337.826297 + Penalty 3141.467841 = -1872196.358455 nChanged 4 SP:Iteration 56Q (4080.198787 sec): 3 clusters Score: Raw -1875338.378819 + Penalty 3141.467841 = -1872196.910977 nChanged 5 SP:Iteration 57Q (4080.270113 sec): 3 clusters Score: Raw -1875338.889567 + Penalty 3141.467841 = -1872197.421726 nChanged 3 SP:Iteration 58Q (4080.339714 sec): 3 clusters Score: Raw -1875339.400094 + Penalty 3141.467841 = -1872197.932252 nChanged 3 SP:Iteration 59Q (4080.419447 sec): 3 clusters Score: Raw -1875340.138674 + Penalty 3141.467841 = -1872198.670832 nChanged 4 SP:Iteration 60F (4080.486507 sec): 3 clusters Score: Raw -1875340.826774 + Penalty 3141.467841 = -1872199.358933 nChanged 5 SP:Iteration 61Q (4080.558039 sec): 3 clusters Score: Raw -1875341.590966 + Penalty 3141.467841 = -1872200.123125 nChanged 8 SP:Iteration 62Q (4080.629822 sec): 3 clusters Score: Raw -1875343.341124 + Penalty 3141.467841 = -1872201.873283 nChanged 7 SP:Iteration 63Q (4080.705306 sec): 3 clusters Score: Raw -1875344.331068 + Penalty 3141.467841 = -1872202.863227 nChanged 4 SP:Iteration 64Q (4080.785547 sec): 3 clusters Score: Raw -1875345.081670 + Penalty 3141.467841 = -1872203.613829 nChanged 3 SP:Iteration 65Q (4080.855979 sec): 3 clusters Score: Raw -1875345.628320 + Penalty 3141.467841 = -1872204.160478 nChanged 4 SP:Iteration 66Q (4080.921830 sec): 3 clusters Score: Raw -1875346.324674 + Penalty 3141.467841 = -1872204.856832 nChanged 6 SP:Iteration 67Q (4080.992836 sec): 3 clusters Score: Raw -1875347.177958 + Penalty 3141.467841 = -1872205.710117 nChanged 4 SP:Iteration 68Q (4081.068382 sec): 3 clusters Score: Raw -1875347.985244 + Penalty 3141.467841 = -1872206.517403 nChanged 4 SP:Iteration 69Q (4081.140936 sec): 3 clusters Score: Raw -1875348.312475 + Penalty 3141.467841 = -1872206.844634 nChanged 2 SP:Iteration 70Q (4081.215694 sec): 3 clusters Score: Raw -1875348.497022 + Penalty 3141.467841 = -1872207.029180 nChanged 1 SP:Iteration 71Q (4081.287095 sec): 3 clusters Score: Raw -1875348.563979 + Penalty 3141.467841 = -1872207.096137 nChanged 2 SP:Iteration 72Q (4081.363124 sec): 3 clusters Score: Raw -1875348.950918 + Penalty 3141.467841 = -1872207.483077 nChanged 3 SP:Iteration 73Q (4081.436640 sec): 3 clusters Score: Raw -1875349.662572 + Penalty 3141.467841 = -1872208.194731 nChanged 4 SP:Iteration 74Q (4081.511501 sec): 3 clusters Score: Raw -1875350.092799 + Penalty 3141.467841 = -1872208.624958 nChanged 0 SP:Iteration 75F (4081.580850 sec): 3 clusters Score: Raw -1875350.092799 + Penalty 3141.467841 = -1872208.624958 nChanged 0 Trying to split cluster 2 (10206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4081.611014 sec): 2 clusters Score: Raw -1167193.480839 + Penalty 1499.993798 = -1165693.487042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4081.666772 sec): 3 clusters Score: Raw -1161389.077741 + Penalty 2999.987595 = -1158389.090146 nChanged 4411 SP:Iteration 1F (4081.724634 sec): 3 clusters Score: Raw -1163834.565549 + Penalty 2999.987595 = -1160834.577954 nChanged 720 SP:Iteration 2F (4081.783411 sec): 3 clusters Score: Raw -1164159.467717 + Penalty 2999.987595 = -1161159.480121 nChanged 534 SP:Iteration 3F (4081.843190 sec): 3 clusters Score: Raw -1164398.310310 + Penalty 2999.987595 = -1161398.322715 nChanged 488 SP:Iteration 4Q (4081.902168 sec): 3 clusters Score: Raw -1164626.551848 + Penalty 2999.987595 = -1161626.564253 nChanged 468 SP:Iteration 5Q (4081.965009 sec): 3 clusters Score: Raw -1164842.074184 + Penalty 2999.987595 = -1161842.086589 nChanged 422 SP:Iteration 6Q (4082.025881 sec): 3 clusters Score: Raw -1165056.190440 + Penalty 2999.987595 = -1162056.202845 nChanged 426 SP:Iteration 7Q (4082.085119 sec): 3 clusters Score: Raw -1165280.631643 + Penalty 2999.987595 = -1162280.644048 nChanged 395 SP:Iteration 8Q (4082.143967 sec): 3 clusters Score: Raw -1165498.411198 + Penalty 2999.987595 = -1162498.423603 nChanged 409 SP:Iteration 9Q (4082.203166 sec): 3 clusters Score: Raw -1165733.739972 + Penalty 2999.987595 = -1162733.752377 nChanged 392 SP:Iteration 10Q (4082.271006 sec): 3 clusters Score: Raw -1165975.418782 + Penalty 2999.987595 = -1162975.431187 nChanged 347 SP:Iteration 11Q (4082.337959 sec): 3 clusters Score: Raw -1166197.848184 + Penalty 2999.987595 = -1163197.860589 nChanged 319 SP:Iteration 12Q (4082.404697 sec): 3 clusters Score: Raw -1166388.939742 + Penalty 2999.987595 = -1163388.952147 nChanged 250 SP:Iteration 13Q (4082.469694 sec): 3 clusters Score: Raw -1166528.348802 + Penalty 2999.987595 = -1163528.361207 nChanged 215 SP:Iteration 14Q (4082.526630 sec): 3 clusters Score: Raw -1166635.471279 + Penalty 2999.987595 = -1163635.483684 nChanged 204 SP:Iteration 15Q (4082.585254 sec): 3 clusters Score: Raw -1166740.404850 + Penalty 2999.987595 = -1163740.417255 nChanged 171 SP:Iteration 16Q (4082.645131 sec): 3 clusters Score: Raw -1166828.214447 + Penalty 2999.987595 = -1163828.226852 nChanged 164 SP:Iteration 17Q (4082.704630 sec): 3 clusters Score: Raw -1166908.400012 + Penalty 2999.987595 = -1163908.412417 nChanged 133 SP:Iteration 18Q (4082.770196 sec): 3 clusters Score: Raw -1166969.938653 + Penalty 2999.987595 = -1163969.951058 nChanged 113 SP:Iteration 19Q (4082.835622 sec): 3 clusters Score: Raw -1167020.150558 + Penalty 2999.987595 = -1164020.162963 nChanged 110 SP:Iteration 20F (4082.899693 sec): 3 clusters Score: Raw -1167071.249728 + Penalty 2999.987595 = -1164071.262133 nChanged 94 SP:Iteration 21Q (4082.957429 sec): 3 clusters Score: Raw -1167112.428677 + Penalty 2999.987595 = -1164112.441082 nChanged 87 SP:Iteration 22Q (4083.023461 sec): 3 clusters Score: Raw -1167154.423774 + Penalty 2999.987595 = -1164154.436179 nChanged 86 SP:Iteration 23Q (4083.070407 sec): 3 clusters Score: Raw -1167195.403199 + Penalty 2999.987595 = -1164195.415604 nChanged 86 SP:Iteration 24Q (4083.127549 sec): 3 clusters Score: Raw -1167234.073152 + Penalty 2999.987595 = -1164234.085557 nChanged 87 SP:Iteration 25Q (4083.184958 sec): 3 clusters Score: Raw -1167274.480784 + Penalty 2999.987595 = -1164274.493189 nChanged 66 SP:Iteration 26Q (4083.242329 sec): 3 clusters Score: Raw -1167302.595595 + Penalty 2999.987595 = -1164302.608000 nChanged 54 SP:Iteration 27Q (4083.299402 sec): 3 clusters Score: Raw -1167328.443404 + Penalty 2999.987595 = -1164328.455809 nChanged 59 SP:Iteration 28Q (4083.365092 sec): 3 clusters Score: Raw -1167359.238008 + Penalty 2999.987595 = -1164359.250413 nChanged 46 SP:Iteration 29Q (4083.409311 sec): 3 clusters Score: Raw -1167381.936596 + Penalty 2999.987595 = -1164381.949001 nChanged 28 SP:Iteration 30Q (4083.466591 sec): 3 clusters Score: Raw -1167394.865483 + Penalty 2999.987595 = -1164394.877888 nChanged 32 SP:Iteration 31Q (4083.523636 sec): 3 clusters Score: Raw -1167407.599480 + Penalty 2999.987595 = -1164407.611885 nChanged 29 SP:Iteration 32Q (4083.579716 sec): 3 clusters Score: Raw -1167418.616171 + Penalty 2999.987595 = -1164418.628576 nChanged 32 SP:Iteration 33Q (4083.645982 sec): 3 clusters Score: Raw -1167434.381199 + Penalty 2999.987595 = -1164434.393604 nChanged 23 SP:Iteration 34Q (4083.692888 sec): 3 clusters Score: Raw -1167447.644667 + Penalty 2999.987595 = -1164447.657072 nChanged 27 SP:Iteration 35Q (4083.747566 sec): 3 clusters Score: Raw -1167461.585474 + Penalty 2999.987595 = -1164461.597879 nChanged 19 SP:Iteration 36Q (4083.803373 sec): 3 clusters Score: Raw -1167470.902399 + Penalty 2999.987595 = -1164470.914804 nChanged 23 SP:Iteration 37Q (4083.858749 sec): 3 clusters Score: Raw -1167480.427180 + Penalty 2999.987595 = -1164480.439585 nChanged 15 SP:Iteration 38Q (4083.913253 sec): 3 clusters Score: Raw -1167487.795514 + Penalty 2999.987595 = -1164487.807919 nChanged 13 SP:Iteration 39Q (4083.977379 sec): 3 clusters Score: Raw -1167492.912751 + Penalty 2999.987595 = -1164492.925156 nChanged 12 SP:Iteration 40F (4084.036644 sec): 3 clusters Score: Raw -1167496.884838 + Penalty 2999.987595 = -1164496.897243 nChanged 9 SP:Iteration 41Q (4084.092350 sec): 3 clusters Score: Raw -1167499.477209 + Penalty 2999.987595 = -1164499.489614 nChanged 6 SP:Iteration 42Q (4084.139458 sec): 3 clusters Score: Raw -1167501.689624 + Penalty 2999.987595 = -1164501.702029 nChanged 8 SP:Iteration 43Q (4084.200269 sec): 3 clusters Score: Raw -1167505.091017 + Penalty 2999.987595 = -1164505.103422 nChanged 5 SP:Iteration 44Q (4084.266881 sec): 3 clusters Score: Raw -1167507.049752 + Penalty 2999.987595 = -1164507.062156 nChanged 4 SP:Iteration 45Q (4084.321059 sec): 3 clusters Score: Raw -1167508.524831 + Penalty 2999.987595 = -1164508.537236 nChanged 4 SP:Iteration 46Q (4084.393247 sec): 3 clusters Score: Raw -1167510.082964 + Penalty 2999.987595 = -1164510.095369 nChanged 5 SP:Iteration 47Q (4084.442024 sec): 3 clusters Score: Raw -1167512.138010 + Penalty 2999.987595 = -1164512.150415 nChanged 4 SP:Iteration 48Q (4084.495106 sec): 3 clusters Score: Raw -1167513.823766 + Penalty 2999.987595 = -1164513.836171 nChanged 3 SP:Iteration 49Q (4084.550281 sec): 3 clusters Score: Raw -1167514.805854 + Penalty 2999.987595 = -1164514.818259 nChanged 0 SP:Iteration 50F (4084.609615 sec): 3 clusters Score: Raw -1167514.805854 + Penalty 2999.987595 = -1164514.818259 nChanged 0 Trying to split cluster 3 (17491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4084.652518 sec): 2 clusters Score: Raw -2048233.250277 + Penalty 1587.534283 = -2046645.715994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4084.723596 sec): 3 clusters Score: Raw -2037733.393071 + Penalty 3175.068566 = -2034558.324505 nChanged 7943 SP:Iteration 1F (4084.794060 sec): 3 clusters Score: Raw -2042121.942743 + Penalty 3175.068566 = -2038946.874177 nChanged 881 SP:Iteration 2F (4084.873726 sec): 3 clusters Score: Raw -2042465.730592 + Penalty 3175.068566 = -2039290.662026 nChanged 827 SP:Iteration 3Q (4084.933998 sec): 3 clusters Score: Raw -2042792.999910 + Penalty 3175.068566 = -2039617.931344 nChanged 799 SP:Iteration 4Q (4084.997544 sec): 3 clusters Score: Raw -2043131.940607 + Penalty 3175.068566 = -2039956.872041 nChanged 842 SP:Iteration 5Q (4085.068113 sec): 3 clusters Score: Raw -2043515.764597 + Penalty 3175.068566 = -2040340.696031 nChanged 894 SP:Iteration 6F (4085.139646 sec): 3 clusters Score: Raw -2043972.768694 + Penalty 3175.068566 = -2040797.700127 nChanged 971 SP:Iteration 7F (4085.209361 sec): 3 clusters Score: Raw -2044535.257296 + Penalty 3175.068566 = -2041360.188730 nChanged 986 SP:Iteration 8F (4085.290316 sec): 3 clusters Score: Raw -2045199.153024 + Penalty 3175.068566 = -2042024.084458 nChanged 1012 SP:Iteration 9F (4085.349853 sec): 3 clusters Score: Raw -2045925.164989 + Penalty 3175.068566 = -2042750.096423 nChanged 917 SP:Iteration 10F (4085.421171 sec): 3 clusters Score: Raw -2046593.441912 + Penalty 3175.068566 = -2043418.373346 nChanged 779 SP:Iteration 11Q (4085.501765 sec): 3 clusters Score: Raw -2047161.678471 + Penalty 3175.068566 = -2043986.609905 nChanged 598 SP:Iteration 12Q (4085.562100 sec): 3 clusters Score: Raw -2047614.760719 + Penalty 3175.068566 = -2044439.692153 nChanged 421 SP:Iteration 13Q (4085.624333 sec): 3 clusters Score: Raw -2047942.921492 + Penalty 3175.068566 = -2044767.852926 nChanged 269 SP:Iteration 14Q (4085.700024 sec): 3 clusters Score: Raw -2048162.393181 + Penalty 3175.068566 = -2044987.324615 nChanged 160 SP:Iteration 15Q (4085.757613 sec): 3 clusters Score: Raw -2048276.994821 + Penalty 3175.068566 = -2045101.926255 nChanged 96 SP:Iteration 16Q (4085.825136 sec): 3 clusters Score: Raw -2048353.453590 + Penalty 3175.068566 = -2045178.385024 nChanged 93 SP:Iteration 17Q (4085.887317 sec): 3 clusters Score: Raw -2048421.363486 + Penalty 3175.068566 = -2045246.294920 nChanged 55 SP:Iteration 18Q (4085.960671 sec): 3 clusters Score: Raw -2048460.355173 + Penalty 3175.068566 = -2045285.286607 nChanged 38 SP:Iteration 19Q (4086.030510 sec): 3 clusters Score: Raw -2048490.094240 + Penalty 3175.068566 = -2045315.025674 nChanged 30 SP:Iteration 20F (4086.101408 sec): 3 clusters Score: Raw -2048510.502679 + Penalty 3175.068566 = -2045335.434113 nChanged 20 SP:Iteration 21Q (4086.176575 sec): 3 clusters Score: Raw -2048526.226750 + Penalty 3175.068566 = -2045351.158184 nChanged 14 SP:Iteration 22Q (4086.252323 sec): 3 clusters Score: Raw -2048535.404362 + Penalty 3175.068566 = -2045360.335796 nChanged 7 SP:Iteration 23Q (4086.319825 sec): 3 clusters Score: Raw -2048539.683046 + Penalty 3175.068566 = -2045364.614480 nChanged 4 SP:Iteration 24Q (4086.387674 sec): 3 clusters Score: Raw -2048542.862206 + Penalty 3175.068566 = -2045367.793640 nChanged 4 SP:Iteration 25Q (4086.459759 sec): 3 clusters Score: Raw -2048544.355706 + Penalty 3175.068566 = -2045369.287140 nChanged 2 SP:Iteration 26Q (4086.527112 sec): 3 clusters Score: Raw -2048545.200232 + Penalty 3175.068566 = -2045370.131666 nChanged 1 SP:Iteration 27Q (4086.577581 sec): 3 clusters Score: Raw -2048546.729562 + Penalty 3175.068566 = -2045371.660996 nChanged 4 SP:Iteration 28Q (4086.642186 sec): 3 clusters Score: Raw -2048548.453170 + Penalty 3175.068566 = -2045373.384603 nChanged 1 SP:Iteration 29Q (4086.705962 sec): 3 clusters Score: Raw -2048548.676887 + Penalty 3175.068566 = -2045373.608321 nChanged 0 SP:Iteration 30F (4086.767860 sec): 3 clusters Score: Raw -2048548.676887 + Penalty 3175.068566 = -2045373.608321 nChanged 0 Trying to split cluster 4 (226891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4087.070583 sec): 2 clusters Score: Raw -26913526.047292 + Penalty 2003.986563 = -26911522.060729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4087.473569 sec): 3 clusters Score: Raw -26762458.939990 + Penalty 4007.973127 = -26758450.966863 nChanged 110533 SP:Iteration 1F (4087.874261 sec): 3 clusters Score: Raw -26830196.316646 + Penalty 4007.973127 = -26826188.343519 nChanged 8571 SP:Iteration 2Q (4088.302351 sec): 3 clusters Score: Raw -26833008.602583 + Penalty 4007.973127 = -26829000.629457 nChanged 9917 SP:Iteration 3Q (4088.731976 sec): 3 clusters Score: Raw -26836954.980104 + Penalty 4007.973127 = -26832947.006977 nChanged 10866 SP:Iteration 4Q (4089.147918 sec): 3 clusters Score: Raw -26841921.068553 + Penalty 4007.973127 = -26837913.095426 nChanged 11945 SP:Iteration 5F (4089.551321 sec): 3 clusters Score: Raw -26848177.231357 + Penalty 4007.973127 = -26844169.258230 nChanged 12905 SP:Iteration 6F (4089.959551 sec): 3 clusters Score: Raw -26855960.769137 + Penalty 4007.973127 = -26851952.796010 nChanged 13413 SP:Iteration 7F (4090.381621 sec): 3 clusters Score: Raw -26864809.212238 + Penalty 4007.973127 = -26860801.239112 nChanged 12816 SP:Iteration 8F (4090.800723 sec): 3 clusters Score: Raw -26872725.935764 + Penalty 4007.973127 = -26868717.962637 nChanged 10527 SP:Iteration 9Q (4091.220793 sec): 3 clusters Score: Raw -26877672.597793 + Penalty 4007.973127 = -26873664.624666 nChanged 7230 SP:Iteration 10Q (4091.633114 sec): 3 clusters Score: Raw -26879812.627575 + Penalty 4007.973127 = -26875804.654448 nChanged 4459 SP:Iteration 11Q (4092.033249 sec): 3 clusters Score: Raw -26880804.458464 + Penalty 4007.973127 = -26876796.485337 nChanged 3128 SP:Iteration 12Q (4092.445878 sec): 3 clusters Score: Raw -26881506.999725 + Penalty 4007.973127 = -26877499.026599 nChanged 2821 SP:Iteration 13Q (4092.868879 sec): 3 clusters Score: Raw -26882147.148031 + Penalty 4007.973127 = -26878139.174905 nChanged 2678 SP:Iteration 14Q (4093.264674 sec): 3 clusters Score: Raw -26882760.427988 + Penalty 4007.973127 = -26878752.454861 nChanged 2648 SP:Iteration 15Q (4093.697848 sec): 3 clusters Score: Raw -26883379.453917 + Penalty 4007.973127 = -26879371.480791 nChanged 2714 SP:Iteration 16Q (4094.130967 sec): 3 clusters Score: Raw -26884014.960683 + Penalty 4007.973127 = -26880006.987556 nChanged 2700 SP:Iteration 17Q (4094.578020 sec): 3 clusters Score: Raw -26884664.081789 + Penalty 4007.973127 = -26880656.108662 nChanged 2717 SP:Iteration 18Q (4094.996779 sec): 3 clusters Score: Raw -26885324.268587 + Penalty 4007.973127 = -26881316.295460 nChanged 2720 SP:Iteration 19Q (4095.392875 sec): 3 clusters Score: Raw -26885974.619626 + Penalty 4007.973127 = -26881966.646499 nChanged 2642 SP:Iteration 20F (4095.823102 sec): 3 clusters Score: Raw -26886607.478247 + Penalty 4007.973127 = -26882599.505121 nChanged 2656 SP:Iteration 21Q (4096.266248 sec): 3 clusters Score: Raw -26887263.688311 + Penalty 4007.973127 = -26883255.715185 nChanged 2692 SP:Iteration 22Q (4096.686668 sec): 3 clusters Score: Raw -26887905.857999 + Penalty 4007.973127 = -26883897.884872 nChanged 2616 SP:Iteration 23Q (4097.137060 sec): 3 clusters Score: Raw -26888517.485351 + Penalty 4007.973127 = -26884509.512225 nChanged 2502 SP:Iteration 24Q (4097.566650 sec): 3 clusters Score: Raw -26889091.274973 + Penalty 4007.973127 = -26885083.301846 nChanged 2447 SP:Iteration 25Q (4097.953826 sec): 3 clusters Score: Raw -26889625.670435 + Penalty 4007.973127 = -26885617.697308 nChanged 2325 SP:Iteration 26Q (4098.363291 sec): 3 clusters Score: Raw -26890114.452504 + Penalty 4007.973127 = -26886106.479378 nChanged 2227 SP:Iteration 27Q (4098.806587 sec): 3 clusters Score: Raw -26890532.184079 + Penalty 4007.973127 = -26886524.210953 nChanged 1988 SP:Iteration 28Q (4099.252034 sec): 3 clusters Score: Raw -26890859.817900 + Penalty 4007.973127 = -26886851.844773 nChanged 1758 SP:Iteration 29Q (4099.703637 sec): 3 clusters Score: Raw -26891135.935253 + Penalty 4007.973127 = -26887127.962126 nChanged 1635 SP:Iteration 30Q (4100.125450 sec): 3 clusters Score: Raw -26891376.857955 + Penalty 4007.973127 = -26887368.884828 nChanged 1624 SP:Iteration 31Q (4100.531783 sec): 3 clusters Score: Raw -26891613.331371 + Penalty 4007.973127 = -26887605.358244 nChanged 1481 SP:Iteration 32Q (4100.943945 sec): 3 clusters Score: Raw -26891815.242587 + Penalty 4007.973127 = -26887807.269460 nChanged 1379 SP:Iteration 33Q (4101.346349 sec): 3 clusters Score: Raw -26892002.665284 + Penalty 4007.973127 = -26887994.692158 nChanged 1287 SP:Iteration 34Q (4101.747740 sec): 3 clusters Score: Raw -26892173.048294 + Penalty 4007.973127 = -26888165.075168 nChanged 1240 SP:Iteration 35Q (4102.139641 sec): 3 clusters Score: Raw -26892336.010055 + Penalty 4007.973127 = -26888328.036928 nChanged 1225 SP:Iteration 36Q (4102.531266 sec): 3 clusters Score: Raw -26892496.326273 + Penalty 4007.973127 = -26888488.353146 nChanged 1215 SP:Iteration 37Q (4102.931690 sec): 3 clusters Score: Raw -26892650.682785 + Penalty 4007.973127 = -26888642.709658 nChanged 1177 SP:Iteration 38Q (4103.343375 sec): 3 clusters Score: Raw -26892808.564145 + Penalty 4007.973127 = -26888800.591019 nChanged 1180 SP:Iteration 39Q (4103.760354 sec): 3 clusters Score: Raw -26892969.620881 + Penalty 4007.973127 = -26888961.647754 nChanged 1176 SP:Iteration 40F (4104.155512 sec): 3 clusters Score: Raw -26893127.020615 + Penalty 4007.973127 = -26889119.047489 nChanged 1165 SP:Iteration 41Q (4104.558885 sec): 3 clusters Score: Raw -26893294.754746 + Penalty 4007.973127 = -26889286.781619 nChanged 1167 SP:Iteration 42Q (4104.941743 sec): 3 clusters Score: Raw -26893463.214070 + Penalty 4007.973127 = -26889455.240943 nChanged 1182 SP:Iteration 43Q (4105.335453 sec): 3 clusters Score: Raw -26893635.100437 + Penalty 4007.973127 = -26889627.127310 nChanged 1168 SP:Iteration 44Q (4105.736379 sec): 3 clusters Score: Raw -26893818.650520 + Penalty 4007.973127 = -26889810.677394 nChanged 1277 SP:Iteration 45Q (4106.138010 sec): 3 clusters Score: Raw -26894038.411995 + Penalty 4007.973127 = -26890030.438868 nChanged 1348 SP:Iteration 46Q (4106.539360 sec): 3 clusters Score: Raw -26894281.888105 + Penalty 4007.973127 = -26890273.914979 nChanged 1416 SP:Iteration 47Q (4106.953433 sec): 3 clusters Score: Raw -26894553.696183 + Penalty 4007.973127 = -26890545.723057 nChanged 1540 SP:Iteration 48Q (4107.377423 sec): 3 clusters Score: Raw -26894877.129498 + Penalty 4007.973127 = -26890869.156371 nChanged 1634 SP:Iteration 49Q (4107.803214 sec): 3 clusters Score: Raw -26895224.423001 + Penalty 4007.973127 = -26891216.449874 nChanged 1726 SP:Iteration 50Q (4108.276349 sec): 3 clusters Score: Raw -26895584.367026 + Penalty 4007.973127 = -26891576.393899 nChanged 1723 SP:Iteration 51Q (4108.723248 sec): 3 clusters Score: Raw -26895962.737696 + Penalty 4007.973127 = -26891954.764569 nChanged 1779 SP:Iteration 52Q (4109.108940 sec): 3 clusters Score: Raw -26896375.271170 + Penalty 4007.973127 = -26892367.298043 nChanged 1858 SP:Iteration 53Q (4109.527082 sec): 3 clusters Score: Raw -26896816.366217 + Penalty 4007.973127 = -26892808.393090 nChanged 1938 SP:Iteration 54Q (4109.960726 sec): 3 clusters Score: Raw -26897280.371161 + Penalty 4007.973127 = -26893272.398035 nChanged 1999 SP:Iteration 55Q (4110.398955 sec): 3 clusters Score: Raw -26897767.785287 + Penalty 4007.973127 = -26893759.812161 nChanged 1979 SP:Iteration 56Q (4110.798638 sec): 3 clusters Score: Raw -26898235.262212 + Penalty 4007.973127 = -26894227.289086 nChanged 2031 SP:Iteration 57Q (4111.180376 sec): 3 clusters Score: Raw -26898716.758694 + Penalty 4007.973127 = -26894708.785568 nChanged 1993 SP:Iteration 58Q (4111.573877 sec): 3 clusters Score: Raw -26899199.655902 + Penalty 4007.973127 = -26895191.682775 nChanged 2047 SP:Iteration 59Q (4111.969282 sec): 3 clusters Score: Raw -26899710.080442 + Penalty 4007.973127 = -26895702.107315 nChanged 2054 SP:Iteration 60F (4112.403495 sec): 3 clusters Score: Raw -26900238.430253 + Penalty 4007.973127 = -26896230.457126 nChanged 2165 SP:Iteration 61Q (4112.831206 sec): 3 clusters Score: Raw -26900800.410685 + Penalty 4007.973127 = -26896792.437558 nChanged 2049 SP:Iteration 62Q (4113.233303 sec): 3 clusters Score: Raw -26901328.337841 + Penalty 4007.973127 = -26897320.364714 nChanged 2166 SP:Iteration 63Q (4113.627254 sec): 3 clusters Score: Raw -26901883.644157 + Penalty 4007.973127 = -26897875.671030 nChanged 2173 SP:Iteration 64Q (4114.036678 sec): 3 clusters Score: Raw -26902474.113704 + Penalty 4007.973127 = -26898466.140577 nChanged 2228 SP:Iteration 65Q (4114.430587 sec): 3 clusters Score: Raw -26903127.399624 + Penalty 4007.973127 = -26899119.426497 nChanged 2302 SP:Iteration 66Q (4114.818776 sec): 3 clusters Score: Raw -26903825.548827 + Penalty 4007.973127 = -26899817.575700 nChanged 2277 SP:Iteration 67Q (4115.208061 sec): 3 clusters Score: Raw -26904546.335964 + Penalty 4007.973127 = -26900538.362838 nChanged 2356 SP:Iteration 68Q (4115.588367 sec): 3 clusters Score: Raw -26905361.936529 + Penalty 4007.973127 = -26901353.963402 nChanged 2436 SP:Iteration 69Q (4116.020291 sec): 3 clusters Score: Raw -26906238.591463 + Penalty 4007.973127 = -26902230.618336 nChanged 2448 SP:Iteration 70Q (4116.418795 sec): 3 clusters Score: Raw -26907178.184313 + Penalty 4007.973127 = -26903170.211186 nChanged 2409 SP:Iteration 71Q (4116.794653 sec): 3 clusters Score: Raw -26908144.173552 + Penalty 4007.973127 = -26904136.200425 nChanged 2355 SP:Iteration 72Q (4117.176541 sec): 3 clusters Score: Raw -26909051.726509 + Penalty 4007.973127 = -26905043.753382 nChanged 2275 SP:Iteration 73Q (4117.551911 sec): 3 clusters Score: Raw -26909879.306035 + Penalty 4007.973127 = -26905871.332909 nChanged 2114 SP:Iteration 74Q (4117.918072 sec): 3 clusters Score: Raw -26910593.901620 + Penalty 4007.973127 = -26906585.928493 nChanged 1924 SP:Iteration 75Q (4118.279759 sec): 3 clusters Score: Raw -26911179.088366 + Penalty 4007.973127 = -26907171.115240 nChanged 1765 SP:Iteration 76Q (4118.639116 sec): 3 clusters Score: Raw -26911715.356756 + Penalty 4007.973127 = -26907707.383629 nChanged 1655 SP:Iteration 77Q (4119.003430 sec): 3 clusters Score: Raw -26912196.610912 + Penalty 4007.973127 = -26908188.637785 nChanged 1488 SP:Iteration 78Q (4119.354345 sec): 3 clusters Score: Raw -26912582.314328 + Penalty 4007.973127 = -26908574.341202 nChanged 1351 SP:Iteration 79Q (4119.723912 sec): 3 clusters Score: Raw -26912917.712002 + Penalty 4007.973127 = -26908909.738875 nChanged 1233 SP:Iteration 80F (4120.135311 sec): 3 clusters Score: Raw -26913215.173895 + Penalty 4007.973127 = -26909207.200768 nChanged 1204 SP:Iteration 81Q (4120.493810 sec): 3 clusters Score: Raw -26913477.586516 + Penalty 4007.973127 = -26909469.613389 nChanged 1049 SP:Iteration 82Q (4120.864041 sec): 3 clusters Score: Raw -26913680.698037 + Penalty 4007.973127 = -26909672.724910 nChanged 993 SP:Iteration 83Q (4121.217377 sec): 3 clusters Score: Raw -26913864.569241 + Penalty 4007.973127 = -26909856.596114 nChanged 919 SP:Iteration 84Q (4121.575332 sec): 3 clusters Score: Raw -26914023.508433 + Penalty 4007.973127 = -26910015.535306 nChanged 853 SP:Iteration 85Q (4121.933361 sec): 3 clusters Score: Raw -26914156.628890 + Penalty 4007.973127 = -26910148.655764 nChanged 773 SP:Iteration 86Q (4122.277238 sec): 3 clusters Score: Raw -26914269.389480 + Penalty 4007.973127 = -26910261.416354 nChanged 690 SP:Iteration 87Q (4122.629630 sec): 3 clusters Score: Raw -26914371.122903 + Penalty 4007.973127 = -26910363.149777 nChanged 652 SP:Iteration 88Q (4122.985677 sec): 3 clusters Score: Raw -26914460.527014 + Penalty 4007.973127 = -26910452.553887 nChanged 627 SP:Iteration 89Q (4123.357742 sec): 3 clusters Score: Raw -26914542.429956 + Penalty 4007.973127 = -26910534.456830 nChanged 597 SP:Iteration 90Q (4123.731334 sec): 3 clusters Score: Raw -26914617.138856 + Penalty 4007.973127 = -26910609.165729 nChanged 564 SP:Iteration 91Q (4124.109209 sec): 3 clusters Score: Raw -26914685.115179 + Penalty 4007.973127 = -26910677.142052 nChanged 536 SP:Iteration 92Q (4124.467545 sec): 3 clusters Score: Raw -26914752.455972 + Penalty 4007.973127 = -26910744.482846 nChanged 536 SP:Iteration 93Q (4124.813722 sec): 3 clusters Score: Raw -26914821.961962 + Penalty 4007.973127 = -26910813.988836 nChanged 515 SP:Iteration 94Q (4125.175645 sec): 3 clusters Score: Raw -26914893.299284 + Penalty 4007.973127 = -26910885.326158 nChanged 526 SP:Iteration 95Q (4125.532456 sec): 3 clusters Score: Raw -26914962.622920 + Penalty 4007.973127 = -26910954.649793 nChanged 495 SP:Iteration 96Q (4125.890658 sec): 3 clusters Score: Raw -26915027.457809 + Penalty 4007.973127 = -26911019.484682 nChanged 444 SP:Iteration 97Q (4126.249995 sec): 3 clusters Score: Raw -26915084.850992 + Penalty 4007.973127 = -26911076.877865 nChanged 416 SP:Iteration 98Q (4126.615885 sec): 3 clusters Score: Raw -26915138.191322 + Penalty 4007.973127 = -26911130.218195 nChanged 389 SP:Iteration 99Q (4126.968670 sec): 3 clusters Score: Raw -26915187.280962 + Penalty 4007.973127 = -26911179.307836 nChanged 394 SP:Iteration 100F (4127.398452 sec): 3 clusters Score: Raw -26915237.582622 + Penalty 4007.973127 = -26911229.609495 nChanged 365 SP:Iteration 101Q (4127.734440 sec): 3 clusters Score: Raw -26915281.347487 + Penalty 4007.973127 = -26911273.374360 nChanged 346 SP:Iteration 102Q (4128.067552 sec): 3 clusters Score: Raw -26915320.874247 + Penalty 4007.973127 = -26911312.901120 nChanged 308 SP:Iteration 103Q (4128.424608 sec): 3 clusters Score: Raw -26915353.049801 + Penalty 4007.973127 = -26911345.076674 nChanged 276 SP:Iteration 104Q (4128.806764 sec): 3 clusters Score: Raw -26915380.490751 + Penalty 4007.973127 = -26911372.517625 nChanged 269 SP:Iteration 105Q (4129.180874 sec): 3 clusters Score: Raw -26915409.684381 + Penalty 4007.973127 = -26911401.711254 nChanged 282 SP:Iteration 106Q (4129.594990 sec): 3 clusters Score: Raw -26915439.319925 + Penalty 4007.973127 = -26911431.346798 nChanged 269 SP:Iteration 107Q (4129.968701 sec): 3 clusters Score: Raw -26915467.704029 + Penalty 4007.973127 = -26911459.730902 nChanged 267 SP:Iteration 108Q (4130.330061 sec): 3 clusters Score: Raw -26915494.728199 + Penalty 4007.973127 = -26911486.755072 nChanged 241 SP:Iteration 109Q (4130.680244 sec): 3 clusters Score: Raw -26915520.986086 + Penalty 4007.973127 = -26911513.012960 nChanged 239 SP:Iteration 110Q (4131.019436 sec): 3 clusters Score: Raw -26915545.614673 + Penalty 4007.973127 = -26911537.641546 nChanged 236 SP:Iteration 111Q (4131.365747 sec): 3 clusters Score: Raw -26915570.350353 + Penalty 4007.973127 = -26911562.377227 nChanged 228 SP:Iteration 112Q (4131.762402 sec): 3 clusters Score: Raw -26915592.203424 + Penalty 4007.973127 = -26911584.230297 nChanged 213 SP:Iteration 113Q (4132.160809 sec): 3 clusters Score: Raw -26915612.395398 + Penalty 4007.973127 = -26911604.422272 nChanged 216 SP:Iteration 114Q (4132.516836 sec): 3 clusters Score: Raw -26915632.326422 + Penalty 4007.973127 = -26911624.353295 nChanged 215 SP:Iteration 115Q (4132.878671 sec): 3 clusters Score: Raw -26915653.039672 + Penalty 4007.973127 = -26911645.066546 nChanged 203 SP:Iteration 116Q (4133.307612 sec): 3 clusters Score: Raw -26915672.722219 + Penalty 4007.973127 = -26911664.749093 nChanged 210 SP:Iteration 117Q (4133.695504 sec): 3 clusters Score: Raw -26915693.246680 + Penalty 4007.973127 = -26911685.273553 nChanged 192 SP:Iteration 118Q (4134.083219 sec): 3 clusters Score: Raw -26915710.159350 + Penalty 4007.973127 = -26911702.186223 nChanged 176 SP:Iteration 119Q (4134.467002 sec): 3 clusters Score: Raw -26915723.283558 + Penalty 4007.973127 = -26911715.310432 nChanged 147 SP:Iteration 120F (4134.905826 sec): 3 clusters Score: Raw -26915733.078494 + Penalty 4007.973127 = -26911725.105368 nChanged 114 SP:Iteration 121Q (4135.292788 sec): 3 clusters Score: Raw -26915741.258606 + Penalty 4007.973127 = -26911733.285479 nChanged 105 SP:Iteration 122Q (4135.691777 sec): 3 clusters Score: Raw -26915750.177927 + Penalty 4007.973127 = -26911742.204800 nChanged 129 SP:Iteration 123Q (4136.129919 sec): 3 clusters Score: Raw -26915760.861217 + Penalty 4007.973127 = -26911752.888091 nChanged 124 SP:Iteration 124Q (4136.542688 sec): 3 clusters Score: Raw -26915770.704059 + Penalty 4007.973127 = -26911762.730932 nChanged 123 SP:Iteration 125Q (4136.928494 sec): 3 clusters Score: Raw -26915779.635963 + Penalty 4007.973127 = -26911771.662837 nChanged 118 SP:Iteration 126Q (4137.308643 sec): 3 clusters Score: Raw -26915788.356416 + Penalty 4007.973127 = -26911780.383289 nChanged 117 SP:Iteration 127Q (4137.693861 sec): 3 clusters Score: Raw -26915796.816624 + Penalty 4007.973127 = -26911788.843497 nChanged 102 SP:Iteration 128Q (4138.078299 sec): 3 clusters Score: Raw -26915803.165994 + Penalty 4007.973127 = -26911795.192868 nChanged 93 SP:Iteration 129Q (4138.433446 sec): 3 clusters Score: Raw -26915807.758118 + Penalty 4007.973127 = -26911799.784991 nChanged 65 SP:Iteration 130Q (4138.806255 sec): 3 clusters Score: Raw -26915811.133217 + Penalty 4007.973127 = -26911803.160090 nChanged 63 SP:Iteration 131Q (4139.166097 sec): 3 clusters Score: Raw -26915814.953575 + Penalty 4007.973127 = -26911806.980448 nChanged 68 SP:Iteration 132Q (4139.621529 sec): 3 clusters Score: Raw -26915819.068811 + Penalty 4007.973127 = -26911811.095684 nChanged 73 SP:Iteration 133Q (4140.004999 sec): 3 clusters Score: Raw -26915822.929517 + Penalty 4007.973127 = -26911814.956391 nChanged 52 SP:Iteration 134Q (4140.346908 sec): 3 clusters Score: Raw -26915825.524340 + Penalty 4007.973127 = -26911817.551214 nChanged 54 SP:Iteration 135Q (4140.698106 sec): 3 clusters Score: Raw -26915828.176490 + Penalty 4007.973127 = -26911820.203364 nChanged 47 SP:Iteration 136Q (4141.055676 sec): 3 clusters Score: Raw -26915830.422778 + Penalty 4007.973127 = -26911822.449652 nChanged 44 SP:Iteration 137Q (4141.413382 sec): 3 clusters Score: Raw -26915832.441133 + Penalty 4007.973127 = -26911824.468006 nChanged 45 SP:Iteration 138Q (4141.782246 sec): 3 clusters Score: Raw -26915834.334442 + Penalty 4007.973127 = -26911826.361315 nChanged 31 SP:Iteration 139Q (4142.117199 sec): 3 clusters Score: Raw -26915835.669349 + Penalty 4007.973127 = -26911827.696223 nChanged 39 SP:Iteration 140F (4142.507128 sec): 3 clusters Score: Raw -26915837.514515 + Penalty 4007.973127 = -26911829.541389 nChanged 44 SP:Iteration 141Q (4142.843051 sec): 3 clusters Score: Raw -26915839.441404 + Penalty 4007.973127 = -26911831.468278 nChanged 38 SP:Iteration 142Q (4143.193416 sec): 3 clusters Score: Raw -26915840.939367 + Penalty 4007.973127 = -26911832.966240 nChanged 34 SP:Iteration 143Q (4143.558726 sec): 3 clusters Score: Raw -26915842.190187 + Penalty 4007.973127 = -26911834.217061 nChanged 14 SP:Iteration 144Q (4143.965746 sec): 3 clusters Score: Raw -26915842.677875 + Penalty 4007.973127 = -26911834.704749 nChanged 15 SP:Iteration 145Q (4144.326038 sec): 3 clusters Score: Raw -26915843.310190 + Penalty 4007.973127 = -26911835.337063 nChanged 19 SP:Iteration 146Q (4144.699656 sec): 3 clusters Score: Raw -26915843.932827 + Penalty 4007.973127 = -26911835.959701 nChanged 13 SP:Iteration 147Q (4145.028899 sec): 3 clusters Score: Raw -26915844.449688 + Penalty 4007.973127 = -26911836.476562 nChanged 15 SP:Iteration 148Q (4145.372176 sec): 3 clusters Score: Raw -26915844.952837 + Penalty 4007.973127 = -26911836.979710 nChanged 12 SP:Iteration 149Q (4145.723126 sec): 3 clusters Score: Raw -26915845.318526 + Penalty 4007.973127 = -26911837.345399 nChanged 9 SP:Iteration 150Q (4146.066979 sec): 3 clusters Score: Raw -26915845.645383 + Penalty 4007.973127 = -26911837.672256 nChanged 9 SP:Iteration 151Q (4146.419334 sec): 3 clusters Score: Raw -26915845.976683 + Penalty 4007.973127 = -26911838.003557 nChanged 8 SP:Iteration 152Q (4146.795404 sec): 3 clusters Score: Raw -26915846.262599 + Penalty 4007.973127 = -26911838.289473 nChanged 11 SP:Iteration 153Q (4147.195276 sec): 3 clusters Score: Raw -26915846.636449 + Penalty 4007.973127 = -26911838.663322 nChanged 12 SP:Iteration 154Q (4147.559310 sec): 3 clusters Score: Raw -26915847.154334 + Penalty 4007.973127 = -26911839.181208 nChanged 18 SP:Iteration 155Q (4147.915712 sec): 3 clusters Score: Raw -26915847.837503 + Penalty 4007.973127 = -26911839.864376 nChanged 17 SP:Iteration 156Q (4148.252365 sec): 3 clusters Score: Raw -26915848.384922 + Penalty 4007.973127 = -26911840.411796 nChanged 11 SP:Iteration 157Q (4148.582432 sec): 3 clusters Score: Raw -26915848.727973 + Penalty 4007.973127 = -26911840.754846 nChanged 12 SP:Iteration 158Q (4148.924972 sec): 3 clusters Score: Raw -26915849.151131 + Penalty 4007.973127 = -26911841.178004 nChanged 10 SP:Iteration 159Q (4149.267203 sec): 3 clusters Score: Raw -26915849.529587 + Penalty 4007.973127 = -26911841.556460 nChanged 17 SP:Iteration 160F (4149.666230 sec): 3 clusters Score: Raw -26915850.366537 + Penalty 4007.973127 = -26911842.393410 nChanged 24 SP:Iteration 161Q (4150.007789 sec): 3 clusters Score: Raw -26915851.430081 + Penalty 4007.973127 = -26911843.456955 nChanged 24 SP:Iteration 162Q (4150.349900 sec): 3 clusters Score: Raw -26915852.532963 + Penalty 4007.973127 = -26911844.559836 nChanged 21 SP:Iteration 163Q (4150.709546 sec): 3 clusters Score: Raw -26915853.252949 + Penalty 4007.973127 = -26911845.279822 nChanged 21 SP:Iteration 164Q (4151.065552 sec): 3 clusters Score: Raw -26915853.904046 + Penalty 4007.973127 = -26911845.930920 nChanged 13 SP:Iteration 165Q (4151.408624 sec): 3 clusters Score: Raw -26915854.451725 + Penalty 4007.973127 = -26911846.478599 nChanged 16 SP:Iteration 166Q (4151.755077 sec): 3 clusters Score: Raw -26915855.050587 + Penalty 4007.973127 = -26911847.077461 nChanged 18 SP:Iteration 167Q (4152.135265 sec): 3 clusters Score: Raw -26915855.763518 + Penalty 4007.973127 = -26911847.790391 nChanged 21 SP:Iteration 168Q (4152.524100 sec): 3 clusters Score: Raw -26915856.821044 + Penalty 4007.973127 = -26911848.847918 nChanged 27 SP:Iteration 169Q (4152.907263 sec): 3 clusters Score: Raw -26915857.677028 + Penalty 4007.973127 = -26911849.703901 nChanged 16 SP:Iteration 170Q (4153.285011 sec): 3 clusters Score: Raw -26915858.265776 + Penalty 4007.973127 = -26911850.292650 nChanged 14 SP:Iteration 171Q (4153.675383 sec): 3 clusters Score: Raw -26915858.793054 + Penalty 4007.973127 = -26911850.819927 nChanged 12 SP:Iteration 172Q (4154.072914 sec): 3 clusters Score: Raw -26915859.130858 + Penalty 4007.973127 = -26911851.157731 nChanged 8 SP:Iteration 173Q (4154.456979 sec): 3 clusters Score: Raw -26915859.302035 + Penalty 4007.973127 = -26911851.328908 nChanged 4 SP:Iteration 174Q (4154.917229 sec): 3 clusters Score: Raw -26915859.447230 + Penalty 4007.973127 = -26911851.474103 nChanged 5 SP:Iteration 175Q (4155.319815 sec): 3 clusters Score: Raw -26915859.595921 + Penalty 4007.973127 = -26911851.622794 nChanged 6 SP:Iteration 176Q (4155.672029 sec): 3 clusters Score: Raw -26915859.769446 + Penalty 4007.973127 = -26911851.796320 nChanged 5 SP:Iteration 177Q (4156.020564 sec): 3 clusters Score: Raw -26915859.925974 + Penalty 4007.973127 = -26911851.952847 nChanged 4 SP:Iteration 178Q (4156.410577 sec): 3 clusters Score: Raw -26915860.016906 + Penalty 4007.973127 = -26911852.043779 nChanged 3 SP:Iteration 179Q (4156.752415 sec): 3 clusters Score: Raw -26915860.075334 + Penalty 4007.973127 = -26911852.102207 nChanged 2 SP:Iteration 180F (4157.156946 sec): 3 clusters Score: Raw -26915860.107284 + Penalty 4007.973127 = -26911852.134157 nChanged 0 Score: Raw -86560044.615719 + Penalty 68161.391939 = -86491883.223780 Splitting cluster 4 changes total score from -86491735.619067 to -86491883.223780 So it's getting split into cluster 31. Trying to split cluster 5 (7087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4172.786245 sec): 2 clusters Score: Raw -818938.238492 + Penalty 1440.727827 = -817497.510665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4172.844899 sec): 3 clusters Score: Raw -815075.582370 + Penalty 2881.455655 = -812194.126716 nChanged 2996 SP:Iteration 1F (4172.903755 sec): 3 clusters Score: Raw -817035.800065 + Penalty 2881.455655 = -814154.344411 nChanged 714 SP:Iteration 2F (4172.963056 sec): 3 clusters Score: Raw -817890.985462 + Penalty 2881.455655 = -815009.529807 nChanged 795 SP:Iteration 3F (4173.022945 sec): 3 clusters Score: Raw -818840.651140 + Penalty 2881.455655 = -815959.195485 nChanged 656 SP:Iteration 4F (4173.081875 sec): 3 clusters Score: Raw -819499.359772 + Penalty 2881.455655 = -816617.904118 nChanged 452 SP:Iteration 5F (4173.140769 sec): 3 clusters Score: Raw -819891.600327 + Penalty 2881.455655 = -817010.144673 nChanged 323 SP:Iteration 6Q (4173.187737 sec): 3 clusters Score: Raw -820156.318089 + Penalty 2881.455655 = -817274.862435 nChanged 240 SP:Iteration 7Q (4173.237895 sec): 3 clusters Score: Raw -820341.421460 + Penalty 2881.455655 = -817459.965806 nChanged 187 SP:Iteration 8Q (4173.296704 sec): 3 clusters Score: Raw -820495.134664 + Penalty 2881.455655 = -817613.679009 nChanged 166 SP:Iteration 9Q (4173.355796 sec): 3 clusters Score: Raw -820628.584008 + Penalty 2881.455655 = -817747.128353 nChanged 133 SP:Iteration 10Q (4173.407801 sec): 3 clusters Score: Raw -820719.630797 + Penalty 2881.455655 = -817838.175143 nChanged 108 SP:Iteration 11Q (4173.458175 sec): 3 clusters Score: Raw -820786.816070 + Penalty 2881.455655 = -817905.360416 nChanged 99 SP:Iteration 12Q (4173.517257 sec): 3 clusters Score: Raw -820842.133187 + Penalty 2881.455655 = -817960.677532 nChanged 68 SP:Iteration 13Q (4173.575602 sec): 3 clusters Score: Raw -820878.488824 + Penalty 2881.455655 = -817997.033169 nChanged 59 SP:Iteration 14Q (4173.633553 sec): 3 clusters Score: Raw -820896.284701 + Penalty 2881.455655 = -818014.829046 nChanged 36 SP:Iteration 15Q (4173.690963 sec): 3 clusters Score: Raw -820907.320443 + Penalty 2881.455655 = -818025.864789 nChanged 33 SP:Iteration 16Q (4173.748468 sec): 3 clusters Score: Raw -820917.817152 + Penalty 2881.455655 = -818036.361497 nChanged 31 SP:Iteration 17Q (4173.806109 sec): 3 clusters Score: Raw -820927.678010 + Penalty 2881.455655 = -818046.222355 nChanged 27 SP:Iteration 18Q (4173.856886 sec): 3 clusters Score: Raw -820936.119807 + Penalty 2881.455655 = -818054.664153 nChanged 18 SP:Iteration 19Q (4173.913994 sec): 3 clusters Score: Raw -820939.510124 + Penalty 2881.455655 = -818058.054470 nChanged 19 SP:Iteration 20F (4173.972340 sec): 3 clusters Score: Raw -820943.430916 + Penalty 2881.455655 = -818061.975261 nChanged 13 SP:Iteration 21Q (4174.029690 sec): 3 clusters Score: Raw -820945.313512 + Penalty 2881.455655 = -818063.857857 nChanged 6 SP:Iteration 22Q (4174.086055 sec): 3 clusters Score: Raw -820946.411354 + Penalty 2881.455655 = -818064.955699 nChanged 4 SP:Iteration 23Q (4174.136577 sec): 3 clusters Score: Raw -820946.945225 + Penalty 2881.455655 = -818065.489570 nChanged 4 SP:Iteration 24Q (4174.206460 sec): 3 clusters Score: Raw -820947.483459 + Penalty 2881.455655 = -818066.027805 nChanged 7 SP:Iteration 25Q (4174.255136 sec): 3 clusters Score: Raw -820948.664311 + Penalty 2881.455655 = -818067.208656 nChanged 6 SP:Iteration 26Q (4174.293960 sec): 3 clusters Score: Raw -820949.420065 + Penalty 2881.455655 = -818067.964411 nChanged 1 SP:Iteration 27Q (4174.350316 sec): 3 clusters Score: Raw -820949.529709 + Penalty 2881.455655 = -818068.074055 nChanged 1 SP:Iteration 28Q (4174.408894 sec): 3 clusters Score: Raw -820949.645228 + Penalty 2881.455655 = -818068.189573 nChanged 0 SP:Iteration 29F (4174.480354 sec): 3 clusters Score: Raw -820949.645228 + Penalty 2881.455655 = -818068.189573 nChanged 0 Score: Raw -86562056.022456 + Penalty 70360.146518 = -86491695.875938 Splitting cluster 5 changes total score from -86491735.619067 to -86491695.875938 So it's not getting split. Trying to split cluster 6 (12105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4190.642400 sec): 2 clusters Score: Raw -1399248.408003 + Penalty 1527.723254 = -1397720.684749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4190.714156 sec): 3 clusters Score: Raw -1392302.550362 + Penalty 3055.446508 = -1389247.103855 nChanged 5250 SP:Iteration 1F (4190.767828 sec): 3 clusters Score: Raw -1395279.163977 + Penalty 3055.446508 = -1392223.717469 nChanged 865 SP:Iteration 2F (4190.833278 sec): 3 clusters Score: Raw -1395909.616907 + Penalty 3055.446508 = -1392854.170399 nChanged 955 SP:Iteration 3F (4190.892783 sec): 3 clusters Score: Raw -1396754.946489 + Penalty 3055.446508 = -1393699.499982 nChanged 1012 SP:Iteration 4F (4190.938298 sec): 3 clusters Score: Raw -1397625.350659 + Penalty 3055.446508 = -1394569.904151 nChanged 907 SP:Iteration 5F (4191.003180 sec): 3 clusters Score: Raw -1398321.676809 + Penalty 3055.446508 = -1395266.230302 nChanged 716 SP:Iteration 6F (4191.049485 sec): 3 clusters Score: Raw -1398831.560507 + Penalty 3055.446508 = -1395776.113999 nChanged 509 SP:Iteration 7Q (4191.095347 sec): 3 clusters Score: Raw -1399150.050992 + Penalty 3055.446508 = -1396094.604484 nChanged 355 SP:Iteration 8Q (4191.159328 sec): 3 clusters Score: Raw -1399341.862782 + Penalty 3055.446508 = -1396286.416275 nChanged 224 SP:Iteration 9Q (4191.204975 sec): 3 clusters Score: Raw -1399440.588379 + Penalty 3055.446508 = -1396385.141872 nChanged 158 SP:Iteration 10Q (4191.264366 sec): 3 clusters Score: Raw -1399496.142103 + Penalty 3055.446508 = -1396440.695596 nChanged 133 SP:Iteration 11Q (4191.310479 sec): 3 clusters Score: Raw -1399537.635272 + Penalty 3055.446508 = -1396482.188765 nChanged 95 SP:Iteration 12Q (4191.373304 sec): 3 clusters Score: Raw -1399561.267924 + Penalty 3055.446508 = -1396505.821417 nChanged 64 SP:Iteration 13Q (4191.432393 sec): 3 clusters Score: Raw -1399574.530581 + Penalty 3055.446508 = -1396519.084073 nChanged 49 SP:Iteration 14Q (4191.481165 sec): 3 clusters Score: Raw -1399585.799514 + Penalty 3055.446508 = -1396530.353006 nChanged 42 SP:Iteration 15Q (4191.539945 sec): 3 clusters Score: Raw -1399596.502464 + Penalty 3055.446508 = -1396541.055957 nChanged 43 SP:Iteration 16Q (4191.588317 sec): 3 clusters Score: Raw -1399608.055011 + Penalty 3055.446508 = -1396552.608503 nChanged 48 SP:Iteration 17Q (4191.650273 sec): 3 clusters Score: Raw -1399623.256477 + Penalty 3055.446508 = -1396567.809970 nChanged 51 SP:Iteration 18Q (4191.720660 sec): 3 clusters Score: Raw -1399643.917779 + Penalty 3055.446508 = -1396588.471271 nChanged 68 SP:Iteration 19Q (4191.777038 sec): 3 clusters Score: Raw -1399688.787438 + Penalty 3055.446508 = -1396633.340930 nChanged 86 SP:Iteration 20F (4191.845854 sec): 3 clusters Score: Raw -1399765.997841 + Penalty 3055.446508 = -1396710.551333 nChanged 106 SP:Iteration 21Q (4191.914401 sec): 3 clusters Score: Raw -1399898.849448 + Penalty 3055.446508 = -1396843.402940 nChanged 118 SP:Iteration 22Q (4191.982812 sec): 3 clusters Score: Raw -1400023.841926 + Penalty 3055.446508 = -1396968.395418 nChanged 96 SP:Iteration 23Q (4192.039487 sec): 3 clusters Score: Raw -1400083.801512 + Penalty 3055.446508 = -1397028.355004 nChanged 86 SP:Iteration 24Q (4192.113003 sec): 3 clusters Score: Raw -1400119.299546 + Penalty 3055.446508 = -1397063.853038 nChanged 59 SP:Iteration 25Q (4192.177270 sec): 3 clusters Score: Raw -1400138.132169 + Penalty 3055.446508 = -1397082.685662 nChanged 48 SP:Iteration 26Q (4192.237512 sec): 3 clusters Score: Raw -1400150.459483 + Penalty 3055.446508 = -1397095.012975 nChanged 38 SP:Iteration 27Q (4192.289080 sec): 3 clusters Score: Raw -1400160.596339 + Penalty 3055.446508 = -1397105.149831 nChanged 34 SP:Iteration 28Q (4192.347825 sec): 3 clusters Score: Raw -1400168.439600 + Penalty 3055.446508 = -1397112.993093 nChanged 32 SP:Iteration 29Q (4192.409293 sec): 3 clusters Score: Raw -1400174.053227 + Penalty 3055.446508 = -1397118.606719 nChanged 21 SP:Iteration 30Q (4192.477989 sec): 3 clusters Score: Raw -1400178.209791 + Penalty 3055.446508 = -1397122.763283 nChanged 28 SP:Iteration 31Q (4192.532022 sec): 3 clusters Score: Raw -1400184.451300 + Penalty 3055.446508 = -1397129.004793 nChanged 28 SP:Iteration 32Q (4192.594340 sec): 3 clusters Score: Raw -1400191.932565 + Penalty 3055.446508 = -1397136.486057 nChanged 24 SP:Iteration 33Q (4192.656357 sec): 3 clusters Score: Raw -1400195.619179 + Penalty 3055.446508 = -1397140.172671 nChanged 15 SP:Iteration 34Q (4192.719630 sec): 3 clusters Score: Raw -1400198.235016 + Penalty 3055.446508 = -1397142.788508 nChanged 11 SP:Iteration 35Q (4192.772183 sec): 3 clusters Score: Raw -1400199.874444 + Penalty 3055.446508 = -1397144.427937 nChanged 10 SP:Iteration 36Q (4192.841814 sec): 3 clusters Score: Raw -1400200.963152 + Penalty 3055.446508 = -1397145.516644 nChanged 2 SP:Iteration 37Q (4192.894462 sec): 3 clusters Score: Raw -1400201.118855 + Penalty 3055.446508 = -1397145.672347 nChanged 2 SP:Iteration 38Q (4192.956739 sec): 3 clusters Score: Raw -1400201.387628 + Penalty 3055.446508 = -1397145.941120 nChanged 2 SP:Iteration 39Q (4193.017459 sec): 3 clusters Score: Raw -1400201.671546 + Penalty 3055.446508 = -1397146.225039 nChanged 2 SP:Iteration 40F (4193.085032 sec): 3 clusters Score: Raw -1400202.013444 + Penalty 3055.446508 = -1397146.566936 nChanged 4 SP:Iteration 41Q (4193.155196 sec): 3 clusters Score: Raw -1400202.487175 + Penalty 3055.446508 = -1397147.040668 nChanged 2 SP:Iteration 42Q (4193.212267 sec): 3 clusters Score: Raw -1400202.779004 + Penalty 3055.446508 = -1397147.332496 nChanged 5 SP:Iteration 43Q (4193.273770 sec): 3 clusters Score: Raw -1400203.442213 + Penalty 3055.446508 = -1397147.995706 nChanged 1 SP:Iteration 44Q (4193.323040 sec): 3 clusters Score: Raw -1400203.500457 + Penalty 3055.446508 = -1397148.053950 nChanged 0 SP:Iteration 45F (4193.381157 sec): 3 clusters Score: Raw -1400203.500457 + Penalty 3055.446508 = -1397148.053950 nChanged 0 Trying to split cluster 7 (3688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4193.409383 sec): 2 clusters Score: Raw -386375.363209 + Penalty 1334.586433 = -385040.776776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4193.463588 sec): 3 clusters Score: Raw -384574.544313 + Penalty 2669.172865 = -381905.371448 nChanged 1405 SP:Iteration 1F (4193.517183 sec): 3 clusters Score: Raw -385496.020789 + Penalty 2669.172865 = -382826.847924 nChanged 343 SP:Iteration 2F (4193.570144 sec): 3 clusters Score: Raw -385838.759785 + Penalty 2669.172865 = -383169.586920 nChanged 295 SP:Iteration 3F (4193.624184 sec): 3 clusters Score: Raw -386147.195591 + Penalty 2669.172865 = -383478.022726 nChanged 261 SP:Iteration 4F (4193.676362 sec): 3 clusters Score: Raw -386418.980207 + Penalty 2669.172865 = -383749.807342 nChanged 224 SP:Iteration 5F (4193.724789 sec): 3 clusters Score: Raw -386642.448562 + Penalty 2669.172865 = -383973.275697 nChanged 175 SP:Iteration 6Q (4193.784302 sec): 3 clusters Score: Raw -386845.392267 + Penalty 2669.172865 = -384176.219402 nChanged 164 SP:Iteration 7Q (4193.818886 sec): 3 clusters Score: Raw -386989.242762 + Penalty 2669.172865 = -384320.069897 nChanged 122 SP:Iteration 8Q (4193.868896 sec): 3 clusters Score: Raw -387089.453665 + Penalty 2669.172865 = -384420.280800 nChanged 103 SP:Iteration 9Q (4193.912878 sec): 3 clusters Score: Raw -387157.145489 + Penalty 2669.172865 = -384487.972624 nChanged 72 SP:Iteration 10Q (4193.962974 sec): 3 clusters Score: Raw -387195.560028 + Penalty 2669.172865 = -384526.387163 nChanged 52 SP:Iteration 11Q (4194.016796 sec): 3 clusters Score: Raw -387220.591441 + Penalty 2669.172865 = -384551.418576 nChanged 39 SP:Iteration 12Q (4194.061366 sec): 3 clusters Score: Raw -387237.898010 + Penalty 2669.172865 = -384568.725145 nChanged 32 SP:Iteration 13Q (4194.115122 sec): 3 clusters Score: Raw -387251.943540 + Penalty 2669.172865 = -384582.770675 nChanged 21 SP:Iteration 14Q (4194.169106 sec): 3 clusters Score: Raw -387260.384856 + Penalty 2669.172865 = -384591.211991 nChanged 16 SP:Iteration 15Q (4194.222712 sec): 3 clusters Score: Raw -387266.060554 + Penalty 2669.172865 = -384596.887689 nChanged 12 SP:Iteration 16Q (4194.276411 sec): 3 clusters Score: Raw -387270.471425 + Penalty 2669.172865 = -384601.298560 nChanged 8 SP:Iteration 17Q (4194.332564 sec): 3 clusters Score: Raw -387272.544659 + Penalty 2669.172865 = -384603.371794 nChanged 8 SP:Iteration 18Q (4194.397524 sec): 3 clusters Score: Raw -387274.756365 + Penalty 2669.172865 = -384605.583500 nChanged 4 SP:Iteration 19Q (4194.441936 sec): 3 clusters Score: Raw -387276.424693 + Penalty 2669.172865 = -384607.251828 nChanged 4 SP:Iteration 20F (4194.495777 sec): 3 clusters Score: Raw -387277.844529 + Penalty 2669.172865 = -384608.671664 nChanged 5 SP:Iteration 21Q (4194.544801 sec): 3 clusters Score: Raw -387278.668860 + Penalty 2669.172865 = -384609.495995 nChanged 5 SP:Iteration 22Q (4194.610411 sec): 3 clusters Score: Raw -387279.366395 + Penalty 2669.172865 = -384610.193530 nChanged 3 SP:Iteration 23Q (4194.655371 sec): 3 clusters Score: Raw -387279.954792 + Penalty 2669.172865 = -384610.781927 nChanged 1 SP:Iteration 24Q (4194.703363 sec): 3 clusters Score: Raw -387280.109878 + Penalty 2669.172865 = -384610.937013 nChanged 1 SP:Iteration 25Q (4194.736827 sec): 3 clusters Score: Raw -387280.423880 + Penalty 2669.172865 = -384611.251015 nChanged 2 SP:Iteration 26Q (4194.783144 sec): 3 clusters Score: Raw -387280.808022 + Penalty 2669.172865 = -384611.635157 nChanged 2 SP:Iteration 27Q (4194.815198 sec): 3 clusters Score: Raw -387281.441705 + Penalty 2669.172865 = -384612.268840 nChanged 2 SP:Iteration 28Q (4194.861599 sec): 3 clusters Score: Raw -387281.772251 + Penalty 2669.172865 = -384612.599386 nChanged 2 SP:Iteration 29Q (4194.898713 sec): 3 clusters Score: Raw -387283.110363 + Penalty 2669.172865 = -384613.937498 nChanged 1 SP:Iteration 30Q (4194.954768 sec): 3 clusters Score: Raw -387283.195968 + Penalty 2669.172865 = -384614.023103 nChanged 0 SP:Iteration 31F (4194.999026 sec): 3 clusters Score: Raw -387283.195968 + Penalty 2669.172865 = -384614.023103 nChanged 0 Trying to split cluster 8 (114445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4195.154522 sec): 2 clusters Score: Raw -13482458.883963 + Penalty 1892.775566 = -13480566.108397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4195.368074 sec): 3 clusters Score: Raw -13407714.870018 + Penalty 3785.551132 = -13403929.318886 nChanged 55033 SP:Iteration 1F (4195.581511 sec): 3 clusters Score: Raw -13441775.901121 + Penalty 3785.551132 = -13437990.349989 nChanged 5780 SP:Iteration 2F (4195.793552 sec): 3 clusters Score: Raw -13444527.315862 + Penalty 3785.551132 = -13440741.764730 nChanged 6518 SP:Iteration 3F (4196.015683 sec): 3 clusters Score: Raw -13448226.568989 + Penalty 3785.551132 = -13444441.017857 nChanged 7273 SP:Iteration 4F (4196.247764 sec): 3 clusters Score: Raw -13453010.750412 + Penalty 3785.551132 = -13449225.199280 nChanged 7971 SP:Iteration 5F (4196.461604 sec): 3 clusters Score: Raw -13458622.306585 + Penalty 3785.551132 = -13454836.755453 nChanged 7522 SP:Iteration 6F (4196.691354 sec): 3 clusters Score: Raw -13463504.174313 + Penalty 3785.551132 = -13459718.623181 nChanged 6164 SP:Iteration 7F (4196.911236 sec): 3 clusters Score: Raw -13466753.172324 + Penalty 3785.551132 = -13462967.621192 nChanged 4476 SP:Iteration 8Q (4197.165195 sec): 3 clusters Score: Raw -13468328.546569 + Penalty 3785.551132 = -13464542.995437 nChanged 2831 SP:Iteration 9Q (4197.394093 sec): 3 clusters Score: Raw -13468998.758415 + Penalty 3785.551132 = -13465213.207283 nChanged 1780 SP:Iteration 10Q (4197.644295 sec): 3 clusters Score: Raw -13469309.889880 + Penalty 3785.551132 = -13465524.338748 nChanged 1257 SP:Iteration 11Q (4197.906088 sec): 3 clusters Score: Raw -13469509.941436 + Penalty 3785.551132 = -13465724.390304 nChanged 1045 SP:Iteration 12Q (4198.168288 sec): 3 clusters Score: Raw -13469675.224196 + Penalty 3785.551132 = -13465889.673064 nChanged 960 SP:Iteration 13Q (4198.419253 sec): 3 clusters Score: Raw -13469832.173789 + Penalty 3785.551132 = -13466046.622657 nChanged 1021 SP:Iteration 14Q (4198.681986 sec): 3 clusters Score: Raw -13470004.857183 + Penalty 3785.551132 = -13466219.306050 nChanged 1032 SP:Iteration 15Q (4198.964931 sec): 3 clusters Score: Raw -13470182.905117 + Penalty 3785.551132 = -13466397.353985 nChanged 1067 SP:Iteration 16Q (4199.247775 sec): 3 clusters Score: Raw -13470366.884365 + Penalty 3785.551132 = -13466581.333233 nChanged 1145 SP:Iteration 17Q (4199.500508 sec): 3 clusters Score: Raw -13470583.416088 + Penalty 3785.551132 = -13466797.864956 nChanged 1235 SP:Iteration 18Q (4199.733240 sec): 3 clusters Score: Raw -13470833.662590 + Penalty 3785.551132 = -13467048.111458 nChanged 1284 SP:Iteration 19Q (4199.965862 sec): 3 clusters Score: Raw -13471126.797137 + Penalty 3785.551132 = -13467341.246005 nChanged 1396 SP:Iteration 20F (4200.194307 sec): 3 clusters Score: Raw -13471449.132047 + Penalty 3785.551132 = -13467663.580915 nChanged 1432 SP:Iteration 21Q (4200.426190 sec): 3 clusters Score: Raw -13471801.931946 + Penalty 3785.551132 = -13468016.380813 nChanged 1490 SP:Iteration 22Q (4200.657598 sec): 3 clusters Score: Raw -13472196.214945 + Penalty 3785.551132 = -13468410.663813 nChanged 1549 SP:Iteration 23Q (4200.888101 sec): 3 clusters Score: Raw -13472659.600768 + Penalty 3785.551132 = -13468874.049636 nChanged 1675 SP:Iteration 24Q (4201.103142 sec): 3 clusters Score: Raw -13473207.457248 + Penalty 3785.551132 = -13469421.906116 nChanged 1714 SP:Iteration 25Q (4201.330621 sec): 3 clusters Score: Raw -13473814.762062 + Penalty 3785.551132 = -13470029.210930 nChanged 1765 SP:Iteration 26Q (4201.559897 sec): 3 clusters Score: Raw -13474490.699090 + Penalty 3785.551132 = -13470705.147958 nChanged 1806 SP:Iteration 27Q (4201.792876 sec): 3 clusters Score: Raw -13475251.029530 + Penalty 3785.551132 = -13471465.478398 nChanged 1748 SP:Iteration 28Q (4202.026830 sec): 3 clusters Score: Raw -13476085.850944 + Penalty 3785.551132 = -13472300.299812 nChanged 1670 SP:Iteration 29Q (4202.259554 sec): 3 clusters Score: Raw -13476917.220968 + Penalty 3785.551132 = -13473131.669836 nChanged 1597 SP:Iteration 30Q (4202.484471 sec): 3 clusters Score: Raw -13477706.234261 + Penalty 3785.551132 = -13473920.683129 nChanged 1464 SP:Iteration 31Q (4202.702231 sec): 3 clusters Score: Raw -13478414.236352 + Penalty 3785.551132 = -13474628.685219 nChanged 1302 SP:Iteration 32Q (4202.918352 sec): 3 clusters Score: Raw -13479035.882180 + Penalty 3785.551132 = -13475250.331048 nChanged 1210 SP:Iteration 33Q (4203.132588 sec): 3 clusters Score: Raw -13479574.508091 + Penalty 3785.551132 = -13475788.956959 nChanged 1164 SP:Iteration 34Q (4203.342352 sec): 3 clusters Score: Raw -13480025.437424 + Penalty 3785.551132 = -13476239.886292 nChanged 945 SP:Iteration 35Q (4203.549556 sec): 3 clusters Score: Raw -13480349.043556 + Penalty 3785.551132 = -13476563.492424 nChanged 849 SP:Iteration 36Q (4203.754330 sec): 3 clusters Score: Raw -13480620.831159 + Penalty 3785.551132 = -13476835.280027 nChanged 747 SP:Iteration 37Q (4203.951398 sec): 3 clusters Score: Raw -13480838.388543 + Penalty 3785.551132 = -13477052.837410 nChanged 660 SP:Iteration 38Q (4204.154749 sec): 3 clusters Score: Raw -13481001.826887 + Penalty 3785.551132 = -13477216.275755 nChanged 578 SP:Iteration 39Q (4204.355803 sec): 3 clusters Score: Raw -13481129.496863 + Penalty 3785.551132 = -13477343.945731 nChanged 537 SP:Iteration 40F (4204.584025 sec): 3 clusters Score: Raw -13481248.642035 + Penalty 3785.551132 = -13477463.090903 nChanged 511 SP:Iteration 41Q (4204.783964 sec): 3 clusters Score: Raw -13481353.945440 + Penalty 3785.551132 = -13477568.394308 nChanged 486 SP:Iteration 42Q (4204.988418 sec): 3 clusters Score: Raw -13481450.585929 + Penalty 3785.551132 = -13477665.034797 nChanged 476 SP:Iteration 43Q (4205.188947 sec): 3 clusters Score: Raw -13481537.777022 + Penalty 3785.551132 = -13477752.225890 nChanged 418 SP:Iteration 44Q (4205.395479 sec): 3 clusters Score: Raw -13481608.493425 + Penalty 3785.551132 = -13477822.942293 nChanged 384 SP:Iteration 45Q (4205.595913 sec): 3 clusters Score: Raw -13481663.801347 + Penalty 3785.551132 = -13477878.250214 nChanged 343 SP:Iteration 46Q (4205.817485 sec): 3 clusters Score: Raw -13481710.472088 + Penalty 3785.551132 = -13477924.920956 nChanged 339 SP:Iteration 47Q (4206.018862 sec): 3 clusters Score: Raw -13481759.634849 + Penalty 3785.551132 = -13477974.083717 nChanged 359 SP:Iteration 48Q (4206.235058 sec): 3 clusters Score: Raw -13481814.633460 + Penalty 3785.551132 = -13478029.082328 nChanged 366 SP:Iteration 49Q (4206.516056 sec): 3 clusters Score: Raw -13481871.528663 + Penalty 3785.551132 = -13478085.977531 nChanged 354 SP:Iteration 50Q (4206.728006 sec): 3 clusters Score: Raw -13481924.517707 + Penalty 3785.551132 = -13478138.966575 nChanged 340 SP:Iteration 51Q (4206.946048 sec): 3 clusters Score: Raw -13481971.226595 + Penalty 3785.551132 = -13478185.675463 nChanged 301 SP:Iteration 52Q (4207.151646 sec): 3 clusters Score: Raw -13482009.439920 + Penalty 3785.551132 = -13478223.888788 nChanged 288 SP:Iteration 53Q (4207.346587 sec): 3 clusters Score: Raw -13482045.834194 + Penalty 3785.551132 = -13478260.283062 nChanged 263 SP:Iteration 54Q (4207.557533 sec): 3 clusters Score: Raw -13482078.792039 + Penalty 3785.551132 = -13478293.240907 nChanged 264 SP:Iteration 55Q (4207.793394 sec): 3 clusters Score: Raw -13482112.540993 + Penalty 3785.551132 = -13478326.989861 nChanged 257 SP:Iteration 56Q (4207.999313 sec): 3 clusters Score: Raw -13482144.088588 + Penalty 3785.551132 = -13478358.537456 nChanged 253 SP:Iteration 57Q (4208.196576 sec): 3 clusters Score: Raw -13482173.827201 + Penalty 3785.551132 = -13478388.276069 nChanged 240 SP:Iteration 58Q (4208.392606 sec): 3 clusters Score: Raw -13482201.831891 + Penalty 3785.551132 = -13478416.280759 nChanged 235 SP:Iteration 59Q (4208.612831 sec): 3 clusters Score: Raw -13482229.976659 + Penalty 3785.551132 = -13478444.425527 nChanged 229 SP:Iteration 60F (4208.904444 sec): 3 clusters Score: Raw -13482259.408655 + Penalty 3785.551132 = -13478473.857523 nChanged 243 SP:Iteration 61Q (4209.128591 sec): 3 clusters Score: Raw -13482290.133137 + Penalty 3785.551132 = -13478504.582005 nChanged 246 SP:Iteration 62Q (4209.350544 sec): 3 clusters Score: Raw -13482321.657857 + Penalty 3785.551132 = -13478536.106725 nChanged 239 SP:Iteration 63Q (4209.547886 sec): 3 clusters Score: Raw -13482354.519528 + Penalty 3785.551132 = -13478568.968396 nChanged 231 SP:Iteration 64Q (4209.740932 sec): 3 clusters Score: Raw -13482385.609827 + Penalty 3785.551132 = -13478600.058695 nChanged 236 SP:Iteration 65Q (4209.935241 sec): 3 clusters Score: Raw -13482417.789586 + Penalty 3785.551132 = -13478632.238454 nChanged 219 SP:Iteration 66Q (4210.129490 sec): 3 clusters Score: Raw -13482446.978462 + Penalty 3785.551132 = -13478661.427330 nChanged 196 SP:Iteration 67Q (4210.322906 sec): 3 clusters Score: Raw -13482471.197517 + Penalty 3785.551132 = -13478685.646385 nChanged 191 SP:Iteration 68Q (4210.530898 sec): 3 clusters Score: Raw -13482493.113515 + Penalty 3785.551132 = -13478707.562382 nChanged 184 SP:Iteration 69Q (4210.758657 sec): 3 clusters Score: Raw -13482512.816974 + Penalty 3785.551132 = -13478727.265842 nChanged 170 SP:Iteration 70Q (4210.963813 sec): 3 clusters Score: Raw -13482531.499066 + Penalty 3785.551132 = -13478745.947934 nChanged 174 SP:Iteration 71Q (4211.170831 sec): 3 clusters Score: Raw -13482553.392505 + Penalty 3785.551132 = -13478767.841373 nChanged 191 SP:Iteration 72Q (4211.383640 sec): 3 clusters Score: Raw -13482579.575169 + Penalty 3785.551132 = -13478794.024037 nChanged 188 SP:Iteration 73Q (4211.573924 sec): 3 clusters Score: Raw -13482607.126508 + Penalty 3785.551132 = -13478821.575376 nChanged 201 SP:Iteration 74Q (4211.781510 sec): 3 clusters Score: Raw -13482638.416964 + Penalty 3785.551132 = -13478852.865832 nChanged 213 SP:Iteration 75Q (4211.959806 sec): 3 clusters Score: Raw -13482673.297463 + Penalty 3785.551132 = -13478887.746331 nChanged 196 SP:Iteration 76Q (4212.142384 sec): 3 clusters Score: Raw -13482704.122585 + Penalty 3785.551132 = -13478918.571453 nChanged 190 SP:Iteration 77Q (4212.325110 sec): 3 clusters Score: Raw -13482732.973090 + Penalty 3785.551132 = -13478947.421958 nChanged 195 SP:Iteration 78Q (4212.510958 sec): 3 clusters Score: Raw -13482758.644930 + Penalty 3785.551132 = -13478973.093798 nChanged 170 SP:Iteration 79Q (4212.701085 sec): 3 clusters Score: Raw -13482781.521264 + Penalty 3785.551132 = -13478995.970132 nChanged 158 SP:Iteration 80F (4212.930696 sec): 3 clusters Score: Raw -13482800.485806 + Penalty 3785.551132 = -13479014.934674 nChanged 124 SP:Iteration 81Q (4213.121576 sec): 3 clusters Score: Raw -13482813.056344 + Penalty 3785.551132 = -13479027.505212 nChanged 118 SP:Iteration 82Q (4213.315314 sec): 3 clusters Score: Raw -13482825.267624 + Penalty 3785.551132 = -13479039.716492 nChanged 118 SP:Iteration 83Q (4213.502132 sec): 3 clusters Score: Raw -13482840.148601 + Penalty 3785.551132 = -13479054.597469 nChanged 122 SP:Iteration 84Q (4213.713380 sec): 3 clusters Score: Raw -13482856.077236 + Penalty 3785.551132 = -13479070.526104 nChanged 118 SP:Iteration 85Q (4213.929465 sec): 3 clusters Score: Raw -13482873.681306 + Penalty 3785.551132 = -13479088.130174 nChanged 134 SP:Iteration 86Q (4214.135749 sec): 3 clusters Score: Raw -13482891.418253 + Penalty 3785.551132 = -13479105.867121 nChanged 132 SP:Iteration 87Q (4214.351710 sec): 3 clusters Score: Raw -13482909.734871 + Penalty 3785.551132 = -13479124.183738 nChanged 123 SP:Iteration 88Q (4214.555726 sec): 3 clusters Score: Raw -13482925.868311 + Penalty 3785.551132 = -13479140.317179 nChanged 132 SP:Iteration 89Q (4214.745827 sec): 3 clusters Score: Raw -13482945.551765 + Penalty 3785.551132 = -13479160.000633 nChanged 125 SP:Iteration 90Q (4214.932041 sec): 3 clusters Score: Raw -13482963.857866 + Penalty 3785.551132 = -13479178.306734 nChanged 134 SP:Iteration 91Q (4215.121359 sec): 3 clusters Score: Raw -13482982.290158 + Penalty 3785.551132 = -13479196.739026 nChanged 128 SP:Iteration 92Q (4215.314147 sec): 3 clusters Score: Raw -13483000.507400 + Penalty 3785.551132 = -13479214.956268 nChanged 121 SP:Iteration 93Q (4215.505177 sec): 3 clusters Score: Raw -13483017.046891 + Penalty 3785.551132 = -13479231.495759 nChanged 118 SP:Iteration 94Q (4215.691618 sec): 3 clusters Score: Raw -13483034.219380 + Penalty 3785.551132 = -13479248.668248 nChanged 117 SP:Iteration 95Q (4215.873464 sec): 3 clusters Score: Raw -13483050.819979 + Penalty 3785.551132 = -13479265.268847 nChanged 107 SP:Iteration 96Q (4216.058092 sec): 3 clusters Score: Raw -13483066.457866 + Penalty 3785.551132 = -13479280.906734 nChanged 101 SP:Iteration 97Q (4216.243231 sec): 3 clusters Score: Raw -13483080.954953 + Penalty 3785.551132 = -13479295.403821 nChanged 95 SP:Iteration 98Q (4216.427701 sec): 3 clusters Score: Raw -13483094.115322 + Penalty 3785.551132 = -13479308.564190 nChanged 84 SP:Iteration 99Q (4216.611564 sec): 3 clusters Score: Raw -13483103.865215 + Penalty 3785.551132 = -13479318.314083 nChanged 64 SP:Iteration 100F (4216.838392 sec): 3 clusters Score: Raw -13483110.643815 + Penalty 3785.551132 = -13479325.092683 nChanged 60 SP:Iteration 101Q (4217.022784 sec): 3 clusters Score: Raw -13483116.637716 + Penalty 3785.551132 = -13479331.086584 nChanged 60 SP:Iteration 102Q (4217.230003 sec): 3 clusters Score: Raw -13483123.042464 + Penalty 3785.551132 = -13479337.491331 nChanged 57 SP:Iteration 103Q (4217.433245 sec): 3 clusters Score: Raw -13483128.901160 + Penalty 3785.551132 = -13479343.350028 nChanged 37 SP:Iteration 104Q (4217.637839 sec): 3 clusters Score: Raw -13483132.471446 + Penalty 3785.551132 = -13479346.920314 nChanged 38 SP:Iteration 105Q (4217.839475 sec): 3 clusters Score: Raw -13483135.377961 + Penalty 3785.551132 = -13479349.826829 nChanged 29 SP:Iteration 106Q (4218.053253 sec): 3 clusters Score: Raw -13483137.524687 + Penalty 3785.551132 = -13479351.973555 nChanged 25 SP:Iteration 107Q (4218.284783 sec): 3 clusters Score: Raw -13483139.261439 + Penalty 3785.551132 = -13479353.710306 nChanged 21 SP:Iteration 108Q (4218.516395 sec): 3 clusters Score: Raw -13483141.142646 + Penalty 3785.551132 = -13479355.591514 nChanged 20 SP:Iteration 109Q (4218.710981 sec): 3 clusters Score: Raw -13483142.495818 + Penalty 3785.551132 = -13479356.944686 nChanged 20 SP:Iteration 110Q (4218.883403 sec): 3 clusters Score: Raw -13483143.923560 + Penalty 3785.551132 = -13479358.372428 nChanged 16 SP:Iteration 111Q (4219.061484 sec): 3 clusters Score: Raw -13483145.223283 + Penalty 3785.551132 = -13479359.672151 nChanged 16 SP:Iteration 112Q (4219.239161 sec): 3 clusters Score: Raw -13483146.622009 + Penalty 3785.551132 = -13479361.070877 nChanged 20 SP:Iteration 113Q (4219.415838 sec): 3 clusters Score: Raw -13483148.015674 + Penalty 3785.551132 = -13479362.464542 nChanged 15 SP:Iteration 114Q (4219.599944 sec): 3 clusters Score: Raw -13483148.971858 + Penalty 3785.551132 = -13479363.420726 nChanged 12 SP:Iteration 115Q (4219.783716 sec): 3 clusters Score: Raw -13483149.809396 + Penalty 3785.551132 = -13479364.258264 nChanged 12 SP:Iteration 116Q (4219.969484 sec): 3 clusters Score: Raw -13483150.747285 + Penalty 3785.551132 = -13479365.196153 nChanged 9 SP:Iteration 117Q (4220.151613 sec): 3 clusters Score: Raw -13483151.470315 + Penalty 3785.551132 = -13479365.919183 nChanged 14 SP:Iteration 118Q (4220.337203 sec): 3 clusters Score: Raw -13483152.424271 + Penalty 3785.551132 = -13479366.873139 nChanged 17 SP:Iteration 119Q (4220.521046 sec): 3 clusters Score: Raw -13483153.546616 + Penalty 3785.551132 = -13479367.995484 nChanged 14 SP:Iteration 120F (4220.753525 sec): 3 clusters Score: Raw -13483154.482409 + Penalty 3785.551132 = -13479368.931277 nChanged 17 SP:Iteration 121Q (4220.947708 sec): 3 clusters Score: Raw -13483155.927888 + Penalty 3785.551132 = -13479370.376756 nChanged 21 SP:Iteration 122Q (4221.166726 sec): 3 clusters Score: Raw -13483157.750562 + Penalty 3785.551132 = -13479372.199430 nChanged 23 SP:Iteration 123Q (4221.366198 sec): 3 clusters Score: Raw -13483159.494474 + Penalty 3785.551132 = -13479373.943342 nChanged 23 SP:Iteration 124Q (4221.605368 sec): 3 clusters Score: Raw -13483161.061801 + Penalty 3785.551132 = -13479375.510669 nChanged 18 SP:Iteration 125Q (4221.810401 sec): 3 clusters Score: Raw -13483162.367171 + Penalty 3785.551132 = -13479376.816039 nChanged 16 SP:Iteration 126Q (4221.990215 sec): 3 clusters Score: Raw -13483163.987556 + Penalty 3785.551132 = -13479378.436424 nChanged 19 SP:Iteration 127Q (4222.171336 sec): 3 clusters Score: Raw -13483165.948977 + Penalty 3785.551132 = -13479380.397845 nChanged 23 SP:Iteration 128Q (4222.373336 sec): 3 clusters Score: Raw -13483168.524533 + Penalty 3785.551132 = -13479382.973401 nChanged 33 SP:Iteration 129Q (4222.549626 sec): 3 clusters Score: Raw -13483172.368545 + Penalty 3785.551132 = -13479386.817413 nChanged 35 SP:Iteration 130Q (4222.722617 sec): 3 clusters Score: Raw -13483176.258367 + Penalty 3785.551132 = -13479390.707235 nChanged 34 SP:Iteration 131Q (4222.884966 sec): 3 clusters Score: Raw -13483180.217621 + Penalty 3785.551132 = -13479394.666489 nChanged 32 SP:Iteration 132Q (4223.100277 sec): 3 clusters Score: Raw -13483184.297990 + Penalty 3785.551132 = -13479398.746858 nChanged 33 SP:Iteration 133Q (4223.290842 sec): 3 clusters Score: Raw -13483187.746895 + Penalty 3785.551132 = -13479402.195763 nChanged 23 SP:Iteration 134Q (4223.496526 sec): 3 clusters Score: Raw -13483189.388718 + Penalty 3785.551132 = -13479403.837586 nChanged 16 SP:Iteration 135Q (4223.674176 sec): 3 clusters Score: Raw -13483190.563510 + Penalty 3785.551132 = -13479405.012378 nChanged 19 SP:Iteration 136Q (4223.895606 sec): 3 clusters Score: Raw -13483192.019512 + Penalty 3785.551132 = -13479406.468379 nChanged 14 SP:Iteration 137Q (4224.111485 sec): 3 clusters Score: Raw -13483193.307573 + Penalty 3785.551132 = -13479407.756441 nChanged 20 SP:Iteration 138Q (4224.321934 sec): 3 clusters Score: Raw -13483194.897437 + Penalty 3785.551132 = -13479409.346305 nChanged 15 SP:Iteration 139Q (4224.524565 sec): 3 clusters Score: Raw -13483195.772355 + Penalty 3785.551132 = -13479410.221223 nChanged 15 SP:Iteration 140F (4224.744554 sec): 3 clusters Score: Raw -13483196.736510 + Penalty 3785.551132 = -13479411.185378 nChanged 9 SP:Iteration 141Q (4224.931821 sec): 3 clusters Score: Raw -13483197.504905 + Penalty 3785.551132 = -13479411.953773 nChanged 9 SP:Iteration 142Q (4225.113862 sec): 3 clusters Score: Raw -13483198.101067 + Penalty 3785.551132 = -13479412.549935 nChanged 7 SP:Iteration 143Q (4225.298699 sec): 3 clusters Score: Raw -13483198.540025 + Penalty 3785.551132 = -13479412.988893 nChanged 5 SP:Iteration 144Q (4225.485738 sec): 3 clusters Score: Raw -13483198.987194 + Penalty 3785.551132 = -13479413.436062 nChanged 5 SP:Iteration 145Q (4225.683957 sec): 3 clusters Score: Raw -13483199.499261 + Penalty 3785.551132 = -13479413.948128 nChanged 8 SP:Iteration 146Q (4225.872703 sec): 3 clusters Score: Raw -13483200.001673 + Penalty 3785.551132 = -13479414.450541 nChanged 3 SP:Iteration 147Q (4226.094666 sec): 3 clusters Score: Raw -13483200.148247 + Penalty 3785.551132 = -13479414.597115 nChanged 1 SP:Iteration 148Q (4226.303895 sec): 3 clusters Score: Raw -13483200.207885 + Penalty 3785.551132 = -13479414.656753 nChanged 2 SP:Iteration 149Q (4226.540164 sec): 3 clusters Score: Raw -13483200.327030 + Penalty 3785.551132 = -13479414.775898 nChanged 0 SP:Iteration 150F (4226.795143 sec): 3 clusters Score: Raw -13483200.327030 + Penalty 3785.551132 = -13479414.775898 nChanged 0 Trying to split cluster 9 (50702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4226.889062 sec): 2 clusters Score: Raw -5825248.433980 + Penalty 1760.479603 = -5823487.954376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4227.013544 sec): 3 clusters Score: Raw -5793130.086368 + Penalty 3520.959207 = -5789609.127161 nChanged 23764 SP:Iteration 1F (4227.142922 sec): 3 clusters Score: Raw -5806826.881946 + Penalty 3520.959207 = -5803305.922739 nChanged 2495 SP:Iteration 2Q (4227.271231 sec): 3 clusters Score: Raw -5807707.541529 + Penalty 3520.959207 = -5804186.582322 nChanged 2613 SP:Iteration 3F (4227.406029 sec): 3 clusters Score: Raw -5808828.439992 + Penalty 3520.959207 = -5805307.480785 nChanged 2899 SP:Iteration 4F (4227.541238 sec): 3 clusters Score: Raw -5810328.508953 + Penalty 3520.959207 = -5806807.549746 nChanged 3250 SP:Iteration 5F (4227.675472 sec): 3 clusters Score: Raw -5812374.911875 + Penalty 3520.959207 = -5808853.952668 nChanged 3623 SP:Iteration 6F (4227.802095 sec): 3 clusters Score: Raw -5815151.393782 + Penalty 3520.959207 = -5811630.434575 nChanged 3550 SP:Iteration 7F (4227.937863 sec): 3 clusters Score: Raw -5818216.364293 + Penalty 3520.959207 = -5814695.405086 nChanged 3029 SP:Iteration 8F (4228.062860 sec): 3 clusters Score: Raw -5821103.498494 + Penalty 3520.959207 = -5817582.539287 nChanged 2062 SP:Iteration 9Q (4228.202669 sec): 3 clusters Score: Raw -5823183.680545 + Penalty 3520.959207 = -5819662.721338 nChanged 1207 SP:Iteration 10Q (4228.337763 sec): 3 clusters Score: Raw -5824292.939240 + Penalty 3520.959207 = -5820771.980033 nChanged 823 SP:Iteration 11Q (4228.463043 sec): 3 clusters Score: Raw -5824842.640352 + Penalty 3520.959207 = -5821321.681145 nChanged 587 SP:Iteration 12Q (4228.579838 sec): 3 clusters Score: Raw -5825161.027152 + Penalty 3520.959207 = -5821640.067945 nChanged 385 SP:Iteration 13Q (4228.705468 sec): 3 clusters Score: Raw -5825311.198765 + Penalty 3520.959207 = -5821790.239558 nChanged 264 SP:Iteration 14Q (4228.833005 sec): 3 clusters Score: Raw -5825410.665549 + Penalty 3520.959207 = -5821889.706342 nChanged 201 SP:Iteration 15Q (4228.943781 sec): 3 clusters Score: Raw -5825485.891821 + Penalty 3520.959207 = -5821964.932614 nChanged 165 SP:Iteration 16Q (4229.063408 sec): 3 clusters Score: Raw -5825542.492579 + Penalty 3520.959207 = -5822021.533372 nChanged 145 SP:Iteration 17Q (4229.182617 sec): 3 clusters Score: Raw -5825591.078229 + Penalty 3520.959207 = -5822070.119022 nChanged 124 SP:Iteration 18Q (4229.311037 sec): 3 clusters Score: Raw -5825628.724761 + Penalty 3520.959207 = -5822107.765555 nChanged 125 SP:Iteration 19Q (4229.418388 sec): 3 clusters Score: Raw -5825669.940817 + Penalty 3520.959207 = -5822148.981610 nChanged 123 SP:Iteration 20F (4229.553155 sec): 3 clusters Score: Raw -5825706.334367 + Penalty 3520.959207 = -5822185.375160 nChanged 102 SP:Iteration 21Q (4229.671023 sec): 3 clusters Score: Raw -5825731.157814 + Penalty 3520.959207 = -5822210.198607 nChanged 90 SP:Iteration 22Q (4229.795875 sec): 3 clusters Score: Raw -5825752.273440 + Penalty 3520.959207 = -5822231.314233 nChanged 68 SP:Iteration 23Q (4229.912918 sec): 3 clusters Score: Raw -5825766.721953 + Penalty 3520.959207 = -5822245.762746 nChanged 56 SP:Iteration 24Q (4230.033622 sec): 3 clusters Score: Raw -5825777.774947 + Penalty 3520.959207 = -5822256.815740 nChanged 55 SP:Iteration 25Q (4230.124450 sec): 3 clusters Score: Raw -5825788.811322 + Penalty 3520.959207 = -5822267.852115 nChanged 51 SP:Iteration 26Q (4230.238561 sec): 3 clusters Score: Raw -5825799.469789 + Penalty 3520.959207 = -5822278.510582 nChanged 47 SP:Iteration 27Q (4230.351765 sec): 3 clusters Score: Raw -5825806.943558 + Penalty 3520.959207 = -5822285.984351 nChanged 38 SP:Iteration 28Q (4230.464960 sec): 3 clusters Score: Raw -5825812.638850 + Penalty 3520.959207 = -5822291.679643 nChanged 30 SP:Iteration 29Q (4230.575196 sec): 3 clusters Score: Raw -5825818.605695 + Penalty 3520.959207 = -5822297.646488 nChanged 36 SP:Iteration 30Q (4230.688086 sec): 3 clusters Score: Raw -5825824.063316 + Penalty 3520.959207 = -5822303.104109 nChanged 35 SP:Iteration 31Q (4230.801937 sec): 3 clusters Score: Raw -5825830.117594 + Penalty 3520.959207 = -5822309.158387 nChanged 28 SP:Iteration 32Q (4230.905705 sec): 3 clusters Score: Raw -5825833.914659 + Penalty 3520.959207 = -5822312.955452 nChanged 21 SP:Iteration 33Q (4231.009702 sec): 3 clusters Score: Raw -5825836.751390 + Penalty 3520.959207 = -5822315.792183 nChanged 18 SP:Iteration 34Q (4231.123646 sec): 3 clusters Score: Raw -5825839.962362 + Penalty 3520.959207 = -5822319.003155 nChanged 19 SP:Iteration 35Q (4231.231506 sec): 3 clusters Score: Raw -5825842.952802 + Penalty 3520.959207 = -5822321.993595 nChanged 24 SP:Iteration 36Q (4231.342708 sec): 3 clusters Score: Raw -5825846.005763 + Penalty 3520.959207 = -5822325.046556 nChanged 14 SP:Iteration 37Q (4231.451735 sec): 3 clusters Score: Raw -5825848.361613 + Penalty 3520.959207 = -5822327.402406 nChanged 20 SP:Iteration 38Q (4231.560966 sec): 3 clusters Score: Raw -5825850.985311 + Penalty 3520.959207 = -5822330.026104 nChanged 10 SP:Iteration 39Q (4231.658718 sec): 3 clusters Score: Raw -5825852.064705 + Penalty 3520.959207 = -5822331.105498 nChanged 6 SP:Iteration 40F (4231.784687 sec): 3 clusters Score: Raw -5825852.689076 + Penalty 3520.959207 = -5822331.729870 nChanged 10 SP:Iteration 41Q (4231.894106 sec): 3 clusters Score: Raw -5825854.011718 + Penalty 3520.959207 = -5822333.052511 nChanged 11 SP:Iteration 42Q (4231.997072 sec): 3 clusters Score: Raw -5825855.647163 + Penalty 3520.959207 = -5822334.687956 nChanged 12 SP:Iteration 43Q (4232.106060 sec): 3 clusters Score: Raw -5825856.991973 + Penalty 3520.959207 = -5822336.032766 nChanged 8 SP:Iteration 44Q (4232.212778 sec): 3 clusters Score: Raw -5825858.107944 + Penalty 3520.959207 = -5822337.148737 nChanged 8 SP:Iteration 45Q (4232.315572 sec): 3 clusters Score: Raw -5825859.580586 + Penalty 3520.959207 = -5822338.621379 nChanged 7 SP:Iteration 46Q (4232.424293 sec): 3 clusters Score: Raw -5825860.455444 + Penalty 3520.959207 = -5822339.496237 nChanged 6 SP:Iteration 47Q (4232.533079 sec): 3 clusters Score: Raw -5825861.203661 + Penalty 3520.959207 = -5822340.244455 nChanged 10 SP:Iteration 48Q (4232.639190 sec): 3 clusters Score: Raw -5825862.372949 + Penalty 3520.959207 = -5822341.413742 nChanged 9 SP:Iteration 49Q (4232.739043 sec): 3 clusters Score: Raw -5825863.199892 + Penalty 3520.959207 = -5822342.240685 nChanged 6 SP:Iteration 50Q (4232.846380 sec): 3 clusters Score: Raw -5825863.936256 + Penalty 3520.959207 = -5822342.977049 nChanged 6 SP:Iteration 51Q (4232.955357 sec): 3 clusters Score: Raw -5825864.598330 + Penalty 3520.959207 = -5822343.639123 nChanged 3 SP:Iteration 52Q (4233.064151 sec): 3 clusters Score: Raw -5825865.225502 + Penalty 3520.959207 = -5822344.266295 nChanged 5 SP:Iteration 53Q (4233.168942 sec): 3 clusters Score: Raw -5825865.790199 + Penalty 3520.959207 = -5822344.830992 nChanged 4 SP:Iteration 54Q (4233.277462 sec): 3 clusters Score: Raw -5825866.380209 + Penalty 3520.959207 = -5822345.421002 nChanged 7 SP:Iteration 55Q (4233.386207 sec): 3 clusters Score: Raw -5825867.155963 + Penalty 3520.959207 = -5822346.196756 nChanged 5 SP:Iteration 56Q (4233.494081 sec): 3 clusters Score: Raw -5825867.696540 + Penalty 3520.959207 = -5822346.737333 nChanged 4 SP:Iteration 57Q (4233.605991 sec): 3 clusters Score: Raw -5825868.248082 + Penalty 3520.959207 = -5822347.288875 nChanged 5 SP:Iteration 58Q (4233.714552 sec): 3 clusters Score: Raw -5825869.367964 + Penalty 3520.959207 = -5822348.408757 nChanged 6 SP:Iteration 59Q (4233.825458 sec): 3 clusters Score: Raw -5825870.030504 + Penalty 3520.959207 = -5822349.071297 nChanged 5 SP:Iteration 60F (4233.954399 sec): 3 clusters Score: Raw -5825870.832825 + Penalty 3520.959207 = -5822349.873618 nChanged 5 SP:Iteration 61Q (4234.063606 sec): 3 clusters Score: Raw -5825871.533783 + Penalty 3520.959207 = -5822350.574577 nChanged 5 SP:Iteration 62Q (4234.176931 sec): 3 clusters Score: Raw -5825872.320971 + Penalty 3520.959207 = -5822351.361764 nChanged 1 SP:Iteration 63Q (4234.285007 sec): 3 clusters Score: Raw -5825872.448893 + Penalty 3520.959207 = -5822351.489686 nChanged 3 SP:Iteration 64Q (4234.386571 sec): 3 clusters Score: Raw -5825872.958618 + Penalty 3520.959207 = -5822351.999411 nChanged 2 SP:Iteration 65Q (4234.496472 sec): 3 clusters Score: Raw -5825873.137277 + Penalty 3520.959207 = -5822352.178070 nChanged 3 SP:Iteration 66Q (4234.609247 sec): 3 clusters Score: Raw -5825873.432355 + Penalty 3520.959207 = -5822352.473148 nChanged 0 SP:Iteration 67F (4234.731715 sec): 3 clusters Score: Raw -5825873.432355 + Penalty 3520.959207 = -5822352.473148 nChanged 0 Trying to split cluster 10 (12560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4234.764646 sec): 2 clusters Score: Raw -1459192.656861 + Penalty 1533.719272 = -1457658.937590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4234.834411 sec): 3 clusters Score: Raw -1451914.398148 + Penalty 3067.438543 = -1448846.959605 nChanged 5465 SP:Iteration 1F (4234.902684 sec): 3 clusters Score: Raw -1455194.491402 + Penalty 3067.438543 = -1452127.052859 nChanged 979 SP:Iteration 2F (4234.960951 sec): 3 clusters Score: Raw -1455952.866490 + Penalty 3067.438543 = -1452885.427947 nChanged 982 SP:Iteration 3F (4235.029305 sec): 3 clusters Score: Raw -1456702.056961 + Penalty 3067.438543 = -1453634.618418 nChanged 938 SP:Iteration 4F (4235.093074 sec): 3 clusters Score: Raw -1457427.099249 + Penalty 3067.438543 = -1454359.660706 nChanged 855 SP:Iteration 5F (4235.161821 sec): 3 clusters Score: Raw -1458059.886325 + Penalty 3067.438543 = -1454992.447782 nChanged 689 SP:Iteration 6F (4235.230406 sec): 3 clusters Score: Raw -1458532.281048 + Penalty 3067.438543 = -1455464.842505 nChanged 528 SP:Iteration 7Q (4235.299245 sec): 3 clusters Score: Raw -1458892.135108 + Penalty 3067.438543 = -1455824.696565 nChanged 415 SP:Iteration 8Q (4235.367996 sec): 3 clusters Score: Raw -1459153.068295 + Penalty 3067.438543 = -1456085.629752 nChanged 296 SP:Iteration 9Q (4235.425819 sec): 3 clusters Score: Raw -1459314.591566 + Penalty 3067.438543 = -1456247.153023 nChanged 245 SP:Iteration 10Q (4235.483828 sec): 3 clusters Score: Raw -1459451.928104 + Penalty 3067.438543 = -1456384.489561 nChanged 185 SP:Iteration 11Q (4235.551190 sec): 3 clusters Score: Raw -1459576.509646 + Penalty 3067.438543 = -1456509.071103 nChanged 175 SP:Iteration 12Q (4235.618510 sec): 3 clusters Score: Raw -1459711.910347 + Penalty 3067.438543 = -1456644.471804 nChanged 153 SP:Iteration 13Q (4235.674556 sec): 3 clusters Score: Raw -1459828.478260 + Penalty 3067.438543 = -1456761.039717 nChanged 153 SP:Iteration 14Q (4235.740672 sec): 3 clusters Score: Raw -1459921.709812 + Penalty 3067.438543 = -1456854.271269 nChanged 122 SP:Iteration 15Q (4235.809942 sec): 3 clusters Score: Raw -1459974.989534 + Penalty 3067.438543 = -1456907.550991 nChanged 84 SP:Iteration 16Q (4235.858454 sec): 3 clusters Score: Raw -1460003.751173 + Penalty 3067.438543 = -1456936.312630 nChanged 72 SP:Iteration 17Q (4235.917709 sec): 3 clusters Score: Raw -1460023.629292 + Penalty 3067.438543 = -1456956.190749 nChanged 55 SP:Iteration 18Q (4235.987184 sec): 3 clusters Score: Raw -1460042.763371 + Penalty 3067.438543 = -1456975.324828 nChanged 46 SP:Iteration 19Q (4236.037282 sec): 3 clusters Score: Raw -1460053.518434 + Penalty 3067.438543 = -1456986.079891 nChanged 29 SP:Iteration 20F (4236.100253 sec): 3 clusters Score: Raw -1460060.607744 + Penalty 3067.438543 = -1456993.169201 nChanged 24 SP:Iteration 21Q (4236.159296 sec): 3 clusters Score: Raw -1460065.588480 + Penalty 3067.438543 = -1456998.149937 nChanged 18 SP:Iteration 22Q (4236.216366 sec): 3 clusters Score: Raw -1460068.978930 + Penalty 3067.438543 = -1457001.540387 nChanged 16 SP:Iteration 23Q (4236.277109 sec): 3 clusters Score: Raw -1460072.071155 + Penalty 3067.438543 = -1457004.632612 nChanged 11 SP:Iteration 24Q (4236.332944 sec): 3 clusters Score: Raw -1460073.397303 + Penalty 3067.438543 = -1457005.958760 nChanged 6 SP:Iteration 25Q (4236.393583 sec): 3 clusters Score: Raw -1460074.507618 + Penalty 3067.438543 = -1457007.069075 nChanged 7 SP:Iteration 26Q (4236.460625 sec): 3 clusters Score: Raw -1460075.863195 + Penalty 3067.438543 = -1457008.424652 nChanged 5 SP:Iteration 27Q (4236.506241 sec): 3 clusters Score: Raw -1460076.991458 + Penalty 3067.438543 = -1457009.552915 nChanged 6 SP:Iteration 28Q (4236.565145 sec): 3 clusters Score: Raw -1460077.738489 + Penalty 3067.438543 = -1457010.299946 nChanged 5 SP:Iteration 29Q (4236.624409 sec): 3 clusters Score: Raw -1460078.246832 + Penalty 3067.438543 = -1457010.808289 nChanged 3 SP:Iteration 30Q (4236.695162 sec): 3 clusters Score: Raw -1460078.464714 + Penalty 3067.438543 = -1457011.026171 nChanged 6 SP:Iteration 31Q (4236.749364 sec): 3 clusters Score: Raw -1460079.229948 + Penalty 3067.438543 = -1457011.791405 nChanged 4 SP:Iteration 32Q (4236.814136 sec): 3 clusters Score: Raw -1460079.696883 + Penalty 3067.438543 = -1457012.258340 nChanged 1 SP:Iteration 33Q (4236.878671 sec): 3 clusters Score: Raw -1460079.771615 + Penalty 3067.438543 = -1457012.333072 nChanged 0 SP:Iteration 34F (4236.946539 sec): 3 clusters Score: Raw -1460079.771615 + Penalty 3067.438543 = -1457012.333072 nChanged 0 Trying to split cluster 11 (6384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4236.978749 sec): 2 clusters Score: Raw -759222.795307 + Penalty 1423.751898 = -757799.043409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4237.036864 sec): 3 clusters Score: Raw -755818.390218 + Penalty 2847.503795 = -752970.886423 nChanged 2657 SP:Iteration 1F (4237.093912 sec): 3 clusters Score: Raw -757269.641664 + Penalty 2847.503795 = -754422.137868 nChanged 421 SP:Iteration 2F (4237.151734 sec): 3 clusters Score: Raw -757475.582382 + Penalty 2847.503795 = -754628.078587 nChanged 312 SP:Iteration 3Q (4237.209292 sec): 3 clusters Score: Raw -757621.001702 + Penalty 2847.503795 = -754773.497907 nChanged 278 SP:Iteration 4Q (4237.259116 sec): 3 clusters Score: Raw -757754.325985 + Penalty 2847.503795 = -754906.822190 nChanged 254 SP:Iteration 5Q (4237.317460 sec): 3 clusters Score: Raw -757881.835214 + Penalty 2847.503795 = -755034.331419 nChanged 250 SP:Iteration 6Q (4237.375572 sec): 3 clusters Score: Raw -757998.725790 + Penalty 2847.503795 = -755151.221995 nChanged 231 SP:Iteration 7Q (4237.433265 sec): 3 clusters Score: Raw -758115.972987 + Penalty 2847.503795 = -755268.469192 nChanged 216 SP:Iteration 8Q (4237.490983 sec): 3 clusters Score: Raw -758220.084070 + Penalty 2847.503795 = -755372.580275 nChanged 222 SP:Iteration 9Q (4237.548770 sec): 3 clusters Score: Raw -758335.547924 + Penalty 2847.503795 = -755488.044129 nChanged 194 SP:Iteration 10Q (4237.596458 sec): 3 clusters Score: Raw -758429.205200 + Penalty 2847.503795 = -755581.701405 nChanged 177 SP:Iteration 11Q (4237.648926 sec): 3 clusters Score: Raw -758525.617648 + Penalty 2847.503795 = -755678.113853 nChanged 190 SP:Iteration 12Q (4237.707185 sec): 3 clusters Score: Raw -758640.566172 + Penalty 2847.503795 = -755793.062377 nChanged 204 SP:Iteration 13Q (4237.764180 sec): 3 clusters Score: Raw -758757.621932 + Penalty 2847.503795 = -755910.118137 nChanged 151 SP:Iteration 14Q (4237.814953 sec): 3 clusters Score: Raw -758834.543007 + Penalty 2847.503795 = -755987.039212 nChanged 138 SP:Iteration 15Q (4237.872946 sec): 3 clusters Score: Raw -758897.245873 + Penalty 2847.503795 = -756049.742077 nChanged 99 SP:Iteration 16Q (4237.930454 sec): 3 clusters Score: Raw -758933.249712 + Penalty 2847.503795 = -756085.745917 nChanged 84 SP:Iteration 17Q (4237.999797 sec): 3 clusters Score: Raw -758961.100761 + Penalty 2847.503795 = -756113.596965 nChanged 56 SP:Iteration 18Q (4238.057876 sec): 3 clusters Score: Raw -758974.597939 + Penalty 2847.503795 = -756127.094144 nChanged 28 SP:Iteration 19Q (4238.094571 sec): 3 clusters Score: Raw -758981.629487 + Penalty 2847.503795 = -756134.125692 nChanged 29 SP:Iteration 20F (4238.152717 sec): 3 clusters Score: Raw -758988.170102 + Penalty 2847.503795 = -756140.666307 nChanged 26 SP:Iteration 21Q (4238.210436 sec): 3 clusters Score: Raw -758995.373546 + Penalty 2847.503795 = -756147.869751 nChanged 39 SP:Iteration 22Q (4238.261186 sec): 3 clusters Score: Raw -759008.208087 + Penalty 2847.503795 = -756160.704292 nChanged 41 SP:Iteration 23Q (4238.320580 sec): 3 clusters Score: Raw -759018.887560 + Penalty 2847.503795 = -756171.383765 nChanged 34 SP:Iteration 24Q (4238.377286 sec): 3 clusters Score: Raw -759028.622030 + Penalty 2847.503795 = -756181.118235 nChanged 33 SP:Iteration 25Q (4238.431489 sec): 3 clusters Score: Raw -759037.039231 + Penalty 2847.503795 = -756189.535436 nChanged 27 SP:Iteration 26Q (4238.486701 sec): 3 clusters Score: Raw -759046.428571 + Penalty 2847.503795 = -756198.924776 nChanged 31 SP:Iteration 27Q (4238.519493 sec): 3 clusters Score: Raw -759057.917219 + Penalty 2847.503795 = -756210.413424 nChanged 33 SP:Iteration 28Q (4238.570633 sec): 3 clusters Score: Raw -759066.317742 + Penalty 2847.503795 = -756218.813947 nChanged 26 SP:Iteration 29Q (4238.628371 sec): 3 clusters Score: Raw -759072.774863 + Penalty 2847.503795 = -756225.271068 nChanged 20 SP:Iteration 30Q (4238.685890 sec): 3 clusters Score: Raw -759076.748383 + Penalty 2847.503795 = -756229.244588 nChanged 17 SP:Iteration 31Q (4238.739644 sec): 3 clusters Score: Raw -759080.232000 + Penalty 2847.503795 = -756232.728205 nChanged 17 SP:Iteration 32Q (4238.798017 sec): 3 clusters Score: Raw -759083.443337 + Penalty 2847.503795 = -756235.939542 nChanged 10 SP:Iteration 33Q (4238.854964 sec): 3 clusters Score: Raw -759085.975897 + Penalty 2847.503795 = -756238.472102 nChanged 8 SP:Iteration 34Q (4238.912321 sec): 3 clusters Score: Raw -759088.248198 + Penalty 2847.503795 = -756240.744403 nChanged 8 SP:Iteration 35Q (4238.970088 sec): 3 clusters Score: Raw -759090.113654 + Penalty 2847.503795 = -756242.609859 nChanged 13 SP:Iteration 36Q (4239.027904 sec): 3 clusters Score: Raw -759092.908828 + Penalty 2847.503795 = -756245.405033 nChanged 14 SP:Iteration 37Q (4239.085329 sec): 3 clusters Score: Raw -759095.808198 + Penalty 2847.503795 = -756248.304403 nChanged 10 SP:Iteration 38Q (4239.147129 sec): 3 clusters Score: Raw -759097.566394 + Penalty 2847.503795 = -756250.062599 nChanged 15 SP:Iteration 39Q (4239.207321 sec): 3 clusters Score: Raw -759099.690193 + Penalty 2847.503795 = -756252.186397 nChanged 8 SP:Iteration 40F (4239.264991 sec): 3 clusters Score: Raw -759101.090559 + Penalty 2847.503795 = -756253.586763 nChanged 7 SP:Iteration 41Q (4239.324257 sec): 3 clusters Score: Raw -759102.343558 + Penalty 2847.503795 = -756254.839763 nChanged 4 SP:Iteration 42Q (4239.374678 sec): 3 clusters Score: Raw -759103.057672 + Penalty 2847.503795 = -756255.553876 nChanged 6 SP:Iteration 43Q (4239.428258 sec): 3 clusters Score: Raw -759104.697257 + Penalty 2847.503795 = -756257.193462 nChanged 11 SP:Iteration 44Q (4239.476809 sec): 3 clusters Score: Raw -759107.243471 + Penalty 2847.503795 = -756259.739676 nChanged 11 SP:Iteration 45Q (4239.537239 sec): 3 clusters Score: Raw -759109.934760 + Penalty 2847.503795 = -756262.430965 nChanged 16 SP:Iteration 46Q (4239.594724 sec): 3 clusters Score: Raw -759114.391571 + Penalty 2847.503795 = -756266.887775 nChanged 17 SP:Iteration 47Q (4239.654611 sec): 3 clusters Score: Raw -759118.349110 + Penalty 2847.503795 = -756270.845315 nChanged 18 SP:Iteration 48Q (4239.713571 sec): 3 clusters Score: Raw -759122.379889 + Penalty 2847.503795 = -756274.876094 nChanged 15 SP:Iteration 49Q (4239.775296 sec): 3 clusters Score: Raw -759126.418677 + Penalty 2847.503795 = -756278.914882 nChanged 12 SP:Iteration 50Q (4239.834921 sec): 3 clusters Score: Raw -759129.832489 + Penalty 2847.503795 = -756282.328694 nChanged 11 SP:Iteration 51Q (4239.890913 sec): 3 clusters Score: Raw -759131.720476 + Penalty 2847.503795 = -756284.216681 nChanged 8 SP:Iteration 52Q (4239.940226 sec): 3 clusters Score: Raw -759133.298940 + Penalty 2847.503795 = -756285.795145 nChanged 9 SP:Iteration 53Q (4239.993958 sec): 3 clusters Score: Raw -759135.422995 + Penalty 2847.503795 = -756287.919200 nChanged 14 SP:Iteration 54Q (4240.043450 sec): 3 clusters Score: Raw -759138.541043 + Penalty 2847.503795 = -756291.037248 nChanged 14 SP:Iteration 55Q (4240.109676 sec): 3 clusters Score: Raw -759141.763831 + Penalty 2847.503795 = -756294.260036 nChanged 15 SP:Iteration 56Q (4240.157303 sec): 3 clusters Score: Raw -759145.119790 + Penalty 2847.503795 = -756297.615995 nChanged 15 SP:Iteration 57Q (4240.215459 sec): 3 clusters Score: Raw -759147.828441 + Penalty 2847.503795 = -756300.324646 nChanged 16 SP:Iteration 58Q (4240.268123 sec): 3 clusters Score: Raw -759151.597879 + Penalty 2847.503795 = -756304.094084 nChanged 17 SP:Iteration 59Q (4240.318897 sec): 3 clusters Score: Raw -759156.199572 + Penalty 2847.503795 = -756308.695777 nChanged 19 SP:Iteration 60F (4240.378431 sec): 3 clusters Score: Raw -759161.340912 + Penalty 2847.503795 = -756313.837117 nChanged 17 SP:Iteration 61Q (4240.437471 sec): 3 clusters Score: Raw -759168.697272 + Penalty 2847.503795 = -756321.193477 nChanged 23 SP:Iteration 62Q (4240.496362 sec): 3 clusters Score: Raw -759177.026276 + Penalty 2847.503795 = -756329.522480 nChanged 16 SP:Iteration 63Q (4240.555953 sec): 3 clusters Score: Raw -759182.649785 + Penalty 2847.503795 = -756335.145989 nChanged 21 SP:Iteration 64Q (4240.614734 sec): 3 clusters Score: Raw -759194.383207 + Penalty 2847.503795 = -756346.879412 nChanged 30 SP:Iteration 65Q (4240.673838 sec): 3 clusters Score: Raw -759209.989261 + Penalty 2847.503795 = -756362.485465 nChanged 28 SP:Iteration 66Q (4240.734565 sec): 3 clusters Score: Raw -759221.398633 + Penalty 2847.503795 = -756373.894838 nChanged 23 SP:Iteration 67Q (4240.794623 sec): 3 clusters Score: Raw -759227.800685 + Penalty 2847.503795 = -756380.296890 nChanged 22 SP:Iteration 68Q (4240.852851 sec): 3 clusters Score: Raw -759232.212897 + Penalty 2847.503795 = -756384.709102 nChanged 12 SP:Iteration 69Q (4240.904085 sec): 3 clusters Score: Raw -759235.226035 + Penalty 2847.503795 = -756387.722240 nChanged 14 SP:Iteration 70Q (4240.963012 sec): 3 clusters Score: Raw -759238.827291 + Penalty 2847.503795 = -756391.323496 nChanged 18 SP:Iteration 71Q (4241.024673 sec): 3 clusters Score: Raw -759243.697582 + Penalty 2847.503795 = -756396.193786 nChanged 11 SP:Iteration 72Q (4241.071911 sec): 3 clusters Score: Raw -759246.018573 + Penalty 2847.503795 = -756398.514777 nChanged 9 SP:Iteration 73Q (4241.114312 sec): 3 clusters Score: Raw -759248.089121 + Penalty 2847.503795 = -756400.585326 nChanged 9 SP:Iteration 74Q (4241.166078 sec): 3 clusters Score: Raw -759249.768431 + Penalty 2847.503795 = -756402.264636 nChanged 9 SP:Iteration 75Q (4241.216708 sec): 3 clusters Score: Raw -759251.943372 + Penalty 2847.503795 = -756404.439577 nChanged 13 SP:Iteration 76Q (4241.262398 sec): 3 clusters Score: Raw -759255.122303 + Penalty 2847.503795 = -756407.618508 nChanged 21 SP:Iteration 77Q (4241.324661 sec): 3 clusters Score: Raw -759261.326060 + Penalty 2847.503795 = -756413.822265 nChanged 23 SP:Iteration 78Q (4241.366947 sec): 3 clusters Score: Raw -759267.800813 + Penalty 2847.503795 = -756420.297017 nChanged 18 SP:Iteration 79Q (4241.428480 sec): 3 clusters Score: Raw -759271.861972 + Penalty 2847.503795 = -756424.358177 nChanged 11 SP:Iteration 80F (4241.476069 sec): 3 clusters Score: Raw -759274.168007 + Penalty 2847.503795 = -756426.664212 nChanged 8 SP:Iteration 81Q (4241.523894 sec): 3 clusters Score: Raw -759276.455927 + Penalty 2847.503795 = -756428.952131 nChanged 8 SP:Iteration 82Q (4241.565103 sec): 3 clusters Score: Raw -759277.807875 + Penalty 2847.503795 = -756430.304080 nChanged 6 SP:Iteration 83Q (4241.600104 sec): 3 clusters Score: Raw -759279.259989 + Penalty 2847.503795 = -756431.756194 nChanged 10 SP:Iteration 84Q (4241.645411 sec): 3 clusters Score: Raw -759281.394581 + Penalty 2847.503795 = -756433.890786 nChanged 9 SP:Iteration 85Q (4241.686779 sec): 3 clusters Score: Raw -759283.826980 + Penalty 2847.503795 = -756436.323185 nChanged 9 SP:Iteration 86Q (4241.728636 sec): 3 clusters Score: Raw -759286.466133 + Penalty 2847.503795 = -756438.962338 nChanged 6 SP:Iteration 87Q (4241.774745 sec): 3 clusters Score: Raw -759287.895859 + Penalty 2847.503795 = -756440.392064 nChanged 9 SP:Iteration 88Q (4241.820079 sec): 3 clusters Score: Raw -759289.428710 + Penalty 2847.503795 = -756441.924915 nChanged 5 SP:Iteration 89Q (4241.868736 sec): 3 clusters Score: Raw -759290.414040 + Penalty 2847.503795 = -756442.910245 nChanged 3 SP:Iteration 90Q (4241.920315 sec): 3 clusters Score: Raw -759291.313980 + Penalty 2847.503795 = -756443.810185 nChanged 2 SP:Iteration 91Q (4241.963038 sec): 3 clusters Score: Raw -759291.714050 + Penalty 2847.503795 = -756444.210255 nChanged 2 SP:Iteration 92Q (4242.013556 sec): 3 clusters Score: Raw -759292.073177 + Penalty 2847.503795 = -756444.569382 nChanged 2 SP:Iteration 93Q (4242.048214 sec): 3 clusters Score: Raw -759292.492995 + Penalty 2847.503795 = -756444.989200 nChanged 2 SP:Iteration 94Q (4242.098300 sec): 3 clusters Score: Raw -759292.945276 + Penalty 2847.503795 = -756445.441481 nChanged 0 SP:Iteration 95F (4242.145647 sec): 3 clusters Score: Raw -759292.945276 + Penalty 2847.503795 = -756445.441481 nChanged 0 Trying to split cluster 12 (76338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4242.267255 sec): 2 clusters Score: Raw -9143307.700234 + Penalty 1826.975496 = -9141480.724739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4242.441399 sec): 3 clusters Score: Raw -9094198.669184 + Penalty 3653.950991 = -9090544.718193 nChanged 36288 SP:Iteration 1F (4242.610818 sec): 3 clusters Score: Raw -9115070.685785 + Penalty 3653.950991 = -9111416.734794 nChanged 2785 SP:Iteration 2Q (4242.790266 sec): 3 clusters Score: Raw -9115863.280029 + Penalty 3653.950991 = -9112209.329038 nChanged 2933 SP:Iteration 3Q (4242.961211 sec): 3 clusters Score: Raw -9116812.751233 + Penalty 3653.950991 = -9113158.800241 nChanged 3116 SP:Iteration 4Q (4243.152895 sec): 3 clusters Score: Raw -9117978.446320 + Penalty 3653.950991 = -9114324.495328 nChanged 3504 SP:Iteration 5Q (4243.330290 sec): 3 clusters Score: Raw -9119533.460003 + Penalty 3653.950991 = -9115879.509012 nChanged 4028 SP:Iteration 6F (4243.508435 sec): 3 clusters Score: Raw -9121699.930394 + Penalty 3653.950991 = -9118045.979402 nChanged 4466 SP:Iteration 7F (4243.700777 sec): 3 clusters Score: Raw -9124593.934592 + Penalty 3653.950991 = -9120939.983601 nChanged 4713 SP:Iteration 8F (4243.882185 sec): 3 clusters Score: Raw -9128230.870406 + Penalty 3653.950991 = -9124576.919415 nChanged 4645 SP:Iteration 9F (4244.057157 sec): 3 clusters Score: Raw -9132174.463776 + Penalty 3653.950991 = -9128520.512785 nChanged 3971 SP:Iteration 10F (4244.258153 sec): 3 clusters Score: Raw -9135363.321394 + Penalty 3653.950991 = -9131709.370403 nChanged 2964 SP:Iteration 11Q (4244.451131 sec): 3 clusters Score: Raw -9137539.072412 + Penalty 3653.950991 = -9133885.121421 nChanged 2245 SP:Iteration 12Q (4244.610876 sec): 3 clusters Score: Raw -9139081.751753 + Penalty 3653.950991 = -9135427.800762 nChanged 1757 SP:Iteration 13Q (4244.775569 sec): 3 clusters Score: Raw -9140216.508933 + Penalty 3653.950991 = -9136562.557942 nChanged 1373 SP:Iteration 14Q (4244.921106 sec): 3 clusters Score: Raw -9141075.685630 + Penalty 3653.950991 = -9137421.734638 nChanged 1100 SP:Iteration 15Q (4245.064185 sec): 3 clusters Score: Raw -9141718.057724 + Penalty 3653.950991 = -9138064.106733 nChanged 877 SP:Iteration 16Q (4245.202594 sec): 3 clusters Score: Raw -9142210.254308 + Penalty 3653.950991 = -9138556.303316 nChanged 676 SP:Iteration 17Q (4245.345431 sec): 3 clusters Score: Raw -9142580.357139 + Penalty 3653.950991 = -9138926.406148 nChanged 542 SP:Iteration 18Q (4245.491848 sec): 3 clusters Score: Raw -9142876.482150 + Penalty 3653.950991 = -9139222.531159 nChanged 432 SP:Iteration 19Q (4245.628343 sec): 3 clusters Score: Raw -9143093.057304 + Penalty 3653.950991 = -9139439.106313 nChanged 328 SP:Iteration 20F (4245.789038 sec): 3 clusters Score: Raw -9143255.954201 + Penalty 3653.950991 = -9139602.003210 nChanged 248 SP:Iteration 21Q (4245.922507 sec): 3 clusters Score: Raw -9143368.769649 + Penalty 3653.950991 = -9139714.818658 nChanged 227 SP:Iteration 22Q (4246.063628 sec): 3 clusters Score: Raw -9143464.119438 + Penalty 3653.950991 = -9139810.168447 nChanged 163 SP:Iteration 23Q (4246.208163 sec): 3 clusters Score: Raw -9143543.426647 + Penalty 3653.950991 = -9139889.475656 nChanged 146 SP:Iteration 24Q (4246.355322 sec): 3 clusters Score: Raw -9143600.384143 + Penalty 3653.950991 = -9139946.433152 nChanged 93 SP:Iteration 25Q (4246.533101 sec): 3 clusters Score: Raw -9143632.986403 + Penalty 3653.950991 = -9139979.035412 nChanged 80 SP:Iteration 26Q (4246.670450 sec): 3 clusters Score: Raw -9143659.922757 + Penalty 3653.950991 = -9140005.971765 nChanged 66 SP:Iteration 27Q (4246.812307 sec): 3 clusters Score: Raw -9143682.595697 + Penalty 3653.950991 = -9140028.644706 nChanged 54 SP:Iteration 28Q (4246.966598 sec): 3 clusters Score: Raw -9143699.189727 + Penalty 3653.950991 = -9140045.238736 nChanged 43 SP:Iteration 29Q (4247.112642 sec): 3 clusters Score: Raw -9143714.100376 + Penalty 3653.950991 = -9140060.149385 nChanged 41 SP:Iteration 30Q (4247.252346 sec): 3 clusters Score: Raw -9143725.672994 + Penalty 3653.950991 = -9140071.722003 nChanged 39 SP:Iteration 31Q (4247.394175 sec): 3 clusters Score: Raw -9143736.842298 + Penalty 3653.950991 = -9140082.891307 nChanged 36 SP:Iteration 32Q (4247.536126 sec): 3 clusters Score: Raw -9143746.940859 + Penalty 3653.950991 = -9140092.989868 nChanged 30 SP:Iteration 33Q (4247.663799 sec): 3 clusters Score: Raw -9143756.405769 + Penalty 3653.950991 = -9140102.454778 nChanged 28 SP:Iteration 34Q (4247.791236 sec): 3 clusters Score: Raw -9143765.722823 + Penalty 3653.950991 = -9140111.771832 nChanged 29 SP:Iteration 35Q (4247.917798 sec): 3 clusters Score: Raw -9143774.171191 + Penalty 3653.950991 = -9140120.220199 nChanged 23 SP:Iteration 36Q (4248.057898 sec): 3 clusters Score: Raw -9143780.670058 + Penalty 3653.950991 = -9140126.719067 nChanged 18 SP:Iteration 37Q (4248.192651 sec): 3 clusters Score: Raw -9143786.674435 + Penalty 3653.950991 = -9140132.723443 nChanged 18 SP:Iteration 38Q (4248.333660 sec): 3 clusters Score: Raw -9143791.451007 + Penalty 3653.950991 = -9140137.500015 nChanged 22 SP:Iteration 39Q (4248.471763 sec): 3 clusters Score: Raw -9143799.314958 + Penalty 3653.950991 = -9140145.363967 nChanged 17 SP:Iteration 40F (4248.632591 sec): 3 clusters Score: Raw -9143803.141024 + Penalty 3653.950991 = -9140149.190033 nChanged 18 SP:Iteration 41Q (4248.772897 sec): 3 clusters Score: Raw -9143807.303073 + Penalty 3653.950991 = -9140153.352081 nChanged 11 SP:Iteration 42Q (4248.912274 sec): 3 clusters Score: Raw -9143809.968549 + Penalty 3653.950991 = -9140156.017557 nChanged 14 SP:Iteration 43Q (4249.049485 sec): 3 clusters Score: Raw -9143814.428638 + Penalty 3653.950991 = -9140160.477647 nChanged 16 SP:Iteration 44Q (4249.172556 sec): 3 clusters Score: Raw -9143818.862333 + Penalty 3653.950991 = -9140164.911342 nChanged 12 SP:Iteration 45Q (4249.296586 sec): 3 clusters Score: Raw -9143821.200901 + Penalty 3653.950991 = -9140167.249910 nChanged 12 SP:Iteration 46Q (4249.434858 sec): 3 clusters Score: Raw -9143824.302420 + Penalty 3653.950991 = -9140170.351429 nChanged 6 SP:Iteration 47Q (4249.594553 sec): 3 clusters Score: Raw -9143825.991276 + Penalty 3653.950991 = -9140172.040285 nChanged 4 SP:Iteration 48Q (4249.756809 sec): 3 clusters Score: Raw -9143827.189732 + Penalty 3653.950991 = -9140173.238741 nChanged 7 SP:Iteration 49Q (4249.916398 sec): 3 clusters Score: Raw -9143829.222362 + Penalty 3653.950991 = -9140175.271370 nChanged 9 SP:Iteration 50Q (4250.077503 sec): 3 clusters Score: Raw -9143831.205819 + Penalty 3653.950991 = -9140177.254827 nChanged 6 SP:Iteration 51Q (4250.229345 sec): 3 clusters Score: Raw -9143832.363044 + Penalty 3653.950991 = -9140178.412053 nChanged 2 SP:Iteration 52Q (4250.368112 sec): 3 clusters Score: Raw -9143833.168100 + Penalty 3653.950991 = -9140179.217108 nChanged 2 SP:Iteration 53Q (4250.518202 sec): 3 clusters Score: Raw -9143833.508785 + Penalty 3653.950991 = -9140179.557793 nChanged 1 SP:Iteration 54Q (4250.665408 sec): 3 clusters Score: Raw -9143833.653086 + Penalty 3653.950991 = -9140179.702095 nChanged 0 SP:Iteration 55F (4250.830862 sec): 3 clusters Score: Raw -9143833.653086 + Penalty 3653.950991 = -9140179.702095 nChanged 0 Trying to split cluster 13 (1268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4250.852448 sec): 2 clusters Score: Raw -137682.292882 + Penalty 1161.094372 = -136521.198510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4250.895682 sec): 3 clusters Score: Raw -137266.018103 + Penalty 2322.188744 = -134943.829359 nChanged 400 SP:Iteration 1F (4250.946745 sec): 3 clusters Score: Raw -137691.876018 + Penalty 2322.188744 = -135369.687274 nChanged 129 SP:Iteration 2F (4250.997800 sec): 3 clusters Score: Raw -137919.070747 + Penalty 2322.188744 = -135596.882003 nChanged 86 SP:Iteration 3F (4251.048247 sec): 3 clusters Score: Raw -138057.897030 + Penalty 2322.188744 = -135735.708286 nChanged 53 SP:Iteration 4Q (4251.098838 sec): 3 clusters Score: Raw -138122.675688 + Penalty 2322.188744 = -135800.486944 nChanged 27 SP:Iteration 5Q (4251.149203 sec): 3 clusters Score: Raw -138148.877516 + Penalty 2322.188744 = -135826.688772 nChanged 15 SP:Iteration 6Q (4251.199170 sec): 3 clusters Score: Raw -138161.711197 + Penalty 2322.188744 = -135839.522453 nChanged 14 SP:Iteration 7Q (4251.248742 sec): 3 clusters Score: Raw -138172.989884 + Penalty 2322.188744 = -135850.801141 nChanged 5 SP:Iteration 8Q (4251.291406 sec): 3 clusters Score: Raw -138176.157408 + Penalty 2322.188744 = -135853.968664 nChanged 2 SP:Iteration 9Q (4251.341620 sec): 3 clusters Score: Raw -138177.492581 + Penalty 2322.188744 = -135855.303837 nChanged 2 SP:Iteration 10Q (4251.391731 sec): 3 clusters Score: Raw -138178.246873 + Penalty 2322.188744 = -135856.058129 nChanged 3 SP:Iteration 11Q (4251.434058 sec): 3 clusters Score: Raw -138180.010785 + Penalty 2322.188744 = -135857.822041 nChanged 1 SP:Iteration 12Q (4251.484007 sec): 3 clusters Score: Raw -138180.861693 + Penalty 2322.188744 = -135858.672949 nChanged 1 SP:Iteration 13Q (4251.530639 sec): 3 clusters Score: Raw -138181.186712 + Penalty 2322.188744 = -135858.997968 nChanged 0 SP:Iteration 14F (4251.580890 sec): 3 clusters Score: Raw -138181.186712 + Penalty 2322.188744 = -135858.997968 nChanged 0 Trying to split cluster 14 (6416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4251.625727 sec): 2 clusters Score: Raw -718881.688476 + Penalty 1424.564399 = -717457.124077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4251.672294 sec): 3 clusters Score: Raw -715447.024943 + Penalty 2849.128799 = -712597.896145 nChanged 2619 SP:Iteration 1F (4251.729376 sec): 3 clusters Score: Raw -716952.274423 + Penalty 2849.128799 = -714103.145625 nChanged 468 SP:Iteration 2F (4251.774920 sec): 3 clusters Score: Raw -717210.555358 + Penalty 2849.128799 = -714361.426559 nChanged 391 SP:Iteration 3F (4251.826580 sec): 3 clusters Score: Raw -717411.930885 + Penalty 2849.128799 = -714562.802087 nChanged 302 SP:Iteration 4Q (4251.885289 sec): 3 clusters Score: Raw -717572.168136 + Penalty 2849.128799 = -714723.039337 nChanged 291 SP:Iteration 5Q (4251.943901 sec): 3 clusters Score: Raw -717759.707337 + Penalty 2849.128799 = -714910.578539 nChanged 300 SP:Iteration 6Q (4252.003190 sec): 3 clusters Score: Raw -717952.180452 + Penalty 2849.128799 = -715103.051653 nChanged 271 SP:Iteration 7Q (4252.061752 sec): 3 clusters Score: Raw -718147.557398 + Penalty 2849.128799 = -715298.428600 nChanged 256 SP:Iteration 8Q (4252.117323 sec): 3 clusters Score: Raw -718350.445743 + Penalty 2849.128799 = -715501.316945 nChanged 256 SP:Iteration 9Q (4252.168510 sec): 3 clusters Score: Raw -718552.894889 + Penalty 2849.128799 = -715703.766090 nChanged 232 SP:Iteration 10Q (4252.226383 sec): 3 clusters Score: Raw -718763.517105 + Penalty 2849.128799 = -715914.388307 nChanged 174 SP:Iteration 11Q (4252.272987 sec): 3 clusters Score: Raw -718943.163551 + Penalty 2849.128799 = -716094.034752 nChanged 148 SP:Iteration 12Q (4252.323722 sec): 3 clusters Score: Raw -719089.032967 + Penalty 2849.128799 = -716239.904169 nChanged 116 SP:Iteration 13Q (4252.381317 sec): 3 clusters Score: Raw -719209.950940 + Penalty 2849.128799 = -716360.822142 nChanged 97 SP:Iteration 14Q (4252.439148 sec): 3 clusters Score: Raw -719303.281808 + Penalty 2849.128799 = -716454.153009 nChanged 65 SP:Iteration 15Q (4252.496262 sec): 3 clusters Score: Raw -719358.269838 + Penalty 2849.128799 = -716509.141039 nChanged 43 SP:Iteration 16Q (4252.552314 sec): 3 clusters Score: Raw -719399.951530 + Penalty 2849.128799 = -716550.822732 nChanged 40 SP:Iteration 17Q (4252.608418 sec): 3 clusters Score: Raw -719433.268433 + Penalty 2849.128799 = -716584.139635 nChanged 41 SP:Iteration 18Q (4252.664196 sec): 3 clusters Score: Raw -719480.542152 + Penalty 2849.128799 = -716631.413353 nChanged 43 SP:Iteration 19Q (4252.711828 sec): 3 clusters Score: Raw -719520.001439 + Penalty 2849.128799 = -716670.872641 nChanged 52 SP:Iteration 20F (4252.781550 sec): 3 clusters Score: Raw -719577.217342 + Penalty 2849.128799 = -716728.088543 nChanged 51 SP:Iteration 21Q (4252.822798 sec): 3 clusters Score: Raw -719639.590068 + Penalty 2849.128799 = -716790.461270 nChanged 57 SP:Iteration 22Q (4252.878759 sec): 3 clusters Score: Raw -719707.369263 + Penalty 2849.128799 = -716858.240464 nChanged 52 SP:Iteration 23Q (4252.934812 sec): 3 clusters Score: Raw -719759.126577 + Penalty 2849.128799 = -716909.997778 nChanged 42 SP:Iteration 24Q (4252.991285 sec): 3 clusters Score: Raw -719790.941094 + Penalty 2849.128799 = -716941.812296 nChanged 27 SP:Iteration 25Q (4253.058893 sec): 3 clusters Score: Raw -719809.279369 + Penalty 2849.128799 = -716960.150571 nChanged 21 SP:Iteration 26Q (4253.093739 sec): 3 clusters Score: Raw -719825.201878 + Penalty 2849.128799 = -716976.073079 nChanged 22 SP:Iteration 27Q (4253.149292 sec): 3 clusters Score: Raw -719835.365870 + Penalty 2849.128799 = -716986.237071 nChanged 8 SP:Iteration 28Q (4253.204914 sec): 3 clusters Score: Raw -719840.437623 + Penalty 2849.128799 = -716991.308824 nChanged 7 SP:Iteration 29Q (4253.260200 sec): 3 clusters Score: Raw -719844.796685 + Penalty 2849.128799 = -716995.667886 nChanged 6 SP:Iteration 30Q (4253.316609 sec): 3 clusters Score: Raw -719850.134188 + Penalty 2849.128799 = -717001.005390 nChanged 5 SP:Iteration 31Q (4253.372476 sec): 3 clusters Score: Raw -719852.130040 + Penalty 2849.128799 = -717003.001242 nChanged 3 SP:Iteration 32Q (4253.428918 sec): 3 clusters Score: Raw -719854.471936 + Penalty 2849.128799 = -717005.343137 nChanged 4 SP:Iteration 33Q (4253.473581 sec): 3 clusters Score: Raw -719856.382360 + Penalty 2849.128799 = -717007.253561 nChanged 1 SP:Iteration 34Q (4253.529281 sec): 3 clusters Score: Raw -719857.451792 + Penalty 2849.128799 = -717008.322994 nChanged 1 SP:Iteration 35Q (4253.584638 sec): 3 clusters Score: Raw -719858.054446 + Penalty 2849.128799 = -717008.925647 nChanged 2 SP:Iteration 36Q (4253.651985 sec): 3 clusters Score: Raw -719860.152388 + Penalty 2849.128799 = -717011.023590 nChanged 6 SP:Iteration 37Q (4253.696154 sec): 3 clusters Score: Raw -719864.215321 + Penalty 2849.128799 = -717015.086522 nChanged 3 SP:Iteration 38Q (4253.752425 sec): 3 clusters Score: Raw -719865.128217 + Penalty 2849.128799 = -717015.999419 nChanged 0 SP:Iteration 39F (4253.810239 sec): 3 clusters Score: Raw -719865.400409 + Penalty 2849.128799 = -717016.271610 nChanged 1 SP:Iteration 40F (4253.864859 sec): 3 clusters Score: Raw -719866.169678 + Penalty 2849.128799 = -717017.040879 nChanged 3 SP:Iteration 41Q (4253.917034 sec): 3 clusters Score: Raw -719867.025868 + Penalty 2849.128799 = -717017.897070 nChanged 0 SP:Iteration 42F (4253.974958 sec): 3 clusters Score: Raw -719867.025868 + Penalty 2849.128799 = -717017.897070 nChanged 0 Trying to split cluster 15 (64135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4254.087811 sec): 2 clusters Score: Raw -7575048.814105 + Penalty 1798.671146 = -7573250.142958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4254.238904 sec): 3 clusters Score: Raw -7534029.559654 + Penalty 3597.342293 = -7530432.217362 nChanged 30344 SP:Iteration 1F (4254.380167 sec): 3 clusters Score: Raw -7551650.516072 + Penalty 3597.342293 = -7548053.173779 nChanged 3087 SP:Iteration 2Q (4254.535593 sec): 3 clusters Score: Raw -7552900.823726 + Penalty 3597.342293 = -7549303.481434 nChanged 3490 SP:Iteration 3F (4254.682667 sec): 3 clusters Score: Raw -7554625.540703 + Penalty 3597.342293 = -7551028.198410 nChanged 4003 SP:Iteration 4F (4254.833449 sec): 3 clusters Score: Raw -7556992.303517 + Penalty 3597.342293 = -7553394.961225 nChanged 4452 SP:Iteration 5F (4254.985127 sec): 3 clusters Score: Raw -7560109.276126 + Penalty 3597.342293 = -7556511.933833 nChanged 4421 SP:Iteration 6F (4255.136472 sec): 3 clusters Score: Raw -7563669.315681 + Penalty 3597.342293 = -7560071.973388 nChanged 4115 SP:Iteration 7F (4255.287258 sec): 3 clusters Score: Raw -7567096.154001 + Penalty 3597.342293 = -7563498.811709 nChanged 3368 SP:Iteration 8F (4255.439190 sec): 3 clusters Score: Raw -7569465.900932 + Penalty 3597.342293 = -7565868.558639 nChanged 2314 SP:Iteration 9Q (4255.598117 sec): 3 clusters Score: Raw -7570638.760600 + Penalty 3597.342293 = -7567041.418307 nChanged 1515 SP:Iteration 10Q (4255.750094 sec): 3 clusters Score: Raw -7571260.923522 + Penalty 3597.342293 = -7567663.581229 nChanged 1155 SP:Iteration 11Q (4255.906269 sec): 3 clusters Score: Raw -7571717.793298 + Penalty 3597.342293 = -7568120.451006 nChanged 994 SP:Iteration 12Q (4256.057318 sec): 3 clusters Score: Raw -7572113.297792 + Penalty 3597.342293 = -7568515.955499 nChanged 933 SP:Iteration 13Q (4256.207228 sec): 3 clusters Score: Raw -7572489.179519 + Penalty 3597.342293 = -7568891.837226 nChanged 852 SP:Iteration 14Q (4256.357677 sec): 3 clusters Score: Raw -7572832.913878 + Penalty 3597.342293 = -7569235.571585 nChanged 832 SP:Iteration 15Q (4256.506116 sec): 3 clusters Score: Raw -7573161.449784 + Penalty 3597.342293 = -7569564.107491 nChanged 727 SP:Iteration 16Q (4256.649952 sec): 3 clusters Score: Raw -7573425.613445 + Penalty 3597.342293 = -7569828.271152 nChanged 652 SP:Iteration 17Q (4256.797643 sec): 3 clusters Score: Raw -7573619.661959 + Penalty 3597.342293 = -7570022.319666 nChanged 557 SP:Iteration 18Q (4256.940807 sec): 3 clusters Score: Raw -7573749.870552 + Penalty 3597.342293 = -7570152.528260 nChanged 483 SP:Iteration 19Q (4257.076576 sec): 3 clusters Score: Raw -7573850.806717 + Penalty 3597.342293 = -7570253.464424 nChanged 442 SP:Iteration 20F (4257.217253 sec): 3 clusters Score: Raw -7573933.677903 + Penalty 3597.342293 = -7570336.335611 nChanged 395 SP:Iteration 21Q (4257.350027 sec): 3 clusters Score: Raw -7574010.008486 + Penalty 3597.342293 = -7570412.666194 nChanged 406 SP:Iteration 22Q (4257.489964 sec): 3 clusters Score: Raw -7574075.969889 + Penalty 3597.342293 = -7570478.627596 nChanged 343 SP:Iteration 23Q (4257.628938 sec): 3 clusters Score: Raw -7574125.055292 + Penalty 3597.342293 = -7570527.712999 nChanged 315 SP:Iteration 24Q (4257.757551 sec): 3 clusters Score: Raw -7574169.604678 + Penalty 3597.342293 = -7570572.262386 nChanged 297 SP:Iteration 25Q (4257.898171 sec): 3 clusters Score: Raw -7574212.837930 + Penalty 3597.342293 = -7570615.495637 nChanged 283 SP:Iteration 26Q (4258.031901 sec): 3 clusters Score: Raw -7574257.577593 + Penalty 3597.342293 = -7570660.235301 nChanged 285 SP:Iteration 27Q (4258.168532 sec): 3 clusters Score: Raw -7574297.462285 + Penalty 3597.342293 = -7570700.119992 nChanged 242 SP:Iteration 28Q (4258.300643 sec): 3 clusters Score: Raw -7574330.393217 + Penalty 3597.342293 = -7570733.050924 nChanged 249 SP:Iteration 29Q (4258.438842 sec): 3 clusters Score: Raw -7574365.878302 + Penalty 3597.342293 = -7570768.536009 nChanged 256 SP:Iteration 30Q (4258.574806 sec): 3 clusters Score: Raw -7574399.240730 + Penalty 3597.342293 = -7570801.898437 nChanged 243 SP:Iteration 31Q (4258.711992 sec): 3 clusters Score: Raw -7574430.714857 + Penalty 3597.342293 = -7570833.372565 nChanged 239 SP:Iteration 32Q (4258.848867 sec): 3 clusters Score: Raw -7574461.088088 + Penalty 3597.342293 = -7570863.745795 nChanged 220 SP:Iteration 33Q (4258.985673 sec): 3 clusters Score: Raw -7574486.602663 + Penalty 3597.342293 = -7570889.260370 nChanged 210 SP:Iteration 34Q (4259.110157 sec): 3 clusters Score: Raw -7574509.712623 + Penalty 3597.342293 = -7570912.370330 nChanged 202 SP:Iteration 35Q (4259.246077 sec): 3 clusters Score: Raw -7574533.842083 + Penalty 3597.342293 = -7570936.499790 nChanged 196 SP:Iteration 36Q (4259.384277 sec): 3 clusters Score: Raw -7574558.738122 + Penalty 3597.342293 = -7570961.395829 nChanged 205 SP:Iteration 37Q (4259.526421 sec): 3 clusters Score: Raw -7574585.363630 + Penalty 3597.342293 = -7570988.021338 nChanged 227 SP:Iteration 38Q (4259.667090 sec): 3 clusters Score: Raw -7574613.864892 + Penalty 3597.342293 = -7571016.522600 nChanged 215 SP:Iteration 39Q (4259.804354 sec): 3 clusters Score: Raw -7574642.277846 + Penalty 3597.342293 = -7571044.935553 nChanged 209 SP:Iteration 40F (4259.965178 sec): 3 clusters Score: Raw -7574670.287991 + Penalty 3597.342293 = -7571072.945698 nChanged 198 SP:Iteration 41Q (4260.092481 sec): 3 clusters Score: Raw -7574697.727656 + Penalty 3597.342293 = -7571100.385363 nChanged 186 SP:Iteration 42Q (4260.227863 sec): 3 clusters Score: Raw -7574723.403263 + Penalty 3597.342293 = -7571126.060970 nChanged 195 SP:Iteration 43Q (4260.371159 sec): 3 clusters Score: Raw -7574748.722743 + Penalty 3597.342293 = -7571151.380450 nChanged 176 SP:Iteration 44Q (4260.520170 sec): 3 clusters Score: Raw -7574771.276767 + Penalty 3597.342293 = -7571173.934475 nChanged 165 SP:Iteration 45Q (4260.659396 sec): 3 clusters Score: Raw -7574793.799192 + Penalty 3597.342293 = -7571196.456899 nChanged 192 SP:Iteration 46Q (4260.789839 sec): 3 clusters Score: Raw -7574820.503129 + Penalty 3597.342293 = -7571223.160837 nChanged 167 SP:Iteration 47Q (4260.916493 sec): 3 clusters Score: Raw -7574843.338360 + Penalty 3597.342293 = -7571245.996068 nChanged 158 SP:Iteration 48Q (4261.039059 sec): 3 clusters Score: Raw -7574864.678406 + Penalty 3597.342293 = -7571267.336113 nChanged 150 SP:Iteration 49Q (4261.159977 sec): 3 clusters Score: Raw -7574884.018989 + Penalty 3597.342293 = -7571286.676696 nChanged 144 SP:Iteration 50Q (4261.285078 sec): 3 clusters Score: Raw -7574905.814982 + Penalty 3597.342293 = -7571308.472689 nChanged 152 SP:Iteration 51Q (4261.407509 sec): 3 clusters Score: Raw -7574928.485090 + Penalty 3597.342293 = -7571331.142797 nChanged 141 SP:Iteration 52Q (4261.537902 sec): 3 clusters Score: Raw -7574950.646205 + Penalty 3597.342293 = -7571353.303912 nChanged 157 SP:Iteration 53Q (4261.682361 sec): 3 clusters Score: Raw -7574974.212778 + Penalty 3597.342293 = -7571376.870485 nChanged 147 SP:Iteration 54Q (4261.817544 sec): 3 clusters Score: Raw -7574995.876483 + Penalty 3597.342293 = -7571398.534191 nChanged 135 SP:Iteration 55Q (4261.964237 sec): 3 clusters Score: Raw -7575012.486369 + Penalty 3597.342293 = -7571415.144077 nChanged 110 SP:Iteration 56Q (4262.099848 sec): 3 clusters Score: Raw -7575025.611528 + Penalty 3597.342293 = -7571428.269235 nChanged 99 SP:Iteration 57Q (4262.235126 sec): 3 clusters Score: Raw -7575038.352686 + Penalty 3597.342293 = -7571441.010393 nChanged 99 SP:Iteration 58Q (4262.373683 sec): 3 clusters Score: Raw -7575051.703908 + Penalty 3597.342293 = -7571454.361615 nChanged 108 SP:Iteration 59Q (4262.500223 sec): 3 clusters Score: Raw -7575067.628108 + Penalty 3597.342293 = -7571470.285816 nChanged 112 SP:Iteration 60F (4262.645582 sec): 3 clusters Score: Raw -7575083.433773 + Penalty 3597.342293 = -7571486.091481 nChanged 111 SP:Iteration 61Q (4262.783439 sec): 3 clusters Score: Raw -7575098.119111 + Penalty 3597.342293 = -7571500.776818 nChanged 111 SP:Iteration 62Q (4262.917647 sec): 3 clusters Score: Raw -7575113.628472 + Penalty 3597.342293 = -7571516.286179 nChanged 103 SP:Iteration 63Q (4263.037840 sec): 3 clusters Score: Raw -7575128.413812 + Penalty 3597.342293 = -7571531.071519 nChanged 106 SP:Iteration 64Q (4263.163799 sec): 3 clusters Score: Raw -7575145.652075 + Penalty 3597.342293 = -7571548.309783 nChanged 119 SP:Iteration 65Q (4263.305332 sec): 3 clusters Score: Raw -7575162.907126 + Penalty 3597.342293 = -7571565.564833 nChanged 99 SP:Iteration 66Q (4263.488977 sec): 3 clusters Score: Raw -7575177.442660 + Penalty 3597.342293 = -7571580.100367 nChanged 95 SP:Iteration 67Q (4263.653052 sec): 3 clusters Score: Raw -7575192.031736 + Penalty 3597.342293 = -7571594.689444 nChanged 100 SP:Iteration 68Q (4263.790723 sec): 3 clusters Score: Raw -7575208.136310 + Penalty 3597.342293 = -7571610.794018 nChanged 98 SP:Iteration 69Q (4263.930272 sec): 3 clusters Score: Raw -7575228.100111 + Penalty 3597.342293 = -7571630.757818 nChanged 118 SP:Iteration 70Q (4264.061738 sec): 3 clusters Score: Raw -7575248.935010 + Penalty 3597.342293 = -7571651.592717 nChanged 114 SP:Iteration 71Q (4264.201996 sec): 3 clusters Score: Raw -7575271.038718 + Penalty 3597.342293 = -7571673.696425 nChanged 112 SP:Iteration 72Q (4264.320789 sec): 3 clusters Score: Raw -7575289.961368 + Penalty 3597.342293 = -7571692.619075 nChanged 98 SP:Iteration 73Q (4264.455124 sec): 3 clusters Score: Raw -7575306.437518 + Penalty 3597.342293 = -7571709.095226 nChanged 84 SP:Iteration 74Q (4264.586894 sec): 3 clusters Score: Raw -7575321.731849 + Penalty 3597.342293 = -7571724.389557 nChanged 100 SP:Iteration 75Q (4264.721173 sec): 3 clusters Score: Raw -7575339.805442 + Penalty 3597.342293 = -7571742.463150 nChanged 92 SP:Iteration 76Q (4264.853335 sec): 3 clusters Score: Raw -7575358.433003 + Penalty 3597.342293 = -7571761.090710 nChanged 90 SP:Iteration 77Q (4264.987061 sec): 3 clusters Score: Raw -7575376.446080 + Penalty 3597.342293 = -7571779.103787 nChanged 78 SP:Iteration 78Q (4265.116290 sec): 3 clusters Score: Raw -7575388.977268 + Penalty 3597.342293 = -7571791.634975 nChanged 69 SP:Iteration 79Q (4265.246990 sec): 3 clusters Score: Raw -7575401.124317 + Penalty 3597.342293 = -7571803.782025 nChanged 71 SP:Iteration 80F (4265.385275 sec): 3 clusters Score: Raw -7575413.801673 + Penalty 3597.342293 = -7571816.459381 nChanged 64 SP:Iteration 81Q (4265.550681 sec): 3 clusters Score: Raw -7575426.628852 + Penalty 3597.342293 = -7571829.286559 nChanged 71 SP:Iteration 82Q (4265.677372 sec): 3 clusters Score: Raw -7575440.912769 + Penalty 3597.342293 = -7571843.570477 nChanged 67 SP:Iteration 83Q (4265.798862 sec): 3 clusters Score: Raw -7575453.058641 + Penalty 3597.342293 = -7571855.716349 nChanged 59 SP:Iteration 84Q (4265.927445 sec): 3 clusters Score: Raw -7575466.088752 + Penalty 3597.342293 = -7571868.746459 nChanged 77 SP:Iteration 85Q (4266.065252 sec): 3 clusters Score: Raw -7575485.454788 + Penalty 3597.342293 = -7571888.112495 nChanged 71 SP:Iteration 86Q (4266.193315 sec): 3 clusters Score: Raw -7575502.789118 + Penalty 3597.342293 = -7571905.446825 nChanged 62 SP:Iteration 87Q (4266.321881 sec): 3 clusters Score: Raw -7575516.039882 + Penalty 3597.342293 = -7571918.697590 nChanged 52 SP:Iteration 88Q (4266.442465 sec): 3 clusters Score: Raw -7575525.981516 + Penalty 3597.342293 = -7571928.639223 nChanged 39 SP:Iteration 89Q (4266.562971 sec): 3 clusters Score: Raw -7575531.982635 + Penalty 3597.342293 = -7571934.640343 nChanged 30 SP:Iteration 90Q (4266.689375 sec): 3 clusters Score: Raw -7575536.681600 + Penalty 3597.342293 = -7571939.339307 nChanged 26 SP:Iteration 91Q (4266.824344 sec): 3 clusters Score: Raw -7575539.776893 + Penalty 3597.342293 = -7571942.434601 nChanged 24 SP:Iteration 92Q (4266.940377 sec): 3 clusters Score: Raw -7575543.700469 + Penalty 3597.342293 = -7571946.358176 nChanged 27 SP:Iteration 93Q (4267.064998 sec): 3 clusters Score: Raw -7575548.003256 + Penalty 3597.342293 = -7571950.660963 nChanged 20 SP:Iteration 94Q (4267.184239 sec): 3 clusters Score: Raw -7575551.092418 + Penalty 3597.342293 = -7571953.750126 nChanged 28 SP:Iteration 95Q (4267.303934 sec): 3 clusters Score: Raw -7575556.417523 + Penalty 3597.342293 = -7571959.075230 nChanged 29 SP:Iteration 96Q (4267.428396 sec): 3 clusters Score: Raw -7575561.692845 + Penalty 3597.342293 = -7571964.350552 nChanged 28 SP:Iteration 97Q (4267.558053 sec): 3 clusters Score: Raw -7575565.832617 + Penalty 3597.342293 = -7571968.490325 nChanged 26 SP:Iteration 98Q (4267.688342 sec): 3 clusters Score: Raw -7575569.217599 + Penalty 3597.342293 = -7571971.875306 nChanged 26 SP:Iteration 99Q (4267.818291 sec): 3 clusters Score: Raw -7575573.243125 + Penalty 3597.342293 = -7571975.900832 nChanged 17 SP:Iteration 100F (4267.969659 sec): 3 clusters Score: Raw -7575576.005771 + Penalty 3597.342293 = -7571978.663478 nChanged 14 SP:Iteration 101Q (4268.096944 sec): 3 clusters Score: Raw -7575577.980336 + Penalty 3597.342293 = -7571980.638044 nChanged 10 SP:Iteration 102Q (4268.225509 sec): 3 clusters Score: Raw -7575579.806149 + Penalty 3597.342293 = -7571982.463856 nChanged 15 SP:Iteration 103Q (4268.356688 sec): 3 clusters Score: Raw -7575581.793772 + Penalty 3597.342293 = -7571984.451479 nChanged 12 SP:Iteration 104Q (4268.484916 sec): 3 clusters Score: Raw -7575583.509987 + Penalty 3597.342293 = -7571986.167695 nChanged 11 SP:Iteration 105Q (4268.618311 sec): 3 clusters Score: Raw -7575585.120356 + Penalty 3597.342293 = -7571987.778063 nChanged 11 SP:Iteration 106Q (4268.746154 sec): 3 clusters Score: Raw -7575587.197538 + Penalty 3597.342293 = -7571989.855246 nChanged 13 SP:Iteration 107Q (4268.889207 sec): 3 clusters Score: Raw -7575589.270626 + Penalty 3597.342293 = -7571991.928333 nChanged 8 SP:Iteration 108Q (4269.032390 sec): 3 clusters Score: Raw -7575590.352108 + Penalty 3597.342293 = -7571993.009815 nChanged 7 SP:Iteration 109Q (4269.177525 sec): 3 clusters Score: Raw -7575591.219955 + Penalty 3597.342293 = -7571993.877662 nChanged 5 SP:Iteration 110Q (4269.327482 sec): 3 clusters Score: Raw -7575592.145718 + Penalty 3597.342293 = -7571994.803426 nChanged 5 SP:Iteration 111Q (4269.483655 sec): 3 clusters Score: Raw -7575592.579557 + Penalty 3597.342293 = -7571995.237265 nChanged 5 SP:Iteration 112Q (4269.632383 sec): 3 clusters Score: Raw -7575593.404891 + Penalty 3597.342293 = -7571996.062599 nChanged 7 SP:Iteration 113Q (4269.770627 sec): 3 clusters Score: Raw -7575594.216293 + Penalty 3597.342293 = -7571996.874000 nChanged 6 SP:Iteration 114Q (4269.917814 sec): 3 clusters Score: Raw -7575594.702639 + Penalty 3597.342293 = -7571997.360346 nChanged 3 SP:Iteration 115Q (4270.070108 sec): 3 clusters Score: Raw -7575595.044020 + Penalty 3597.342293 = -7571997.701727 nChanged 3 SP:Iteration 116Q (4270.215346 sec): 3 clusters Score: Raw -7575595.259619 + Penalty 3597.342293 = -7571997.917327 nChanged 4 SP:Iteration 117Q (4270.367418 sec): 3 clusters Score: Raw -7575595.838096 + Penalty 3597.342293 = -7571998.495803 nChanged 3 SP:Iteration 118Q (4270.514981 sec): 3 clusters Score: Raw -7575596.058472 + Penalty 3597.342293 = -7571998.716180 nChanged 1 SP:Iteration 119Q (4270.649655 sec): 3 clusters Score: Raw -7575596.145425 + Penalty 3597.342293 = -7571998.803133 nChanged 0 SP:Iteration 120F (4270.799248 sec): 3 clusters Score: Raw -7575596.145425 + Penalty 3597.342293 = -7571998.803133 nChanged 0 Trying to split cluster 16 (19082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4270.842139 sec): 2 clusters Score: Raw -2276932.907056 + Penalty 1601.681374 = -2275331.225683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4270.925168 sec): 3 clusters Score: Raw -2265475.372476 + Penalty 3203.362747 = -2262272.009728 nChanged 8643 SP:Iteration 1F (4270.997180 sec): 3 clusters Score: Raw -2270162.413268 + Penalty 3203.362747 = -2266959.050521 nChanged 997 SP:Iteration 2F (4271.077841 sec): 3 clusters Score: Raw -2270549.599970 + Penalty 3203.362747 = -2267346.237223 nChanged 949 SP:Iteration 3Q (4271.158879 sec): 3 clusters Score: Raw -2270941.724117 + Penalty 3203.362747 = -2267738.361370 nChanged 927 SP:Iteration 4Q (4271.239094 sec): 3 clusters Score: Raw -2271346.001420 + Penalty 3203.362747 = -2268142.638673 nChanged 902 SP:Iteration 5Q (4271.312605 sec): 3 clusters Score: Raw -2271807.110936 + Penalty 3203.362747 = -2268603.748189 nChanged 1032 SP:Iteration 6F (4271.392874 sec): 3 clusters Score: Raw -2272402.338309 + Penalty 3203.362747 = -2269198.975562 nChanged 1148 SP:Iteration 7F (4271.473269 sec): 3 clusters Score: Raw -2273131.400321 + Penalty 3203.362747 = -2269928.037574 nChanged 1195 SP:Iteration 8F (4271.550174 sec): 3 clusters Score: Raw -2273892.036455 + Penalty 3203.362747 = -2270688.673708 nChanged 1144 SP:Iteration 9F (4271.631153 sec): 3 clusters Score: Raw -2274674.621208 + Penalty 3203.362747 = -2271471.258461 nChanged 983 SP:Iteration 10F (4271.711659 sec): 3 clusters Score: Raw -2275325.685728 + Penalty 3203.362747 = -2272122.322980 nChanged 715 SP:Iteration 11Q (4271.783254 sec): 3 clusters Score: Raw -2275775.963719 + Penalty 3203.362747 = -2272572.600972 nChanged 521 SP:Iteration 12Q (4271.855636 sec): 3 clusters Score: Raw -2276111.416655 + Penalty 3203.362747 = -2272908.053907 nChanged 417 SP:Iteration 13Q (4271.937047 sec): 3 clusters Score: Raw -2276390.776929 + Penalty 3203.362747 = -2273187.414182 nChanged 320 SP:Iteration 14Q (4272.003761 sec): 3 clusters Score: Raw -2276631.989385 + Penalty 3203.362747 = -2273428.626637 nChanged 223 SP:Iteration 15Q (4272.081466 sec): 3 clusters Score: Raw -2276844.082074 + Penalty 3203.362747 = -2273640.719327 nChanged 146 SP:Iteration 16Q (4272.151792 sec): 3 clusters Score: Raw -2277052.911302 + Penalty 3203.362747 = -2273849.548554 nChanged 108 SP:Iteration 17Q (4272.218921 sec): 3 clusters Score: Raw -2277196.789715 + Penalty 3203.362747 = -2273993.426968 nChanged 100 SP:Iteration 18Q (4272.292828 sec): 3 clusters Score: Raw -2277279.725077 + Penalty 3203.362747 = -2274076.362329 nChanged 73 SP:Iteration 19Q (4272.364285 sec): 3 clusters Score: Raw -2277333.668576 + Penalty 3203.362747 = -2274130.305828 nChanged 52 SP:Iteration 20F (4272.434641 sec): 3 clusters Score: Raw -2277362.826803 + Penalty 3203.362747 = -2274159.464055 nChanged 27 SP:Iteration 21Q (4272.496419 sec): 3 clusters Score: Raw -2277374.510652 + Penalty 3203.362747 = -2274171.147905 nChanged 22 SP:Iteration 22Q (4272.571065 sec): 3 clusters Score: Raw -2277386.277159 + Penalty 3203.362747 = -2274182.914412 nChanged 12 SP:Iteration 23Q (4272.646869 sec): 3 clusters Score: Raw -2277390.686078 + Penalty 3203.362747 = -2274187.323331 nChanged 7 SP:Iteration 24Q (4272.705987 sec): 3 clusters Score: Raw -2277392.931039 + Penalty 3203.362747 = -2274189.568291 nChanged 5 SP:Iteration 25Q (4272.780481 sec): 3 clusters Score: Raw -2277395.414106 + Penalty 3203.362747 = -2274192.051358 nChanged 3 SP:Iteration 26Q (4272.854566 sec): 3 clusters Score: Raw -2277396.628400 + Penalty 3203.362747 = -2274193.265653 nChanged 0 SP:Iteration 27F (4272.933180 sec): 3 clusters Score: Raw -2277396.628400 + Penalty 3203.362747 = -2274193.265653 nChanged 0 Trying to split cluster 17 (6299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4272.966400 sec): 2 clusters Score: Raw -739594.225811 + Penalty 1421.573753 = -738172.652058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4273.025345 sec): 3 clusters Score: Raw -736156.351312 + Penalty 2843.147505 = -733313.203807 nChanged 2701 SP:Iteration 1F (4273.076364 sec): 3 clusters Score: Raw -737707.168045 + Penalty 2843.147505 = -734864.020540 nChanged 478 SP:Iteration 2F (4273.128033 sec): 3 clusters Score: Raw -737985.766183 + Penalty 2843.147505 = -735142.618678 nChanged 385 SP:Iteration 3F (4273.173076 sec): 3 clusters Score: Raw -738190.567656 + Penalty 2843.147505 = -735347.420151 nChanged 318 SP:Iteration 4F (4273.225350 sec): 3 clusters Score: Raw -738372.732819 + Penalty 2843.147505 = -735529.585314 nChanged 245 SP:Iteration 5Q (4273.276810 sec): 3 clusters Score: Raw -738493.643362 + Penalty 2843.147505 = -735650.495857 nChanged 223 SP:Iteration 6Q (4273.324719 sec): 3 clusters Score: Raw -738603.948434 + Penalty 2843.147505 = -735760.800929 nChanged 203 SP:Iteration 7Q (4273.381639 sec): 3 clusters Score: Raw -738720.000447 + Penalty 2843.147505 = -735876.852942 nChanged 203 SP:Iteration 8Q (4273.435892 sec): 3 clusters Score: Raw -738838.441029 + Penalty 2843.147505 = -735995.293524 nChanged 185 SP:Iteration 9Q (4273.478039 sec): 3 clusters Score: Raw -738947.933339 + Penalty 2843.147505 = -736104.785834 nChanged 171 SP:Iteration 10Q (4273.533037 sec): 3 clusters Score: Raw -739074.136006 + Penalty 2843.147505 = -736230.988500 nChanged 165 SP:Iteration 11Q (4273.601898 sec): 3 clusters Score: Raw -739193.463635 + Penalty 2843.147505 = -736350.316130 nChanged 153 SP:Iteration 12Q (4273.648682 sec): 3 clusters Score: Raw -739294.646866 + Penalty 2843.147505 = -736451.499361 nChanged 146 SP:Iteration 13Q (4273.717159 sec): 3 clusters Score: Raw -739386.252926 + Penalty 2843.147505 = -736543.105421 nChanged 127 SP:Iteration 14Q (4273.764048 sec): 3 clusters Score: Raw -739461.288034 + Penalty 2843.147505 = -736618.140529 nChanged 103 SP:Iteration 15Q (4273.827008 sec): 3 clusters Score: Raw -739523.263839 + Penalty 2843.147505 = -736680.116334 nChanged 104 SP:Iteration 16Q (4273.838333 sec): 3 clusters Score: Raw -739586.131811 + Penalty 2843.147505 = -736742.984306 nChanged 86 SP:Iteration 17Q (4273.893166 sec): 3 clusters Score: Raw -739643.425642 + Penalty 2843.147505 = -736800.278137 nChanged 80 SP:Iteration 18Q (4273.961291 sec): 3 clusters Score: Raw -739692.662806 + Penalty 2843.147505 = -736849.515300 nChanged 65 SP:Iteration 19Q (4274.006731 sec): 3 clusters Score: Raw -739737.285620 + Penalty 2843.147505 = -736894.138115 nChanged 64 SP:Iteration 20F (4274.063899 sec): 3 clusters Score: Raw -739774.080600 + Penalty 2843.147505 = -736930.933095 nChanged 42 SP:Iteration 21Q (4274.131620 sec): 3 clusters Score: Raw -739797.449495 + Penalty 2843.147505 = -736954.301990 nChanged 35 SP:Iteration 22Q (4274.176456 sec): 3 clusters Score: Raw -739813.897728 + Penalty 2843.147505 = -736970.750223 nChanged 32 SP:Iteration 23Q (4274.235830 sec): 3 clusters Score: Raw -739829.948784 + Penalty 2843.147505 = -736986.801279 nChanged 27 SP:Iteration 24Q (4274.284013 sec): 3 clusters Score: Raw -739844.043627 + Penalty 2843.147505 = -737000.896122 nChanged 15 SP:Iteration 25Q (4274.342438 sec): 3 clusters Score: Raw -739851.075154 + Penalty 2843.147505 = -737007.927649 nChanged 22 SP:Iteration 26Q (4274.400556 sec): 3 clusters Score: Raw -739859.175261 + Penalty 2843.147505 = -737016.027756 nChanged 10 SP:Iteration 27Q (4274.458360 sec): 3 clusters Score: Raw -739863.440852 + Penalty 2843.147505 = -737020.293347 nChanged 19 SP:Iteration 28Q (4274.509194 sec): 3 clusters Score: Raw -739872.273961 + Penalty 2843.147505 = -737029.126456 nChanged 13 SP:Iteration 29Q (4274.567209 sec): 3 clusters Score: Raw -739879.843654 + Penalty 2843.147505 = -737036.696149 nChanged 15 SP:Iteration 30Q (4274.625667 sec): 3 clusters Score: Raw -739887.257674 + Penalty 2843.147505 = -737044.110169 nChanged 11 SP:Iteration 31Q (4274.672705 sec): 3 clusters Score: Raw -739892.239304 + Penalty 2843.147505 = -737049.091799 nChanged 4 SP:Iteration 32Q (4274.724850 sec): 3 clusters Score: Raw -739893.522644 + Penalty 2843.147505 = -737050.375139 nChanged 1 SP:Iteration 33Q (4274.775166 sec): 3 clusters Score: Raw -739893.880838 + Penalty 2843.147505 = -737050.733333 nChanged 1 SP:Iteration 34Q (4274.837330 sec): 3 clusters Score: Raw -739894.481120 + Penalty 2843.147505 = -737051.333615 nChanged 1 SP:Iteration 35Q (4274.881439 sec): 3 clusters Score: Raw -739894.887710 + Penalty 2843.147505 = -737051.740205 nChanged 0 SP:Iteration 36F (4274.934249 sec): 3 clusters Score: Raw -739894.887710 + Penalty 2843.147505 = -737051.740205 nChanged 0 Trying to split cluster 18 (3908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4274.969717 sec): 2 clusters Score: Raw -463391.969128 + Penalty 1344.001915 = -462047.967213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4275.017515 sec): 3 clusters Score: Raw -461437.163951 + Penalty 2688.003829 = -458749.160122 nChanged 1508 SP:Iteration 1F (4275.057993 sec): 3 clusters Score: Raw -462258.898752 + Penalty 2688.003829 = -459570.894923 nChanged 277 SP:Iteration 2F (4275.116803 sec): 3 clusters Score: Raw -462400.886680 + Penalty 2688.003829 = -459712.882851 nChanged 180 SP:Iteration 3Q (4275.164610 sec): 3 clusters Score: Raw -462488.154266 + Penalty 2688.003829 = -459800.150437 nChanged 138 SP:Iteration 4Q (4275.208989 sec): 3 clusters Score: Raw -462555.792264 + Penalty 2688.003829 = -459867.788434 nChanged 122 SP:Iteration 5Q (4275.252732 sec): 3 clusters Score: Raw -462615.218273 + Penalty 2688.003829 = -459927.214443 nChanged 97 SP:Iteration 6Q (4275.291596 sec): 3 clusters Score: Raw -462660.819587 + Penalty 2688.003829 = -459972.815758 nChanged 105 SP:Iteration 7Q (4275.342616 sec): 3 clusters Score: Raw -462715.141101 + Penalty 2688.003829 = -460027.137272 nChanged 101 SP:Iteration 8Q (4275.381385 sec): 3 clusters Score: Raw -462768.583014 + Penalty 2688.003829 = -460080.579184 nChanged 94 SP:Iteration 9Q (4275.437894 sec): 3 clusters Score: Raw -462814.231630 + Penalty 2688.003829 = -460126.227801 nChanged 92 SP:Iteration 10Q (4275.476537 sec): 3 clusters Score: Raw -462859.573004 + Penalty 2688.003829 = -460171.569174 nChanged 88 SP:Iteration 11Q (4275.523085 sec): 3 clusters Score: Raw -462904.660331 + Penalty 2688.003829 = -460216.656502 nChanged 79 SP:Iteration 12Q (4275.574662 sec): 3 clusters Score: Raw -462943.204288 + Penalty 2688.003829 = -460255.200459 nChanged 77 SP:Iteration 13Q (4275.619490 sec): 3 clusters Score: Raw -462989.918261 + Penalty 2688.003829 = -460301.914432 nChanged 75 SP:Iteration 14Q (4275.672677 sec): 3 clusters Score: Raw -463039.067645 + Penalty 2688.003829 = -460351.063816 nChanged 78 SP:Iteration 15Q (4275.725805 sec): 3 clusters Score: Raw -463092.585480 + Penalty 2688.003829 = -460404.581651 nChanged 79 SP:Iteration 16Q (4275.779007 sec): 3 clusters Score: Raw -463163.520072 + Penalty 2688.003829 = -460475.516243 nChanged 66 SP:Iteration 17Q (4275.832193 sec): 3 clusters Score: Raw -463207.214962 + Penalty 2688.003829 = -460519.211133 nChanged 50 SP:Iteration 18Q (4275.885383 sec): 3 clusters Score: Raw -463255.672395 + Penalty 2688.003829 = -460567.668565 nChanged 52 SP:Iteration 19Q (4275.927327 sec): 3 clusters Score: Raw -463296.226773 + Penalty 2688.003829 = -460608.222944 nChanged 48 SP:Iteration 20F (4275.980912 sec): 3 clusters Score: Raw -463331.823614 + Penalty 2688.003829 = -460643.819785 nChanged 54 SP:Iteration 21Q (4276.035378 sec): 3 clusters Score: Raw -463374.897854 + Penalty 2688.003829 = -460686.894024 nChanged 49 SP:Iteration 22Q (4276.089955 sec): 3 clusters Score: Raw -463416.827080 + Penalty 2688.003829 = -460728.823251 nChanged 52 SP:Iteration 23Q (4276.142678 sec): 3 clusters Score: Raw -463448.928861 + Penalty 2688.003829 = -460760.925032 nChanged 28 SP:Iteration 24Q (4276.196095 sec): 3 clusters Score: Raw -463464.230547 + Penalty 2688.003829 = -460776.226718 nChanged 26 SP:Iteration 25Q (4276.249200 sec): 3 clusters Score: Raw -463484.036690 + Penalty 2688.003829 = -460796.032861 nChanged 20 SP:Iteration 26Q (4276.302057 sec): 3 clusters Score: Raw -463498.636991 + Penalty 2688.003829 = -460810.633162 nChanged 10 SP:Iteration 27Q (4276.356082 sec): 3 clusters Score: Raw -463506.142565 + Penalty 2688.003829 = -460818.138736 nChanged 13 SP:Iteration 28Q (4276.408951 sec): 3 clusters Score: Raw -463513.691968 + Penalty 2688.003829 = -460825.688139 nChanged 15 SP:Iteration 29Q (4276.461482 sec): 3 clusters Score: Raw -463524.413357 + Penalty 2688.003829 = -460836.409527 nChanged 13 SP:Iteration 30Q (4276.526815 sec): 3 clusters Score: Raw -463531.716255 + Penalty 2688.003829 = -460843.712426 nChanged 12 SP:Iteration 31Q (4276.565584 sec): 3 clusters Score: Raw -463542.535058 + Penalty 2688.003829 = -460854.531229 nChanged 12 SP:Iteration 32Q (4276.617649 sec): 3 clusters Score: Raw -463552.872090 + Penalty 2688.003829 = -460864.868261 nChanged 9 SP:Iteration 33Q (4276.660121 sec): 3 clusters Score: Raw -463558.760211 + Penalty 2688.003829 = -460870.756381 nChanged 4 SP:Iteration 34Q (4276.712505 sec): 3 clusters Score: Raw -463561.154196 + Penalty 2688.003829 = -460873.150367 nChanged 2 SP:Iteration 35Q (4276.766385 sec): 3 clusters Score: Raw -463562.402680 + Penalty 2688.003829 = -460874.398850 nChanged 3 SP:Iteration 36Q (4276.817739 sec): 3 clusters Score: Raw -463563.159529 + Penalty 2688.003829 = -460875.155699 nChanged 0 SP:Iteration 37F (4276.867003 sec): 3 clusters Score: Raw -463563.159529 + Penalty 2688.003829 = -460875.155699 nChanged 0 Trying to split cluster 19 (12473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4276.907415 sec): 2 clusters Score: Raw -1491834.877007 + Penalty 1532.589758 = -1490302.287250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4276.976922 sec): 3 clusters Score: Raw -1484581.400026 + Penalty 3065.179516 = -1481516.220510 nChanged 5436 SP:Iteration 1F (4277.049315 sec): 3 clusters Score: Raw -1487547.876999 + Penalty 3065.179516 = -1484482.697483 nChanged 708 SP:Iteration 2F (4277.118415 sec): 3 clusters Score: Raw -1487863.627678 + Penalty 3065.179516 = -1484798.448162 nChanged 697 SP:Iteration 3F (4277.167707 sec): 3 clusters Score: Raw -1488191.198566 + Penalty 3065.179516 = -1485126.019051 nChanged 676 SP:Iteration 4F (4277.228559 sec): 3 clusters Score: Raw -1488570.806122 + Penalty 3065.179516 = -1485505.626606 nChanged 693 SP:Iteration 5F (4277.287022 sec): 3 clusters Score: Raw -1488982.159312 + Penalty 3065.179516 = -1485916.979796 nChanged 703 SP:Iteration 6F (4277.355827 sec): 3 clusters Score: Raw -1489420.377431 + Penalty 3065.179516 = -1486355.197915 nChanged 627 SP:Iteration 7F (4277.402150 sec): 3 clusters Score: Raw -1489823.456432 + Penalty 3065.179516 = -1486758.276916 nChanged 595 SP:Iteration 8Q (4277.465496 sec): 3 clusters Score: Raw -1490225.265212 + Penalty 3065.179516 = -1487160.085696 nChanged 546 SP:Iteration 9Q (4277.527634 sec): 3 clusters Score: Raw -1490620.146392 + Penalty 3065.179516 = -1487554.966876 nChanged 434 SP:Iteration 10Q (4277.590697 sec): 3 clusters Score: Raw -1490968.640990 + Penalty 3065.179516 = -1487903.461475 nChanged 410 SP:Iteration 11Q (4277.661627 sec): 3 clusters Score: Raw -1491289.847547 + Penalty 3065.179516 = -1488224.668032 nChanged 312 SP:Iteration 12Q (4277.712528 sec): 3 clusters Score: Raw -1491497.650627 + Penalty 3065.179516 = -1488432.471111 nChanged 222 SP:Iteration 13Q (4277.773001 sec): 3 clusters Score: Raw -1491626.755361 + Penalty 3065.179516 = -1488561.575845 nChanged 184 SP:Iteration 14Q (4277.842614 sec): 3 clusters Score: Raw -1491729.582040 + Penalty 3065.179516 = -1488664.402525 nChanged 141 SP:Iteration 15Q (4277.892040 sec): 3 clusters Score: Raw -1491805.195106 + Penalty 3065.179516 = -1488740.015590 nChanged 112 SP:Iteration 16Q (4277.960913 sec): 3 clusters Score: Raw -1491858.241433 + Penalty 3065.179516 = -1488793.061917 nChanged 92 SP:Iteration 17Q (4278.009906 sec): 3 clusters Score: Raw -1491903.223022 + Penalty 3065.179516 = -1488838.043506 nChanged 91 SP:Iteration 18Q (4278.069283 sec): 3 clusters Score: Raw -1491955.267529 + Penalty 3065.179516 = -1488890.088013 nChanged 64 SP:Iteration 19Q (4278.124955 sec): 3 clusters Score: Raw -1491987.578390 + Penalty 3065.179516 = -1488922.398874 nChanged 53 SP:Iteration 20F (4278.186482 sec): 3 clusters Score: Raw -1492012.193167 + Penalty 3065.179516 = -1488947.013651 nChanged 50 SP:Iteration 21Q (4278.245532 sec): 3 clusters Score: Raw -1492035.869391 + Penalty 3065.179516 = -1488970.689875 nChanged 50 SP:Iteration 22Q (4278.305433 sec): 3 clusters Score: Raw -1492060.551658 + Penalty 3065.179516 = -1488995.372142 nChanged 50 SP:Iteration 23Q (4278.365175 sec): 3 clusters Score: Raw -1492082.444230 + Penalty 3065.179516 = -1489017.264714 nChanged 39 SP:Iteration 24Q (4278.423757 sec): 3 clusters Score: Raw -1492097.925334 + Penalty 3065.179516 = -1489032.745819 nChanged 41 SP:Iteration 25Q (4278.480606 sec): 3 clusters Score: Raw -1492118.295201 + Penalty 3065.179516 = -1489053.115686 nChanged 37 SP:Iteration 26Q (4278.538611 sec): 3 clusters Score: Raw -1492130.309923 + Penalty 3065.179516 = -1489065.130407 nChanged 24 SP:Iteration 27Q (4278.592745 sec): 3 clusters Score: Raw -1492138.817462 + Penalty 3065.179516 = -1489073.637946 nChanged 21 SP:Iteration 28Q (4278.667485 sec): 3 clusters Score: Raw -1492145.478220 + Penalty 3065.179516 = -1489080.298704 nChanged 13 SP:Iteration 29Q (4278.719862 sec): 3 clusters Score: Raw -1492149.767286 + Penalty 3065.179516 = -1489084.587770 nChanged 13 SP:Iteration 30Q (4278.773288 sec): 3 clusters Score: Raw -1492153.156150 + Penalty 3065.179516 = -1489087.976634 nChanged 11 SP:Iteration 31Q (4278.843676 sec): 3 clusters Score: Raw -1492156.937983 + Penalty 3065.179516 = -1489091.758467 nChanged 11 SP:Iteration 32Q (4278.898995 sec): 3 clusters Score: Raw -1492160.218047 + Penalty 3065.179516 = -1489095.038531 nChanged 8 SP:Iteration 33Q (4278.963250 sec): 3 clusters Score: Raw -1492163.212905 + Penalty 3065.179516 = -1489098.033390 nChanged 9 SP:Iteration 34Q (4279.026211 sec): 3 clusters Score: Raw -1492165.702821 + Penalty 3065.179516 = -1489100.523305 nChanged 5 SP:Iteration 35Q (4279.090602 sec): 3 clusters Score: Raw -1492166.773324 + Penalty 3065.179516 = -1489101.593808 nChanged 5 SP:Iteration 36Q (4279.153878 sec): 3 clusters Score: Raw -1492168.127986 + Penalty 3065.179516 = -1489102.948471 nChanged 5 SP:Iteration 37Q (4279.219126 sec): 3 clusters Score: Raw -1492169.767214 + Penalty 3065.179516 = -1489104.587698 nChanged 1 SP:Iteration 38Q (4279.281572 sec): 3 clusters Score: Raw -1492170.311155 + Penalty 3065.179516 = -1489105.131639 nChanged 0 SP:Iteration 39F (4279.350922 sec): 3 clusters Score: Raw -1492170.311155 + Penalty 3065.179516 = -1489105.131639 nChanged 0 Trying to split cluster 20 (4640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4279.381845 sec): 2 clusters Score: Raw -493550.466756 + Penalty 1371.901317 = -492178.565439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4279.437817 sec): 3 clusters Score: Raw -491192.895509 + Penalty 2743.802635 = -488449.092874 nChanged 1865 SP:Iteration 1F (4279.493428 sec): 3 clusters Score: Raw -492275.428061 + Penalty 2743.802635 = -489531.625427 nChanged 348 SP:Iteration 2F (4279.548527 sec): 3 clusters Score: Raw -492460.736078 + Penalty 2743.802635 = -489716.933443 nChanged 236 SP:Iteration 3F (4279.604109 sec): 3 clusters Score: Raw -492575.975833 + Penalty 2743.802635 = -489832.173199 nChanged 195 SP:Iteration 4Q (4279.660958 sec): 3 clusters Score: Raw -492676.773435 + Penalty 2743.802635 = -489932.970800 nChanged 148 SP:Iteration 5Q (4279.706893 sec): 3 clusters Score: Raw -492736.030720 + Penalty 2743.802635 = -489992.228085 nChanged 118 SP:Iteration 6Q (4279.761043 sec): 3 clusters Score: Raw -492782.077472 + Penalty 2743.802635 = -490038.274838 nChanged 100 SP:Iteration 7Q (4279.818777 sec): 3 clusters Score: Raw -492822.320854 + Penalty 2743.802635 = -490078.518219 nChanged 91 SP:Iteration 8Q (4279.858859 sec): 3 clusters Score: Raw -492853.527141 + Penalty 2743.802635 = -490109.724507 nChanged 96 SP:Iteration 9Q (4279.909134 sec): 3 clusters Score: Raw -492889.536903 + Penalty 2743.802635 = -490145.734269 nChanged 98 SP:Iteration 10Q (4279.959332 sec): 3 clusters Score: Raw -492929.689306 + Penalty 2743.802635 = -490185.886671 nChanged 90 SP:Iteration 11Q (4280.009605 sec): 3 clusters Score: Raw -492973.443546 + Penalty 2743.802635 = -490229.640911 nChanged 93 SP:Iteration 12Q (4280.060486 sec): 3 clusters Score: Raw -493013.564820 + Penalty 2743.802635 = -490269.762186 nChanged 82 SP:Iteration 13Q (4280.111715 sec): 3 clusters Score: Raw -493056.876023 + Penalty 2743.802635 = -490313.073388 nChanged 91 SP:Iteration 14Q (4280.163049 sec): 3 clusters Score: Raw -493113.974121 + Penalty 2743.802635 = -490370.171486 nChanged 117 SP:Iteration 15Q (4280.213034 sec): 3 clusters Score: Raw -493179.576449 + Penalty 2743.802635 = -490435.773814 nChanged 130 SP:Iteration 16Q (4280.265736 sec): 3 clusters Score: Raw -493240.838520 + Penalty 2743.802635 = -490497.035886 nChanged 121 SP:Iteration 17Q (4280.313785 sec): 3 clusters Score: Raw -493298.643916 + Penalty 2743.802635 = -490554.841281 nChanged 117 SP:Iteration 18Q (4280.365191 sec): 3 clusters Score: Raw -493356.932680 + Penalty 2743.802635 = -490613.130045 nChanged 112 SP:Iteration 19Q (4280.428589 sec): 3 clusters Score: Raw -493410.139952 + Penalty 2743.802635 = -490666.337318 nChanged 125 SP:Iteration 20F (4280.481248 sec): 3 clusters Score: Raw -493468.892479 + Penalty 2743.802635 = -490725.089845 nChanged 122 SP:Iteration 21Q (4280.532637 sec): 3 clusters Score: Raw -493525.064216 + Penalty 2743.802635 = -490781.261581 nChanged 125 SP:Iteration 22Q (4280.574731 sec): 3 clusters Score: Raw -493574.526518 + Penalty 2743.802635 = -490830.723884 nChanged 100 SP:Iteration 23Q (4280.626730 sec): 3 clusters Score: Raw -493614.489694 + Penalty 2743.802635 = -490870.687059 nChanged 106 SP:Iteration 24Q (4280.672116 sec): 3 clusters Score: Raw -493664.929140 + Penalty 2743.802635 = -490921.126505 nChanged 114 SP:Iteration 25Q (4280.722305 sec): 3 clusters Score: Raw -493719.968556 + Penalty 2743.802635 = -490976.165922 nChanged 112 SP:Iteration 26Q (4280.775544 sec): 3 clusters Score: Raw -493775.610698 + Penalty 2743.802635 = -491031.808063 nChanged 107 SP:Iteration 27Q (4280.832089 sec): 3 clusters Score: Raw -493833.468482 + Penalty 2743.802635 = -491089.665847 nChanged 98 SP:Iteration 28Q (4280.888422 sec): 3 clusters Score: Raw -493882.468161 + Penalty 2743.802635 = -491138.665526 nChanged 87 SP:Iteration 29Q (4280.940744 sec): 3 clusters Score: Raw -493928.083811 + Penalty 2743.802635 = -491184.281176 nChanged 78 SP:Iteration 30Q (4280.999514 sec): 3 clusters Score: Raw -493959.424568 + Penalty 2743.802635 = -491215.621933 nChanged 57 SP:Iteration 31Q (4281.050855 sec): 3 clusters Score: Raw -493984.831815 + Penalty 2743.802635 = -491241.029180 nChanged 53 SP:Iteration 32Q (4281.098324 sec): 3 clusters Score: Raw -494007.580029 + Penalty 2743.802635 = -491263.777394 nChanged 36 SP:Iteration 33Q (4281.155456 sec): 3 clusters Score: Raw -494021.823590 + Penalty 2743.802635 = -491278.020955 nChanged 31 SP:Iteration 34Q (4281.212425 sec): 3 clusters Score: Raw -494031.857429 + Penalty 2743.802635 = -491288.054794 nChanged 15 SP:Iteration 35Q (4281.265948 sec): 3 clusters Score: Raw -494035.520934 + Penalty 2743.802635 = -491291.718300 nChanged 10 SP:Iteration 36Q (4281.323486 sec): 3 clusters Score: Raw -494037.921436 + Penalty 2743.802635 = -491294.118802 nChanged 10 SP:Iteration 37Q (4281.391257 sec): 3 clusters Score: Raw -494041.859368 + Penalty 2743.802635 = -491298.056733 nChanged 12 SP:Iteration 38Q (4281.437043 sec): 3 clusters Score: Raw -494045.920227 + Penalty 2743.802635 = -491302.117592 nChanged 11 SP:Iteration 39Q (4281.494724 sec): 3 clusters Score: Raw -494048.519237 + Penalty 2743.802635 = -491304.716603 nChanged 6 SP:Iteration 40F (4281.534725 sec): 3 clusters Score: Raw -494050.348064 + Penalty 2743.802635 = -491306.545430 nChanged 10 SP:Iteration 41Q (4281.584596 sec): 3 clusters Score: Raw -494053.579332 + Penalty 2743.802635 = -491309.776697 nChanged 8 SP:Iteration 42Q (4281.620155 sec): 3 clusters Score: Raw -494056.334616 + Penalty 2743.802635 = -491312.531981 nChanged 7 SP:Iteration 43Q (4281.674923 sec): 3 clusters Score: Raw -494057.539867 + Penalty 2743.802635 = -491313.737233 nChanged 1 SP:Iteration 44Q (4281.732158 sec): 3 clusters Score: Raw -494057.667213 + Penalty 2743.802635 = -491313.864578 nChanged 2 SP:Iteration 45Q (4281.778548 sec): 3 clusters Score: Raw -494057.968800 + Penalty 2743.802635 = -491314.166166 nChanged 1 SP:Iteration 46Q (4281.822030 sec): 3 clusters Score: Raw -494058.350954 + Penalty 2743.802635 = -491314.548320 nChanged 3 SP:Iteration 47Q (4281.863402 sec): 3 clusters Score: Raw -494058.799125 + Penalty 2743.802635 = -491314.996490 nChanged 2 SP:Iteration 48Q (4281.912413 sec): 3 clusters Score: Raw -494059.504804 + Penalty 2743.802635 = -491315.702169 nChanged 3 SP:Iteration 49Q (4281.965358 sec): 3 clusters Score: Raw -494060.538354 + Penalty 2743.802635 = -491316.735719 nChanged 1 SP:Iteration 50Q (4282.020678 sec): 3 clusters Score: Raw -494060.690828 + Penalty 2743.802635 = -491316.888193 nChanged 1 SP:Iteration 51Q (4282.057802 sec): 3 clusters Score: Raw -494060.862023 + Penalty 2743.802635 = -491317.059388 nChanged 0 SP:Iteration 52F (4282.102109 sec): 3 clusters Score: Raw -494060.862023 + Penalty 2743.802635 = -491317.059388 nChanged 0 Trying to split cluster 21 (1558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4282.120534 sec): 2 clusters Score: Raw -180336.762444 + Penalty 1194.563212 = -179142.199232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4282.153178 sec): 3 clusters Score: Raw -179682.464010 + Penalty 2389.126424 = -177293.337586 nChanged 543 SP:Iteration 1F (4282.185960 sec): 3 clusters Score: Raw -180046.671639 + Penalty 2389.126424 = -177657.545216 nChanged 142 SP:Iteration 2F (4282.218436 sec): 3 clusters Score: Raw -180173.434657 + Penalty 2389.126424 = -177784.308233 nChanged 73 SP:Iteration 3Q (4282.250657 sec): 3 clusters Score: Raw -180229.428141 + Penalty 2389.126424 = -177840.301718 nChanged 54 SP:Iteration 4Q (4282.283715 sec): 3 clusters Score: Raw -180272.842027 + Penalty 2389.126424 = -177883.715603 nChanged 51 SP:Iteration 5Q (4282.316134 sec): 3 clusters Score: Raw -180308.090665 + Penalty 2389.126424 = -177918.964242 nChanged 46 SP:Iteration 6Q (4282.348648 sec): 3 clusters Score: Raw -180338.528848 + Penalty 2389.126424 = -177949.402425 nChanged 30 SP:Iteration 7Q (4282.381013 sec): 3 clusters Score: Raw -180362.328761 + Penalty 2389.126424 = -177973.202337 nChanged 29 SP:Iteration 8Q (4282.412766 sec): 3 clusters Score: Raw -180380.880106 + Penalty 2389.126424 = -177991.753682 nChanged 18 SP:Iteration 9Q (4282.445144 sec): 3 clusters Score: Raw -180390.704527 + Penalty 2389.126424 = -178001.578104 nChanged 19 SP:Iteration 10Q (4282.483747 sec): 3 clusters Score: Raw -180402.599005 + Penalty 2389.126424 = -178013.472581 nChanged 11 SP:Iteration 11Q (4282.509594 sec): 3 clusters Score: Raw -180410.378736 + Penalty 2389.126424 = -178021.252312 nChanged 14 SP:Iteration 12Q (4282.541963 sec): 3 clusters Score: Raw -180421.090430 + Penalty 2389.126424 = -178031.964006 nChanged 9 SP:Iteration 13Q (4282.574404 sec): 3 clusters Score: Raw -180426.336063 + Penalty 2389.126424 = -178037.209640 nChanged 4 SP:Iteration 14Q (4282.606681 sec): 3 clusters Score: Raw -180429.104969 + Penalty 2389.126424 = -178039.978546 nChanged 4 SP:Iteration 15Q (4282.639500 sec): 3 clusters Score: Raw -180431.765138 + Penalty 2389.126424 = -178042.638715 nChanged 6 SP:Iteration 16Q (4282.671928 sec): 3 clusters Score: Raw -180436.037385 + Penalty 2389.126424 = -178046.910961 nChanged 6 SP:Iteration 17Q (4282.702482 sec): 3 clusters Score: Raw -180439.240408 + Penalty 2389.126424 = -178050.113984 nChanged 5 SP:Iteration 18Q (4282.734899 sec): 3 clusters Score: Raw -180442.266230 + Penalty 2389.126424 = -178053.139806 nChanged 3 SP:Iteration 19Q (4282.767360 sec): 3 clusters Score: Raw -180444.013204 + Penalty 2389.126424 = -178054.886780 nChanged 5 SP:Iteration 20F (4282.799803 sec): 3 clusters Score: Raw -180447.282028 + Penalty 2389.126424 = -178058.155604 nChanged 5 SP:Iteration 21Q (4282.835079 sec): 3 clusters Score: Raw -180449.599102 + Penalty 2389.126424 = -178060.472678 nChanged 8 SP:Iteration 22Q (4282.878989 sec): 3 clusters Score: Raw -180453.040153 + Penalty 2389.126424 = -178063.913729 nChanged 3 SP:Iteration 23Q (4282.922754 sec): 3 clusters Score: Raw -180455.514734 + Penalty 2389.126424 = -178066.388311 nChanged 4 SP:Iteration 24Q (4282.966587 sec): 3 clusters Score: Raw -180461.848144 + Penalty 2389.126424 = -178072.721720 nChanged 8 SP:Iteration 25Q (4283.010076 sec): 3 clusters Score: Raw -180468.561584 + Penalty 2389.126424 = -178079.435160 nChanged 7 SP:Iteration 26Q (4283.054649 sec): 3 clusters Score: Raw -180474.161512 + Penalty 2389.126424 = -178085.035088 nChanged 6 SP:Iteration 27Q (4283.097484 sec): 3 clusters Score: Raw -180478.112496 + Penalty 2389.126424 = -178088.986072 nChanged 5 SP:Iteration 28Q (4283.139783 sec): 3 clusters Score: Raw -180483.929852 + Penalty 2389.126424 = -178094.803428 nChanged 7 SP:Iteration 29Q (4283.183813 sec): 3 clusters Score: Raw -180490.734336 + Penalty 2389.126424 = -178101.607913 nChanged 4 SP:Iteration 30Q (4283.228116 sec): 3 clusters Score: Raw -180494.198171 + Penalty 2389.126424 = -178105.071747 nChanged 6 SP:Iteration 31Q (4283.271148 sec): 3 clusters Score: Raw -180498.234609 + Penalty 2389.126424 = -178109.108186 nChanged 9 SP:Iteration 32Q (4283.316330 sec): 3 clusters Score: Raw -180506.229522 + Penalty 2389.126424 = -178117.103098 nChanged 9 SP:Iteration 33Q (4283.360254 sec): 3 clusters Score: Raw -180517.178891 + Penalty 2389.126424 = -178128.052467 nChanged 10 SP:Iteration 34Q (4283.404248 sec): 3 clusters Score: Raw -180525.257695 + Penalty 2389.126424 = -178136.131271 nChanged 6 SP:Iteration 35Q (4283.448264 sec): 3 clusters Score: Raw -180530.651646 + Penalty 2389.126424 = -178141.525222 nChanged 7 SP:Iteration 36Q (4283.492628 sec): 3 clusters Score: Raw -180536.289384 + Penalty 2389.126424 = -178147.162960 nChanged 4 SP:Iteration 37Q (4283.527309 sec): 3 clusters Score: Raw -180538.858248 + Penalty 2389.126424 = -178149.731825 nChanged 5 SP:Iteration 38Q (4283.578513 sec): 3 clusters Score: Raw -180544.361563 + Penalty 2389.126424 = -178155.235140 nChanged 7 SP:Iteration 39Q (4283.642012 sec): 3 clusters Score: Raw -180554.372175 + Penalty 2389.126424 = -178165.245751 nChanged 10 SP:Iteration 40F (4283.678012 sec): 3 clusters Score: Raw -180566.029186 + Penalty 2389.126424 = -178176.902763 nChanged 9 SP:Iteration 41Q (4283.728929 sec): 3 clusters Score: Raw -180575.266723 + Penalty 2389.126424 = -178186.140299 nChanged 6 SP:Iteration 42Q (4283.774863 sec): 3 clusters Score: Raw -180580.924635 + Penalty 2389.126424 = -178191.798211 nChanged 4 SP:Iteration 43Q (4283.837590 sec): 3 clusters Score: Raw -180583.577115 + Penalty 2389.126424 = -178194.450692 nChanged 3 SP:Iteration 44Q (4283.867103 sec): 3 clusters Score: Raw -180586.162952 + Penalty 2389.126424 = -178197.036529 nChanged 1 SP:Iteration 45Q (4283.917945 sec): 3 clusters Score: Raw -180587.584544 + Penalty 2389.126424 = -178198.458120 nChanged 1 SP:Iteration 46Q (4283.964430 sec): 3 clusters Score: Raw -180588.091863 + Penalty 2389.126424 = -178198.965439 nChanged 0 SP:Iteration 47F (4284.015334 sec): 3 clusters Score: Raw -180588.091863 + Penalty 2389.126424 = -178198.965439 nChanged 0 Trying to split cluster 22 (2862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4284.045241 sec): 2 clusters Score: Raw -327581.467883 + Penalty 1293.382344 = -326288.085539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4284.090200 sec): 3 clusters Score: Raw -326284.370164 + Penalty 2586.764687 = -323697.605477 nChanged 1070 SP:Iteration 1F (4284.142607 sec): 3 clusters Score: Raw -327006.575894 + Penalty 2586.764687 = -324419.811206 nChanged 227 SP:Iteration 2F (4284.206438 sec): 3 clusters Score: Raw -327150.949227 + Penalty 2586.764687 = -324564.184540 nChanged 148 SP:Iteration 3F (4284.248303 sec): 3 clusters Score: Raw -327252.176608 + Penalty 2586.764687 = -324665.411921 nChanged 109 SP:Iteration 4Q (4284.301100 sec): 3 clusters Score: Raw -327326.118963 + Penalty 2586.764687 = -324739.354276 nChanged 88 SP:Iteration 5Q (4284.364820 sec): 3 clusters Score: Raw -327382.184669 + Penalty 2586.764687 = -324795.419982 nChanged 77 SP:Iteration 6Q (4284.404541 sec): 3 clusters Score: Raw -327433.225565 + Penalty 2586.764687 = -324846.460878 nChanged 60 SP:Iteration 7Q (4284.466468 sec): 3 clusters Score: Raw -327464.359378 + Penalty 2586.764687 = -324877.594691 nChanged 55 SP:Iteration 8Q (4284.500904 sec): 3 clusters Score: Raw -327493.727549 + Penalty 2586.764687 = -324906.962862 nChanged 43 SP:Iteration 9Q (4284.553159 sec): 3 clusters Score: Raw -327523.716995 + Penalty 2586.764687 = -324936.952307 nChanged 40 SP:Iteration 10Q (4284.587849 sec): 3 clusters Score: Raw -327544.896244 + Penalty 2586.764687 = -324958.131557 nChanged 43 SP:Iteration 11Q (4284.634558 sec): 3 clusters Score: Raw -327561.845731 + Penalty 2586.764687 = -324975.081044 nChanged 32 SP:Iteration 12Q (4284.681992 sec): 3 clusters Score: Raw -327580.475172 + Penalty 2586.764687 = -324993.710485 nChanged 35 SP:Iteration 13Q (4284.723108 sec): 3 clusters Score: Raw -327597.912834 + Penalty 2586.764687 = -325011.148147 nChanged 33 SP:Iteration 14Q (4284.777196 sec): 3 clusters Score: Raw -327612.707216 + Penalty 2586.764687 = -325025.942529 nChanged 32 SP:Iteration 15Q (4284.830945 sec): 3 clusters Score: Raw -327629.912637 + Penalty 2586.764687 = -325043.147950 nChanged 32 SP:Iteration 16Q (4284.883560 sec): 3 clusters Score: Raw -327645.896871 + Penalty 2586.764687 = -325059.132184 nChanged 24 SP:Iteration 17Q (4284.936073 sec): 3 clusters Score: Raw -327659.771182 + Penalty 2586.764687 = -325073.006495 nChanged 27 SP:Iteration 18Q (4284.988287 sec): 3 clusters Score: Raw -327678.094313 + Penalty 2586.764687 = -325091.329626 nChanged 23 SP:Iteration 19Q (4285.040719 sec): 3 clusters Score: Raw -327694.549140 + Penalty 2586.764687 = -325107.784453 nChanged 28 SP:Iteration 20F (4285.090900 sec): 3 clusters Score: Raw -327713.483278 + Penalty 2586.764687 = -325126.718591 nChanged 29 SP:Iteration 21Q (4285.141831 sec): 3 clusters Score: Raw -327734.141805 + Penalty 2586.764687 = -325147.377118 nChanged 29 SP:Iteration 22Q (4285.182637 sec): 3 clusters Score: Raw -327753.262242 + Penalty 2586.764687 = -325166.497555 nChanged 33 SP:Iteration 23Q (4285.216694 sec): 3 clusters Score: Raw -327771.575405 + Penalty 2586.764687 = -325184.810718 nChanged 25 SP:Iteration 24Q (4285.265565 sec): 3 clusters Score: Raw -327787.571444 + Penalty 2586.764687 = -325200.806757 nChanged 25 SP:Iteration 25Q (4285.307639 sec): 3 clusters Score: Raw -327803.878380 + Penalty 2586.764687 = -325217.113693 nChanged 31 SP:Iteration 26Q (4285.355963 sec): 3 clusters Score: Raw -327827.812518 + Penalty 2586.764687 = -325241.047831 nChanged 32 SP:Iteration 27Q (4285.400888 sec): 3 clusters Score: Raw -327850.118946 + Penalty 2586.764687 = -325263.354259 nChanged 27 SP:Iteration 28Q (4285.457647 sec): 3 clusters Score: Raw -327865.599168 + Penalty 2586.764687 = -325278.834481 nChanged 24 SP:Iteration 29Q (4285.521690 sec): 3 clusters Score: Raw -327881.745448 + Penalty 2586.764687 = -325294.980761 nChanged 23 SP:Iteration 30Q (4285.560922 sec): 3 clusters Score: Raw -327899.723765 + Penalty 2586.764687 = -325312.959078 nChanged 32 SP:Iteration 31Q (4285.613321 sec): 3 clusters Score: Raw -327921.160711 + Penalty 2586.764687 = -325334.396024 nChanged 26 SP:Iteration 32Q (4285.663810 sec): 3 clusters Score: Raw -327936.154193 + Penalty 2586.764687 = -325349.389506 nChanged 24 SP:Iteration 33Q (4285.718316 sec): 3 clusters Score: Raw -327949.682200 + Penalty 2586.764687 = -325362.917513 nChanged 26 SP:Iteration 34Q (4285.772669 sec): 3 clusters Score: Raw -327965.448585 + Penalty 2586.764687 = -325378.683898 nChanged 27 SP:Iteration 35Q (4285.825257 sec): 3 clusters Score: Raw -327980.601232 + Penalty 2586.764687 = -325393.836545 nChanged 29 SP:Iteration 36Q (4285.870370 sec): 3 clusters Score: Raw -327997.639282 + Penalty 2586.764687 = -325410.874595 nChanged 26 SP:Iteration 37Q (4285.922924 sec): 3 clusters Score: Raw -328012.395192 + Penalty 2586.764687 = -325425.630505 nChanged 21 SP:Iteration 38Q (4285.966096 sec): 3 clusters Score: Raw -328022.828475 + Penalty 2586.764687 = -325436.063788 nChanged 17 SP:Iteration 39Q (4286.023480 sec): 3 clusters Score: Raw -328031.762868 + Penalty 2586.764687 = -325444.998181 nChanged 13 SP:Iteration 40F (4286.072535 sec): 3 clusters Score: Raw -328038.302139 + Penalty 2586.764687 = -325451.537452 nChanged 11 SP:Iteration 41Q (4286.129660 sec): 3 clusters Score: Raw -328043.065045 + Penalty 2586.764687 = -325456.300358 nChanged 8 SP:Iteration 42Q (4286.173891 sec): 3 clusters Score: Raw -328046.405700 + Penalty 2586.764687 = -325459.641013 nChanged 11 SP:Iteration 43Q (4286.212510 sec): 3 clusters Score: Raw -328050.160396 + Penalty 2586.764687 = -325463.395709 nChanged 10 SP:Iteration 44Q (4286.244069 sec): 3 clusters Score: Raw -328053.682487 + Penalty 2586.764687 = -325466.917800 nChanged 9 SP:Iteration 45Q (4286.277096 sec): 3 clusters Score: Raw -328057.875674 + Penalty 2586.764687 = -325471.110987 nChanged 8 SP:Iteration 46Q (4286.315164 sec): 3 clusters Score: Raw -328060.423768 + Penalty 2586.764687 = -325473.659081 nChanged 7 SP:Iteration 47Q (4286.353187 sec): 3 clusters Score: Raw -328061.864008 + Penalty 2586.764687 = -325475.099321 nChanged 8 SP:Iteration 48Q (4286.390965 sec): 3 clusters Score: Raw -328064.231959 + Penalty 2586.764687 = -325477.467272 nChanged 9 SP:Iteration 49Q (4286.435993 sec): 3 clusters Score: Raw -328067.771245 + Penalty 2586.764687 = -325481.006558 nChanged 10 SP:Iteration 50Q (4286.467285 sec): 3 clusters Score: Raw -328072.565753 + Penalty 2586.764687 = -325485.801066 nChanged 12 SP:Iteration 51Q (4286.512299 sec): 3 clusters Score: Raw -328078.600376 + Penalty 2586.764687 = -325491.835689 nChanged 13 SP:Iteration 52Q (4286.543362 sec): 3 clusters Score: Raw -328087.053394 + Penalty 2586.764687 = -325500.288707 nChanged 28 SP:Iteration 53Q (4286.584196 sec): 3 clusters Score: Raw -328103.143999 + Penalty 2586.764687 = -325516.379312 nChanged 27 SP:Iteration 54Q (4286.628987 sec): 3 clusters Score: Raw -328119.785007 + Penalty 2586.764687 = -325533.020320 nChanged 32 SP:Iteration 55Q (4286.673340 sec): 3 clusters Score: Raw -328139.328818 + Penalty 2586.764687 = -325552.564131 nChanged 28 SP:Iteration 56Q (4286.727845 sec): 3 clusters Score: Raw -328156.521869 + Penalty 2586.764687 = -325569.757182 nChanged 29 SP:Iteration 57Q (4286.775142 sec): 3 clusters Score: Raw -328173.038498 + Penalty 2586.764687 = -325586.273811 nChanged 26 SP:Iteration 58Q (4286.811577 sec): 3 clusters Score: Raw -328193.583595 + Penalty 2586.764687 = -325606.818908 nChanged 35 SP:Iteration 59Q (4286.846338 sec): 3 clusters Score: Raw -328222.470430 + Penalty 2586.764687 = -325635.705743 nChanged 42 SP:Iteration 60F (4286.882657 sec): 3 clusters Score: Raw -328253.891370 + Penalty 2586.764687 = -325667.126683 nChanged 41 SP:Iteration 61Q (4286.925605 sec): 3 clusters Score: Raw -328284.134835 + Penalty 2586.764687 = -325697.370148 nChanged 36 SP:Iteration 62Q (4286.961453 sec): 3 clusters Score: Raw -328310.036868 + Penalty 2586.764687 = -325723.272181 nChanged 30 SP:Iteration 63Q (4286.996868 sec): 3 clusters Score: Raw -328332.311401 + Penalty 2586.764687 = -325745.546714 nChanged 30 SP:Iteration 64Q (4287.025797 sec): 3 clusters Score: Raw -328356.774401 + Penalty 2586.764687 = -325770.009714 nChanged 28 SP:Iteration 65Q (4287.061543 sec): 3 clusters Score: Raw -328378.854253 + Penalty 2586.764687 = -325792.089566 nChanged 28 SP:Iteration 66Q (4287.104145 sec): 3 clusters Score: Raw -328399.909549 + Penalty 2586.764687 = -325813.144862 nChanged 21 SP:Iteration 67Q (4287.133041 sec): 3 clusters Score: Raw -328411.767029 + Penalty 2586.764687 = -325825.002342 nChanged 27 SP:Iteration 68Q (4287.166647 sec): 3 clusters Score: Raw -328436.281566 + Penalty 2586.764687 = -325849.516879 nChanged 32 SP:Iteration 69Q (4287.202365 sec): 3 clusters Score: Raw -328471.433336 + Penalty 2586.764687 = -325884.668649 nChanged 31 SP:Iteration 70Q (4287.244994 sec): 3 clusters Score: Raw -328507.410589 + Penalty 2586.764687 = -325920.645902 nChanged 32 SP:Iteration 71Q (4287.276345 sec): 3 clusters Score: Raw -328540.585939 + Penalty 2586.764687 = -325953.821252 nChanged 33 SP:Iteration 72Q (4287.305272 sec): 3 clusters Score: Raw -328566.997108 + Penalty 2586.764687 = -325980.232421 nChanged 19 SP:Iteration 73Q (4287.340782 sec): 3 clusters Score: Raw -328583.117749 + Penalty 2586.764687 = -325996.353062 nChanged 16 SP:Iteration 74Q (4287.373462 sec): 3 clusters Score: Raw -328600.634351 + Penalty 2586.764687 = -326013.869664 nChanged 20 SP:Iteration 75Q (4287.416829 sec): 3 clusters Score: Raw -328613.741695 + Penalty 2586.764687 = -326026.977008 nChanged 16 SP:Iteration 76Q (4287.452642 sec): 3 clusters Score: Raw -328627.430361 + Penalty 2586.764687 = -326040.665674 nChanged 17 SP:Iteration 77Q (4287.488136 sec): 3 clusters Score: Raw -328637.829662 + Penalty 2586.764687 = -326051.064975 nChanged 8 SP:Iteration 78Q (4287.516823 sec): 3 clusters Score: Raw -328642.154681 + Penalty 2586.764687 = -326055.389994 nChanged 7 SP:Iteration 79Q (4287.552234 sec): 3 clusters Score: Raw -328647.055418 + Penalty 2586.764687 = -326060.290731 nChanged 8 SP:Iteration 80F (4287.593912 sec): 3 clusters Score: Raw -328652.604653 + Penalty 2586.764687 = -326065.839966 nChanged 4 SP:Iteration 81Q (4287.630128 sec): 3 clusters Score: Raw -328655.243211 + Penalty 2586.764687 = -326068.478524 nChanged 3 SP:Iteration 82Q (4287.672685 sec): 3 clusters Score: Raw -328656.101490 + Penalty 2586.764687 = -326069.336803 nChanged 3 SP:Iteration 83Q (4287.701444 sec): 3 clusters Score: Raw -328657.180405 + Penalty 2586.764687 = -326070.415718 nChanged 2 SP:Iteration 84Q (4287.740156 sec): 3 clusters Score: Raw -328658.963522 + Penalty 2586.764687 = -326072.198835 nChanged 1 SP:Iteration 85Q (4287.792453 sec): 3 clusters Score: Raw -328659.275633 + Penalty 2586.764687 = -326072.510946 nChanged 1 SP:Iteration 86Q (4287.837100 sec): 3 clusters Score: Raw -328659.705072 + Penalty 2586.764687 = -326072.940385 nChanged 0 SP:Iteration 87F (4287.882859 sec): 3 clusters Score: Raw -328659.705072 + Penalty 2586.764687 = -326072.940385 nChanged 0 Trying to split cluster 23 (4197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4287.910541 sec): 2 clusters Score: Raw -488096.816591 + Penalty 1355.595355 = -486741.221235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4287.950485 sec): 3 clusters Score: Raw -485973.085604 + Penalty 2711.190711 = -483261.894893 nChanged 1629 SP:Iteration 1F (4287.999729 sec): 3 clusters Score: Raw -486903.942254 + Penalty 2711.190711 = -484192.751543 nChanged 301 SP:Iteration 2F (4288.046827 sec): 3 clusters Score: Raw -487092.846428 + Penalty 2711.190711 = -484381.655718 nChanged 241 SP:Iteration 3F (4288.094824 sec): 3 clusters Score: Raw -487249.320230 + Penalty 2711.190711 = -484538.129520 nChanged 209 SP:Iteration 4Q (4288.143253 sec): 3 clusters Score: Raw -487401.085468 + Penalty 2711.190711 = -484689.894758 nChanged 208 SP:Iteration 5Q (4288.191710 sec): 3 clusters Score: Raw -487583.628934 + Penalty 2711.190711 = -484872.438224 nChanged 209 SP:Iteration 6Q (4288.239042 sec): 3 clusters Score: Raw -487774.830864 + Penalty 2711.190711 = -485063.640154 nChanged 187 SP:Iteration 7Q (4288.289358 sec): 3 clusters Score: Raw -487918.133971 + Penalty 2711.190711 = -485206.943260 nChanged 176 SP:Iteration 8Q (4288.337252 sec): 3 clusters Score: Raw -488048.171969 + Penalty 2711.190711 = -485336.981259 nChanged 153 SP:Iteration 9Q (4288.394587 sec): 3 clusters Score: Raw -488170.190645 + Penalty 2711.190711 = -485458.999935 nChanged 149 SP:Iteration 10Q (4288.444371 sec): 3 clusters Score: Raw -488313.996525 + Penalty 2711.190711 = -485602.805815 nChanged 135 SP:Iteration 11Q (4288.484724 sec): 3 clusters Score: Raw -488431.447709 + Penalty 2711.190711 = -485720.256998 nChanged 117 SP:Iteration 12Q (4288.533715 sec): 3 clusters Score: Raw -488528.697396 + Penalty 2711.190711 = -485817.506686 nChanged 107 SP:Iteration 13Q (4288.590235 sec): 3 clusters Score: Raw -488616.259414 + Penalty 2711.190711 = -485905.068703 nChanged 99 SP:Iteration 14Q (4288.635009 sec): 3 clusters Score: Raw -488698.757028 + Penalty 2711.190711 = -485987.566318 nChanged 94 SP:Iteration 15Q (4288.701135 sec): 3 clusters Score: Raw -488772.930717 + Penalty 2711.190711 = -486061.740006 nChanged 91 SP:Iteration 16Q (4288.755244 sec): 3 clusters Score: Raw -488846.446078 + Penalty 2711.190711 = -486135.255367 nChanged 76 SP:Iteration 17Q (4288.795111 sec): 3 clusters Score: Raw -488893.230292 + Penalty 2711.190711 = -486182.039581 nChanged 60 SP:Iteration 18Q (4288.850087 sec): 3 clusters Score: Raw -488927.920943 + Penalty 2711.190711 = -486216.730232 nChanged 45 SP:Iteration 19Q (4288.905269 sec): 3 clusters Score: Raw -488947.699840 + Penalty 2711.190711 = -486236.509130 nChanged 42 SP:Iteration 20F (4288.960014 sec): 3 clusters Score: Raw -488966.942726 + Penalty 2711.190711 = -486255.752015 nChanged 37 SP:Iteration 21Q (4289.014546 sec): 3 clusters Score: Raw -488990.892360 + Penalty 2711.190711 = -486279.701650 nChanged 44 SP:Iteration 22Q (4289.062806 sec): 3 clusters Score: Raw -489018.128990 + Penalty 2711.190711 = -486306.938280 nChanged 37 SP:Iteration 23Q (4289.116913 sec): 3 clusters Score: Raw -489034.987983 + Penalty 2711.190711 = -486323.797272 nChanged 23 SP:Iteration 24Q (4289.170417 sec): 3 clusters Score: Raw -489044.239378 + Penalty 2711.190711 = -486333.048667 nChanged 28 SP:Iteration 25Q (4289.231100 sec): 3 clusters Score: Raw -489057.109863 + Penalty 2711.190711 = -486345.919152 nChanged 28 SP:Iteration 26Q (4289.278634 sec): 3 clusters Score: Raw -489068.250792 + Penalty 2711.190711 = -486357.060082 nChanged 18 SP:Iteration 27Q (4289.319120 sec): 3 clusters Score: Raw -489076.104676 + Penalty 2711.190711 = -486364.913965 nChanged 22 SP:Iteration 28Q (4289.365680 sec): 3 clusters Score: Raw -489083.870869 + Penalty 2711.190711 = -486372.680159 nChanged 17 SP:Iteration 29Q (4289.405714 sec): 3 clusters Score: Raw -489090.401710 + Penalty 2711.190711 = -486379.211000 nChanged 12 SP:Iteration 30Q (4289.447509 sec): 3 clusters Score: Raw -489093.245088 + Penalty 2711.190711 = -486382.054377 nChanged 10 SP:Iteration 31Q (4289.488432 sec): 3 clusters Score: Raw -489096.110348 + Penalty 2711.190711 = -486384.919637 nChanged 15 SP:Iteration 32Q (4289.528526 sec): 3 clusters Score: Raw -489102.418987 + Penalty 2711.190711 = -486391.228276 nChanged 13 SP:Iteration 33Q (4289.574566 sec): 3 clusters Score: Raw -489108.027626 + Penalty 2711.190711 = -486396.836915 nChanged 8 SP:Iteration 34Q (4289.628428 sec): 3 clusters Score: Raw -489110.522743 + Penalty 2711.190711 = -486399.332033 nChanged 7 SP:Iteration 35Q (4289.682225 sec): 3 clusters Score: Raw -489112.441136 + Penalty 2711.190711 = -486401.250426 nChanged 6 SP:Iteration 36Q (4289.735950 sec): 3 clusters Score: Raw -489114.165724 + Penalty 2711.190711 = -486402.975013 nChanged 8 SP:Iteration 37Q (4289.777338 sec): 3 clusters Score: Raw -489116.160891 + Penalty 2711.190711 = -486404.970180 nChanged 6 SP:Iteration 38Q (4289.830603 sec): 3 clusters Score: Raw -489117.514036 + Penalty 2711.190711 = -486406.323326 nChanged 3 SP:Iteration 39Q (4289.890482 sec): 3 clusters Score: Raw -489118.083772 + Penalty 2711.190711 = -486406.893061 nChanged 0 SP:Iteration 40F (4289.924542 sec): 3 clusters Score: Raw -489118.083772 + Penalty 2711.190711 = -486406.893061 nChanged 0 Trying to split cluster 24 (13655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4289.988183 sec): 2 clusters Score: Raw -1529978.093004 + Penalty 1547.302418 = -1528430.790586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4290.048431 sec): 3 clusters Score: Raw -1522069.814077 + Penalty 3094.604836 = -1518975.209241 nChanged 5921 SP:Iteration 1F (4290.123112 sec): 3 clusters Score: Raw -1525367.145426 + Penalty 3094.604836 = -1522272.540590 nChanged 857 SP:Iteration 2F (4290.194381 sec): 3 clusters Score: Raw -1525753.392150 + Penalty 3094.604836 = -1522658.787314 nChanged 747 SP:Iteration 3F (4290.256636 sec): 3 clusters Score: Raw -1526117.566378 + Penalty 3094.604836 = -1523022.961542 nChanged 704 SP:Iteration 4F (4290.327981 sec): 3 clusters Score: Raw -1526462.950631 + Penalty 3094.604836 = -1523368.345795 nChanged 668 SP:Iteration 5Q (4290.400434 sec): 3 clusters Score: Raw -1526793.363345 + Penalty 3094.604836 = -1523698.758509 nChanged 640 SP:Iteration 6Q (4290.463384 sec): 3 clusters Score: Raw -1527139.552196 + Penalty 3094.604836 = -1524044.947360 nChanged 615 SP:Iteration 7Q (4290.527805 sec): 3 clusters Score: Raw -1527452.109425 + Penalty 3094.604836 = -1524357.504589 nChanged 539 SP:Iteration 8Q (4290.602036 sec): 3 clusters Score: Raw -1527728.202428 + Penalty 3094.604836 = -1524633.597592 nChanged 516 SP:Iteration 9Q (4290.667290 sec): 3 clusters Score: Raw -1527994.378454 + Penalty 3094.604836 = -1524899.773618 nChanged 477 SP:Iteration 10Q (4290.741157 sec): 3 clusters Score: Raw -1528223.246804 + Penalty 3094.604836 = -1525128.641968 nChanged 447 SP:Iteration 11Q (4290.803022 sec): 3 clusters Score: Raw -1528437.238839 + Penalty 3094.604836 = -1525342.634003 nChanged 401 SP:Iteration 12Q (4290.884519 sec): 3 clusters Score: Raw -1528627.005730 + Penalty 3094.604836 = -1525532.400894 nChanged 348 SP:Iteration 13Q (4290.932551 sec): 3 clusters Score: Raw -1528770.906649 + Penalty 3094.604836 = -1525676.301813 nChanged 288 SP:Iteration 14Q (4290.988449 sec): 3 clusters Score: Raw -1528894.613610 + Penalty 3094.604836 = -1525800.008774 nChanged 299 SP:Iteration 15Q (4291.054491 sec): 3 clusters Score: Raw -1529022.439345 + Penalty 3094.604836 = -1525927.834509 nChanged 237 SP:Iteration 16Q (4291.100368 sec): 3 clusters Score: Raw -1529119.931760 + Penalty 3094.604836 = -1526025.326924 nChanged 205 SP:Iteration 17Q (4291.163380 sec): 3 clusters Score: Raw -1529222.173389 + Penalty 3094.604836 = -1526127.568553 nChanged 205 SP:Iteration 18Q (4291.221334 sec): 3 clusters Score: Raw -1529308.236118 + Penalty 3094.604836 = -1526213.631282 nChanged 196 SP:Iteration 19Q (4291.269766 sec): 3 clusters Score: Raw -1529386.468472 + Penalty 3094.604836 = -1526291.863636 nChanged 169 SP:Iteration 20F (4291.329290 sec): 3 clusters Score: Raw -1529445.683226 + Penalty 3094.604836 = -1526351.078390 nChanged 152 SP:Iteration 21Q (4291.389602 sec): 3 clusters Score: Raw -1529502.825049 + Penalty 3094.604836 = -1526408.220213 nChanged 149 SP:Iteration 22Q (4291.451547 sec): 3 clusters Score: Raw -1529550.310556 + Penalty 3094.604836 = -1526455.705720 nChanged 140 SP:Iteration 23Q (4291.505321 sec): 3 clusters Score: Raw -1529594.124494 + Penalty 3094.604836 = -1526499.519658 nChanged 132 SP:Iteration 24Q (4291.558313 sec): 3 clusters Score: Raw -1529635.151288 + Penalty 3094.604836 = -1526540.546452 nChanged 146 SP:Iteration 25Q (4291.620445 sec): 3 clusters Score: Raw -1529685.057996 + Penalty 3094.604836 = -1526590.453160 nChanged 143 SP:Iteration 26Q (4291.673141 sec): 3 clusters Score: Raw -1529737.072446 + Penalty 3094.604836 = -1526642.467610 nChanged 144 SP:Iteration 27Q (4291.718318 sec): 3 clusters Score: Raw -1529785.556108 + Penalty 3094.604836 = -1526690.951272 nChanged 122 SP:Iteration 28Q (4291.771450 sec): 3 clusters Score: Raw -1529819.160547 + Penalty 3094.604836 = -1526724.555711 nChanged 99 SP:Iteration 29Q (4291.830881 sec): 3 clusters Score: Raw -1529843.936198 + Penalty 3094.604836 = -1526749.331362 nChanged 106 SP:Iteration 30Q (4291.876590 sec): 3 clusters Score: Raw -1529867.361648 + Penalty 3094.604836 = -1526772.756811 nChanged 100 SP:Iteration 31Q (4291.932634 sec): 3 clusters Score: Raw -1529888.920174 + Penalty 3094.604836 = -1526794.315338 nChanged 85 SP:Iteration 32Q (4291.986378 sec): 3 clusters Score: Raw -1529908.596776 + Penalty 3094.604836 = -1526813.991940 nChanged 90 SP:Iteration 33Q (4292.045748 sec): 3 clusters Score: Raw -1529933.854280 + Penalty 3094.604836 = -1526839.249444 nChanged 105 SP:Iteration 34Q (4292.095965 sec): 3 clusters Score: Raw -1529962.155800 + Penalty 3094.604836 = -1526867.550964 nChanged 104 SP:Iteration 35Q (4292.154178 sec): 3 clusters Score: Raw -1529991.562980 + Penalty 3094.604836 = -1526896.958144 nChanged 92 SP:Iteration 36Q (4292.217607 sec): 3 clusters Score: Raw -1530017.229496 + Penalty 3094.604836 = -1526922.624660 nChanged 95 SP:Iteration 37Q (4292.293575 sec): 3 clusters Score: Raw -1530043.752512 + Penalty 3094.604836 = -1526949.147676 nChanged 86 SP:Iteration 38Q (4292.347412 sec): 3 clusters Score: Raw -1530070.990701 + Penalty 3094.604836 = -1526976.385865 nChanged 110 SP:Iteration 39Q (4292.413901 sec): 3 clusters Score: Raw -1530105.223189 + Penalty 3094.604836 = -1527010.618353 nChanged 109 SP:Iteration 40F (4292.489477 sec): 3 clusters Score: Raw -1530138.950937 + Penalty 3094.604836 = -1527044.346101 nChanged 105 SP:Iteration 41Q (4292.538779 sec): 3 clusters Score: Raw -1530168.494037 + Penalty 3094.604836 = -1527073.889201 nChanged 105 SP:Iteration 42Q (4292.609530 sec): 3 clusters Score: Raw -1530198.279120 + Penalty 3094.604836 = -1527103.674284 nChanged 101 SP:Iteration 43Q (4292.675570 sec): 3 clusters Score: Raw -1530225.549606 + Penalty 3094.604836 = -1527130.944770 nChanged 87 SP:Iteration 44Q (4292.733922 sec): 3 clusters Score: Raw -1530252.720228 + Penalty 3094.604836 = -1527158.115392 nChanged 103 SP:Iteration 45Q (4292.802798 sec): 3 clusters Score: Raw -1530285.289050 + Penalty 3094.604836 = -1527190.684214 nChanged 107 SP:Iteration 46Q (4292.865914 sec): 3 clusters Score: Raw -1530317.182124 + Penalty 3094.604836 = -1527222.577288 nChanged 90 SP:Iteration 47Q (4292.932053 sec): 3 clusters Score: Raw -1530340.954320 + Penalty 3094.604836 = -1527246.349484 nChanged 77 SP:Iteration 48Q (4293.000720 sec): 3 clusters Score: Raw -1530356.175896 + Penalty 3094.604836 = -1527261.571060 nChanged 58 SP:Iteration 49Q (4293.063274 sec): 3 clusters Score: Raw -1530367.787881 + Penalty 3094.604836 = -1527273.183045 nChanged 61 SP:Iteration 50Q (4293.131464 sec): 3 clusters Score: Raw -1530379.094207 + Penalty 3094.604836 = -1527284.489371 nChanged 49 SP:Iteration 51Q (4293.197352 sec): 3 clusters Score: Raw -1530387.704777 + Penalty 3094.604836 = -1527293.099941 nChanged 35 SP:Iteration 52Q (4293.262934 sec): 3 clusters Score: Raw -1530393.216249 + Penalty 3094.604836 = -1527298.611413 nChanged 31 SP:Iteration 53Q (4293.332448 sec): 3 clusters Score: Raw -1530397.691908 + Penalty 3094.604836 = -1527303.087072 nChanged 32 SP:Iteration 54Q (4293.392187 sec): 3 clusters Score: Raw -1530402.740973 + Penalty 3094.604836 = -1527308.136137 nChanged 30 SP:Iteration 55Q (4293.460713 sec): 3 clusters Score: Raw -1530406.983635 + Penalty 3094.604836 = -1527312.378799 nChanged 25 SP:Iteration 56Q (4293.539181 sec): 3 clusters Score: Raw -1530410.629363 + Penalty 3094.604836 = -1527316.024527 nChanged 23 SP:Iteration 57Q (4293.600002 sec): 3 clusters Score: Raw -1530413.787152 + Penalty 3094.604836 = -1527319.182316 nChanged 16 SP:Iteration 58Q (4293.668786 sec): 3 clusters Score: Raw -1530415.911484 + Penalty 3094.604836 = -1527321.306648 nChanged 17 SP:Iteration 59Q (4293.739293 sec): 3 clusters Score: Raw -1530417.737099 + Penalty 3094.604836 = -1527323.132263 nChanged 18 SP:Iteration 60F (4293.793170 sec): 3 clusters Score: Raw -1530419.347403 + Penalty 3094.604836 = -1527324.742567 nChanged 13 SP:Iteration 61Q (4293.861095 sec): 3 clusters Score: Raw -1530420.353917 + Penalty 3094.604836 = -1527325.749081 nChanged 12 SP:Iteration 62Q (4293.927583 sec): 3 clusters Score: Raw -1530421.311133 + Penalty 3094.604836 = -1527326.706297 nChanged 9 SP:Iteration 63Q (4293.984443 sec): 3 clusters Score: Raw -1530422.386239 + Penalty 3094.604836 = -1527327.781403 nChanged 14 SP:Iteration 64Q (4294.046839 sec): 3 clusters Score: Raw -1530423.633653 + Penalty 3094.604836 = -1527329.028817 nChanged 5 SP:Iteration 65Q (4294.111866 sec): 3 clusters Score: Raw -1530423.959261 + Penalty 3094.604836 = -1527329.354425 nChanged 8 SP:Iteration 66Q (4294.180658 sec): 3 clusters Score: Raw -1530424.941307 + Penalty 3094.604836 = -1527330.336471 nChanged 8 SP:Iteration 67Q (4294.249882 sec): 3 clusters Score: Raw -1530425.927011 + Penalty 3094.604836 = -1527331.322175 nChanged 8 SP:Iteration 68Q (4294.310627 sec): 3 clusters Score: Raw -1530426.655614 + Penalty 3094.604836 = -1527332.050778 nChanged 12 SP:Iteration 69Q (4294.378406 sec): 3 clusters Score: Raw -1530428.001358 + Penalty 3094.604836 = -1527333.396522 nChanged 9 SP:Iteration 70Q (4294.442241 sec): 3 clusters Score: Raw -1530428.927866 + Penalty 3094.604836 = -1527334.323030 nChanged 14 SP:Iteration 71Q (4294.515170 sec): 3 clusters Score: Raw -1530430.502881 + Penalty 3094.604836 = -1527335.898045 nChanged 14 SP:Iteration 72Q (4294.586296 sec): 3 clusters Score: Raw -1530431.730105 + Penalty 3094.604836 = -1527337.125269 nChanged 9 SP:Iteration 73Q (4294.660821 sec): 3 clusters Score: Raw -1530432.432330 + Penalty 3094.604836 = -1527337.827494 nChanged 5 SP:Iteration 74Q (4294.731855 sec): 3 clusters Score: Raw -1530433.208142 + Penalty 3094.604836 = -1527338.603306 nChanged 7 SP:Iteration 75Q (4294.806303 sec): 3 clusters Score: Raw -1530433.886282 + Penalty 3094.604836 = -1527339.281446 nChanged 5 SP:Iteration 76Q (4294.879403 sec): 3 clusters Score: Raw -1530434.359206 + Penalty 3094.604836 = -1527339.754370 nChanged 6 SP:Iteration 77Q (4294.944535 sec): 3 clusters Score: Raw -1530434.887651 + Penalty 3094.604836 = -1527340.282815 nChanged 9 SP:Iteration 78Q (4295.013337 sec): 3 clusters Score: Raw -1530435.937980 + Penalty 3094.604836 = -1527341.333144 nChanged 5 SP:Iteration 79Q (4295.085345 sec): 3 clusters Score: Raw -1530436.277108 + Penalty 3094.604836 = -1527341.672272 nChanged 7 SP:Iteration 80F (4295.157202 sec): 3 clusters Score: Raw -1530436.772179 + Penalty 3094.604836 = -1527342.167343 nChanged 4 SP:Iteration 81Q (4295.228949 sec): 3 clusters Score: Raw -1530437.260263 + Penalty 3094.604836 = -1527342.655427 nChanged 5 SP:Iteration 82Q (4295.298283 sec): 3 clusters Score: Raw -1530437.674972 + Penalty 3094.604836 = -1527343.070136 nChanged 3 SP:Iteration 83Q (4295.369469 sec): 3 clusters Score: Raw -1530437.846467 + Penalty 3094.604836 = -1527343.241631 nChanged 2 SP:Iteration 84Q (4295.443614 sec): 3 clusters Score: Raw -1530438.033909 + Penalty 3094.604836 = -1527343.429073 nChanged 1 SP:Iteration 85Q (4295.507700 sec): 3 clusters Score: Raw -1530438.095199 + Penalty 3094.604836 = -1527343.490363 nChanged 1 SP:Iteration 86Q (4295.580776 sec): 3 clusters Score: Raw -1530438.193708 + Penalty 3094.604836 = -1527343.588872 nChanged 1 SP:Iteration 87Q (4295.650168 sec): 3 clusters Score: Raw -1530438.262488 + Penalty 3094.604836 = -1527343.657652 nChanged 1 SP:Iteration 88Q (4295.717261 sec): 3 clusters Score: Raw -1530438.310209 + Penalty 3094.604836 = -1527343.705373 nChanged 1 SP:Iteration 89Q (4295.798198 sec): 3 clusters Score: Raw -1530438.368409 + Penalty 3094.604836 = -1527343.763573 nChanged 3 SP:Iteration 90Q (4295.861731 sec): 3 clusters Score: Raw -1530438.579031 + Penalty 3094.604836 = -1527343.974195 nChanged 2 SP:Iteration 91Q (4295.925240 sec): 3 clusters Score: Raw -1530438.743034 + Penalty 3094.604836 = -1527344.138198 nChanged 1 SP:Iteration 92Q (4295.996856 sec): 3 clusters Score: Raw -1530438.811960 + Penalty 3094.604836 = -1527344.207124 nChanged 1 SP:Iteration 93Q (4296.062697 sec): 3 clusters Score: Raw -1530438.891637 + Penalty 3094.604836 = -1527344.286801 nChanged 2 SP:Iteration 94Q (4296.135280 sec): 3 clusters Score: Raw -1530439.048769 + Penalty 3094.604836 = -1527344.443933 nChanged 3 SP:Iteration 95Q (4296.198189 sec): 3 clusters Score: Raw -1530439.226904 + Penalty 3094.604836 = -1527344.622068 nChanged 2 SP:Iteration 96Q (4296.270777 sec): 3 clusters Score: Raw -1530439.328428 + Penalty 3094.604836 = -1527344.723592 nChanged 2 SP:Iteration 97Q (4296.342970 sec): 3 clusters Score: Raw -1530439.428153 + Penalty 3094.604836 = -1527344.823317 nChanged 1 SP:Iteration 98Q (4296.413295 sec): 3 clusters Score: Raw -1530439.495496 + Penalty 3094.604836 = -1527344.890660 nChanged 0 SP:Iteration 99F (4296.486952 sec): 3 clusters Score: Raw -1530439.495496 + Penalty 3094.604836 = -1527344.890660 nChanged 0 Trying to split cluster 25 (2549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4296.515738 sec): 2 clusters Score: Raw -294298.853006 + Penalty 1274.561666 = -293024.291341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4296.560374 sec): 3 clusters Score: Raw -293145.450637 + Penalty 2549.123331 = -290596.327305 nChanged 955 SP:Iteration 1F (4296.612757 sec): 3 clusters Score: Raw -293726.174329 + Penalty 2549.123331 = -291177.050998 nChanged 192 SP:Iteration 2F (4296.665103 sec): 3 clusters Score: Raw -293888.069307 + Penalty 2549.123331 = -291338.945976 nChanged 151 SP:Iteration 3F (4296.717004 sec): 3 clusters Score: Raw -294043.793206 + Penalty 2549.123331 = -291494.669875 nChanged 148 SP:Iteration 4F (4296.769001 sec): 3 clusters Score: Raw -294176.836773 + Penalty 2549.123331 = -291627.713442 nChanged 120 SP:Iteration 5Q (4296.821009 sec): 3 clusters Score: Raw -294272.247391 + Penalty 2549.123331 = -291723.124060 nChanged 84 SP:Iteration 6Q (4296.868272 sec): 3 clusters Score: Raw -294345.383803 + Penalty 2549.123331 = -291796.260471 nChanged 89 SP:Iteration 7Q (4296.919686 sec): 3 clusters Score: Raw -294421.347370 + Penalty 2549.123331 = -291872.224038 nChanged 81 SP:Iteration 8Q (4296.971389 sec): 3 clusters Score: Raw -294484.716493 + Penalty 2549.123331 = -291935.593162 nChanged 67 SP:Iteration 9Q (4297.022405 sec): 3 clusters Score: Raw -294531.147159 + Penalty 2549.123331 = -291982.023828 nChanged 63 SP:Iteration 10Q (4297.074742 sec): 3 clusters Score: Raw -294578.152042 + Penalty 2549.123331 = -292029.028711 nChanged 58 SP:Iteration 11Q (4297.117033 sec): 3 clusters Score: Raw -294622.919550 + Penalty 2549.123331 = -292073.796219 nChanged 58 SP:Iteration 12Q (4297.168716 sec): 3 clusters Score: Raw -294654.708879 + Penalty 2549.123331 = -292105.585548 nChanged 34 SP:Iteration 13Q (4297.220415 sec): 3 clusters Score: Raw -294673.716760 + Penalty 2549.123331 = -292124.593428 nChanged 36 SP:Iteration 14Q (4297.272185 sec): 3 clusters Score: Raw -294689.776768 + Penalty 2549.123331 = -292140.653436 nChanged 23 SP:Iteration 15Q (4297.324075 sec): 3 clusters Score: Raw -294704.291567 + Penalty 2549.123331 = -292155.168235 nChanged 17 SP:Iteration 16Q (4297.375827 sec): 3 clusters Score: Raw -294711.113225 + Penalty 2549.123331 = -292161.989894 nChanged 13 SP:Iteration 17Q (4297.427708 sec): 3 clusters Score: Raw -294716.311046 + Penalty 2549.123331 = -292167.187715 nChanged 8 SP:Iteration 18Q (4297.479356 sec): 3 clusters Score: Raw -294719.244400 + Penalty 2549.123331 = -292170.121069 nChanged 2 SP:Iteration 19Q (4297.531253 sec): 3 clusters Score: Raw -294719.780801 + Penalty 2549.123331 = -292170.657470 nChanged 4 SP:Iteration 20F (4297.583454 sec): 3 clusters Score: Raw -294721.208846 + Penalty 2549.123331 = -292172.085515 nChanged 2 SP:Iteration 21Q (4297.632227 sec): 3 clusters Score: Raw -294721.601814 + Penalty 2549.123331 = -292172.478482 nChanged 1 SP:Iteration 22Q (4297.683844 sec): 3 clusters Score: Raw -294722.738779 + Penalty 2549.123331 = -292173.615448 nChanged 4 SP:Iteration 23Q (4297.745394 sec): 3 clusters Score: Raw -294724.182362 + Penalty 2549.123331 = -292175.059031 nChanged 5 SP:Iteration 24Q (4297.787568 sec): 3 clusters Score: Raw -294726.144218 + Penalty 2549.123331 = -292177.020886 nChanged 3 SP:Iteration 25Q (4297.839511 sec): 3 clusters Score: Raw -294726.763595 + Penalty 2549.123331 = -292177.640264 nChanged 2 SP:Iteration 26Q (4297.891289 sec): 3 clusters Score: Raw -294727.273858 + Penalty 2549.123331 = -292178.150527 nChanged 2 SP:Iteration 27Q (4297.942014 sec): 3 clusters Score: Raw -294727.597040 + Penalty 2549.123331 = -292178.473709 nChanged 0 SP:Iteration 28F (4297.994156 sec): 3 clusters Score: Raw -294727.597040 + Penalty 2549.123331 = -292178.473709 nChanged 0 Trying to split cluster 26 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4298.018379 sec): 2 clusters Score: Raw -13070.618218 + Penalty 815.307973 = -12255.310245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4298.061931 sec): 3 clusters Score: Raw -13292.449454 + Penalty 1630.615947 = -11661.833507 nChanged 30 SP:Iteration 1F (4298.104232 sec): 3 clusters Score: Raw -13398.043895 + Penalty 1630.615947 = -11767.427948 nChanged 7 SP:Iteration 2Q (4298.138936 sec): 3 clusters Score: Raw -13408.998026 + Penalty 1630.615947 = -11778.382079 nChanged 3 SP:Iteration 3Q (4298.174799 sec): 3 clusters Score: Raw -13427.437551 + Penalty 1630.615947 = -11796.821604 nChanged 3 SP:Iteration 4Q (4298.198752 sec): 3 clusters Score: Raw -13440.278414 + Penalty 1630.615947 = -11809.662467 nChanged 2 SP:Iteration 5Q (4298.235704 sec): 3 clusters Score: Raw -13445.019388 + Penalty 1630.615947 = -11814.403441 nChanged 0 SP:Iteration 6F (4298.272033 sec): 3 clusters Score: Raw -13445.019388 + Penalty 1630.615947 = -11814.403441 nChanged 0 Trying to split cluster 27 (2856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4298.308250 sec): 2 clusters Score: Raw -329408.474262 + Penalty 1293.041315 = -328115.432947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4298.346608 sec): 3 clusters Score: Raw -328052.686993 + Penalty 2586.082630 = -325466.604363 nChanged 1058 SP:Iteration 1F (4298.398305 sec): 3 clusters Score: Raw -328686.067695 + Penalty 2586.082630 = -326099.985065 nChanged 251 SP:Iteration 2F (4298.429242 sec): 3 clusters Score: Raw -328870.041919 + Penalty 2586.082630 = -326283.959289 nChanged 169 SP:Iteration 3F (4298.467197 sec): 3 clusters Score: Raw -329005.585521 + Penalty 2586.082630 = -326419.502891 nChanged 140 SP:Iteration 4Q (4298.519778 sec): 3 clusters Score: Raw -329118.194745 + Penalty 2586.082630 = -326532.112115 nChanged 131 SP:Iteration 5Q (4298.573394 sec): 3 clusters Score: Raw -329219.613168 + Penalty 2586.082630 = -326633.530538 nChanged 129 SP:Iteration 6Q (4298.625704 sec): 3 clusters Score: Raw -329348.981248 + Penalty 2586.082630 = -326762.898618 nChanged 155 SP:Iteration 7F (4298.679045 sec): 3 clusters Score: Raw -329540.429849 + Penalty 2586.082630 = -326954.347219 nChanged 161 SP:Iteration 8F (4298.721094 sec): 3 clusters Score: Raw -329774.919894 + Penalty 2586.082630 = -327188.837264 nChanged 166 SP:Iteration 9F (4298.773008 sec): 3 clusters Score: Raw -330061.801589 + Penalty 2586.082630 = -327475.718959 nChanged 152 SP:Iteration 10F (4298.822874 sec): 3 clusters Score: Raw -330351.817145 + Penalty 2586.082630 = -327765.734514 nChanged 123 SP:Iteration 11Q (4298.874429 sec): 3 clusters Score: Raw -330509.857728 + Penalty 2586.082630 = -327923.775098 nChanged 68 SP:Iteration 12Q (4298.923395 sec): 3 clusters Score: Raw -330575.448538 + Penalty 2586.082630 = -327989.365908 nChanged 33 SP:Iteration 13Q (4298.974910 sec): 3 clusters Score: Raw -330601.470313 + Penalty 2586.082630 = -328015.387683 nChanged 28 SP:Iteration 14Q (4299.026164 sec): 3 clusters Score: Raw -330619.523826 + Penalty 2586.082630 = -328033.441196 nChanged 15 SP:Iteration 15Q (4299.075206 sec): 3 clusters Score: Raw -330627.291746 + Penalty 2586.082630 = -328041.209116 nChanged 8 SP:Iteration 16Q (4299.111444 sec): 3 clusters Score: Raw -330633.196490 + Penalty 2586.082630 = -328047.113859 nChanged 9 SP:Iteration 17Q (4299.162804 sec): 3 clusters Score: Raw -330637.667685 + Penalty 2586.082630 = -328051.585055 nChanged 4 SP:Iteration 18Q (4299.208334 sec): 3 clusters Score: Raw -330639.388639 + Penalty 2586.082630 = -328053.306009 nChanged 1 SP:Iteration 19Q (4299.259376 sec): 3 clusters Score: Raw -330639.662200 + Penalty 2586.082630 = -328053.579570 nChanged 1 SP:Iteration 20F (4299.304154 sec): 3 clusters Score: Raw -330640.064767 + Penalty 2586.082630 = -328053.982137 nChanged 1 SP:Iteration 21Q (4299.355172 sec): 3 clusters Score: Raw -330640.521558 + Penalty 2586.082630 = -328054.438928 nChanged 2 SP:Iteration 22Q (4299.403904 sec): 3 clusters Score: Raw -330641.492476 + Penalty 2586.082630 = -328055.409846 nChanged 1 SP:Iteration 23Q (4299.455266 sec): 3 clusters Score: Raw -330642.066608 + Penalty 2586.082630 = -328055.983978 nChanged 1 SP:Iteration 24Q (4299.506856 sec): 3 clusters Score: Raw -330642.557546 + Penalty 2586.082630 = -328056.474916 nChanged 1 SP:Iteration 25Q (4299.554507 sec): 3 clusters Score: Raw -330642.894231 + Penalty 2586.082630 = -328056.811601 nChanged 0 SP:Iteration 26F (4299.606783 sec): 3 clusters Score: Raw -330642.894231 + Penalty 2586.082630 = -328056.811601 nChanged 0 Trying to split cluster 28 (29905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4299.676039 sec): 2 clusters Score: Raw -3570116.884497 + Penalty 1674.689408 = -3568442.195089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4299.773397 sec): 3 clusters Score: Raw -3551706.490660 + Penalty 3349.378815 = -3548357.111845 nChanged 13794 SP:Iteration 1F (4299.855907 sec): 3 clusters Score: Raw -3559457.140736 + Penalty 3349.378815 = -3556107.761921 nChanged 1687 SP:Iteration 2F (4299.944185 sec): 3 clusters Score: Raw -3560288.818684 + Penalty 3349.378815 = -3556939.439869 nChanged 1830 SP:Iteration 3F (4300.038478 sec): 3 clusters Score: Raw -3561363.739431 + Penalty 3349.378815 = -3558014.360616 nChanged 2007 SP:Iteration 4F (4300.120852 sec): 3 clusters Score: Raw -3562757.288046 + Penalty 3349.378815 = -3559407.909231 nChanged 2201 SP:Iteration 5F (4300.208915 sec): 3 clusters Score: Raw -3564502.609942 + Penalty 3349.378815 = -3561153.231127 nChanged 2224 SP:Iteration 6F (4300.298062 sec): 3 clusters Score: Raw -3566351.384916 + Penalty 3349.378815 = -3563002.006101 nChanged 1895 SP:Iteration 7F (4300.386834 sec): 3 clusters Score: Raw -3567759.346663 + Penalty 3349.378815 = -3564409.967848 nChanged 1420 SP:Iteration 8Q (4300.483214 sec): 3 clusters Score: Raw -3568671.082474 + Penalty 3349.378815 = -3565321.703658 nChanged 932 SP:Iteration 9Q (4300.571057 sec): 3 clusters Score: Raw -3569140.571871 + Penalty 3349.378815 = -3565791.193056 nChanged 598 SP:Iteration 10Q (4300.647959 sec): 3 clusters Score: Raw -3569405.330685 + Penalty 3349.378815 = -3566055.951870 nChanged 486 SP:Iteration 11Q (4300.736033 sec): 3 clusters Score: Raw -3569586.633974 + Penalty 3349.378815 = -3566237.255159 nChanged 387 SP:Iteration 12Q (4300.822068 sec): 3 clusters Score: Raw -3569711.338797 + Penalty 3349.378815 = -3566361.959982 nChanged 332 SP:Iteration 13Q (4300.913765 sec): 3 clusters Score: Raw -3569811.245220 + Penalty 3349.378815 = -3566461.866405 nChanged 302 SP:Iteration 14Q (4301.011345 sec): 3 clusters Score: Raw -3569887.386400 + Penalty 3349.378815 = -3566538.007585 nChanged 242 SP:Iteration 15Q (4301.094544 sec): 3 clusters Score: Raw -3569939.863182 + Penalty 3349.378815 = -3566590.484367 nChanged 201 SP:Iteration 16Q (4301.183355 sec): 3 clusters Score: Raw -3569984.966355 + Penalty 3349.378815 = -3566635.587540 nChanged 214 SP:Iteration 17Q (4301.271677 sec): 3 clusters Score: Raw -3570031.572426 + Penalty 3349.378815 = -3566682.193611 nChanged 201 SP:Iteration 18Q (4301.360149 sec): 3 clusters Score: Raw -3570070.913877 + Penalty 3349.378815 = -3566721.535062 nChanged 155 SP:Iteration 19Q (4301.459840 sec): 3 clusters Score: Raw -3570098.977547 + Penalty 3349.378815 = -3566749.598732 nChanged 160 SP:Iteration 20F (4301.544779 sec): 3 clusters Score: Raw -3570125.658099 + Penalty 3349.378815 = -3566776.279284 nChanged 134 SP:Iteration 21Q (4301.626010 sec): 3 clusters Score: Raw -3570151.792471 + Penalty 3349.378815 = -3566802.413656 nChanged 122 SP:Iteration 22Q (4301.717272 sec): 3 clusters Score: Raw -3570176.702542 + Penalty 3349.378815 = -3566827.323727 nChanged 120 SP:Iteration 23Q (4301.804452 sec): 3 clusters Score: Raw -3570197.415999 + Penalty 3349.378815 = -3566848.037183 nChanged 107 SP:Iteration 24Q (4301.885281 sec): 3 clusters Score: Raw -3570215.536008 + Penalty 3349.378815 = -3566866.157193 nChanged 107 SP:Iteration 25Q (4301.976745 sec): 3 clusters Score: Raw -3570232.952990 + Penalty 3349.378815 = -3566883.574175 nChanged 99 SP:Iteration 26Q (4302.068091 sec): 3 clusters Score: Raw -3570247.858657 + Penalty 3349.378815 = -3566898.479842 nChanged 96 SP:Iteration 27Q (4302.147760 sec): 3 clusters Score: Raw -3570262.239300 + Penalty 3349.378815 = -3566912.860485 nChanged 88 SP:Iteration 28Q (4302.237192 sec): 3 clusters Score: Raw -3570276.222222 + Penalty 3349.378815 = -3566926.843407 nChanged 90 SP:Iteration 29Q (4302.317670 sec): 3 clusters Score: Raw -3570290.351855 + Penalty 3349.378815 = -3566940.973039 nChanged 104 SP:Iteration 30Q (4302.408273 sec): 3 clusters Score: Raw -3570308.215404 + Penalty 3349.378815 = -3566958.836589 nChanged 117 SP:Iteration 31Q (4302.498617 sec): 3 clusters Score: Raw -3570330.738698 + Penalty 3349.378815 = -3566981.359883 nChanged 117 SP:Iteration 32Q (4302.598731 sec): 3 clusters Score: Raw -3570352.523729 + Penalty 3349.378815 = -3567003.144914 nChanged 102 SP:Iteration 33Q (4302.679976 sec): 3 clusters Score: Raw -3570370.861176 + Penalty 3349.378815 = -3567021.482361 nChanged 91 SP:Iteration 34Q (4302.762535 sec): 3 clusters Score: Raw -3570386.842207 + Penalty 3349.378815 = -3567037.463392 nChanged 91 SP:Iteration 35Q (4302.845845 sec): 3 clusters Score: Raw -3570402.930421 + Penalty 3349.378815 = -3567053.551606 nChanged 88 SP:Iteration 36Q (4302.925571 sec): 3 clusters Score: Raw -3570421.251066 + Penalty 3349.378815 = -3567071.872251 nChanged 89 SP:Iteration 37Q (4303.012739 sec): 3 clusters Score: Raw -3570438.994111 + Penalty 3349.378815 = -3567089.615296 nChanged 83 SP:Iteration 38Q (4303.100987 sec): 3 clusters Score: Raw -3570457.513643 + Penalty 3349.378815 = -3567108.134828 nChanged 91 SP:Iteration 39Q (4303.179417 sec): 3 clusters Score: Raw -3570480.491942 + Penalty 3349.378815 = -3567131.113127 nChanged 91 SP:Iteration 40F (4303.263516 sec): 3 clusters Score: Raw -3570500.658077 + Penalty 3349.378815 = -3567151.279262 nChanged 93 SP:Iteration 41Q (4303.351375 sec): 3 clusters Score: Raw -3570521.346061 + Penalty 3349.378815 = -3567171.967246 nChanged 88 SP:Iteration 42Q (4303.438643 sec): 3 clusters Score: Raw -3570543.693566 + Penalty 3349.378815 = -3567194.314751 nChanged 91 SP:Iteration 43Q (4303.521576 sec): 3 clusters Score: Raw -3570561.892436 + Penalty 3349.378815 = -3567212.513621 nChanged 73 SP:Iteration 44Q (4303.608005 sec): 3 clusters Score: Raw -3570572.241926 + Penalty 3349.378815 = -3567222.863111 nChanged 56 SP:Iteration 45Q (4303.693499 sec): 3 clusters Score: Raw -3570579.316628 + Penalty 3349.378815 = -3567229.937813 nChanged 57 SP:Iteration 46Q (4303.777408 sec): 3 clusters Score: Raw -3570586.103590 + Penalty 3349.378815 = -3567236.724775 nChanged 48 SP:Iteration 47Q (4303.863281 sec): 3 clusters Score: Raw -3570591.631249 + Penalty 3349.378815 = -3567242.252434 nChanged 42 SP:Iteration 48Q (4303.949991 sec): 3 clusters Score: Raw -3570595.910982 + Penalty 3349.378815 = -3567246.532167 nChanged 26 SP:Iteration 49Q (4304.022287 sec): 3 clusters Score: Raw -3570597.947145 + Penalty 3349.378815 = -3567248.568330 nChanged 18 SP:Iteration 50Q (4304.096910 sec): 3 clusters Score: Raw -3570599.525931 + Penalty 3349.378815 = -3567250.147116 nChanged 17 SP:Iteration 51Q (4304.182621 sec): 3 clusters Score: Raw -3570600.983076 + Penalty 3349.378815 = -3567251.604261 nChanged 16 SP:Iteration 52Q (4304.267948 sec): 3 clusters Score: Raw -3570602.232495 + Penalty 3349.378815 = -3567252.853680 nChanged 16 SP:Iteration 53Q (4304.348069 sec): 3 clusters Score: Raw -3570603.490027 + Penalty 3349.378815 = -3567254.111212 nChanged 9 SP:Iteration 54Q (4304.433135 sec): 3 clusters Score: Raw -3570604.029659 + Penalty 3349.378815 = -3567254.650844 nChanged 8 SP:Iteration 55Q (4304.510411 sec): 3 clusters Score: Raw -3570604.585050 + Penalty 3349.378815 = -3567255.206234 nChanged 11 SP:Iteration 56Q (4304.584325 sec): 3 clusters Score: Raw -3570605.627596 + Penalty 3349.378815 = -3567256.248781 nChanged 13 SP:Iteration 57Q (4304.670443 sec): 3 clusters Score: Raw -3570606.772090 + Penalty 3349.378815 = -3567257.393275 nChanged 12 SP:Iteration 58Q (4304.756389 sec): 3 clusters Score: Raw -3570607.951650 + Penalty 3349.378815 = -3567258.572835 nChanged 13 SP:Iteration 59Q (4304.833055 sec): 3 clusters Score: Raw -3570609.178443 + Penalty 3349.378815 = -3567259.799628 nChanged 15 SP:Iteration 60F (4304.926771 sec): 3 clusters Score: Raw -3570610.468881 + Penalty 3349.378815 = -3567261.090065 nChanged 12 SP:Iteration 61Q (4304.995138 sec): 3 clusters Score: Raw -3570611.444715 + Penalty 3349.378815 = -3567262.065900 nChanged 13 SP:Iteration 62Q (4305.080403 sec): 3 clusters Score: Raw -3570612.658489 + Penalty 3349.378815 = -3567263.279674 nChanged 14 SP:Iteration 63Q (4305.157566 sec): 3 clusters Score: Raw -3570614.272733 + Penalty 3349.378815 = -3567264.893918 nChanged 15 SP:Iteration 64Q (4305.231349 sec): 3 clusters Score: Raw -3570616.160190 + Penalty 3349.378815 = -3567266.781375 nChanged 19 SP:Iteration 65Q (4305.316338 sec): 3 clusters Score: Raw -3570617.703020 + Penalty 3349.378815 = -3567268.324205 nChanged 16 SP:Iteration 66Q (4305.394132 sec): 3 clusters Score: Raw -3570618.883436 + Penalty 3349.378815 = -3567269.504621 nChanged 9 SP:Iteration 67Q (4305.479271 sec): 3 clusters Score: Raw -3570619.511190 + Penalty 3349.378815 = -3567270.132375 nChanged 7 SP:Iteration 68Q (4305.556801 sec): 3 clusters Score: Raw -3570620.158380 + Penalty 3349.378815 = -3567270.779565 nChanged 9 SP:Iteration 69Q (4305.650177 sec): 3 clusters Score: Raw -3570621.123393 + Penalty 3349.378815 = -3567271.744578 nChanged 10 SP:Iteration 70Q (4305.736832 sec): 3 clusters Score: Raw -3570621.956905 + Penalty 3349.378815 = -3567272.578090 nChanged 10 SP:Iteration 71Q (4305.821852 sec): 3 clusters Score: Raw -3570623.099489 + Penalty 3349.378815 = -3567273.720674 nChanged 12 SP:Iteration 72Q (4305.905155 sec): 3 clusters Score: Raw -3570624.214878 + Penalty 3349.378815 = -3567274.836063 nChanged 8 SP:Iteration 73Q (4305.989202 sec): 3 clusters Score: Raw -3570624.760691 + Penalty 3349.378815 = -3567275.381876 nChanged 7 SP:Iteration 74Q (4306.087651 sec): 3 clusters Score: Raw -3570625.354108 + Penalty 3349.378815 = -3567275.975293 nChanged 8 SP:Iteration 75Q (4306.177062 sec): 3 clusters Score: Raw -3570625.909678 + Penalty 3349.378815 = -3567276.530863 nChanged 7 SP:Iteration 76Q (4306.254324 sec): 3 clusters Score: Raw -3570626.302878 + Penalty 3349.378815 = -3567276.924063 nChanged 4 SP:Iteration 77Q (4306.345031 sec): 3 clusters Score: Raw -3570626.692468 + Penalty 3349.378815 = -3567277.313653 nChanged 3 SP:Iteration 78Q (4306.423328 sec): 3 clusters Score: Raw -3570626.934211 + Penalty 3349.378815 = -3567277.555396 nChanged 2 SP:Iteration 79Q (4306.507071 sec): 3 clusters Score: Raw -3570627.032258 + Penalty 3349.378815 = -3567277.653443 nChanged 0 SP:Iteration 80F (4306.609190 sec): 3 clusters Score: Raw -3570627.032258 + Penalty 3349.378815 = -3567277.653443 nChanged 0 Trying to split cluster 29 (15946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4306.646950 sec): 2 clusters Score: Raw -1783149.284094 + Penalty 1572.506535 = -1781576.777559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4306.718388 sec): 3 clusters Score: Raw -1773756.826812 + Penalty 3145.013070 = -1770611.813742 nChanged 7078 SP:Iteration 1F (4306.797336 sec): 3 clusters Score: Raw -1777683.744149 + Penalty 3145.013070 = -1774538.731079 nChanged 869 SP:Iteration 2F (4306.863274 sec): 3 clusters Score: Raw -1778063.246564 + Penalty 3145.013070 = -1774918.233494 nChanged 841 SP:Iteration 3F (4306.920824 sec): 3 clusters Score: Raw -1778458.194036 + Penalty 3145.013070 = -1775313.180966 nChanged 823 SP:Iteration 4F (4306.976102 sec): 3 clusters Score: Raw -1778886.673667 + Penalty 3145.013070 = -1775741.660597 nChanged 820 SP:Iteration 5F (4307.039070 sec): 3 clusters Score: Raw -1779398.512818 + Penalty 3145.013070 = -1776253.499748 nChanged 836 SP:Iteration 6F (4307.102088 sec): 3 clusters Score: Raw -1779985.410690 + Penalty 3145.013070 = -1776840.397619 nChanged 842 SP:Iteration 7F (4307.179450 sec): 3 clusters Score: Raw -1780610.816424 + Penalty 3145.013070 = -1777465.803354 nChanged 759 SP:Iteration 8Q (4307.240398 sec): 3 clusters Score: Raw -1781189.828808 + Penalty 3145.013070 = -1778044.815738 nChanged 710 SP:Iteration 9Q (4307.308822 sec): 3 clusters Score: Raw -1781691.032814 + Penalty 3145.013070 = -1778546.019743 nChanged 597 SP:Iteration 10Q (4307.365547 sec): 3 clusters Score: Raw -1782052.754491 + Penalty 3145.013070 = -1778907.741421 nChanged 514 SP:Iteration 11Q (4307.421505 sec): 3 clusters Score: Raw -1782327.932403 + Penalty 3145.013070 = -1779182.919333 nChanged 373 SP:Iteration 12Q (4307.477950 sec): 3 clusters Score: Raw -1782496.755285 + Penalty 3145.013070 = -1779351.742215 nChanged 293 SP:Iteration 13Q (4307.536702 sec): 3 clusters Score: Raw -1782614.482747 + Penalty 3145.013070 = -1779469.469677 nChanged 261 SP:Iteration 14Q (4307.599019 sec): 3 clusters Score: Raw -1782715.037717 + Penalty 3145.013070 = -1779570.024647 nChanged 225 SP:Iteration 15Q (4307.655212 sec): 3 clusters Score: Raw -1782804.983482 + Penalty 3145.013070 = -1779659.970411 nChanged 195 SP:Iteration 16Q (4307.718695 sec): 3 clusters Score: Raw -1782871.318157 + Penalty 3145.013070 = -1779726.305087 nChanged 158 SP:Iteration 17Q (4307.770720 sec): 3 clusters Score: Raw -1782927.400295 + Penalty 3145.013070 = -1779782.387224 nChanged 158 SP:Iteration 18Q (4307.826058 sec): 3 clusters Score: Raw -1782989.270506 + Penalty 3145.013070 = -1779844.257435 nChanged 159 SP:Iteration 19Q (4307.880886 sec): 3 clusters Score: Raw -1783044.658839 + Penalty 3145.013070 = -1779899.645769 nChanged 135 SP:Iteration 20F (4307.950435 sec): 3 clusters Score: Raw -1783089.667990 + Penalty 3145.013070 = -1779944.654920 nChanged 118 SP:Iteration 21Q (4307.989523 sec): 3 clusters Score: Raw -1783131.294717 + Penalty 3145.013070 = -1779986.281646 nChanged 96 SP:Iteration 22Q (4308.049487 sec): 3 clusters Score: Raw -1783161.690562 + Penalty 3145.013070 = -1780016.677491 nChanged 82 SP:Iteration 23Q (4308.122704 sec): 3 clusters Score: Raw -1783185.347366 + Penalty 3145.013070 = -1780040.334296 nChanged 82 SP:Iteration 24Q (4308.188481 sec): 3 clusters Score: Raw -1783209.824073 + Penalty 3145.013070 = -1780064.811003 nChanged 75 SP:Iteration 25Q (4308.261147 sec): 3 clusters Score: Raw -1783231.205493 + Penalty 3145.013070 = -1780086.192423 nChanged 65 SP:Iteration 26Q (4308.331406 sec): 3 clusters Score: Raw -1783246.648786 + Penalty 3145.013070 = -1780101.635716 nChanged 49 SP:Iteration 27Q (4308.403699 sec): 3 clusters Score: Raw -1783259.341860 + Penalty 3145.013070 = -1780114.328790 nChanged 51 SP:Iteration 28Q (4308.464758 sec): 3 clusters Score: Raw -1783274.621677 + Penalty 3145.013070 = -1780129.608606 nChanged 53 SP:Iteration 29Q (4308.528028 sec): 3 clusters Score: Raw -1783290.162519 + Penalty 3145.013070 = -1780145.149448 nChanged 56 SP:Iteration 30Q (4308.591201 sec): 3 clusters Score: Raw -1783304.811380 + Penalty 3145.013070 = -1780159.798310 nChanged 51 SP:Iteration 31Q (4308.663663 sec): 3 clusters Score: Raw -1783318.313215 + Penalty 3145.013070 = -1780173.300144 nChanged 57 SP:Iteration 32Q (4308.735262 sec): 3 clusters Score: Raw -1783337.705398 + Penalty 3145.013070 = -1780192.692328 nChanged 61 SP:Iteration 33Q (4308.802681 sec): 3 clusters Score: Raw -1783365.622910 + Penalty 3145.013070 = -1780220.609840 nChanged 65 SP:Iteration 34Q (4308.875298 sec): 3 clusters Score: Raw -1783389.478194 + Penalty 3145.013070 = -1780244.465124 nChanged 50 SP:Iteration 35Q (4308.945760 sec): 3 clusters Score: Raw -1783406.968582 + Penalty 3145.013070 = -1780261.955511 nChanged 60 SP:Iteration 36Q (4309.007916 sec): 3 clusters Score: Raw -1783434.087821 + Penalty 3145.013070 = -1780289.074751 nChanged 64 SP:Iteration 37Q (4309.073840 sec): 3 clusters Score: Raw -1783459.055696 + Penalty 3145.013070 = -1780314.042625 nChanged 64 SP:Iteration 38Q (4309.141710 sec): 3 clusters Score: Raw -1783486.129245 + Penalty 3145.013070 = -1780341.116175 nChanged 56 SP:Iteration 39Q (4309.206194 sec): 3 clusters Score: Raw -1783508.908949 + Penalty 3145.013070 = -1780363.895879 nChanged 59 SP:Iteration 40F (4309.275326 sec): 3 clusters Score: Raw -1783531.741430 + Penalty 3145.013070 = -1780386.728360 nChanged 53 SP:Iteration 41Q (4309.341016 sec): 3 clusters Score: Raw -1783552.697485 + Penalty 3145.013070 = -1780407.684414 nChanged 52 SP:Iteration 42Q (4309.411361 sec): 3 clusters Score: Raw -1783576.875265 + Penalty 3145.013070 = -1780431.862194 nChanged 60 SP:Iteration 43Q (4309.484738 sec): 3 clusters Score: Raw -1783607.829753 + Penalty 3145.013070 = -1780462.816683 nChanged 50 SP:Iteration 44Q (4309.555523 sec): 3 clusters Score: Raw -1783636.327306 + Penalty 3145.013070 = -1780491.314236 nChanged 63 SP:Iteration 45Q (4309.623697 sec): 3 clusters Score: Raw -1783667.091870 + Penalty 3145.013070 = -1780522.078800 nChanged 51 SP:Iteration 46Q (4309.691999 sec): 3 clusters Score: Raw -1783689.581951 + Penalty 3145.013070 = -1780544.568881 nChanged 44 SP:Iteration 47Q (4309.754509 sec): 3 clusters Score: Raw -1783706.061794 + Penalty 3145.013070 = -1780561.048724 nChanged 33 SP:Iteration 48Q (4309.819025 sec): 3 clusters Score: Raw -1783723.306370 + Penalty 3145.013070 = -1780578.293300 nChanged 36 SP:Iteration 49Q (4309.883851 sec): 3 clusters Score: Raw -1783740.429214 + Penalty 3145.013070 = -1780595.416144 nChanged 33 SP:Iteration 50Q (4309.959015 sec): 3 clusters Score: Raw -1783753.427808 + Penalty 3145.013070 = -1780608.414737 nChanged 32 SP:Iteration 51Q (4310.017334 sec): 3 clusters Score: Raw -1783765.007645 + Penalty 3145.013070 = -1780619.994574 nChanged 22 SP:Iteration 52Q (4310.083310 sec): 3 clusters Score: Raw -1783773.317753 + Penalty 3145.013070 = -1780628.304683 nChanged 27 SP:Iteration 53Q (4310.145053 sec): 3 clusters Score: Raw -1783785.895563 + Penalty 3145.013070 = -1780640.882493 nChanged 24 SP:Iteration 54Q (4310.213141 sec): 3 clusters Score: Raw -1783800.974391 + Penalty 3145.013070 = -1780655.961321 nChanged 32 SP:Iteration 55Q (4310.275387 sec): 3 clusters Score: Raw -1783812.616251 + Penalty 3145.013070 = -1780667.603181 nChanged 21 SP:Iteration 56Q (4310.339558 sec): 3 clusters Score: Raw -1783821.830157 + Penalty 3145.013070 = -1780676.817086 nChanged 22 SP:Iteration 57Q (4310.405699 sec): 3 clusters Score: Raw -1783830.033478 + Penalty 3145.013070 = -1780685.020408 nChanged 20 SP:Iteration 58Q (4310.469442 sec): 3 clusters Score: Raw -1783836.638784 + Penalty 3145.013070 = -1780691.625713 nChanged 18 SP:Iteration 59Q (4310.528955 sec): 3 clusters Score: Raw -1783844.138565 + Penalty 3145.013070 = -1780699.125494 nChanged 12 SP:Iteration 60F (4310.597636 sec): 3 clusters Score: Raw -1783849.361339 + Penalty 3145.013070 = -1780704.348269 nChanged 13 SP:Iteration 61Q (4310.659535 sec): 3 clusters Score: Raw -1783854.849734 + Penalty 3145.013070 = -1780709.836663 nChanged 13 SP:Iteration 62Q (4310.719259 sec): 3 clusters Score: Raw -1783858.534382 + Penalty 3145.013070 = -1780713.521312 nChanged 10 SP:Iteration 63Q (4310.777743 sec): 3 clusters Score: Raw -1783861.331440 + Penalty 3145.013070 = -1780716.318370 nChanged 4 SP:Iteration 64Q (4310.830751 sec): 3 clusters Score: Raw -1783862.631230 + Penalty 3145.013070 = -1780717.618160 nChanged 5 SP:Iteration 65Q (4310.882127 sec): 3 clusters Score: Raw -1783864.036596 + Penalty 3145.013070 = -1780719.023526 nChanged 1 SP:Iteration 66Q (4310.941864 sec): 3 clusters Score: Raw -1783864.217601 + Penalty 3145.013070 = -1780719.204531 nChanged 0 SP:Iteration 67F (4311.005880 sec): 3 clusters Score: Raw -1783864.217601 + Penalty 3145.013070 = -1780719.204531 nChanged 0 Trying to split cluster 30 (6625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4311.027311 sec): 2 clusters Score: Raw -736410.864791 + Penalty 1429.773418 = -734981.091373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4311.071252 sec): 3 clusters Score: Raw -732834.058724 + Penalty 2859.546837 = -729974.511887 nChanged 2773 SP:Iteration 1F (4311.125779 sec): 3 clusters Score: Raw -734380.837205 + Penalty 2859.546837 = -731521.290369 nChanged 484 SP:Iteration 2F (4311.169138 sec): 3 clusters Score: Raw -734638.047431 + Penalty 2859.546837 = -731778.500595 nChanged 378 SP:Iteration 3F (4311.220948 sec): 3 clusters Score: Raw -734833.034657 + Penalty 2859.546837 = -731973.487821 nChanged 313 SP:Iteration 4Q (4311.268628 sec): 3 clusters Score: Raw -735007.447225 + Penalty 2859.546837 = -732147.900388 nChanged 291 SP:Iteration 5Q (4311.303118 sec): 3 clusters Score: Raw -735178.116885 + Penalty 2859.546837 = -732318.570048 nChanged 270 SP:Iteration 6Q (4311.357330 sec): 3 clusters Score: Raw -735348.689208 + Penalty 2859.546837 = -732489.142371 nChanged 272 SP:Iteration 7Q (4311.400425 sec): 3 clusters Score: Raw -735519.550346 + Penalty 2859.546837 = -732660.003510 nChanged 253 SP:Iteration 8Q (4311.432573 sec): 3 clusters Score: Raw -735660.957642 + Penalty 2859.546837 = -732801.410806 nChanged 242 SP:Iteration 9Q (4311.483113 sec): 3 clusters Score: Raw -735784.946931 + Penalty 2859.546837 = -732925.400095 nChanged 180 SP:Iteration 10Q (4311.526509 sec): 3 clusters Score: Raw -735869.512975 + Penalty 2859.546837 = -733009.966138 nChanged 170 SP:Iteration 11Q (4311.574534 sec): 3 clusters Score: Raw -735958.075897 + Penalty 2859.546837 = -733098.529060 nChanged 169 SP:Iteration 12Q (4311.612011 sec): 3 clusters Score: Raw -736046.300042 + Penalty 2859.546837 = -733186.753206 nChanged 144 SP:Iteration 13Q (4311.670395 sec): 3 clusters Score: Raw -736124.640657 + Penalty 2859.546837 = -733265.093820 nChanged 118 SP:Iteration 14Q (4311.726847 sec): 3 clusters Score: Raw -736173.915314 + Penalty 2859.546837 = -733314.368477 nChanged 118 SP:Iteration 15Q (4311.779753 sec): 3 clusters Score: Raw -736217.546840 + Penalty 2859.546837 = -733358.000003 nChanged 113 SP:Iteration 16Q (4311.828527 sec): 3 clusters Score: Raw -736262.345629 + Penalty 2859.546837 = -733402.798792 nChanged 100 SP:Iteration 17Q (4311.879514 sec): 3 clusters Score: Raw -736299.826424 + Penalty 2859.546837 = -733440.279587 nChanged 86 SP:Iteration 18Q (4311.940164 sec): 3 clusters Score: Raw -736327.465454 + Penalty 2859.546837 = -733467.918617 nChanged 68 SP:Iteration 19Q (4311.999535 sec): 3 clusters Score: Raw -736348.695334 + Penalty 2859.546837 = -733489.148497 nChanged 49 SP:Iteration 20F (4312.060392 sec): 3 clusters Score: Raw -736363.926410 + Penalty 2859.546837 = -733504.379573 nChanged 44 SP:Iteration 21Q (4312.120950 sec): 3 clusters Score: Raw -736376.701431 + Penalty 2859.546837 = -733517.154594 nChanged 48 SP:Iteration 22Q (4312.168341 sec): 3 clusters Score: Raw -736388.420290 + Penalty 2859.546837 = -733528.873453 nChanged 39 SP:Iteration 23Q (4312.211273 sec): 3 clusters Score: Raw -736398.445976 + Penalty 2859.546837 = -733538.899139 nChanged 40 SP:Iteration 24Q (4312.270949 sec): 3 clusters Score: Raw -736407.247576 + Penalty 2859.546837 = -733547.700739 nChanged 29 SP:Iteration 25Q (4312.320213 sec): 3 clusters Score: Raw -736414.442129 + Penalty 2859.546837 = -733554.895293 nChanged 37 SP:Iteration 26Q (4312.391268 sec): 3 clusters Score: Raw -736421.809153 + Penalty 2859.546837 = -733562.262316 nChanged 26 SP:Iteration 27Q (4312.440006 sec): 3 clusters Score: Raw -736427.743779 + Penalty 2859.546837 = -733568.196942 nChanged 27 SP:Iteration 28Q (4312.498962 sec): 3 clusters Score: Raw -736434.449202 + Penalty 2859.546837 = -733574.902365 nChanged 28 SP:Iteration 29Q (4312.568894 sec): 3 clusters Score: Raw -736441.536023 + Penalty 2859.546837 = -733581.989187 nChanged 26 SP:Iteration 30Q (4312.628476 sec): 3 clusters Score: Raw -736450.653952 + Penalty 2859.546837 = -733591.107115 nChanged 34 SP:Iteration 31Q (4312.677561 sec): 3 clusters Score: Raw -736459.046145 + Penalty 2859.546837 = -733599.499308 nChanged 26 SP:Iteration 32Q (4312.734727 sec): 3 clusters Score: Raw -736467.573426 + Penalty 2859.546837 = -733608.026590 nChanged 29 SP:Iteration 33Q (4312.783756 sec): 3 clusters Score: Raw -736475.482831 + Penalty 2859.546837 = -733615.935994 nChanged 18 SP:Iteration 34Q (4312.843910 sec): 3 clusters Score: Raw -736481.726342 + Penalty 2859.546837 = -733622.179505 nChanged 20 SP:Iteration 35Q (4312.903112 sec): 3 clusters Score: Raw -736489.122908 + Penalty 2859.546837 = -733629.576072 nChanged 29 SP:Iteration 36Q (4312.963276 sec): 3 clusters Score: Raw -736499.739441 + Penalty 2859.546837 = -733640.192604 nChanged 26 SP:Iteration 37Q (4313.020337 sec): 3 clusters Score: Raw -736508.665541 + Penalty 2859.546837 = -733649.118704 nChanged 31 SP:Iteration 38Q (4313.079314 sec): 3 clusters Score: Raw -736519.735143 + Penalty 2859.546837 = -733660.188307 nChanged 31 SP:Iteration 39Q (4313.148986 sec): 3 clusters Score: Raw -736530.823415 + Penalty 2859.546837 = -733671.276579 nChanged 32 SP:Iteration 40F (4313.204641 sec): 3 clusters Score: Raw -736544.215264 + Penalty 2859.546837 = -733684.668428 nChanged 39 SP:Iteration 41Q (4313.252212 sec): 3 clusters Score: Raw -736558.728140 + Penalty 2859.546837 = -733699.181303 nChanged 38 SP:Iteration 42Q (4313.306110 sec): 3 clusters Score: Raw -736571.519238 + Penalty 2859.546837 = -733711.972402 nChanged 30 SP:Iteration 43Q (4313.349348 sec): 3 clusters Score: Raw -736580.251696 + Penalty 2859.546837 = -733720.704859 nChanged 30 SP:Iteration 44Q (4313.402327 sec): 3 clusters Score: Raw -736589.881644 + Penalty 2859.546837 = -733730.334807 nChanged 27 SP:Iteration 45Q (4313.450673 sec): 3 clusters Score: Raw -736600.080514 + Penalty 2859.546837 = -733740.533677 nChanged 22 SP:Iteration 46Q (4313.500976 sec): 3 clusters Score: Raw -736608.898979 + Penalty 2859.546837 = -733749.352142 nChanged 27 SP:Iteration 47Q (4313.570201 sec): 3 clusters Score: Raw -736620.613567 + Penalty 2859.546837 = -733761.066730 nChanged 28 SP:Iteration 48Q (4313.618187 sec): 3 clusters Score: Raw -736632.911273 + Penalty 2859.546837 = -733773.364436 nChanged 29 SP:Iteration 49Q (4313.677277 sec): 3 clusters Score: Raw -736644.182741 + Penalty 2859.546837 = -733784.635905 nChanged 19 SP:Iteration 50Q (4313.736144 sec): 3 clusters Score: Raw -736651.762052 + Penalty 2859.546837 = -733792.215216 nChanged 20 SP:Iteration 51Q (4313.806724 sec): 3 clusters Score: Raw -736660.753664 + Penalty 2859.546837 = -733801.206827 nChanged 21 SP:Iteration 52Q (4313.863868 sec): 3 clusters Score: Raw -736683.801349 + Penalty 2859.546837 = -733824.254512 nChanged 27 SP:Iteration 53Q (4313.926291 sec): 3 clusters Score: Raw -736718.936398 + Penalty 2859.546837 = -733859.389561 nChanged 25 SP:Iteration 54Q (4313.987090 sec): 3 clusters Score: Raw -736741.334002 + Penalty 2859.546837 = -733881.787166 nChanged 30 SP:Iteration 55Q (4314.035506 sec): 3 clusters Score: Raw -736760.965858 + Penalty 2859.546837 = -733901.419022 nChanged 22 SP:Iteration 56Q (4314.089749 sec): 3 clusters Score: Raw -736769.959752 + Penalty 2859.546837 = -733910.412915 nChanged 15 SP:Iteration 57Q (4314.140961 sec): 3 clusters Score: Raw -736777.075603 + Penalty 2859.546837 = -733917.528766 nChanged 14 SP:Iteration 58Q (4314.198937 sec): 3 clusters Score: Raw -736783.369480 + Penalty 2859.546837 = -733923.822644 nChanged 15 SP:Iteration 59Q (4314.253081 sec): 3 clusters Score: Raw -736790.305106 + Penalty 2859.546837 = -733930.758269 nChanged 22 SP:Iteration 60F (4314.311736 sec): 3 clusters Score: Raw -736801.342136 + Penalty 2859.546837 = -733941.795300 nChanged 14 SP:Iteration 61Q (4314.370554 sec): 3 clusters Score: Raw -736806.008120 + Penalty 2859.546837 = -733946.461283 nChanged 13 SP:Iteration 62Q (4314.429339 sec): 3 clusters Score: Raw -736810.361907 + Penalty 2859.546837 = -733950.815071 nChanged 8 SP:Iteration 63Q (4314.488927 sec): 3 clusters Score: Raw -736812.140150 + Penalty 2859.546837 = -733952.593314 nChanged 4 SP:Iteration 64Q (4314.548212 sec): 3 clusters Score: Raw -736812.966744 + Penalty 2859.546837 = -733953.419907 nChanged 2 SP:Iteration 65Q (4314.607005 sec): 3 clusters Score: Raw -736813.310166 + Penalty 2859.546837 = -733953.763329 nChanged 1 SP:Iteration 66Q (4314.666664 sec): 3 clusters Score: Raw -736813.709259 + Penalty 2859.546837 = -733954.162422 nChanged 1 SP:Iteration 67Q (4314.726399 sec): 3 clusters Score: Raw -736814.294756 + Penalty 2859.546837 = -733954.747919 nChanged 2 SP:Iteration 68Q (4314.775178 sec): 3 clusters Score: Raw -736815.142048 + Penalty 2859.546837 = -733955.595211 nChanged 4 SP:Iteration 69Q (4314.821703 sec): 3 clusters Score: Raw -736816.096065 + Penalty 2859.546837 = -733956.549229 nChanged 3 SP:Iteration 70Q (4314.872394 sec): 3 clusters Score: Raw -736816.830167 + Penalty 2859.546837 = -733957.283330 nChanged 2 SP:Iteration 71Q (4314.922771 sec): 3 clusters Score: Raw -736818.319608 + Penalty 2859.546837 = -733958.772772 nChanged 4 SP:Iteration 72Q (4314.965149 sec): 3 clusters Score: Raw -736820.009079 + Penalty 2859.546837 = -733960.462242 nChanged 5 SP:Iteration 73Q (4315.010860 sec): 3 clusters Score: Raw -736821.187287 + Penalty 2859.546837 = -733961.640450 nChanged 2 SP:Iteration 74Q (4315.055859 sec): 3 clusters Score: Raw -736821.622408 + Penalty 2859.546837 = -733962.075572 nChanged 2 SP:Iteration 75Q (4315.106435 sec): 3 clusters Score: Raw -736822.040584 + Penalty 2859.546837 = -733962.493748 nChanged 1 SP:Iteration 76Q (4315.150581 sec): 3 clusters Score: Raw -736822.409220 + Penalty 2859.546837 = -733962.862384 nChanged 2 SP:Iteration 77Q (4315.198649 sec): 3 clusters Score: Raw -736823.294074 + Penalty 2859.546837 = -733963.747238 nChanged 1 SP:Iteration 78Q (4315.235132 sec): 3 clusters Score: Raw -736823.388242 + Penalty 2859.546837 = -733963.841405 nChanged 1 SP:Iteration 79Q (4315.286990 sec): 3 clusters Score: Raw -736823.705006 + Penalty 2859.546837 = -733964.158170 nChanged 2 SP:Iteration 80F (4315.337083 sec): 3 clusters Score: Raw -736824.127014 + Penalty 2859.546837 = -733964.580177 nChanged 1 SP:Iteration 81Q (4315.384652 sec): 3 clusters Score: Raw -736824.505959 + Penalty 2859.546837 = -733964.959122 nChanged 2 SP:Iteration 82Q (4315.442654 sec): 3 clusters Score: Raw -736824.941998 + Penalty 2859.546837 = -733965.395161 nChanged 1 SP:Iteration 83Q (4315.488999 sec): 3 clusters Score: Raw -736825.107905 + Penalty 2859.546837 = -733965.561068 nChanged 0 SP:Iteration 84F (4315.528369 sec): 3 clusters Score: Raw -736825.107905 + Penalty 2859.546837 = -733965.561068 nChanged 0 Iteration 179Q (4324.896994 sec): 32 clusters Score: Raw -86560253.912015 + Penalty 68161.391939 = -86492092.520076 nChanged 770 Iteration 180F (4340.531283 sec): 32 clusters Score: Raw -86560435.317314 + Penalty 68161.391939 = -86492273.925375 nChanged 1295 Iteration 181Q (4347.351333 sec): 32 clusters Score: Raw -86560692.924419 + Penalty 68161.391939 = -86492531.532480 nChanged 1035 Iteration 182Q (4354.394857 sec): 32 clusters Score: Raw -86560834.805264 + Penalty 68161.391939 = -86492673.413325 nChanged 878 Iteration 183Q (4360.812671 sec): 32 clusters Score: Raw -86560892.258081 + Penalty 68161.391939 = -86492730.866142 nChanged 785 Iteration 184Q (4367.720330 sec): 32 clusters Score: Raw -86560942.225228 + Penalty 68161.391939 = -86492780.833289 nChanged 713 Iteration 185Q (4374.303583 sec): 32 clusters Score: Raw -86560986.370863 + Penalty 68161.391939 = -86492824.978924 nChanged 667 Iteration 186Q (4381.546766 sec): 32 clusters Score: Raw -86561029.129975 + Penalty 68161.391939 = -86492867.738036 nChanged 622 Iteration 187Q (4388.063105 sec): 32 clusters Score: Raw -86561064.621310 + Penalty 68161.391939 = -86492903.229371 nChanged 566 Iteration 188Q (4395.029422 sec): 32 clusters Score: Raw -86561095.443718 + Penalty 68161.391939 = -86492934.051779 nChanged 519 Iteration 189Q (4401.690568 sec): 32 clusters Score: Raw -86561123.209805 + Penalty 68161.391939 = -86492961.817866 nChanged 465 Iteration 190Q (4409.018338 sec): 32 clusters Score: Raw -86561149.237020 + Penalty 68161.391939 = -86492987.845081 nChanged 427 Iteration 191Q (4415.497442 sec): 32 clusters Score: Raw -86561171.680946 + Penalty 68161.391939 = -86493010.289007 nChanged 436 Iteration 192Q (4422.483489 sec): 32 clusters Score: Raw -86561195.515076 + Penalty 68161.391939 = -86493034.123137 nChanged 445 Iteration 193Q (4428.922055 sec): 32 clusters Score: Raw -86561220.029163 + Penalty 68161.391939 = -86493058.637224 nChanged 425 Iteration 194Q (4436.047514 sec): 32 clusters Score: Raw -86561242.482225 + Penalty 68161.391939 = -86493081.090286 nChanged 385 Iteration 195Q (4442.388250 sec): 32 clusters Score: Raw -86561262.621518 + Penalty 68161.391939 = -86493101.229579 nChanged 339 Iteration 196Q (4449.354674 sec): 32 clusters Score: Raw -86561278.549522 + Penalty 68161.391939 = -86493117.157583 nChanged 319 Iteration 197Q (4456.145059 sec): 32 clusters Score: Raw -86561292.540420 + Penalty 68161.391939 = -86493131.148481 nChanged 314 Iteration 198Q (4463.391194 sec): 32 clusters Score: Raw -86561308.726254 + Penalty 68161.391939 = -86493147.334315 nChanged 302 Iteration 199Q (4469.604340 sec): 32 clusters Score: Raw -86561324.021167 + Penalty 68161.391939 = -86493162.629228 nChanged 296 Iteration 200F (4485.276324 sec): 32 clusters Score: Raw -86561338.670513 + Penalty 68161.391939 = -86493177.278574 nChanged 299 Iteration 201Q (4491.701278 sec): 32 clusters Score: Raw -86561354.011924 + Penalty 68161.391939 = -86493192.619985 nChanged 292 Iteration 202Q (4498.819068 sec): 32 clusters Score: Raw -86561369.033735 + Penalty 68161.391939 = -86493207.641796 nChanged 270 Iteration 203Q (4505.222030 sec): 32 clusters Score: Raw -86561382.271985 + Penalty 68161.391939 = -86493220.880046 nChanged 257 Iteration 204Q (4512.316983 sec): 32 clusters Score: Raw -86561395.162117 + Penalty 68161.391939 = -86493233.770178 nChanged 257 Iteration 205Q (4518.770654 sec): 32 clusters Score: Raw -86561407.593389 + Penalty 68161.391939 = -86493246.201450 nChanged 261 Iteration 206Q (4525.944850 sec): 32 clusters Score: Raw -86561420.757555 + Penalty 68161.391939 = -86493259.365616 nChanged 276 Iteration 207Q (4532.433333 sec): 32 clusters Score: Raw -86561435.292272 + Penalty 68161.391939 = -86493273.900333 nChanged 278 Iteration 208Q (4539.635039 sec): 32 clusters Score: Raw -86561448.685137 + Penalty 68161.391939 = -86493287.293198 nChanged 268 Iteration 209Q (4546.212895 sec): 32 clusters Score: Raw -86561460.098888 + Penalty 68161.391939 = -86493298.706949 nChanged 239 Iteration 210Q (4553.439922 sec): 32 clusters Score: Raw -86561470.332022 + Penalty 68161.391939 = -86493308.940083 nChanged 242 Iteration 211Q (4559.866816 sec): 32 clusters Score: Raw -86561481.604052 + Penalty 68161.391939 = -86493320.212113 nChanged 233 Iteration 212Q (4566.954621 sec): 32 clusters Score: Raw -86561493.066617 + Penalty 68161.391939 = -86493331.674678 nChanged 230 Iteration 213Q (4573.474880 sec): 32 clusters Score: Raw -86561505.976972 + Penalty 68161.391939 = -86493344.585033 nChanged 237 Iteration 214Q (4580.707622 sec): 32 clusters Score: Raw -86561518.653021 + Penalty 68161.391939 = -86493357.261082 nChanged 222 Iteration 215Q (4587.129429 sec): 32 clusters Score: Raw -86561531.643017 + Penalty 68161.391939 = -86493370.251078 nChanged 220 Iteration 216Q (4594.176398 sec): 32 clusters Score: Raw -86561543.757376 + Penalty 68161.391939 = -86493382.365437 nChanged 231 Iteration 217Q (4600.673306 sec): 32 clusters Score: Raw -86561556.276285 + Penalty 68161.391939 = -86493394.884346 nChanged 220 Iteration 218Q (4607.744921 sec): 32 clusters Score: Raw -86561568.059008 + Penalty 68161.391939 = -86493406.667069 nChanged 235 Writing temp clu file Because OldScore, -86493394.884346, is greater than current (better) Score,-86493406.667069 Compute initial score before splitting: Score: Raw -86561568.059008 + Penalty 68161.391939 = -86493406.667069 Trying to split cluster 1 (12179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4607.936594 sec): 2 clusters Score: Raw -1447568.921771 + Penalty 1528.713621 = -1446040.208150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4607.998423 sec): 3 clusters Score: Raw -1440558.726232 + Penalty 3057.427242 = -1437501.298990 nChanged 5377 SP:Iteration 1F (4608.066148 sec): 3 clusters Score: Raw -1443670.853839 + Penalty 3057.427242 = -1440613.426597 nChanged 837 SP:Iteration 2F (4608.134410 sec): 3 clusters Score: Raw -1444112.754293 + Penalty 3057.427242 = -1441055.327051 nChanged 743 SP:Iteration 3F (4608.186679 sec): 3 clusters Score: Raw -1444487.787431 + Penalty 3057.427242 = -1441430.360190 nChanged 699 SP:Iteration 4F (4608.253721 sec): 3 clusters Score: Raw -1444840.216854 + Penalty 3057.427242 = -1441782.789613 nChanged 661 SP:Iteration 5F (4608.314349 sec): 3 clusters Score: Raw -1445201.079783 + Penalty 3057.427242 = -1442143.652542 nChanged 651 SP:Iteration 6F (4608.369871 sec): 3 clusters Score: Raw -1445598.993381 + Penalty 3057.427242 = -1442541.566139 nChanged 657 SP:Iteration 7F (4608.436945 sec): 3 clusters Score: Raw -1446020.775709 + Penalty 3057.427242 = -1442963.348468 nChanged 589 SP:Iteration 8Q (4608.504017 sec): 3 clusters Score: Raw -1446439.031516 + Penalty 3057.427242 = -1443381.604275 nChanged 478 SP:Iteration 9Q (4608.572220 sec): 3 clusters Score: Raw -1446821.934397 + Penalty 3057.427242 = -1443764.507155 nChanged 397 SP:Iteration 10Q (4608.640715 sec): 3 clusters Score: Raw -1447163.607854 + Penalty 3057.427242 = -1444106.180612 nChanged 321 SP:Iteration 11Q (4608.707477 sec): 3 clusters Score: Raw -1447398.069689 + Penalty 3057.427242 = -1444340.642448 nChanged 247 SP:Iteration 12Q (4608.773504 sec): 3 clusters Score: Raw -1447542.053559 + Penalty 3057.427242 = -1444484.626317 nChanged 182 SP:Iteration 13Q (4608.850433 sec): 3 clusters Score: Raw -1447646.605528 + Penalty 3057.427242 = -1444589.178286 nChanged 161 SP:Iteration 14Q (4608.903557 sec): 3 clusters Score: Raw -1447728.432409 + Penalty 3057.427242 = -1444671.005168 nChanged 117 SP:Iteration 15Q (4608.968462 sec): 3 clusters Score: Raw -1447776.964866 + Penalty 3057.427242 = -1444719.537624 nChanged 99 SP:Iteration 16Q (4609.029158 sec): 3 clusters Score: Raw -1447817.626387 + Penalty 3057.427242 = -1444760.199146 nChanged 88 SP:Iteration 17Q (4609.090220 sec): 3 clusters Score: Raw -1447853.326183 + Penalty 3057.427242 = -1444795.898941 nChanged 92 SP:Iteration 18Q (4609.144759 sec): 3 clusters Score: Raw -1447891.159315 + Penalty 3057.427242 = -1444833.732073 nChanged 87 SP:Iteration 19Q (4609.197361 sec): 3 clusters Score: Raw -1447923.621151 + Penalty 3057.427242 = -1444866.193909 nChanged 77 SP:Iteration 20F (4609.254670 sec): 3 clusters Score: Raw -1447951.627296 + Penalty 3057.427242 = -1444894.200054 nChanged 55 SP:Iteration 21Q (4609.313674 sec): 3 clusters Score: Raw -1447968.103162 + Penalty 3057.427242 = -1444910.675921 nChanged 49 SP:Iteration 22Q (4609.381989 sec): 3 clusters Score: Raw -1447984.962311 + Penalty 3057.427242 = -1444927.535069 nChanged 44 SP:Iteration 23Q (4609.417713 sec): 3 clusters Score: Raw -1447999.301491 + Penalty 3057.427242 = -1444941.874249 nChanged 31 SP:Iteration 24Q (4609.475472 sec): 3 clusters Score: Raw -1448007.278300 + Penalty 3057.427242 = -1444949.851058 nChanged 24 SP:Iteration 25Q (4609.540914 sec): 3 clusters Score: Raw -1448013.082370 + Penalty 3057.427242 = -1444955.655128 nChanged 20 SP:Iteration 26Q (4609.587622 sec): 3 clusters Score: Raw -1448017.315933 + Penalty 3057.427242 = -1444959.888691 nChanged 17 SP:Iteration 27Q (4609.644641 sec): 3 clusters Score: Raw -1448020.912003 + Penalty 3057.427242 = -1444963.484761 nChanged 15 SP:Iteration 28Q (4609.701116 sec): 3 clusters Score: Raw -1448023.929658 + Penalty 3057.427242 = -1444966.502416 nChanged 6 SP:Iteration 29Q (4609.767892 sec): 3 clusters Score: Raw -1448025.215252 + Penalty 3057.427242 = -1444967.788010 nChanged 5 SP:Iteration 30Q (4609.823730 sec): 3 clusters Score: Raw -1448026.212837 + Penalty 3057.427242 = -1444968.785596 nChanged 4 SP:Iteration 31Q (4609.880108 sec): 3 clusters Score: Raw -1448026.695001 + Penalty 3057.427242 = -1444969.267759 nChanged 7 SP:Iteration 32Q (4609.936296 sec): 3 clusters Score: Raw -1448027.662270 + Penalty 3057.427242 = -1444970.235028 nChanged 6 SP:Iteration 33Q (4609.985645 sec): 3 clusters Score: Raw -1448028.795287 + Penalty 3057.427242 = -1444971.368045 nChanged 7 SP:Iteration 34Q (4610.043559 sec): 3 clusters Score: Raw -1448030.442802 + Penalty 3057.427242 = -1444973.015561 nChanged 7 SP:Iteration 35Q (4610.092030 sec): 3 clusters Score: Raw -1448032.428186 + Penalty 3057.427242 = -1444975.000944 nChanged 9 SP:Iteration 36Q (4610.147361 sec): 3 clusters Score: Raw -1448034.162572 + Penalty 3057.427242 = -1444976.735330 nChanged 10 SP:Iteration 37Q (4610.204258 sec): 3 clusters Score: Raw -1448036.619559 + Penalty 3057.427242 = -1444979.192317 nChanged 9 SP:Iteration 38Q (4610.261146 sec): 3 clusters Score: Raw -1448038.179148 + Penalty 3057.427242 = -1444980.751907 nChanged 5 SP:Iteration 39Q (4610.327337 sec): 3 clusters Score: Raw -1448039.153343 + Penalty 3057.427242 = -1444981.726101 nChanged 6 SP:Iteration 40F (4610.377078 sec): 3 clusters Score: Raw -1448040.438737 + Penalty 3057.427242 = -1444983.011496 nChanged 5 SP:Iteration 41Q (4610.443364 sec): 3 clusters Score: Raw -1448041.437423 + Penalty 3057.427242 = -1444984.010181 nChanged 3 SP:Iteration 42Q (4610.490040 sec): 3 clusters Score: Raw -1448041.849339 + Penalty 3057.427242 = -1444984.422098 nChanged 2 SP:Iteration 43Q (4610.555718 sec): 3 clusters Score: Raw -1448042.359660 + Penalty 3057.427242 = -1444984.932418 nChanged 2 SP:Iteration 44Q (4610.602460 sec): 3 clusters Score: Raw -1448043.101647 + Penalty 3057.427242 = -1444985.674405 nChanged 4 SP:Iteration 45Q (4610.666550 sec): 3 clusters Score: Raw -1448043.946389 + Penalty 3057.427242 = -1444986.519147 nChanged 3 SP:Iteration 46Q (4610.706714 sec): 3 clusters Score: Raw -1448044.461627 + Penalty 3057.427242 = -1444987.034385 nChanged 3 SP:Iteration 47Q (4610.759774 sec): 3 clusters Score: Raw -1448044.924944 + Penalty 3057.427242 = -1444987.497702 nChanged 3 SP:Iteration 48Q (4610.811920 sec): 3 clusters Score: Raw -1448045.350618 + Penalty 3057.427242 = -1444987.923376 nChanged 3 SP:Iteration 49Q (4610.864452 sec): 3 clusters Score: Raw -1448045.782506 + Penalty 3057.427242 = -1444988.355264 nChanged 2 SP:Iteration 50Q (4610.925031 sec): 3 clusters Score: Raw -1448046.501078 + Penalty 3057.427242 = -1444989.073836 nChanged 2 SP:Iteration 51Q (4610.972561 sec): 3 clusters Score: Raw -1448047.190876 + Penalty 3057.427242 = -1444989.763635 nChanged 3 SP:Iteration 52Q (4611.031919 sec): 3 clusters Score: Raw -1448047.524473 + Penalty 3057.427242 = -1444990.097232 nChanged 3 SP:Iteration 53Q (4611.089751 sec): 3 clusters Score: Raw -1448047.812548 + Penalty 3057.427242 = -1444990.385306 nChanged 2 SP:Iteration 54Q (4611.151747 sec): 3 clusters Score: Raw -1448048.005969 + Penalty 3057.427242 = -1444990.578728 nChanged 1 SP:Iteration 55Q (4611.199352 sec): 3 clusters Score: Raw -1448048.047290 + Penalty 3057.427242 = -1444990.620049 nChanged 0 SP:Iteration 56F (4611.255861 sec): 3 clusters Score: Raw -1448048.047290 + Penalty 3057.427242 = -1444990.620049 nChanged 0 Trying to split cluster 2 (10047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4611.296492 sec): 2 clusters Score: Raw -1148700.628542 + Penalty 1497.442271 = -1147203.186271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4611.343441 sec): 3 clusters Score: Raw -1142971.789689 + Penalty 2994.884542 = -1139976.905146 nChanged 4308 SP:Iteration 1F (4611.398984 sec): 3 clusters Score: Raw -1145511.684806 + Penalty 2994.884542 = -1142516.800263 nChanged 674 SP:Iteration 2F (4611.448239 sec): 3 clusters Score: Raw -1145867.941765 + Penalty 2994.884542 = -1142873.057223 nChanged 602 SP:Iteration 3F (4611.508778 sec): 3 clusters Score: Raw -1146209.504315 + Penalty 2994.884542 = -1143214.619772 nChanged 543 SP:Iteration 4F (4611.557280 sec): 3 clusters Score: Raw -1146519.005018 + Penalty 2994.884542 = -1143524.120475 nChanged 507 SP:Iteration 5F (4611.616331 sec): 3 clusters Score: Raw -1146801.735079 + Penalty 2994.884542 = -1143806.850537 nChanged 475 SP:Iteration 6Q (4611.675902 sec): 3 clusters Score: Raw -1147048.688673 + Penalty 2994.884542 = -1144053.804130 nChanged 404 SP:Iteration 7Q (4611.730537 sec): 3 clusters Score: Raw -1147234.691044 + Penalty 2994.884542 = -1144239.806502 nChanged 352 SP:Iteration 8Q (4611.789695 sec): 3 clusters Score: Raw -1147392.315189 + Penalty 2994.884542 = -1144397.430646 nChanged 301 SP:Iteration 9Q (4611.848162 sec): 3 clusters Score: Raw -1147525.163551 + Penalty 2994.884542 = -1144530.279009 nChanged 270 SP:Iteration 10Q (4611.916243 sec): 3 clusters Score: Raw -1147634.060863 + Penalty 2994.884542 = -1144639.176321 nChanged 250 SP:Iteration 11Q (4611.974244 sec): 3 clusters Score: Raw -1147744.090717 + Penalty 2994.884542 = -1144749.206174 nChanged 226 SP:Iteration 12Q (4612.022308 sec): 3 clusters Score: Raw -1147834.687594 + Penalty 2994.884542 = -1144839.803051 nChanged 204 SP:Iteration 13Q (4612.080461 sec): 3 clusters Score: Raw -1147923.339824 + Penalty 2994.884542 = -1144928.455282 nChanged 167 SP:Iteration 14Q (4612.149561 sec): 3 clusters Score: Raw -1147987.080653 + Penalty 2994.884542 = -1144992.196111 nChanged 144 SP:Iteration 15Q (4612.208084 sec): 3 clusters Score: Raw -1148038.279190 + Penalty 2994.884542 = -1145043.394647 nChanged 125 SP:Iteration 16Q (4612.257516 sec): 3 clusters Score: Raw -1148088.744923 + Penalty 2994.884542 = -1145093.860381 nChanged 125 SP:Iteration 17Q (4612.313088 sec): 3 clusters Score: Raw -1148138.850751 + Penalty 2994.884542 = -1145143.966208 nChanged 124 SP:Iteration 18Q (4612.365272 sec): 3 clusters Score: Raw -1148177.211761 + Penalty 2994.884542 = -1145182.327219 nChanged 107 SP:Iteration 19Q (4612.428484 sec): 3 clusters Score: Raw -1148209.014945 + Penalty 2994.884542 = -1145214.130403 nChanged 95 SP:Iteration 20F (4612.492841 sec): 3 clusters Score: Raw -1148236.068191 + Penalty 2994.884542 = -1145241.183648 nChanged 87 SP:Iteration 21Q (4612.555635 sec): 3 clusters Score: Raw -1148260.753608 + Penalty 2994.884542 = -1145265.869065 nChanged 87 SP:Iteration 22Q (4612.618481 sec): 3 clusters Score: Raw -1148286.322317 + Penalty 2994.884542 = -1145291.437775 nChanged 86 SP:Iteration 23Q (4612.684038 sec): 3 clusters Score: Raw -1148309.759291 + Penalty 2994.884542 = -1145314.874748 nChanged 78 SP:Iteration 24Q (4612.732262 sec): 3 clusters Score: Raw -1148329.807031 + Penalty 2994.884542 = -1145334.922488 nChanged 80 SP:Iteration 25Q (4612.790313 sec): 3 clusters Score: Raw -1148353.369122 + Penalty 2994.884542 = -1145358.484579 nChanged 77 SP:Iteration 26Q (4612.852273 sec): 3 clusters Score: Raw -1148375.713111 + Penalty 2994.884542 = -1145380.828569 nChanged 78 SP:Iteration 27Q (4612.910283 sec): 3 clusters Score: Raw -1148401.549702 + Penalty 2994.884542 = -1145406.665159 nChanged 78 SP:Iteration 28Q (4612.973197 sec): 3 clusters Score: Raw -1148426.351208 + Penalty 2994.884542 = -1145431.466665 nChanged 73 SP:Iteration 29Q (4613.035778 sec): 3 clusters Score: Raw -1148450.345168 + Penalty 2994.884542 = -1145455.460626 nChanged 65 SP:Iteration 30Q (4613.091879 sec): 3 clusters Score: Raw -1148469.450166 + Penalty 2994.884542 = -1145474.565623 nChanged 53 SP:Iteration 31Q (4613.151141 sec): 3 clusters Score: Raw -1148485.773946 + Penalty 2994.884542 = -1145490.889403 nChanged 63 SP:Iteration 32Q (4613.213465 sec): 3 clusters Score: Raw -1148505.872996 + Penalty 2994.884542 = -1145510.988454 nChanged 66 SP:Iteration 33Q (4613.272322 sec): 3 clusters Score: Raw -1148527.583058 + Penalty 2994.884542 = -1145532.698515 nChanged 62 SP:Iteration 34Q (4613.333503 sec): 3 clusters Score: Raw -1148548.035073 + Penalty 2994.884542 = -1145553.150531 nChanged 65 SP:Iteration 35Q (4613.395631 sec): 3 clusters Score: Raw -1148567.301020 + Penalty 2994.884542 = -1145572.416478 nChanged 55 SP:Iteration 36Q (4613.456693 sec): 3 clusters Score: Raw -1148582.793338 + Penalty 2994.884542 = -1145587.908796 nChanged 49 SP:Iteration 37Q (4613.515031 sec): 3 clusters Score: Raw -1148598.491813 + Penalty 2994.884542 = -1145603.607270 nChanged 53 SP:Iteration 38Q (4613.576588 sec): 3 clusters Score: Raw -1148615.271027 + Penalty 2994.884542 = -1145620.386484 nChanged 58 SP:Iteration 39Q (4613.638317 sec): 3 clusters Score: Raw -1148634.094622 + Penalty 2994.884542 = -1145639.210079 nChanged 58 SP:Iteration 40F (4613.700936 sec): 3 clusters Score: Raw -1148652.106069 + Penalty 2994.884542 = -1145657.221526 nChanged 55 SP:Iteration 41Q (4613.762756 sec): 3 clusters Score: Raw -1148669.953428 + Penalty 2994.884542 = -1145675.068886 nChanged 62 SP:Iteration 42Q (4613.817896 sec): 3 clusters Score: Raw -1148687.504479 + Penalty 2994.884542 = -1145692.619936 nChanged 57 SP:Iteration 43Q (4613.880756 sec): 3 clusters Score: Raw -1148706.884365 + Penalty 2994.884542 = -1145711.999823 nChanged 61 SP:Iteration 44Q (4613.942373 sec): 3 clusters Score: Raw -1148727.756571 + Penalty 2994.884542 = -1145732.872029 nChanged 62 SP:Iteration 45Q (4613.994131 sec): 3 clusters Score: Raw -1148750.870952 + Penalty 2994.884542 = -1145755.986410 nChanged 60 SP:Iteration 46Q (4614.062666 sec): 3 clusters Score: Raw -1148772.406422 + Penalty 2994.884542 = -1145777.521879 nChanged 56 SP:Iteration 47Q (4614.112343 sec): 3 clusters Score: Raw -1148797.591877 + Penalty 2994.884542 = -1145802.707334 nChanged 49 SP:Iteration 48Q (4614.174875 sec): 3 clusters Score: Raw -1148815.227783 + Penalty 2994.884542 = -1145820.343240 nChanged 50 SP:Iteration 49Q (4614.237392 sec): 3 clusters Score: Raw -1148837.964060 + Penalty 2994.884542 = -1145843.079517 nChanged 45 SP:Iteration 50Q (4614.309526 sec): 3 clusters Score: Raw -1148855.979413 + Penalty 2994.884542 = -1145861.094871 nChanged 43 SP:Iteration 51Q (4614.358787 sec): 3 clusters Score: Raw -1148873.560239 + Penalty 2994.884542 = -1145878.675697 nChanged 40 SP:Iteration 52Q (4614.420564 sec): 3 clusters Score: Raw -1148891.758313 + Penalty 2994.884542 = -1145896.873771 nChanged 52 SP:Iteration 53Q (4614.481513 sec): 3 clusters Score: Raw -1148914.218981 + Penalty 2994.884542 = -1145919.334439 nChanged 42 SP:Iteration 54Q (4614.541603 sec): 3 clusters Score: Raw -1148931.307144 + Penalty 2994.884542 = -1145936.422601 nChanged 33 SP:Iteration 55Q (4614.601496 sec): 3 clusters Score: Raw -1148947.622010 + Penalty 2994.884542 = -1145952.737468 nChanged 39 SP:Iteration 56Q (4614.661900 sec): 3 clusters Score: Raw -1148962.047892 + Penalty 2994.884542 = -1145967.163349 nChanged 24 SP:Iteration 57Q (4614.721648 sec): 3 clusters Score: Raw -1148969.515727 + Penalty 2994.884542 = -1145974.631185 nChanged 17 SP:Iteration 58Q (4614.772074 sec): 3 clusters Score: Raw -1148977.302933 + Penalty 2994.884542 = -1145982.418390 nChanged 17 SP:Iteration 59Q (4614.832746 sec): 3 clusters Score: Raw -1148984.071739 + Penalty 2994.884542 = -1145989.187196 nChanged 18 SP:Iteration 60F (4614.893272 sec): 3 clusters Score: Raw -1148992.446598 + Penalty 2994.884542 = -1145997.562056 nChanged 21 SP:Iteration 61Q (4614.953488 sec): 3 clusters Score: Raw -1149000.444810 + Penalty 2994.884542 = -1146005.560267 nChanged 17 SP:Iteration 62Q (4615.002148 sec): 3 clusters Score: Raw -1149006.590765 + Penalty 2994.884542 = -1146011.706223 nChanged 11 SP:Iteration 63Q (4615.061091 sec): 3 clusters Score: Raw -1149010.837984 + Penalty 2994.884542 = -1146015.953441 nChanged 13 SP:Iteration 64Q (4615.121689 sec): 3 clusters Score: Raw -1149015.093094 + Penalty 2994.884542 = -1146020.208551 nChanged 14 SP:Iteration 65Q (4615.182291 sec): 3 clusters Score: Raw -1149021.401485 + Penalty 2994.884542 = -1146026.516943 nChanged 16 SP:Iteration 66Q (4615.242700 sec): 3 clusters Score: Raw -1149027.255510 + Penalty 2994.884542 = -1146032.370967 nChanged 14 SP:Iteration 67Q (4615.293393 sec): 3 clusters Score: Raw -1149033.412665 + Penalty 2994.884542 = -1146038.528122 nChanged 16 SP:Iteration 68Q (4615.354079 sec): 3 clusters Score: Raw -1149039.177391 + Penalty 2994.884542 = -1146044.292849 nChanged 11 SP:Iteration 69Q (4615.413344 sec): 3 clusters Score: Raw -1149043.406347 + Penalty 2994.884542 = -1146048.521804 nChanged 15 SP:Iteration 70Q (4615.473927 sec): 3 clusters Score: Raw -1149047.905331 + Penalty 2994.884542 = -1146053.020788 nChanged 10 SP:Iteration 71Q (4615.545837 sec): 3 clusters Score: Raw -1149051.889425 + Penalty 2994.884542 = -1146057.004883 nChanged 12 SP:Iteration 72Q (4615.594335 sec): 3 clusters Score: Raw -1149054.330086 + Penalty 2994.884542 = -1146059.445543 nChanged 7 SP:Iteration 73Q (4615.654663 sec): 3 clusters Score: Raw -1149055.852187 + Penalty 2994.884542 = -1146060.967644 nChanged 2 SP:Iteration 74Q (4615.709971 sec): 3 clusters Score: Raw -1149056.604111 + Penalty 2994.884542 = -1146061.719568 nChanged 2 SP:Iteration 75Q (4615.768493 sec): 3 clusters Score: Raw -1149056.825861 + Penalty 2994.884542 = -1146061.941319 nChanged 0 SP:Iteration 76F (4615.831834 sec): 3 clusters Score: Raw -1149056.825861 + Penalty 2994.884542 = -1146061.941319 nChanged 0 Trying to split cluster 3 (17496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4615.875902 sec): 2 clusters Score: Raw -2048847.071402 + Penalty 1587.580729 = -2047259.490673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4615.944842 sec): 3 clusters Score: Raw -2038427.294586 + Penalty 3175.161458 = -2035252.133128 nChanged 7907 SP:Iteration 1F (4616.020525 sec): 3 clusters Score: Raw -2042970.157235 + Penalty 3175.161458 = -2039794.995778 nChanged 1364 SP:Iteration 2F (4616.088879 sec): 3 clusters Score: Raw -2043885.903607 + Penalty 3175.161458 = -2040710.742149 nChanged 1507 SP:Iteration 3F (4616.157108 sec): 3 clusters Score: Raw -2045038.595029 + Penalty 3175.161458 = -2041863.433571 nChanged 1462 SP:Iteration 4F (4616.231750 sec): 3 clusters Score: Raw -2046112.410660 + Penalty 3175.161458 = -2042937.249202 nChanged 1157 SP:Iteration 5F (4616.303362 sec): 3 clusters Score: Raw -2046889.374324 + Penalty 3175.161458 = -2043714.212866 nChanged 932 SP:Iteration 6F (4616.379500 sec): 3 clusters Score: Raw -2047440.842556 + Penalty 3175.161458 = -2044265.681099 nChanged 672 SP:Iteration 7Q (4616.448039 sec): 3 clusters Score: Raw -2047812.216069 + Penalty 3175.161458 = -2044637.054611 nChanged 547 SP:Iteration 8Q (4616.522539 sec): 3 clusters Score: Raw -2048113.817922 + Penalty 3175.161458 = -2044938.656464 nChanged 435 SP:Iteration 9Q (4616.599278 sec): 3 clusters Score: Raw -2048319.018680 + Penalty 3175.161458 = -2045143.857222 nChanged 309 SP:Iteration 10Q (4616.674262 sec): 3 clusters Score: Raw -2048464.811435 + Penalty 3175.161458 = -2045289.649977 nChanged 276 SP:Iteration 11Q (4616.761790 sec): 3 clusters Score: Raw -2048608.057839 + Penalty 3175.161458 = -2045432.896381 nChanged 245 SP:Iteration 12Q (4616.837186 sec): 3 clusters Score: Raw -2048728.212976 + Penalty 3175.161458 = -2045553.051518 nChanged 193 SP:Iteration 13Q (4616.912805 sec): 3 clusters Score: Raw -2048813.590699 + Penalty 3175.161458 = -2045638.429241 nChanged 162 SP:Iteration 14Q (4616.980719 sec): 3 clusters Score: Raw -2048880.128338 + Penalty 3175.161458 = -2045704.966880 nChanged 111 SP:Iteration 15Q (4617.055567 sec): 3 clusters Score: Raw -2048924.192112 + Penalty 3175.161458 = -2045749.030655 nChanged 99 SP:Iteration 16Q (4617.134203 sec): 3 clusters Score: Raw -2048965.532001 + Penalty 3175.161458 = -2045790.370544 nChanged 85 SP:Iteration 17Q (4617.201885 sec): 3 clusters Score: Raw -2048998.021291 + Penalty 3175.161458 = -2045822.859833 nChanged 70 SP:Iteration 18Q (4617.278164 sec): 3 clusters Score: Raw -2049027.787655 + Penalty 3175.161458 = -2045852.626198 nChanged 65 SP:Iteration 19Q (4617.345498 sec): 3 clusters Score: Raw -2049056.983345 + Penalty 3175.161458 = -2045881.821887 nChanged 50 SP:Iteration 20F (4617.422781 sec): 3 clusters Score: Raw -2049080.396928 + Penalty 3175.161458 = -2045905.235470 nChanged 45 SP:Iteration 21Q (4617.494284 sec): 3 clusters Score: Raw -2049101.251731 + Penalty 3175.161458 = -2045926.090273 nChanged 35 SP:Iteration 22Q (4617.570264 sec): 3 clusters Score: Raw -2049113.802936 + Penalty 3175.161458 = -2045938.641478 nChanged 27 SP:Iteration 23Q (4617.645196 sec): 3 clusters Score: Raw -2049123.018130 + Penalty 3175.161458 = -2045947.856672 nChanged 24 SP:Iteration 24Q (4617.711787 sec): 3 clusters Score: Raw -2049131.183765 + Penalty 3175.161458 = -2045956.022307 nChanged 19 SP:Iteration 25Q (4617.778442 sec): 3 clusters Score: Raw -2049137.562926 + Penalty 3175.161458 = -2045962.401468 nChanged 18 SP:Iteration 26Q (4617.848929 sec): 3 clusters Score: Raw -2049143.647619 + Penalty 3175.161458 = -2045968.486161 nChanged 11 SP:Iteration 27Q (4617.919150 sec): 3 clusters Score: Raw -2049148.377269 + Penalty 3175.161458 = -2045973.215812 nChanged 16 SP:Iteration 28Q (4617.997925 sec): 3 clusters Score: Raw -2049155.116105 + Penalty 3175.161458 = -2045979.954648 nChanged 19 SP:Iteration 29Q (4618.068388 sec): 3 clusters Score: Raw -2049160.393597 + Penalty 3175.161458 = -2045985.232140 nChanged 7 SP:Iteration 30Q (4618.137153 sec): 3 clusters Score: Raw -2049162.417668 + Penalty 3175.161458 = -2045987.256210 nChanged 9 SP:Iteration 31Q (4618.212510 sec): 3 clusters Score: Raw -2049165.144131 + Penalty 3175.161458 = -2045989.982673 nChanged 6 SP:Iteration 32Q (4618.282241 sec): 3 clusters Score: Raw -2049167.584655 + Penalty 3175.161458 = -2045992.423197 nChanged 8 SP:Iteration 33Q (4618.359070 sec): 3 clusters Score: Raw -2049171.012397 + Penalty 3175.161458 = -2045995.850940 nChanged 12 SP:Iteration 34Q (4618.425265 sec): 3 clusters Score: Raw -2049174.282092 + Penalty 3175.161458 = -2045999.120634 nChanged 9 SP:Iteration 35Q (4618.486289 sec): 3 clusters Score: Raw -2049175.813346 + Penalty 3175.161458 = -2046000.651888 nChanged 5 SP:Iteration 36Q (4618.553411 sec): 3 clusters Score: Raw -2049177.532420 + Penalty 3175.161458 = -2046002.370962 nChanged 5 SP:Iteration 37Q (4618.616454 sec): 3 clusters Score: Raw -2049180.915978 + Penalty 3175.161458 = -2046005.754521 nChanged 11 SP:Iteration 38Q (4618.677977 sec): 3 clusters Score: Raw -2049184.990572 + Penalty 3175.161458 = -2046009.829114 nChanged 5 SP:Iteration 39Q (4618.749487 sec): 3 clusters Score: Raw -2049186.832722 + Penalty 3175.161458 = -2046011.671264 nChanged 4 SP:Iteration 40F (4618.811168 sec): 3 clusters Score: Raw -2049189.290215 + Penalty 3175.161458 = -2046014.128757 nChanged 6 SP:Iteration 41Q (4618.870440 sec): 3 clusters Score: Raw -2049191.842306 + Penalty 3175.161458 = -2046016.680849 nChanged 12 SP:Iteration 42Q (4618.929160 sec): 3 clusters Score: Raw -2049196.215280 + Penalty 3175.161458 = -2046021.053823 nChanged 6 SP:Iteration 43Q (4618.988178 sec): 3 clusters Score: Raw -2049198.613541 + Penalty 3175.161458 = -2046023.452084 nChanged 7 SP:Iteration 44Q (4619.040068 sec): 3 clusters Score: Raw -2049201.346409 + Penalty 3175.161458 = -2046026.184952 nChanged 7 SP:Iteration 45Q (4619.106476 sec): 3 clusters Score: Raw -2049205.320132 + Penalty 3175.161458 = -2046030.158674 nChanged 9 SP:Iteration 46Q (4619.164864 sec): 3 clusters Score: Raw -2049208.633571 + Penalty 3175.161458 = -2046033.472113 nChanged 7 SP:Iteration 47Q (4619.220494 sec): 3 clusters Score: Raw -2049214.132095 + Penalty 3175.161458 = -2046038.970637 nChanged 10 SP:Iteration 48Q (4619.283084 sec): 3 clusters Score: Raw -2049219.587686 + Penalty 3175.161458 = -2046044.426228 nChanged 10 SP:Iteration 49Q (4619.340850 sec): 3 clusters Score: Raw -2049225.061195 + Penalty 3175.161458 = -2046049.899738 nChanged 12 SP:Iteration 50Q (4619.411418 sec): 3 clusters Score: Raw -2049231.537879 + Penalty 3175.161458 = -2046056.376421 nChanged 8 SP:Iteration 51Q (4619.486282 sec): 3 clusters Score: Raw -2049234.995929 + Penalty 3175.161458 = -2046059.834471 nChanged 6 SP:Iteration 52Q (4619.558674 sec): 3 clusters Score: Raw -2049237.885344 + Penalty 3175.161458 = -2046062.723886 nChanged 8 SP:Iteration 53Q (4619.633079 sec): 3 clusters Score: Raw -2049244.006931 + Penalty 3175.161458 = -2046068.845473 nChanged 14 SP:Iteration 54Q (4619.705555 sec): 3 clusters Score: Raw -2049252.156302 + Penalty 3175.161458 = -2046076.994844 nChanged 11 SP:Iteration 55Q (4619.773055 sec): 3 clusters Score: Raw -2049260.664525 + Penalty 3175.161458 = -2046085.503067 nChanged 11 SP:Iteration 56Q (4619.845535 sec): 3 clusters Score: Raw -2049268.441158 + Penalty 3175.161458 = -2046093.279700 nChanged 12 SP:Iteration 57Q (4619.919264 sec): 3 clusters Score: Raw -2049274.913038 + Penalty 3175.161458 = -2046099.751580 nChanged 9 SP:Iteration 58Q (4619.984122 sec): 3 clusters Score: Raw -2049279.663610 + Penalty 3175.161458 = -2046104.502152 nChanged 11 SP:Iteration 59Q (4620.056308 sec): 3 clusters Score: Raw -2049287.490137 + Penalty 3175.161458 = -2046112.328679 nChanged 14 SP:Iteration 60F (4620.133820 sec): 3 clusters Score: Raw -2049300.930698 + Penalty 3175.161458 = -2046125.769240 nChanged 11 SP:Iteration 61Q (4620.194420 sec): 3 clusters Score: Raw -2049308.354944 + Penalty 3175.161458 = -2046133.193486 nChanged 15 SP:Iteration 62Q (4620.264402 sec): 3 clusters Score: Raw -2049314.790166 + Penalty 3175.161458 = -2046139.628708 nChanged 9 SP:Iteration 63Q (4620.335970 sec): 3 clusters Score: Raw -2049320.839492 + Penalty 3175.161458 = -2046145.678034 nChanged 9 SP:Iteration 64Q (4620.399143 sec): 3 clusters Score: Raw -2049326.591947 + Penalty 3175.161458 = -2046151.430489 nChanged 7 SP:Iteration 65Q (4620.475998 sec): 3 clusters Score: Raw -2049330.786377 + Penalty 3175.161458 = -2046155.624919 nChanged 8 SP:Iteration 66Q (4620.539413 sec): 3 clusters Score: Raw -2049335.609366 + Penalty 3175.161458 = -2046160.447908 nChanged 7 SP:Iteration 67Q (4620.593634 sec): 3 clusters Score: Raw -2049338.437710 + Penalty 3175.161458 = -2046163.276252 nChanged 6 SP:Iteration 68Q (4620.672508 sec): 3 clusters Score: Raw -2049340.817222 + Penalty 3175.161458 = -2046165.655764 nChanged 4 SP:Iteration 69Q (4620.738046 sec): 3 clusters Score: Raw -2049343.870700 + Penalty 3175.161458 = -2046168.709243 nChanged 5 SP:Iteration 70Q (4620.801531 sec): 3 clusters Score: Raw -2049347.033726 + Penalty 3175.161458 = -2046171.872268 nChanged 7 SP:Iteration 71Q (4620.881824 sec): 3 clusters Score: Raw -2049350.568603 + Penalty 3175.161458 = -2046175.407145 nChanged 6 SP:Iteration 72Q (4620.935975 sec): 3 clusters Score: Raw -2049354.039201 + Penalty 3175.161458 = -2046178.877744 nChanged 4 SP:Iteration 73Q (4620.996401 sec): 3 clusters Score: Raw -2049355.622413 + Penalty 3175.161458 = -2046180.460956 nChanged 3 SP:Iteration 74Q (4621.056789 sec): 3 clusters Score: Raw -2049357.651948 + Penalty 3175.161458 = -2046182.490490 nChanged 2 SP:Iteration 75Q (4621.129892 sec): 3 clusters Score: Raw -2049359.241298 + Penalty 3175.161458 = -2046184.079840 nChanged 5 SP:Iteration 76Q (4621.197904 sec): 3 clusters Score: Raw -2049361.812103 + Penalty 3175.161458 = -2046186.650645 nChanged 6 SP:Iteration 77Q (4621.271876 sec): 3 clusters Score: Raw -2049364.169282 + Penalty 3175.161458 = -2046189.007825 nChanged 2 SP:Iteration 78Q (4621.344265 sec): 3 clusters Score: Raw -2049365.162869 + Penalty 3175.161458 = -2046190.001411 nChanged 1 SP:Iteration 79Q (4621.419630 sec): 3 clusters Score: Raw -2049365.368452 + Penalty 3175.161458 = -2046190.206995 nChanged 3 SP:Iteration 80F (4621.494514 sec): 3 clusters Score: Raw -2049366.895535 + Penalty 3175.161458 = -2046191.734077 nChanged 1 SP:Iteration 81Q (4621.567918 sec): 3 clusters Score: Raw -2049367.406929 + Penalty 3175.161458 = -2046192.245471 nChanged 1 SP:Iteration 82Q (4621.649316 sec): 3 clusters Score: Raw -2049367.723602 + Penalty 3175.161458 = -2046192.562144 nChanged 1 SP:Iteration 83Q (4621.702659 sec): 3 clusters Score: Raw -2049368.057610 + Penalty 3175.161458 = -2046192.896152 nChanged 0 SP:Iteration 84F (4621.771874 sec): 3 clusters Score: Raw -2049368.057610 + Penalty 3175.161458 = -2046192.896152 nChanged 0 Trying to split cluster 4 (9684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4621.811097 sec): 2 clusters Score: Raw -1215116.283779 + Penalty 1491.462427 = -1213624.821352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4621.854904 sec): 3 clusters Score: Raw -1209563.012292 + Penalty 2982.924853 = -1206580.087438 nChanged 4220 SP:Iteration 1F (4621.922667 sec): 3 clusters Score: Raw -1211773.900301 + Penalty 2982.924853 = -1208790.975448 nChanged 582 SP:Iteration 2F (4621.972546 sec): 3 clusters Score: Raw -1212003.861229 + Penalty 2982.924853 = -1209020.936375 nChanged 449 SP:Iteration 3Q (4622.037935 sec): 3 clusters Score: Raw -1212197.329343 + Penalty 2982.924853 = -1209214.404490 nChanged 441 SP:Iteration 4Q (4622.096047 sec): 3 clusters Score: Raw -1212390.431385 + Penalty 2982.924853 = -1209407.506532 nChanged 412 SP:Iteration 5Q (4622.161492 sec): 3 clusters Score: Raw -1212600.828874 + Penalty 2982.924853 = -1209617.904021 nChanged 422 SP:Iteration 6Q (4622.198018 sec): 3 clusters Score: Raw -1212832.678468 + Penalty 2982.924853 = -1209849.753615 nChanged 454 SP:Iteration 7Q (4622.252842 sec): 3 clusters Score: Raw -1213117.557598 + Penalty 2982.924853 = -1210134.632744 nChanged 501 SP:Iteration 8F (4622.298368 sec): 3 clusters Score: Raw -1213476.717397 + Penalty 2982.924853 = -1210493.792544 nChanged 495 SP:Iteration 9F (4622.346256 sec): 3 clusters Score: Raw -1213874.088741 + Penalty 2982.924853 = -1210891.163888 nChanged 466 SP:Iteration 10Q (4622.398665 sec): 3 clusters Score: Raw -1214291.515392 + Penalty 2982.924853 = -1211308.590538 nChanged 372 SP:Iteration 11Q (4622.450939 sec): 3 clusters Score: Raw -1214615.155406 + Penalty 2982.924853 = -1211632.230553 nChanged 263 SP:Iteration 12Q (4622.505216 sec): 3 clusters Score: Raw -1214849.180598 + Penalty 2982.924853 = -1211866.255744 nChanged 182 SP:Iteration 13Q (4622.550859 sec): 3 clusters Score: Raw -1215014.082213 + Penalty 2982.924853 = -1212031.157359 nChanged 112 SP:Iteration 14Q (4622.607746 sec): 3 clusters Score: Raw -1215115.598912 + Penalty 2982.924853 = -1212132.674059 nChanged 60 SP:Iteration 15Q (4622.646999 sec): 3 clusters Score: Raw -1215167.610310 + Penalty 2982.924853 = -1212184.685457 nChanged 38 SP:Iteration 16Q (4622.699099 sec): 3 clusters Score: Raw -1215200.808712 + Penalty 2982.924853 = -1212217.883859 nChanged 28 SP:Iteration 17Q (4622.737103 sec): 3 clusters Score: Raw -1215225.853157 + Penalty 2982.924853 = -1212242.928303 nChanged 28 SP:Iteration 18Q (4622.780192 sec): 3 clusters Score: Raw -1215256.798178 + Penalty 2982.924853 = -1212273.873325 nChanged 16 SP:Iteration 19Q (4622.829582 sec): 3 clusters Score: Raw -1215270.199662 + Penalty 2982.924853 = -1212287.274809 nChanged 10 SP:Iteration 20F (4622.890138 sec): 3 clusters Score: Raw -1215281.230325 + Penalty 2982.924853 = -1212298.305472 nChanged 12 SP:Iteration 21Q (4622.935975 sec): 3 clusters Score: Raw -1215296.899708 + Penalty 2982.924853 = -1212313.974854 nChanged 9 SP:Iteration 22Q (4622.997071 sec): 3 clusters Score: Raw -1215307.974669 + Penalty 2982.924853 = -1212325.049815 nChanged 4 SP:Iteration 23Q (4623.059746 sec): 3 clusters Score: Raw -1215313.503947 + Penalty 2982.924853 = -1212330.579093 nChanged 3 SP:Iteration 24Q (4623.121582 sec): 3 clusters Score: Raw -1215317.626669 + Penalty 2982.924853 = -1212334.701816 nChanged 0 SP:Iteration 25F (4623.185920 sec): 3 clusters Score: Raw -1215317.626669 + Penalty 2982.924853 = -1212334.701816 nChanged 0 Trying to split cluster 5 (7086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4623.218228 sec): 2 clusters Score: Raw -818830.536266 + Penalty 1440.704896 = -817389.831370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4623.279686 sec): 3 clusters Score: Raw -814954.595028 + Penalty 2881.409793 = -812073.185235 nChanged 2982 SP:Iteration 1F (4623.336646 sec): 3 clusters Score: Raw -816645.310165 + Penalty 2881.409793 = -813763.900372 nChanged 551 SP:Iteration 2F (4623.396638 sec): 3 clusters Score: Raw -816993.429125 + Penalty 2881.409793 = -814112.019332 nChanged 443 SP:Iteration 3F (4623.451294 sec): 3 clusters Score: Raw -817297.597599 + Penalty 2881.409793 = -814416.187806 nChanged 404 SP:Iteration 4F (4623.504870 sec): 3 clusters Score: Raw -817636.228286 + Penalty 2881.409793 = -814754.818493 nChanged 427 SP:Iteration 5F (4623.554875 sec): 3 clusters Score: Raw -817972.046614 + Penalty 2881.409793 = -815090.636822 nChanged 418 SP:Iteration 6F (4623.614554 sec): 3 clusters Score: Raw -818272.663470 + Penalty 2881.409793 = -815391.253677 nChanged 394 SP:Iteration 7F (4623.675014 sec): 3 clusters Score: Raw -818601.953095 + Penalty 2881.409793 = -815720.543303 nChanged 436 SP:Iteration 8F (4623.743587 sec): 3 clusters Score: Raw -818958.977808 + Penalty 2881.409793 = -816077.568016 nChanged 356 SP:Iteration 9F (4623.790543 sec): 3 clusters Score: Raw -819247.450929 + Penalty 2881.409793 = -816366.041136 nChanged 301 SP:Iteration 10Q (4623.849562 sec): 3 clusters Score: Raw -819482.627912 + Penalty 2881.409793 = -816601.218120 nChanged 261 SP:Iteration 11Q (4623.909040 sec): 3 clusters Score: Raw -819686.167987 + Penalty 2881.409793 = -816804.758194 nChanged 209 SP:Iteration 12Q (4623.971093 sec): 3 clusters Score: Raw -819844.982967 + Penalty 2881.409793 = -816963.573175 nChanged 164 SP:Iteration 13Q (4624.027449 sec): 3 clusters Score: Raw -819955.966695 + Penalty 2881.409793 = -817074.556902 nChanged 124 SP:Iteration 14Q (4624.071146 sec): 3 clusters Score: Raw -820026.034316 + Penalty 2881.409793 = -817144.624523 nChanged 99 SP:Iteration 15Q (4624.131925 sec): 3 clusters Score: Raw -820073.732524 + Penalty 2881.409793 = -817192.322731 nChanged 63 SP:Iteration 16Q (4624.180759 sec): 3 clusters Score: Raw -820098.858160 + Penalty 2881.409793 = -817217.448367 nChanged 52 SP:Iteration 17Q (4624.240405 sec): 3 clusters Score: Raw -820119.285979 + Penalty 2881.409793 = -817237.876186 nChanged 46 SP:Iteration 18Q (4624.289504 sec): 3 clusters Score: Raw -820144.579817 + Penalty 2881.409793 = -817263.170024 nChanged 51 SP:Iteration 19Q (4624.352046 sec): 3 clusters Score: Raw -820166.652829 + Penalty 2881.409793 = -817285.243036 nChanged 47 SP:Iteration 20F (4624.395268 sec): 3 clusters Score: Raw -820184.755922 + Penalty 2881.409793 = -817303.346129 nChanged 31 SP:Iteration 21Q (4624.450601 sec): 3 clusters Score: Raw -820195.455031 + Penalty 2881.409793 = -817314.045238 nChanged 27 SP:Iteration 22Q (4624.488795 sec): 3 clusters Score: Raw -820208.791236 + Penalty 2881.409793 = -817327.381443 nChanged 27 SP:Iteration 23Q (4624.542803 sec): 3 clusters Score: Raw -820222.638756 + Penalty 2881.409793 = -817341.228964 nChanged 22 SP:Iteration 24Q (4624.584008 sec): 3 clusters Score: Raw -820233.876117 + Penalty 2881.409793 = -817352.466324 nChanged 24 SP:Iteration 25Q (4624.629756 sec): 3 clusters Score: Raw -820243.215524 + Penalty 2881.409793 = -817361.805731 nChanged 23 SP:Iteration 26Q (4624.671441 sec): 3 clusters Score: Raw -820259.622288 + Penalty 2881.409793 = -817378.212495 nChanged 29 SP:Iteration 27Q (4624.729400 sec): 3 clusters Score: Raw -820280.178459 + Penalty 2881.409793 = -817398.768666 nChanged 39 SP:Iteration 28Q (4624.798591 sec): 3 clusters Score: Raw -820307.535086 + Penalty 2881.409793 = -817426.125293 nChanged 29 SP:Iteration 29Q (4624.838586 sec): 3 clusters Score: Raw -820320.162581 + Penalty 2881.409793 = -817438.752788 nChanged 24 SP:Iteration 30Q (4624.887820 sec): 3 clusters Score: Raw -820328.965804 + Penalty 2881.409793 = -817447.556011 nChanged 18 SP:Iteration 31Q (4624.945792 sec): 3 clusters Score: Raw -820333.507703 + Penalty 2881.409793 = -817452.097910 nChanged 12 SP:Iteration 32Q (4624.997983 sec): 3 clusters Score: Raw -820335.659630 + Penalty 2881.409793 = -817454.249837 nChanged 9 SP:Iteration 33Q (4625.061609 sec): 3 clusters Score: Raw -820337.572594 + Penalty 2881.409793 = -817456.162801 nChanged 11 SP:Iteration 34Q (4625.120400 sec): 3 clusters Score: Raw -820339.583538 + Penalty 2881.409793 = -817458.173745 nChanged 9 SP:Iteration 35Q (4625.164679 sec): 3 clusters Score: Raw -820341.557582 + Penalty 2881.409793 = -817460.147789 nChanged 4 SP:Iteration 36Q (4625.217313 sec): 3 clusters Score: Raw -820342.884052 + Penalty 2881.409793 = -817461.474259 nChanged 2 SP:Iteration 37Q (4625.273220 sec): 3 clusters Score: Raw -820343.779647 + Penalty 2881.409793 = -817462.369854 nChanged 1 SP:Iteration 38Q (4625.320463 sec): 3 clusters Score: Raw -820343.882315 + Penalty 2881.409793 = -817462.472522 nChanged 2 SP:Iteration 39Q (4625.371872 sec): 3 clusters Score: Raw -820344.076530 + Penalty 2881.409793 = -817462.666737 nChanged 1 SP:Iteration 40F (4625.424889 sec): 3 clusters Score: Raw -820344.155746 + Penalty 2881.409793 = -817462.745953 nChanged 0 Score: Raw -86563090.397328 + Penalty 70360.146518 = -86492730.250810 Splitting cluster 5 changes total score from -86493406.667069 to -86492730.250810 So it's not getting split. Trying to split cluster 6 (12105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4641.871765 sec): 2 clusters Score: Raw -1399303.824366 + Penalty 1527.723254 = -1397776.101112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4641.927898 sec): 3 clusters Score: Raw -1392247.184483 + Penalty 3055.446508 = -1389191.737975 nChanged 5371 SP:Iteration 1F (4641.994765 sec): 3 clusters Score: Raw -1395288.683213 + Penalty 3055.446508 = -1392233.236706 nChanged 877 SP:Iteration 2F (4642.062344 sec): 3 clusters Score: Raw -1395887.380923 + Penalty 3055.446508 = -1392831.934416 nChanged 873 SP:Iteration 3F (4642.128773 sec): 3 clusters Score: Raw -1396641.733799 + Penalty 3055.446508 = -1393586.287292 nChanged 1007 SP:Iteration 4F (4642.195768 sec): 3 clusters Score: Raw -1397587.414182 + Penalty 3055.446508 = -1394531.967674 nChanged 954 SP:Iteration 5F (4642.257602 sec): 3 clusters Score: Raw -1398486.402024 + Penalty 3055.446508 = -1395430.955516 nChanged 795 SP:Iteration 6F (4642.324770 sec): 3 clusters Score: Raw -1399103.160188 + Penalty 3055.446508 = -1396047.713681 nChanged 575 SP:Iteration 7Q (4642.392333 sec): 3 clusters Score: Raw -1399443.908121 + Penalty 3055.446508 = -1396388.461613 nChanged 374 SP:Iteration 8Q (4642.460229 sec): 3 clusters Score: Raw -1399616.630374 + Penalty 3055.446508 = -1396561.183866 nChanged 265 SP:Iteration 9Q (4642.516385 sec): 3 clusters Score: Raw -1399709.740647 + Penalty 3055.446508 = -1396654.294139 nChanged 183 SP:Iteration 10Q (4642.574811 sec): 3 clusters Score: Raw -1399775.481715 + Penalty 3055.446508 = -1396720.035208 nChanged 145 SP:Iteration 11Q (4642.641093 sec): 3 clusters Score: Raw -1399815.793377 + Penalty 3055.446508 = -1396760.346870 nChanged 114 SP:Iteration 12Q (4642.696979 sec): 3 clusters Score: Raw -1399845.893649 + Penalty 3055.446508 = -1396790.447141 nChanged 99 SP:Iteration 13Q (4642.763834 sec): 3 clusters Score: Raw -1399873.364005 + Penalty 3055.446508 = -1396817.917497 nChanged 103 SP:Iteration 14Q (4642.830007 sec): 3 clusters Score: Raw -1399900.764263 + Penalty 3055.446508 = -1396845.317756 nChanged 83 SP:Iteration 15Q (4642.896753 sec): 3 clusters Score: Raw -1399917.004749 + Penalty 3055.446508 = -1396861.558241 nChanged 56 SP:Iteration 16Q (4642.963102 sec): 3 clusters Score: Raw -1399926.975322 + Penalty 3055.446508 = -1396871.528814 nChanged 43 SP:Iteration 17Q (4643.029584 sec): 3 clusters Score: Raw -1399933.611461 + Penalty 3055.446508 = -1396878.164953 nChanged 42 SP:Iteration 18Q (4643.086505 sec): 3 clusters Score: Raw -1399941.187687 + Penalty 3055.446508 = -1396885.741180 nChanged 36 SP:Iteration 19Q (4643.152809 sec): 3 clusters Score: Raw -1399947.534781 + Penalty 3055.446508 = -1396892.088273 nChanged 36 SP:Iteration 20F (4643.213062 sec): 3 clusters Score: Raw -1399953.993732 + Penalty 3055.446508 = -1396898.547224 nChanged 28 SP:Iteration 21Q (4643.279988 sec): 3 clusters Score: Raw -1399958.027774 + Penalty 3055.446508 = -1396902.581267 nChanged 29 SP:Iteration 22Q (4643.346586 sec): 3 clusters Score: Raw -1399961.269977 + Penalty 3055.446508 = -1396905.823470 nChanged 16 SP:Iteration 23Q (4643.402510 sec): 3 clusters Score: Raw -1399962.588760 + Penalty 3055.446508 = -1396907.142252 nChanged 12 SP:Iteration 24Q (4643.470461 sec): 3 clusters Score: Raw -1399963.855482 + Penalty 3055.446508 = -1396908.408974 nChanged 12 SP:Iteration 25Q (4643.548910 sec): 3 clusters Score: Raw -1399965.641794 + Penalty 3055.446508 = -1396910.195286 nChanged 14 SP:Iteration 26Q (4643.603690 sec): 3 clusters Score: Raw -1399967.444945 + Penalty 3055.446508 = -1396911.998438 nChanged 11 SP:Iteration 27Q (4643.670685 sec): 3 clusters Score: Raw -1399968.356405 + Penalty 3055.446508 = -1396912.909897 nChanged 9 SP:Iteration 28Q (4643.728433 sec): 3 clusters Score: Raw -1399969.223225 + Penalty 3055.446508 = -1396913.776717 nChanged 6 SP:Iteration 29Q (4643.794674 sec): 3 clusters Score: Raw -1399969.776259 + Penalty 3055.446508 = -1396914.329752 nChanged 7 SP:Iteration 30Q (4643.860914 sec): 3 clusters Score: Raw -1399970.371116 + Penalty 3055.446508 = -1396914.924609 nChanged 5 SP:Iteration 31Q (4643.927496 sec): 3 clusters Score: Raw -1399970.863347 + Penalty 3055.446508 = -1396915.416839 nChanged 3 SP:Iteration 32Q (4643.993758 sec): 3 clusters Score: Raw -1399971.169370 + Penalty 3055.446508 = -1396915.722862 nChanged 4 SP:Iteration 33Q (4644.060757 sec): 3 clusters Score: Raw -1399971.574982 + Penalty 3055.446508 = -1396916.128475 nChanged 4 SP:Iteration 34Q (4644.137870 sec): 3 clusters Score: Raw -1399972.087793 + Penalty 3055.446508 = -1396916.641285 nChanged 6 SP:Iteration 35Q (4644.203873 sec): 3 clusters Score: Raw -1399972.542103 + Penalty 3055.446508 = -1396917.095595 nChanged 0 SP:Iteration 36F (4644.254669 sec): 3 clusters Score: Raw -1399972.542103 + Penalty 3055.446508 = -1396917.095595 nChanged 0 Trying to split cluster 7 (3678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4644.283545 sec): 2 clusters Score: Raw -385332.562321 + Penalty 1334.145216 = -383998.417105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4644.336806 sec): 3 clusters Score: Raw -383529.642418 + Penalty 2668.290432 = -380861.351986 nChanged 1406 SP:Iteration 1F (4644.390479 sec): 3 clusters Score: Raw -384519.544522 + Penalty 2668.290432 = -381851.254090 nChanged 381 SP:Iteration 2F (4644.455162 sec): 3 clusters Score: Raw -384962.729012 + Penalty 2668.290432 = -382294.438580 nChanged 317 SP:Iteration 3F (4644.497644 sec): 3 clusters Score: Raw -385350.315383 + Penalty 2668.290432 = -382682.024952 nChanged 275 SP:Iteration 4F (4644.552603 sec): 3 clusters Score: Raw -385661.720203 + Penalty 2668.290432 = -382993.429771 nChanged 208 SP:Iteration 5F (4644.601600 sec): 3 clusters Score: Raw -385889.551761 + Penalty 2668.290432 = -383221.261329 nChanged 180 SP:Iteration 6Q (4644.654204 sec): 3 clusters Score: Raw -386100.979791 + Penalty 2668.290432 = -383432.689360 nChanged 167 SP:Iteration 7Q (4644.706293 sec): 3 clusters Score: Raw -386246.716545 + Penalty 2668.290432 = -383578.426113 nChanged 96 SP:Iteration 8Q (4644.756258 sec): 3 clusters Score: Raw -386319.528918 + Penalty 2668.290432 = -383651.238486 nChanged 71 SP:Iteration 9Q (4644.808972 sec): 3 clusters Score: Raw -386365.166002 + Penalty 2668.290432 = -383696.875570 nChanged 43 SP:Iteration 10Q (4644.850716 sec): 3 clusters Score: Raw -386388.074091 + Penalty 2668.290432 = -383719.783660 nChanged 34 SP:Iteration 11Q (4644.907877 sec): 3 clusters Score: Raw -386404.390507 + Penalty 2668.290432 = -383736.100075 nChanged 28 SP:Iteration 12Q (4644.952925 sec): 3 clusters Score: Raw -386415.547510 + Penalty 2668.290432 = -383747.257078 nChanged 21 SP:Iteration 13Q (4644.993905 sec): 3 clusters Score: Raw -386422.235970 + Penalty 2668.290432 = -383753.945538 nChanged 16 SP:Iteration 14Q (4645.058425 sec): 3 clusters Score: Raw -386428.409274 + Penalty 2668.290432 = -383760.118843 nChanged 8 SP:Iteration 15Q (4645.112761 sec): 3 clusters Score: Raw -386431.292893 + Penalty 2668.290432 = -383763.002461 nChanged 7 SP:Iteration 16Q (4645.154417 sec): 3 clusters Score: Raw -386433.345994 + Penalty 2668.290432 = -383765.055563 nChanged 5 SP:Iteration 17Q (4645.209095 sec): 3 clusters Score: Raw -386434.508495 + Penalty 2668.290432 = -383766.218063 nChanged 2 SP:Iteration 18Q (4645.263602 sec): 3 clusters Score: Raw -386435.057968 + Penalty 2668.290432 = -383766.767536 nChanged 1 SP:Iteration 19Q (4645.317013 sec): 3 clusters Score: Raw -386435.465155 + Penalty 2668.290432 = -383767.174723 nChanged 1 SP:Iteration 20F (4645.360111 sec): 3 clusters Score: Raw -386436.396776 + Penalty 2668.290432 = -383768.106344 nChanged 1 SP:Iteration 21Q (4645.416900 sec): 3 clusters Score: Raw -386436.550757 + Penalty 2668.290432 = -383768.260325 nChanged 1 SP:Iteration 22Q (4645.460813 sec): 3 clusters Score: Raw -386436.954991 + Penalty 2668.290432 = -383768.664560 nChanged 0 SP:Iteration 23F (4645.515615 sec): 3 clusters Score: Raw -386436.954991 + Penalty 2668.290432 = -383768.664560 nChanged 0 Trying to split cluster 8 (117052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4645.704705 sec): 2 clusters Score: Raw -13787208.211304 + Penalty 1896.435703 = -13785311.775601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4645.962616 sec): 3 clusters Score: Raw -13710757.297141 + Penalty 3792.871407 = -13706964.425734 nChanged 56287 SP:Iteration 1F (4646.184629 sec): 3 clusters Score: Raw -13743763.899457 + Penalty 3792.871407 = -13739971.028050 nChanged 4231 SP:Iteration 2Q (4646.487270 sec): 3 clusters Score: Raw -13745018.399684 + Penalty 3792.871407 = -13741225.528277 nChanged 4714 SP:Iteration 3Q (4646.786321 sec): 3 clusters Score: Raw -13746717.916255 + Penalty 3792.871407 = -13742925.044848 nChanged 5385 SP:Iteration 4Q (4647.048291 sec): 3 clusters Score: Raw -13749085.047965 + Penalty 3792.871407 = -13745292.176558 nChanged 6162 SP:Iteration 5F (4647.276730 sec): 3 clusters Score: Raw -13752343.562836 + Penalty 3792.871407 = -13748550.691430 nChanged 7024 SP:Iteration 6F (4647.510413 sec): 3 clusters Score: Raw -13756557.663973 + Penalty 3792.871407 = -13752764.792566 nChanged 7248 SP:Iteration 7F (4647.743442 sec): 3 clusters Score: Raw -13761360.501030 + Penalty 3792.871407 = -13757567.629623 nChanged 7288 SP:Iteration 8F (4647.954282 sec): 3 clusters Score: Raw -13766168.023403 + Penalty 3792.871407 = -13762375.151996 nChanged 6360 SP:Iteration 9F (4648.172659 sec): 3 clusters Score: Raw -13769875.873091 + Penalty 3792.871407 = -13766083.001684 nChanged 4895 SP:Iteration 10Q (4648.429351 sec): 3 clusters Score: Raw -13771986.767390 + Penalty 3792.871407 = -13768193.895983 nChanged 3334 SP:Iteration 11Q (4648.672433 sec): 3 clusters Score: Raw -13772921.161996 + Penalty 3792.871407 = -13769128.290589 nChanged 2119 SP:Iteration 12Q (4648.939973 sec): 3 clusters Score: Raw -13773329.496159 + Penalty 3792.871407 = -13769536.624753 nChanged 1465 SP:Iteration 13Q (4649.206907 sec): 3 clusters Score: Raw -13773553.185000 + Penalty 3792.871407 = -13769760.313593 nChanged 1131 SP:Iteration 14Q (4649.461561 sec): 3 clusters Score: Raw -13773712.428781 + Penalty 3792.871407 = -13769919.557374 nChanged 951 SP:Iteration 15Q (4649.709076 sec): 3 clusters Score: Raw -13773838.026567 + Penalty 3792.871407 = -13770045.155160 nChanged 869 SP:Iteration 16Q (4649.938677 sec): 3 clusters Score: Raw -13773948.885056 + Penalty 3792.871407 = -13770156.013649 nChanged 784 SP:Iteration 17Q (4650.195356 sec): 3 clusters Score: Raw -13774042.189739 + Penalty 3792.871407 = -13770249.318332 nChanged 726 SP:Iteration 18Q (4650.454139 sec): 3 clusters Score: Raw -13774129.620503 + Penalty 3792.871407 = -13770336.749096 nChanged 721 SP:Iteration 19Q (4650.715833 sec): 3 clusters Score: Raw -13774215.639567 + Penalty 3792.871407 = -13770422.768161 nChanged 708 SP:Iteration 20F (4650.970026 sec): 3 clusters Score: Raw -13774301.536687 + Penalty 3792.871407 = -13770508.665280 nChanged 745 SP:Iteration 21Q (4651.246467 sec): 3 clusters Score: Raw -13774384.178694 + Penalty 3792.871407 = -13770591.307287 nChanged 677 SP:Iteration 22Q (4651.508407 sec): 3 clusters Score: Raw -13774457.458898 + Penalty 3792.871407 = -13770664.587492 nChanged 676 SP:Iteration 23Q (4651.777354 sec): 3 clusters Score: Raw -13774528.002916 + Penalty 3792.871407 = -13770735.131509 nChanged 688 SP:Iteration 24Q (4652.063307 sec): 3 clusters Score: Raw -13774602.038974 + Penalty 3792.871407 = -13770809.167567 nChanged 697 SP:Iteration 25Q (4652.316370 sec): 3 clusters Score: Raw -13774674.957454 + Penalty 3792.871407 = -13770882.086047 nChanged 655 SP:Iteration 26Q (4652.568414 sec): 3 clusters Score: Raw -13774742.064101 + Penalty 3792.871407 = -13770949.192695 nChanged 673 SP:Iteration 27Q (4652.798971 sec): 3 clusters Score: Raw -13774813.811783 + Penalty 3792.871407 = -13771020.940376 nChanged 710 SP:Iteration 28Q (4653.038597 sec): 3 clusters Score: Raw -13774889.133556 + Penalty 3792.871407 = -13771096.262149 nChanged 722 SP:Iteration 29Q (4653.275411 sec): 3 clusters Score: Raw -13774969.852120 + Penalty 3792.871407 = -13771176.980713 nChanged 737 SP:Iteration 30Q (4653.512262 sec): 3 clusters Score: Raw -13775056.325268 + Penalty 3792.871407 = -13771263.453861 nChanged 808 SP:Iteration 31Q (4653.742514 sec): 3 clusters Score: Raw -13775153.986080 + Penalty 3792.871407 = -13771361.114673 nChanged 836 SP:Iteration 32Q (4653.976941 sec): 3 clusters Score: Raw -13775255.846338 + Penalty 3792.871407 = -13771462.974931 nChanged 862 SP:Iteration 33Q (4654.233073 sec): 3 clusters Score: Raw -13775362.661785 + Penalty 3792.871407 = -13771569.790379 nChanged 868 SP:Iteration 34Q (4654.513183 sec): 3 clusters Score: Raw -13775468.934824 + Penalty 3792.871407 = -13771676.063417 nChanged 953 SP:Iteration 35Q (4654.794939 sec): 3 clusters Score: Raw -13775596.599788 + Penalty 3792.871407 = -13771803.728381 nChanged 1053 SP:Iteration 36Q (4655.061872 sec): 3 clusters Score: Raw -13775749.511793 + Penalty 3792.871407 = -13771956.640386 nChanged 1103 SP:Iteration 37Q (4655.345039 sec): 3 clusters Score: Raw -13775917.353562 + Penalty 3792.871407 = -13772124.482155 nChanged 1169 SP:Iteration 38Q (4655.623852 sec): 3 clusters Score: Raw -13776096.345876 + Penalty 3792.871407 = -13772303.474470 nChanged 1198 SP:Iteration 39Q (4655.891277 sec): 3 clusters Score: Raw -13776292.774659 + Penalty 3792.871407 = -13772499.903252 nChanged 1259 SP:Iteration 40F (4656.137718 sec): 3 clusters Score: Raw -13776508.699641 + Penalty 3792.871407 = -13772715.828234 nChanged 1327 SP:Iteration 41Q (4656.362589 sec): 3 clusters Score: Raw -13776747.427143 + Penalty 3792.871407 = -13772954.555737 nChanged 1376 SP:Iteration 42Q (4656.588978 sec): 3 clusters Score: Raw -13777005.829240 + Penalty 3792.871407 = -13773212.957833 nChanged 1449 SP:Iteration 43Q (4656.811348 sec): 3 clusters Score: Raw -13777304.678427 + Penalty 3792.871407 = -13773511.807020 nChanged 1518 SP:Iteration 44Q (4657.042009 sec): 3 clusters Score: Raw -13777644.601079 + Penalty 3792.871407 = -13773851.729673 nChanged 1698 SP:Iteration 45Q (4657.272001 sec): 3 clusters Score: Raw -13778059.758221 + Penalty 3792.871407 = -13774266.886814 nChanged 1778 SP:Iteration 46Q (4657.499534 sec): 3 clusters Score: Raw -13778520.658528 + Penalty 3792.871407 = -13774727.787121 nChanged 1810 SP:Iteration 47Q (4657.716437 sec): 3 clusters Score: Raw -13779024.350843 + Penalty 3792.871407 = -13775231.479436 nChanged 1825 SP:Iteration 48Q (4657.930794 sec): 3 clusters Score: Raw -13779544.984791 + Penalty 3792.871407 = -13775752.113384 nChanged 1800 SP:Iteration 49Q (4658.163699 sec): 3 clusters Score: Raw -13780079.650164 + Penalty 3792.871407 = -13776286.778757 nChanged 1846 SP:Iteration 50Q (4658.397128 sec): 3 clusters Score: Raw -13780681.942723 + Penalty 3792.871407 = -13776889.071316 nChanged 1843 SP:Iteration 51Q (4658.619904 sec): 3 clusters Score: Raw -13781315.721748 + Penalty 3792.871407 = -13777522.850341 nChanged 1858 SP:Iteration 52Q (4658.880078 sec): 3 clusters Score: Raw -13781998.903584 + Penalty 3792.871407 = -13778206.032177 nChanged 1815 SP:Iteration 53Q (4659.101562 sec): 3 clusters Score: Raw -13782689.266420 + Penalty 3792.871407 = -13778896.395013 nChanged 1721 SP:Iteration 54Q (4659.323124 sec): 3 clusters Score: Raw -13783349.440993 + Penalty 3792.871407 = -13779556.569586 nChanged 1567 SP:Iteration 55Q (4659.538635 sec): 3 clusters Score: Raw -13783943.734719 + Penalty 3792.871407 = -13780150.863312 nChanged 1404 SP:Iteration 56Q (4659.746898 sec): 3 clusters Score: Raw -13784499.061286 + Penalty 3792.871407 = -13780706.189879 nChanged 1290 SP:Iteration 57Q (4659.957770 sec): 3 clusters Score: Raw -13785029.114822 + Penalty 3792.871407 = -13781236.243415 nChanged 1159 SP:Iteration 58Q (4660.159197 sec): 3 clusters Score: Raw -13785486.362104 + Penalty 3792.871407 = -13781693.490697 nChanged 1022 SP:Iteration 59Q (4660.366587 sec): 3 clusters Score: Raw -13785884.757654 + Penalty 3792.871407 = -13782091.886247 nChanged 863 SP:Iteration 60F (4660.596102 sec): 3 clusters Score: Raw -13786237.839032 + Penalty 3792.871407 = -13782444.967625 nChanged 765 SP:Iteration 61Q (4660.799842 sec): 3 clusters Score: Raw -13786563.282181 + Penalty 3792.871407 = -13782770.410774 nChanged 640 SP:Iteration 62Q (4661.002267 sec): 3 clusters Score: Raw -13786838.884127 + Penalty 3792.871407 = -13783046.012720 nChanged 511 SP:Iteration 63Q (4661.190664 sec): 3 clusters Score: Raw -13787071.664139 + Penalty 3792.871407 = -13783278.792733 nChanged 367 SP:Iteration 64Q (4661.388757 sec): 3 clusters Score: Raw -13787232.504393 + Penalty 3792.871407 = -13783439.632986 nChanged 275 SP:Iteration 65Q (4661.578922 sec): 3 clusters Score: Raw -13787361.773251 + Penalty 3792.871407 = -13783568.901844 nChanged 222 SP:Iteration 66Q (4661.782376 sec): 3 clusters Score: Raw -13787468.103458 + Penalty 3792.871407 = -13783675.232051 nChanged 176 SP:Iteration 67Q (4662.000679 sec): 3 clusters Score: Raw -13787555.778183 + Penalty 3792.871407 = -13783762.906776 nChanged 126 SP:Iteration 68Q (4662.197280 sec): 3 clusters Score: Raw -13787616.850173 + Penalty 3792.871407 = -13783823.978766 nChanged 116 SP:Iteration 69Q (4662.409593 sec): 3 clusters Score: Raw -13787668.514674 + Penalty 3792.871407 = -13783875.643268 nChanged 98 SP:Iteration 70Q (4662.682665 sec): 3 clusters Score: Raw -13787715.189439 + Penalty 3792.871407 = -13783922.318032 nChanged 94 SP:Iteration 71Q (4662.883576 sec): 3 clusters Score: Raw -13787757.136552 + Penalty 3792.871407 = -13783964.265146 nChanged 86 SP:Iteration 72Q (4663.063184 sec): 3 clusters Score: Raw -13787787.635984 + Penalty 3792.871407 = -13783994.764577 nChanged 77 SP:Iteration 73Q (4663.248232 sec): 3 clusters Score: Raw -13787819.022318 + Penalty 3792.871407 = -13784026.150911 nChanged 81 SP:Iteration 74Q (4663.437245 sec): 3 clusters Score: Raw -13787847.456341 + Penalty 3792.871407 = -13784054.584935 nChanged 83 SP:Iteration 75Q (4663.632540 sec): 3 clusters Score: Raw -13787876.720378 + Penalty 3792.871407 = -13784083.848972 nChanged 67 SP:Iteration 76Q (4663.827553 sec): 3 clusters Score: Raw -13787894.130372 + Penalty 3792.871407 = -13784101.258966 nChanged 42 SP:Iteration 77Q (4664.029105 sec): 3 clusters Score: Raw -13787905.139873 + Penalty 3792.871407 = -13784112.268466 nChanged 40 SP:Iteration 78Q (4664.216163 sec): 3 clusters Score: Raw -13787918.465020 + Penalty 3792.871407 = -13784125.593613 nChanged 51 SP:Iteration 79Q (4664.437994 sec): 3 clusters Score: Raw -13787931.301047 + Penalty 3792.871407 = -13784138.429640 nChanged 47 SP:Iteration 80F (4664.669554 sec): 3 clusters Score: Raw -13787945.067207 + Penalty 3792.871407 = -13784152.195800 nChanged 54 SP:Iteration 81Q (4664.859985 sec): 3 clusters Score: Raw -13787956.880344 + Penalty 3792.871407 = -13784164.008937 nChanged 32 SP:Iteration 82Q (4665.052109 sec): 3 clusters Score: Raw -13787964.809887 + Penalty 3792.871407 = -13784171.938480 nChanged 38 SP:Iteration 83Q (4665.253316 sec): 3 clusters Score: Raw -13787975.279221 + Penalty 3792.871407 = -13784182.407814 nChanged 39 SP:Iteration 84Q (4665.438674 sec): 3 clusters Score: Raw -13787984.998370 + Penalty 3792.871407 = -13784192.126963 nChanged 37 SP:Iteration 85Q (4665.628384 sec): 3 clusters Score: Raw -13787992.685821 + Penalty 3792.871407 = -13784199.814414 nChanged 28 SP:Iteration 86Q (4665.810098 sec): 3 clusters Score: Raw -13787999.842049 + Penalty 3792.871407 = -13784206.970642 nChanged 20 SP:Iteration 87Q (4665.994886 sec): 3 clusters Score: Raw -13788005.165066 + Penalty 3792.871407 = -13784212.293660 nChanged 23 SP:Iteration 88Q (4666.189877 sec): 3 clusters Score: Raw -13788010.616030 + Penalty 3792.871407 = -13784217.744623 nChanged 14 SP:Iteration 89Q (4666.384859 sec): 3 clusters Score: Raw -13788013.371841 + Penalty 3792.871407 = -13784220.500434 nChanged 6 SP:Iteration 90Q (4666.579802 sec): 3 clusters Score: Raw -13788014.218471 + Penalty 3792.871407 = -13784221.347064 nChanged 7 SP:Iteration 91Q (4666.785130 sec): 3 clusters Score: Raw -13788015.757096 + Penalty 3792.871407 = -13784222.885689 nChanged 7 SP:Iteration 92Q (4666.999077 sec): 3 clusters Score: Raw -13788017.319258 + Penalty 3792.871407 = -13784224.447851 nChanged 4 SP:Iteration 93Q (4667.235151 sec): 3 clusters Score: Raw -13788018.382559 + Penalty 3792.871407 = -13784225.511153 nChanged 8 SP:Iteration 94Q (4667.421532 sec): 3 clusters Score: Raw -13788019.486440 + Penalty 3792.871407 = -13784226.615033 nChanged 4 SP:Iteration 95Q (4667.626011 sec): 3 clusters Score: Raw -13788020.037527 + Penalty 3792.871407 = -13784227.166120 nChanged 4 SP:Iteration 96Q (4667.844112 sec): 3 clusters Score: Raw -13788020.693056 + Penalty 3792.871407 = -13784227.821650 nChanged 4 SP:Iteration 97Q (4668.032300 sec): 3 clusters Score: Raw -13788021.592519 + Penalty 3792.871407 = -13784228.721112 nChanged 8 SP:Iteration 98Q (4668.212113 sec): 3 clusters Score: Raw -13788023.053715 + Penalty 3792.871407 = -13784230.182308 nChanged 5 SP:Iteration 99Q (4668.419239 sec): 3 clusters Score: Raw -13788023.696451 + Penalty 3792.871407 = -13784230.825045 nChanged 3 SP:Iteration 100F (4668.632568 sec): 3 clusters Score: Raw -13788024.049950 + Penalty 3792.871407 = -13784231.178543 nChanged 1 SP:Iteration 101Q (4668.813170 sec): 3 clusters Score: Raw -13788024.148580 + Penalty 3792.871407 = -13784231.277173 nChanged 0 SP:Iteration 102F (4669.035976 sec): 3 clusters Score: Raw -13788024.148580 + Penalty 3792.871407 = -13784231.277173 nChanged 0 Trying to split cluster 9 (51123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4669.116364 sec): 2 clusters Score: Raw -5874910.088360 + Penalty 1761.823338 = -5873148.265022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4669.246646 sec): 3 clusters Score: Raw -5842156.691777 + Penalty 3523.646676 = -5838633.045101 nChanged 24222 SP:Iteration 1F (4669.367150 sec): 3 clusters Score: Raw -5855878.089207 + Penalty 3523.646676 = -5852354.442531 nChanged 2039 SP:Iteration 2Q (4669.496874 sec): 3 clusters Score: Raw -5856508.808468 + Penalty 3523.646676 = -5852985.161792 nChanged 2199 SP:Iteration 3Q (4669.629685 sec): 3 clusters Score: Raw -5857248.738282 + Penalty 3523.646676 = -5853725.091606 nChanged 2332 SP:Iteration 4Q (4669.773379 sec): 3 clusters Score: Raw -5858162.969969 + Penalty 3523.646676 = -5854639.323293 nChanged 2567 SP:Iteration 5F (4669.909694 sec): 3 clusters Score: Raw -5859365.175169 + Penalty 3523.646676 = -5855841.528492 nChanged 2751 SP:Iteration 6F (4670.036874 sec): 3 clusters Score: Raw -5860818.779300 + Penalty 3523.646676 = -5857295.132624 nChanged 2868 SP:Iteration 7F (4670.167456 sec): 3 clusters Score: Raw -5862489.298550 + Penalty 3523.646676 = -5858965.651874 nChanged 2892 SP:Iteration 8F (4670.292480 sec): 3 clusters Score: Raw -5864225.964195 + Penalty 3523.646676 = -5860702.317519 nChanged 2805 SP:Iteration 9F (4670.421894 sec): 3 clusters Score: Raw -5866046.205458 + Penalty 3523.646676 = -5862522.558781 nChanged 2572 SP:Iteration 10F (4670.556079 sec): 3 clusters Score: Raw -5867739.717117 + Penalty 3523.646676 = -5864216.070441 nChanged 2214 SP:Iteration 11Q (4670.694054 sec): 3 clusters Score: Raw -5869116.007786 + Penalty 3523.646676 = -5865592.361110 nChanged 1750 SP:Iteration 12Q (4670.829100 sec): 3 clusters Score: Raw -5870094.159823 + Penalty 3523.646676 = -5866570.513147 nChanged 1317 SP:Iteration 13Q (4670.963901 sec): 3 clusters Score: Raw -5870721.931845 + Penalty 3523.646676 = -5867198.285169 nChanged 1048 SP:Iteration 14Q (4671.100768 sec): 3 clusters Score: Raw -5871199.302947 + Penalty 3523.646676 = -5867675.656271 nChanged 960 SP:Iteration 15Q (4671.230335 sec): 3 clusters Score: Raw -5871642.032311 + Penalty 3523.646676 = -5868118.385635 nChanged 932 SP:Iteration 16Q (4671.357409 sec): 3 clusters Score: Raw -5872112.872561 + Penalty 3523.646676 = -5868589.225885 nChanged 887 SP:Iteration 17Q (4671.486240 sec): 3 clusters Score: Raw -5872604.253348 + Penalty 3523.646676 = -5869080.606672 nChanged 855 SP:Iteration 18Q (4671.611938 sec): 3 clusters Score: Raw -5873045.189916 + Penalty 3523.646676 = -5869521.543240 nChanged 793 SP:Iteration 19Q (4671.736615 sec): 3 clusters Score: Raw -5873430.724584 + Penalty 3523.646676 = -5869907.077908 nChanged 713 SP:Iteration 20F (4671.865816 sec): 3 clusters Score: Raw -5873735.040568 + Penalty 3523.646676 = -5870211.393892 nChanged 630 SP:Iteration 21Q (4671.973521 sec): 3 clusters Score: Raw -5873968.649364 + Penalty 3523.646676 = -5870445.002688 nChanged 511 SP:Iteration 22Q (4672.095741 sec): 3 clusters Score: Raw -5874141.767480 + Penalty 3523.646676 = -5870618.120804 nChanged 445 SP:Iteration 23Q (4672.213707 sec): 3 clusters Score: Raw -5874300.128856 + Penalty 3523.646676 = -5870776.482179 nChanged 391 SP:Iteration 24Q (4672.329874 sec): 3 clusters Score: Raw -5874436.147590 + Penalty 3523.646676 = -5870912.500914 nChanged 368 SP:Iteration 25Q (4672.447172 sec): 3 clusters Score: Raw -5874556.828517 + Penalty 3523.646676 = -5871033.181841 nChanged 318 SP:Iteration 26Q (4672.562230 sec): 3 clusters Score: Raw -5874657.715484 + Penalty 3523.646676 = -5871134.068808 nChanged 292 SP:Iteration 27Q (4672.677606 sec): 3 clusters Score: Raw -5874735.046070 + Penalty 3523.646676 = -5871211.399394 nChanged 251 SP:Iteration 28Q (4672.785623 sec): 3 clusters Score: Raw -5874795.822219 + Penalty 3523.646676 = -5871272.175543 nChanged 236 SP:Iteration 29Q (4672.892132 sec): 3 clusters Score: Raw -5874850.111235 + Penalty 3523.646676 = -5871326.464558 nChanged 218 SP:Iteration 30Q (4673.006378 sec): 3 clusters Score: Raw -5874898.572038 + Penalty 3523.646676 = -5871374.925362 nChanged 209 SP:Iteration 31Q (4673.120644 sec): 3 clusters Score: Raw -5874944.042667 + Penalty 3523.646676 = -5871420.395991 nChanged 183 SP:Iteration 32Q (4673.234867 sec): 3 clusters Score: Raw -5874980.583092 + Penalty 3523.646676 = -5871456.936415 nChanged 163 SP:Iteration 33Q (4673.341951 sec): 3 clusters Score: Raw -5875011.824632 + Penalty 3523.646676 = -5871488.177955 nChanged 142 SP:Iteration 34Q (4673.454243 sec): 3 clusters Score: Raw -5875037.379012 + Penalty 3523.646676 = -5871513.732336 nChanged 144 SP:Iteration 35Q (4673.556162 sec): 3 clusters Score: Raw -5875065.740204 + Penalty 3523.646676 = -5871542.093528 nChanged 131 SP:Iteration 36Q (4673.662636 sec): 3 clusters Score: Raw -5875088.395235 + Penalty 3523.646676 = -5871564.748559 nChanged 127 SP:Iteration 37Q (4673.775305 sec): 3 clusters Score: Raw -5875110.828415 + Penalty 3523.646676 = -5871587.181739 nChanged 119 SP:Iteration 38Q (4673.876783 sec): 3 clusters Score: Raw -5875131.065834 + Penalty 3523.646676 = -5871607.419158 nChanged 120 SP:Iteration 39Q (4673.982756 sec): 3 clusters Score: Raw -5875152.516585 + Penalty 3523.646676 = -5871628.869909 nChanged 126 SP:Iteration 40F (4674.099658 sec): 3 clusters Score: Raw -5875177.545734 + Penalty 3523.646676 = -5871653.899058 nChanged 127 SP:Iteration 41Q (4674.209281 sec): 3 clusters Score: Raw -5875200.423964 + Penalty 3523.646676 = -5871676.777288 nChanged 110 SP:Iteration 42Q (4674.319163 sec): 3 clusters Score: Raw -5875218.332628 + Penalty 3523.646676 = -5871694.685952 nChanged 99 SP:Iteration 43Q (4674.427813 sec): 3 clusters Score: Raw -5875232.571059 + Penalty 3523.646676 = -5871708.924383 nChanged 90 SP:Iteration 44Q (4674.538682 sec): 3 clusters Score: Raw -5875244.284506 + Penalty 3523.646676 = -5871720.637830 nChanged 77 SP:Iteration 45Q (4674.644921 sec): 3 clusters Score: Raw -5875254.446979 + Penalty 3523.646676 = -5871730.800303 nChanged 75 SP:Iteration 46Q (4674.747716 sec): 3 clusters Score: Raw -5875265.615883 + Penalty 3523.646676 = -5871741.969207 nChanged 68 SP:Iteration 47Q (4674.860488 sec): 3 clusters Score: Raw -5875274.721821 + Penalty 3523.646676 = -5871751.075144 nChanged 55 SP:Iteration 48Q (4674.969278 sec): 3 clusters Score: Raw -5875282.049095 + Penalty 3523.646676 = -5871758.402418 nChanged 49 SP:Iteration 49Q (4675.089577 sec): 3 clusters Score: Raw -5875288.575965 + Penalty 3523.646676 = -5871764.929289 nChanged 57 SP:Iteration 50Q (4675.198954 sec): 3 clusters Score: Raw -5875296.400580 + Penalty 3523.646676 = -5871772.753904 nChanged 49 SP:Iteration 51Q (4675.321955 sec): 3 clusters Score: Raw -5875303.161925 + Penalty 3523.646676 = -5871779.515249 nChanged 55 SP:Iteration 52Q (4675.426687 sec): 3 clusters Score: Raw -5875310.209490 + Penalty 3523.646676 = -5871786.562813 nChanged 53 SP:Iteration 53Q (4675.537926 sec): 3 clusters Score: Raw -5875317.362182 + Penalty 3523.646676 = -5871793.715506 nChanged 58 SP:Iteration 54Q (4675.652431 sec): 3 clusters Score: Raw -5875326.328888 + Penalty 3523.646676 = -5871802.682211 nChanged 65 SP:Iteration 55Q (4675.765939 sec): 3 clusters Score: Raw -5875338.848372 + Penalty 3523.646676 = -5871815.201696 nChanged 72 SP:Iteration 56Q (4675.880044 sec): 3 clusters Score: Raw -5875350.311272 + Penalty 3523.646676 = -5871826.664595 nChanged 68 SP:Iteration 57Q (4675.982997 sec): 3 clusters Score: Raw -5875361.232589 + Penalty 3523.646676 = -5871837.585913 nChanged 69 SP:Iteration 58Q (4676.084959 sec): 3 clusters Score: Raw -5875372.046437 + Penalty 3523.646676 = -5871848.399761 nChanged 63 SP:Iteration 59Q (4676.198845 sec): 3 clusters Score: Raw -5875381.794581 + Penalty 3523.646676 = -5871858.147905 nChanged 52 SP:Iteration 60F (4676.324165 sec): 3 clusters Score: Raw -5875389.604439 + Penalty 3523.646676 = -5871865.957763 nChanged 54 SP:Iteration 61Q (4676.435776 sec): 3 clusters Score: Raw -5875397.277932 + Penalty 3523.646676 = -5871873.631256 nChanged 55 SP:Iteration 62Q (4676.544210 sec): 3 clusters Score: Raw -5875405.623722 + Penalty 3523.646676 = -5871881.977046 nChanged 43 SP:Iteration 63Q (4676.655087 sec): 3 clusters Score: Raw -5875410.523126 + Penalty 3523.646676 = -5871886.876450 nChanged 36 SP:Iteration 64Q (4676.763187 sec): 3 clusters Score: Raw -5875415.657530 + Penalty 3523.646676 = -5871892.010854 nChanged 42 SP:Iteration 65Q (4676.873922 sec): 3 clusters Score: Raw -5875420.963439 + Penalty 3523.646676 = -5871897.316762 nChanged 28 SP:Iteration 66Q (4676.983981 sec): 3 clusters Score: Raw -5875424.682554 + Penalty 3523.646676 = -5871901.035878 nChanged 27 SP:Iteration 67Q (4677.093139 sec): 3 clusters Score: Raw -5875427.979074 + Penalty 3523.646676 = -5871904.332398 nChanged 28 SP:Iteration 68Q (4677.202143 sec): 3 clusters Score: Raw -5875431.636235 + Penalty 3523.646676 = -5871907.989559 nChanged 30 SP:Iteration 69Q (4677.312733 sec): 3 clusters Score: Raw -5875436.231675 + Penalty 3523.646676 = -5871912.584998 nChanged 33 SP:Iteration 70Q (4677.423147 sec): 3 clusters Score: Raw -5875440.824695 + Penalty 3523.646676 = -5871917.178019 nChanged 29 SP:Iteration 71Q (4677.533648 sec): 3 clusters Score: Raw -5875444.954525 + Penalty 3523.646676 = -5871921.307849 nChanged 30 SP:Iteration 72Q (4677.644463 sec): 3 clusters Score: Raw -5875448.613292 + Penalty 3523.646676 = -5871924.966616 nChanged 25 SP:Iteration 73Q (4677.750301 sec): 3 clusters Score: Raw -5875452.217051 + Penalty 3523.646676 = -5871928.570375 nChanged 23 SP:Iteration 74Q (4677.859841 sec): 3 clusters Score: Raw -5875455.640545 + Penalty 3523.646676 = -5871931.993869 nChanged 21 SP:Iteration 75Q (4677.963807 sec): 3 clusters Score: Raw -5875458.197792 + Penalty 3523.646676 = -5871934.551116 nChanged 20 SP:Iteration 76Q (4678.072295 sec): 3 clusters Score: Raw -5875460.607140 + Penalty 3523.646676 = -5871936.960464 nChanged 18 SP:Iteration 77Q (4678.181281 sec): 3 clusters Score: Raw -5875463.113281 + Penalty 3523.646676 = -5871939.466605 nChanged 21 SP:Iteration 78Q (4678.291099 sec): 3 clusters Score: Raw -5875465.891900 + Penalty 3523.646676 = -5871942.245223 nChanged 15 SP:Iteration 79Q (4678.397821 sec): 3 clusters Score: Raw -5875467.947084 + Penalty 3523.646676 = -5871944.300408 nChanged 14 SP:Iteration 80F (4678.519131 sec): 3 clusters Score: Raw -5875469.593663 + Penalty 3523.646676 = -5871945.946986 nChanged 8 SP:Iteration 81Q (4678.629551 sec): 3 clusters Score: Raw -5875470.500671 + Penalty 3523.646676 = -5871946.853995 nChanged 10 SP:Iteration 82Q (4678.738552 sec): 3 clusters Score: Raw -5875471.660492 + Penalty 3523.646676 = -5871948.013816 nChanged 8 SP:Iteration 83Q (4678.846161 sec): 3 clusters Score: Raw -5875472.386043 + Penalty 3523.646676 = -5871948.739367 nChanged 7 SP:Iteration 84Q (4678.951765 sec): 3 clusters Score: Raw -5875472.995300 + Penalty 3523.646676 = -5871949.348624 nChanged 9 SP:Iteration 85Q (4679.066911 sec): 3 clusters Score: Raw -5875473.556345 + Penalty 3523.646676 = -5871949.909669 nChanged 8 SP:Iteration 86Q (4679.185863 sec): 3 clusters Score: Raw -5875474.058287 + Penalty 3523.646676 = -5871950.411611 nChanged 6 SP:Iteration 87Q (4679.303224 sec): 3 clusters Score: Raw -5875474.469616 + Penalty 3523.646676 = -5871950.822940 nChanged 6 SP:Iteration 88Q (4679.436398 sec): 3 clusters Score: Raw -5875475.003032 + Penalty 3523.646676 = -5871951.356356 nChanged 4 SP:Iteration 89Q (4679.559775 sec): 3 clusters Score: Raw -5875475.238597 + Penalty 3523.646676 = -5871951.591921 nChanged 3 SP:Iteration 90Q (4679.681002 sec): 3 clusters Score: Raw -5875475.504119 + Penalty 3523.646676 = -5871951.857443 nChanged 2 SP:Iteration 91Q (4679.795589 sec): 3 clusters Score: Raw -5875475.652011 + Penalty 3523.646676 = -5871952.005335 nChanged 2 SP:Iteration 92Q (4679.905662 sec): 3 clusters Score: Raw -5875475.790546 + Penalty 3523.646676 = -5871952.143870 nChanged 4 SP:Iteration 93Q (4680.047994 sec): 3 clusters Score: Raw -5875476.287451 + Penalty 3523.646676 = -5871952.640775 nChanged 6 SP:Iteration 94Q (4680.204259 sec): 3 clusters Score: Raw -5875476.822988 + Penalty 3523.646676 = -5871953.176311 nChanged 2 SP:Iteration 95Q (4680.311764 sec): 3 clusters Score: Raw -5875476.879878 + Penalty 3523.646676 = -5871953.233202 nChanged 0 SP:Iteration 96F (4680.428025 sec): 3 clusters Score: Raw -5875476.879878 + Penalty 3523.646676 = -5871953.233202 nChanged 0 Trying to split cluster 10 (11646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4680.461659 sec): 2 clusters Score: Raw -1351567.644138 + Penalty 1521.441684 = -1350046.202455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4680.512393 sec): 3 clusters Score: Raw -1344853.242350 + Penalty 3042.883367 = -1341810.358983 nChanged 5102 SP:Iteration 1F (4680.555052 sec): 3 clusters Score: Raw -1347799.316353 + Penalty 3042.883367 = -1344756.432986 nChanged 765 SP:Iteration 2F (4680.612504 sec): 3 clusters Score: Raw -1348202.347629 + Penalty 3042.883367 = -1345159.464262 nChanged 673 SP:Iteration 3F (4680.663464 sec): 3 clusters Score: Raw -1348561.903685 + Penalty 3042.883367 = -1345519.020318 nChanged 638 SP:Iteration 4F (4680.715099 sec): 3 clusters Score: Raw -1348899.195806 + Penalty 3042.883367 = -1345856.312439 nChanged 593 SP:Iteration 5F (4680.766378 sec): 3 clusters Score: Raw -1349224.687831 + Penalty 3042.883367 = -1346181.804464 nChanged 573 SP:Iteration 6Q (4680.818174 sec): 3 clusters Score: Raw -1349549.526326 + Penalty 3042.883367 = -1346506.642959 nChanged 510 SP:Iteration 7Q (4680.874263 sec): 3 clusters Score: Raw -1349834.061986 + Penalty 3042.883367 = -1346791.178619 nChanged 473 SP:Iteration 8Q (4680.920118 sec): 3 clusters Score: Raw -1350078.922968 + Penalty 3042.883367 = -1347036.039601 nChanged 428 SP:Iteration 9Q (4680.977277 sec): 3 clusters Score: Raw -1350281.527343 + Penalty 3042.883367 = -1347238.643976 nChanged 352 SP:Iteration 10Q (4681.037983 sec): 3 clusters Score: Raw -1350471.175538 + Penalty 3042.883367 = -1347428.292171 nChanged 336 SP:Iteration 11Q (4681.099183 sec): 3 clusters Score: Raw -1350664.298151 + Penalty 3042.883367 = -1347621.414784 nChanged 309 SP:Iteration 12Q (4681.161977 sec): 3 clusters Score: Raw -1350843.572963 + Penalty 3042.883367 = -1347800.689596 nChanged 315 SP:Iteration 13Q (4681.226859 sec): 3 clusters Score: Raw -1351029.199192 + Penalty 3042.883367 = -1347986.315825 nChanged 300 SP:Iteration 14Q (4681.290840 sec): 3 clusters Score: Raw -1351219.476232 + Penalty 3042.883367 = -1348176.592865 nChanged 288 SP:Iteration 15Q (4681.357355 sec): 3 clusters Score: Raw -1351411.708383 + Penalty 3042.883367 = -1348368.825016 nChanged 249 SP:Iteration 16Q (4681.417564 sec): 3 clusters Score: Raw -1351589.198857 + Penalty 3042.883367 = -1348546.315490 nChanged 190 SP:Iteration 17Q (4681.492803 sec): 3 clusters Score: Raw -1351722.255424 + Penalty 3042.883367 = -1348679.372057 nChanged 154 SP:Iteration 18Q (4681.549135 sec): 3 clusters Score: Raw -1351847.300437 + Penalty 3042.883367 = -1348804.417070 nChanged 114 SP:Iteration 19Q (4681.610568 sec): 3 clusters Score: Raw -1351928.196520 + Penalty 3042.883367 = -1348885.313153 nChanged 88 SP:Iteration 20F (4681.667801 sec): 3 clusters Score: Raw -1351986.241481 + Penalty 3042.883367 = -1348943.358114 nChanged 92 SP:Iteration 21Q (4681.732734 sec): 3 clusters Score: Raw -1352046.864366 + Penalty 3042.883367 = -1349003.980999 nChanged 78 SP:Iteration 22Q (4681.797370 sec): 3 clusters Score: Raw -1352091.076499 + Penalty 3042.883367 = -1349048.193132 nChanged 55 SP:Iteration 23Q (4681.862860 sec): 3 clusters Score: Raw -1352121.643073 + Penalty 3042.883367 = -1349078.759706 nChanged 39 SP:Iteration 24Q (4681.928001 sec): 3 clusters Score: Raw -1352139.813140 + Penalty 3042.883367 = -1349096.929773 nChanged 34 SP:Iteration 25Q (4681.991947 sec): 3 clusters Score: Raw -1352157.378582 + Penalty 3042.883367 = -1349114.495215 nChanged 33 SP:Iteration 26Q (4682.049282 sec): 3 clusters Score: Raw -1352178.757471 + Penalty 3042.883367 = -1349135.874104 nChanged 31 SP:Iteration 27Q (4682.104021 sec): 3 clusters Score: Raw -1352201.742429 + Penalty 3042.883367 = -1349158.859062 nChanged 30 SP:Iteration 28Q (4682.168010 sec): 3 clusters Score: Raw -1352218.642004 + Penalty 3042.883367 = -1349175.758637 nChanged 32 SP:Iteration 29Q (4682.234291 sec): 3 clusters Score: Raw -1352236.549571 + Penalty 3042.883367 = -1349193.666204 nChanged 27 SP:Iteration 30Q (4682.308089 sec): 3 clusters Score: Raw -1352251.423375 + Penalty 3042.883367 = -1349208.540008 nChanged 21 SP:Iteration 31Q (4682.352904 sec): 3 clusters Score: Raw -1352260.831206 + Penalty 3042.883367 = -1349217.947838 nChanged 19 SP:Iteration 32Q (4682.418507 sec): 3 clusters Score: Raw -1352271.957058 + Penalty 3042.883367 = -1349229.073691 nChanged 19 SP:Iteration 33Q (4682.466179 sec): 3 clusters Score: Raw -1352282.420836 + Penalty 3042.883367 = -1349239.537469 nChanged 24 SP:Iteration 34Q (4682.523506 sec): 3 clusters Score: Raw -1352294.670093 + Penalty 3042.883367 = -1349251.786726 nChanged 27 SP:Iteration 35Q (4682.569603 sec): 3 clusters Score: Raw -1352311.093898 + Penalty 3042.883367 = -1349268.210531 nChanged 30 SP:Iteration 36Q (4682.632231 sec): 3 clusters Score: Raw -1352326.179485 + Penalty 3042.883367 = -1349283.296118 nChanged 18 SP:Iteration 37Q (4682.695902 sec): 3 clusters Score: Raw -1352333.472078 + Penalty 3042.883367 = -1349290.588711 nChanged 17 SP:Iteration 38Q (4682.752437 sec): 3 clusters Score: Raw -1352338.948309 + Penalty 3042.883367 = -1349296.064942 nChanged 13 SP:Iteration 39Q (4682.815336 sec): 3 clusters Score: Raw -1352343.297349 + Penalty 3042.883367 = -1349300.413982 nChanged 8 SP:Iteration 40F (4682.876708 sec): 3 clusters Score: Raw -1352345.949081 + Penalty 3042.883367 = -1349303.065714 nChanged 4 SP:Iteration 41Q (4682.941598 sec): 3 clusters Score: Raw -1352346.880505 + Penalty 3042.883367 = -1349303.997137 nChanged 6 SP:Iteration 42Q (4683.006484 sec): 3 clusters Score: Raw -1352348.397918 + Penalty 3042.883367 = -1349305.514551 nChanged 4 SP:Iteration 43Q (4683.062683 sec): 3 clusters Score: Raw -1352349.821721 + Penalty 3042.883367 = -1349306.938354 nChanged 3 SP:Iteration 44Q (4683.125690 sec): 3 clusters Score: Raw -1352350.669506 + Penalty 3042.883367 = -1349307.786139 nChanged 0 SP:Iteration 45F (4683.185926 sec): 3 clusters Score: Raw -1352350.669506 + Penalty 3042.883367 = -1349307.786139 nChanged 0 Trying to split cluster 11 (6446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4683.217659 sec): 2 clusters Score: Raw -766861.482589 + Penalty 1425.322448 = -765436.160142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4683.279200 sec): 3 clusters Score: Raw -763336.875747 + Penalty 2850.644895 = -760486.230852 nChanged 2684 SP:Iteration 1F (4683.339568 sec): 3 clusters Score: Raw -764901.863807 + Penalty 2850.644895 = -762051.218911 nChanged 504 SP:Iteration 2F (4683.389159 sec): 3 clusters Score: Raw -765227.630194 + Penalty 2850.644895 = -762376.985299 nChanged 415 SP:Iteration 3F (4683.449662 sec): 3 clusters Score: Raw -765466.069757 + Penalty 2850.644895 = -762615.424862 nChanged 367 SP:Iteration 4F (4683.508584 sec): 3 clusters Score: Raw -765697.387045 + Penalty 2850.644895 = -762846.742149 nChanged 316 SP:Iteration 5Q (4683.569981 sec): 3 clusters Score: Raw -765918.147361 + Penalty 2850.644895 = -763067.502466 nChanged 305 SP:Iteration 6Q (4683.629606 sec): 3 clusters Score: Raw -766104.097966 + Penalty 2850.644895 = -763253.453070 nChanged 262 SP:Iteration 7Q (4683.682802 sec): 3 clusters Score: Raw -766246.859798 + Penalty 2850.644895 = -763396.214902 nChanged 211 SP:Iteration 8Q (4683.743116 sec): 3 clusters Score: Raw -766368.309701 + Penalty 2850.644895 = -763517.664806 nChanged 199 SP:Iteration 9Q (4683.780683 sec): 3 clusters Score: Raw -766471.850792 + Penalty 2850.644895 = -763621.205897 nChanged 158 SP:Iteration 10Q (4683.835588 sec): 3 clusters Score: Raw -766547.884798 + Penalty 2850.644895 = -763697.239903 nChanged 141 SP:Iteration 11Q (4683.887181 sec): 3 clusters Score: Raw -766604.044407 + Penalty 2850.644895 = -763753.399512 nChanged 107 SP:Iteration 12Q (4683.921903 sec): 3 clusters Score: Raw -766645.189107 + Penalty 2850.644895 = -763794.544211 nChanged 88 SP:Iteration 13Q (4683.973996 sec): 3 clusters Score: Raw -766676.135462 + Penalty 2850.644895 = -763825.490567 nChanged 75 SP:Iteration 14Q (4684.017625 sec): 3 clusters Score: Raw -766697.118072 + Penalty 2850.644895 = -763846.473176 nChanged 56 SP:Iteration 15Q (4684.068212 sec): 3 clusters Score: Raw -766714.781491 + Penalty 2850.644895 = -763864.136595 nChanged 56 SP:Iteration 16Q (4684.104412 sec): 3 clusters Score: Raw -766731.515647 + Penalty 2850.644895 = -763880.870752 nChanged 48 SP:Iteration 17Q (4684.160492 sec): 3 clusters Score: Raw -766745.764651 + Penalty 2850.644895 = -763895.119756 nChanged 47 SP:Iteration 18Q (4684.200967 sec): 3 clusters Score: Raw -766755.826754 + Penalty 2850.644895 = -763905.181859 nChanged 27 SP:Iteration 19Q (4684.249746 sec): 3 clusters Score: Raw -766760.580593 + Penalty 2850.644895 = -763909.935697 nChanged 25 SP:Iteration 20F (4684.300748 sec): 3 clusters Score: Raw -766765.124274 + Penalty 2850.644895 = -763914.479379 nChanged 20 SP:Iteration 21Q (4684.341422 sec): 3 clusters Score: Raw -766768.436581 + Penalty 2850.644895 = -763917.791685 nChanged 16 SP:Iteration 22Q (4684.376917 sec): 3 clusters Score: Raw -766771.737542 + Penalty 2850.644895 = -763921.092647 nChanged 12 SP:Iteration 23Q (4684.424644 sec): 3 clusters Score: Raw -766773.675044 + Penalty 2850.644895 = -763923.030149 nChanged 8 SP:Iteration 24Q (4684.467150 sec): 3 clusters Score: Raw -766775.222453 + Penalty 2850.644895 = -763924.577558 nChanged 10 SP:Iteration 25Q (4684.509397 sec): 3 clusters Score: Raw -766776.598341 + Penalty 2850.644895 = -763925.953445 nChanged 8 SP:Iteration 26Q (4684.545101 sec): 3 clusters Score: Raw -766777.662465 + Penalty 2850.644895 = -763927.017570 nChanged 4 SP:Iteration 27Q (4684.589948 sec): 3 clusters Score: Raw -766778.220430 + Penalty 2850.644895 = -763927.575534 nChanged 5 SP:Iteration 28Q (4684.632301 sec): 3 clusters Score: Raw -766778.673513 + Penalty 2850.644895 = -763928.028618 nChanged 1 SP:Iteration 29Q (4684.680275 sec): 3 clusters Score: Raw -766778.715204 + Penalty 2850.644895 = -763928.070309 nChanged 0 SP:Iteration 30F (4684.734578 sec): 3 clusters Score: Raw -766778.715204 + Penalty 2850.644895 = -763928.070309 nChanged 0 Trying to split cluster 12 (76319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4684.848845 sec): 2 clusters Score: Raw -9140970.458093 + Penalty 1826.935046 = -9139143.523047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4685.009549 sec): 3 clusters Score: Raw -9091634.187651 + Penalty 3653.870091 = -9087980.317560 nChanged 36277 SP:Iteration 1F (4685.181501 sec): 3 clusters Score: Raw -9112370.864659 + Penalty 3653.870091 = -9108716.994568 nChanged 3147 SP:Iteration 2Q (4685.359848 sec): 3 clusters Score: Raw -9113447.941274 + Penalty 3653.870091 = -9109794.071183 nChanged 3497 SP:Iteration 3Q (4685.511583 sec): 3 clusters Score: Raw -9114961.487614 + Penalty 3653.870091 = -9111307.617523 nChanged 4153 SP:Iteration 4F (4685.681115 sec): 3 clusters Score: Raw -9117162.911411 + Penalty 3653.870091 = -9113509.041320 nChanged 4626 SP:Iteration 5F (4685.844266 sec): 3 clusters Score: Raw -9120051.887414 + Penalty 3653.870091 = -9116398.017323 nChanged 4899 SP:Iteration 6F (4686.005640 sec): 3 clusters Score: Raw -9123191.967624 + Penalty 3653.870091 = -9119538.097532 nChanged 4649 SP:Iteration 7F (4686.180452 sec): 3 clusters Score: Raw -9126117.159127 + Penalty 3653.870091 = -9122463.289036 nChanged 4133 SP:Iteration 8F (4686.335203 sec): 3 clusters Score: Raw -9128538.038453 + Penalty 3653.870091 = -9124884.168362 nChanged 3332 SP:Iteration 9Q (4686.527151 sec): 3 clusters Score: Raw -9130183.219646 + Penalty 3653.870091 = -9126529.349555 nChanged 2460 SP:Iteration 10Q (4686.730113 sec): 3 clusters Score: Raw -9131159.772574 + Penalty 3653.870091 = -9127505.902483 nChanged 1730 SP:Iteration 11Q (4686.907972 sec): 3 clusters Score: Raw -9131684.021264 + Penalty 3653.870091 = -9128030.151173 nChanged 1253 SP:Iteration 12Q (4687.092150 sec): 3 clusters Score: Raw -9132026.049063 + Penalty 3653.870091 = -9128372.178972 nChanged 1110 SP:Iteration 13Q (4687.301657 sec): 3 clusters Score: Raw -9132340.149608 + Penalty 3653.870091 = -9128686.279516 nChanged 1093 SP:Iteration 14Q (4687.489482 sec): 3 clusters Score: Raw -9132667.792514 + Penalty 3653.870091 = -9129013.922423 nChanged 1108 SP:Iteration 15Q (4687.648564 sec): 3 clusters Score: Raw -9133018.564464 + Penalty 3653.870091 = -9129364.694373 nChanged 1172 SP:Iteration 16Q (4687.801095 sec): 3 clusters Score: Raw -9133406.690452 + Penalty 3653.870091 = -9129752.820361 nChanged 1204 SP:Iteration 17Q (4687.952483 sec): 3 clusters Score: Raw -9133822.977770 + Penalty 3653.870091 = -9130169.107679 nChanged 1245 SP:Iteration 18Q (4688.114635 sec): 3 clusters Score: Raw -9134280.711760 + Penalty 3653.870091 = -9130626.841669 nChanged 1285 SP:Iteration 19Q (4688.281152 sec): 3 clusters Score: Raw -9134795.283662 + Penalty 3653.870091 = -9131141.413571 nChanged 1356 SP:Iteration 20F (4688.450740 sec): 3 clusters Score: Raw -9135350.655528 + Penalty 3653.870091 = -9131696.785437 nChanged 1336 SP:Iteration 21Q (4688.620251 sec): 3 clusters Score: Raw -9135887.871587 + Penalty 3653.870091 = -9132234.001496 nChanged 1224 SP:Iteration 22Q (4688.786961 sec): 3 clusters Score: Raw -9136373.789855 + Penalty 3653.870091 = -9132719.919763 nChanged 1194 SP:Iteration 23Q (4688.953753 sec): 3 clusters Score: Raw -9136840.585823 + Penalty 3653.870091 = -9133186.715732 nChanged 1107 SP:Iteration 24Q (4689.117512 sec): 3 clusters Score: Raw -9137267.195799 + Penalty 3653.870091 = -9133613.325708 nChanged 1074 SP:Iteration 25Q (4689.268318 sec): 3 clusters Score: Raw -9137687.913847 + Penalty 3653.870091 = -9134034.043756 nChanged 1029 SP:Iteration 26Q (4689.439873 sec): 3 clusters Score: Raw -9138103.101161 + Penalty 3653.870091 = -9134449.231070 nChanged 994 SP:Iteration 27Q (4689.587647 sec): 3 clusters Score: Raw -9138508.590615 + Penalty 3653.870091 = -9134854.720524 nChanged 905 SP:Iteration 28Q (4689.753669 sec): 3 clusters Score: Raw -9138864.979395 + Penalty 3653.870091 = -9135211.109304 nChanged 833 SP:Iteration 29Q (4689.931819 sec): 3 clusters Score: Raw -9139190.737551 + Penalty 3653.870091 = -9135536.867460 nChanged 776 SP:Iteration 30Q (4690.094330 sec): 3 clusters Score: Raw -9139496.224725 + Penalty 3653.870091 = -9135842.354634 nChanged 732 SP:Iteration 31Q (4690.258927 sec): 3 clusters Score: Raw -9139793.474545 + Penalty 3653.870091 = -9136139.604454 nChanged 672 SP:Iteration 32Q (4690.433015 sec): 3 clusters Score: Raw -9140067.306280 + Penalty 3653.870091 = -9136413.436188 nChanged 576 SP:Iteration 33Q (4690.602634 sec): 3 clusters Score: Raw -9140299.594945 + Penalty 3653.870091 = -9136645.724854 nChanged 520 SP:Iteration 34Q (4690.760873 sec): 3 clusters Score: Raw -9140504.865968 + Penalty 3653.870091 = -9136850.995877 nChanged 444 SP:Iteration 35Q (4690.904790 sec): 3 clusters Score: Raw -9140674.152485 + Penalty 3653.870091 = -9137020.282394 nChanged 435 SP:Iteration 36Q (4691.057988 sec): 3 clusters Score: Raw -9140846.271207 + Penalty 3653.870091 = -9137192.401116 nChanged 354 SP:Iteration 37Q (4691.213611 sec): 3 clusters Score: Raw -9140980.239488 + Penalty 3653.870091 = -9137326.369397 nChanged 306 SP:Iteration 38Q (4691.362261 sec): 3 clusters Score: Raw -9141087.175793 + Penalty 3653.870091 = -9137433.305702 nChanged 263 SP:Iteration 39Q (4691.516417 sec): 3 clusters Score: Raw -9141170.600687 + Penalty 3653.870091 = -9137516.730595 nChanged 210 SP:Iteration 40F (4691.675310 sec): 3 clusters Score: Raw -9141232.081222 + Penalty 3653.870091 = -9137578.211131 nChanged 157 SP:Iteration 41Q (4691.825369 sec): 3 clusters Score: Raw -9141275.067040 + Penalty 3653.870091 = -9137621.196949 nChanged 131 SP:Iteration 42Q (4691.975397 sec): 3 clusters Score: Raw -9141310.512651 + Penalty 3653.870091 = -9137656.642560 nChanged 128 SP:Iteration 43Q (4692.123066 sec): 3 clusters Score: Raw -9141347.118313 + Penalty 3653.870091 = -9137693.248222 nChanged 103 SP:Iteration 44Q (4692.271199 sec): 3 clusters Score: Raw -9141379.724379 + Penalty 3653.870091 = -9137725.854288 nChanged 108 SP:Iteration 45Q (4692.430738 sec): 3 clusters Score: Raw -9141407.166961 + Penalty 3653.870091 = -9137753.296870 nChanged 91 SP:Iteration 46Q (4692.589108 sec): 3 clusters Score: Raw -9141431.273987 + Penalty 3653.870091 = -9137777.403896 nChanged 83 SP:Iteration 47Q (4692.748352 sec): 3 clusters Score: Raw -9141453.894036 + Penalty 3653.870091 = -9137800.023945 nChanged 77 SP:Iteration 48Q (4692.906939 sec): 3 clusters Score: Raw -9141478.373394 + Penalty 3653.870091 = -9137824.503303 nChanged 90 SP:Iteration 49Q (4693.065686 sec): 3 clusters Score: Raw -9141506.735142 + Penalty 3653.870091 = -9137852.865051 nChanged 82 SP:Iteration 50Q (4693.218827 sec): 3 clusters Score: Raw -9141530.315204 + Penalty 3653.870091 = -9137876.445113 nChanged 61 SP:Iteration 51Q (4693.376978 sec): 3 clusters Score: Raw -9141546.696243 + Penalty 3653.870091 = -9137892.826152 nChanged 50 SP:Iteration 52Q (4693.533184 sec): 3 clusters Score: Raw -9141558.200163 + Penalty 3653.870091 = -9137904.330072 nChanged 40 SP:Iteration 53Q (4693.690924 sec): 3 clusters Score: Raw -9141566.603845 + Penalty 3653.870091 = -9137912.733753 nChanged 35 SP:Iteration 54Q (4693.839642 sec): 3 clusters Score: Raw -9141574.653069 + Penalty 3653.870091 = -9137920.782978 nChanged 30 SP:Iteration 55Q (4693.990336 sec): 3 clusters Score: Raw -9141580.017191 + Penalty 3653.870091 = -9137926.147100 nChanged 21 SP:Iteration 56Q (4694.155264 sec): 3 clusters Score: Raw -9141584.414584 + Penalty 3653.870091 = -9137930.544492 nChanged 16 SP:Iteration 57Q (4694.314368 sec): 3 clusters Score: Raw -9141587.979176 + Penalty 3653.870091 = -9137934.109085 nChanged 12 SP:Iteration 58Q (4694.461027 sec): 3 clusters Score: Raw -9141590.530352 + Penalty 3653.870091 = -9137936.660260 nChanged 18 SP:Iteration 59Q (4694.607699 sec): 3 clusters Score: Raw -9141594.766565 + Penalty 3653.870091 = -9137940.896474 nChanged 14 SP:Iteration 60F (4694.765338 sec): 3 clusters Score: Raw -9141598.275285 + Penalty 3653.870091 = -9137944.405194 nChanged 16 SP:Iteration 61Q (4694.913637 sec): 3 clusters Score: Raw -9141601.970121 + Penalty 3653.870091 = -9137948.100030 nChanged 19 SP:Iteration 62Q (4695.054901 sec): 3 clusters Score: Raw -9141606.027666 + Penalty 3653.870091 = -9137952.157575 nChanged 15 SP:Iteration 63Q (4695.205097 sec): 3 clusters Score: Raw -9141609.501915 + Penalty 3653.870091 = -9137955.631824 nChanged 13 SP:Iteration 64Q (4695.353724 sec): 3 clusters Score: Raw -9141611.808035 + Penalty 3653.870091 = -9137957.937944 nChanged 12 SP:Iteration 65Q (4695.489010 sec): 3 clusters Score: Raw -9141613.925373 + Penalty 3653.870091 = -9137960.055282 nChanged 14 SP:Iteration 66Q (4695.631091 sec): 3 clusters Score: Raw -9141616.662732 + Penalty 3653.870091 = -9137962.792641 nChanged 6 SP:Iteration 67Q (4695.775685 sec): 3 clusters Score: Raw -9141617.498984 + Penalty 3653.870091 = -9137963.628893 nChanged 3 SP:Iteration 68Q (4695.919184 sec): 3 clusters Score: Raw -9141617.774204 + Penalty 3653.870091 = -9137963.904113 nChanged 2 SP:Iteration 69Q (4696.061432 sec): 3 clusters Score: Raw -9141618.090450 + Penalty 3653.870091 = -9137964.220359 nChanged 2 SP:Iteration 70Q (4696.203263 sec): 3 clusters Score: Raw -9141618.393880 + Penalty 3653.870091 = -9137964.523789 nChanged 1 SP:Iteration 71Q (4696.345337 sec): 3 clusters Score: Raw -9141618.762442 + Penalty 3653.870091 = -9137964.892351 nChanged 2 SP:Iteration 72Q (4696.488987 sec): 3 clusters Score: Raw -9141619.153003 + Penalty 3653.870091 = -9137965.282912 nChanged 3 SP:Iteration 73Q (4696.629644 sec): 3 clusters Score: Raw -9141619.563690 + Penalty 3653.870091 = -9137965.693599 nChanged 1 SP:Iteration 74Q (4696.773042 sec): 3 clusters Score: Raw -9141619.933962 + Penalty 3653.870091 = -9137966.063871 nChanged 3 SP:Iteration 75Q (4696.916694 sec): 3 clusters Score: Raw -9141620.198455 + Penalty 3653.870091 = -9137966.328364 nChanged 4 SP:Iteration 76Q (4697.060218 sec): 3 clusters Score: Raw -9141620.515078 + Penalty 3653.870091 = -9137966.644986 nChanged 4 SP:Iteration 77Q (4697.206743 sec): 3 clusters Score: Raw -9141621.346576 + Penalty 3653.870091 = -9137967.476485 nChanged 4 SP:Iteration 78Q (4697.347848 sec): 3 clusters Score: Raw -9141622.031980 + Penalty 3653.870091 = -9137968.161889 nChanged 5 SP:Iteration 79Q (4697.492547 sec): 3 clusters Score: Raw -9141623.153692 + Penalty 3653.870091 = -9137969.283601 nChanged 6 SP:Iteration 80F (4697.656629 sec): 3 clusters Score: Raw -9141623.859770 + Penalty 3653.870091 = -9137969.989679 nChanged 2 SP:Iteration 81Q (4697.803228 sec): 3 clusters Score: Raw -9141623.994930 + Penalty 3653.870091 = -9137970.124839 nChanged 1 SP:Iteration 82Q (4697.956942 sec): 3 clusters Score: Raw -9141624.174277 + Penalty 3653.870091 = -9137970.304186 nChanged 3 SP:Iteration 83Q (4698.108771 sec): 3 clusters Score: Raw -9141624.763695 + Penalty 3653.870091 = -9137970.893604 nChanged 2 SP:Iteration 84Q (4698.272880 sec): 3 clusters Score: Raw -9141625.101707 + Penalty 3653.870091 = -9137971.231616 nChanged 1 SP:Iteration 85Q (4698.423224 sec): 3 clusters Score: Raw -9141625.202266 + Penalty 3653.870091 = -9137971.332175 nChanged 2 SP:Iteration 86Q (4698.568125 sec): 3 clusters Score: Raw -9141625.356517 + Penalty 3653.870091 = -9137971.486426 nChanged 2 SP:Iteration 87Q (4698.710529 sec): 3 clusters Score: Raw -9141625.567156 + Penalty 3653.870091 = -9137971.697065 nChanged 0 SP:Iteration 88F (4698.877857 sec): 3 clusters Score: Raw -9141625.567156 + Penalty 3653.870091 = -9137971.697065 nChanged 0 Trying to split cluster 13 (1276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4698.906861 sec): 2 clusters Score: Raw -138447.886320 + Penalty 1162.116388 = -137285.769932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4698.933336 sec): 3 clusters Score: Raw -138019.232779 + Penalty 2324.232776 = -135695.000003 nChanged 433 SP:Iteration 1F (4698.973458 sec): 3 clusters Score: Raw -138485.631740 + Penalty 2324.232776 = -136161.398964 nChanged 138 SP:Iteration 2F (4699.006796 sec): 3 clusters Score: Raw -138671.695386 + Penalty 2324.232776 = -136347.462610 nChanged 74 SP:Iteration 3F (4699.032853 sec): 3 clusters Score: Raw -138766.082247 + Penalty 2324.232776 = -136441.849472 nChanged 50 SP:Iteration 4Q (4699.065745 sec): 3 clusters Score: Raw -138832.009558 + Penalty 2324.232776 = -136507.776782 nChanged 36 SP:Iteration 5Q (4699.105892 sec): 3 clusters Score: Raw -138882.061286 + Penalty 2324.232776 = -136557.828510 nChanged 29 SP:Iteration 6Q (4699.139109 sec): 3 clusters Score: Raw -138921.092922 + Penalty 2324.232776 = -136596.860147 nChanged 22 SP:Iteration 7Q (4699.169831 sec): 3 clusters Score: Raw -138947.416925 + Penalty 2324.232776 = -136623.184149 nChanged 15 SP:Iteration 8Q (4699.205014 sec): 3 clusters Score: Raw -138969.745330 + Penalty 2324.232776 = -136645.512554 nChanged 21 SP:Iteration 9Q (4699.246731 sec): 3 clusters Score: Raw -138993.546373 + Penalty 2324.232776 = -136669.313597 nChanged 14 SP:Iteration 10Q (4699.289819 sec): 3 clusters Score: Raw -139008.675843 + Penalty 2324.232776 = -136684.443067 nChanged 11 SP:Iteration 11Q (4699.331990 sec): 3 clusters Score: Raw -139021.265707 + Penalty 2324.232776 = -136697.032931 nChanged 9 SP:Iteration 12Q (4699.379292 sec): 3 clusters Score: Raw -139033.979677 + Penalty 2324.232776 = -136709.746901 nChanged 6 SP:Iteration 13Q (4699.411929 sec): 3 clusters Score: Raw -139039.305454 + Penalty 2324.232776 = -136715.072678 nChanged 6 SP:Iteration 14Q (4699.443707 sec): 3 clusters Score: Raw -139045.493625 + Penalty 2324.232776 = -136721.260849 nChanged 8 SP:Iteration 15Q (4699.478226 sec): 3 clusters Score: Raw -139051.827779 + Penalty 2324.232776 = -136727.595003 nChanged 10 SP:Iteration 16Q (4699.509835 sec): 3 clusters Score: Raw -139060.705796 + Penalty 2324.232776 = -136736.473021 nChanged 8 SP:Iteration 17Q (4699.541178 sec): 3 clusters Score: Raw -139066.015109 + Penalty 2324.232776 = -136741.782333 nChanged 4 SP:Iteration 18Q (4699.572972 sec): 3 clusters Score: Raw -139070.626153 + Penalty 2324.232776 = -136746.393377 nChanged 1 SP:Iteration 19Q (4699.604580 sec): 3 clusters Score: Raw -139071.136959 + Penalty 2324.232776 = -136746.904184 nChanged 0 SP:Iteration 20F (4699.636066 sec): 3 clusters Score: Raw -139071.136959 + Penalty 2324.232776 = -136746.904184 nChanged 0 Trying to split cluster 14 (6432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4699.676087 sec): 2 clusters Score: Raw -721100.313211 + Penalty 1424.969132 = -719675.344079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4699.726247 sec): 3 clusters Score: Raw -717572.488370 + Penalty 2849.938264 = -714722.550107 nChanged 2704 SP:Iteration 1F (4699.762437 sec): 3 clusters Score: Raw -719119.218330 + Penalty 2849.938264 = -716269.280066 nChanged 455 SP:Iteration 2F (4699.815758 sec): 3 clusters Score: Raw -719340.415383 + Penalty 2849.938264 = -716490.477119 nChanged 343 SP:Iteration 3F (4699.873600 sec): 3 clusters Score: Raw -719482.966149 + Penalty 2849.938264 = -716633.027886 nChanged 283 SP:Iteration 4Q (4699.917909 sec): 3 clusters Score: Raw -719603.544518 + Penalty 2849.938264 = -716753.606255 nChanged 232 SP:Iteration 5Q (4699.970931 sec): 3 clusters Score: Raw -719708.271835 + Penalty 2849.938264 = -716858.333572 nChanged 217 SP:Iteration 6Q (4700.012083 sec): 3 clusters Score: Raw -719804.705675 + Penalty 2849.938264 = -716954.767412 nChanged 208 SP:Iteration 7Q (4700.055560 sec): 3 clusters Score: Raw -719908.002546 + Penalty 2849.938264 = -717058.064283 nChanged 224 SP:Iteration 8Q (4700.103578 sec): 3 clusters Score: Raw -720028.881120 + Penalty 2849.938264 = -717178.942856 nChanged 227 SP:Iteration 9Q (4700.148685 sec): 3 clusters Score: Raw -720173.066143 + Penalty 2849.938264 = -717323.127879 nChanged 242 SP:Iteration 10Q (4700.200218 sec): 3 clusters Score: Raw -720359.443420 + Penalty 2849.938264 = -717509.505157 nChanged 248 SP:Iteration 11Q (4700.252901 sec): 3 clusters Score: Raw -720538.658899 + Penalty 2849.938264 = -717688.720635 nChanged 212 SP:Iteration 12Q (4700.310033 sec): 3 clusters Score: Raw -720673.701912 + Penalty 2849.938264 = -717823.763649 nChanged 171 SP:Iteration 13Q (4700.367864 sec): 3 clusters Score: Raw -720786.301672 + Penalty 2849.938264 = -717936.363408 nChanged 185 SP:Iteration 14Q (4700.425665 sec): 3 clusters Score: Raw -720913.328539 + Penalty 2849.938264 = -718063.390276 nChanged 151 SP:Iteration 15Q (4700.477510 sec): 3 clusters Score: Raw -720999.603594 + Penalty 2849.938264 = -718149.665330 nChanged 121 SP:Iteration 16Q (4700.536809 sec): 3 clusters Score: Raw -721057.096428 + Penalty 2849.938264 = -718207.158165 nChanged 95 SP:Iteration 17Q (4700.588864 sec): 3 clusters Score: Raw -721096.862869 + Penalty 2849.938264 = -718246.924605 nChanged 55 SP:Iteration 18Q (4700.648185 sec): 3 clusters Score: Raw -721114.001755 + Penalty 2849.938264 = -718264.063491 nChanged 41 SP:Iteration 19Q (4700.706945 sec): 3 clusters Score: Raw -721128.745947 + Penalty 2849.938264 = -718278.807683 nChanged 39 SP:Iteration 20F (4700.758647 sec): 3 clusters Score: Raw -721142.176228 + Penalty 2849.938264 = -718292.237964 nChanged 35 SP:Iteration 21Q (4700.827507 sec): 3 clusters Score: Raw -721154.708268 + Penalty 2849.938264 = -718304.770004 nChanged 39 SP:Iteration 22Q (4700.874969 sec): 3 clusters Score: Raw -721169.535570 + Penalty 2849.938264 = -718319.597306 nChanged 33 SP:Iteration 23Q (4700.943875 sec): 3 clusters Score: Raw -721179.185400 + Penalty 2849.938264 = -718329.247136 nChanged 35 SP:Iteration 24Q (4700.991764 sec): 3 clusters Score: Raw -721189.401133 + Penalty 2849.938264 = -718339.462870 nChanged 27 SP:Iteration 25Q (4701.045718 sec): 3 clusters Score: Raw -721200.093235 + Penalty 2849.938264 = -718350.154971 nChanged 30 SP:Iteration 26Q (4701.105360 sec): 3 clusters Score: Raw -721212.481417 + Penalty 2849.938264 = -718362.543153 nChanged 31 SP:Iteration 27Q (4701.163844 sec): 3 clusters Score: Raw -721226.590655 + Penalty 2849.938264 = -718376.652391 nChanged 32 SP:Iteration 28Q (4701.222288 sec): 3 clusters Score: Raw -721237.593928 + Penalty 2849.938264 = -718387.655664 nChanged 25 SP:Iteration 29Q (4701.280296 sec): 3 clusters Score: Raw -721248.350734 + Penalty 2849.938264 = -718398.412470 nChanged 23 SP:Iteration 30Q (4701.327549 sec): 3 clusters Score: Raw -721254.514414 + Penalty 2849.938264 = -718404.576151 nChanged 14 SP:Iteration 31Q (4701.384754 sec): 3 clusters Score: Raw -721258.679322 + Penalty 2849.938264 = -718408.741058 nChanged 13 SP:Iteration 32Q (4701.442752 sec): 3 clusters Score: Raw -721267.505076 + Penalty 2849.938264 = -718417.566812 nChanged 29 SP:Iteration 33Q (4701.511137 sec): 3 clusters Score: Raw -721279.582016 + Penalty 2849.938264 = -718429.643752 nChanged 21 SP:Iteration 34Q (4701.560021 sec): 3 clusters Score: Raw -721287.150017 + Penalty 2849.938264 = -718437.211753 nChanged 21 SP:Iteration 35Q (4701.606916 sec): 3 clusters Score: Raw -721296.327152 + Penalty 2849.938264 = -718446.388889 nChanged 20 SP:Iteration 36Q (4701.661019 sec): 3 clusters Score: Raw -721303.005702 + Penalty 2849.938264 = -718453.067438 nChanged 19 SP:Iteration 37Q (4701.708395 sec): 3 clusters Score: Raw -721310.803725 + Penalty 2849.938264 = -718460.865462 nChanged 22 SP:Iteration 38Q (4701.750516 sec): 3 clusters Score: Raw -721318.418065 + Penalty 2849.938264 = -718468.479802 nChanged 22 SP:Iteration 39Q (4701.808938 sec): 3 clusters Score: Raw -721324.593700 + Penalty 2849.938264 = -718474.655437 nChanged 14 SP:Iteration 40F (4701.878544 sec): 3 clusters Score: Raw -721330.080072 + Penalty 2849.938264 = -718480.141809 nChanged 16 SP:Iteration 41Q (4701.926841 sec): 3 clusters Score: Raw -721334.967686 + Penalty 2849.938264 = -718485.029422 nChanged 16 SP:Iteration 42Q (4701.970368 sec): 3 clusters Score: Raw -721341.081501 + Penalty 2849.938264 = -718491.143238 nChanged 15 SP:Iteration 43Q (4702.035332 sec): 3 clusters Score: Raw -721344.786773 + Penalty 2849.938264 = -718494.848509 nChanged 8 SP:Iteration 44Q (4702.076544 sec): 3 clusters Score: Raw -721348.251799 + Penalty 2849.938264 = -718498.313536 nChanged 13 SP:Iteration 45Q (4702.133203 sec): 3 clusters Score: Raw -721351.498752 + Penalty 2849.938264 = -718501.560489 nChanged 10 SP:Iteration 46Q (4702.188429 sec): 3 clusters Score: Raw -721353.853450 + Penalty 2849.938264 = -718503.915186 nChanged 10 SP:Iteration 47Q (4702.245314 sec): 3 clusters Score: Raw -721355.917405 + Penalty 2849.938264 = -718505.979142 nChanged 6 SP:Iteration 48Q (4702.298788 sec): 3 clusters Score: Raw -721357.756237 + Penalty 2849.938264 = -718507.817973 nChanged 4 SP:Iteration 49Q (4702.345948 sec): 3 clusters Score: Raw -721359.061927 + Penalty 2849.938264 = -718509.123664 nChanged 5 SP:Iteration 50Q (4702.403682 sec): 3 clusters Score: Raw -721360.153477 + Penalty 2849.938264 = -718510.215213 nChanged 5 SP:Iteration 51Q (4702.462441 sec): 3 clusters Score: Raw -721361.500450 + Penalty 2849.938264 = -718511.562186 nChanged 3 SP:Iteration 52Q (4702.520172 sec): 3 clusters Score: Raw -721362.563635 + Penalty 2849.938264 = -718512.625372 nChanged 5 SP:Iteration 53Q (4702.578138 sec): 3 clusters Score: Raw -721363.567345 + Penalty 2849.938264 = -718513.629082 nChanged 4 SP:Iteration 54Q (4702.628692 sec): 3 clusters Score: Raw -721364.723414 + Penalty 2849.938264 = -718514.785150 nChanged 4 SP:Iteration 55Q (4702.699188 sec): 3 clusters Score: Raw -721366.264904 + Penalty 2849.938264 = -718516.326641 nChanged 5 SP:Iteration 56Q (4702.747843 sec): 3 clusters Score: Raw -721368.717743 + Penalty 2849.938264 = -718518.779480 nChanged 8 SP:Iteration 57Q (4702.805801 sec): 3 clusters Score: Raw -721371.156121 + Penalty 2849.938264 = -718521.217858 nChanged 9 SP:Iteration 58Q (4702.862695 sec): 3 clusters Score: Raw -721373.330897 + Penalty 2849.938264 = -718523.392633 nChanged 5 SP:Iteration 59Q (4702.919255 sec): 3 clusters Score: Raw -721374.983325 + Penalty 2849.938264 = -718525.045061 nChanged 10 SP:Iteration 60F (4702.954774 sec): 3 clusters Score: Raw -721376.714424 + Penalty 2849.938264 = -718526.776160 nChanged 5 SP:Iteration 61Q (4702.994935 sec): 3 clusters Score: Raw -721377.785582 + Penalty 2849.938264 = -718527.847318 nChanged 5 SP:Iteration 62Q (4703.047836 sec): 3 clusters Score: Raw -721379.977081 + Penalty 2849.938264 = -718530.038817 nChanged 13 SP:Iteration 63Q (4703.103858 sec): 3 clusters Score: Raw -721384.613211 + Penalty 2849.938264 = -718534.674947 nChanged 16 SP:Iteration 64Q (4703.167056 sec): 3 clusters Score: Raw -721392.377847 + Penalty 2849.938264 = -718542.439584 nChanged 17 SP:Iteration 65Q (4703.203360 sec): 3 clusters Score: Raw -721399.337706 + Penalty 2849.938264 = -718549.399442 nChanged 18 SP:Iteration 66Q (4703.256371 sec): 3 clusters Score: Raw -721402.858410 + Penalty 2849.938264 = -718552.920146 nChanged 10 SP:Iteration 67Q (4703.300374 sec): 3 clusters Score: Raw -721404.899353 + Penalty 2849.938264 = -718554.961089 nChanged 8 SP:Iteration 68Q (4703.352075 sec): 3 clusters Score: Raw -721406.376019 + Penalty 2849.938264 = -718556.437755 nChanged 6 SP:Iteration 69Q (4703.405609 sec): 3 clusters Score: Raw -721407.402682 + Penalty 2849.938264 = -718557.464418 nChanged 1 SP:Iteration 70Q (4703.451961 sec): 3 clusters Score: Raw -721407.570833 + Penalty 2849.938264 = -718557.632569 nChanged 1 SP:Iteration 71Q (4703.512415 sec): 3 clusters Score: Raw -721407.640681 + Penalty 2849.938264 = -718557.702418 nChanged 0 SP:Iteration 72F (4703.556783 sec): 3 clusters Score: Raw -721407.640681 + Penalty 2849.938264 = -718557.702418 nChanged 0 Trying to split cluster 15 (64133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4703.658393 sec): 2 clusters Score: Raw -7574816.206521 + Penalty 1798.666079 = -7573017.540442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4703.798211 sec): 3 clusters Score: Raw -7533921.213593 + Penalty 3597.332158 = -7530323.881435 nChanged 30392 SP:Iteration 1F (4703.932784 sec): 3 clusters Score: Raw -7552495.157283 + Penalty 3597.332158 = -7548897.825125 nChanged 3658 SP:Iteration 2F (4704.071850 sec): 3 clusters Score: Raw -7554430.212287 + Penalty 3597.332158 = -7550832.880130 nChanged 4150 SP:Iteration 3F (4704.213450 sec): 3 clusters Score: Raw -7557108.286254 + Penalty 3597.332158 = -7553510.954096 nChanged 4470 SP:Iteration 4F (4704.364509 sec): 3 clusters Score: Raw -7560374.830745 + Penalty 3597.332158 = -7556777.498587 nChanged 4402 SP:Iteration 5F (4704.507899 sec): 3 clusters Score: Raw -7563712.556405 + Penalty 3597.332158 = -7560115.224247 nChanged 3879 SP:Iteration 6F (4704.657876 sec): 3 clusters Score: Raw -7566416.140561 + Penalty 3597.332158 = -7562818.808403 nChanged 3084 SP:Iteration 7Q (4704.813423 sec): 3 clusters Score: Raw -7568226.555327 + Penalty 3597.332158 = -7564629.223169 nChanged 2227 SP:Iteration 8Q (4704.967314 sec): 3 clusters Score: Raw -7569272.713484 + Penalty 3597.332158 = -7565675.381326 nChanged 1594 SP:Iteration 9Q (4705.122113 sec): 3 clusters Score: Raw -7569913.081321 + Penalty 3597.332158 = -7566315.749163 nChanged 1225 SP:Iteration 10Q (4705.265278 sec): 3 clusters Score: Raw -7570393.031778 + Penalty 3597.332158 = -7566795.699620 nChanged 1097 SP:Iteration 11Q (4705.403175 sec): 3 clusters Score: Raw -7570812.160087 + Penalty 3597.332158 = -7567214.827929 nChanged 1021 SP:Iteration 12Q (4705.531464 sec): 3 clusters Score: Raw -7571191.834928 + Penalty 3597.332158 = -7567594.502770 nChanged 999 SP:Iteration 13Q (4705.672601 sec): 3 clusters Score: Raw -7571555.399168 + Penalty 3597.332158 = -7567958.067011 nChanged 936 SP:Iteration 14Q (4705.833908 sec): 3 clusters Score: Raw -7571892.997389 + Penalty 3597.332158 = -7568295.665231 nChanged 904 SP:Iteration 15Q (4705.997943 sec): 3 clusters Score: Raw -7572243.592972 + Penalty 3597.332158 = -7568646.260815 nChanged 880 SP:Iteration 16Q (4706.147854 sec): 3 clusters Score: Raw -7572605.272278 + Penalty 3597.332158 = -7569007.940121 nChanged 865 SP:Iteration 17Q (4706.300339 sec): 3 clusters Score: Raw -7572947.872523 + Penalty 3597.332158 = -7569350.540365 nChanged 838 SP:Iteration 18Q (4706.457541 sec): 3 clusters Score: Raw -7573277.878750 + Penalty 3597.332158 = -7569680.546592 nChanged 746 SP:Iteration 19Q (4706.628265 sec): 3 clusters Score: Raw -7573570.923529 + Penalty 3597.332158 = -7569973.591372 nChanged 671 SP:Iteration 20F (4706.802844 sec): 3 clusters Score: Raw -7573829.140419 + Penalty 3597.332158 = -7570231.808262 nChanged 584 SP:Iteration 21Q (4706.932370 sec): 3 clusters Score: Raw -7574051.776546 + Penalty 3597.332158 = -7570454.444389 nChanged 547 SP:Iteration 22Q (4707.059477 sec): 3 clusters Score: Raw -7574241.364726 + Penalty 3597.332158 = -7570644.032568 nChanged 505 SP:Iteration 23Q (4707.184724 sec): 3 clusters Score: Raw -7574411.692651 + Penalty 3597.332158 = -7570814.360493 nChanged 460 SP:Iteration 24Q (4707.302457 sec): 3 clusters Score: Raw -7574568.245023 + Penalty 3597.332158 = -7570970.912866 nChanged 430 SP:Iteration 25Q (4707.422147 sec): 3 clusters Score: Raw -7574716.774386 + Penalty 3597.332158 = -7571119.442229 nChanged 381 SP:Iteration 26Q (4707.554627 sec): 3 clusters Score: Raw -7574843.515472 + Penalty 3597.332158 = -7571246.183315 nChanged 354 SP:Iteration 27Q (4707.678858 sec): 3 clusters Score: Raw -7574957.031935 + Penalty 3597.332158 = -7571359.699778 nChanged 323 SP:Iteration 28Q (4707.810015 sec): 3 clusters Score: Raw -7575051.738625 + Penalty 3597.332158 = -7571454.406468 nChanged 291 SP:Iteration 29Q (4707.940371 sec): 3 clusters Score: Raw -7575129.660093 + Penalty 3597.332158 = -7571532.327935 nChanged 242 SP:Iteration 30Q (4708.071483 sec): 3 clusters Score: Raw -7575199.454265 + Penalty 3597.332158 = -7571602.122108 nChanged 228 SP:Iteration 31Q (4708.209199 sec): 3 clusters Score: Raw -7575260.087035 + Penalty 3597.332158 = -7571662.754877 nChanged 196 SP:Iteration 32Q (4708.347864 sec): 3 clusters Score: Raw -7575313.143138 + Penalty 3597.332158 = -7571715.810980 nChanged 169 SP:Iteration 33Q (4708.485877 sec): 3 clusters Score: Raw -7575358.680289 + Penalty 3597.332158 = -7571761.348132 nChanged 150 SP:Iteration 34Q (4708.616820 sec): 3 clusters Score: Raw -7575391.089137 + Penalty 3597.332158 = -7571793.756979 nChanged 133 SP:Iteration 35Q (4708.744303 sec): 3 clusters Score: Raw -7575417.394157 + Penalty 3597.332158 = -7571820.061999 nChanged 115 SP:Iteration 36Q (4708.884216 sec): 3 clusters Score: Raw -7575438.642390 + Penalty 3597.332158 = -7571841.310232 nChanged 116 SP:Iteration 37Q (4709.026256 sec): 3 clusters Score: Raw -7575460.423858 + Penalty 3597.332158 = -7571863.091700 nChanged 110 SP:Iteration 38Q (4709.175349 sec): 3 clusters Score: Raw -7575480.553142 + Penalty 3597.332158 = -7571883.220984 nChanged 91 SP:Iteration 39Q (4709.321243 sec): 3 clusters Score: Raw -7575497.772858 + Penalty 3597.332158 = -7571900.440701 nChanged 94 SP:Iteration 40F (4709.476896 sec): 3 clusters Score: Raw -7575516.071168 + Penalty 3597.332158 = -7571918.739011 nChanged 83 SP:Iteration 41Q (4709.624961 sec): 3 clusters Score: Raw -7575531.327060 + Penalty 3597.332158 = -7571933.994903 nChanged 78 SP:Iteration 42Q (4709.775224 sec): 3 clusters Score: Raw -7575543.875720 + Penalty 3597.332158 = -7571946.543562 nChanged 67 SP:Iteration 43Q (4709.906288 sec): 3 clusters Score: Raw -7575553.650985 + Penalty 3597.332158 = -7571956.318827 nChanged 59 SP:Iteration 44Q (4710.036562 sec): 3 clusters Score: Raw -7575562.016108 + Penalty 3597.332158 = -7571964.683951 nChanged 42 SP:Iteration 45Q (4710.178069 sec): 3 clusters Score: Raw -7575567.110852 + Penalty 3597.332158 = -7571969.778695 nChanged 37 SP:Iteration 46Q (4710.314278 sec): 3 clusters Score: Raw -7575571.929464 + Penalty 3597.332158 = -7571974.597306 nChanged 41 SP:Iteration 47Q (4710.448362 sec): 3 clusters Score: Raw -7575576.766527 + Penalty 3597.332158 = -7571979.434370 nChanged 36 SP:Iteration 48Q (4710.585635 sec): 3 clusters Score: Raw -7575581.749438 + Penalty 3597.332158 = -7571984.417280 nChanged 43 SP:Iteration 49Q (4710.723875 sec): 3 clusters Score: Raw -7575587.488178 + Penalty 3597.332158 = -7571990.156021 nChanged 43 SP:Iteration 50Q (4710.861679 sec): 3 clusters Score: Raw -7575593.385839 + Penalty 3597.332158 = -7571996.053681 nChanged 48 SP:Iteration 51Q (4710.997078 sec): 3 clusters Score: Raw -7575599.035338 + Penalty 3597.332158 = -7572001.703181 nChanged 37 SP:Iteration 52Q (4711.130459 sec): 3 clusters Score: Raw -7575604.106348 + Penalty 3597.332158 = -7572006.774190 nChanged 35 SP:Iteration 53Q (4711.262945 sec): 3 clusters Score: Raw -7575608.690414 + Penalty 3597.332158 = -7572011.358257 nChanged 33 SP:Iteration 54Q (4711.396158 sec): 3 clusters Score: Raw -7575612.852234 + Penalty 3597.332158 = -7572015.520076 nChanged 26 SP:Iteration 55Q (4711.526287 sec): 3 clusters Score: Raw -7575615.963088 + Penalty 3597.332158 = -7572018.630931 nChanged 32 SP:Iteration 56Q (4711.660379 sec): 3 clusters Score: Raw -7575619.033209 + Penalty 3597.332158 = -7572021.701051 nChanged 26 SP:Iteration 57Q (4711.793731 sec): 3 clusters Score: Raw -7575621.281810 + Penalty 3597.332158 = -7572023.949653 nChanged 25 SP:Iteration 58Q (4711.926353 sec): 3 clusters Score: Raw -7575624.166853 + Penalty 3597.332158 = -7572026.834696 nChanged 28 SP:Iteration 59Q (4712.047048 sec): 3 clusters Score: Raw -7575628.372262 + Penalty 3597.332158 = -7572031.040104 nChanged 36 SP:Iteration 60F (4712.195529 sec): 3 clusters Score: Raw -7575633.447627 + Penalty 3597.332158 = -7572036.115470 nChanged 34 SP:Iteration 61Q (4712.326498 sec): 3 clusters Score: Raw -7575637.817507 + Penalty 3597.332158 = -7572040.485350 nChanged 28 SP:Iteration 62Q (4712.459313 sec): 3 clusters Score: Raw -7575641.625131 + Penalty 3597.332158 = -7572044.292974 nChanged 28 SP:Iteration 63Q (4712.592049 sec): 3 clusters Score: Raw -7575645.183824 + Penalty 3597.332158 = -7572047.851666 nChanged 24 SP:Iteration 64Q (4712.725406 sec): 3 clusters Score: Raw -7575647.473110 + Penalty 3597.332158 = -7572050.140952 nChanged 16 SP:Iteration 65Q (4712.852993 sec): 3 clusters Score: Raw -7575649.407823 + Penalty 3597.332158 = -7572052.075665 nChanged 17 SP:Iteration 66Q (4712.986327 sec): 3 clusters Score: Raw -7575651.198213 + Penalty 3597.332158 = -7572053.866055 nChanged 19 SP:Iteration 67Q (4713.119343 sec): 3 clusters Score: Raw -7575652.867351 + Penalty 3597.332158 = -7572055.535193 nChanged 13 SP:Iteration 68Q (4713.252527 sec): 3 clusters Score: Raw -7575653.907081 + Penalty 3597.332158 = -7572056.574924 nChanged 8 SP:Iteration 69Q (4713.387004 sec): 3 clusters Score: Raw -7575654.654858 + Penalty 3597.332158 = -7572057.322701 nChanged 8 SP:Iteration 70Q (4713.519619 sec): 3 clusters Score: Raw -7575655.375506 + Penalty 3597.332158 = -7572058.043348 nChanged 5 SP:Iteration 71Q (4713.659439 sec): 3 clusters Score: Raw -7575655.659048 + Penalty 3597.332158 = -7572058.326890 nChanged 4 SP:Iteration 72Q (4713.794850 sec): 3 clusters Score: Raw -7575655.952637 + Penalty 3597.332158 = -7572058.620479 nChanged 3 SP:Iteration 73Q (4713.939009 sec): 3 clusters Score: Raw -7575656.095435 + Penalty 3597.332158 = -7572058.763277 nChanged 2 SP:Iteration 74Q (4714.081293 sec): 3 clusters Score: Raw -7575656.211509 + Penalty 3597.332158 = -7572058.879351 nChanged 1 SP:Iteration 75Q (4714.220420 sec): 3 clusters Score: Raw -7575656.248350 + Penalty 3597.332158 = -7572058.916192 nChanged 0 SP:Iteration 76F (4714.371143 sec): 3 clusters Score: Raw -7575656.248350 + Penalty 3597.332158 = -7572058.916192 nChanged 0 Trying to split cluster 16 (19062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4714.409855 sec): 2 clusters Score: Raw -2274658.350809 + Penalty 1601.510967 = -2273056.839842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4714.491820 sec): 3 clusters Score: Raw -2263154.962613 + Penalty 3203.021934 = -2259951.940679 nChanged 8606 SP:Iteration 1F (4714.562883 sec): 3 clusters Score: Raw -2267831.240042 + Penalty 3203.021934 = -2264628.218108 nChanged 1019 SP:Iteration 2F (4714.642880 sec): 3 clusters Score: Raw -2268257.876008 + Penalty 3203.021934 = -2265054.854075 nChanged 991 SP:Iteration 3F (4714.710225 sec): 3 clusters Score: Raw -2268650.684357 + Penalty 3203.021934 = -2265447.662424 nChanged 900 SP:Iteration 4Q (4714.780323 sec): 3 clusters Score: Raw -2268961.873567 + Penalty 3203.021934 = -2265758.851633 nChanged 748 SP:Iteration 5Q (4714.860658 sec): 3 clusters Score: Raw -2269237.010425 + Penalty 3203.021934 = -2266033.988491 nChanged 718 SP:Iteration 6Q (4714.936401 sec): 3 clusters Score: Raw -2269533.036691 + Penalty 3203.021934 = -2266330.014757 nChanged 772 SP:Iteration 7Q (4715.017228 sec): 3 clusters Score: Raw -2269884.652623 + Penalty 3203.021934 = -2266681.630690 nChanged 848 SP:Iteration 8Q (4715.097890 sec): 3 clusters Score: Raw -2270310.334615 + Penalty 3203.021934 = -2267107.312681 nChanged 926 SP:Iteration 9Q (4715.177997 sec): 3 clusters Score: Raw -2270852.716940 + Penalty 3203.021934 = -2267649.695006 nChanged 972 SP:Iteration 10F (4715.251949 sec): 3 clusters Score: Raw -2271499.761839 + Penalty 3203.021934 = -2268296.739905 nChanged 961 SP:Iteration 11F (4715.328086 sec): 3 clusters Score: Raw -2272203.907852 + Penalty 3203.021934 = -2269000.885919 nChanged 874 SP:Iteration 12Q (4715.406148 sec): 3 clusters Score: Raw -2272868.058219 + Penalty 3203.021934 = -2269665.036286 nChanged 707 SP:Iteration 13Q (4715.471950 sec): 3 clusters Score: Raw -2273396.379857 + Penalty 3203.021934 = -2270193.357924 nChanged 542 SP:Iteration 14Q (4715.547928 sec): 3 clusters Score: Raw -2273799.209187 + Penalty 3203.021934 = -2270596.187253 nChanged 364 SP:Iteration 15Q (4715.623566 sec): 3 clusters Score: Raw -2274050.024936 + Penalty 3203.021934 = -2270847.003003 nChanged 277 SP:Iteration 16Q (4715.699366 sec): 3 clusters Score: Raw -2274229.469025 + Penalty 3203.021934 = -2271026.447091 nChanged 218 SP:Iteration 17Q (4715.762840 sec): 3 clusters Score: Raw -2274349.214563 + Penalty 3203.021934 = -2271146.192630 nChanged 162 SP:Iteration 18Q (4715.827432 sec): 3 clusters Score: Raw -2274429.984027 + Penalty 3203.021934 = -2271226.962093 nChanged 134 SP:Iteration 19Q (4715.898174 sec): 3 clusters Score: Raw -2274497.771017 + Penalty 3203.021934 = -2271294.749084 nChanged 104 SP:Iteration 20F (4715.976744 sec): 3 clusters Score: Raw -2274547.394480 + Penalty 3203.021934 = -2271344.372547 nChanged 96 SP:Iteration 21Q (4716.048287 sec): 3 clusters Score: Raw -2274589.566787 + Penalty 3203.021934 = -2271386.544853 nChanged 76 SP:Iteration 22Q (4716.120146 sec): 3 clusters Score: Raw -2274617.435501 + Penalty 3203.021934 = -2271414.413568 nChanged 67 SP:Iteration 23Q (4716.191917 sec): 3 clusters Score: Raw -2274645.540482 + Penalty 3203.021934 = -2271442.518549 nChanged 52 SP:Iteration 24Q (4716.253754 sec): 3 clusters Score: Raw -2274667.243585 + Penalty 3203.021934 = -2271464.221651 nChanged 45 SP:Iteration 25Q (4716.324990 sec): 3 clusters Score: Raw -2274683.300369 + Penalty 3203.021934 = -2271480.278435 nChanged 38 SP:Iteration 26Q (4716.396802 sec): 3 clusters Score: Raw -2274696.120547 + Penalty 3203.021934 = -2271493.098614 nChanged 35 SP:Iteration 27Q (4716.467441 sec): 3 clusters Score: Raw -2274708.309838 + Penalty 3203.021934 = -2271505.287904 nChanged 30 SP:Iteration 28Q (4716.538714 sec): 3 clusters Score: Raw -2274718.378842 + Penalty 3203.021934 = -2271515.356908 nChanged 20 SP:Iteration 29Q (4716.608933 sec): 3 clusters Score: Raw -2274723.837639 + Penalty 3203.021934 = -2271520.815705 nChanged 19 SP:Iteration 30Q (4716.680397 sec): 3 clusters Score: Raw -2274728.028411 + Penalty 3203.021934 = -2271525.006478 nChanged 14 SP:Iteration 31Q (4716.751688 sec): 3 clusters Score: Raw -2274732.502699 + Penalty 3203.021934 = -2271529.480765 nChanged 9 SP:Iteration 32Q (4716.822777 sec): 3 clusters Score: Raw -2274735.740564 + Penalty 3203.021934 = -2271532.718631 nChanged 13 SP:Iteration 33Q (4716.887918 sec): 3 clusters Score: Raw -2274739.814311 + Penalty 3203.021934 = -2271536.792377 nChanged 14 SP:Iteration 34Q (4716.958947 sec): 3 clusters Score: Raw -2274743.181225 + Penalty 3203.021934 = -2271540.159292 nChanged 11 SP:Iteration 35Q (4717.026301 sec): 3 clusters Score: Raw -2274746.654769 + Penalty 3203.021934 = -2271543.632836 nChanged 11 SP:Iteration 36Q (4717.090826 sec): 3 clusters Score: Raw -2274749.964911 + Penalty 3203.021934 = -2271546.942977 nChanged 11 SP:Iteration 37Q (4717.160325 sec): 3 clusters Score: Raw -2274753.314539 + Penalty 3203.021934 = -2271550.292605 nChanged 11 SP:Iteration 38Q (4717.229356 sec): 3 clusters Score: Raw -2274756.496370 + Penalty 3203.021934 = -2271553.474437 nChanged 12 SP:Iteration 39Q (4717.289296 sec): 3 clusters Score: Raw -2274760.196301 + Penalty 3203.021934 = -2271557.174367 nChanged 7 SP:Iteration 40F (4717.367286 sec): 3 clusters Score: Raw -2274761.745342 + Penalty 3203.021934 = -2271558.723408 nChanged 5 SP:Iteration 41Q (4717.437885 sec): 3 clusters Score: Raw -2274763.538724 + Penalty 3203.021934 = -2271560.516791 nChanged 5 SP:Iteration 42Q (4717.498624 sec): 3 clusters Score: Raw -2274764.912895 + Penalty 3203.021934 = -2271561.890962 nChanged 5 SP:Iteration 43Q (4717.558340 sec): 3 clusters Score: Raw -2274766.150787 + Penalty 3203.021934 = -2271563.128854 nChanged 4 SP:Iteration 44Q (4717.617924 sec): 3 clusters Score: Raw -2274767.037309 + Penalty 3203.021934 = -2271564.015376 nChanged 6 SP:Iteration 45Q (4717.678002 sec): 3 clusters Score: Raw -2274768.322758 + Penalty 3203.021934 = -2271565.300824 nChanged 4 SP:Iteration 46Q (4717.737606 sec): 3 clusters Score: Raw -2274769.493853 + Penalty 3203.021934 = -2271566.471919 nChanged 6 SP:Iteration 47Q (4717.797004 sec): 3 clusters Score: Raw -2274771.821036 + Penalty 3203.021934 = -2271568.799102 nChanged 8 SP:Iteration 48Q (4717.856681 sec): 3 clusters Score: Raw -2274774.200912 + Penalty 3203.021934 = -2271571.178978 nChanged 6 SP:Iteration 49Q (4717.915979 sec): 3 clusters Score: Raw -2274776.007368 + Penalty 3203.021934 = -2271572.985434 nChanged 4 SP:Iteration 50Q (4717.975880 sec): 3 clusters Score: Raw -2274777.825146 + Penalty 3203.021934 = -2271574.803213 nChanged 8 SP:Iteration 51Q (4718.035825 sec): 3 clusters Score: Raw -2274780.124623 + Penalty 3203.021934 = -2271577.102689 nChanged 5 SP:Iteration 52Q (4718.103449 sec): 3 clusters Score: Raw -2274781.071351 + Penalty 3203.021934 = -2271578.049417 nChanged 6 SP:Iteration 53Q (4718.159416 sec): 3 clusters Score: Raw -2274783.069029 + Penalty 3203.021934 = -2271580.047095 nChanged 11 SP:Iteration 54Q (4718.221746 sec): 3 clusters Score: Raw -2274787.485329 + Penalty 3203.021934 = -2271584.463395 nChanged 10 SP:Iteration 55Q (4718.292603 sec): 3 clusters Score: Raw -2274790.329560 + Penalty 3203.021934 = -2271587.307627 nChanged 5 SP:Iteration 56Q (4718.364036 sec): 3 clusters Score: Raw -2274791.642149 + Penalty 3203.021934 = -2271588.620215 nChanged 5 SP:Iteration 57Q (4718.424669 sec): 3 clusters Score: Raw -2274793.174074 + Penalty 3203.021934 = -2271590.152140 nChanged 2 SP:Iteration 58Q (4718.484185 sec): 3 clusters Score: Raw -2274793.716614 + Penalty 3203.021934 = -2271590.694680 nChanged 3 SP:Iteration 59Q (4718.544463 sec): 3 clusters Score: Raw -2274794.794829 + Penalty 3203.021934 = -2271591.772896 nChanged 5 SP:Iteration 60F (4718.622289 sec): 3 clusters Score: Raw -2274795.654955 + Penalty 3203.021934 = -2271592.633021 nChanged 0 Trying to split cluster 17 (6767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4718.653967 sec): 2 clusters Score: Raw -795627.979262 + Penalty 1433.219635 = -794194.759628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4718.708238 sec): 3 clusters Score: Raw -791962.834284 + Penalty 2866.439269 = -789096.395015 nChanged 2849 SP:Iteration 1F (4718.766182 sec): 3 clusters Score: Raw -793572.621848 + Penalty 2866.439269 = -790706.182579 nChanged 453 SP:Iteration 2F (4718.823742 sec): 3 clusters Score: Raw -793804.583165 + Penalty 2866.439269 = -790938.143896 nChanged 365 SP:Iteration 3F (4718.882002 sec): 3 clusters Score: Raw -793987.171942 + Penalty 2866.439269 = -791120.732672 nChanged 317 SP:Iteration 4Q (4718.943452 sec): 3 clusters Score: Raw -794158.388702 + Penalty 2866.439269 = -791291.949432 nChanged 314 SP:Iteration 5Q (4719.004397 sec): 3 clusters Score: Raw -794330.503824 + Penalty 2866.439269 = -791464.064555 nChanged 268 SP:Iteration 6Q (4719.066178 sec): 3 clusters Score: Raw -794483.670970 + Penalty 2866.439269 = -791617.231701 nChanged 268 SP:Iteration 7Q (4719.126513 sec): 3 clusters Score: Raw -794647.251933 + Penalty 2866.439269 = -791780.812664 nChanged 285 SP:Iteration 8Q (4719.185120 sec): 3 clusters Score: Raw -794809.737032 + Penalty 2866.439269 = -791943.297762 nChanged 232 SP:Iteration 9Q (4719.245538 sec): 3 clusters Score: Raw -794968.405374 + Penalty 2866.439269 = -792101.966105 nChanged 214 SP:Iteration 10Q (4719.303046 sec): 3 clusters Score: Raw -795096.350589 + Penalty 2866.439269 = -792229.911320 nChanged 185 SP:Iteration 11Q (4719.363848 sec): 3 clusters Score: Raw -795206.735313 + Penalty 2866.439269 = -792340.296043 nChanged 169 SP:Iteration 12Q (4719.423304 sec): 3 clusters Score: Raw -795296.263381 + Penalty 2866.439269 = -792429.824112 nChanged 129 SP:Iteration 13Q (4719.475355 sec): 3 clusters Score: Raw -795357.662472 + Penalty 2866.439269 = -792491.223203 nChanged 101 SP:Iteration 14Q (4719.534745 sec): 3 clusters Score: Raw -795397.979786 + Penalty 2866.439269 = -792531.540516 nChanged 82 SP:Iteration 15Q (4719.594236 sec): 3 clusters Score: Raw -795430.073345 + Penalty 2866.439269 = -792563.634076 nChanged 80 SP:Iteration 16Q (4719.647514 sec): 3 clusters Score: Raw -795457.902652 + Penalty 2866.439269 = -792591.463383 nChanged 73 SP:Iteration 17Q (4719.703844 sec): 3 clusters Score: Raw -795481.757571 + Penalty 2866.439269 = -792615.318302 nChanged 59 SP:Iteration 18Q (4719.746595 sec): 3 clusters Score: Raw -795498.677465 + Penalty 2866.439269 = -792632.238195 nChanged 53 SP:Iteration 19Q (4719.813376 sec): 3 clusters Score: Raw -795515.439550 + Penalty 2866.439269 = -792649.000281 nChanged 56 SP:Iteration 20F (4719.853489 sec): 3 clusters Score: Raw -795534.195433 + Penalty 2866.439269 = -792667.756164 nChanged 53 SP:Iteration 21Q (4719.909839 sec): 3 clusters Score: Raw -795550.297740 + Penalty 2866.439269 = -792683.858471 nChanged 52 SP:Iteration 22Q (4719.968902 sec): 3 clusters Score: Raw -795569.354769 + Penalty 2866.439269 = -792702.915500 nChanged 46 SP:Iteration 23Q (4720.030719 sec): 3 clusters Score: Raw -795584.210339 + Penalty 2866.439269 = -792717.771069 nChanged 50 SP:Iteration 24Q (4720.074853 sec): 3 clusters Score: Raw -795599.680554 + Penalty 2866.439269 = -792733.241284 nChanged 45 SP:Iteration 25Q (4720.134110 sec): 3 clusters Score: Raw -795613.926691 + Penalty 2866.439269 = -792747.487421 nChanged 40 SP:Iteration 26Q (4720.193285 sec): 3 clusters Score: Raw -795625.429943 + Penalty 2866.439269 = -792758.990674 nChanged 33 SP:Iteration 27Q (4720.244382 sec): 3 clusters Score: Raw -795634.099870 + Penalty 2866.439269 = -792767.660601 nChanged 27 SP:Iteration 28Q (4720.304090 sec): 3 clusters Score: Raw -795641.925261 + Penalty 2866.439269 = -792775.485991 nChanged 17 SP:Iteration 29Q (4720.364823 sec): 3 clusters Score: Raw -795645.861775 + Penalty 2866.439269 = -792779.422505 nChanged 17 SP:Iteration 30Q (4720.424285 sec): 3 clusters Score: Raw -795649.179941 + Penalty 2866.439269 = -792782.740671 nChanged 9 SP:Iteration 31Q (4720.474887 sec): 3 clusters Score: Raw -795650.400062 + Penalty 2866.439269 = -792783.960793 nChanged 5 SP:Iteration 32Q (4720.536060 sec): 3 clusters Score: Raw -795651.222739 + Penalty 2866.439269 = -792784.783470 nChanged 6 SP:Iteration 33Q (4720.596297 sec): 3 clusters Score: Raw -795652.102149 + Penalty 2866.439269 = -792785.662879 nChanged 9 SP:Iteration 34Q (4720.664011 sec): 3 clusters Score: Raw -795653.625987 + Penalty 2866.439269 = -792787.186717 nChanged 9 SP:Iteration 35Q (4720.720495 sec): 3 clusters Score: Raw -795655.345019 + Penalty 2866.439269 = -792788.905750 nChanged 4 SP:Iteration 36Q (4720.769472 sec): 3 clusters Score: Raw -795655.978378 + Penalty 2866.439269 = -792789.539108 nChanged 5 SP:Iteration 37Q (4720.831935 sec): 3 clusters Score: Raw -795656.443163 + Penalty 2866.439269 = -792790.003894 nChanged 4 SP:Iteration 38Q (4720.881960 sec): 3 clusters Score: Raw -795657.532108 + Penalty 2866.439269 = -792791.092839 nChanged 5 SP:Iteration 39Q (4720.925855 sec): 3 clusters Score: Raw -795658.053894 + Penalty 2866.439269 = -792791.614625 nChanged 1 SP:Iteration 40F (4720.977613 sec): 3 clusters Score: Raw -795658.095129 + Penalty 2866.439269 = -792791.655860 nChanged 0 Trying to split cluster 18 (3912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4720.997261 sec): 2 clusters Score: Raw -463774.510659 + Penalty 1344.168155 = -462430.342504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4721.044733 sec): 3 clusters Score: Raw -461781.597980 + Penalty 2688.336310 = -459093.261670 nChanged 1543 SP:Iteration 1F (4721.091868 sec): 3 clusters Score: Raw -462628.881852 + Penalty 2688.336310 = -459940.545542 nChanged 302 SP:Iteration 2F (4721.138696 sec): 3 clusters Score: Raw -462802.002104 + Penalty 2688.336310 = -460113.665794 nChanged 220 SP:Iteration 3F (4721.181689 sec): 3 clusters Score: Raw -462938.425338 + Penalty 2688.336310 = -460250.089028 nChanged 196 SP:Iteration 4F (4721.223351 sec): 3 clusters Score: Raw -463046.836930 + Penalty 2688.336310 = -460358.500620 nChanged 157 SP:Iteration 5Q (4721.278233 sec): 3 clusters Score: Raw -463128.792708 + Penalty 2688.336310 = -460440.456398 nChanged 121 SP:Iteration 6Q (4721.318752 sec): 3 clusters Score: Raw -463191.897915 + Penalty 2688.336310 = -460503.561605 nChanged 121 SP:Iteration 7Q (4721.370696 sec): 3 clusters Score: Raw -463262.007796 + Penalty 2688.336310 = -460573.671486 nChanged 121 SP:Iteration 8Q (4721.407790 sec): 3 clusters Score: Raw -463340.230755 + Penalty 2688.336310 = -460651.894445 nChanged 119 SP:Iteration 9Q (4721.452089 sec): 3 clusters Score: Raw -463421.408331 + Penalty 2688.336310 = -460733.072021 nChanged 127 SP:Iteration 10Q (4721.491609 sec): 3 clusters Score: Raw -463513.697885 + Penalty 2688.336310 = -460825.361575 nChanged 112 SP:Iteration 11Q (4721.531159 sec): 3 clusters Score: Raw -463598.088569 + Penalty 2688.336310 = -460909.752259 nChanged 106 SP:Iteration 12Q (4721.566646 sec): 3 clusters Score: Raw -463693.143168 + Penalty 2688.336310 = -461004.806858 nChanged 84 SP:Iteration 13Q (4721.611863 sec): 3 clusters Score: Raw -463773.819740 + Penalty 2688.336310 = -461085.483430 nChanged 77 SP:Iteration 14Q (4721.653402 sec): 3 clusters Score: Raw -463842.346135 + Penalty 2688.336310 = -461154.009825 nChanged 57 SP:Iteration 15Q (4721.700663 sec): 3 clusters Score: Raw -463902.078655 + Penalty 2688.336310 = -461213.742345 nChanged 52 SP:Iteration 16Q (4721.748716 sec): 3 clusters Score: Raw -463946.959747 + Penalty 2688.336310 = -461258.623437 nChanged 44 SP:Iteration 17Q (4721.785336 sec): 3 clusters Score: Raw -463995.895718 + Penalty 2688.336310 = -461307.559407 nChanged 50 SP:Iteration 18Q (4721.828224 sec): 3 clusters Score: Raw -464038.607399 + Penalty 2688.336310 = -461350.271089 nChanged 34 SP:Iteration 19Q (4721.873876 sec): 3 clusters Score: Raw -464080.259720 + Penalty 2688.336310 = -461391.923410 nChanged 36 SP:Iteration 20F (4721.920128 sec): 3 clusters Score: Raw -464113.261277 + Penalty 2688.336310 = -461424.924967 nChanged 30 SP:Iteration 21Q (4721.964405 sec): 3 clusters Score: Raw -464133.982464 + Penalty 2688.336310 = -461445.646154 nChanged 22 SP:Iteration 22Q (4722.007361 sec): 3 clusters Score: Raw -464148.378688 + Penalty 2688.336310 = -461460.042377 nChanged 18 SP:Iteration 23Q (4722.039966 sec): 3 clusters Score: Raw -464157.065069 + Penalty 2688.336310 = -461468.728759 nChanged 12 SP:Iteration 24Q (4722.083896 sec): 3 clusters Score: Raw -464163.032473 + Penalty 2688.336310 = -461474.696163 nChanged 8 SP:Iteration 25Q (4722.137378 sec): 3 clusters Score: Raw -464167.160454 + Penalty 2688.336310 = -461478.824144 nChanged 11 SP:Iteration 26Q (4722.174992 sec): 3 clusters Score: Raw -464172.932453 + Penalty 2688.336310 = -461484.596143 nChanged 9 SP:Iteration 27Q (4722.200639 sec): 3 clusters Score: Raw -464178.951411 + Penalty 2688.336310 = -461490.615101 nChanged 12 SP:Iteration 28Q (4722.218888 sec): 3 clusters Score: Raw -464187.204582 + Penalty 2688.336310 = -461498.868272 nChanged 11 SP:Iteration 29Q (4722.257803 sec): 3 clusters Score: Raw -464193.131648 + Penalty 2688.336310 = -461504.795338 nChanged 10 SP:Iteration 30Q (4722.301727 sec): 3 clusters Score: Raw -464202.313723 + Penalty 2688.336310 = -461513.977413 nChanged 10 SP:Iteration 31Q (4722.352260 sec): 3 clusters Score: Raw -464208.210780 + Penalty 2688.336310 = -461519.874470 nChanged 12 SP:Iteration 32Q (4722.405374 sec): 3 clusters Score: Raw -464214.535594 + Penalty 2688.336310 = -461526.199284 nChanged 13 SP:Iteration 33Q (4722.469408 sec): 3 clusters Score: Raw -464220.912750 + Penalty 2688.336310 = -461532.576440 nChanged 10 SP:Iteration 34Q (4722.507247 sec): 3 clusters Score: Raw -464228.816256 + Penalty 2688.336310 = -461540.479946 nChanged 16 SP:Iteration 35Q (4722.562467 sec): 3 clusters Score: Raw -464240.522804 + Penalty 2688.336310 = -461552.186494 nChanged 20 SP:Iteration 36Q (4722.610352 sec): 3 clusters Score: Raw -464249.945851 + Penalty 2688.336310 = -461561.609541 nChanged 12 SP:Iteration 37Q (4722.663242 sec): 3 clusters Score: Raw -464254.835935 + Penalty 2688.336310 = -461566.499625 nChanged 7 SP:Iteration 38Q (4722.716815 sec): 3 clusters Score: Raw -464258.089981 + Penalty 2688.336310 = -461569.753671 nChanged 7 SP:Iteration 39Q (4722.770220 sec): 3 clusters Score: Raw -464261.502447 + Penalty 2688.336310 = -461573.166137 nChanged 9 SP:Iteration 40F (4722.807916 sec): 3 clusters Score: Raw -464266.580397 + Penalty 2688.336310 = -461578.244087 nChanged 14 SP:Iteration 41Q (4722.854636 sec): 3 clusters Score: Raw -464275.472312 + Penalty 2688.336310 = -461587.136002 nChanged 11 SP:Iteration 42Q (4722.897624 sec): 3 clusters Score: Raw -464279.892754 + Penalty 2688.336310 = -461591.556444 nChanged 11 SP:Iteration 43Q (4722.950606 sec): 3 clusters Score: Raw -464285.485626 + Penalty 2688.336310 = -461597.149315 nChanged 11 SP:Iteration 44Q (4722.993578 sec): 3 clusters Score: Raw -464290.790688 + Penalty 2688.336310 = -461602.454378 nChanged 10 SP:Iteration 45Q (4723.056149 sec): 3 clusters Score: Raw -464296.244317 + Penalty 2688.336310 = -461607.908006 nChanged 12 SP:Iteration 46Q (4723.098810 sec): 3 clusters Score: Raw -464301.654923 + Penalty 2688.336310 = -461613.318613 nChanged 13 SP:Iteration 47Q (4723.139490 sec): 3 clusters Score: Raw -464308.203273 + Penalty 2688.336310 = -461619.866963 nChanged 7 SP:Iteration 48Q (4723.187379 sec): 3 clusters Score: Raw -464310.349240 + Penalty 2688.336310 = -461622.012930 nChanged 4 SP:Iteration 49Q (4723.226342 sec): 3 clusters Score: Raw -464311.723419 + Penalty 2688.336310 = -461623.387109 nChanged 3 SP:Iteration 50Q (4723.257809 sec): 3 clusters Score: Raw -464313.104048 + Penalty 2688.336310 = -461624.767737 nChanged 5 SP:Iteration 51Q (4723.315499 sec): 3 clusters Score: Raw -464315.330071 + Penalty 2688.336310 = -461626.993761 nChanged 3 SP:Iteration 52Q (4723.362329 sec): 3 clusters Score: Raw -464316.353340 + Penalty 2688.336310 = -461628.017029 nChanged 3 SP:Iteration 53Q (4723.398713 sec): 3 clusters Score: Raw -464317.194226 + Penalty 2688.336310 = -461628.857916 nChanged 2 SP:Iteration 54Q (4723.442960 sec): 3 clusters Score: Raw -464317.646206 + Penalty 2688.336310 = -461629.309896 nChanged 0 SP:Iteration 55F (4723.480926 sec): 3 clusters Score: Raw -464317.646206 + Penalty 2688.336310 = -461629.309896 nChanged 0 Trying to split cluster 19 (8847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4723.519174 sec): 2 clusters Score: Raw -1060755.067926 + Penalty 1476.772976 = -1059278.294950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4723.574255 sec): 3 clusters Score: Raw -1055796.269020 + Penalty 2953.545952 = -1052842.723068 nChanged 3748 SP:Iteration 1F (4723.621364 sec): 3 clusters Score: Raw -1057798.913158 + Penalty 2953.545952 = -1054845.367206 nChanged 565 SP:Iteration 2F (4723.683391 sec): 3 clusters Score: Raw -1058042.388719 + Penalty 2953.545952 = -1055088.842767 nChanged 448 SP:Iteration 3F (4723.748967 sec): 3 clusters Score: Raw -1058222.920440 + Penalty 2953.545952 = -1055269.374489 nChanged 384 SP:Iteration 4Q (4723.803556 sec): 3 clusters Score: Raw -1058404.405253 + Penalty 2953.545952 = -1055450.859301 nChanged 370 SP:Iteration 5Q (4723.864298 sec): 3 clusters Score: Raw -1058588.819258 + Penalty 2953.545952 = -1055635.273306 nChanged 373 SP:Iteration 6Q (4723.912568 sec): 3 clusters Score: Raw -1058802.749930 + Penalty 2953.545952 = -1055849.203978 nChanged 392 SP:Iteration 7Q (4723.966964 sec): 3 clusters Score: Raw -1059031.075453 + Penalty 2953.545952 = -1056077.529501 nChanged 397 SP:Iteration 8Q (4724.024954 sec): 3 clusters Score: Raw -1059270.942131 + Penalty 2953.545952 = -1056317.396179 nChanged 365 SP:Iteration 9Q (4724.080293 sec): 3 clusters Score: Raw -1059497.710802 + Penalty 2953.545952 = -1056544.164850 nChanged 333 SP:Iteration 10Q (4724.143404 sec): 3 clusters Score: Raw -1059697.280012 + Penalty 2953.545952 = -1056743.734060 nChanged 304 SP:Iteration 11Q (4724.207456 sec): 3 clusters Score: Raw -1059850.326175 + Penalty 2953.545952 = -1056896.780223 nChanged 273 SP:Iteration 12Q (4724.270718 sec): 3 clusters Score: Raw -1059986.255336 + Penalty 2953.545952 = -1057032.709384 nChanged 241 SP:Iteration 13Q (4724.331528 sec): 3 clusters Score: Raw -1060087.782230 + Penalty 2953.545952 = -1057134.236278 nChanged 201 SP:Iteration 14Q (4724.396317 sec): 3 clusters Score: Raw -1060164.633532 + Penalty 2953.545952 = -1057211.087580 nChanged 166 SP:Iteration 15Q (4724.460982 sec): 3 clusters Score: Raw -1060217.494486 + Penalty 2953.545952 = -1057263.948535 nChanged 131 SP:Iteration 16Q (4724.525328 sec): 3 clusters Score: Raw -1060258.880039 + Penalty 2953.545952 = -1057305.334087 nChanged 118 SP:Iteration 17Q (4724.591355 sec): 3 clusters Score: Raw -1060294.128568 + Penalty 2953.545952 = -1057340.582616 nChanged 98 SP:Iteration 18Q (4724.652471 sec): 3 clusters Score: Raw -1060326.703755 + Penalty 2953.545952 = -1057373.157803 nChanged 105 SP:Iteration 19Q (4724.712818 sec): 3 clusters Score: Raw -1060359.472049 + Penalty 2953.545952 = -1057405.926098 nChanged 108 SP:Iteration 20F (4724.774233 sec): 3 clusters Score: Raw -1060389.669359 + Penalty 2953.545952 = -1057436.123408 nChanged 92 SP:Iteration 21Q (4724.811996 sec): 3 clusters Score: Raw -1060410.282364 + Penalty 2953.545952 = -1057456.736412 nChanged 66 SP:Iteration 22Q (4724.861957 sec): 3 clusters Score: Raw -1060423.912987 + Penalty 2953.545952 = -1057470.367035 nChanged 53 SP:Iteration 23Q (4724.918911 sec): 3 clusters Score: Raw -1060434.466989 + Penalty 2953.545952 = -1057480.921037 nChanged 63 SP:Iteration 24Q (4724.959952 sec): 3 clusters Score: Raw -1060447.567206 + Penalty 2953.545952 = -1057494.021254 nChanged 61 SP:Iteration 25Q (4725.025574 sec): 3 clusters Score: Raw -1060460.490748 + Penalty 2953.545952 = -1057506.944796 nChanged 49 SP:Iteration 26Q (4725.074679 sec): 3 clusters Score: Raw -1060473.303902 + Penalty 2953.545952 = -1057519.757951 nChanged 61 SP:Iteration 27Q (4725.120997 sec): 3 clusters Score: Raw -1060492.135670 + Penalty 2953.545952 = -1057538.589719 nChanged 77 SP:Iteration 28Q (4725.175195 sec): 3 clusters Score: Raw -1060513.924647 + Penalty 2953.545952 = -1057560.378695 nChanged 76 SP:Iteration 29Q (4725.233264 sec): 3 clusters Score: Raw -1060538.327709 + Penalty 2953.545952 = -1057584.781757 nChanged 89 SP:Iteration 30Q (4725.268525 sec): 3 clusters Score: Raw -1060564.506479 + Penalty 2953.545952 = -1057610.960527 nChanged 82 SP:Iteration 31Q (4725.320153 sec): 3 clusters Score: Raw -1060588.479544 + Penalty 2953.545952 = -1057634.933592 nChanged 77 SP:Iteration 32Q (4725.364948 sec): 3 clusters Score: Raw -1060610.682748 + Penalty 2953.545952 = -1057657.136796 nChanged 85 SP:Iteration 33Q (4725.410256 sec): 3 clusters Score: Raw -1060640.382040 + Penalty 2953.545952 = -1057686.836089 nChanged 85 SP:Iteration 34Q (4725.455258 sec): 3 clusters Score: Raw -1060672.256624 + Penalty 2953.545952 = -1057718.710672 nChanged 105 SP:Iteration 35Q (4725.500865 sec): 3 clusters Score: Raw -1060708.094274 + Penalty 2953.545952 = -1057754.548322 nChanged 85 SP:Iteration 36Q (4725.546312 sec): 3 clusters Score: Raw -1060736.440713 + Penalty 2953.545952 = -1057782.894762 nChanged 90 SP:Iteration 37Q (4725.584632 sec): 3 clusters Score: Raw -1060766.137738 + Penalty 2953.545952 = -1057812.591787 nChanged 71 SP:Iteration 38Q (4725.636573 sec): 3 clusters Score: Raw -1060787.726340 + Penalty 2953.545952 = -1057834.180388 nChanged 68 SP:Iteration 39Q (4725.681499 sec): 3 clusters Score: Raw -1060808.072922 + Penalty 2953.545952 = -1057854.526971 nChanged 72 SP:Iteration 40F (4725.721167 sec): 3 clusters Score: Raw -1060834.942999 + Penalty 2953.545952 = -1057881.397047 nChanged 92 SP:Iteration 41Q (4725.769312 sec): 3 clusters Score: Raw -1060871.711561 + Penalty 2953.545952 = -1057918.165609 nChanged 103 SP:Iteration 42Q (4725.814849 sec): 3 clusters Score: Raw -1060918.553044 + Penalty 2953.545952 = -1057965.007092 nChanged 111 SP:Iteration 43Q (4725.860266 sec): 3 clusters Score: Raw -1060977.956966 + Penalty 2953.545952 = -1058024.411014 nChanged 121 SP:Iteration 44Q (4725.905267 sec): 3 clusters Score: Raw -1061045.773555 + Penalty 2953.545952 = -1058092.227603 nChanged 135 SP:Iteration 45Q (4725.956956 sec): 3 clusters Score: Raw -1061119.450208 + Penalty 2953.545952 = -1058165.904257 nChanged 110 SP:Iteration 46Q (4726.001491 sec): 3 clusters Score: Raw -1061167.543943 + Penalty 2953.545952 = -1058213.997991 nChanged 83 SP:Iteration 47Q (4726.051183 sec): 3 clusters Score: Raw -1061200.880146 + Penalty 2953.545952 = -1058247.334195 nChanged 69 SP:Iteration 48Q (4726.099817 sec): 3 clusters Score: Raw -1061223.070600 + Penalty 2953.545952 = -1058269.524648 nChanged 53 SP:Iteration 49Q (4726.154533 sec): 3 clusters Score: Raw -1061238.683680 + Penalty 2953.545952 = -1058285.137729 nChanged 41 SP:Iteration 50Q (4726.211279 sec): 3 clusters Score: Raw -1061248.686128 + Penalty 2953.545952 = -1058295.140176 nChanged 32 SP:Iteration 51Q (4726.272452 sec): 3 clusters Score: Raw -1061255.558307 + Penalty 2953.545952 = -1058302.012355 nChanged 28 SP:Iteration 52Q (4726.334266 sec): 3 clusters Score: Raw -1061261.913393 + Penalty 2953.545952 = -1058308.367441 nChanged 20 SP:Iteration 53Q (4726.401992 sec): 3 clusters Score: Raw -1061266.573611 + Penalty 2953.545952 = -1058313.027659 nChanged 20 SP:Iteration 54Q (4726.440791 sec): 3 clusters Score: Raw -1061270.373788 + Penalty 2953.545952 = -1058316.827837 nChanged 22 SP:Iteration 55Q (4726.512097 sec): 3 clusters Score: Raw -1061274.461332 + Penalty 2953.545952 = -1058320.915381 nChanged 14 SP:Iteration 56Q (4726.553337 sec): 3 clusters Score: Raw -1061277.130688 + Penalty 2953.545952 = -1058323.584737 nChanged 16 SP:Iteration 57Q (4726.625685 sec): 3 clusters Score: Raw -1061279.952657 + Penalty 2953.545952 = -1058326.406705 nChanged 15 SP:Iteration 58Q (4726.668763 sec): 3 clusters Score: Raw -1061281.671028 + Penalty 2953.545952 = -1058328.125077 nChanged 9 SP:Iteration 59Q (4726.730235 sec): 3 clusters Score: Raw -1061282.825349 + Penalty 2953.545952 = -1058329.279397 nChanged 4 SP:Iteration 60F (4726.789533 sec): 3 clusters Score: Raw -1061283.312192 + Penalty 2953.545952 = -1058329.766240 nChanged 0 Trying to split cluster 20 (4680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4726.819824 sec): 2 clusters Score: Raw -497680.733789 + Penalty 1373.296176 = -496307.437614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4726.875645 sec): 3 clusters Score: Raw -495281.219029 + Penalty 2746.592351 = -492534.626677 nChanged 1891 SP:Iteration 1F (4726.921599 sec): 3 clusters Score: Raw -496350.245810 + Penalty 2746.592351 = -493603.653459 nChanged 386 SP:Iteration 2F (4726.988589 sec): 3 clusters Score: Raw -496609.201862 + Penalty 2746.592351 = -493862.609511 nChanged 294 SP:Iteration 3F (4727.038798 sec): 3 clusters Score: Raw -496793.955815 + Penalty 2746.592351 = -494047.363464 nChanged 264 SP:Iteration 4F (4727.084862 sec): 3 clusters Score: Raw -496971.773783 + Penalty 2746.592351 = -494225.181432 nChanged 234 SP:Iteration 5Q (4727.139596 sec): 3 clusters Score: Raw -497121.600777 + Penalty 2746.592351 = -494375.008426 nChanged 219 SP:Iteration 6Q (4727.197949 sec): 3 clusters Score: Raw -497282.491323 + Penalty 2746.592351 = -494535.898971 nChanged 226 SP:Iteration 7Q (4727.254371 sec): 3 clusters Score: Raw -497478.125090 + Penalty 2746.592351 = -494731.532739 nChanged 224 SP:Iteration 8Q (4727.307348 sec): 3 clusters Score: Raw -497667.390649 + Penalty 2746.592351 = -494920.798298 nChanged 202 SP:Iteration 9Q (4727.364048 sec): 3 clusters Score: Raw -497826.475423 + Penalty 2746.592351 = -495079.883072 nChanged 162 SP:Iteration 10Q (4727.431153 sec): 3 clusters Score: Raw -497945.194689 + Penalty 2746.592351 = -495198.602338 nChanged 117 SP:Iteration 11Q (4727.471977 sec): 3 clusters Score: Raw -498022.548058 + Penalty 2746.592351 = -495275.955706 nChanged 90 SP:Iteration 12Q (4727.524756 sec): 3 clusters Score: Raw -498072.936903 + Penalty 2746.592351 = -495326.344552 nChanged 53 SP:Iteration 13Q (4727.574645 sec): 3 clusters Score: Raw -498106.925171 + Penalty 2746.592351 = -495360.332819 nChanged 50 SP:Iteration 14Q (4727.626278 sec): 3 clusters Score: Raw -498132.360046 + Penalty 2746.592351 = -495385.767694 nChanged 34 SP:Iteration 15Q (4727.670788 sec): 3 clusters Score: Raw -498152.628588 + Penalty 2746.592351 = -495406.036237 nChanged 23 SP:Iteration 16Q (4727.716815 sec): 3 clusters Score: Raw -498163.051742 + Penalty 2746.592351 = -495416.459391 nChanged 16 SP:Iteration 17Q (4727.768467 sec): 3 clusters Score: Raw -498169.434100 + Penalty 2746.592351 = -495422.841749 nChanged 7 SP:Iteration 18Q (4727.820037 sec): 3 clusters Score: Raw -498172.500857 + Penalty 2746.592351 = -495425.908506 nChanged 5 SP:Iteration 19Q (4727.866322 sec): 3 clusters Score: Raw -498174.736329 + Penalty 2746.592351 = -495428.143977 nChanged 4 SP:Iteration 20F (4727.898619 sec): 3 clusters Score: Raw -498180.242612 + Penalty 2746.592351 = -495433.650260 nChanged 6 SP:Iteration 21Q (4727.944618 sec): 3 clusters Score: Raw -498186.623084 + Penalty 2746.592351 = -495440.030733 nChanged 12 SP:Iteration 22Q (4727.985946 sec): 3 clusters Score: Raw -498191.807768 + Penalty 2746.592351 = -495445.215417 nChanged 7 SP:Iteration 23Q (4728.031565 sec): 3 clusters Score: Raw -498194.022195 + Penalty 2746.592351 = -495447.429844 nChanged 4 SP:Iteration 24Q (4728.073310 sec): 3 clusters Score: Raw -498195.889335 + Penalty 2746.592351 = -495449.296983 nChanged 3 SP:Iteration 25Q (4728.114887 sec): 3 clusters Score: Raw -498196.865175 + Penalty 2746.592351 = -495450.272824 nChanged 2 SP:Iteration 26Q (4728.152609 sec): 3 clusters Score: Raw -498199.107075 + Penalty 2746.592351 = -495452.514723 nChanged 3 SP:Iteration 27Q (4728.192950 sec): 3 clusters Score: Raw -498200.286221 + Penalty 2746.592351 = -495453.693870 nChanged 1 SP:Iteration 28Q (4728.252601 sec): 3 clusters Score: Raw -498200.654486 + Penalty 2746.592351 = -495454.062135 nChanged 1 SP:Iteration 29Q (4728.291892 sec): 3 clusters Score: Raw -498200.761145 + Penalty 2746.592351 = -495454.168794 nChanged 0 SP:Iteration 30F (4728.348460 sec): 3 clusters Score: Raw -498200.761145 + Penalty 2746.592351 = -495454.168794 nChanged 0 Trying to split cluster 21 (1562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4728.375002 sec): 2 clusters Score: Raw -180760.011128 + Penalty 1194.979879 = -179565.031249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4728.426002 sec): 3 clusters Score: Raw -180126.590602 + Penalty 2389.959757 = -177736.630844 nChanged 537 SP:Iteration 1F (4728.473897 sec): 3 clusters Score: Raw -180496.519037 + Penalty 2389.959757 = -178106.559279 nChanged 117 SP:Iteration 2F (4728.525393 sec): 3 clusters Score: Raw -180600.286936 + Penalty 2389.959757 = -178210.327179 nChanged 93 SP:Iteration 3F (4728.579920 sec): 3 clusters Score: Raw -180692.972035 + Penalty 2389.959757 = -178303.012278 nChanged 70 SP:Iteration 4Q (4728.623649 sec): 3 clusters Score: Raw -180749.253668 + Penalty 2389.959757 = -178359.293911 nChanged 49 SP:Iteration 5Q (4728.664740 sec): 3 clusters Score: Raw -180786.037799 + Penalty 2389.959757 = -178396.078041 nChanged 43 SP:Iteration 6Q (4728.698935 sec): 3 clusters Score: Raw -180828.883304 + Penalty 2389.959757 = -178438.923547 nChanged 39 SP:Iteration 7Q (4728.741525 sec): 3 clusters Score: Raw -180861.271456 + Penalty 2389.959757 = -178471.311698 nChanged 31 SP:Iteration 8Q (4728.798128 sec): 3 clusters Score: Raw -180885.207176 + Penalty 2389.959757 = -178495.247418 nChanged 17 SP:Iteration 9Q (4728.838253 sec): 3 clusters Score: Raw -180892.396204 + Penalty 2389.959757 = -178502.436447 nChanged 9 SP:Iteration 10Q (4728.883321 sec): 3 clusters Score: Raw -180896.725462 + Penalty 2389.959757 = -178506.765705 nChanged 6 SP:Iteration 11Q (4728.931136 sec): 3 clusters Score: Raw -180901.295087 + Penalty 2389.959757 = -178511.335330 nChanged 7 SP:Iteration 12Q (4728.982701 sec): 3 clusters Score: Raw -180905.716268 + Penalty 2389.959757 = -178515.756511 nChanged 7 SP:Iteration 13Q (4729.026915 sec): 3 clusters Score: Raw -180910.654998 + Penalty 2389.959757 = -178520.695240 nChanged 5 SP:Iteration 14Q (4729.078166 sec): 3 clusters Score: Raw -180914.357594 + Penalty 2389.959757 = -178524.397837 nChanged 5 SP:Iteration 15Q (4729.135554 sec): 3 clusters Score: Raw -180916.326589 + Penalty 2389.959757 = -178526.366831 nChanged 8 SP:Iteration 16Q (4729.176250 sec): 3 clusters Score: Raw -180921.590526 + Penalty 2389.959757 = -178531.630769 nChanged 4 SP:Iteration 17Q (4729.227651 sec): 3 clusters Score: Raw -180923.142943 + Penalty 2389.959757 = -178533.183185 nChanged 2 SP:Iteration 18Q (4729.279149 sec): 3 clusters Score: Raw -180924.029867 + Penalty 2389.959757 = -178534.070109 nChanged 1 SP:Iteration 19Q (4729.330649 sec): 3 clusters Score: Raw -180924.345804 + Penalty 2389.959757 = -178534.386047 nChanged 0 SP:Iteration 20F (4729.382184 sec): 3 clusters Score: Raw -180924.345804 + Penalty 2389.959757 = -178534.386047 nChanged 0 Trying to split cluster 22 (2826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4729.419651 sec): 2 clusters Score: Raw -323350.156989 + Penalty 1291.325354 = -322058.831635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4729.463093 sec): 3 clusters Score: Raw -322026.266277 + Penalty 2582.650708 = -319443.615569 nChanged 1011 SP:Iteration 1F (4729.527309 sec): 3 clusters Score: Raw -322579.035781 + Penalty 2582.650708 = -319996.385073 nChanged 208 SP:Iteration 2F (4729.560285 sec): 3 clusters Score: Raw -322706.538964 + Penalty 2582.650708 = -320123.888256 nChanged 159 SP:Iteration 3F (4729.617192 sec): 3 clusters Score: Raw -322822.506287 + Penalty 2582.650708 = -320239.855579 nChanged 138 SP:Iteration 4Q (4729.668313 sec): 3 clusters Score: Raw -322924.662322 + Penalty 2582.650708 = -320342.011614 nChanged 108 SP:Iteration 5Q (4729.705860 sec): 3 clusters Score: Raw -323013.683475 + Penalty 2582.650708 = -320431.032767 nChanged 103 SP:Iteration 6Q (4729.748895 sec): 3 clusters Score: Raw -323095.774598 + Penalty 2582.650708 = -320513.123890 nChanged 109 SP:Iteration 7Q (4729.780411 sec): 3 clusters Score: Raw -323190.979064 + Penalty 2582.650708 = -320608.328356 nChanged 108 SP:Iteration 8Q (4729.815937 sec): 3 clusters Score: Raw -323278.613623 + Penalty 2582.650708 = -320695.962915 nChanged 96 SP:Iteration 9Q (4729.853420 sec): 3 clusters Score: Raw -323377.293780 + Penalty 2582.650708 = -320794.643072 nChanged 99 SP:Iteration 10Q (4729.890598 sec): 3 clusters Score: Raw -323468.741333 + Penalty 2582.650708 = -320886.090625 nChanged 106 SP:Iteration 11Q (4729.928751 sec): 3 clusters Score: Raw -323568.001631 + Penalty 2582.650708 = -320985.350923 nChanged 107 SP:Iteration 12Q (4729.974215 sec): 3 clusters Score: Raw -323711.483314 + Penalty 2582.650708 = -321128.832606 nChanged 121 SP:Iteration 13Q (4730.012069 sec): 3 clusters Score: Raw -323910.650815 + Penalty 2582.650708 = -321328.000107 nChanged 129 SP:Iteration 14Q (4730.049762 sec): 3 clusters Score: Raw -324085.899171 + Penalty 2582.650708 = -321503.248463 nChanged 105 SP:Iteration 15Q (4730.080001 sec): 3 clusters Score: Raw -324248.081055 + Penalty 2582.650708 = -321665.430347 nChanged 72 SP:Iteration 16Q (4730.116938 sec): 3 clusters Score: Raw -324316.617259 + Penalty 2582.650708 = -321733.966551 nChanged 38 SP:Iteration 17Q (4730.153378 sec): 3 clusters Score: Raw -324347.150393 + Penalty 2582.650708 = -321764.499685 nChanged 21 SP:Iteration 18Q (4730.192626 sec): 3 clusters Score: Raw -324362.888467 + Penalty 2582.650708 = -321780.237759 nChanged 21 SP:Iteration 19Q (4730.239416 sec): 3 clusters Score: Raw -324384.592279 + Penalty 2582.650708 = -321801.941570 nChanged 16 SP:Iteration 20F (4730.285263 sec): 3 clusters Score: Raw -324395.643174 + Penalty 2582.650708 = -321812.992466 nChanged 19 SP:Iteration 21Q (4730.320474 sec): 3 clusters Score: Raw -324409.343362 + Penalty 2582.650708 = -321826.692654 nChanged 12 SP:Iteration 22Q (4730.367681 sec): 3 clusters Score: Raw -324415.872157 + Penalty 2582.650708 = -321833.221448 nChanged 8 SP:Iteration 23Q (4730.415951 sec): 3 clusters Score: Raw -324418.928457 + Penalty 2582.650708 = -321836.277749 nChanged 1 SP:Iteration 24Q (4730.467697 sec): 3 clusters Score: Raw -324419.593294 + Penalty 2582.650708 = -321836.942586 nChanged 2 SP:Iteration 25Q (4730.516212 sec): 3 clusters Score: Raw -324420.773667 + Penalty 2582.650708 = -321838.122959 nChanged 1 SP:Iteration 26Q (4730.574105 sec): 3 clusters Score: Raw -324421.068227 + Penalty 2582.650708 = -321838.417519 nChanged 0 SP:Iteration 27F (4730.620627 sec): 3 clusters Score: Raw -324421.068227 + Penalty 2582.650708 = -321838.417519 nChanged 0 Trying to split cluster 23 (4370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4730.647029 sec): 2 clusters Score: Raw -508327.264975 + Penalty 1362.159222 = -506965.105754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4730.684644 sec): 3 clusters Score: Raw -506102.241901 + Penalty 2724.318444 = -503377.923458 nChanged 1738 SP:Iteration 1F (4730.724591 sec): 3 clusters Score: Raw -507155.097223 + Penalty 2724.318444 = -504430.778779 nChanged 355 SP:Iteration 2F (4730.771357 sec): 3 clusters Score: Raw -507402.695056 + Penalty 2724.318444 = -504678.376613 nChanged 292 SP:Iteration 3F (4730.819316 sec): 3 clusters Score: Raw -507635.401288 + Penalty 2724.318444 = -504911.082844 nChanged 242 SP:Iteration 4F (4730.859169 sec): 3 clusters Score: Raw -507810.530457 + Penalty 2724.318444 = -505086.212014 nChanged 201 SP:Iteration 5Q (4730.908095 sec): 3 clusters Score: Raw -507932.538271 + Penalty 2724.318444 = -505208.219827 nChanged 170 SP:Iteration 6Q (4730.943084 sec): 3 clusters Score: Raw -508022.771134 + Penalty 2724.318444 = -505298.452690 nChanged 130 SP:Iteration 7Q (4730.983236 sec): 3 clusters Score: Raw -508104.253378 + Penalty 2724.318444 = -505379.934934 nChanged 133 SP:Iteration 8Q (4731.023136 sec): 3 clusters Score: Raw -508178.516125 + Penalty 2724.318444 = -505454.197681 nChanged 122 SP:Iteration 9Q (4731.063163 sec): 3 clusters Score: Raw -508252.574952 + Penalty 2724.318444 = -505528.256508 nChanged 121 SP:Iteration 10Q (4731.100422 sec): 3 clusters Score: Raw -508334.114351 + Penalty 2724.318444 = -505609.795908 nChanged 138 SP:Iteration 11Q (4731.156254 sec): 3 clusters Score: Raw -508438.292087 + Penalty 2724.318444 = -505713.973644 nChanged 157 SP:Iteration 12Q (4731.188345 sec): 3 clusters Score: Raw -508571.506053 + Penalty 2724.318444 = -505847.187609 nChanged 159 SP:Iteration 13Q (4731.229477 sec): 3 clusters Score: Raw -508753.845690 + Penalty 2724.318444 = -506029.527246 nChanged 179 SP:Iteration 14Q (4731.287058 sec): 3 clusters Score: Raw -508968.516620 + Penalty 2724.318444 = -506244.198176 nChanged 151 SP:Iteration 15Q (4731.318650 sec): 3 clusters Score: Raw -509113.002767 + Penalty 2724.318444 = -506388.684324 nChanged 119 SP:Iteration 16Q (4731.369850 sec): 3 clusters Score: Raw -509215.064756 + Penalty 2724.318444 = -506490.746312 nChanged 108 SP:Iteration 17Q (4731.423566 sec): 3 clusters Score: Raw -509298.028258 + Penalty 2724.318444 = -506573.709814 nChanged 79 SP:Iteration 18Q (4731.470418 sec): 3 clusters Score: Raw -509346.742643 + Penalty 2724.318444 = -506622.424199 nChanged 53 SP:Iteration 19Q (4731.516742 sec): 3 clusters Score: Raw -509374.110700 + Penalty 2724.318444 = -506649.792257 nChanged 34 SP:Iteration 20F (4731.566647 sec): 3 clusters Score: Raw -509388.179272 + Penalty 2724.318444 = -506663.860829 nChanged 22 SP:Iteration 21Q (4731.613631 sec): 3 clusters Score: Raw -509394.881342 + Penalty 2724.318444 = -506670.562899 nChanged 16 SP:Iteration 22Q (4731.657880 sec): 3 clusters Score: Raw -509399.769617 + Penalty 2724.318444 = -506675.451173 nChanged 9 SP:Iteration 23Q (4731.714305 sec): 3 clusters Score: Raw -509403.409677 + Penalty 2724.318444 = -506679.091233 nChanged 13 SP:Iteration 24Q (4731.756574 sec): 3 clusters Score: Raw -509407.858674 + Penalty 2724.318444 = -506683.540230 nChanged 6 SP:Iteration 25Q (4731.811203 sec): 3 clusters Score: Raw -509409.543513 + Penalty 2724.318444 = -506685.225069 nChanged 4 SP:Iteration 26Q (4731.867185 sec): 3 clusters Score: Raw -509410.553159 + Penalty 2724.318444 = -506686.234716 nChanged 2 SP:Iteration 27Q (4731.921788 sec): 3 clusters Score: Raw -509410.847757 + Penalty 2724.318444 = -506686.529314 nChanged 0 SP:Iteration 28F (4731.987763 sec): 3 clusters Score: Raw -509410.847757 + Penalty 2724.318444 = -506686.529314 nChanged 0 Trying to split cluster 24 (12114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4732.017581 sec): 2 clusters Score: Raw -1355881.177231 + Penalty 1527.844027 = -1354353.333204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4732.075159 sec): 3 clusters Score: Raw -1348953.768608 + Penalty 3055.688053 = -1345898.080554 nChanged 5274 SP:Iteration 1F (4732.144037 sec): 3 clusters Score: Raw -1351972.304823 + Penalty 3055.688053 = -1348916.616770 nChanged 871 SP:Iteration 2F (4732.210819 sec): 3 clusters Score: Raw -1352437.042866 + Penalty 3055.688053 = -1349381.354812 nChanged 763 SP:Iteration 3F (4732.279682 sec): 3 clusters Score: Raw -1352863.517839 + Penalty 3055.688053 = -1349807.829786 nChanged 678 SP:Iteration 4F (4732.341368 sec): 3 clusters Score: Raw -1353262.734973 + Penalty 3055.688053 = -1350207.046920 nChanged 673 SP:Iteration 5F (4732.408627 sec): 3 clusters Score: Raw -1353702.868808 + Penalty 3055.688053 = -1350647.180754 nChanged 650 SP:Iteration 6F (4732.460025 sec): 3 clusters Score: Raw -1354137.184417 + Penalty 3055.688053 = -1351081.496363 nChanged 561 SP:Iteration 7Q (4732.521581 sec): 3 clusters Score: Raw -1354521.594864 + Penalty 3055.688053 = -1351465.906810 nChanged 522 SP:Iteration 8Q (4732.593869 sec): 3 clusters Score: Raw -1354895.872366 + Penalty 3055.688053 = -1351840.184313 nChanged 459 SP:Iteration 9Q (4732.652776 sec): 3 clusters Score: Raw -1355290.443812 + Penalty 3055.688053 = -1352234.755759 nChanged 371 SP:Iteration 10Q (4732.720494 sec): 3 clusters Score: Raw -1355631.896866 + Penalty 3055.688053 = -1352576.208812 nChanged 259 SP:Iteration 11Q (4732.787639 sec): 3 clusters Score: Raw -1355860.751427 + Penalty 3055.688053 = -1352805.063374 nChanged 214 SP:Iteration 12Q (4732.842580 sec): 3 clusters Score: Raw -1356013.607546 + Penalty 3055.688053 = -1352957.919492 nChanged 168 SP:Iteration 13Q (4732.909033 sec): 3 clusters Score: Raw -1356118.577502 + Penalty 3055.688053 = -1353062.889448 nChanged 133 SP:Iteration 14Q (4732.968921 sec): 3 clusters Score: Raw -1356188.517994 + Penalty 3055.688053 = -1353132.829941 nChanged 111 SP:Iteration 15Q (4733.036305 sec): 3 clusters Score: Raw -1356245.587014 + Penalty 3055.688053 = -1353189.898961 nChanged 84 SP:Iteration 16Q (4733.086753 sec): 3 clusters Score: Raw -1356276.111402 + Penalty 3055.688053 = -1353220.423349 nChanged 55 SP:Iteration 17Q (4733.151955 sec): 3 clusters Score: Raw -1356293.409628 + Penalty 3055.688053 = -1353237.721575 nChanged 56 SP:Iteration 18Q (4733.209610 sec): 3 clusters Score: Raw -1356308.657017 + Penalty 3055.688053 = -1353252.968964 nChanged 47 SP:Iteration 19Q (4733.259134 sec): 3 clusters Score: Raw -1356324.207053 + Penalty 3055.688053 = -1353268.519000 nChanged 43 SP:Iteration 20F (4733.320950 sec): 3 clusters Score: Raw -1356336.850474 + Penalty 3055.688053 = -1353281.162420 nChanged 34 SP:Iteration 21Q (4733.383515 sec): 3 clusters Score: Raw -1356346.197077 + Penalty 3055.688053 = -1353290.509023 nChanged 22 SP:Iteration 22Q (4733.437693 sec): 3 clusters Score: Raw -1356352.786688 + Penalty 3055.688053 = -1353297.098634 nChanged 30 SP:Iteration 23Q (4733.499132 sec): 3 clusters Score: Raw -1356361.516874 + Penalty 3055.688053 = -1353305.828821 nChanged 21 SP:Iteration 24Q (4733.543454 sec): 3 clusters Score: Raw -1356368.230864 + Penalty 3055.688053 = -1353312.542811 nChanged 14 SP:Iteration 25Q (4733.601567 sec): 3 clusters Score: Raw -1356372.391364 + Penalty 3055.688053 = -1353316.703310 nChanged 17 SP:Iteration 26Q (4733.667375 sec): 3 clusters Score: Raw -1356376.597541 + Penalty 3055.688053 = -1353320.909487 nChanged 15 SP:Iteration 27Q (4733.720352 sec): 3 clusters Score: Raw -1356380.334582 + Penalty 3055.688053 = -1353324.646529 nChanged 11 SP:Iteration 28Q (4733.785885 sec): 3 clusters Score: Raw -1356382.606733 + Penalty 3055.688053 = -1353326.918680 nChanged 8 SP:Iteration 29Q (4733.850489 sec): 3 clusters Score: Raw -1356383.806770 + Penalty 3055.688053 = -1353328.118716 nChanged 4 SP:Iteration 30Q (4733.914954 sec): 3 clusters Score: Raw -1356384.450154 + Penalty 3055.688053 = -1353328.762101 nChanged 5 SP:Iteration 31Q (4733.990574 sec): 3 clusters Score: Raw -1356385.269662 + Penalty 3055.688053 = -1353329.581609 nChanged 5 SP:Iteration 32Q (4734.046632 sec): 3 clusters Score: Raw -1356387.351989 + Penalty 3055.688053 = -1353331.663936 nChanged 7 SP:Iteration 33Q (4734.106949 sec): 3 clusters Score: Raw -1356388.371318 + Penalty 3055.688053 = -1353332.683265 nChanged 5 SP:Iteration 34Q (4734.173917 sec): 3 clusters Score: Raw -1356389.343534 + Penalty 3055.688053 = -1353333.655480 nChanged 2 SP:Iteration 35Q (4734.241332 sec): 3 clusters Score: Raw -1356389.616267 + Penalty 3055.688053 = -1353333.928214 nChanged 0 SP:Iteration 36F (4734.307336 sec): 3 clusters Score: Raw -1356389.616267 + Penalty 3055.688053 = -1353333.928214 nChanged 0 Trying to split cluster 25 (2548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4734.332998 sec): 2 clusters Score: Raw -294208.626464 + Penalty 1274.497903 = -292934.128562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4734.383122 sec): 3 clusters Score: Raw -293043.657890 + Penalty 2548.995805 = -290494.662085 nChanged 937 SP:Iteration 1F (4734.426573 sec): 3 clusters Score: Raw -293699.546649 + Penalty 2548.995805 = -291150.550843 nChanged 229 SP:Iteration 2F (4734.476201 sec): 3 clusters Score: Raw -293884.483866 + Penalty 2548.995805 = -291335.488061 nChanged 158 SP:Iteration 3F (4734.521961 sec): 3 clusters Score: Raw -294041.746883 + Penalty 2548.995805 = -291492.751078 nChanged 140 SP:Iteration 4F (4734.574129 sec): 3 clusters Score: Raw -294180.999028 + Penalty 2548.995805 = -291632.003223 nChanged 113 SP:Iteration 5Q (4734.625909 sec): 3 clusters Score: Raw -294271.387096 + Penalty 2548.995805 = -291722.391290 nChanged 88 SP:Iteration 6Q (4734.687546 sec): 3 clusters Score: Raw -294343.228029 + Penalty 2548.995805 = -291794.232224 nChanged 69 SP:Iteration 7Q (4734.730884 sec): 3 clusters Score: Raw -294396.798038 + Penalty 2548.995805 = -291847.802233 nChanged 54 SP:Iteration 8Q (4734.794132 sec): 3 clusters Score: Raw -294433.140989 + Penalty 2548.995805 = -291884.145184 nChanged 43 SP:Iteration 9Q (4734.827067 sec): 3 clusters Score: Raw -294460.193557 + Penalty 2548.995805 = -291911.197751 nChanged 32 SP:Iteration 10Q (4734.879764 sec): 3 clusters Score: Raw -294476.547496 + Penalty 2548.995805 = -291927.551691 nChanged 30 SP:Iteration 11Q (4734.932491 sec): 3 clusters Score: Raw -294499.028766 + Penalty 2548.995805 = -291950.032960 nChanged 22 SP:Iteration 12Q (4734.979381 sec): 3 clusters Score: Raw -294515.426033 + Penalty 2548.995805 = -291966.430228 nChanged 23 SP:Iteration 13Q (4735.024752 sec): 3 clusters Score: Raw -294529.962383 + Penalty 2548.995805 = -291980.966578 nChanged 17 SP:Iteration 14Q (4735.068892 sec): 3 clusters Score: Raw -294543.178080 + Penalty 2548.995805 = -291994.182275 nChanged 16 SP:Iteration 15Q (4735.113946 sec): 3 clusters Score: Raw -294553.697431 + Penalty 2548.995805 = -292004.701626 nChanged 11 SP:Iteration 16Q (4735.167265 sec): 3 clusters Score: Raw -294559.502821 + Penalty 2548.995805 = -292010.507016 nChanged 7 SP:Iteration 17Q (4735.220071 sec): 3 clusters Score: Raw -294564.672076 + Penalty 2548.995805 = -292015.676270 nChanged 10 SP:Iteration 18Q (4735.272412 sec): 3 clusters Score: Raw -294571.432997 + Penalty 2548.995805 = -292022.437191 nChanged 8 SP:Iteration 19Q (4735.322086 sec): 3 clusters Score: Raw -294575.100609 + Penalty 2548.995805 = -292026.104804 nChanged 6 SP:Iteration 20F (4735.366238 sec): 3 clusters Score: Raw -294577.281350 + Penalty 2548.995805 = -292028.285544 nChanged 3 SP:Iteration 21Q (4735.413190 sec): 3 clusters Score: Raw -294580.204557 + Penalty 2548.995805 = -292031.208752 nChanged 6 SP:Iteration 22Q (4735.462423 sec): 3 clusters Score: Raw -294582.876107 + Penalty 2548.995805 = -292033.880302 nChanged 4 SP:Iteration 23Q (4735.506749 sec): 3 clusters Score: Raw -294585.024657 + Penalty 2548.995805 = -292036.028851 nChanged 9 SP:Iteration 24Q (4735.553477 sec): 3 clusters Score: Raw -294592.405950 + Penalty 2548.995805 = -292043.410144 nChanged 9 SP:Iteration 25Q (4735.606367 sec): 3 clusters Score: Raw -294595.999953 + Penalty 2548.995805 = -292047.004148 nChanged 3 SP:Iteration 26Q (4735.646539 sec): 3 clusters Score: Raw -294598.486585 + Penalty 2548.995805 = -292049.490779 nChanged 7 SP:Iteration 27Q (4735.699943 sec): 3 clusters Score: Raw -294600.998302 + Penalty 2548.995805 = -292052.002497 nChanged 5 SP:Iteration 28Q (4735.752810 sec): 3 clusters Score: Raw -294603.532508 + Penalty 2548.995805 = -292054.536702 nChanged 5 SP:Iteration 29Q (4735.788577 sec): 3 clusters Score: Raw -294606.923204 + Penalty 2548.995805 = -292057.927399 nChanged 5 SP:Iteration 30Q (4735.832894 sec): 3 clusters Score: Raw -294610.332862 + Penalty 2548.995805 = -292061.337057 nChanged 6 SP:Iteration 31Q (4735.878432 sec): 3 clusters Score: Raw -294614.489319 + Penalty 2548.995805 = -292065.493514 nChanged 8 SP:Iteration 32Q (4735.923603 sec): 3 clusters Score: Raw -294617.144509 + Penalty 2548.995805 = -292068.148704 nChanged 0 SP:Iteration 33F (4735.978635 sec): 3 clusters Score: Raw -294617.144509 + Penalty 2548.995805 = -292068.148704 nChanged 0 Trying to split cluster 26 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4736.002401 sec): 2 clusters Score: Raw -11906.069969 + Penalty 804.173482 = -11101.896487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4736.034306 sec): 3 clusters Score: Raw -12144.384256 + Penalty 1608.346964 = -10536.037292 nChanged 23 SP:Iteration 1F (4736.075497 sec): 3 clusters Score: Raw -12257.830127 + Penalty 1608.346964 = -10649.483163 nChanged 8 SP:Iteration 2F (4736.117419 sec): 3 clusters Score: Raw -12308.173706 + Penalty 1608.346964 = -10699.826742 nChanged 0 Trying to split cluster 27 (3042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4736.155980 sec): 2 clusters Score: Raw -350918.992292 + Penalty 1303.293952 = -349615.698341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4736.193527 sec): 3 clusters Score: Raw -349492.283318 + Penalty 2606.587904 = -346885.695415 nChanged 1152 SP:Iteration 1F (4736.230508 sec): 3 clusters Score: Raw -350170.919577 + Penalty 2606.587904 = -347564.331674 nChanged 240 SP:Iteration 2F (4736.276188 sec): 3 clusters Score: Raw -350334.474938 + Penalty 2606.587904 = -347727.887035 nChanged 157 SP:Iteration 3F (4736.320302 sec): 3 clusters Score: Raw -350447.913120 + Penalty 2606.587904 = -347841.325217 nChanged 131 SP:Iteration 4Q (4736.366466 sec): 3 clusters Score: Raw -350530.160607 + Penalty 2606.587904 = -347923.572703 nChanged 121 SP:Iteration 5Q (4736.412076 sec): 3 clusters Score: Raw -350619.871640 + Penalty 2606.587904 = -348013.283736 nChanged 119 SP:Iteration 6Q (4736.460136 sec): 3 clusters Score: Raw -350731.380147 + Penalty 2606.587904 = -348124.792243 nChanged 120 SP:Iteration 7Q (4736.506028 sec): 3 clusters Score: Raw -350832.320873 + Penalty 2606.587904 = -348225.732970 nChanged 108 SP:Iteration 8Q (4736.553236 sec): 3 clusters Score: Raw -350913.237115 + Penalty 2606.587904 = -348306.649211 nChanged 95 SP:Iteration 9Q (4736.601421 sec): 3 clusters Score: Raw -350985.273072 + Penalty 2606.587904 = -348378.685168 nChanged 87 SP:Iteration 10Q (4736.642930 sec): 3 clusters Score: Raw -351065.388639 + Penalty 2606.587904 = -348458.800735 nChanged 97 SP:Iteration 11Q (4736.688338 sec): 3 clusters Score: Raw -351148.463355 + Penalty 2606.587904 = -348541.875451 nChanged 76 SP:Iteration 12Q (4736.736356 sec): 3 clusters Score: Raw -351204.876210 + Penalty 2606.587904 = -348598.288306 nChanged 61 SP:Iteration 13Q (4736.788492 sec): 3 clusters Score: Raw -351257.220740 + Penalty 2606.587904 = -348650.632836 nChanged 62 SP:Iteration 14Q (4736.840522 sec): 3 clusters Score: Raw -351302.379007 + Penalty 2606.587904 = -348695.791103 nChanged 52 SP:Iteration 15Q (4736.892673 sec): 3 clusters Score: Raw -351339.526792 + Penalty 2606.587904 = -348732.938888 nChanged 54 SP:Iteration 16Q (4736.945581 sec): 3 clusters Score: Raw -351386.048347 + Penalty 2606.587904 = -348779.460444 nChanged 55 SP:Iteration 17Q (4736.997364 sec): 3 clusters Score: Raw -351438.395071 + Penalty 2606.587904 = -348831.807167 nChanged 62 SP:Iteration 18Q (4737.043164 sec): 3 clusters Score: Raw -351501.011565 + Penalty 2606.587904 = -348894.423662 nChanged 63 SP:Iteration 19Q (4737.095423 sec): 3 clusters Score: Raw -351579.872753 + Penalty 2606.587904 = -348973.284849 nChanged 72 SP:Iteration 20F (4737.145318 sec): 3 clusters Score: Raw -351695.912714 + Penalty 2606.587904 = -349089.324810 nChanged 77 SP:Iteration 21Q (4737.197869 sec): 3 clusters Score: Raw -351824.542117 + Penalty 2606.587904 = -349217.954213 nChanged 86 SP:Iteration 22Q (4737.261229 sec): 3 clusters Score: Raw -351973.468494 + Penalty 2606.587904 = -349366.880591 nChanged 66 SP:Iteration 23Q (4737.312909 sec): 3 clusters Score: Raw -352067.236457 + Penalty 2606.587904 = -349460.648554 nChanged 47 SP:Iteration 24Q (4737.353561 sec): 3 clusters Score: Raw -352126.047654 + Penalty 2606.587904 = -349519.459750 nChanged 32 SP:Iteration 25Q (4737.405211 sec): 3 clusters Score: Raw -352158.315959 + Penalty 2606.587904 = -349551.728056 nChanged 23 SP:Iteration 26Q (4737.449340 sec): 3 clusters Score: Raw -352173.053805 + Penalty 2606.587904 = -349566.465902 nChanged 13 SP:Iteration 27Q (4737.501779 sec): 3 clusters Score: Raw -352181.671952 + Penalty 2606.587904 = -349575.084048 nChanged 5 SP:Iteration 28Q (4737.553314 sec): 3 clusters Score: Raw -352183.284946 + Penalty 2606.587904 = -349576.697042 nChanged 5 SP:Iteration 29Q (4737.596825 sec): 3 clusters Score: Raw -352185.489463 + Penalty 2606.587904 = -349578.901559 nChanged 3 SP:Iteration 30Q (4737.648785 sec): 3 clusters Score: Raw -352186.743638 + Penalty 2606.587904 = -349580.155734 nChanged 3 SP:Iteration 31Q (4737.701413 sec): 3 clusters Score: Raw -352187.428099 + Penalty 2606.587904 = -349580.840196 nChanged 0 SP:Iteration 32F (4737.753838 sec): 3 clusters Score: Raw -352187.428099 + Penalty 2606.587904 = -349580.840196 nChanged 0 Trying to split cluster 28 (29970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4737.814853 sec): 2 clusters Score: Raw -3577790.262674 + Penalty 1675.042226 = -3576115.220448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4737.903422 sec): 3 clusters Score: Raw -3559285.883706 + Penalty 3350.084452 = -3555935.799254 nChanged 13836 SP:Iteration 1F (4737.997988 sec): 3 clusters Score: Raw -3567071.551446 + Penalty 3350.084452 = -3563721.466994 nChanged 1393 SP:Iteration 2Q (4738.100898 sec): 3 clusters Score: Raw -3567596.778554 + Penalty 3350.084452 = -3564246.694102 nChanged 1373 SP:Iteration 3Q (4738.191343 sec): 3 clusters Score: Raw -3568240.553416 + Penalty 3350.084452 = -3564890.468964 nChanged 1558 SP:Iteration 4F (4738.286110 sec): 3 clusters Score: Raw -3569166.581905 + Penalty 3350.084452 = -3565816.497453 nChanged 1914 SP:Iteration 5F (4738.380694 sec): 3 clusters Score: Raw -3570595.578082 + Penalty 3350.084452 = -3567245.493630 nChanged 2220 SP:Iteration 6F (4738.475997 sec): 3 clusters Score: Raw -3572452.568621 + Penalty 3350.084452 = -3569102.484169 nChanged 2238 SP:Iteration 7F (4738.571667 sec): 3 clusters Score: Raw -3574276.764536 + Penalty 3350.084452 = -3570926.680084 nChanged 1855 SP:Iteration 8F (4738.667770 sec): 3 clusters Score: Raw -3575446.170736 + Penalty 3350.084452 = -3572096.086284 nChanged 1312 SP:Iteration 9Q (4738.758144 sec): 3 clusters Score: Raw -3576043.018801 + Penalty 3350.084452 = -3572692.934349 nChanged 797 SP:Iteration 10Q (4738.853679 sec): 3 clusters Score: Raw -3576303.090494 + Penalty 3350.084452 = -3572953.006042 nChanged 525 SP:Iteration 11Q (4738.950594 sec): 3 clusters Score: Raw -3576444.573298 + Penalty 3350.084452 = -3573094.488846 nChanged 385 SP:Iteration 12Q (4739.030698 sec): 3 clusters Score: Raw -3576529.504529 + Penalty 3350.084452 = -3573179.420077 nChanged 328 SP:Iteration 13Q (4739.119399 sec): 3 clusters Score: Raw -3576593.403086 + Penalty 3350.084452 = -3573243.318634 nChanged 258 SP:Iteration 14Q (4739.207949 sec): 3 clusters Score: Raw -3576636.238854 + Penalty 3350.084452 = -3573286.154402 nChanged 206 SP:Iteration 15Q (4739.294246 sec): 3 clusters Score: Raw -3576664.857291 + Penalty 3350.084452 = -3573314.772839 nChanged 174 SP:Iteration 16Q (4739.380684 sec): 3 clusters Score: Raw -3576691.811680 + Penalty 3350.084452 = -3573341.727228 nChanged 175 SP:Iteration 17Q (4739.474863 sec): 3 clusters Score: Raw -3576719.427062 + Penalty 3350.084452 = -3573369.342610 nChanged 167 SP:Iteration 18Q (4739.568119 sec): 3 clusters Score: Raw -3576743.341079 + Penalty 3350.084452 = -3573393.256627 nChanged 153 SP:Iteration 19Q (4739.662245 sec): 3 clusters Score: Raw -3576765.836684 + Penalty 3350.084452 = -3573415.752232 nChanged 150 SP:Iteration 20F (4739.757048 sec): 3 clusters Score: Raw -3576786.193649 + Penalty 3350.084452 = -3573436.109197 nChanged 130 SP:Iteration 21Q (4739.849010 sec): 3 clusters Score: Raw -3576801.486142 + Penalty 3350.084452 = -3573451.401690 nChanged 114 SP:Iteration 22Q (4739.942225 sec): 3 clusters Score: Raw -3576816.038826 + Penalty 3350.084452 = -3573465.954374 nChanged 107 SP:Iteration 23Q (4740.034766 sec): 3 clusters Score: Raw -3576832.373935 + Penalty 3350.084452 = -3573482.289483 nChanged 126 SP:Iteration 24Q (4740.127493 sec): 3 clusters Score: Raw -3576854.782019 + Penalty 3350.084452 = -3573504.697567 nChanged 150 SP:Iteration 25Q (4740.220180 sec): 3 clusters Score: Raw -3576877.991701 + Penalty 3350.084452 = -3573527.907249 nChanged 133 SP:Iteration 26Q (4740.305276 sec): 3 clusters Score: Raw -3576898.492840 + Penalty 3350.084452 = -3573548.408388 nChanged 144 SP:Iteration 27Q (4740.405191 sec): 3 clusters Score: Raw -3576923.013505 + Penalty 3350.084452 = -3573572.929053 nChanged 125 SP:Iteration 28Q (4740.504863 sec): 3 clusters Score: Raw -3576940.648020 + Penalty 3350.084452 = -3573590.563567 nChanged 109 SP:Iteration 29Q (4740.604042 sec): 3 clusters Score: Raw -3576953.721368 + Penalty 3350.084452 = -3573603.636916 nChanged 100 SP:Iteration 30Q (4740.698656 sec): 3 clusters Score: Raw -3576964.453205 + Penalty 3350.084452 = -3573614.368753 nChanged 82 SP:Iteration 31Q (4740.796357 sec): 3 clusters Score: Raw -3576972.611524 + Penalty 3350.084452 = -3573622.527072 nChanged 78 SP:Iteration 32Q (4740.890205 sec): 3 clusters Score: Raw -3576981.636641 + Penalty 3350.084452 = -3573631.552189 nChanged 83 SP:Iteration 33Q (4740.986645 sec): 3 clusters Score: Raw -3576993.153993 + Penalty 3350.084452 = -3573643.069541 nChanged 95 SP:Iteration 34Q (4741.077811 sec): 3 clusters Score: Raw -3577004.424285 + Penalty 3350.084452 = -3573654.339833 nChanged 94 SP:Iteration 35Q (4741.163094 sec): 3 clusters Score: Raw -3577016.229133 + Penalty 3350.084452 = -3573666.144681 nChanged 102 SP:Iteration 36Q (4741.245545 sec): 3 clusters Score: Raw -3577029.280630 + Penalty 3350.084452 = -3573679.196178 nChanged 103 SP:Iteration 37Q (4741.340624 sec): 3 clusters Score: Raw -3577045.743157 + Penalty 3350.084452 = -3573695.658705 nChanged 112 SP:Iteration 38Q (4741.435925 sec): 3 clusters Score: Raw -3577062.088360 + Penalty 3350.084452 = -3573712.003908 nChanged 103 SP:Iteration 39Q (4741.530341 sec): 3 clusters Score: Raw -3577078.032824 + Penalty 3350.084452 = -3573727.948372 nChanged 126 SP:Iteration 40F (4741.622971 sec): 3 clusters Score: Raw -3577096.582133 + Penalty 3350.084452 = -3573746.497681 nChanged 117 SP:Iteration 41Q (4741.717435 sec): 3 clusters Score: Raw -3577114.726493 + Penalty 3350.084452 = -3573764.642041 nChanged 115 SP:Iteration 42Q (4741.815305 sec): 3 clusters Score: Raw -3577132.429959 + Penalty 3350.084452 = -3573782.345507 nChanged 118 SP:Iteration 43Q (4741.906469 sec): 3 clusters Score: Raw -3577149.392097 + Penalty 3350.084452 = -3573799.307645 nChanged 102 SP:Iteration 44Q (4741.993217 sec): 3 clusters Score: Raw -3577166.304765 + Penalty 3350.084452 = -3573816.220312 nChanged 133 SP:Iteration 45Q (4742.084404 sec): 3 clusters Score: Raw -3577188.556667 + Penalty 3350.084452 = -3573838.472214 nChanged 136 SP:Iteration 46Q (4742.170991 sec): 3 clusters Score: Raw -3577210.670520 + Penalty 3350.084452 = -3573860.586068 nChanged 156 SP:Iteration 47Q (4742.263026 sec): 3 clusters Score: Raw -3577237.002094 + Penalty 3350.084452 = -3573886.917642 nChanged 144 SP:Iteration 48Q (4742.355118 sec): 3 clusters Score: Raw -3577262.386136 + Penalty 3350.084452 = -3573912.301684 nChanged 148 SP:Iteration 49Q (4742.435962 sec): 3 clusters Score: Raw -3577286.819177 + Penalty 3350.084452 = -3573936.734725 nChanged 125 SP:Iteration 50Q (4742.527864 sec): 3 clusters Score: Raw -3577306.133292 + Penalty 3350.084452 = -3573956.048840 nChanged 130 SP:Iteration 51Q (4742.608144 sec): 3 clusters Score: Raw -3577327.488523 + Penalty 3350.084452 = -3573977.404071 nChanged 135 SP:Iteration 52Q (4742.699432 sec): 3 clusters Score: Raw -3577352.057411 + Penalty 3350.084452 = -3574001.972959 nChanged 131 SP:Iteration 53Q (4742.790996 sec): 3 clusters Score: Raw -3577377.115131 + Penalty 3350.084452 = -3574027.030679 nChanged 146 SP:Iteration 54Q (4742.884273 sec): 3 clusters Score: Raw -3577402.820225 + Penalty 3350.084452 = -3574052.735773 nChanged 141 SP:Iteration 55Q (4742.969239 sec): 3 clusters Score: Raw -3577426.450171 + Penalty 3350.084452 = -3574076.365719 nChanged 139 SP:Iteration 56Q (4743.054060 sec): 3 clusters Score: Raw -3577449.018414 + Penalty 3350.084452 = -3574098.933962 nChanged 124 SP:Iteration 57Q (4743.144495 sec): 3 clusters Score: Raw -3577467.842112 + Penalty 3350.084452 = -3574117.757660 nChanged 123 SP:Iteration 58Q (4743.235743 sec): 3 clusters Score: Raw -3577485.071138 + Penalty 3350.084452 = -3574134.986686 nChanged 137 SP:Iteration 59Q (4743.326441 sec): 3 clusters Score: Raw -3577506.317337 + Penalty 3350.084452 = -3574156.232885 nChanged 132 SP:Iteration 60F (4743.404312 sec): 3 clusters Score: Raw -3577524.065886 + Penalty 3350.084452 = -3574173.981434 nChanged 117 SP:Iteration 61Q (4743.484046 sec): 3 clusters Score: Raw -3577540.622909 + Penalty 3350.084452 = -3574190.538457 nChanged 111 SP:Iteration 62Q (4743.563377 sec): 3 clusters Score: Raw -3577555.708288 + Penalty 3350.084452 = -3574205.623836 nChanged 121 SP:Iteration 63Q (4743.642966 sec): 3 clusters Score: Raw -3577575.173191 + Penalty 3350.084452 = -3574225.088739 nChanged 126 SP:Iteration 64Q (4743.722562 sec): 3 clusters Score: Raw -3577596.461456 + Penalty 3350.084452 = -3574246.377004 nChanged 132 SP:Iteration 65Q (4743.801875 sec): 3 clusters Score: Raw -3577618.023738 + Penalty 3350.084452 = -3574267.939286 nChanged 120 SP:Iteration 66Q (4743.881411 sec): 3 clusters Score: Raw -3577636.363996 + Penalty 3350.084452 = -3574286.279544 nChanged 117 SP:Iteration 67Q (4743.960979 sec): 3 clusters Score: Raw -3577656.061448 + Penalty 3350.084452 = -3574305.976996 nChanged 122 SP:Iteration 68Q (4744.040983 sec): 3 clusters Score: Raw -3577678.599172 + Penalty 3350.084452 = -3574328.514720 nChanged 117 SP:Iteration 69Q (4744.130742 sec): 3 clusters Score: Raw -3577699.231242 + Penalty 3350.084452 = -3574349.146790 nChanged 128 SP:Iteration 70Q (4744.213593 sec): 3 clusters Score: Raw -3577718.875885 + Penalty 3350.084452 = -3574368.791433 nChanged 129 SP:Iteration 71Q (4744.302360 sec): 3 clusters Score: Raw -3577740.789198 + Penalty 3350.084452 = -3574390.704746 nChanged 130 SP:Iteration 72Q (4744.390347 sec): 3 clusters Score: Raw -3577762.327292 + Penalty 3350.084452 = -3574412.242840 nChanged 129 SP:Iteration 73Q (4744.478866 sec): 3 clusters Score: Raw -3577782.342414 + Penalty 3350.084452 = -3574432.257962 nChanged 122 SP:Iteration 74Q (4744.563099 sec): 3 clusters Score: Raw -3577801.387570 + Penalty 3350.084452 = -3574451.303118 nChanged 100 SP:Iteration 75Q (4744.642362 sec): 3 clusters Score: Raw -3577816.959245 + Penalty 3350.084452 = -3574466.874792 nChanged 87 SP:Iteration 76Q (4744.731001 sec): 3 clusters Score: Raw -3577828.853442 + Penalty 3350.084452 = -3574478.768990 nChanged 91 SP:Iteration 77Q (4744.815234 sec): 3 clusters Score: Raw -3577843.292543 + Penalty 3350.084452 = -3574493.208091 nChanged 95 SP:Iteration 78Q (4744.903184 sec): 3 clusters Score: Raw -3577859.410697 + Penalty 3350.084452 = -3574509.326245 nChanged 89 SP:Iteration 79Q (4744.990813 sec): 3 clusters Score: Raw -3577872.269178 + Penalty 3350.084452 = -3574522.184725 nChanged 93 SP:Iteration 80F (4745.085005 sec): 3 clusters Score: Raw -3577889.509790 + Penalty 3350.084452 = -3574539.425338 nChanged 100 SP:Iteration 81Q (4745.179277 sec): 3 clusters Score: Raw -3577904.641987 + Penalty 3350.084452 = -3574554.557534 nChanged 88 SP:Iteration 82Q (4745.272760 sec): 3 clusters Score: Raw -3577918.504581 + Penalty 3350.084452 = -3574568.420129 nChanged 93 SP:Iteration 83Q (4745.367953 sec): 3 clusters Score: Raw -3577932.271656 + Penalty 3350.084452 = -3574582.187204 nChanged 97 SP:Iteration 84Q (4745.460236 sec): 3 clusters Score: Raw -3577945.552171 + Penalty 3350.084452 = -3574595.467719 nChanged 82 SP:Iteration 85Q (4745.554717 sec): 3 clusters Score: Raw -3577957.965681 + Penalty 3350.084452 = -3574607.881229 nChanged 83 SP:Iteration 86Q (4745.647203 sec): 3 clusters Score: Raw -3577968.996725 + Penalty 3350.084452 = -3574618.912273 nChanged 76 SP:Iteration 87Q (4745.747992 sec): 3 clusters Score: Raw -3577978.680159 + Penalty 3350.084452 = -3574628.595707 nChanged 76 SP:Iteration 88Q (4745.845963 sec): 3 clusters Score: Raw -3577988.316738 + Penalty 3350.084452 = -3574638.232286 nChanged 71 SP:Iteration 89Q (4745.927491 sec): 3 clusters Score: Raw -3577999.565185 + Penalty 3350.084452 = -3574649.480733 nChanged 67 SP:Iteration 90Q (4746.010612 sec): 3 clusters Score: Raw -3578007.431447 + Penalty 3350.084452 = -3574657.346994 nChanged 62 SP:Iteration 91Q (4746.091103 sec): 3 clusters Score: Raw -3578014.174517 + Penalty 3350.084452 = -3574664.090065 nChanged 48 SP:Iteration 92Q (4746.185057 sec): 3 clusters Score: Raw -3578019.765400 + Penalty 3350.084452 = -3574669.680948 nChanged 40 SP:Iteration 93Q (4746.279360 sec): 3 clusters Score: Raw -3578023.331447 + Penalty 3350.084452 = -3574673.246995 nChanged 37 SP:Iteration 94Q (4746.374554 sec): 3 clusters Score: Raw -3578026.339662 + Penalty 3350.084452 = -3574676.255210 nChanged 39 SP:Iteration 95Q (4746.460263 sec): 3 clusters Score: Raw -3578030.388155 + Penalty 3350.084452 = -3574680.303703 nChanged 48 SP:Iteration 96Q (4746.540785 sec): 3 clusters Score: Raw -3578035.525813 + Penalty 3350.084452 = -3574685.441360 nChanged 44 SP:Iteration 97Q (4746.625534 sec): 3 clusters Score: Raw -3578039.983102 + Penalty 3350.084452 = -3574689.898650 nChanged 42 SP:Iteration 98Q (4746.707888 sec): 3 clusters Score: Raw -3578043.531361 + Penalty 3350.084452 = -3574693.446909 nChanged 37 SP:Iteration 99Q (4746.796523 sec): 3 clusters Score: Raw -3578046.916657 + Penalty 3350.084452 = -3574696.832205 nChanged 37 SP:Iteration 100F (4746.881570 sec): 3 clusters Score: Raw -3578049.695867 + Penalty 3350.084452 = -3574699.611415 nChanged 30 SP:Iteration 101Q (4746.950480 sec): 3 clusters Score: Raw -3578051.833467 + Penalty 3350.084452 = -3574701.749015 nChanged 27 SP:Iteration 102Q (4747.026542 sec): 3 clusters Score: Raw -3578053.832606 + Penalty 3350.084452 = -3574703.748154 nChanged 28 SP:Iteration 103Q (4747.103856 sec): 3 clusters Score: Raw -3578055.451578 + Penalty 3350.084452 = -3574705.367126 nChanged 16 SP:Iteration 104Q (4747.184434 sec): 3 clusters Score: Raw -3578056.481470 + Penalty 3350.084452 = -3574706.397018 nChanged 10 SP:Iteration 105Q (4747.251208 sec): 3 clusters Score: Raw -3578057.130046 + Penalty 3350.084452 = -3574707.045594 nChanged 8 SP:Iteration 106Q (4747.329784 sec): 3 clusters Score: Raw -3578057.496348 + Penalty 3350.084452 = -3574707.411896 nChanged 4 SP:Iteration 107Q (4747.409633 sec): 3 clusters Score: Raw -3578057.691830 + Penalty 3350.084452 = -3574707.607378 nChanged 5 SP:Iteration 108Q (4747.484766 sec): 3 clusters Score: Raw -3578057.910356 + Penalty 3350.084452 = -3574707.825904 nChanged 3 SP:Iteration 109Q (4747.566237 sec): 3 clusters Score: Raw -3578058.059266 + Penalty 3350.084452 = -3574707.974814 nChanged 6 SP:Iteration 110Q (4747.649513 sec): 3 clusters Score: Raw -3578058.577861 + Penalty 3350.084452 = -3574708.493409 nChanged 9 SP:Iteration 111Q (4747.737441 sec): 3 clusters Score: Raw -3578059.124461 + Penalty 3350.084452 = -3574709.040009 nChanged 12 SP:Iteration 112Q (4747.821966 sec): 3 clusters Score: Raw -3578059.956675 + Penalty 3350.084452 = -3574709.872223 nChanged 15 SP:Iteration 113Q (4747.903842 sec): 3 clusters Score: Raw -3578061.148976 + Penalty 3350.084452 = -3574711.064524 nChanged 16 SP:Iteration 114Q (4747.987130 sec): 3 clusters Score: Raw -3578062.418697 + Penalty 3350.084452 = -3574712.334245 nChanged 10 SP:Iteration 115Q (4748.066580 sec): 3 clusters Score: Raw -3578062.926100 + Penalty 3350.084452 = -3574712.841648 nChanged 9 SP:Iteration 116Q (4748.148543 sec): 3 clusters Score: Raw -3578063.431630 + Penalty 3350.084452 = -3574713.347178 nChanged 10 SP:Iteration 117Q (4748.232856 sec): 3 clusters Score: Raw -3578064.148493 + Penalty 3350.084452 = -3574714.064041 nChanged 8 SP:Iteration 118Q (4748.316202 sec): 3 clusters Score: Raw -3578064.731582 + Penalty 3350.084452 = -3574714.647130 nChanged 9 SP:Iteration 119Q (4748.409546 sec): 3 clusters Score: Raw -3578065.458173 + Penalty 3350.084452 = -3574715.373720 nChanged 10 SP:Iteration 120F (4748.502570 sec): 3 clusters Score: Raw -3578066.104475 + Penalty 3350.084452 = -3574716.020023 nChanged 10 SP:Iteration 121Q (4748.573033 sec): 3 clusters Score: Raw -3578067.082822 + Penalty 3350.084452 = -3574716.998370 nChanged 12 SP:Iteration 122Q (4748.664192 sec): 3 clusters Score: Raw -3578068.308993 + Penalty 3350.084452 = -3574718.224541 nChanged 16 SP:Iteration 123Q (4748.762140 sec): 3 clusters Score: Raw -3578070.001664 + Penalty 3350.084452 = -3574719.917212 nChanged 20 SP:Iteration 124Q (4748.860576 sec): 3 clusters Score: Raw -3578071.581905 + Penalty 3350.084452 = -3574721.497453 nChanged 16 SP:Iteration 125Q (4748.927793 sec): 3 clusters Score: Raw -3578073.077310 + Penalty 3350.084452 = -3574722.992858 nChanged 17 SP:Iteration 126Q (4749.018035 sec): 3 clusters Score: Raw -3578074.483297 + Penalty 3350.084452 = -3574724.398845 nChanged 20 SP:Iteration 127Q (4749.103870 sec): 3 clusters Score: Raw -3578076.406511 + Penalty 3350.084452 = -3574726.322059 nChanged 25 SP:Iteration 128Q (4749.197942 sec): 3 clusters Score: Raw -3578078.759227 + Penalty 3350.084452 = -3574728.674775 nChanged 27 SP:Iteration 129Q (4749.290805 sec): 3 clusters Score: Raw -3578081.507887 + Penalty 3350.084452 = -3574731.423435 nChanged 23 SP:Iteration 130Q (4749.384346 sec): 3 clusters Score: Raw -3578083.265633 + Penalty 3350.084452 = -3574733.181181 nChanged 18 SP:Iteration 131Q (4749.472192 sec): 3 clusters Score: Raw -3578084.837933 + Penalty 3350.084452 = -3574734.753481 nChanged 22 SP:Iteration 132Q (4749.564853 sec): 3 clusters Score: Raw -3578086.996918 + Penalty 3350.084452 = -3574736.912466 nChanged 24 SP:Iteration 133Q (4749.667374 sec): 3 clusters Score: Raw -3578089.742675 + Penalty 3350.084452 = -3574739.658223 nChanged 31 SP:Iteration 134Q (4749.748685 sec): 3 clusters Score: Raw -3578093.544123 + Penalty 3350.084452 = -3574743.459671 nChanged 34 SP:Iteration 135Q (4749.822393 sec): 3 clusters Score: Raw -3578097.222093 + Penalty 3350.084452 = -3574747.137641 nChanged 45 SP:Iteration 136Q (4749.890576 sec): 3 clusters Score: Raw -3578102.889381 + Penalty 3350.084452 = -3574752.804929 nChanged 47 SP:Iteration 137Q (4749.960592 sec): 3 clusters Score: Raw -3578107.994119 + Penalty 3350.084452 = -3574757.909667 nChanged 54 SP:Iteration 138Q (4750.032809 sec): 3 clusters Score: Raw -3578115.348032 + Penalty 3350.084452 = -3574765.263580 nChanged 52 SP:Iteration 139Q (4750.105844 sec): 3 clusters Score: Raw -3578122.107978 + Penalty 3350.084452 = -3574772.023526 nChanged 50 SP:Iteration 140F (4750.181792 sec): 3 clusters Score: Raw -3578127.200406 + Penalty 3350.084452 = -3574777.115954 nChanged 43 SP:Iteration 141Q (4750.254985 sec): 3 clusters Score: Raw -3578131.999604 + Penalty 3350.084452 = -3574781.915152 nChanged 39 SP:Iteration 142Q (4750.327800 sec): 3 clusters Score: Raw -3578136.939605 + Penalty 3350.084452 = -3574786.855152 nChanged 45 SP:Iteration 143Q (4750.399868 sec): 3 clusters Score: Raw -3578142.588768 + Penalty 3350.084452 = -3574792.504316 nChanged 45 SP:Iteration 144Q (4750.483860 sec): 3 clusters Score: Raw -3578149.379016 + Penalty 3350.084452 = -3574799.294564 nChanged 49 SP:Iteration 145Q (4750.561064 sec): 3 clusters Score: Raw -3578156.030901 + Penalty 3350.084452 = -3574805.946449 nChanged 45 SP:Iteration 146Q (4750.642165 sec): 3 clusters Score: Raw -3578162.583733 + Penalty 3350.084452 = -3574812.499281 nChanged 51 SP:Iteration 147Q (4750.730647 sec): 3 clusters Score: Raw -3578169.764535 + Penalty 3350.084452 = -3574819.680083 nChanged 42 SP:Iteration 148Q (4750.819421 sec): 3 clusters Score: Raw -3578176.281749 + Penalty 3350.084452 = -3574826.197297 nChanged 40 SP:Iteration 149Q (4750.908921 sec): 3 clusters Score: Raw -3578181.906754 + Penalty 3350.084452 = -3574831.822302 nChanged 46 SP:Iteration 150Q (4750.997830 sec): 3 clusters Score: Raw -3578188.935035 + Penalty 3350.084452 = -3574838.850582 nChanged 55 SP:Iteration 151Q (4751.076886 sec): 3 clusters Score: Raw -3578198.574602 + Penalty 3350.084452 = -3574848.490149 nChanged 42 SP:Iteration 152Q (4751.156861 sec): 3 clusters Score: Raw -3578204.173772 + Penalty 3350.084452 = -3574854.089320 nChanged 36 SP:Iteration 153Q (4751.242804 sec): 3 clusters Score: Raw -3578209.106038 + Penalty 3350.084452 = -3574859.021586 nChanged 48 SP:Iteration 154Q (4751.320754 sec): 3 clusters Score: Raw -3578215.287523 + Penalty 3350.084452 = -3574865.203071 nChanged 47 SP:Iteration 155Q (4751.393671 sec): 3 clusters Score: Raw -3578220.166871 + Penalty 3350.084452 = -3574870.082419 nChanged 36 SP:Iteration 156Q (4751.475578 sec): 3 clusters Score: Raw -3578223.739959 + Penalty 3350.084452 = -3574873.655507 nChanged 27 SP:Iteration 157Q (4751.553242 sec): 3 clusters Score: Raw -3578226.850201 + Penalty 3350.084452 = -3574876.765749 nChanged 31 SP:Iteration 158Q (4751.635081 sec): 3 clusters Score: Raw -3578229.856143 + Penalty 3350.084452 = -3574879.771691 nChanged 21 SP:Iteration 159Q (4751.717323 sec): 3 clusters Score: Raw -3578231.690673 + Penalty 3350.084452 = -3574881.606221 nChanged 15 SP:Iteration 160F (4751.808213 sec): 3 clusters Score: Raw -3578233.017529 + Penalty 3350.084452 = -3574882.933077 nChanged 18 SP:Iteration 161Q (4751.890810 sec): 3 clusters Score: Raw -3578234.961689 + Penalty 3350.084452 = -3574884.877237 nChanged 19 SP:Iteration 162Q (4751.979883 sec): 3 clusters Score: Raw -3578237.081266 + Penalty 3350.084452 = -3574886.996814 nChanged 16 SP:Iteration 163Q (4752.066018 sec): 3 clusters Score: Raw -3578238.472338 + Penalty 3350.084452 = -3574888.387885 nChanged 17 SP:Iteration 164Q (4752.149969 sec): 3 clusters Score: Raw -3578240.058608 + Penalty 3350.084452 = -3574889.974156 nChanged 16 SP:Iteration 165Q (4752.248550 sec): 3 clusters Score: Raw -3578241.861838 + Penalty 3350.084452 = -3574891.777386 nChanged 16 SP:Iteration 166Q (4752.354916 sec): 3 clusters Score: Raw -3578243.217781 + Penalty 3350.084452 = -3574893.133329 nChanged 13 SP:Iteration 167Q (4752.447189 sec): 3 clusters Score: Raw -3578244.052719 + Penalty 3350.084452 = -3574893.968266 nChanged 16 SP:Iteration 168Q (4752.538118 sec): 3 clusters Score: Raw -3578245.333951 + Penalty 3350.084452 = -3574895.249499 nChanged 15 SP:Iteration 169Q (4752.626411 sec): 3 clusters Score: Raw -3578246.315341 + Penalty 3350.084452 = -3574896.230889 nChanged 11 SP:Iteration 170Q (4752.719150 sec): 3 clusters Score: Raw -3578247.203510 + Penalty 3350.084452 = -3574897.119058 nChanged 13 SP:Iteration 171Q (4752.813211 sec): 3 clusters Score: Raw -3578248.304283 + Penalty 3350.084452 = -3574898.219831 nChanged 14 SP:Iteration 172Q (4752.897811 sec): 3 clusters Score: Raw -3578249.518699 + Penalty 3350.084452 = -3574899.434247 nChanged 13 SP:Iteration 173Q (4752.983075 sec): 3 clusters Score: Raw -3578250.692057 + Penalty 3350.084452 = -3574900.607605 nChanged 12 SP:Iteration 174Q (4753.063994 sec): 3 clusters Score: Raw -3578251.891279 + Penalty 3350.084452 = -3574901.806827 nChanged 11 SP:Iteration 175Q (4753.160957 sec): 3 clusters Score: Raw -3578252.655507 + Penalty 3350.084452 = -3574902.571055 nChanged 8 SP:Iteration 176Q (4753.261980 sec): 3 clusters Score: Raw -3578253.507602 + Penalty 3350.084452 = -3574903.423150 nChanged 9 SP:Iteration 177Q (4753.352533 sec): 3 clusters Score: Raw -3578254.180303 + Penalty 3350.084452 = -3574904.095851 nChanged 11 SP:Iteration 178Q (4753.423487 sec): 3 clusters Score: Raw -3578255.463762 + Penalty 3350.084452 = -3574905.379309 nChanged 11 SP:Iteration 179Q (4753.499082 sec): 3 clusters Score: Raw -3578256.639771 + Penalty 3350.084452 = -3574906.555319 nChanged 18 SP:Iteration 180F (4753.589246 sec): 3 clusters Score: Raw -3578258.488213 + Penalty 3350.084452 = -3574908.403761 nChanged 24 SP:Iteration 181Q (4753.659429 sec): 3 clusters Score: Raw -3578261.581557 + Penalty 3350.084452 = -3574911.497105 nChanged 18 SP:Iteration 182Q (4753.736898 sec): 3 clusters Score: Raw -3578262.818039 + Penalty 3350.084452 = -3574912.733587 nChanged 12 SP:Iteration 183Q (4753.812828 sec): 3 clusters Score: Raw -3578263.642685 + Penalty 3350.084452 = -3574913.558233 nChanged 5 SP:Iteration 184Q (4753.888625 sec): 3 clusters Score: Raw -3578263.947269 + Penalty 3350.084452 = -3574913.862817 nChanged 6 SP:Iteration 185Q (4753.980535 sec): 3 clusters Score: Raw -3578264.656817 + Penalty 3350.084452 = -3574914.572365 nChanged 10 SP:Iteration 186Q (4754.071740 sec): 3 clusters Score: Raw -3578265.330107 + Penalty 3350.084452 = -3574915.245654 nChanged 7 SP:Iteration 187Q (4754.158956 sec): 3 clusters Score: Raw -3578265.921628 + Penalty 3350.084452 = -3574915.837176 nChanged 4 SP:Iteration 188Q (4754.240652 sec): 3 clusters Score: Raw -3578266.478003 + Penalty 3350.084452 = -3574916.393551 nChanged 8 SP:Iteration 189Q (4754.332598 sec): 3 clusters Score: Raw -3578267.259270 + Penalty 3350.084452 = -3574917.174818 nChanged 5 SP:Iteration 190Q (4754.423976 sec): 3 clusters Score: Raw -3578267.605936 + Penalty 3350.084452 = -3574917.521484 nChanged 4 SP:Iteration 191Q (4754.515334 sec): 3 clusters Score: Raw -3578267.859068 + Penalty 3350.084452 = -3574917.774616 nChanged 2 SP:Iteration 192Q (4754.605893 sec): 3 clusters Score: Raw -3578267.922763 + Penalty 3350.084452 = -3574917.838311 nChanged 2 SP:Iteration 193Q (4754.687746 sec): 3 clusters Score: Raw -3578268.087159 + Penalty 3350.084452 = -3574918.002707 nChanged 2 SP:Iteration 194Q (4754.779765 sec): 3 clusters Score: Raw -3578268.270793 + Penalty 3350.084452 = -3574918.186341 nChanged 5 SP:Iteration 195Q (4754.873488 sec): 3 clusters Score: Raw -3578268.593610 + Penalty 3350.084452 = -3574918.509158 nChanged 4 SP:Iteration 196Q (4754.967272 sec): 3 clusters Score: Raw -3578268.924913 + Penalty 3350.084452 = -3574918.840461 nChanged 7 SP:Iteration 197Q (4755.060998 sec): 3 clusters Score: Raw -3578269.498167 + Penalty 3350.084452 = -3574919.413715 nChanged 10 SP:Iteration 198Q (4755.153666 sec): 3 clusters Score: Raw -3578270.085513 + Penalty 3350.084452 = -3574920.001060 nChanged 6 SP:Iteration 199Q (4755.245013 sec): 3 clusters Score: Raw -3578270.833632 + Penalty 3350.084452 = -3574920.749180 nChanged 9 SP:Iteration 200F (4755.337226 sec): 3 clusters Score: Raw -3578271.424411 + Penalty 3350.084452 = -3574921.339959 nChanged 4 SP:Iteration 201Q (4755.402887 sec): 3 clusters Score: Raw -3578271.723474 + Penalty 3350.084452 = -3574921.639022 nChanged 2 SP:Iteration 202Q (4755.479703 sec): 3 clusters Score: Raw -3578271.875644 + Penalty 3350.084452 = -3574921.791191 nChanged 2 SP:Iteration 203Q (4755.561958 sec): 3 clusters Score: Raw -3578272.028318 + Penalty 3350.084452 = -3574921.943866 nChanged 2 SP:Iteration 204Q (4755.632148 sec): 3 clusters Score: Raw -3578272.161285 + Penalty 3350.084452 = -3574922.076833 nChanged 2 SP:Iteration 205Q (4755.712346 sec): 3 clusters Score: Raw -3578272.389056 + Penalty 3350.084452 = -3574922.304603 nChanged 1 SP:Iteration 206Q (4755.803632 sec): 3 clusters Score: Raw -3578272.464322 + Penalty 3350.084452 = -3574922.379869 nChanged 1 SP:Iteration 207Q (4755.895074 sec): 3 clusters Score: Raw -3578272.494693 + Penalty 3350.084452 = -3574922.410241 nChanged 1 SP:Iteration 208Q (4755.989354 sec): 3 clusters Score: Raw -3578272.529873 + Penalty 3350.084452 = -3574922.445421 nChanged 0 SP:Iteration 209F (4756.088696 sec): 3 clusters Score: Raw -3578272.529873 + Penalty 3350.084452 = -3574922.445421 nChanged 0 Trying to split cluster 29 (16091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4756.130426 sec): 2 clusters Score: Raw -1799905.326651 + Penalty 1573.977501 = -1798331.349151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4756.208215 sec): 3 clusters Score: Raw -1790372.718671 + Penalty 3147.955001 = -1787224.763670 nChanged 7199 SP:Iteration 1F (4756.283865 sec): 3 clusters Score: Raw -1794425.848777 + Penalty 3147.955001 = -1791277.893776 nChanged 994 SP:Iteration 2F (4756.359473 sec): 3 clusters Score: Raw -1794887.643713 + Penalty 3147.955001 = -1791739.688711 nChanged 907 SP:Iteration 3F (4756.425457 sec): 3 clusters Score: Raw -1795347.406233 + Penalty 3147.955001 = -1792199.451232 nChanged 914 SP:Iteration 4F (4756.492346 sec): 3 clusters Score: Raw -1795843.091683 + Penalty 3147.955001 = -1792695.136682 nChanged 863 SP:Iteration 5F (4756.566663 sec): 3 clusters Score: Raw -1796311.942165 + Penalty 3147.955001 = -1793163.987164 nChanged 780 SP:Iteration 6Q (4756.645378 sec): 3 clusters Score: Raw -1796710.829227 + Penalty 3147.955001 = -1793562.874225 nChanged 731 SP:Iteration 7Q (4756.723400 sec): 3 clusters Score: Raw -1797081.662496 + Penalty 3147.955001 = -1793933.707495 nChanged 652 SP:Iteration 8Q (4756.786561 sec): 3 clusters Score: Raw -1797423.793277 + Penalty 3147.955001 = -1794275.838276 nChanged 629 SP:Iteration 9Q (4756.867418 sec): 3 clusters Score: Raw -1797743.613370 + Penalty 3147.955001 = -1794595.658369 nChanged 600 SP:Iteration 10Q (4756.935785 sec): 3 clusters Score: Raw -1798037.782639 + Penalty 3147.955001 = -1794889.827638 nChanged 517 SP:Iteration 11Q (4757.009083 sec): 3 clusters Score: Raw -1798281.803966 + Penalty 3147.955001 = -1795133.848965 nChanged 426 SP:Iteration 12Q (4757.084762 sec): 3 clusters Score: Raw -1798459.514981 + Penalty 3147.955001 = -1795311.559979 nChanged 381 SP:Iteration 13Q (4757.150534 sec): 3 clusters Score: Raw -1798597.660553 + Penalty 3147.955001 = -1795449.705551 nChanged 316 SP:Iteration 14Q (4757.216617 sec): 3 clusters Score: Raw -1798709.024289 + Penalty 3147.955001 = -1795561.069287 nChanged 278 SP:Iteration 15Q (4757.283966 sec): 3 clusters Score: Raw -1798792.194468 + Penalty 3147.955001 = -1795644.239467 nChanged 228 SP:Iteration 16Q (4757.352412 sec): 3 clusters Score: Raw -1798861.659740 + Penalty 3147.955001 = -1795713.704738 nChanged 195 SP:Iteration 17Q (4757.420475 sec): 3 clusters Score: Raw -1798920.465577 + Penalty 3147.955001 = -1795772.510576 nChanged 168 SP:Iteration 18Q (4757.489138 sec): 3 clusters Score: Raw -1798977.698608 + Penalty 3147.955001 = -1795829.743607 nChanged 166 SP:Iteration 19Q (4757.557639 sec): 3 clusters Score: Raw -1799022.644461 + Penalty 3147.955001 = -1795874.689460 nChanged 157 SP:Iteration 20F (4757.633272 sec): 3 clusters Score: Raw -1799064.302888 + Penalty 3147.955001 = -1795916.347887 nChanged 153 SP:Iteration 21Q (4757.692384 sec): 3 clusters Score: Raw -1799101.734230 + Penalty 3147.955001 = -1795953.779229 nChanged 154 SP:Iteration 22Q (4757.758857 sec): 3 clusters Score: Raw -1799134.085110 + Penalty 3147.955001 = -1795986.130109 nChanged 132 SP:Iteration 23Q (4757.827667 sec): 3 clusters Score: Raw -1799159.031790 + Penalty 3147.955001 = -1796011.076788 nChanged 104 SP:Iteration 24Q (4757.905312 sec): 3 clusters Score: Raw -1799179.620843 + Penalty 3147.955001 = -1796031.665842 nChanged 115 SP:Iteration 25Q (4757.984488 sec): 3 clusters Score: Raw -1799201.362829 + Penalty 3147.955001 = -1796053.407827 nChanged 103 SP:Iteration 26Q (4758.061974 sec): 3 clusters Score: Raw -1799217.615073 + Penalty 3147.955001 = -1796069.660071 nChanged 88 SP:Iteration 27Q (4758.139604 sec): 3 clusters Score: Raw -1799231.365453 + Penalty 3147.955001 = -1796083.410451 nChanged 82 SP:Iteration 28Q (4758.217571 sec): 3 clusters Score: Raw -1799242.744844 + Penalty 3147.955001 = -1796094.789843 nChanged 65 SP:Iteration 29Q (4758.296460 sec): 3 clusters Score: Raw -1799251.525314 + Penalty 3147.955001 = -1796103.570312 nChanged 66 SP:Iteration 30Q (4758.371073 sec): 3 clusters Score: Raw -1799261.230224 + Penalty 3147.955001 = -1796113.275223 nChanged 76 SP:Iteration 31Q (4758.434531 sec): 3 clusters Score: Raw -1799272.659680 + Penalty 3147.955001 = -1796124.704679 nChanged 77 SP:Iteration 32Q (4758.508963 sec): 3 clusters Score: Raw -1799284.488218 + Penalty 3147.955001 = -1796136.533217 nChanged 67 SP:Iteration 33Q (4758.579292 sec): 3 clusters Score: Raw -1799293.749983 + Penalty 3147.955001 = -1796145.794982 nChanged 53 SP:Iteration 34Q (4758.645877 sec): 3 clusters Score: Raw -1799299.004684 + Penalty 3147.955001 = -1796151.049683 nChanged 39 SP:Iteration 35Q (4758.720578 sec): 3 clusters Score: Raw -1799302.891789 + Penalty 3147.955001 = -1796154.936788 nChanged 32 SP:Iteration 36Q (4758.786527 sec): 3 clusters Score: Raw -1799305.642530 + Penalty 3147.955001 = -1796157.687529 nChanged 21 SP:Iteration 37Q (4758.859441 sec): 3 clusters Score: Raw -1799307.949904 + Penalty 3147.955001 = -1796159.994903 nChanged 23 SP:Iteration 38Q (4758.924154 sec): 3 clusters Score: Raw -1799310.377734 + Penalty 3147.955001 = -1796162.422733 nChanged 27 SP:Iteration 39Q (4758.991571 sec): 3 clusters Score: Raw -1799312.591870 + Penalty 3147.955001 = -1796164.636869 nChanged 24 SP:Iteration 40F (4759.066638 sec): 3 clusters Score: Raw -1799314.330136 + Penalty 3147.955001 = -1796166.375134 nChanged 16 SP:Iteration 41Q (4759.130249 sec): 3 clusters Score: Raw -1799315.189972 + Penalty 3147.955001 = -1796167.234970 nChanged 11 SP:Iteration 42Q (4759.204785 sec): 3 clusters Score: Raw -1799315.929314 + Penalty 3147.955001 = -1796167.974313 nChanged 15 SP:Iteration 43Q (4759.278992 sec): 3 clusters Score: Raw -1799317.174981 + Penalty 3147.955001 = -1796169.219980 nChanged 16 SP:Iteration 44Q (4759.356856 sec): 3 clusters Score: Raw -1799318.503418 + Penalty 3147.955001 = -1796170.548417 nChanged 16 SP:Iteration 45Q (4759.412945 sec): 3 clusters Score: Raw -1799319.771959 + Penalty 3147.955001 = -1796171.816958 nChanged 15 SP:Iteration 46Q (4759.479197 sec): 3 clusters Score: Raw -1799320.977992 + Penalty 3147.955001 = -1796173.022990 nChanged 17 SP:Iteration 47Q (4759.556302 sec): 3 clusters Score: Raw -1799322.579624 + Penalty 3147.955001 = -1796174.624623 nChanged 15 SP:Iteration 48Q (4759.609711 sec): 3 clusters Score: Raw -1799323.755767 + Penalty 3147.955001 = -1796175.800766 nChanged 12 SP:Iteration 49Q (4759.676690 sec): 3 clusters Score: Raw -1799324.579970 + Penalty 3147.955001 = -1796176.624969 nChanged 16 SP:Iteration 50Q (4759.743953 sec): 3 clusters Score: Raw -1799325.435724 + Penalty 3147.955001 = -1796177.480723 nChanged 10 SP:Iteration 51Q (4759.810930 sec): 3 clusters Score: Raw -1799326.013546 + Penalty 3147.955001 = -1796178.058545 nChanged 11 SP:Iteration 52Q (4759.877922 sec): 3 clusters Score: Raw -1799327.077101 + Penalty 3147.955001 = -1796179.122100 nChanged 17 SP:Iteration 53Q (4759.945501 sec): 3 clusters Score: Raw -1799328.143122 + Penalty 3147.955001 = -1796180.188121 nChanged 17 SP:Iteration 54Q (4760.011345 sec): 3 clusters Score: Raw -1799329.015083 + Penalty 3147.955001 = -1796181.060082 nChanged 12 SP:Iteration 55Q (4760.077777 sec): 3 clusters Score: Raw -1799329.585552 + Penalty 3147.955001 = -1796181.630551 nChanged 9 SP:Iteration 56Q (4760.153018 sec): 3 clusters Score: Raw -1799330.491238 + Penalty 3147.955001 = -1796182.536237 nChanged 13 SP:Iteration 57Q (4760.203529 sec): 3 clusters Score: Raw -1799331.500477 + Penalty 3147.955001 = -1796183.545476 nChanged 12 SP:Iteration 58Q (4760.280581 sec): 3 clusters Score: Raw -1799332.517189 + Penalty 3147.955001 = -1796184.562188 nChanged 5 SP:Iteration 59Q (4760.337211 sec): 3 clusters Score: Raw -1799332.866345 + Penalty 3147.955001 = -1796184.911344 nChanged 3 SP:Iteration 60F (4760.406317 sec): 3 clusters Score: Raw -1799333.031741 + Penalty 3147.955001 = -1796185.076740 nChanged 4 SP:Iteration 61Q (4760.482798 sec): 3 clusters Score: Raw -1799333.258606 + Penalty 3147.955001 = -1796185.303605 nChanged 4 SP:Iteration 62Q (4760.550784 sec): 3 clusters Score: Raw -1799333.487982 + Penalty 3147.955001 = -1796185.532981 nChanged 6 SP:Iteration 63Q (4760.608540 sec): 3 clusters Score: Raw -1799333.870510 + Penalty 3147.955001 = -1796185.915509 nChanged 7 SP:Iteration 64Q (4760.675505 sec): 3 clusters Score: Raw -1799334.197667 + Penalty 3147.955001 = -1796186.242666 nChanged 5 SP:Iteration 65Q (4760.742966 sec): 3 clusters Score: Raw -1799334.421494 + Penalty 3147.955001 = -1796186.466493 nChanged 4 SP:Iteration 66Q (4760.819395 sec): 3 clusters Score: Raw -1799334.691999 + Penalty 3147.955001 = -1796186.736998 nChanged 5 SP:Iteration 67Q (4760.873269 sec): 3 clusters Score: Raw -1799334.916649 + Penalty 3147.955001 = -1796186.961648 nChanged 3 SP:Iteration 68Q (4760.941385 sec): 3 clusters Score: Raw -1799335.054541 + Penalty 3147.955001 = -1796187.099540 nChanged 1 SP:Iteration 69Q (4761.009445 sec): 3 clusters Score: Raw -1799335.129675 + Penalty 3147.955001 = -1796187.174674 nChanged 0 SP:Iteration 70F (4761.078353 sec): 3 clusters Score: Raw -1799335.129675 + Penalty 3147.955001 = -1796187.174674 nChanged 0 Trying to split cluster 30 (6641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4761.108515 sec): 2 clusters Score: Raw -737954.159108 + Penalty 1430.165398 = -736523.993710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4761.158253 sec): 3 clusters Score: Raw -734318.523315 + Penalty 2860.330796 = -731458.192520 nChanged 2819 SP:Iteration 1F (4761.222674 sec): 3 clusters Score: Raw -735933.739126 + Penalty 2860.330796 = -733073.408330 nChanged 479 SP:Iteration 2F (4761.277162 sec): 3 clusters Score: Raw -736199.583262 + Penalty 2860.330796 = -733339.252466 nChanged 380 SP:Iteration 3F (4761.323474 sec): 3 clusters Score: Raw -736406.493484 + Penalty 2860.330796 = -733546.162688 nChanged 323 SP:Iteration 4Q (4761.377659 sec): 3 clusters Score: Raw -736576.986881 + Penalty 2860.330796 = -733716.656085 nChanged 296 SP:Iteration 5Q (4761.431841 sec): 3 clusters Score: Raw -736728.017372 + Penalty 2860.330796 = -733867.686577 nChanged 266 SP:Iteration 6Q (4761.492320 sec): 3 clusters Score: Raw -736862.657043 + Penalty 2860.330796 = -734002.326247 nChanged 241 SP:Iteration 7Q (4761.553451 sec): 3 clusters Score: Raw -736991.480014 + Penalty 2860.330796 = -734131.149218 nChanged 232 SP:Iteration 8Q (4761.624649 sec): 3 clusters Score: Raw -737110.850818 + Penalty 2860.330796 = -734250.520023 nChanged 222 SP:Iteration 9Q (4761.685019 sec): 3 clusters Score: Raw -737233.085361 + Penalty 2860.330796 = -734372.754565 nChanged 234 SP:Iteration 10Q (4761.736909 sec): 3 clusters Score: Raw -737382.474106 + Penalty 2860.330796 = -734522.143310 nChanged 282 SP:Iteration 11Q (4761.794015 sec): 3 clusters Score: Raw -737581.614782 + Penalty 2860.330796 = -734721.283986 nChanged 310 SP:Iteration 12Q (4761.842209 sec): 3 clusters Score: Raw -737793.446836 + Penalty 2860.330796 = -734933.116040 nChanged 250 SP:Iteration 13Q (4761.914233 sec): 3 clusters Score: Raw -737959.656551 + Penalty 2860.330796 = -735099.325755 nChanged 231 SP:Iteration 14Q (4761.967875 sec): 3 clusters Score: Raw -738098.515877 + Penalty 2860.330796 = -735238.185081 nChanged 198 SP:Iteration 15Q (4762.017554 sec): 3 clusters Score: Raw -738227.176302 + Penalty 2860.330796 = -735366.845506 nChanged 187 SP:Iteration 16Q (4762.076140 sec): 3 clusters Score: Raw -738334.687490 + Penalty 2860.330796 = -735474.356694 nChanged 161 SP:Iteration 17Q (4762.132374 sec): 3 clusters Score: Raw -738419.773906 + Penalty 2860.330796 = -735559.443110 nChanged 130 SP:Iteration 18Q (4762.191239 sec): 3 clusters Score: Raw -738484.391644 + Penalty 2860.330796 = -735624.060848 nChanged 108 SP:Iteration 19Q (4762.248337 sec): 3 clusters Score: Raw -738532.506056 + Penalty 2860.330796 = -735672.175260 nChanged 86 SP:Iteration 20F (4762.307779 sec): 3 clusters Score: Raw -738571.006636 + Penalty 2860.330796 = -735710.675840 nChanged 86 SP:Iteration 21Q (4762.353902 sec): 3 clusters Score: Raw -738604.068657 + Penalty 2860.330796 = -735743.737861 nChanged 64 SP:Iteration 22Q (4762.412936 sec): 3 clusters Score: Raw -738627.640402 + Penalty 2860.330796 = -735767.309606 nChanged 47 SP:Iteration 23Q (4762.471225 sec): 3 clusters Score: Raw -738640.314800 + Penalty 2860.330796 = -735779.984005 nChanged 26 SP:Iteration 24Q (4762.528912 sec): 3 clusters Score: Raw -738647.910659 + Penalty 2860.330796 = -735787.579863 nChanged 22 SP:Iteration 25Q (4762.587205 sec): 3 clusters Score: Raw -738652.907893 + Penalty 2860.330796 = -735792.577097 nChanged 18 SP:Iteration 26Q (4762.642718 sec): 3 clusters Score: Raw -738658.126410 + Penalty 2860.330796 = -735797.795614 nChanged 21 SP:Iteration 27Q (4762.700868 sec): 3 clusters Score: Raw -738665.437871 + Penalty 2860.330796 = -735805.107075 nChanged 17 SP:Iteration 28Q (4762.758781 sec): 3 clusters Score: Raw -738670.359907 + Penalty 2860.330796 = -735810.029111 nChanged 13 SP:Iteration 29Q (4762.824277 sec): 3 clusters Score: Raw -738674.037561 + Penalty 2860.330796 = -735813.706765 nChanged 15 SP:Iteration 30Q (4762.869595 sec): 3 clusters Score: Raw -738677.977986 + Penalty 2860.330796 = -735817.647191 nChanged 12 SP:Iteration 31Q (4762.928581 sec): 3 clusters Score: Raw -738681.322190 + Penalty 2860.330796 = -735820.991394 nChanged 9 SP:Iteration 32Q (4762.986445 sec): 3 clusters Score: Raw -738682.986088 + Penalty 2860.330796 = -735822.655292 nChanged 8 SP:Iteration 33Q (4763.044600 sec): 3 clusters Score: Raw -738684.752369 + Penalty 2860.330796 = -735824.421573 nChanged 3 SP:Iteration 34Q (4763.111125 sec): 3 clusters Score: Raw -738685.721961 + Penalty 2860.330796 = -735825.391165 nChanged 4 SP:Iteration 35Q (4763.158184 sec): 3 clusters Score: Raw -738687.080654 + Penalty 2860.330796 = -735826.749858 nChanged 7 SP:Iteration 36Q (4763.228041 sec): 3 clusters Score: Raw -738689.418221 + Penalty 2860.330796 = -735829.087425 nChanged 3 SP:Iteration 37Q (4763.266404 sec): 3 clusters Score: Raw -738690.392701 + Penalty 2860.330796 = -735830.061906 nChanged 1 SP:Iteration 38Q (4763.318595 sec): 3 clusters Score: Raw -738690.631174 + Penalty 2860.330796 = -735830.300378 nChanged 2 SP:Iteration 39Q (4763.371676 sec): 3 clusters Score: Raw -738691.114210 + Penalty 2860.330796 = -735830.783414 nChanged 5 SP:Iteration 40F (4763.434501 sec): 3 clusters Score: Raw -738692.473036 + Penalty 2860.330796 = -735832.142240 nChanged 6 SP:Iteration 41Q (4763.480403 sec): 3 clusters Score: Raw -738693.899324 + Penalty 2860.330796 = -735833.568528 nChanged 4 SP:Iteration 42Q (4763.522915 sec): 3 clusters Score: Raw -738694.509718 + Penalty 2860.330796 = -735834.178922 nChanged 1 SP:Iteration 43Q (4763.579241 sec): 3 clusters Score: Raw -738694.788873 + Penalty 2860.330796 = -735834.458077 nChanged 0 SP:Iteration 44F (4763.638797 sec): 3 clusters Score: Raw -738694.788873 + Penalty 2860.330796 = -735834.458077 nChanged 0 Trying to split cluster 31 (222926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4763.919189 sec): 2 clusters Score: Raw -26395635.666520 + Penalty 2001.121713 = -26393634.544807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4764.309634 sec): 3 clusters Score: Raw -26247444.309628 + Penalty 4002.243426 = -26243442.066202 nChanged 108174 SP:Iteration 1F (4764.705368 sec): 3 clusters Score: Raw -26314300.186709 + Penalty 4002.243426 = -26310297.943283 nChanged 8932 SP:Iteration 2Q (4765.129705 sec): 3 clusters Score: Raw -26317808.975203 + Penalty 4002.243426 = -26313806.731777 nChanged 11017 SP:Iteration 3Q (4765.552660 sec): 3 clusters Score: Raw -26323561.198829 + Penalty 4002.243426 = -26319558.955403 nChanged 13380 SP:Iteration 4F (4765.959095 sec): 3 clusters Score: Raw -26332356.067315 + Penalty 4002.243426 = -26328353.823889 nChanged 15492 SP:Iteration 5F (4766.396664 sec): 3 clusters Score: Raw -26344405.041068 + Penalty 4002.243426 = -26340402.797642 nChanged 16042 SP:Iteration 6F (4766.808999 sec): 3 clusters Score: Raw -26357235.056250 + Penalty 4002.243426 = -26353232.812824 nChanged 14154 SP:Iteration 7F (4767.191272 sec): 3 clusters Score: Raw -26366632.286418 + Penalty 4002.243426 = -26362630.042992 nChanged 10077 SP:Iteration 8Q (4767.592865 sec): 3 clusters Score: Raw -26371100.605582 + Penalty 4002.243426 = -26367098.362156 nChanged 6215 SP:Iteration 9Q (4767.983860 sec): 3 clusters Score: Raw -26372993.780998 + Penalty 4002.243426 = -26368991.537572 nChanged 4107 SP:Iteration 10Q (4768.411724 sec): 3 clusters Score: Raw -26374099.962247 + Penalty 4002.243426 = -26370097.718821 nChanged 3285 SP:Iteration 11Q (4768.840625 sec): 3 clusters Score: Raw -26375009.966965 + Penalty 4002.243426 = -26371007.723539 nChanged 3119 SP:Iteration 12Q (4769.296390 sec): 3 clusters Score: Raw -26375880.405267 + Penalty 4002.243426 = -26371878.161841 nChanged 3038 SP:Iteration 13Q (4769.698809 sec): 3 clusters Score: Raw -26376707.653649 + Penalty 4002.243426 = -26372705.410223 nChanged 2941 SP:Iteration 14Q (4770.097441 sec): 3 clusters Score: Raw -26377474.038500 + Penalty 4002.243426 = -26373471.795074 nChanged 2713 SP:Iteration 15Q (4770.511140 sec): 3 clusters Score: Raw -26378155.733086 + Penalty 4002.243426 = -26374153.489660 nChanged 2616 SP:Iteration 16Q (4770.907125 sec): 3 clusters Score: Raw -26378770.990881 + Penalty 4002.243426 = -26374768.747455 nChanged 2413 SP:Iteration 17Q (4771.321470 sec): 3 clusters Score: Raw -26379277.181942 + Penalty 4002.243426 = -26375274.938516 nChanged 2125 SP:Iteration 18Q (4771.748080 sec): 3 clusters Score: Raw -26379675.222465 + Penalty 4002.243426 = -26375672.979039 nChanged 1893 SP:Iteration 19Q (4772.159241 sec): 3 clusters Score: Raw -26380008.761466 + Penalty 4002.243426 = -26376006.518040 nChanged 1795 SP:Iteration 20F (4772.560695 sec): 3 clusters Score: Raw -26380308.917346 + Penalty 4002.243426 = -26376306.673920 nChanged 1670 SP:Iteration 21Q (4772.951903 sec): 3 clusters Score: Raw -26380564.079523 + Penalty 4002.243426 = -26376561.836097 nChanged 1476 SP:Iteration 22Q (4773.346531 sec): 3 clusters Score: Raw -26380774.128455 + Penalty 4002.243426 = -26376771.885029 nChanged 1444 SP:Iteration 23Q (4773.748508 sec): 3 clusters Score: Raw -26380970.660204 + Penalty 4002.243426 = -26376968.416778 nChanged 1357 SP:Iteration 24Q (4774.148383 sec): 3 clusters Score: Raw -26381147.517085 + Penalty 4002.243426 = -26377145.273659 nChanged 1231 SP:Iteration 25Q (4774.536304 sec): 3 clusters Score: Raw -26381298.811801 + Penalty 4002.243426 = -26377296.568375 nChanged 1128 SP:Iteration 26Q (4774.954238 sec): 3 clusters Score: Raw -26381429.200232 + Penalty 4002.243426 = -26377426.956806 nChanged 1102 SP:Iteration 27Q (4775.386861 sec): 3 clusters Score: Raw -26381555.863234 + Penalty 4002.243426 = -26377553.619808 nChanged 1027 SP:Iteration 28Q (4775.832690 sec): 3 clusters Score: Raw -26381673.873615 + Penalty 4002.243426 = -26377671.630189 nChanged 1015 SP:Iteration 29Q (4776.252238 sec): 3 clusters Score: Raw -26381795.968564 + Penalty 4002.243426 = -26377793.725138 nChanged 1027 SP:Iteration 30Q (4776.655857 sec): 3 clusters Score: Raw -26381925.915162 + Penalty 4002.243426 = -26377923.671736 nChanged 1050 SP:Iteration 31Q (4777.055187 sec): 3 clusters Score: Raw -26382080.974487 + Penalty 4002.243426 = -26378078.731061 nChanged 1144 SP:Iteration 32Q (4777.434032 sec): 3 clusters Score: Raw -26382273.557788 + Penalty 4002.243426 = -26378271.314362 nChanged 1213 SP:Iteration 33Q (4777.824165 sec): 3 clusters Score: Raw -26382498.768748 + Penalty 4002.243426 = -26378496.525322 nChanged 1231 SP:Iteration 34Q (4778.213174 sec): 3 clusters Score: Raw -26382758.512875 + Penalty 4002.243426 = -26378756.269449 nChanged 1343 SP:Iteration 35Q (4778.601893 sec): 3 clusters Score: Raw -26383057.706479 + Penalty 4002.243426 = -26379055.463053 nChanged 1388 SP:Iteration 36Q (4778.989317 sec): 3 clusters Score: Raw -26383405.129042 + Penalty 4002.243426 = -26379402.885616 nChanged 1442 SP:Iteration 37Q (4779.383531 sec): 3 clusters Score: Raw -26383821.990370 + Penalty 4002.243426 = -26379819.746944 nChanged 1625 SP:Iteration 38Q (4779.778238 sec): 3 clusters Score: Raw -26384336.218780 + Penalty 4002.243426 = -26380333.975354 nChanged 1711 SP:Iteration 39Q (4780.169640 sec): 3 clusters Score: Raw -26384897.063896 + Penalty 4002.243426 = -26380894.820470 nChanged 1767 SP:Iteration 40F (4780.559503 sec): 3 clusters Score: Raw -26385515.273052 + Penalty 4002.243426 = -26381513.029626 nChanged 1848 SP:Iteration 41Q (4780.947520 sec): 3 clusters Score: Raw -26386119.634601 + Penalty 4002.243426 = -26382117.391175 nChanged 1710 SP:Iteration 42Q (4781.321627 sec): 3 clusters Score: Raw -26386642.777756 + Penalty 4002.243426 = -26382640.534330 nChanged 1769 SP:Iteration 43Q (4781.705540 sec): 3 clusters Score: Raw -26387157.863733 + Penalty 4002.243426 = -26383155.620307 nChanged 1681 SP:Iteration 44Q (4782.085178 sec): 3 clusters Score: Raw -26387584.904964 + Penalty 4002.243426 = -26383582.661538 nChanged 1507 SP:Iteration 45Q (4782.509482 sec): 3 clusters Score: Raw -26387895.230786 + Penalty 4002.243426 = -26383892.987360 nChanged 1351 SP:Iteration 46Q (4782.941090 sec): 3 clusters Score: Raw -26388126.589232 + Penalty 4002.243426 = -26384124.345806 nChanged 1111 SP:Iteration 47Q (4783.372615 sec): 3 clusters Score: Raw -26388286.560738 + Penalty 4002.243426 = -26384284.317312 nChanged 980 SP:Iteration 48Q (4783.827284 sec): 3 clusters Score: Raw -26388409.427821 + Penalty 4002.243426 = -26384407.184395 nChanged 854 SP:Iteration 49Q (4784.214133 sec): 3 clusters Score: Raw -26388501.421201 + Penalty 4002.243426 = -26384499.177775 nChanged 721 SP:Iteration 50Q (4784.634692 sec): 3 clusters Score: Raw -26388571.469816 + Penalty 4002.243426 = -26384569.226390 nChanged 679 SP:Iteration 51Q (4785.003012 sec): 3 clusters Score: Raw -26388639.434073 + Penalty 4002.243426 = -26384637.190647 nChanged 682 SP:Iteration 52Q (4785.410261 sec): 3 clusters Score: Raw -26388707.031681 + Penalty 4002.243426 = -26384704.788255 nChanged 670 SP:Iteration 53Q (4785.833650 sec): 3 clusters Score: Raw -26388768.345971 + Penalty 4002.243426 = -26384766.102545 nChanged 596 SP:Iteration 54Q (4786.238089 sec): 3 clusters Score: Raw -26388820.269398 + Penalty 4002.243426 = -26384818.025972 nChanged 596 SP:Iteration 55Q (4786.609222 sec): 3 clusters Score: Raw -26388871.610907 + Penalty 4002.243426 = -26384869.367481 nChanged 574 SP:Iteration 56Q (4786.993234 sec): 3 clusters Score: Raw -26388925.556711 + Penalty 4002.243426 = -26384923.313285 nChanged 644 SP:Iteration 57Q (4787.355185 sec): 3 clusters Score: Raw -26388990.330157 + Penalty 4002.243426 = -26384988.086731 nChanged 661 SP:Iteration 58Q (4787.726841 sec): 3 clusters Score: Raw -26389057.121680 + Penalty 4002.243426 = -26385054.878254 nChanged 668 SP:Iteration 59Q (4788.146514 sec): 3 clusters Score: Raw -26389116.575830 + Penalty 4002.243426 = -26385114.332404 nChanged 653 SP:Iteration 60F (4788.575566 sec): 3 clusters Score: Raw -26389179.272899 + Penalty 4002.243426 = -26385177.029473 nChanged 660 SP:Iteration 61Q (4788.971628 sec): 3 clusters Score: Raw -26389238.811457 + Penalty 4002.243426 = -26385236.568031 nChanged 626 SP:Iteration 62Q (4789.373678 sec): 3 clusters Score: Raw -26389295.837793 + Penalty 4002.243426 = -26385293.594367 nChanged 651 SP:Iteration 63Q (4789.751811 sec): 3 clusters Score: Raw -26389360.383777 + Penalty 4002.243426 = -26385358.140351 nChanged 664 SP:Iteration 64Q (4790.140105 sec): 3 clusters Score: Raw -26389427.911856 + Penalty 4002.243426 = -26385425.668430 nChanged 687 SP:Iteration 65Q (4790.526049 sec): 3 clusters Score: Raw -26389494.192308 + Penalty 4002.243426 = -26385491.948882 nChanged 704 SP:Iteration 66Q (4790.909528 sec): 3 clusters Score: Raw -26389565.491620 + Penalty 4002.243426 = -26385563.248194 nChanged 755 SP:Iteration 67Q (4791.268026 sec): 3 clusters Score: Raw -26389642.716831 + Penalty 4002.243426 = -26385640.473405 nChanged 774 SP:Iteration 68Q (4791.673261 sec): 3 clusters Score: Raw -26389722.511380 + Penalty 4002.243426 = -26385720.267954 nChanged 765 SP:Iteration 69Q (4792.098722 sec): 3 clusters Score: Raw -26389804.528668 + Penalty 4002.243426 = -26385802.285242 nChanged 797 SP:Iteration 70Q (4792.502037 sec): 3 clusters Score: Raw -26389887.948045 + Penalty 4002.243426 = -26385885.704620 nChanged 780 SP:Iteration 71Q (4792.890891 sec): 3 clusters Score: Raw -26389966.498024 + Penalty 4002.243426 = -26385964.254598 nChanged 771 SP:Iteration 72Q (4793.281455 sec): 3 clusters Score: Raw -26390046.277142 + Penalty 4002.243426 = -26386044.033716 nChanged 776 SP:Iteration 73Q (4793.663021 sec): 3 clusters Score: Raw -26390128.522317 + Penalty 4002.243426 = -26386126.278891 nChanged 741 SP:Iteration 74Q (4794.035734 sec): 3 clusters Score: Raw -26390200.595828 + Penalty 4002.243426 = -26386198.352402 nChanged 726 SP:Iteration 75Q (4794.412480 sec): 3 clusters Score: Raw -26390270.081478 + Penalty 4002.243426 = -26386267.838052 nChanged 731 SP:Iteration 76Q (4794.783169 sec): 3 clusters Score: Raw -26390339.293512 + Penalty 4002.243426 = -26386337.050086 nChanged 690 SP:Iteration 77Q (4795.164707 sec): 3 clusters Score: Raw -26390402.766609 + Penalty 4002.243426 = -26386400.523183 nChanged 683 SP:Iteration 78Q (4795.544655 sec): 3 clusters Score: Raw -26390466.341732 + Penalty 4002.243426 = -26386464.098306 nChanged 706 SP:Iteration 79Q (4795.934615 sec): 3 clusters Score: Raw -26390537.238737 + Penalty 4002.243426 = -26386534.995311 nChanged 725 SP:Iteration 80F (4796.336189 sec): 3 clusters Score: Raw -26390615.363798 + Penalty 4002.243426 = -26386613.120372 nChanged 736 SP:Iteration 81Q (4796.722236 sec): 3 clusters Score: Raw -26390694.797009 + Penalty 4002.243426 = -26386692.553583 nChanged 738 SP:Iteration 82Q (4797.111087 sec): 3 clusters Score: Raw -26390772.510444 + Penalty 4002.243426 = -26386770.267018 nChanged 729 SP:Iteration 83Q (4797.495773 sec): 3 clusters Score: Raw -26390857.228944 + Penalty 4002.243426 = -26386854.985518 nChanged 749 SP:Iteration 84Q (4797.872855 sec): 3 clusters Score: Raw -26390940.717988 + Penalty 4002.243426 = -26386938.474562 nChanged 745 SP:Iteration 85Q (4798.258256 sec): 3 clusters Score: Raw -26391023.567647 + Penalty 4002.243426 = -26387021.324221 nChanged 770 SP:Iteration 86Q (4798.638430 sec): 3 clusters Score: Raw -26391107.922561 + Penalty 4002.243426 = -26387105.679135 nChanged 749 SP:Iteration 87Q (4799.022667 sec): 3 clusters Score: Raw -26391186.399955 + Penalty 4002.243426 = -26387184.156529 nChanged 740 SP:Iteration 88Q (4799.408745 sec): 3 clusters Score: Raw -26391261.971537 + Penalty 4002.243426 = -26387259.728111 nChanged 726 SP:Iteration 89Q (4799.816780 sec): 3 clusters Score: Raw -26391340.191610 + Penalty 4002.243426 = -26387337.948184 nChanged 759 SP:Iteration 90Q (4800.248127 sec): 3 clusters Score: Raw -26391426.416704 + Penalty 4002.243426 = -26387424.173278 nChanged 792 SP:Iteration 91Q (4800.647590 sec): 3 clusters Score: Raw -26391511.029502 + Penalty 4002.243426 = -26387508.786076 nChanged 750 SP:Iteration 92Q (4801.076251 sec): 3 clusters Score: Raw -26391590.728059 + Penalty 4002.243426 = -26387588.484633 nChanged 749 SP:Iteration 93Q (4801.456894 sec): 3 clusters Score: Raw -26391664.955324 + Penalty 4002.243426 = -26387662.711898 nChanged 694 SP:Iteration 94Q (4801.877033 sec): 3 clusters Score: Raw -26391730.820412 + Penalty 4002.243426 = -26387728.576986 nChanged 657 SP:Iteration 95Q (4802.281365 sec): 3 clusters Score: Raw -26391789.389864 + Penalty 4002.243426 = -26387787.146438 nChanged 637 SP:Iteration 96Q (4802.710714 sec): 3 clusters Score: Raw -26391849.242877 + Penalty 4002.243426 = -26387846.999451 nChanged 625 SP:Iteration 97Q (4803.091786 sec): 3 clusters Score: Raw -26391907.066353 + Penalty 4002.243426 = -26387904.822927 nChanged 640 SP:Iteration 98Q (4803.473568 sec): 3 clusters Score: Raw -26391967.507379 + Penalty 4002.243426 = -26387965.263953 nChanged 639 SP:Iteration 99Q (4803.858066 sec): 3 clusters Score: Raw -26392020.135687 + Penalty 4002.243426 = -26388017.892261 nChanged 577 SP:Iteration 100F (4804.246675 sec): 3 clusters Score: Raw -26392064.763480 + Penalty 4002.243426 = -26388062.520054 nChanged 564 SP:Iteration 101Q (4804.648593 sec): 3 clusters Score: Raw -26392103.455410 + Penalty 4002.243426 = -26388101.211984 nChanged 465 SP:Iteration 102Q (4805.066193 sec): 3 clusters Score: Raw -26392133.133744 + Penalty 4002.243426 = -26388130.890318 nChanged 473 SP:Iteration 103Q (4805.501375 sec): 3 clusters Score: Raw -26392162.340465 + Penalty 4002.243426 = -26388160.097039 nChanged 466 SP:Iteration 104Q (4805.956488 sec): 3 clusters Score: Raw -26392191.019561 + Penalty 4002.243426 = -26388188.776135 nChanged 437 SP:Iteration 105Q (4806.374082 sec): 3 clusters Score: Raw -26392215.364923 + Penalty 4002.243426 = -26388213.121497 nChanged 410 SP:Iteration 106Q (4806.793038 sec): 3 clusters Score: Raw -26392235.160922 + Penalty 4002.243426 = -26388232.917496 nChanged 382 SP:Iteration 107Q (4807.220659 sec): 3 clusters Score: Raw -26392252.685049 + Penalty 4002.243426 = -26388250.441623 nChanged 369 SP:Iteration 108Q (4807.647258 sec): 3 clusters Score: Raw -26392268.612816 + Penalty 4002.243426 = -26388266.369390 nChanged 328 SP:Iteration 109Q (4808.127107 sec): 3 clusters Score: Raw -26392280.827431 + Penalty 4002.243426 = -26388278.584005 nChanged 291 SP:Iteration 110Q (4808.574254 sec): 3 clusters Score: Raw -26392290.980092 + Penalty 4002.243426 = -26388288.736666 nChanged 295 SP:Iteration 111Q (4809.042031 sec): 3 clusters Score: Raw -26392301.955183 + Penalty 4002.243426 = -26388299.711757 nChanged 280 SP:Iteration 112Q (4809.493724 sec): 3 clusters Score: Raw -26392312.591862 + Penalty 4002.243426 = -26388310.348436 nChanged 258 SP:Iteration 113Q (4809.905274 sec): 3 clusters Score: Raw -26392320.406717 + Penalty 4002.243426 = -26388318.163291 nChanged 204 SP:Iteration 114Q (4810.332842 sec): 3 clusters Score: Raw -26392325.673954 + Penalty 4002.243426 = -26388323.430528 nChanged 170 SP:Iteration 115Q (4810.758019 sec): 3 clusters Score: Raw -26392329.449150 + Penalty 4002.243426 = -26388327.205724 nChanged 144 SP:Iteration 116Q (4811.183577 sec): 3 clusters Score: Raw -26392332.147836 + Penalty 4002.243426 = -26388329.904410 nChanged 125 SP:Iteration 117Q (4811.603422 sec): 3 clusters Score: Raw -26392334.515540 + Penalty 4002.243426 = -26388332.272114 nChanged 118 SP:Iteration 118Q (4812.041903 sec): 3 clusters Score: Raw -26392336.345502 + Penalty 4002.243426 = -26388334.102076 nChanged 98 SP:Iteration 119Q (4812.525399 sec): 3 clusters Score: Raw -26392337.896180 + Penalty 4002.243426 = -26388335.652754 nChanged 87 SP:Iteration 120F (4812.961205 sec): 3 clusters Score: Raw -26392339.076795 + Penalty 4002.243426 = -26388336.833369 nChanged 85 SP:Iteration 121Q (4813.389334 sec): 3 clusters Score: Raw -26392340.208806 + Penalty 4002.243426 = -26388337.965380 nChanged 76 SP:Iteration 122Q (4813.817721 sec): 3 clusters Score: Raw -26392341.193277 + Penalty 4002.243426 = -26388338.949851 nChanged 68 SP:Iteration 123Q (4814.229874 sec): 3 clusters Score: Raw -26392342.197676 + Penalty 4002.243426 = -26388339.954250 nChanged 74 SP:Iteration 124Q (4814.659376 sec): 3 clusters Score: Raw -26392343.134644 + Penalty 4002.243426 = -26388340.891218 nChanged 68 SP:Iteration 125Q (4815.101721 sec): 3 clusters Score: Raw -26392344.020264 + Penalty 4002.243426 = -26388341.776838 nChanged 63 SP:Iteration 126Q (4815.539631 sec): 3 clusters Score: Raw -26392344.774243 + Penalty 4002.243426 = -26388342.530817 nChanged 61 SP:Iteration 127Q (4816.032512 sec): 3 clusters Score: Raw -26392345.486163 + Penalty 4002.243426 = -26388343.242737 nChanged 54 SP:Iteration 128Q (4816.474747 sec): 3 clusters Score: Raw -26392346.097072 + Penalty 4002.243426 = -26388343.853647 nChanged 54 SP:Iteration 129Q (4816.880753 sec): 3 clusters Score: Raw -26392346.656863 + Penalty 4002.243426 = -26388344.413437 nChanged 55 SP:Iteration 130Q (4817.275462 sec): 3 clusters Score: Raw -26392347.299826 + Penalty 4002.243426 = -26388345.056400 nChanged 59 SP:Iteration 131Q (4817.673338 sec): 3 clusters Score: Raw -26392347.930534 + Penalty 4002.243426 = -26388345.687108 nChanged 57 SP:Iteration 132Q (4818.075707 sec): 3 clusters Score: Raw -26392348.417175 + Penalty 4002.243426 = -26388346.173749 nChanged 36 SP:Iteration 133Q (4818.539064 sec): 3 clusters Score: Raw -26392348.702791 + Penalty 4002.243426 = -26388346.459366 nChanged 37 SP:Iteration 134Q (4819.024515 sec): 3 clusters Score: Raw -26392348.960445 + Penalty 4002.243426 = -26388346.717019 nChanged 28 SP:Iteration 135Q (4819.433712 sec): 3 clusters Score: Raw -26392349.129558 + Penalty 4002.243426 = -26388346.886132 nChanged 22 SP:Iteration 136Q (4819.830205 sec): 3 clusters Score: Raw -26392349.270788 + Penalty 4002.243426 = -26388347.027363 nChanged 17 SP:Iteration 137Q (4820.234090 sec): 3 clusters Score: Raw -26392349.366707 + Penalty 4002.243426 = -26388347.123281 nChanged 18 SP:Iteration 138Q (4820.674810 sec): 3 clusters Score: Raw -26392349.474091 + Penalty 4002.243426 = -26388347.230665 nChanged 15 SP:Iteration 139Q (4821.082992 sec): 3 clusters Score: Raw -26392349.552775 + Penalty 4002.243426 = -26388347.309349 nChanged 13 SP:Iteration 140F (4821.474716 sec): 3 clusters Score: Raw -26392349.619454 + Penalty 4002.243426 = -26388347.376028 nChanged 14 SP:Iteration 141Q (4821.847950 sec): 3 clusters Score: Raw -26392349.711344 + Penalty 4002.243426 = -26388347.467919 nChanged 16 SP:Iteration 142Q (4822.241807 sec): 3 clusters Score: Raw -26392349.819795 + Penalty 4002.243426 = -26388347.576369 nChanged 14 SP:Iteration 143Q (4822.618960 sec): 3 clusters Score: Raw -26392349.900172 + Penalty 4002.243426 = -26388347.656746 nChanged 13 SP:Iteration 144Q (4823.014933 sec): 3 clusters Score: Raw -26392349.975387 + Penalty 4002.243426 = -26388347.731961 nChanged 16 SP:Iteration 145Q (4823.420330 sec): 3 clusters Score: Raw -26392350.066920 + Penalty 4002.243426 = -26388347.823494 nChanged 20 SP:Iteration 146Q (4823.847363 sec): 3 clusters Score: Raw -26392350.203411 + Penalty 4002.243426 = -26388347.959985 nChanged 17 SP:Iteration 147Q (4824.282671 sec): 3 clusters Score: Raw -26392350.305314 + Penalty 4002.243426 = -26388348.061888 nChanged 15 SP:Iteration 148Q (4824.705604 sec): 3 clusters Score: Raw -26392350.390313 + Penalty 4002.243426 = -26388348.146887 nChanged 19 SP:Iteration 149Q (4825.189843 sec): 3 clusters Score: Raw -26392350.503852 + Penalty 4002.243426 = -26388348.260427 nChanged 20 SP:Iteration 150Q (4825.611519 sec): 3 clusters Score: Raw -26392350.630049 + Penalty 4002.243426 = -26388348.386623 nChanged 20 SP:Iteration 151Q (4826.031382 sec): 3 clusters Score: Raw -26392350.750280 + Penalty 4002.243426 = -26388348.506854 nChanged 12 SP:Iteration 152Q (4826.460078 sec): 3 clusters Score: Raw -26392350.824798 + Penalty 4002.243426 = -26388348.581372 nChanged 16 SP:Iteration 153Q (4826.887653 sec): 3 clusters Score: Raw -26392350.928861 + Penalty 4002.243426 = -26388348.685435 nChanged 13 SP:Iteration 154Q (4827.315186 sec): 3 clusters Score: Raw -26392351.015698 + Penalty 4002.243426 = -26388348.772272 nChanged 10 SP:Iteration 155Q (4827.755580 sec): 3 clusters Score: Raw -26392351.062801 + Penalty 4002.243426 = -26388348.819375 nChanged 7 SP:Iteration 156Q (4828.228643 sec): 3 clusters Score: Raw -26392351.092609 + Penalty 4002.243426 = -26388348.849183 nChanged 8 SP:Iteration 157Q (4828.686025 sec): 3 clusters Score: Raw -26392351.137474 + Penalty 4002.243426 = -26388348.894048 nChanged 5 SP:Iteration 158Q (4829.074820 sec): 3 clusters Score: Raw -26392351.155936 + Penalty 4002.243426 = -26388348.912510 nChanged 7 SP:Iteration 159Q (4829.463823 sec): 3 clusters Score: Raw -26392351.178240 + Penalty 4002.243426 = -26388348.934814 nChanged 5 SP:Iteration 160F (4829.858286 sec): 3 clusters Score: Raw -26392351.206100 + Penalty 4002.243426 = -26388348.962674 nChanged 1 SP:Iteration 161Q (4830.249142 sec): 3 clusters Score: Raw -26392351.212560 + Penalty 4002.243426 = -26388348.969134 nChanged 3 SP:Iteration 162Q (4830.629527 sec): 3 clusters Score: Raw -26392351.229236 + Penalty 4002.243426 = -26388348.985810 nChanged 2 SP:Iteration 163Q (4831.032945 sec): 3 clusters Score: Raw -26392351.234004 + Penalty 4002.243426 = -26388348.990578 nChanged 1 SP:Iteration 164Q (4831.446620 sec): 3 clusters Score: Raw -26392351.238306 + Penalty 4002.243426 = -26388348.994880 nChanged 1 SP:Iteration 165Q (4831.839209 sec): 3 clusters Score: Raw -26392351.243629 + Penalty 4002.243426 = -26388349.000203 nChanged 1 SP:Iteration 166Q (4832.222387 sec): 3 clusters Score: Raw -26392351.253333 + Penalty 4002.243426 = -26388349.009907 nChanged 3 SP:Iteration 167Q (4832.593446 sec): 3 clusters Score: Raw -26392351.266541 + Penalty 4002.243426 = -26388349.023115 nChanged 2 SP:Iteration 168Q (4832.988038 sec): 3 clusters Score: Raw -26392351.272816 + Penalty 4002.243426 = -26388349.029391 nChanged 1 SP:Iteration 169Q (4833.410901 sec): 3 clusters Score: Raw -26392351.275811 + Penalty 4002.243426 = -26388349.032385 nChanged 0 SP:Iteration 170F (4833.856041 sec): 3 clusters Score: Raw -26392351.275811 + Penalty 4002.243426 = -26388349.032385 nChanged 0 Iteration 219Q (4840.477071 sec): 32 clusters Score: Raw -86561580.476366 + Penalty 68161.391939 = -86493419.084427 nChanged 237 Iteration 220F (4856.154359 sec): 32 clusters Score: Raw -86561592.832519 + Penalty 68161.391939 = -86493431.440580 nChanged 240 Iteration 221Q (4862.739091 sec): 32 clusters Score: Raw -86561606.416869 + Penalty 68161.391939 = -86493445.024930 nChanged 233 Iteration 222Q (4869.885539 sec): 32 clusters Score: Raw -86561619.286106 + Penalty 68161.391939 = -86493457.894167 nChanged 225 Iteration 223Q (4876.722431 sec): 32 clusters Score: Raw -86561634.224813 + Penalty 68161.391939 = -86493472.832874 nChanged 223 Iteration 224Q (4883.510739 sec): 32 clusters Score: Raw -86561649.025491 + Penalty 68161.391939 = -86493487.633552 nChanged 253 Iteration 225Q (4890.009122 sec): 32 clusters Score: Raw -86561664.190890 + Penalty 68161.391939 = -86493502.798951 nChanged 248 Iteration 226Q (4897.059731 sec): 32 clusters Score: Raw -86561680.379058 + Penalty 68161.391939 = -86493518.987119 nChanged 269 Iteration 227Q (4903.954101 sec): 32 clusters Score: Raw -86561698.200432 + Penalty 68161.391939 = -86493536.808493 nChanged 256 Iteration 228Q (4910.823117 sec): 32 clusters Score: Raw -86561716.645637 + Penalty 68161.391939 = -86493555.253698 nChanged 280 Iteration 229Q (4917.406445 sec): 32 clusters Score: Raw -86561736.785763 + Penalty 68161.391939 = -86493575.393824 nChanged 292 Iteration 230Q (4924.392118 sec): 32 clusters Score: Raw -86561758.233921 + Penalty 68161.391939 = -86493596.841982 nChanged 300 Iteration 231Q (4931.080760 sec): 32 clusters Score: Raw -86561780.308496 + Penalty 68161.391939 = -86493618.916557 nChanged 319 Iteration 232Q (4937.898942 sec): 32 clusters Score: Raw -86561804.152799 + Penalty 68161.391939 = -86493642.760860 nChanged 322 Iteration 233Q (4944.288740 sec): 32 clusters Score: Raw -86561829.141188 + Penalty 68161.391939 = -86493667.749249 nChanged 329 Iteration 234Q (4951.531004 sec): 32 clusters Score: Raw -86561855.477296 + Penalty 68161.391939 = -86493694.085357 nChanged 318 Iteration 235Q (4957.813430 sec): 32 clusters Score: Raw -86561885.963981 + Penalty 68161.391939 = -86493724.572042 nChanged 353 Iteration 236Q (4964.680322 sec): 32 clusters Score: Raw -86561924.130462 + Penalty 68161.391939 = -86493762.738523 nChanged 399 Iteration 237Q (4970.938649 sec): 32 clusters Score: Raw -86561970.689490 + Penalty 68161.391939 = -86493809.297551 nChanged 405 Iteration 238Q (4978.050639 sec): 32 clusters Score: Raw -86562024.182342 + Penalty 68161.391939 = -86493862.790403 nChanged 437 Iteration 239Q (4984.380390 sec): 32 clusters Score: Raw -86562078.159775 + Penalty 68161.391939 = -86493916.767836 nChanged 414 Iteration 240F (5000.019259 sec): 32 clusters Score: Raw -86562126.050461 + Penalty 68161.391939 = -86493964.658522 nChanged 413 Iteration 241Q (5006.645553 sec): 32 clusters Score: Raw -86562169.893030 + Penalty 68161.391939 = -86494008.501091 nChanged 403 Iteration 242Q (5013.490889 sec): 32 clusters Score: Raw -86562218.130623 + Penalty 68161.391939 = -86494056.738684 nChanged 434 Iteration 243Q (5019.903950 sec): 32 clusters Score: Raw -86562273.166150 + Penalty 68161.391939 = -86494111.774211 nChanged 429 Iteration 244Q (5026.782953 sec): 32 clusters Score: Raw -86562324.124484 + Penalty 68161.391939 = -86494162.732545 nChanged 389 Iteration 245Q (5033.189058 sec): 32 clusters Score: Raw -86562373.300354 + Penalty 68161.391939 = -86494211.908415 nChanged 418 Iteration 246Q (5040.123353 sec): 32 clusters Score: Raw -86562419.239814 + Penalty 68161.391939 = -86494257.847875 nChanged 395 Iteration 247Q (5046.819022 sec): 32 clusters Score: Raw -86562458.539400 + Penalty 68161.391939 = -86494297.147461 nChanged 377 Iteration 248Q (5053.533257 sec): 32 clusters Score: Raw -86562496.324993 + Penalty 68161.391939 = -86494334.933055 nChanged 403 Iteration 249Q (5060.152197 sec): 32 clusters Score: Raw -86562531.567685 + Penalty 68161.391939 = -86494370.175746 nChanged 362 Iteration 250Q (5067.158164 sec): 32 clusters Score: Raw -86562565.706663 + Penalty 68161.391939 = -86494404.314725 nChanged 339 Iteration 251Q (5074.121289 sec): 32 clusters Score: Raw -86562599.319409 + Penalty 68161.391939 = -86494437.927470 nChanged 349 Iteration 252Q (5081.159771 sec): 32 clusters Score: Raw -86562629.605565 + Penalty 68161.391939 = -86494468.213626 nChanged 313 Iteration 253Q (5087.636899 sec): 32 clusters Score: Raw -86562657.504076 + Penalty 68161.391939 = -86494496.112137 nChanged 312 Iteration 254Q (5094.805576 sec): 32 clusters Score: Raw -86562686.044721 + Penalty 68161.391939 = -86494524.652782 nChanged 320 Iteration 255Q (5101.611458 sec): 32 clusters Score: Raw -86562709.070082 + Penalty 68161.391939 = -86494547.678143 nChanged 281 Iteration 256Q (5108.459868 sec): 32 clusters Score: Raw -86562727.352198 + Penalty 68161.391939 = -86494565.960259 nChanged 256 Iteration 257Q (5115.081696 sec): 32 clusters Score: Raw -86562743.818933 + Penalty 68161.391939 = -86494582.426994 nChanged 251 Iteration 258Q (5122.078780 sec): 32 clusters Score: Raw -86562760.760746 + Penalty 68161.391939 = -86494599.368807 nChanged 238 Writing temp clu file Because OldScore, -86494582.426994, is greater than current (better) Score,-86494599.368807 Compute initial score before splitting: Score: Raw -86562760.760746 + Penalty 68161.391939 = -86494599.368807 Trying to split cluster 1 (11529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5122.327218 sec): 2 clusters Score: Raw -1370275.726033 + Penalty 1519.800893 = -1368755.925140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5122.388360 sec): 3 clusters Score: Raw -1363582.300484 + Penalty 3039.601786 = -1360542.698698 nChanged 5035 SP:Iteration 1F (5122.443649 sec): 3 clusters Score: Raw -1366330.588643 + Penalty 3039.601786 = -1363290.986858 nChanged 638 SP:Iteration 2F (5122.510526 sec): 3 clusters Score: Raw -1366609.527548 + Penalty 3039.601786 = -1363569.925762 nChanged 559 SP:Iteration 3Q (5122.569226 sec): 3 clusters Score: Raw -1366845.619792 + Penalty 3039.601786 = -1363806.018007 nChanged 478 SP:Iteration 4Q (5122.630676 sec): 3 clusters Score: Raw -1367052.070156 + Penalty 3039.601786 = -1364012.468370 nChanged 443 SP:Iteration 5Q (5122.699002 sec): 3 clusters Score: Raw -1367278.251019 + Penalty 3039.601786 = -1364238.649233 nChanged 464 SP:Iteration 6Q (5122.767258 sec): 3 clusters Score: Raw -1367497.950731 + Penalty 3039.601786 = -1364458.348945 nChanged 431 SP:Iteration 7Q (5122.835637 sec): 3 clusters Score: Raw -1367691.675856 + Penalty 3039.601786 = -1364652.074070 nChanged 431 SP:Iteration 8Q (5122.903841 sec): 3 clusters Score: Raw -1367902.046249 + Penalty 3039.601786 = -1364862.444463 nChanged 443 SP:Iteration 9Q (5122.971932 sec): 3 clusters Score: Raw -1368114.663661 + Penalty 3039.601786 = -1365075.061875 nChanged 419 SP:Iteration 10Q (5123.030462 sec): 3 clusters Score: Raw -1368317.656322 + Penalty 3039.601786 = -1365278.054536 nChanged 394 SP:Iteration 11Q (5123.108038 sec): 3 clusters Score: Raw -1368526.080753 + Penalty 3039.601786 = -1365486.478967 nChanged 421 SP:Iteration 12Q (5123.162936 sec): 3 clusters Score: Raw -1368772.645100 + Penalty 3039.601786 = -1365733.043314 nChanged 412 SP:Iteration 13Q (5123.227553 sec): 3 clusters Score: Raw -1369003.378590 + Penalty 3039.601786 = -1365963.776804 nChanged 361 SP:Iteration 14Q (5123.298961 sec): 3 clusters Score: Raw -1369213.387874 + Penalty 3039.601786 = -1366173.786088 nChanged 335 SP:Iteration 15Q (5123.354341 sec): 3 clusters Score: Raw -1369399.822090 + Penalty 3039.601786 = -1366360.220304 nChanged 286 SP:Iteration 16Q (5123.420174 sec): 3 clusters Score: Raw -1369541.060853 + Penalty 3039.601786 = -1366501.459067 nChanged 240 SP:Iteration 17Q (5123.472976 sec): 3 clusters Score: Raw -1369653.578068 + Penalty 3039.601786 = -1366613.976283 nChanged 203 SP:Iteration 18Q (5123.535675 sec): 3 clusters Score: Raw -1369756.297467 + Penalty 3039.601786 = -1366716.695681 nChanged 166 SP:Iteration 19Q (5123.592577 sec): 3 clusters Score: Raw -1369841.837706 + Penalty 3039.601786 = -1366802.235921 nChanged 158 SP:Iteration 20F (5123.648850 sec): 3 clusters Score: Raw -1369909.896820 + Penalty 3039.601786 = -1366870.295034 nChanged 138 SP:Iteration 21Q (5123.722279 sec): 3 clusters Score: Raw -1369969.056728 + Penalty 3039.601786 = -1366929.454942 nChanged 116 SP:Iteration 22Q (5123.777842 sec): 3 clusters Score: Raw -1370023.116770 + Penalty 3039.601786 = -1366983.514984 nChanged 102 SP:Iteration 23Q (5123.843572 sec): 3 clusters Score: Raw -1370070.373001 + Penalty 3039.601786 = -1367030.771216 nChanged 89 SP:Iteration 24Q (5123.897489 sec): 3 clusters Score: Raw -1370112.212403 + Penalty 3039.601786 = -1367072.610617 nChanged 95 SP:Iteration 25Q (5123.957344 sec): 3 clusters Score: Raw -1370157.248731 + Penalty 3039.601786 = -1367117.646946 nChanged 95 SP:Iteration 26Q (5124.013606 sec): 3 clusters Score: Raw -1370204.288098 + Penalty 3039.601786 = -1367164.686312 nChanged 94 SP:Iteration 27Q (5124.074804 sec): 3 clusters Score: Raw -1370254.681334 + Penalty 3039.601786 = -1367215.079548 nChanged 77 SP:Iteration 28Q (5124.137367 sec): 3 clusters Score: Raw -1370296.079931 + Penalty 3039.601786 = -1367256.478145 nChanged 64 SP:Iteration 29Q (5124.205699 sec): 3 clusters Score: Raw -1370329.116562 + Penalty 3039.601786 = -1367289.514776 nChanged 56 SP:Iteration 30Q (5124.263046 sec): 3 clusters Score: Raw -1370359.778617 + Penalty 3039.601786 = -1367320.176831 nChanged 50 SP:Iteration 31Q (5124.327784 sec): 3 clusters Score: Raw -1370386.095572 + Penalty 3039.601786 = -1367346.493786 nChanged 41 SP:Iteration 32Q (5124.396019 sec): 3 clusters Score: Raw -1370407.274171 + Penalty 3039.601786 = -1367367.672386 nChanged 43 SP:Iteration 33Q (5124.461927 sec): 3 clusters Score: Raw -1370427.083451 + Penalty 3039.601786 = -1367387.481666 nChanged 40 SP:Iteration 34Q (5124.523137 sec): 3 clusters Score: Raw -1370443.334694 + Penalty 3039.601786 = -1367403.732908 nChanged 24 SP:Iteration 35Q (5124.587097 sec): 3 clusters Score: Raw -1370453.213592 + Penalty 3039.601786 = -1367413.611806 nChanged 28 SP:Iteration 36Q (5124.649851 sec): 3 clusters Score: Raw -1370466.579547 + Penalty 3039.601786 = -1367426.977761 nChanged 24 SP:Iteration 37Q (5124.713068 sec): 3 clusters Score: Raw -1370481.416610 + Penalty 3039.601786 = -1367441.814824 nChanged 27 SP:Iteration 38Q (5124.778596 sec): 3 clusters Score: Raw -1370495.400665 + Penalty 3039.601786 = -1367455.798879 nChanged 25 SP:Iteration 39Q (5124.843439 sec): 3 clusters Score: Raw -1370507.810871 + Penalty 3039.601786 = -1367468.209085 nChanged 25 SP:Iteration 40F (5124.907353 sec): 3 clusters Score: Raw -1370521.767184 + Penalty 3039.601786 = -1367482.165399 nChanged 23 SP:Iteration 41Q (5124.972056 sec): 3 clusters Score: Raw -1370533.855437 + Penalty 3039.601786 = -1367494.253651 nChanged 24 SP:Iteration 42Q (5125.035530 sec): 3 clusters Score: Raw -1370546.584232 + Penalty 3039.601786 = -1367506.982446 nChanged 19 SP:Iteration 43Q (5125.093674 sec): 3 clusters Score: Raw -1370556.356596 + Penalty 3039.601786 = -1367516.754811 nChanged 14 SP:Iteration 44Q (5125.150955 sec): 3 clusters Score: Raw -1370562.222586 + Penalty 3039.601786 = -1367522.620800 nChanged 6 SP:Iteration 45Q (5125.211886 sec): 3 clusters Score: Raw -1370564.598742 + Penalty 3039.601786 = -1367524.996957 nChanged 3 SP:Iteration 46Q (5125.266804 sec): 3 clusters Score: Raw -1370565.704331 + Penalty 3039.601786 = -1367526.102545 nChanged 4 SP:Iteration 47Q (5125.328983 sec): 3 clusters Score: Raw -1370567.913784 + Penalty 3039.601786 = -1367528.311998 nChanged 4 SP:Iteration 48Q (5125.388354 sec): 3 clusters Score: Raw -1370570.444659 + Penalty 3039.601786 = -1367530.842873 nChanged 3 SP:Iteration 49Q (5125.442211 sec): 3 clusters Score: Raw -1370572.282415 + Penalty 3039.601786 = -1367532.680629 nChanged 0 SP:Iteration 50F (5125.503351 sec): 3 clusters Score: Raw -1370572.282415 + Penalty 3039.601786 = -1367532.680629 nChanged 0 Trying to split cluster 2 (10211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5125.540165 sec): 2 clusters Score: Raw -1166943.424108 + Penalty 1500.073388 = -1165443.350719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5125.606735 sec): 3 clusters Score: Raw -1161130.939120 + Penalty 3000.146776 = -1158130.792344 nChanged 4459 SP:Iteration 1F (5125.671389 sec): 3 clusters Score: Raw -1163665.887267 + Penalty 3000.146776 = -1160665.740491 nChanged 772 SP:Iteration 2F (5125.736907 sec): 3 clusters Score: Raw -1164113.147594 + Penalty 3000.146776 = -1161113.000818 nChanged 669 SP:Iteration 3F (5125.797108 sec): 3 clusters Score: Raw -1164529.036370 + Penalty 3000.146776 = -1161528.889594 nChanged 625 SP:Iteration 4F (5125.857928 sec): 3 clusters Score: Raw -1164911.140113 + Penalty 3000.146776 = -1161910.993337 nChanged 539 SP:Iteration 5F (5125.911922 sec): 3 clusters Score: Raw -1165251.162441 + Penalty 3000.146776 = -1162251.015665 nChanged 517 SP:Iteration 6F (5125.977536 sec): 3 clusters Score: Raw -1165555.396042 + Penalty 3000.146776 = -1162555.249266 nChanged 434 SP:Iteration 7Q (5126.042765 sec): 3 clusters Score: Raw -1165811.641503 + Penalty 3000.146776 = -1162811.494726 nChanged 395 SP:Iteration 8Q (5126.105856 sec): 3 clusters Score: Raw -1166019.581013 + Penalty 3000.146776 = -1163019.434236 nChanged 310 SP:Iteration 9Q (5126.165670 sec): 3 clusters Score: Raw -1166167.848155 + Penalty 3000.146776 = -1163167.701379 nChanged 245 SP:Iteration 10Q (5126.227627 sec): 3 clusters Score: Raw -1166271.019989 + Penalty 3000.146776 = -1163270.873213 nChanged 208 SP:Iteration 11Q (5126.285261 sec): 3 clusters Score: Raw -1166346.877533 + Penalty 3000.146776 = -1163346.730757 nChanged 182 SP:Iteration 12Q (5126.342226 sec): 3 clusters Score: Raw -1166408.997626 + Penalty 3000.146776 = -1163408.850850 nChanged 163 SP:Iteration 13Q (5126.408344 sec): 3 clusters Score: Raw -1166463.593560 + Penalty 3000.146776 = -1163463.446784 nChanged 129 SP:Iteration 14Q (5126.456997 sec): 3 clusters Score: Raw -1166503.661393 + Penalty 3000.146776 = -1163503.514617 nChanged 117 SP:Iteration 15Q (5126.524435 sec): 3 clusters Score: Raw -1166539.571453 + Penalty 3000.146776 = -1163539.424677 nChanged 91 SP:Iteration 16Q (5126.564444 sec): 3 clusters Score: Raw -1166569.540977 + Penalty 3000.146776 = -1163569.394201 nChanged 98 SP:Iteration 17Q (5126.621093 sec): 3 clusters Score: Raw -1166598.500075 + Penalty 3000.146776 = -1163598.353299 nChanged 104 SP:Iteration 18Q (5126.669388 sec): 3 clusters Score: Raw -1166629.389988 + Penalty 3000.146776 = -1163629.243212 nChanged 100 SP:Iteration 19Q (5126.732067 sec): 3 clusters Score: Raw -1166659.645486 + Penalty 3000.146776 = -1163659.498710 nChanged 71 SP:Iteration 20F (5126.797067 sec): 3 clusters Score: Raw -1166673.989338 + Penalty 3000.146776 = -1163673.842562 nChanged 49 SP:Iteration 21Q (5126.872481 sec): 3 clusters Score: Raw -1166681.991935 + Penalty 3000.146776 = -1163681.845159 nChanged 33 SP:Iteration 22Q (5126.925670 sec): 3 clusters Score: Raw -1166688.763262 + Penalty 3000.146776 = -1163688.616486 nChanged 29 SP:Iteration 23Q (5126.989654 sec): 3 clusters Score: Raw -1166693.685890 + Penalty 3000.146776 = -1163693.539114 nChanged 25 SP:Iteration 24Q (5127.048304 sec): 3 clusters Score: Raw -1166698.203247 + Penalty 3000.146776 = -1163698.056471 nChanged 29 SP:Iteration 25Q (5127.122812 sec): 3 clusters Score: Raw -1166703.938517 + Penalty 3000.146776 = -1163703.791741 nChanged 29 SP:Iteration 26Q (5127.165591 sec): 3 clusters Score: Raw -1166708.994419 + Penalty 3000.146776 = -1163708.847642 nChanged 25 SP:Iteration 27Q (5127.224534 sec): 3 clusters Score: Raw -1166715.348171 + Penalty 3000.146776 = -1163715.201395 nChanged 38 SP:Iteration 28Q (5127.283626 sec): 3 clusters Score: Raw -1166725.637444 + Penalty 3000.146776 = -1163725.490667 nChanged 49 SP:Iteration 29Q (5127.342027 sec): 3 clusters Score: Raw -1166733.272916 + Penalty 3000.146776 = -1163733.126139 nChanged 41 SP:Iteration 30Q (5127.399394 sec): 3 clusters Score: Raw -1166739.980035 + Penalty 3000.146776 = -1163739.833259 nChanged 35 SP:Iteration 31Q (5127.457530 sec): 3 clusters Score: Raw -1166745.966226 + Penalty 3000.146776 = -1163745.819450 nChanged 38 SP:Iteration 32Q (5127.515167 sec): 3 clusters Score: Raw -1166754.101602 + Penalty 3000.146776 = -1163753.954826 nChanged 50 SP:Iteration 33Q (5127.572988 sec): 3 clusters Score: Raw -1166765.500819 + Penalty 3000.146776 = -1163765.354043 nChanged 48 SP:Iteration 34Q (5127.632930 sec): 3 clusters Score: Raw -1166776.073777 + Penalty 3000.146776 = -1163775.927001 nChanged 45 SP:Iteration 35Q (5127.697714 sec): 3 clusters Score: Raw -1166786.523097 + Penalty 3000.146776 = -1163786.376321 nChanged 45 SP:Iteration 36Q (5127.753483 sec): 3 clusters Score: Raw -1166794.872591 + Penalty 3000.146776 = -1163794.725815 nChanged 36 SP:Iteration 37Q (5127.799095 sec): 3 clusters Score: Raw -1166801.888192 + Penalty 3000.146776 = -1163801.741416 nChanged 32 SP:Iteration 38Q (5127.856473 sec): 3 clusters Score: Raw -1166807.505134 + Penalty 3000.146776 = -1163807.358358 nChanged 25 SP:Iteration 39Q (5127.923668 sec): 3 clusters Score: Raw -1166811.360218 + Penalty 3000.146776 = -1163811.213442 nChanged 21 SP:Iteration 40F (5127.971024 sec): 3 clusters Score: Raw -1166814.605020 + Penalty 3000.146776 = -1163814.458244 nChanged 20 SP:Iteration 41Q (5128.028046 sec): 3 clusters Score: Raw -1166816.918815 + Penalty 3000.146776 = -1163816.772039 nChanged 14 SP:Iteration 42Q (5128.082829 sec): 3 clusters Score: Raw -1166819.234860 + Penalty 3000.146776 = -1163819.088084 nChanged 12 SP:Iteration 43Q (5128.136763 sec): 3 clusters Score: Raw -1166820.873921 + Penalty 3000.146776 = -1163820.727145 nChanged 14 SP:Iteration 44Q (5128.200856 sec): 3 clusters Score: Raw -1166823.074139 + Penalty 3000.146776 = -1163822.927363 nChanged 8 SP:Iteration 45Q (5128.247531 sec): 3 clusters Score: Raw -1166824.072698 + Penalty 3000.146776 = -1163823.925922 nChanged 6 SP:Iteration 46Q (5128.314412 sec): 3 clusters Score: Raw -1166825.400439 + Penalty 3000.146776 = -1163825.253662 nChanged 7 SP:Iteration 47Q (5128.364387 sec): 3 clusters Score: Raw -1166826.548986 + Penalty 3000.146776 = -1163826.402210 nChanged 13 SP:Iteration 48Q (5128.428079 sec): 3 clusters Score: Raw -1166828.573138 + Penalty 3000.146776 = -1163828.426362 nChanged 10 SP:Iteration 49Q (5128.482205 sec): 3 clusters Score: Raw -1166829.950253 + Penalty 3000.146776 = -1163829.803476 nChanged 9 SP:Iteration 50Q (5128.546785 sec): 3 clusters Score: Raw -1166831.064599 + Penalty 3000.146776 = -1163830.917823 nChanged 6 SP:Iteration 51Q (5128.610887 sec): 3 clusters Score: Raw -1166831.812207 + Penalty 3000.146776 = -1163831.665431 nChanged 8 SP:Iteration 52Q (5128.675558 sec): 3 clusters Score: Raw -1166832.765929 + Penalty 3000.146776 = -1163832.619153 nChanged 7 SP:Iteration 53Q (5128.740374 sec): 3 clusters Score: Raw -1166833.970808 + Penalty 3000.146776 = -1163833.824032 nChanged 11 SP:Iteration 54Q (5128.796333 sec): 3 clusters Score: Raw -1166836.103868 + Penalty 3000.146776 = -1163835.957092 nChanged 13 SP:Iteration 55Q (5128.851448 sec): 3 clusters Score: Raw -1166837.440465 + Penalty 3000.146776 = -1163837.293689 nChanged 4 SP:Iteration 56Q (5128.916076 sec): 3 clusters Score: Raw -1166837.811409 + Penalty 3000.146776 = -1163837.664633 nChanged 4 SP:Iteration 57Q (5128.981159 sec): 3 clusters Score: Raw -1166838.277144 + Penalty 3000.146776 = -1163838.130368 nChanged 3 SP:Iteration 58Q (5129.039284 sec): 3 clusters Score: Raw -1166838.569390 + Penalty 3000.146776 = -1163838.422614 nChanged 2 SP:Iteration 59Q (5129.094432 sec): 3 clusters Score: Raw -1166838.703630 + Penalty 3000.146776 = -1163838.556854 nChanged 1 SP:Iteration 60F (5129.159922 sec): 3 clusters Score: Raw -1166838.735792 + Penalty 3000.146776 = -1163838.589016 nChanged 0 Trying to split cluster 3 (17500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5129.207060 sec): 2 clusters Score: Raw -2049336.139805 + Penalty 1587.617876 = -2047748.521929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5129.283634 sec): 3 clusters Score: Raw -2038919.265556 + Penalty 3175.235752 = -2035744.029804 nChanged 7894 SP:Iteration 1F (5129.365496 sec): 3 clusters Score: Raw -2043309.336343 + Penalty 3175.235752 = -2040134.100591 nChanged 996 SP:Iteration 2F (5129.433401 sec): 3 clusters Score: Raw -2043738.544051 + Penalty 3175.235752 = -2040563.308299 nChanged 918 SP:Iteration 3F (5129.511034 sec): 3 clusters Score: Raw -2044197.461677 + Penalty 3175.235752 = -2041022.225925 nChanged 906 SP:Iteration 4F (5129.589437 sec): 3 clusters Score: Raw -2044684.767807 + Penalty 3175.235752 = -2041509.532055 nChanged 872 SP:Iteration 5Q (5129.667944 sec): 3 clusters Score: Raw -2045251.107730 + Penalty 3175.235752 = -2042075.871978 nChanged 967 SP:Iteration 6F (5129.741852 sec): 3 clusters Score: Raw -2045898.908624 + Penalty 3175.235752 = -2042723.672872 nChanged 953 SP:Iteration 7F (5129.819189 sec): 3 clusters Score: Raw -2046530.256578 + Penalty 3175.235752 = -2043355.020826 nChanged 859 SP:Iteration 8Q (5129.896941 sec): 3 clusters Score: Raw -2047076.925025 + Penalty 3175.235752 = -2043901.689273 nChanged 707 SP:Iteration 9Q (5129.971616 sec): 3 clusters Score: Raw -2047474.204439 + Penalty 3175.235752 = -2044298.968687 nChanged 570 SP:Iteration 10Q (5130.048261 sec): 3 clusters Score: Raw -2047789.330892 + Penalty 3175.235752 = -2044614.095140 nChanged 482 SP:Iteration 11Q (5130.124455 sec): 3 clusters Score: Raw -2048046.891658 + Penalty 3175.235752 = -2044871.655906 nChanged 414 SP:Iteration 12Q (5130.199429 sec): 3 clusters Score: Raw -2048260.905044 + Penalty 3175.235752 = -2045085.669292 nChanged 371 SP:Iteration 13Q (5130.274516 sec): 3 clusters Score: Raw -2048459.092767 + Penalty 3175.235752 = -2045283.857015 nChanged 340 SP:Iteration 14Q (5130.348630 sec): 3 clusters Score: Raw -2048649.117291 + Penalty 3175.235752 = -2045473.881539 nChanged 299 SP:Iteration 15Q (5130.408732 sec): 3 clusters Score: Raw -2048817.808940 + Penalty 3175.235752 = -2045642.573188 nChanged 296 SP:Iteration 16Q (5130.480140 sec): 3 clusters Score: Raw -2048981.454505 + Penalty 3175.235752 = -2045806.218753 nChanged 257 SP:Iteration 17Q (5130.554015 sec): 3 clusters Score: Raw -2049127.472986 + Penalty 3175.235752 = -2045952.237234 nChanged 223 SP:Iteration 18Q (5130.632142 sec): 3 clusters Score: Raw -2049255.080189 + Penalty 3175.235752 = -2046079.844437 nChanged 179 SP:Iteration 19Q (5130.709628 sec): 3 clusters Score: Raw -2049358.157075 + Penalty 3175.235752 = -2046182.921323 nChanged 145 SP:Iteration 20F (5130.790178 sec): 3 clusters Score: Raw -2049440.345572 + Penalty 3175.235752 = -2046265.109820 nChanged 155 SP:Iteration 21Q (5130.867009 sec): 3 clusters Score: Raw -2049522.368327 + Penalty 3175.235752 = -2046347.132575 nChanged 107 SP:Iteration 22Q (5130.943504 sec): 3 clusters Score: Raw -2049574.472505 + Penalty 3175.235752 = -2046399.236753 nChanged 80 SP:Iteration 23Q (5131.007923 sec): 3 clusters Score: Raw -2049606.375718 + Penalty 3175.235752 = -2046431.139966 nChanged 62 SP:Iteration 24Q (5131.071924 sec): 3 clusters Score: Raw -2049633.408359 + Penalty 3175.235752 = -2046458.172607 nChanged 39 SP:Iteration 25Q (5131.139315 sec): 3 clusters Score: Raw -2049647.949584 + Penalty 3175.235752 = -2046472.713832 nChanged 34 SP:Iteration 26Q (5131.210116 sec): 3 clusters Score: Raw -2049661.004167 + Penalty 3175.235752 = -2046485.768415 nChanged 31 SP:Iteration 27Q (5131.281271 sec): 3 clusters Score: Raw -2049674.563039 + Penalty 3175.235752 = -2046499.327287 nChanged 40 SP:Iteration 28Q (5131.344466 sec): 3 clusters Score: Raw -2049693.759441 + Penalty 3175.235752 = -2046518.523689 nChanged 38 SP:Iteration 29Q (5131.412818 sec): 3 clusters Score: Raw -2049711.531142 + Penalty 3175.235752 = -2046536.295390 nChanged 24 SP:Iteration 30Q (5131.487792 sec): 3 clusters Score: Raw -2049725.049613 + Penalty 3175.235752 = -2046549.813861 nChanged 24 SP:Iteration 31Q (5131.562857 sec): 3 clusters Score: Raw -2049737.552038 + Penalty 3175.235752 = -2046562.316286 nChanged 27 SP:Iteration 32Q (5131.637713 sec): 3 clusters Score: Raw -2049748.853936 + Penalty 3175.235752 = -2046573.618184 nChanged 23 SP:Iteration 33Q (5131.712196 sec): 3 clusters Score: Raw -2049761.938684 + Penalty 3175.235752 = -2046586.702932 nChanged 21 SP:Iteration 34Q (5131.786639 sec): 3 clusters Score: Raw -2049770.267377 + Penalty 3175.235752 = -2046595.031625 nChanged 16 SP:Iteration 35Q (5131.861597 sec): 3 clusters Score: Raw -2049774.962580 + Penalty 3175.235752 = -2046599.726828 nChanged 12 SP:Iteration 36Q (5131.935988 sec): 3 clusters Score: Raw -2049779.529458 + Penalty 3175.235752 = -2046604.293706 nChanged 11 SP:Iteration 37Q (5132.010246 sec): 3 clusters Score: Raw -2049783.059333 + Penalty 3175.235752 = -2046607.823581 nChanged 9 SP:Iteration 38Q (5132.084873 sec): 3 clusters Score: Raw -2049786.332153 + Penalty 3175.235752 = -2046611.096401 nChanged 9 SP:Iteration 39Q (5132.159607 sec): 3 clusters Score: Raw -2049788.653881 + Penalty 3175.235752 = -2046613.418129 nChanged 5 SP:Iteration 40F (5132.239746 sec): 3 clusters Score: Raw -2049790.276229 + Penalty 3175.235752 = -2046615.040477 nChanged 6 SP:Iteration 41Q (5132.310535 sec): 3 clusters Score: Raw -2049791.510790 + Penalty 3175.235752 = -2046616.275038 nChanged 5 SP:Iteration 42Q (5132.390290 sec): 3 clusters Score: Raw -2049793.197565 + Penalty 3175.235752 = -2046617.961813 nChanged 6 SP:Iteration 43Q (5132.440023 sec): 3 clusters Score: Raw -2049795.223744 + Penalty 3175.235752 = -2046619.987992 nChanged 9 SP:Iteration 44Q (5132.510722 sec): 3 clusters Score: Raw -2049798.462584 + Penalty 3175.235752 = -2046623.226832 nChanged 6 SP:Iteration 45Q (5132.581943 sec): 3 clusters Score: Raw -2049801.144788 + Penalty 3175.235752 = -2046625.909036 nChanged 5 SP:Iteration 46Q (5132.648625 sec): 3 clusters Score: Raw -2049802.781524 + Penalty 3175.235752 = -2046627.545772 nChanged 3 SP:Iteration 47Q (5132.717661 sec): 3 clusters Score: Raw -2049803.379454 + Penalty 3175.235752 = -2046628.143702 nChanged 4 SP:Iteration 48Q (5132.784313 sec): 3 clusters Score: Raw -2049804.393589 + Penalty 3175.235752 = -2046629.157837 nChanged 2 SP:Iteration 49Q (5132.855066 sec): 3 clusters Score: Raw -2049805.455330 + Penalty 3175.235752 = -2046630.219578 nChanged 2 SP:Iteration 50Q (5132.915651 sec): 3 clusters Score: Raw -2049805.931517 + Penalty 3175.235752 = -2046630.695765 nChanged 3 SP:Iteration 51Q (5132.977117 sec): 3 clusters Score: Raw -2049806.562635 + Penalty 3175.235752 = -2046631.326883 nChanged 2 SP:Iteration 52Q (5133.043468 sec): 3 clusters Score: Raw -2049807.032144 + Penalty 3175.235752 = -2046631.796392 nChanged 3 SP:Iteration 53Q (5133.114331 sec): 3 clusters Score: Raw -2049808.033706 + Penalty 3175.235752 = -2046632.797954 nChanged 0 SP:Iteration 54F (5133.192338 sec): 3 clusters Score: Raw -2049808.033706 + Penalty 3175.235752 = -2046632.797954 nChanged 0 Trying to split cluster 4 (10253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5133.231410 sec): 2 clusters Score: Raw -1285534.118057 + Penalty 1500.740414 = -1284033.377643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5133.298860 sec): 3 clusters Score: Raw -1279684.837908 + Penalty 3001.480828 = -1276683.357080 nChanged 4502 SP:Iteration 1F (5133.361128 sec): 3 clusters Score: Raw -1282016.257813 + Penalty 3001.480828 = -1279014.776985 nChanged 588 SP:Iteration 2F (5133.427358 sec): 3 clusters Score: Raw -1282260.512957 + Penalty 3001.480828 = -1279259.032129 nChanged 495 SP:Iteration 3Q (5133.486297 sec): 3 clusters Score: Raw -1282484.490701 + Penalty 3001.480828 = -1279483.009873 nChanged 480 SP:Iteration 4Q (5133.548351 sec): 3 clusters Score: Raw -1282709.472102 + Penalty 3001.480828 = -1279707.991274 nChanged 449 SP:Iteration 5Q (5133.615094 sec): 3 clusters Score: Raw -1282928.582873 + Penalty 3001.480828 = -1279927.102045 nChanged 451 SP:Iteration 6Q (5133.670432 sec): 3 clusters Score: Raw -1283188.379454 + Penalty 3001.480828 = -1280186.898626 nChanged 455 SP:Iteration 7Q (5133.736743 sec): 3 clusters Score: Raw -1283473.728599 + Penalty 3001.480828 = -1280472.247771 nChanged 479 SP:Iteration 8Q (5133.803271 sec): 3 clusters Score: Raw -1283797.607624 + Penalty 3001.480828 = -1280796.126796 nChanged 459 SP:Iteration 9Q (5133.869119 sec): 3 clusters Score: Raw -1284120.163185 + Penalty 3001.480828 = -1281118.682357 nChanged 393 SP:Iteration 10Q (5133.935191 sec): 3 clusters Score: Raw -1284406.593899 + Penalty 3001.480828 = -1281405.113071 nChanged 352 SP:Iteration 11Q (5133.989437 sec): 3 clusters Score: Raw -1284664.549750 + Penalty 3001.480828 = -1281663.068922 nChanged 296 SP:Iteration 12Q (5134.054218 sec): 3 clusters Score: Raw -1284884.467478 + Penalty 3001.480828 = -1281882.986650 nChanged 242 SP:Iteration 13Q (5134.118594 sec): 3 clusters Score: Raw -1285065.648970 + Penalty 3001.480828 = -1282064.168142 nChanged 185 SP:Iteration 14Q (5134.182606 sec): 3 clusters Score: Raw -1285205.466993 + Penalty 3001.480828 = -1282203.986165 nChanged 152 SP:Iteration 15Q (5134.246248 sec): 3 clusters Score: Raw -1285318.838423 + Penalty 3001.480828 = -1282317.357595 nChanged 122 SP:Iteration 16Q (5134.309029 sec): 3 clusters Score: Raw -1285394.202741 + Penalty 3001.480828 = -1282392.721913 nChanged 83 SP:Iteration 17Q (5134.371331 sec): 3 clusters Score: Raw -1285454.300214 + Penalty 3001.480828 = -1282452.819386 nChanged 66 SP:Iteration 18Q (5134.422020 sec): 3 clusters Score: Raw -1285503.135173 + Penalty 3001.480828 = -1282501.654345 nChanged 63 SP:Iteration 19Q (5134.484528 sec): 3 clusters Score: Raw -1285557.379258 + Penalty 3001.480828 = -1282555.898430 nChanged 52 SP:Iteration 20F (5134.546192 sec): 3 clusters Score: Raw -1285598.925392 + Penalty 3001.480828 = -1282597.444564 nChanged 34 SP:Iteration 21Q (5134.607668 sec): 3 clusters Score: Raw -1285627.475572 + Penalty 3001.480828 = -1282625.994744 nChanged 22 SP:Iteration 22Q (5134.669338 sec): 3 clusters Score: Raw -1285645.378032 + Penalty 3001.480828 = -1282643.897204 nChanged 23 SP:Iteration 23Q (5134.731230 sec): 3 clusters Score: Raw -1285663.085458 + Penalty 3001.480828 = -1282661.604630 nChanged 15 SP:Iteration 24Q (5134.784865 sec): 3 clusters Score: Raw -1285675.014925 + Penalty 3001.480828 = -1282673.534096 nChanged 11 SP:Iteration 25Q (5134.846100 sec): 3 clusters Score: Raw -1285684.328285 + Penalty 3001.480828 = -1282682.847457 nChanged 7 SP:Iteration 26Q (5134.907442 sec): 3 clusters Score: Raw -1285689.328797 + Penalty 3001.480828 = -1282687.847969 nChanged 10 SP:Iteration 27Q (5134.968964 sec): 3 clusters Score: Raw -1285695.614704 + Penalty 3001.480828 = -1282694.133876 nChanged 7 SP:Iteration 28Q (5135.030515 sec): 3 clusters Score: Raw -1285699.893791 + Penalty 3001.480828 = -1282698.412963 nChanged 1 SP:Iteration 29Q (5135.091582 sec): 3 clusters Score: Raw -1285700.293060 + Penalty 3001.480828 = -1282698.812232 nChanged 1 SP:Iteration 30Q (5135.148477 sec): 3 clusters Score: Raw -1285701.194110 + Penalty 3001.480828 = -1282699.713282 nChanged 1 SP:Iteration 31Q (5135.210085 sec): 3 clusters Score: Raw -1285701.881748 + Penalty 3001.480828 = -1282700.400920 nChanged 0 SP:Iteration 32F (5135.272777 sec): 3 clusters Score: Raw -1285701.881748 + Penalty 3001.480828 = -1282700.400920 nChanged 0 Trying to split cluster 5 (7080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5135.307329 sec): 2 clusters Score: Raw -818167.140177 + Penalty 1440.567243 = -816726.572934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5135.368723 sec): 3 clusters Score: Raw -814324.192687 + Penalty 2881.134486 = -811443.058202 nChanged 3045 SP:Iteration 1F (5135.429532 sec): 3 clusters Score: Raw -816228.315796 + Penalty 2881.134486 = -813347.181311 nChanged 541 SP:Iteration 2F (5135.490363 sec): 3 clusters Score: Raw -816615.113573 + Penalty 2881.134486 = -813733.979087 nChanged 466 SP:Iteration 3F (5135.551934 sec): 3 clusters Score: Raw -816985.907519 + Penalty 2881.134486 = -814104.773033 nChanged 429 SP:Iteration 4F (5135.606905 sec): 3 clusters Score: Raw -817310.763882 + Penalty 2881.134486 = -814429.629397 nChanged 441 SP:Iteration 5F (5135.665891 sec): 3 clusters Score: Raw -817647.032358 + Penalty 2881.134486 = -814765.897873 nChanged 416 SP:Iteration 6F (5135.726065 sec): 3 clusters Score: Raw -817961.025218 + Penalty 2881.134486 = -815079.890732 nChanged 391 SP:Iteration 7F (5135.786346 sec): 3 clusters Score: Raw -818237.868751 + Penalty 2881.134486 = -815356.734266 nChanged 347 SP:Iteration 8Q (5135.847907 sec): 3 clusters Score: Raw -818468.624132 + Penalty 2881.134486 = -815587.489646 nChanged 290 SP:Iteration 9Q (5135.897472 sec): 3 clusters Score: Raw -818648.119574 + Penalty 2881.134486 = -815766.985088 nChanged 222 SP:Iteration 10Q (5135.957684 sec): 3 clusters Score: Raw -818766.836128 + Penalty 2881.134486 = -815885.701642 nChanged 181 SP:Iteration 11Q (5136.012758 sec): 3 clusters Score: Raw -818848.349587 + Penalty 2881.134486 = -815967.215101 nChanged 148 SP:Iteration 12Q (5136.083354 sec): 3 clusters Score: Raw -818918.563837 + Penalty 2881.134486 = -816037.429352 nChanged 139 SP:Iteration 13Q (5136.133326 sec): 3 clusters Score: Raw -818984.935132 + Penalty 2881.134486 = -816103.800646 nChanged 100 SP:Iteration 14Q (5136.189459 sec): 3 clusters Score: Raw -819022.396922 + Penalty 2881.134486 = -816141.262436 nChanged 80 SP:Iteration 15Q (5136.249146 sec): 3 clusters Score: Raw -819062.583857 + Penalty 2881.134486 = -816181.449371 nChanged 87 SP:Iteration 16Q (5136.307817 sec): 3 clusters Score: Raw -819102.945127 + Penalty 2881.134486 = -816221.810641 nChanged 84 SP:Iteration 17Q (5136.367277 sec): 3 clusters Score: Raw -819142.716706 + Penalty 2881.134486 = -816261.582220 nChanged 68 SP:Iteration 18Q (5136.437856 sec): 3 clusters Score: Raw -819166.517419 + Penalty 2881.134486 = -816285.382933 nChanged 57 SP:Iteration 19Q (5136.486366 sec): 3 clusters Score: Raw -819183.628298 + Penalty 2881.134486 = -816302.493812 nChanged 52 SP:Iteration 20F (5136.545198 sec): 3 clusters Score: Raw -819197.196546 + Penalty 2881.134486 = -816316.062061 nChanged 39 SP:Iteration 21Q (5136.599596 sec): 3 clusters Score: Raw -819207.947842 + Penalty 2881.134486 = -816326.813357 nChanged 34 SP:Iteration 22Q (5136.659961 sec): 3 clusters Score: Raw -819216.873396 + Penalty 2881.134486 = -816335.738910 nChanged 28 SP:Iteration 23Q (5136.713268 sec): 3 clusters Score: Raw -819223.983576 + Penalty 2881.134486 = -816342.849090 nChanged 24 SP:Iteration 24Q (5136.771294 sec): 3 clusters Score: Raw -819230.106511 + Penalty 2881.134486 = -816348.972026 nChanged 19 SP:Iteration 25Q (5136.833363 sec): 3 clusters Score: Raw -819234.172820 + Penalty 2881.134486 = -816353.038335 nChanged 20 SP:Iteration 26Q (5136.895774 sec): 3 clusters Score: Raw -819238.730742 + Penalty 2881.134486 = -816357.596257 nChanged 19 SP:Iteration 27Q (5136.952757 sec): 3 clusters Score: Raw -819244.585990 + Penalty 2881.134486 = -816363.451504 nChanged 25 SP:Iteration 28Q (5137.014347 sec): 3 clusters Score: Raw -819250.943025 + Penalty 2881.134486 = -816369.808539 nChanged 23 SP:Iteration 29Q (5137.073218 sec): 3 clusters Score: Raw -819258.448753 + Penalty 2881.134486 = -816377.314268 nChanged 30 SP:Iteration 30Q (5137.131428 sec): 3 clusters Score: Raw -819266.751575 + Penalty 2881.134486 = -816385.617090 nChanged 23 SP:Iteration 31Q (5137.189788 sec): 3 clusters Score: Raw -819272.019658 + Penalty 2881.134486 = -816390.885173 nChanged 18 SP:Iteration 32Q (5137.246051 sec): 3 clusters Score: Raw -819276.198863 + Penalty 2881.134486 = -816395.064377 nChanged 16 SP:Iteration 33Q (5137.312092 sec): 3 clusters Score: Raw -819280.262225 + Penalty 2881.134486 = -816399.127739 nChanged 19 SP:Iteration 34Q (5137.356432 sec): 3 clusters Score: Raw -819285.562869 + Penalty 2881.134486 = -816404.428383 nChanged 17 SP:Iteration 35Q (5137.412504 sec): 3 clusters Score: Raw -819289.594757 + Penalty 2881.134486 = -816408.460271 nChanged 19 SP:Iteration 36Q (5137.472567 sec): 3 clusters Score: Raw -819293.437448 + Penalty 2881.134486 = -816412.302962 nChanged 17 SP:Iteration 37Q (5137.532664 sec): 3 clusters Score: Raw -819297.763632 + Penalty 2881.134486 = -816416.629146 nChanged 15 SP:Iteration 38Q (5137.589557 sec): 3 clusters Score: Raw -819301.314038 + Penalty 2881.134486 = -816420.179553 nChanged 21 SP:Iteration 39Q (5137.659392 sec): 3 clusters Score: Raw -819306.744475 + Penalty 2881.134486 = -816425.609990 nChanged 20 SP:Iteration 40F (5137.702714 sec): 3 clusters Score: Raw -819312.062364 + Penalty 2881.134486 = -816430.927879 nChanged 19 SP:Iteration 41Q (5137.764161 sec): 3 clusters Score: Raw -819316.148021 + Penalty 2881.134486 = -816435.013536 nChanged 13 SP:Iteration 42Q (5137.826094 sec): 3 clusters Score: Raw -819319.450698 + Penalty 2881.134486 = -816438.316213 nChanged 12 SP:Iteration 43Q (5137.896450 sec): 3 clusters Score: Raw -819321.666584 + Penalty 2881.134486 = -816440.532098 nChanged 13 SP:Iteration 44Q (5137.937712 sec): 3 clusters Score: Raw -819323.844411 + Penalty 2881.134486 = -816442.709925 nChanged 13 SP:Iteration 45Q (5138.000531 sec): 3 clusters Score: Raw -819326.550061 + Penalty 2881.134486 = -816445.415576 nChanged 11 SP:Iteration 46Q (5138.062102 sec): 3 clusters Score: Raw -819328.400777 + Penalty 2881.134486 = -816447.266291 nChanged 7 SP:Iteration 47Q (5138.121025 sec): 3 clusters Score: Raw -819329.797767 + Penalty 2881.134486 = -816448.663282 nChanged 11 SP:Iteration 48Q (5138.183409 sec): 3 clusters Score: Raw -819331.963629 + Penalty 2881.134486 = -816450.829144 nChanged 11 SP:Iteration 49Q (5138.231034 sec): 3 clusters Score: Raw -819335.226654 + Penalty 2881.134486 = -816454.092168 nChanged 9 SP:Iteration 50Q (5138.282957 sec): 3 clusters Score: Raw -819337.949117 + Penalty 2881.134486 = -816456.814631 nChanged 11 SP:Iteration 51Q (5138.349353 sec): 3 clusters Score: Raw -819340.304313 + Penalty 2881.134486 = -816459.169828 nChanged 13 SP:Iteration 52Q (5138.397179 sec): 3 clusters Score: Raw -819342.426042 + Penalty 2881.134486 = -816461.291556 nChanged 9 SP:Iteration 53Q (5138.439847 sec): 3 clusters Score: Raw -819344.636496 + Penalty 2881.134486 = -816463.502010 nChanged 9 SP:Iteration 54Q (5138.485814 sec): 3 clusters Score: Raw -819346.774160 + Penalty 2881.134486 = -816465.639674 nChanged 12 SP:Iteration 55Q (5138.543863 sec): 3 clusters Score: Raw -819349.306515 + Penalty 2881.134486 = -816468.172030 nChanged 7 SP:Iteration 56Q (5138.601989 sec): 3 clusters Score: Raw -819350.667637 + Penalty 2881.134486 = -816469.533151 nChanged 7 SP:Iteration 57Q (5138.646158 sec): 3 clusters Score: Raw -819351.594695 + Penalty 2881.134486 = -816470.460209 nChanged 5 SP:Iteration 58Q (5138.696356 sec): 3 clusters Score: Raw -819352.453196 + Penalty 2881.134486 = -816471.318710 nChanged 5 SP:Iteration 59Q (5138.733815 sec): 3 clusters Score: Raw -819353.416150 + Penalty 2881.134486 = -816472.281664 nChanged 5 SP:Iteration 60F (5138.783782 sec): 3 clusters Score: Raw -819354.168058 + Penalty 2881.134486 = -816473.033572 nChanged 5 SP:Iteration 61Q (5138.827570 sec): 3 clusters Score: Raw -819354.856761 + Penalty 2881.134486 = -816473.722276 nChanged 5 SP:Iteration 62Q (5138.877059 sec): 3 clusters Score: Raw -819355.832425 + Penalty 2881.134486 = -816474.697939 nChanged 6 SP:Iteration 63Q (5138.917195 sec): 3 clusters Score: Raw -819357.064468 + Penalty 2881.134486 = -816475.929982 nChanged 6 SP:Iteration 64Q (5138.968271 sec): 3 clusters Score: Raw -819358.084956 + Penalty 2881.134486 = -816476.950471 nChanged 4 SP:Iteration 65Q (5139.017847 sec): 3 clusters Score: Raw -819358.752966 + Penalty 2881.134486 = -816477.618480 nChanged 1 SP:Iteration 66Q (5139.061740 sec): 3 clusters Score: Raw -819358.858220 + Penalty 2881.134486 = -816477.723735 nChanged 2 SP:Iteration 67Q (5139.098423 sec): 3 clusters Score: Raw -819359.135751 + Penalty 2881.134486 = -816478.001265 nChanged 1 SP:Iteration 68Q (5139.147036 sec): 3 clusters Score: Raw -819359.343891 + Penalty 2881.134486 = -816478.209405 nChanged 0 SP:Iteration 69F (5139.191143 sec): 3 clusters Score: Raw -819359.343891 + Penalty 2881.134486 = -816478.209405 nChanged 0 Trying to split cluster 6 (12138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5139.226243 sec): 2 clusters Score: Raw -1403288.644954 + Penalty 1528.165650 = -1401760.479305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5139.270909 sec): 3 clusters Score: Raw -1396270.219856 + Penalty 3056.331300 = -1393213.888557 nChanged 5383 SP:Iteration 1F (5139.322005 sec): 3 clusters Score: Raw -1399157.470677 + Penalty 3056.331300 = -1396101.139377 nChanged 724 SP:Iteration 2F (5139.375237 sec): 3 clusters Score: Raw -1399518.113188 + Penalty 3056.331300 = -1396461.781888 nChanged 735 SP:Iteration 3F (5139.434857 sec): 3 clusters Score: Raw -1399956.298455 + Penalty 3056.331300 = -1396899.967155 nChanged 796 SP:Iteration 4F (5139.494456 sec): 3 clusters Score: Raw -1400517.803140 + Penalty 3056.331300 = -1397461.471840 nChanged 883 SP:Iteration 5F (5139.556419 sec): 3 clusters Score: Raw -1401272.847457 + Penalty 3056.331300 = -1398216.516157 nChanged 929 SP:Iteration 6F (5139.620525 sec): 3 clusters Score: Raw -1402068.495070 + Penalty 3056.331300 = -1399012.163770 nChanged 815 SP:Iteration 7F (5139.686927 sec): 3 clusters Score: Raw -1402791.689340 + Penalty 3056.331300 = -1399735.358040 nChanged 697 SP:Iteration 8F (5139.755297 sec): 3 clusters Score: Raw -1403367.084631 + Penalty 3056.331300 = -1400310.753331 nChanged 465 SP:Iteration 9Q (5139.823427 sec): 3 clusters Score: Raw -1403680.326304 + Penalty 3056.331300 = -1400623.995004 nChanged 302 SP:Iteration 10Q (5139.885972 sec): 3 clusters Score: Raw -1403811.969297 + Penalty 3056.331300 = -1400755.637997 nChanged 175 SP:Iteration 11Q (5139.954422 sec): 3 clusters Score: Raw -1403871.809672 + Penalty 3056.331300 = -1400815.478372 nChanged 129 SP:Iteration 12Q (5140.023732 sec): 3 clusters Score: Raw -1403906.017214 + Penalty 3056.331300 = -1400849.685914 nChanged 96 SP:Iteration 13Q (5140.091615 sec): 3 clusters Score: Raw -1403926.387271 + Penalty 3056.331300 = -1400870.055972 nChanged 56 SP:Iteration 14Q (5140.163938 sec): 3 clusters Score: Raw -1403938.745994 + Penalty 3056.331300 = -1400882.414694 nChanged 50 SP:Iteration 15Q (5140.229701 sec): 3 clusters Score: Raw -1403947.777558 + Penalty 3056.331300 = -1400891.446259 nChanged 34 SP:Iteration 16Q (5140.295797 sec): 3 clusters Score: Raw -1403953.656726 + Penalty 3056.331300 = -1400897.325426 nChanged 28 SP:Iteration 17Q (5140.363946 sec): 3 clusters Score: Raw -1403957.962601 + Penalty 3056.331300 = -1400901.631302 nChanged 20 SP:Iteration 18Q (5140.430625 sec): 3 clusters Score: Raw -1403962.040204 + Penalty 3056.331300 = -1400905.708905 nChanged 21 SP:Iteration 19Q (5140.491679 sec): 3 clusters Score: Raw -1403965.075735 + Penalty 3056.331300 = -1400908.744436 nChanged 19 SP:Iteration 20F (5140.567862 sec): 3 clusters Score: Raw -1403967.212152 + Penalty 3056.331300 = -1400910.880853 nChanged 10 SP:Iteration 21Q (5140.620831 sec): 3 clusters Score: Raw -1403968.387420 + Penalty 3056.331300 = -1400912.056120 nChanged 6 SP:Iteration 22Q (5140.683773 sec): 3 clusters Score: Raw -1403969.607983 + Penalty 3056.331300 = -1400913.276683 nChanged 8 SP:Iteration 23Q (5140.746552 sec): 3 clusters Score: Raw -1403970.569548 + Penalty 3056.331300 = -1400914.238248 nChanged 5 SP:Iteration 24Q (5140.803520 sec): 3 clusters Score: Raw -1403971.227466 + Penalty 3056.331300 = -1400914.896166 nChanged 9 SP:Iteration 25Q (5140.871066 sec): 3 clusters Score: Raw -1403972.526744 + Penalty 3056.331300 = -1400916.195444 nChanged 4 SP:Iteration 26Q (5140.932534 sec): 3 clusters Score: Raw -1403973.077414 + Penalty 3056.331300 = -1400916.746114 nChanged 3 SP:Iteration 27Q (5140.995526 sec): 3 clusters Score: Raw -1403973.503014 + Penalty 3056.331300 = -1400917.171715 nChanged 0 SP:Iteration 28F (5141.066234 sec): 3 clusters Score: Raw -1403973.503014 + Penalty 3056.331300 = -1400917.171715 nChanged 0 Trying to split cluster 7 (3792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5141.101136 sec): 2 clusters Score: Raw -397672.749819 + Penalty 1339.105440 = -396333.644379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5141.150264 sec): 3 clusters Score: Raw -395891.535554 + Penalty 2678.210881 = -393213.324673 nChanged 1478 SP:Iteration 1F (5141.204532 sec): 3 clusters Score: Raw -396956.754141 + Penalty 2678.210881 = -394278.543260 nChanged 403 SP:Iteration 2F (5141.243967 sec): 3 clusters Score: Raw -397450.080602 + Penalty 2678.210881 = -394771.869722 nChanged 320 SP:Iteration 3F (5141.293982 sec): 3 clusters Score: Raw -397797.185758 + Penalty 2678.210881 = -395118.974877 nChanged 247 SP:Iteration 4F (5141.356264 sec): 3 clusters Score: Raw -398013.251024 + Penalty 2678.210881 = -395335.040143 nChanged 191 SP:Iteration 5F (5141.400715 sec): 3 clusters Score: Raw -398163.848125 + Penalty 2678.210881 = -395485.637244 nChanged 146 SP:Iteration 6Q (5141.454880 sec): 3 clusters Score: Raw -398251.487950 + Penalty 2678.210881 = -395573.277070 nChanged 96 SP:Iteration 7Q (5141.508832 sec): 3 clusters Score: Raw -398313.024031 + Penalty 2678.210881 = -395634.813150 nChanged 65 SP:Iteration 8Q (5141.557244 sec): 3 clusters Score: Raw -398346.489823 + Penalty 2678.210881 = -395668.278942 nChanged 50 SP:Iteration 9Q (5141.612282 sec): 3 clusters Score: Raw -398366.657362 + Penalty 2678.210881 = -395688.446481 nChanged 35 SP:Iteration 10Q (5141.669076 sec): 3 clusters Score: Raw -398378.706367 + Penalty 2678.210881 = -395700.495486 nChanged 24 SP:Iteration 11Q (5141.715583 sec): 3 clusters Score: Raw -398391.222772 + Penalty 2678.210881 = -395713.011892 nChanged 35 SP:Iteration 12Q (5141.770367 sec): 3 clusters Score: Raw -398405.034967 + Penalty 2678.210881 = -395726.824086 nChanged 31 SP:Iteration 13Q (5141.825018 sec): 3 clusters Score: Raw -398422.288325 + Penalty 2678.210881 = -395744.077444 nChanged 33 SP:Iteration 14Q (5141.879280 sec): 3 clusters Score: Raw -398441.406342 + Penalty 2678.210881 = -395763.195461 nChanged 24 SP:Iteration 15Q (5141.929238 sec): 3 clusters Score: Raw -398474.689969 + Penalty 2678.210881 = -395796.479088 nChanged 37 SP:Iteration 16Q (5141.979606 sec): 3 clusters Score: Raw -398495.612890 + Penalty 2678.210881 = -395817.402009 nChanged 32 SP:Iteration 17Q (5142.033591 sec): 3 clusters Score: Raw -398507.929335 + Penalty 2678.210881 = -395829.718455 nChanged 14 SP:Iteration 18Q (5142.088819 sec): 3 clusters Score: Raw -398513.576015 + Penalty 2678.210881 = -395835.365134 nChanged 11 SP:Iteration 19Q (5142.136973 sec): 3 clusters Score: Raw -398517.311994 + Penalty 2678.210881 = -395839.101113 nChanged 11 SP:Iteration 20F (5142.185251 sec): 3 clusters Score: Raw -398521.114690 + Penalty 2678.210881 = -395842.903809 nChanged 13 SP:Iteration 21Q (5142.224391 sec): 3 clusters Score: Raw -398525.520492 + Penalty 2678.210881 = -395847.309611 nChanged 13 SP:Iteration 22Q (5142.271779 sec): 3 clusters Score: Raw -398530.020591 + Penalty 2678.210881 = -395851.809711 nChanged 12 SP:Iteration 23Q (5142.317390 sec): 3 clusters Score: Raw -398534.038355 + Penalty 2678.210881 = -395855.827474 nChanged 12 SP:Iteration 24Q (5142.372298 sec): 3 clusters Score: Raw -398538.173967 + Penalty 2678.210881 = -395859.963087 nChanged 8 SP:Iteration 25Q (5142.409162 sec): 3 clusters Score: Raw -398540.586097 + Penalty 2678.210881 = -395862.375216 nChanged 7 SP:Iteration 26Q (5142.441932 sec): 3 clusters Score: Raw -398542.211138 + Penalty 2678.210881 = -395864.000258 nChanged 7 SP:Iteration 27Q (5142.481432 sec): 3 clusters Score: Raw -398545.260879 + Penalty 2678.210881 = -395867.049999 nChanged 12 SP:Iteration 28Q (5142.520496 sec): 3 clusters Score: Raw -398549.802201 + Penalty 2678.210881 = -395871.591321 nChanged 10 SP:Iteration 29Q (5142.566627 sec): 3 clusters Score: Raw -398553.096848 + Penalty 2678.210881 = -395874.885967 nChanged 9 SP:Iteration 30Q (5142.600200 sec): 3 clusters Score: Raw -398555.783698 + Penalty 2678.210881 = -395877.572817 nChanged 9 SP:Iteration 31Q (5142.645183 sec): 3 clusters Score: Raw -398558.429299 + Penalty 2678.210881 = -395880.218418 nChanged 5 SP:Iteration 32Q (5142.698861 sec): 3 clusters Score: Raw -398560.402026 + Penalty 2678.210881 = -395882.191145 nChanged 7 SP:Iteration 33Q (5142.737724 sec): 3 clusters Score: Raw -398562.851492 + Penalty 2678.210881 = -395884.640611 nChanged 1 SP:Iteration 34Q (5142.776493 sec): 3 clusters Score: Raw -398563.243251 + Penalty 2678.210881 = -395885.032370 nChanged 1 SP:Iteration 35Q (5142.816426 sec): 3 clusters Score: Raw -398563.532580 + Penalty 2678.210881 = -395885.321699 nChanged 2 SP:Iteration 36Q (5142.863068 sec): 3 clusters Score: Raw -398564.173495 + Penalty 2678.210881 = -395885.962614 nChanged 1 SP:Iteration 37Q (5142.902916 sec): 3 clusters Score: Raw -398564.359830 + Penalty 2678.210881 = -395886.148949 nChanged 0 SP:Iteration 38F (5142.942313 sec): 3 clusters Score: Raw -398564.359830 + Penalty 2678.210881 = -395886.148949 nChanged 0 Trying to split cluster 8 (119264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5143.107960 sec): 2 clusters Score: Raw -14045753.049255 + Penalty 1899.477905 = -14043853.571349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5143.323840 sec): 3 clusters Score: Raw -13967679.236568 + Penalty 3798.955811 = -13963880.280758 nChanged 57377 SP:Iteration 1F (5143.563750 sec): 3 clusters Score: Raw -14003802.245939 + Penalty 3798.955811 = -14000003.290128 nChanged 5833 SP:Iteration 2Q (5143.813339 sec): 3 clusters Score: Raw -14006546.380298 + Penalty 3798.955811 = -14002747.424487 nChanged 7130 SP:Iteration 3F (5144.042973 sec): 3 clusters Score: Raw -14010847.930950 + Penalty 3798.955811 = -14007048.975140 nChanged 8450 SP:Iteration 4F (5144.281556 sec): 3 clusters Score: Raw -14017418.590795 + Penalty 3798.955811 = -14013619.634984 nChanged 9004 SP:Iteration 5F (5144.530442 sec): 3 clusters Score: Raw -14025581.777275 + Penalty 3798.955811 = -14021782.821465 nChanged 7772 SP:Iteration 6F (5144.805825 sec): 3 clusters Score: Raw -14032854.812772 + Penalty 3798.955811 = -14029055.856961 nChanged 5486 SP:Iteration 7Q (5145.051527 sec): 3 clusters Score: Raw -14037576.740082 + Penalty 3798.955811 = -14033777.784271 nChanged 3725 SP:Iteration 8Q (5145.286365 sec): 3 clusters Score: Raw -14040292.669647 + Penalty 3798.955811 = -14036493.713836 nChanged 2520 SP:Iteration 9Q (5145.539772 sec): 3 clusters Score: Raw -14041833.341484 + Penalty 3798.955811 = -14038034.385674 nChanged 1916 SP:Iteration 10Q (5145.755259 sec): 3 clusters Score: Raw -14042891.434964 + Penalty 3798.955811 = -14039092.479153 nChanged 1518 SP:Iteration 11Q (5145.973292 sec): 3 clusters Score: Raw -14043689.996116 + Penalty 3798.955811 = -14039891.040305 nChanged 1257 SP:Iteration 12Q (5146.192505 sec): 3 clusters Score: Raw -14044315.473465 + Penalty 3798.955811 = -14040516.517654 nChanged 1043 SP:Iteration 13Q (5146.397431 sec): 3 clusters Score: Raw -14044808.333593 + Penalty 3798.955811 = -14041009.377782 nChanged 854 SP:Iteration 14Q (5146.621593 sec): 3 clusters Score: Raw -14045195.282690 + Penalty 3798.955811 = -14041396.326879 nChanged 670 SP:Iteration 15Q (5146.843737 sec): 3 clusters Score: Raw -14045499.985845 + Penalty 3798.955811 = -14041701.030035 nChanged 534 SP:Iteration 16Q (5147.064814 sec): 3 clusters Score: Raw -14045743.130814 + Penalty 3798.955811 = -14041944.175003 nChanged 424 SP:Iteration 17Q (5147.282221 sec): 3 clusters Score: Raw -14045926.629590 + Penalty 3798.955811 = -14042127.673780 nChanged 303 SP:Iteration 18Q (5147.474420 sec): 3 clusters Score: Raw -14046054.964591 + Penalty 3798.955811 = -14042256.008781 nChanged 250 SP:Iteration 19Q (5147.702187 sec): 3 clusters Score: Raw -14046151.049956 + Penalty 3798.955811 = -14042352.094146 nChanged 194 SP:Iteration 20F (5147.948399 sec): 3 clusters Score: Raw -14046220.146529 + Penalty 3798.955811 = -14042421.190718 nChanged 145 SP:Iteration 21Q (5148.174363 sec): 3 clusters Score: Raw -14046264.293460 + Penalty 3798.955811 = -14042465.337649 nChanged 110 SP:Iteration 22Q (5148.378350 sec): 3 clusters Score: Raw -14046301.703072 + Penalty 3798.955811 = -14042502.747261 nChanged 92 SP:Iteration 23Q (5148.580133 sec): 3 clusters Score: Raw -14046333.239436 + Penalty 3798.955811 = -14042534.283626 nChanged 98 SP:Iteration 24Q (5148.775250 sec): 3 clusters Score: Raw -14046362.261413 + Penalty 3798.955811 = -14042563.305603 nChanged 76 SP:Iteration 25Q (5148.974289 sec): 3 clusters Score: Raw -14046385.253021 + Penalty 3798.955811 = -14042586.297210 nChanged 60 SP:Iteration 26Q (5149.216954 sec): 3 clusters Score: Raw -14046403.071083 + Penalty 3798.955811 = -14042604.115272 nChanged 52 SP:Iteration 27Q (5149.414209 sec): 3 clusters Score: Raw -14046419.478344 + Penalty 3798.955811 = -14042620.522534 nChanged 47 SP:Iteration 28Q (5149.609858 sec): 3 clusters Score: Raw -14046432.146475 + Penalty 3798.955811 = -14042633.190665 nChanged 29 SP:Iteration 29Q (5149.805394 sec): 3 clusters Score: Raw -14046442.872077 + Penalty 3798.955811 = -14042643.916266 nChanged 24 SP:Iteration 30Q (5149.988923 sec): 3 clusters Score: Raw -14046451.326522 + Penalty 3798.955811 = -14042652.370711 nChanged 31 SP:Iteration 31Q (5150.171113 sec): 3 clusters Score: Raw -14046458.640863 + Penalty 3798.955811 = -14042659.685052 nChanged 24 SP:Iteration 32Q (5150.361819 sec): 3 clusters Score: Raw -14046464.979312 + Penalty 3798.955811 = -14042666.023502 nChanged 24 SP:Iteration 33Q (5150.541425 sec): 3 clusters Score: Raw -14046470.088405 + Penalty 3798.955811 = -14042671.132594 nChanged 13 SP:Iteration 34Q (5150.721129 sec): 3 clusters Score: Raw -14046475.320257 + Penalty 3798.955811 = -14042676.364446 nChanged 22 SP:Iteration 35Q (5150.904044 sec): 3 clusters Score: Raw -14046482.972935 + Penalty 3798.955811 = -14042684.017124 nChanged 26 SP:Iteration 36Q (5151.086038 sec): 3 clusters Score: Raw -14046490.425760 + Penalty 3798.955811 = -14042691.469949 nChanged 26 SP:Iteration 37Q (5151.286671 sec): 3 clusters Score: Raw -14046495.090375 + Penalty 3798.955811 = -14042696.134564 nChanged 18 SP:Iteration 38Q (5151.493586 sec): 3 clusters Score: Raw -14046499.013132 + Penalty 3798.955811 = -14042700.057322 nChanged 12 SP:Iteration 39Q (5151.701592 sec): 3 clusters Score: Raw -14046501.132213 + Penalty 3798.955811 = -14042702.176402 nChanged 10 SP:Iteration 40F (5151.938157 sec): 3 clusters Score: Raw -14046503.364501 + Penalty 3798.955811 = -14042704.408690 nChanged 10 SP:Iteration 41Q (5152.139757 sec): 3 clusters Score: Raw -14046506.026416 + Penalty 3798.955811 = -14042707.070605 nChanged 19 SP:Iteration 42Q (5152.341370 sec): 3 clusters Score: Raw -14046509.919255 + Penalty 3798.955811 = -14042710.963444 nChanged 15 SP:Iteration 43Q (5152.539590 sec): 3 clusters Score: Raw -14046512.898986 + Penalty 3798.955811 = -14042713.943175 nChanged 12 SP:Iteration 44Q (5152.734998 sec): 3 clusters Score: Raw -14046515.432143 + Penalty 3798.955811 = -14042716.476332 nChanged 10 SP:Iteration 45Q (5152.930118 sec): 3 clusters Score: Raw -14046517.060773 + Penalty 3798.955811 = -14042718.104963 nChanged 5 SP:Iteration 46Q (5153.126308 sec): 3 clusters Score: Raw -14046517.776673 + Penalty 3798.955811 = -14042718.820862 nChanged 5 SP:Iteration 47Q (5153.322079 sec): 3 clusters Score: Raw -14046518.564421 + Penalty 3798.955811 = -14042719.608611 nChanged 4 SP:Iteration 48Q (5153.518905 sec): 3 clusters Score: Raw -14046519.498145 + Penalty 3798.955811 = -14042720.542334 nChanged 4 SP:Iteration 49Q (5153.714313 sec): 3 clusters Score: Raw -14046520.341985 + Penalty 3798.955811 = -14042721.386175 nChanged 7 SP:Iteration 50Q (5153.903342 sec): 3 clusters Score: Raw -14046521.243022 + Penalty 3798.955811 = -14042722.287211 nChanged 5 SP:Iteration 51Q (5154.098430 sec): 3 clusters Score: Raw -14046522.310347 + Penalty 3798.955811 = -14042723.354537 nChanged 5 SP:Iteration 52Q (5154.291593 sec): 3 clusters Score: Raw -14046523.273096 + Penalty 3798.955811 = -14042724.317285 nChanged 9 SP:Iteration 53Q (5154.486048 sec): 3 clusters Score: Raw -14046524.780234 + Penalty 3798.955811 = -14042725.824423 nChanged 10 SP:Iteration 54Q (5154.680390 sec): 3 clusters Score: Raw -14046526.465734 + Penalty 3798.955811 = -14042727.509923 nChanged 5 SP:Iteration 55Q (5154.884568 sec): 3 clusters Score: Raw -14046527.758969 + Penalty 3798.955811 = -14042728.803159 nChanged 4 SP:Iteration 56Q (5155.088368 sec): 3 clusters Score: Raw -14046528.670737 + Penalty 3798.955811 = -14042729.714927 nChanged 3 SP:Iteration 57Q (5155.291945 sec): 3 clusters Score: Raw -14046529.394356 + Penalty 3798.955811 = -14042730.438545 nChanged 1 SP:Iteration 58Q (5155.507747 sec): 3 clusters Score: Raw -14046529.607834 + Penalty 3798.955811 = -14042730.652023 nChanged 2 SP:Iteration 59Q (5155.731962 sec): 3 clusters Score: Raw -14046530.206373 + Penalty 3798.955811 = -14042731.250562 nChanged 3 SP:Iteration 60F (5156.007511 sec): 3 clusters Score: Raw -14046530.623858 + Penalty 3798.955811 = -14042731.668047 nChanged 3 SP:Iteration 61Q (5156.190536 sec): 3 clusters Score: Raw -14046531.178803 + Penalty 3798.955811 = -14042732.222992 nChanged 3 SP:Iteration 62Q (5156.369325 sec): 3 clusters Score: Raw -14046531.653189 + Penalty 3798.955811 = -14042732.697378 nChanged 1 SP:Iteration 63Q (5156.544385 sec): 3 clusters Score: Raw -14046531.807109 + Penalty 3798.955811 = -14042732.851299 nChanged 0 SP:Iteration 64F (5156.752014 sec): 3 clusters Score: Raw -14046531.807109 + Penalty 3798.955811 = -14042732.851299 nChanged 0 Trying to split cluster 9 (51354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5156.834655 sec): 2 clusters Score: Raw -5901101.511410 + Penalty 1762.555943 = -5899338.955467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5156.971894 sec): 3 clusters Score: Raw -5868553.740126 + Penalty 3525.111885 = -5865028.628241 nChanged 24011 SP:Iteration 1F (5157.108983 sec): 3 clusters Score: Raw -5882510.485013 + Penalty 3525.111885 = -5878985.373127 nChanged 2334 SP:Iteration 2Q (5157.246048 sec): 3 clusters Score: Raw -5883353.829258 + Penalty 3525.111885 = -5879828.717372 nChanged 2422 SP:Iteration 3Q (5157.368794 sec): 3 clusters Score: Raw -5884364.838744 + Penalty 3525.111885 = -5880839.726858 nChanged 2599 SP:Iteration 4F (5157.507578 sec): 3 clusters Score: Raw -5885619.090950 + Penalty 3525.111885 = -5882093.979065 nChanged 2847 SP:Iteration 5F (5157.646880 sec): 3 clusters Score: Raw -5887231.609170 + Penalty 3525.111885 = -5883706.497285 nChanged 3151 SP:Iteration 6F (5157.766823 sec): 3 clusters Score: Raw -5889311.094311 + Penalty 3525.111885 = -5885785.982426 nChanged 3274 SP:Iteration 7F (5157.889474 sec): 3 clusters Score: Raw -5891618.986364 + Penalty 3525.111885 = -5888093.874478 nChanged 3004 SP:Iteration 8F (5158.016173 sec): 3 clusters Score: Raw -5893552.992836 + Penalty 3525.111885 = -5890027.880950 nChanged 2431 SP:Iteration 9Q (5158.160996 sec): 3 clusters Score: Raw -5894774.230638 + Penalty 3525.111885 = -5891249.118753 nChanged 1734 SP:Iteration 10Q (5158.303407 sec): 3 clusters Score: Raw -5895335.960724 + Penalty 3525.111885 = -5891810.848839 nChanged 1083 SP:Iteration 11Q (5158.425137 sec): 3 clusters Score: Raw -5895577.157384 + Penalty 3525.111885 = -5892052.045499 nChanged 710 SP:Iteration 12Q (5158.552480 sec): 3 clusters Score: Raw -5895700.412089 + Penalty 3525.111885 = -5892175.300203 nChanged 538 SP:Iteration 13Q (5158.677727 sec): 3 clusters Score: Raw -5895795.214491 + Penalty 3525.111885 = -5892270.102606 nChanged 445 SP:Iteration 14Q (5158.792778 sec): 3 clusters Score: Raw -5895875.774531 + Penalty 3525.111885 = -5892350.662646 nChanged 452 SP:Iteration 15Q (5158.910305 sec): 3 clusters Score: Raw -5895959.824510 + Penalty 3525.111885 = -5892434.712624 nChanged 442 SP:Iteration 16Q (5159.029114 sec): 3 clusters Score: Raw -5896034.043997 + Penalty 3525.111885 = -5892508.932111 nChanged 408 SP:Iteration 17Q (5159.150634 sec): 3 clusters Score: Raw -5896102.677272 + Penalty 3525.111885 = -5892577.565386 nChanged 389 SP:Iteration 18Q (5159.270373 sec): 3 clusters Score: Raw -5896167.233307 + Penalty 3525.111885 = -5892642.121422 nChanged 391 SP:Iteration 19Q (5159.394696 sec): 3 clusters Score: Raw -5896231.573336 + Penalty 3525.111885 = -5892706.461450 nChanged 375 SP:Iteration 20F (5159.524566 sec): 3 clusters Score: Raw -5896288.330640 + Penalty 3525.111885 = -5892763.218754 nChanged 349 SP:Iteration 21Q (5159.654165 sec): 3 clusters Score: Raw -5896340.798927 + Penalty 3525.111885 = -5892815.687041 nChanged 336 SP:Iteration 22Q (5159.774083 sec): 3 clusters Score: Raw -5896392.201552 + Penalty 3525.111885 = -5892867.089666 nChanged 327 SP:Iteration 23Q (5159.906296 sec): 3 clusters Score: Raw -5896438.433892 + Penalty 3525.111885 = -5892913.322007 nChanged 287 SP:Iteration 24Q (5160.040191 sec): 3 clusters Score: Raw -5896480.611360 + Penalty 3525.111885 = -5892955.499475 nChanged 307 SP:Iteration 25Q (5160.166591 sec): 3 clusters Score: Raw -5896524.224770 + Penalty 3525.111885 = -5892999.112884 nChanged 298 SP:Iteration 26Q (5160.294735 sec): 3 clusters Score: Raw -5896566.810174 + Penalty 3525.111885 = -5893041.698288 nChanged 316 SP:Iteration 27Q (5160.405328 sec): 3 clusters Score: Raw -5896609.175650 + Penalty 3525.111885 = -5893084.063764 nChanged 315 SP:Iteration 28Q (5160.536463 sec): 3 clusters Score: Raw -5896651.775654 + Penalty 3525.111885 = -5893126.663768 nChanged 316 SP:Iteration 29Q (5160.677577 sec): 3 clusters Score: Raw -5896695.481243 + Penalty 3525.111885 = -5893170.369357 nChanged 310 SP:Iteration 30Q (5160.812517 sec): 3 clusters Score: Raw -5896741.421080 + Penalty 3525.111885 = -5893216.309195 nChanged 310 SP:Iteration 31Q (5160.959079 sec): 3 clusters Score: Raw -5896787.877074 + Penalty 3525.111885 = -5893262.765188 nChanged 330 SP:Iteration 32Q (5161.088345 sec): 3 clusters Score: Raw -5896835.305279 + Penalty 3525.111885 = -5893310.193394 nChanged 352 SP:Iteration 33Q (5161.226670 sec): 3 clusters Score: Raw -5896891.752907 + Penalty 3525.111885 = -5893366.641022 nChanged 378 SP:Iteration 34Q (5161.370523 sec): 3 clusters Score: Raw -5896953.765981 + Penalty 3525.111885 = -5893428.654095 nChanged 419 SP:Iteration 35Q (5161.511977 sec): 3 clusters Score: Raw -5897033.596431 + Penalty 3525.111885 = -5893508.484545 nChanged 455 SP:Iteration 36Q (5161.641826 sec): 3 clusters Score: Raw -5897125.105170 + Penalty 3525.111885 = -5893599.993284 nChanged 467 SP:Iteration 37Q (5161.776938 sec): 3 clusters Score: Raw -5897219.917110 + Penalty 3525.111885 = -5893694.805225 nChanged 492 SP:Iteration 38Q (5161.903363 sec): 3 clusters Score: Raw -5897322.757224 + Penalty 3525.111885 = -5893797.645339 nChanged 464 SP:Iteration 39Q (5162.025296 sec): 3 clusters Score: Raw -5897419.486918 + Penalty 3525.111885 = -5893894.375033 nChanged 471 SP:Iteration 40F (5162.159783 sec): 3 clusters Score: Raw -5897511.929028 + Penalty 3525.111885 = -5893986.817143 nChanged 443 SP:Iteration 41Q (5162.283473 sec): 3 clusters Score: Raw -5897599.036767 + Penalty 3525.111885 = -5894073.924882 nChanged 484 SP:Iteration 42Q (5162.406629 sec): 3 clusters Score: Raw -5897706.112054 + Penalty 3525.111885 = -5894181.000169 nChanged 532 SP:Iteration 43Q (5162.530279 sec): 3 clusters Score: Raw -5897830.624419 + Penalty 3525.111885 = -5894305.512534 nChanged 515 SP:Iteration 44Q (5162.647756 sec): 3 clusters Score: Raw -5897956.031993 + Penalty 3525.111885 = -5894430.920107 nChanged 504 SP:Iteration 45Q (5162.770902 sec): 3 clusters Score: Raw -5898083.878788 + Penalty 3525.111885 = -5894558.766903 nChanged 546 SP:Iteration 46Q (5162.895747 sec): 3 clusters Score: Raw -5898229.355833 + Penalty 3525.111885 = -5894704.243948 nChanged 535 SP:Iteration 47Q (5163.007756 sec): 3 clusters Score: Raw -5898374.095932 + Penalty 3525.111885 = -5894848.984046 nChanged 524 SP:Iteration 48Q (5163.131701 sec): 3 clusters Score: Raw -5898512.343711 + Penalty 3525.111885 = -5894987.231826 nChanged 507 SP:Iteration 49Q (5163.243076 sec): 3 clusters Score: Raw -5898637.414796 + Penalty 3525.111885 = -5895112.302910 nChanged 490 SP:Iteration 50Q (5163.370143 sec): 3 clusters Score: Raw -5898765.241401 + Penalty 3525.111885 = -5895240.129516 nChanged 509 SP:Iteration 51Q (5163.499432 sec): 3 clusters Score: Raw -5898901.830474 + Penalty 3525.111885 = -5895376.718588 nChanged 487 SP:Iteration 52Q (5163.631458 sec): 3 clusters Score: Raw -5899029.806237 + Penalty 3525.111885 = -5895504.694352 nChanged 460 SP:Iteration 53Q (5163.747834 sec): 3 clusters Score: Raw -5899149.395048 + Penalty 3525.111885 = -5895624.283163 nChanged 449 SP:Iteration 54Q (5163.870907 sec): 3 clusters Score: Raw -5899275.768721 + Penalty 3525.111885 = -5895750.656836 nChanged 439 SP:Iteration 55Q (5164.004307 sec): 3 clusters Score: Raw -5899402.253153 + Penalty 3525.111885 = -5895877.141268 nChanged 447 SP:Iteration 56Q (5164.140540 sec): 3 clusters Score: Raw -5899528.296731 + Penalty 3525.111885 = -5896003.184845 nChanged 424 SP:Iteration 57Q (5164.275019 sec): 3 clusters Score: Raw -5899657.111242 + Penalty 3525.111885 = -5896131.999356 nChanged 411 SP:Iteration 58Q (5164.408999 sec): 3 clusters Score: Raw -5899791.412685 + Penalty 3525.111885 = -5896266.300800 nChanged 416 SP:Iteration 59Q (5164.545763 sec): 3 clusters Score: Raw -5899930.493710 + Penalty 3525.111885 = -5896405.381824 nChanged 385 SP:Iteration 60F (5164.683222 sec): 3 clusters Score: Raw -5900056.986701 + Penalty 3525.111885 = -5896531.874815 nChanged 353 SP:Iteration 61Q (5164.806067 sec): 3 clusters Score: Raw -5900173.192627 + Penalty 3525.111885 = -5896648.080741 nChanged 349 SP:Iteration 62Q (5164.932871 sec): 3 clusters Score: Raw -5900299.583596 + Penalty 3525.111885 = -5896774.471711 nChanged 331 SP:Iteration 63Q (5165.058492 sec): 3 clusters Score: Raw -5900418.345064 + Penalty 3525.111885 = -5896893.233178 nChanged 307 SP:Iteration 64Q (5165.170169 sec): 3 clusters Score: Raw -5900527.968921 + Penalty 3525.111885 = -5897002.857035 nChanged 292 SP:Iteration 65Q (5165.294009 sec): 3 clusters Score: Raw -5900642.091159 + Penalty 3525.111885 = -5897116.979273 nChanged 265 SP:Iteration 66Q (5165.404027 sec): 3 clusters Score: Raw -5900746.411525 + Penalty 3525.111885 = -5897221.299640 nChanged 225 SP:Iteration 67Q (5165.525241 sec): 3 clusters Score: Raw -5900828.866357 + Penalty 3525.111885 = -5897303.754471 nChanged 200 SP:Iteration 68Q (5165.645943 sec): 3 clusters Score: Raw -5900903.444313 + Penalty 3525.111885 = -5897378.332428 nChanged 168 SP:Iteration 69Q (5165.758786 sec): 3 clusters Score: Raw -5900969.054750 + Penalty 3525.111885 = -5897443.942864 nChanged 166 SP:Iteration 70Q (5165.869946 sec): 3 clusters Score: Raw -5901037.548486 + Penalty 3525.111885 = -5897512.436600 nChanged 141 SP:Iteration 71Q (5165.983866 sec): 3 clusters Score: Raw -5901101.219810 + Penalty 3525.111885 = -5897576.107924 nChanged 123 SP:Iteration 72Q (5166.089859 sec): 3 clusters Score: Raw -5901160.061606 + Penalty 3525.111885 = -5897634.949720 nChanged 109 SP:Iteration 73Q (5166.197550 sec): 3 clusters Score: Raw -5901206.106667 + Penalty 3525.111885 = -5897680.994781 nChanged 83 SP:Iteration 74Q (5166.304791 sec): 3 clusters Score: Raw -5901239.054406 + Penalty 3525.111885 = -5897713.942521 nChanged 65 SP:Iteration 75Q (5166.418962 sec): 3 clusters Score: Raw -5901266.898708 + Penalty 3525.111885 = -5897741.786822 nChanged 60 SP:Iteration 76Q (5166.533623 sec): 3 clusters Score: Raw -5901298.380852 + Penalty 3525.111885 = -5897773.268967 nChanged 54 SP:Iteration 77Q (5166.647561 sec): 3 clusters Score: Raw -5901322.728752 + Penalty 3525.111885 = -5897797.616867 nChanged 46 SP:Iteration 78Q (5166.761319 sec): 3 clusters Score: Raw -5901343.313429 + Penalty 3525.111885 = -5897818.201543 nChanged 42 SP:Iteration 79Q (5166.871434 sec): 3 clusters Score: Raw -5901362.082711 + Penalty 3525.111885 = -5897836.970825 nChanged 38 SP:Iteration 80F (5167.001956 sec): 3 clusters Score: Raw -5901379.099552 + Penalty 3525.111885 = -5897853.987667 nChanged 23 SP:Iteration 81Q (5167.114960 sec): 3 clusters Score: Raw -5901388.887840 + Penalty 3525.111885 = -5897863.775955 nChanged 19 SP:Iteration 82Q (5167.216484 sec): 3 clusters Score: Raw -5901397.180569 + Penalty 3525.111885 = -5897872.068683 nChanged 21 SP:Iteration 83Q (5167.331680 sec): 3 clusters Score: Raw -5901405.741758 + Penalty 3525.111885 = -5897880.629873 nChanged 18 SP:Iteration 84Q (5167.435591 sec): 3 clusters Score: Raw -5901413.753614 + Penalty 3525.111885 = -5897888.641729 nChanged 18 SP:Iteration 85Q (5167.549236 sec): 3 clusters Score: Raw -5901420.377197 + Penalty 3525.111885 = -5897895.265312 nChanged 13 SP:Iteration 86Q (5167.663567 sec): 3 clusters Score: Raw -5901426.595839 + Penalty 3525.111885 = -5897901.483953 nChanged 9 SP:Iteration 87Q (5167.775620 sec): 3 clusters Score: Raw -5901429.706695 + Penalty 3525.111885 = -5897904.594809 nChanged 10 SP:Iteration 88Q (5167.888957 sec): 3 clusters Score: Raw -5901434.300733 + Penalty 3525.111885 = -5897909.188848 nChanged 4 SP:Iteration 89Q (5168.002700 sec): 3 clusters Score: Raw -5901436.858246 + Penalty 3525.111885 = -5897911.746360 nChanged 5 SP:Iteration 90Q (5168.105675 sec): 3 clusters Score: Raw -5901439.958971 + Penalty 3525.111885 = -5897914.847085 nChanged 11 SP:Iteration 91Q (5168.218843 sec): 3 clusters Score: Raw -5901444.107897 + Penalty 3525.111885 = -5897918.996011 nChanged 7 SP:Iteration 92Q (5168.332743 sec): 3 clusters Score: Raw -5901446.997075 + Penalty 3525.111885 = -5897921.885190 nChanged 6 SP:Iteration 93Q (5168.447306 sec): 3 clusters Score: Raw -5901448.728851 + Penalty 3525.111885 = -5897923.616965 nChanged 3 SP:Iteration 94Q (5168.559534 sec): 3 clusters Score: Raw -5901450.397522 + Penalty 3525.111885 = -5897925.285637 nChanged 3 SP:Iteration 95Q (5168.674136 sec): 3 clusters Score: Raw -5901451.432462 + Penalty 3525.111885 = -5897926.320577 nChanged 2 SP:Iteration 96Q (5168.786420 sec): 3 clusters Score: Raw -5901451.793310 + Penalty 3525.111885 = -5897926.681425 nChanged 0 SP:Iteration 97F (5168.922814 sec): 3 clusters Score: Raw -5901451.793310 + Penalty 3525.111885 = -5897926.681425 nChanged 0 Trying to split cluster 10 (11668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5168.955644 sec): 2 clusters Score: Raw -1353440.564937 + Penalty 1521.748366 = -1351918.816570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5169.027374 sec): 3 clusters Score: Raw -1346724.598641 + Penalty 3043.496733 = -1343681.101908 nChanged 5102 SP:Iteration 1F (5169.093983 sec): 3 clusters Score: Raw -1349498.312972 + Penalty 3043.496733 = -1346454.816239 nChanged 775 SP:Iteration 2F (5169.143794 sec): 3 clusters Score: Raw -1349898.792196 + Penalty 3043.496733 = -1346855.295464 nChanged 741 SP:Iteration 3F (5169.210771 sec): 3 clusters Score: Raw -1350349.116323 + Penalty 3043.496733 = -1347305.619590 nChanged 730 SP:Iteration 4F (5169.266939 sec): 3 clusters Score: Raw -1350849.693996 + Penalty 3043.496733 = -1347806.197263 nChanged 755 SP:Iteration 5F (5169.333926 sec): 3 clusters Score: Raw -1351384.020045 + Penalty 3043.496733 = -1348340.523313 nChanged 742 SP:Iteration 6F (5169.399146 sec): 3 clusters Score: Raw -1351948.985750 + Penalty 3043.496733 = -1348905.489018 nChanged 688 SP:Iteration 7F (5169.466387 sec): 3 clusters Score: Raw -1352481.131739 + Penalty 3043.496733 = -1349437.635007 nChanged 598 SP:Iteration 8F (5169.533294 sec): 3 clusters Score: Raw -1352904.556491 + Penalty 3043.496733 = -1349861.059759 nChanged 442 SP:Iteration 9Q (5169.600338 sec): 3 clusters Score: Raw -1353155.995008 + Penalty 3043.496733 = -1350112.498275 nChanged 327 SP:Iteration 10Q (5169.666693 sec): 3 clusters Score: Raw -1353312.194608 + Penalty 3043.496733 = -1350268.697876 nChanged 241 SP:Iteration 11Q (5169.744474 sec): 3 clusters Score: Raw -1353408.986841 + Penalty 3043.496733 = -1350365.490109 nChanged 189 SP:Iteration 12Q (5169.801109 sec): 3 clusters Score: Raw -1353486.074681 + Penalty 3043.496733 = -1350442.577948 nChanged 162 SP:Iteration 13Q (5169.866921 sec): 3 clusters Score: Raw -1353550.597703 + Penalty 3043.496733 = -1350507.100970 nChanged 151 SP:Iteration 14Q (5169.942419 sec): 3 clusters Score: Raw -1353608.753128 + Penalty 3043.496733 = -1350565.256395 nChanged 118 SP:Iteration 15Q (5170.001825 sec): 3 clusters Score: Raw -1353654.984389 + Penalty 3043.496733 = -1350611.487657 nChanged 122 SP:Iteration 16Q (5170.052997 sec): 3 clusters Score: Raw -1353701.757500 + Penalty 3043.496733 = -1350658.260768 nChanged 123 SP:Iteration 17Q (5170.122953 sec): 3 clusters Score: Raw -1353766.329384 + Penalty 3043.496733 = -1350722.832652 nChanged 118 SP:Iteration 18Q (5170.182679 sec): 3 clusters Score: Raw -1353830.094902 + Penalty 3043.496733 = -1350786.598169 nChanged 127 SP:Iteration 19Q (5170.232720 sec): 3 clusters Score: Raw -1353895.952328 + Penalty 3043.496733 = -1350852.455596 nChanged 112 SP:Iteration 20F (5170.290380 sec): 3 clusters Score: Raw -1353958.672799 + Penalty 3043.496733 = -1350915.176067 nChanged 127 SP:Iteration 21Q (5170.349538 sec): 3 clusters Score: Raw -1354027.712227 + Penalty 3043.496733 = -1350984.215494 nChanged 101 SP:Iteration 22Q (5170.408517 sec): 3 clusters Score: Raw -1354083.099544 + Penalty 3043.496733 = -1351039.602812 nChanged 102 SP:Iteration 23Q (5170.467929 sec): 3 clusters Score: Raw -1354132.425913 + Penalty 3043.496733 = -1351088.929180 nChanged 77 SP:Iteration 24Q (5170.527677 sec): 3 clusters Score: Raw -1354164.185917 + Penalty 3043.496733 = -1351120.689184 nChanged 59 SP:Iteration 25Q (5170.574463 sec): 3 clusters Score: Raw -1354185.566319 + Penalty 3043.496733 = -1351142.069586 nChanged 46 SP:Iteration 26Q (5170.633130 sec): 3 clusters Score: Raw -1354198.313223 + Penalty 3043.496733 = -1351154.816490 nChanged 28 SP:Iteration 27Q (5170.692093 sec): 3 clusters Score: Raw -1354205.401421 + Penalty 3043.496733 = -1351161.904689 nChanged 26 SP:Iteration 28Q (5170.750959 sec): 3 clusters Score: Raw -1354210.342149 + Penalty 3043.496733 = -1351166.845416 nChanged 20 SP:Iteration 29Q (5170.809456 sec): 3 clusters Score: Raw -1354214.925648 + Penalty 3043.496733 = -1351171.428915 nChanged 20 SP:Iteration 30Q (5170.867663 sec): 3 clusters Score: Raw -1354219.709953 + Penalty 3043.496733 = -1351176.213220 nChanged 24 SP:Iteration 31Q (5170.926285 sec): 3 clusters Score: Raw -1354224.320481 + Penalty 3043.496733 = -1351180.823748 nChanged 16 SP:Iteration 32Q (5170.984795 sec): 3 clusters Score: Raw -1354227.246786 + Penalty 3043.496733 = -1351183.750054 nChanged 11 SP:Iteration 33Q (5171.044299 sec): 3 clusters Score: Raw -1354228.802116 + Penalty 3043.496733 = -1351185.305383 nChanged 5 SP:Iteration 34Q (5171.101905 sec): 3 clusters Score: Raw -1354229.627810 + Penalty 3043.496733 = -1351186.131078 nChanged 7 SP:Iteration 35Q (5171.160098 sec): 3 clusters Score: Raw -1354230.967354 + Penalty 3043.496733 = -1351187.470621 nChanged 6 SP:Iteration 36Q (5171.228852 sec): 3 clusters Score: Raw -1354231.470988 + Penalty 3043.496733 = -1351187.974256 nChanged 4 SP:Iteration 37Q (5171.276902 sec): 3 clusters Score: Raw -1354231.933504 + Penalty 3043.496733 = -1351188.436772 nChanged 2 SP:Iteration 38Q (5171.336438 sec): 3 clusters Score: Raw -1354232.203843 + Penalty 3043.496733 = -1351188.707111 nChanged 2 SP:Iteration 39Q (5171.396102 sec): 3 clusters Score: Raw -1354232.457375 + Penalty 3043.496733 = -1351188.960642 nChanged 2 SP:Iteration 40F (5171.457891 sec): 3 clusters Score: Raw -1354232.689778 + Penalty 3043.496733 = -1351189.193046 nChanged 0 Trying to split cluster 11 (6345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5171.489964 sec): 2 clusters Score: Raw -754854.600679 + Penalty 1422.756137 = -753431.844543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5171.548128 sec): 3 clusters Score: Raw -751519.806810 + Penalty 2845.512274 = -748674.294536 nChanged 2601 SP:Iteration 1F (5171.605999 sec): 3 clusters Score: Raw -752920.960657 + Penalty 2845.512274 = -750075.448383 nChanged 441 SP:Iteration 2F (5171.673304 sec): 3 clusters Score: Raw -753146.543497 + Penalty 2845.512274 = -750301.031223 nChanged 313 SP:Iteration 3Q (5171.722796 sec): 3 clusters Score: Raw -753303.117278 + Penalty 2845.512274 = -750457.605004 nChanged 258 SP:Iteration 4Q (5171.766475 sec): 3 clusters Score: Raw -753433.171945 + Penalty 2845.512274 = -750587.659671 nChanged 235 SP:Iteration 5Q (5171.826262 sec): 3 clusters Score: Raw -753537.880028 + Penalty 2845.512274 = -750692.367755 nChanged 191 SP:Iteration 6Q (5171.895343 sec): 3 clusters Score: Raw -753618.776162 + Penalty 2845.512274 = -750773.263888 nChanged 178 SP:Iteration 7Q (5171.943715 sec): 3 clusters Score: Raw -753698.090950 + Penalty 2845.512274 = -750852.578676 nChanged 176 SP:Iteration 8Q (5172.002554 sec): 3 clusters Score: Raw -753783.496161 + Penalty 2845.512274 = -750937.983888 nChanged 168 SP:Iteration 9Q (5172.061231 sec): 3 clusters Score: Raw -753880.629269 + Penalty 2845.512274 = -751035.116995 nChanged 164 SP:Iteration 10Q (5172.130231 sec): 3 clusters Score: Raw -753959.771705 + Penalty 2845.512274 = -751114.259432 nChanged 142 SP:Iteration 11Q (5172.177793 sec): 3 clusters Score: Raw -754029.665767 + Penalty 2845.512274 = -751184.153494 nChanged 126 SP:Iteration 12Q (5172.236527 sec): 3 clusters Score: Raw -754090.298070 + Penalty 2845.512274 = -751244.785797 nChanged 134 SP:Iteration 13Q (5172.287090 sec): 3 clusters Score: Raw -754154.321585 + Penalty 2845.512274 = -751308.809311 nChanged 129 SP:Iteration 14Q (5172.345637 sec): 3 clusters Score: Raw -754230.004085 + Penalty 2845.512274 = -751384.491811 nChanged 146 SP:Iteration 15Q (5172.415260 sec): 3 clusters Score: Raw -754325.929903 + Penalty 2845.512274 = -751480.417630 nChanged 126 SP:Iteration 16Q (5172.462660 sec): 3 clusters Score: Raw -754399.491231 + Penalty 2845.512274 = -751553.978957 nChanged 130 SP:Iteration 17Q (5172.531358 sec): 3 clusters Score: Raw -754477.258673 + Penalty 2845.512274 = -751631.746399 nChanged 105 SP:Iteration 18Q (5172.569242 sec): 3 clusters Score: Raw -754530.931580 + Penalty 2845.512274 = -751685.419307 nChanged 94 SP:Iteration 19Q (5172.618740 sec): 3 clusters Score: Raw -754576.842502 + Penalty 2845.512274 = -751731.330229 nChanged 74 SP:Iteration 20F (5172.687971 sec): 3 clusters Score: Raw -754609.863716 + Penalty 2845.512274 = -751764.351443 nChanged 58 SP:Iteration 21Q (5172.724428 sec): 3 clusters Score: Raw -754633.418127 + Penalty 2845.512274 = -751787.905854 nChanged 49 SP:Iteration 22Q (5172.780793 sec): 3 clusters Score: Raw -754655.225352 + Penalty 2845.512274 = -751809.713078 nChanged 47 SP:Iteration 23Q (5172.837883 sec): 3 clusters Score: Raw -754676.598952 + Penalty 2845.512274 = -751831.086678 nChanged 44 SP:Iteration 24Q (5172.894455 sec): 3 clusters Score: Raw -754694.724090 + Penalty 2845.512274 = -751849.211816 nChanged 47 SP:Iteration 25Q (5172.948540 sec): 3 clusters Score: Raw -754714.999850 + Penalty 2845.512274 = -751869.487576 nChanged 42 SP:Iteration 26Q (5173.000419 sec): 3 clusters Score: Raw -754731.863187 + Penalty 2845.512274 = -751886.350913 nChanged 36 SP:Iteration 27Q (5173.057913 sec): 3 clusters Score: Raw -754747.117019 + Penalty 2845.512274 = -751901.604746 nChanged 42 SP:Iteration 28Q (5173.114678 sec): 3 clusters Score: Raw -754767.428318 + Penalty 2845.512274 = -751921.916045 nChanged 35 SP:Iteration 29Q (5173.161291 sec): 3 clusters Score: Raw -754780.732515 + Penalty 2845.512274 = -751935.220242 nChanged 29 SP:Iteration 30Q (5173.217519 sec): 3 clusters Score: Raw -754793.281421 + Penalty 2845.512274 = -751947.769148 nChanged 31 SP:Iteration 31Q (5173.274762 sec): 3 clusters Score: Raw -754806.609852 + Penalty 2845.512274 = -751961.097578 nChanged 29 SP:Iteration 32Q (5173.331969 sec): 3 clusters Score: Raw -754817.109217 + Penalty 2845.512274 = -751971.596943 nChanged 26 SP:Iteration 33Q (5173.388267 sec): 3 clusters Score: Raw -754827.234114 + Penalty 2845.512274 = -751981.721841 nChanged 28 SP:Iteration 34Q (5173.444705 sec): 3 clusters Score: Raw -754840.853362 + Penalty 2845.512274 = -751995.341089 nChanged 32 SP:Iteration 35Q (5173.511464 sec): 3 clusters Score: Raw -754855.990902 + Penalty 2845.512274 = -752010.478628 nChanged 27 SP:Iteration 36Q (5173.552838 sec): 3 clusters Score: Raw -754867.003618 + Penalty 2845.512274 = -752021.491344 nChanged 27 SP:Iteration 37Q (5173.601273 sec): 3 clusters Score: Raw -754880.367329 + Penalty 2845.512274 = -752034.855056 nChanged 20 SP:Iteration 38Q (5173.652602 sec): 3 clusters Score: Raw -754889.677466 + Penalty 2845.512274 = -752044.165192 nChanged 25 SP:Iteration 39Q (5173.720380 sec): 3 clusters Score: Raw -754902.926446 + Penalty 2845.512274 = -752057.414173 nChanged 24 SP:Iteration 40F (5173.757175 sec): 3 clusters Score: Raw -754915.600118 + Penalty 2845.512274 = -752070.087844 nChanged 34 SP:Iteration 41Q (5173.814579 sec): 3 clusters Score: Raw -754931.329815 + Penalty 2845.512274 = -752085.817542 nChanged 22 SP:Iteration 42Q (5173.867485 sec): 3 clusters Score: Raw -754943.047955 + Penalty 2845.512274 = -752097.535682 nChanged 26 SP:Iteration 43Q (5173.935321 sec): 3 clusters Score: Raw -754956.123739 + Penalty 2845.512274 = -752110.611466 nChanged 21 SP:Iteration 44Q (5173.981379 sec): 3 clusters Score: Raw -754966.211704 + Penalty 2845.512274 = -752120.699430 nChanged 22 SP:Iteration 45Q (5174.043615 sec): 3 clusters Score: Raw -754977.903697 + Penalty 2845.512274 = -752132.391423 nChanged 25 SP:Iteration 46Q (5174.090065 sec): 3 clusters Score: Raw -754990.221126 + Penalty 2845.512274 = -752144.708853 nChanged 15 SP:Iteration 47Q (5174.157762 sec): 3 clusters Score: Raw -754998.600555 + Penalty 2845.512274 = -752153.088282 nChanged 18 SP:Iteration 48Q (5174.203848 sec): 3 clusters Score: Raw -755006.399379 + Penalty 2845.512274 = -752160.887106 nChanged 10 SP:Iteration 49Q (5174.261438 sec): 3 clusters Score: Raw -755010.966899 + Penalty 2845.512274 = -752165.454625 nChanged 6 SP:Iteration 50Q (5174.327675 sec): 3 clusters Score: Raw -755015.039673 + Penalty 2845.512274 = -752169.527400 nChanged 7 SP:Iteration 51Q (5174.377807 sec): 3 clusters Score: Raw -755018.869042 + Penalty 2845.512274 = -752173.356768 nChanged 4 SP:Iteration 52Q (5174.426564 sec): 3 clusters Score: Raw -755021.648094 + Penalty 2845.512274 = -752176.135821 nChanged 8 SP:Iteration 53Q (5174.487183 sec): 3 clusters Score: Raw -755024.015513 + Penalty 2845.512274 = -752178.503240 nChanged 3 SP:Iteration 54Q (5174.546050 sec): 3 clusters Score: Raw -755025.371550 + Penalty 2845.512274 = -752179.859276 nChanged 2 SP:Iteration 55Q (5174.603039 sec): 3 clusters Score: Raw -755027.101481 + Penalty 2845.512274 = -752181.589207 nChanged 3 SP:Iteration 56Q (5174.653777 sec): 3 clusters Score: Raw -755028.187201 + Penalty 2845.512274 = -752182.674928 nChanged 0 SP:Iteration 57F (5174.714163 sec): 3 clusters Score: Raw -755028.187201 + Penalty 2845.512274 = -752182.674928 nChanged 0 Trying to split cluster 12 (76106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5174.844539 sec): 2 clusters Score: Raw -9116465.273877 + Penalty 1826.480887 = -9114638.792990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5175.030585 sec): 3 clusters Score: Raw -9067224.921040 + Penalty 3652.961775 = -9063571.959265 nChanged 36361 SP:Iteration 1F (5175.201519 sec): 3 clusters Score: Raw -9088137.951550 + Penalty 3652.961775 = -9084484.989775 nChanged 2563 SP:Iteration 2Q (5175.387806 sec): 3 clusters Score: Raw -9088807.302600 + Penalty 3652.961775 = -9085154.340825 nChanged 2827 SP:Iteration 3Q (5175.616824 sec): 3 clusters Score: Raw -9089653.047224 + Penalty 3652.961775 = -9086000.085449 nChanged 3009 SP:Iteration 4Q (5175.828106 sec): 3 clusters Score: Raw -9090739.766284 + Penalty 3652.961775 = -9087086.804509 nChanged 3472 SP:Iteration 5Q (5176.007520 sec): 3 clusters Score: Raw -9092320.309322 + Penalty 3652.961775 = -9088667.347547 nChanged 4088 SP:Iteration 6F (5176.175176 sec): 3 clusters Score: Raw -9094547.869891 + Penalty 3652.961775 = -9090894.908116 nChanged 4569 SP:Iteration 7F (5176.345653 sec): 3 clusters Score: Raw -9097300.837066 + Penalty 3652.961775 = -9093647.875291 nChanged 4729 SP:Iteration 8F (5176.508118 sec): 3 clusters Score: Raw -9100338.166156 + Penalty 3652.961775 = -9096685.204381 nChanged 4591 SP:Iteration 9F (5176.664692 sec): 3 clusters Score: Raw -9103436.823725 + Penalty 3652.961775 = -9099783.861950 nChanged 4003 SP:Iteration 10F (5176.844418 sec): 3 clusters Score: Raw -9106197.426159 + Penalty 3652.961775 = -9102544.464384 nChanged 3265 SP:Iteration 11Q (5177.010172 sec): 3 clusters Score: Raw -9108206.600541 + Penalty 3652.961775 = -9104553.638766 nChanged 2489 SP:Iteration 12Q (5177.181342 sec): 3 clusters Score: Raw -9109502.168969 + Penalty 3652.961775 = -9105849.207194 nChanged 1788 SP:Iteration 13Q (5177.355846 sec): 3 clusters Score: Raw -9110298.372442 + Penalty 3652.961775 = -9106645.410667 nChanged 1449 SP:Iteration 14Q (5177.517307 sec): 3 clusters Score: Raw -9110902.251549 + Penalty 3652.961775 = -9107249.289774 nChanged 1304 SP:Iteration 15Q (5177.683154 sec): 3 clusters Score: Raw -9111427.815443 + Penalty 3652.961775 = -9107774.853669 nChanged 1216 SP:Iteration 16Q (5177.889744 sec): 3 clusters Score: Raw -9111915.676651 + Penalty 3652.961775 = -9108262.714877 nChanged 1162 SP:Iteration 17Q (5178.087426 sec): 3 clusters Score: Raw -9112386.667497 + Penalty 3652.961775 = -9108733.705722 nChanged 1074 SP:Iteration 18Q (5178.260731 sec): 3 clusters Score: Raw -9112834.713690 + Penalty 3652.961775 = -9109181.751915 nChanged 1003 SP:Iteration 19Q (5178.432912 sec): 3 clusters Score: Raw -9113221.723330 + Penalty 3652.961775 = -9109568.761555 nChanged 876 SP:Iteration 20F (5178.585039 sec): 3 clusters Score: Raw -9113531.449065 + Penalty 3652.961775 = -9109878.487290 nChanged 853 SP:Iteration 21Q (5178.736135 sec): 3 clusters Score: Raw -9113838.518155 + Penalty 3652.961775 = -9110185.556380 nChanged 851 SP:Iteration 22Q (5178.887269 sec): 3 clusters Score: Raw -9114144.592873 + Penalty 3652.961775 = -9110491.631098 nChanged 796 SP:Iteration 23Q (5179.025467 sec): 3 clusters Score: Raw -9114454.617501 + Penalty 3652.961775 = -9110801.655726 nChanged 772 SP:Iteration 24Q (5179.178007 sec): 3 clusters Score: Raw -9114751.191054 + Penalty 3652.961775 = -9111098.229279 nChanged 703 SP:Iteration 25Q (5179.318213 sec): 3 clusters Score: Raw -9114989.814976 + Penalty 3652.961775 = -9111336.853201 nChanged 664 SP:Iteration 26Q (5179.468238 sec): 3 clusters Score: Raw -9115202.035170 + Penalty 3652.961775 = -9111549.073395 nChanged 593 SP:Iteration 27Q (5179.620761 sec): 3 clusters Score: Raw -9115380.011706 + Penalty 3652.961775 = -9111727.049931 nChanged 498 SP:Iteration 28Q (5179.775109 sec): 3 clusters Score: Raw -9115517.941216 + Penalty 3652.961775 = -9111864.979441 nChanged 436 SP:Iteration 29Q (5179.949297 sec): 3 clusters Score: Raw -9115636.851136 + Penalty 3652.961775 = -9111983.889361 nChanged 401 SP:Iteration 30Q (5180.108217 sec): 3 clusters Score: Raw -9115746.430702 + Penalty 3652.961775 = -9112093.468928 nChanged 399 SP:Iteration 31Q (5180.248633 sec): 3 clusters Score: Raw -9115862.213462 + Penalty 3652.961775 = -9112209.251687 nChanged 386 SP:Iteration 32Q (5180.381300 sec): 3 clusters Score: Raw -9115973.077890 + Penalty 3652.961775 = -9112320.116115 nChanged 359 SP:Iteration 33Q (5180.538204 sec): 3 clusters Score: Raw -9116082.825901 + Penalty 3652.961775 = -9112429.864126 nChanged 363 SP:Iteration 34Q (5180.674059 sec): 3 clusters Score: Raw -9116190.785273 + Penalty 3652.961775 = -9112537.823498 nChanged 323 SP:Iteration 35Q (5180.815812 sec): 3 clusters Score: Raw -9116284.158170 + Penalty 3652.961775 = -9112631.196395 nChanged 301 SP:Iteration 36Q (5180.954141 sec): 3 clusters Score: Raw -9116367.631436 + Penalty 3652.961775 = -9112714.669661 nChanged 266 SP:Iteration 37Q (5181.089554 sec): 3 clusters Score: Raw -9116444.525000 + Penalty 3652.961775 = -9112791.563225 nChanged 246 SP:Iteration 38Q (5181.233508 sec): 3 clusters Score: Raw -9116516.233768 + Penalty 3652.961775 = -9112863.271993 nChanged 222 SP:Iteration 39Q (5181.384770 sec): 3 clusters Score: Raw -9116575.476395 + Penalty 3652.961775 = -9112922.514620 nChanged 222 SP:Iteration 40F (5181.548901 sec): 3 clusters Score: Raw -9116642.662202 + Penalty 3652.961775 = -9112989.700427 nChanged 193 SP:Iteration 41Q (5181.692846 sec): 3 clusters Score: Raw -9116701.639782 + Penalty 3652.961775 = -9113048.678007 nChanged 173 SP:Iteration 42Q (5181.832231 sec): 3 clusters Score: Raw -9116753.496441 + Penalty 3652.961775 = -9113100.534666 nChanged 158 SP:Iteration 43Q (5181.975607 sec): 3 clusters Score: Raw -9116795.854267 + Penalty 3652.961775 = -9113142.892492 nChanged 123 SP:Iteration 44Q (5182.118054 sec): 3 clusters Score: Raw -9116825.256487 + Penalty 3652.961775 = -9113172.294712 nChanged 111 SP:Iteration 45Q (5182.250876 sec): 3 clusters Score: Raw -9116850.111377 + Penalty 3652.961775 = -9113197.149602 nChanged 82 SP:Iteration 46Q (5182.394898 sec): 3 clusters Score: Raw -9116867.307596 + Penalty 3652.961775 = -9113214.345821 nChanged 67 SP:Iteration 47Q (5182.536334 sec): 3 clusters Score: Raw -9116881.142624 + Penalty 3652.961775 = -9113228.180849 nChanged 75 SP:Iteration 48Q (5182.676925 sec): 3 clusters Score: Raw -9116897.546787 + Penalty 3652.961775 = -9113244.585012 nChanged 69 SP:Iteration 49Q (5182.836662 sec): 3 clusters Score: Raw -9116912.093781 + Penalty 3652.961775 = -9113259.132006 nChanged 57 SP:Iteration 50Q (5182.965512 sec): 3 clusters Score: Raw -9116922.158116 + Penalty 3652.961775 = -9113269.196341 nChanged 45 SP:Iteration 51Q (5183.111496 sec): 3 clusters Score: Raw -9116930.352579 + Penalty 3652.961775 = -9113277.390804 nChanged 36 SP:Iteration 52Q (5183.267174 sec): 3 clusters Score: Raw -9116936.233103 + Penalty 3652.961775 = -9113283.271328 nChanged 35 SP:Iteration 53Q (5183.419339 sec): 3 clusters Score: Raw -9116940.907780 + Penalty 3652.961775 = -9113287.946006 nChanged 29 SP:Iteration 54Q (5183.574074 sec): 3 clusters Score: Raw -9116945.602319 + Penalty 3652.961775 = -9113292.640544 nChanged 33 SP:Iteration 55Q (5183.729832 sec): 3 clusters Score: Raw -9116949.912722 + Penalty 3652.961775 = -9113296.950947 nChanged 30 SP:Iteration 56Q (5183.866328 sec): 3 clusters Score: Raw -9116954.685860 + Penalty 3652.961775 = -9113301.724085 nChanged 33 SP:Iteration 57Q (5184.015701 sec): 3 clusters Score: Raw -9116960.341632 + Penalty 3652.961775 = -9113307.379857 nChanged 32 SP:Iteration 58Q (5184.155561 sec): 3 clusters Score: Raw -9116965.945394 + Penalty 3652.961775 = -9113312.983619 nChanged 32 SP:Iteration 59Q (5184.290151 sec): 3 clusters Score: Raw -9116973.444739 + Penalty 3652.961775 = -9113320.482964 nChanged 37 SP:Iteration 60F (5184.451074 sec): 3 clusters Score: Raw -9116981.237116 + Penalty 3652.961775 = -9113328.275341 nChanged 39 SP:Iteration 61Q (5184.594944 sec): 3 clusters Score: Raw -9116988.933202 + Penalty 3652.961775 = -9113335.971427 nChanged 31 SP:Iteration 62Q (5184.735883 sec): 3 clusters Score: Raw -9116995.144661 + Penalty 3652.961775 = -9113342.182886 nChanged 28 SP:Iteration 63Q (5184.879682 sec): 3 clusters Score: Raw -9116999.599536 + Penalty 3652.961775 = -9113346.637761 nChanged 24 SP:Iteration 64Q (5185.021537 sec): 3 clusters Score: Raw -9117006.023273 + Penalty 3652.961775 = -9113353.061498 nChanged 30 SP:Iteration 65Q (5185.159167 sec): 3 clusters Score: Raw -9117013.673779 + Penalty 3652.961775 = -9113360.712004 nChanged 27 SP:Iteration 66Q (5185.296295 sec): 3 clusters Score: Raw -9117020.478012 + Penalty 3652.961775 = -9113367.516237 nChanged 29 SP:Iteration 67Q (5185.427152 sec): 3 clusters Score: Raw -9117027.123413 + Penalty 3652.961775 = -9113374.161638 nChanged 25 SP:Iteration 68Q (5185.557974 sec): 3 clusters Score: Raw -9117032.270486 + Penalty 3652.961775 = -9113379.308711 nChanged 25 SP:Iteration 69Q (5185.696027 sec): 3 clusters Score: Raw -9117037.972844 + Penalty 3652.961775 = -9113385.011070 nChanged 23 SP:Iteration 70Q (5185.821655 sec): 3 clusters Score: Raw -9117042.803169 + Penalty 3652.961775 = -9113389.841394 nChanged 25 SP:Iteration 71Q (5185.952590 sec): 3 clusters Score: Raw -9117048.750845 + Penalty 3652.961775 = -9113395.789070 nChanged 25 SP:Iteration 72Q (5186.089220 sec): 3 clusters Score: Raw -9117054.167018 + Penalty 3652.961775 = -9113401.205244 nChanged 19 SP:Iteration 73Q (5186.227119 sec): 3 clusters Score: Raw -9117058.320054 + Penalty 3652.961775 = -9113405.358279 nChanged 25 SP:Iteration 74Q (5186.363126 sec): 3 clusters Score: Raw -9117063.638012 + Penalty 3652.961775 = -9113410.676237 nChanged 17 SP:Iteration 75Q (5186.497693 sec): 3 clusters Score: Raw -9117066.831760 + Penalty 3652.961775 = -9113413.869985 nChanged 14 SP:Iteration 76Q (5186.628158 sec): 3 clusters Score: Raw -9117069.719724 + Penalty 3652.961775 = -9113416.757949 nChanged 12 SP:Iteration 77Q (5186.764564 sec): 3 clusters Score: Raw -9117071.887936 + Penalty 3652.961775 = -9113418.926162 nChanged 8 SP:Iteration 78Q (5186.903159 sec): 3 clusters Score: Raw -9117072.872084 + Penalty 3652.961775 = -9113419.910309 nChanged 5 SP:Iteration 79Q (5187.040844 sec): 3 clusters Score: Raw -9117073.849849 + Penalty 3652.961775 = -9113420.888074 nChanged 6 SP:Iteration 80F (5187.197899 sec): 3 clusters Score: Raw -9117074.991846 + Penalty 3652.961775 = -9113422.030071 nChanged 7 SP:Iteration 81Q (5187.331133 sec): 3 clusters Score: Raw -9117076.220017 + Penalty 3652.961775 = -9113423.258242 nChanged 5 SP:Iteration 82Q (5187.464543 sec): 3 clusters Score: Raw -9117077.268851 + Penalty 3652.961775 = -9113424.307076 nChanged 5 SP:Iteration 83Q (5187.610198 sec): 3 clusters Score: Raw -9117077.864266 + Penalty 3652.961775 = -9113424.902491 nChanged 2 SP:Iteration 84Q (5187.752000 sec): 3 clusters Score: Raw -9117078.294773 + Penalty 3652.961775 = -9113425.332999 nChanged 2 SP:Iteration 85Q (5187.889777 sec): 3 clusters Score: Raw -9117078.549494 + Penalty 3652.961775 = -9113425.587719 nChanged 2 SP:Iteration 86Q (5188.032359 sec): 3 clusters Score: Raw -9117078.775746 + Penalty 3652.961775 = -9113425.813971 nChanged 3 SP:Iteration 87Q (5188.202860 sec): 3 clusters Score: Raw -9117079.124826 + Penalty 3652.961775 = -9113426.163051 nChanged 3 SP:Iteration 88Q (5188.373440 sec): 3 clusters Score: Raw -9117079.390024 + Penalty 3652.961775 = -9113426.428249 nChanged 2 SP:Iteration 89Q (5188.535335 sec): 3 clusters Score: Raw -9117079.684807 + Penalty 3652.961775 = -9113426.723032 nChanged 1 SP:Iteration 90Q (5188.672364 sec): 3 clusters Score: Raw -9117079.764321 + Penalty 3652.961775 = -9113426.802546 nChanged 0 SP:Iteration 91F (5188.829672 sec): 3 clusters Score: Raw -9117079.764321 + Penalty 3652.961775 = -9113426.802546 nChanged 0 Trying to split cluster 13 (1275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5188.850581 sec): 2 clusters Score: Raw -138330.752309 + Penalty 1161.988987 = -137168.763322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5188.894498 sec): 3 clusters Score: Raw -137907.424378 + Penalty 2323.977974 = -135583.446404 nChanged 418 SP:Iteration 1F (5188.944101 sec): 3 clusters Score: Raw -138278.195605 + Penalty 2323.977974 = -135954.217631 nChanged 111 SP:Iteration 2F (5188.992906 sec): 3 clusters Score: Raw -138409.109310 + Penalty 2323.977974 = -136085.131336 nChanged 83 SP:Iteration 3F (5189.041583 sec): 3 clusters Score: Raw -138515.758681 + Penalty 2323.977974 = -136191.780707 nChanged 67 SP:Iteration 4F (5189.090313 sec): 3 clusters Score: Raw -138598.186292 + Penalty 2323.977974 = -136274.208318 nChanged 61 SP:Iteration 5Q (5189.133954 sec): 3 clusters Score: Raw -138674.403927 + Penalty 2323.977974 = -136350.425953 nChanged 49 SP:Iteration 6Q (5189.182510 sec): 3 clusters Score: Raw -138725.785250 + Penalty 2323.977974 = -136401.807276 nChanged 31 SP:Iteration 7Q (5189.230089 sec): 3 clusters Score: Raw -138745.986848 + Penalty 2323.977974 = -136422.008874 nChanged 16 SP:Iteration 8Q (5189.278800 sec): 3 clusters Score: Raw -138757.951881 + Penalty 2323.977974 = -136433.973907 nChanged 6 SP:Iteration 9Q (5189.327218 sec): 3 clusters Score: Raw -138764.937760 + Penalty 2323.977974 = -136440.959786 nChanged 7 SP:Iteration 10Q (5189.373205 sec): 3 clusters Score: Raw -138770.267619 + Penalty 2323.977974 = -136446.289646 nChanged 4 SP:Iteration 11Q (5189.422055 sec): 3 clusters Score: Raw -138772.663347 + Penalty 2323.977974 = -136448.685373 nChanged 4 SP:Iteration 12Q (5189.470714 sec): 3 clusters Score: Raw -138774.298670 + Penalty 2323.977974 = -136450.320696 nChanged 2 SP:Iteration 13Q (5189.519167 sec): 3 clusters Score: Raw -138775.435416 + Penalty 2323.977974 = -136451.457442 nChanged 3 SP:Iteration 14Q (5189.565550 sec): 3 clusters Score: Raw -138778.218554 + Penalty 2323.977974 = -136454.240580 nChanged 6 SP:Iteration 15Q (5189.616305 sec): 3 clusters Score: Raw -138782.217417 + Penalty 2323.977974 = -136458.239444 nChanged 5 SP:Iteration 16Q (5189.666607 sec): 3 clusters Score: Raw -138788.968552 + Penalty 2323.977974 = -136464.990579 nChanged 7 SP:Iteration 17Q (5189.706900 sec): 3 clusters Score: Raw -138794.715161 + Penalty 2323.977974 = -136470.737187 nChanged 1 SP:Iteration 18Q (5189.757084 sec): 3 clusters Score: Raw -138795.220562 + Penalty 2323.977974 = -136471.242588 nChanged 0 SP:Iteration 19F (5189.814799 sec): 3 clusters Score: Raw -138795.220562 + Penalty 2323.977974 = -136471.242588 nChanged 0 Trying to split cluster 14 (6311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5189.834534 sec): 2 clusters Score: Raw -709576.683463 + Penalty 1421.883031 = -708154.800432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5189.892602 sec): 3 clusters Score: Raw -706169.374142 + Penalty 2843.766062 = -703325.608080 nChanged 2646 SP:Iteration 1F (5189.950096 sec): 3 clusters Score: Raw -707618.375634 + Penalty 2843.766062 = -704774.609572 nChanged 461 SP:Iteration 2F (5190.003164 sec): 3 clusters Score: Raw -707900.531473 + Penalty 2843.766062 = -705056.765411 nChanged 405 SP:Iteration 3F (5190.060939 sec): 3 clusters Score: Raw -708140.583888 + Penalty 2843.766062 = -705296.817826 nChanged 336 SP:Iteration 4F (5190.118131 sec): 3 clusters Score: Raw -708329.095249 + Penalty 2843.766062 = -705485.329187 nChanged 290 SP:Iteration 5Q (5190.175888 sec): 3 clusters Score: Raw -708481.753173 + Penalty 2843.766062 = -705637.987111 nChanged 222 SP:Iteration 6Q (5190.232792 sec): 3 clusters Score: Raw -708604.129689 + Penalty 2843.766062 = -705760.363627 nChanged 200 SP:Iteration 7Q (5190.290034 sec): 3 clusters Score: Raw -708721.666936 + Penalty 2843.766062 = -705877.900874 nChanged 193 SP:Iteration 8Q (5190.347918 sec): 3 clusters Score: Raw -708833.221945 + Penalty 2843.766062 = -705989.455883 nChanged 162 SP:Iteration 9Q (5190.403057 sec): 3 clusters Score: Raw -708928.919195 + Penalty 2843.766062 = -706085.153133 nChanged 155 SP:Iteration 10Q (5190.460493 sec): 3 clusters Score: Raw -709028.259688 + Penalty 2843.766062 = -706184.493626 nChanged 160 SP:Iteration 11Q (5190.516280 sec): 3 clusters Score: Raw -709122.933149 + Penalty 2843.766062 = -706279.167087 nChanged 146 SP:Iteration 12Q (5190.568063 sec): 3 clusters Score: Raw -709205.935072 + Penalty 2843.766062 = -706362.169010 nChanged 121 SP:Iteration 13Q (5190.625402 sec): 3 clusters Score: Raw -709263.567289 + Penalty 2843.766062 = -706419.801227 nChanged 116 SP:Iteration 14Q (5190.682082 sec): 3 clusters Score: Raw -709320.118493 + Penalty 2843.766062 = -706476.352431 nChanged 103 SP:Iteration 15Q (5190.739360 sec): 3 clusters Score: Raw -709374.290443 + Penalty 2843.766062 = -706530.524381 nChanged 91 SP:Iteration 16Q (5190.793222 sec): 3 clusters Score: Raw -709417.083193 + Penalty 2843.766062 = -706573.317131 nChanged 77 SP:Iteration 17Q (5190.850423 sec): 3 clusters Score: Raw -709463.054647 + Penalty 2843.766062 = -706619.288585 nChanged 70 SP:Iteration 18Q (5190.907150 sec): 3 clusters Score: Raw -709502.521527 + Penalty 2843.766062 = -706658.755465 nChanged 62 SP:Iteration 19Q (5190.964347 sec): 3 clusters Score: Raw -709535.362265 + Penalty 2843.766062 = -706691.596203 nChanged 57 SP:Iteration 20F (5191.021211 sec): 3 clusters Score: Raw -709565.651860 + Penalty 2843.766062 = -706721.885798 nChanged 56 SP:Iteration 21Q (5191.077506 sec): 3 clusters Score: Raw -709594.484331 + Penalty 2843.766062 = -706750.718269 nChanged 43 SP:Iteration 22Q (5191.133728 sec): 3 clusters Score: Raw -709618.601625 + Penalty 2843.766062 = -706774.835563 nChanged 44 SP:Iteration 23Q (5191.189793 sec): 3 clusters Score: Raw -709644.609348 + Penalty 2843.766062 = -706800.843286 nChanged 39 SP:Iteration 24Q (5191.240636 sec): 3 clusters Score: Raw -709668.686514 + Penalty 2843.766062 = -706824.920452 nChanged 37 SP:Iteration 25Q (5191.296365 sec): 3 clusters Score: Raw -709693.732284 + Penalty 2843.766062 = -706849.966222 nChanged 38 SP:Iteration 26Q (5191.352339 sec): 3 clusters Score: Raw -709717.339153 + Penalty 2843.766062 = -706873.573091 nChanged 35 SP:Iteration 27Q (5191.404766 sec): 3 clusters Score: Raw -709735.539987 + Penalty 2843.766062 = -706891.773925 nChanged 30 SP:Iteration 28Q (5191.460798 sec): 3 clusters Score: Raw -709753.905073 + Penalty 2843.766062 = -706910.139011 nChanged 20 SP:Iteration 29Q (5191.516928 sec): 3 clusters Score: Raw -709771.791512 + Penalty 2843.766062 = -706928.025450 nChanged 24 SP:Iteration 30Q (5191.572955 sec): 3 clusters Score: Raw -709788.082989 + Penalty 2843.766062 = -706944.316927 nChanged 19 SP:Iteration 31Q (5191.623863 sec): 3 clusters Score: Raw -709799.575523 + Penalty 2843.766062 = -706955.809461 nChanged 14 SP:Iteration 32Q (5191.676829 sec): 3 clusters Score: Raw -709811.203986 + Penalty 2843.766062 = -706967.437924 nChanged 13 SP:Iteration 33Q (5191.726593 sec): 3 clusters Score: Raw -709820.510152 + Penalty 2843.766062 = -706976.744090 nChanged 8 SP:Iteration 34Q (5191.774727 sec): 3 clusters Score: Raw -709826.135389 + Penalty 2843.766062 = -706982.369327 nChanged 11 SP:Iteration 35Q (5191.823929 sec): 3 clusters Score: Raw -709833.204533 + Penalty 2843.766062 = -706989.438471 nChanged 11 SP:Iteration 36Q (5191.875987 sec): 3 clusters Score: Raw -709838.790248 + Penalty 2843.766062 = -706995.024186 nChanged 4 SP:Iteration 37Q (5191.925659 sec): 3 clusters Score: Raw -709840.264090 + Penalty 2843.766062 = -706996.498028 nChanged 4 SP:Iteration 38Q (5191.964778 sec): 3 clusters Score: Raw -709843.541988 + Penalty 2843.766062 = -706999.775926 nChanged 4 SP:Iteration 39Q (5192.023273 sec): 3 clusters Score: Raw -709846.073087 + Penalty 2843.766062 = -707002.307025 nChanged 5 SP:Iteration 40F (5192.074769 sec): 3 clusters Score: Raw -709849.255645 + Penalty 2843.766062 = -707005.489583 nChanged 7 SP:Iteration 41Q (5192.114195 sec): 3 clusters Score: Raw -709852.767118 + Penalty 2843.766062 = -707009.001056 nChanged 5 SP:Iteration 42Q (5192.166006 sec): 3 clusters Score: Raw -709854.810381 + Penalty 2843.766062 = -707011.044319 nChanged 3 SP:Iteration 43Q (5192.215062 sec): 3 clusters Score: Raw -709856.850300 + Penalty 2843.766062 = -707013.084238 nChanged 6 SP:Iteration 44Q (5192.270138 sec): 3 clusters Score: Raw -709859.123955 + Penalty 2843.766062 = -707015.357893 nChanged 2 SP:Iteration 45Q (5192.312337 sec): 3 clusters Score: Raw -709859.931765 + Penalty 2843.766062 = -707016.165703 nChanged 1 SP:Iteration 46Q (5192.361184 sec): 3 clusters Score: Raw -709860.900709 + Penalty 2843.766062 = -707017.134647 nChanged 2 SP:Iteration 47Q (5192.409294 sec): 3 clusters Score: Raw -709861.755345 + Penalty 2843.766062 = -707017.989283 nChanged 1 SP:Iteration 48Q (5192.463321 sec): 3 clusters Score: Raw -709863.149426 + Penalty 2843.766062 = -707019.383364 nChanged 4 SP:Iteration 49Q (5192.517783 sec): 3 clusters Score: Raw -709865.491202 + Penalty 2843.766062 = -707021.725140 nChanged 0 SP:Iteration 50F (5192.576974 sec): 3 clusters Score: Raw -709865.491202 + Penalty 2843.766062 = -707021.725140 nChanged 0 Trying to split cluster 15 (64086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5192.687482 sec): 2 clusters Score: Raw -7569454.134479 + Penalty 1798.546947 = -7567655.587533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5192.840482 sec): 3 clusters Score: Raw -7528554.218664 + Penalty 3597.093893 = -7524957.124771 nChanged 30147 SP:Iteration 1F (5192.990757 sec): 3 clusters Score: Raw -7546659.604662 + Penalty 3597.093893 = -7543062.510768 nChanged 3244 SP:Iteration 2F (5193.146285 sec): 3 clusters Score: Raw -7548136.489648 + Penalty 3597.093893 = -7544539.395755 nChanged 3653 SP:Iteration 3F (5193.300781 sec): 3 clusters Score: Raw -7550064.209740 + Penalty 3597.093893 = -7546467.115846 nChanged 3904 SP:Iteration 4F (5193.456216 sec): 3 clusters Score: Raw -7552275.256791 + Penalty 3597.093893 = -7548678.162898 nChanged 4047 SP:Iteration 5F (5193.617087 sec): 3 clusters Score: Raw -7554847.467782 + Penalty 3597.093893 = -7551250.373889 nChanged 3961 SP:Iteration 6F (5193.804257 sec): 3 clusters Score: Raw -7557455.705324 + Penalty 3597.093893 = -7553858.611431 nChanged 3631 SP:Iteration 7F (5193.952269 sec): 3 clusters Score: Raw -7559906.474644 + Penalty 3597.093893 = -7556309.380750 nChanged 3169 SP:Iteration 8Q (5194.114190 sec): 3 clusters Score: Raw -7561731.536926 + Penalty 3597.093893 = -7558134.443033 nChanged 2338 SP:Iteration 9Q (5194.276207 sec): 3 clusters Score: Raw -7562725.464327 + Penalty 3597.093893 = -7559128.370434 nChanged 1594 SP:Iteration 10Q (5194.437156 sec): 3 clusters Score: Raw -7563249.802118 + Penalty 3597.093893 = -7559652.708224 nChanged 1158 SP:Iteration 11Q (5194.591295 sec): 3 clusters Score: Raw -7563598.644998 + Penalty 3597.093893 = -7560001.551105 nChanged 964 SP:Iteration 12Q (5194.746748 sec): 3 clusters Score: Raw -7563867.010880 + Penalty 3597.093893 = -7560269.916987 nChanged 929 SP:Iteration 13Q (5194.898255 sec): 3 clusters Score: Raw -7564134.245496 + Penalty 3597.093893 = -7560537.151603 nChanged 958 SP:Iteration 14Q (5195.054938 sec): 3 clusters Score: Raw -7564407.108122 + Penalty 3597.093893 = -7560810.014228 nChanged 944 SP:Iteration 15Q (5195.198526 sec): 3 clusters Score: Raw -7564681.296289 + Penalty 3597.093893 = -7561084.202396 nChanged 952 SP:Iteration 16Q (5195.350357 sec): 3 clusters Score: Raw -7564950.749295 + Penalty 3597.093893 = -7561353.655402 nChanged 918 SP:Iteration 17Q (5195.504858 sec): 3 clusters Score: Raw -7565212.985839 + Penalty 3597.093893 = -7561615.891946 nChanged 890 SP:Iteration 18Q (5195.656126 sec): 3 clusters Score: Raw -7565471.408509 + Penalty 3597.093893 = -7561874.314615 nChanged 897 SP:Iteration 19Q (5195.807947 sec): 3 clusters Score: Raw -7565729.367200 + Penalty 3597.093893 = -7562132.273306 nChanged 869 SP:Iteration 20F (5195.982227 sec): 3 clusters Score: Raw -7565983.869188 + Penalty 3597.093893 = -7562386.775294 nChanged 867 SP:Iteration 21Q (5196.133070 sec): 3 clusters Score: Raw -7566255.900751 + Penalty 3597.093893 = -7562658.806858 nChanged 890 SP:Iteration 22Q (5196.295392 sec): 3 clusters Score: Raw -7566562.603310 + Penalty 3597.093893 = -7562965.509417 nChanged 866 SP:Iteration 23Q (5196.457846 sec): 3 clusters Score: Raw -7566894.632133 + Penalty 3597.093893 = -7563297.538240 nChanged 911 SP:Iteration 24Q (5196.639011 sec): 3 clusters Score: Raw -7567270.980945 + Penalty 3597.093893 = -7563673.887052 nChanged 919 SP:Iteration 25Q (5196.815699 sec): 3 clusters Score: Raw -7567679.860069 + Penalty 3597.093893 = -7564082.766176 nChanged 859 SP:Iteration 26Q (5196.960248 sec): 3 clusters Score: Raw -7568074.025645 + Penalty 3597.093893 = -7564476.931752 nChanged 810 SP:Iteration 27Q (5197.109045 sec): 3 clusters Score: Raw -7568425.402416 + Penalty 3597.093893 = -7564828.308522 nChanged 780 SP:Iteration 28Q (5197.251422 sec): 3 clusters Score: Raw -7568734.047706 + Penalty 3597.093893 = -7565136.953813 nChanged 683 SP:Iteration 29Q (5197.399874 sec): 3 clusters Score: Raw -7568988.363239 + Penalty 3597.093893 = -7565391.269345 nChanged 601 SP:Iteration 30Q (5197.536605 sec): 3 clusters Score: Raw -7569185.669757 + Penalty 3597.093893 = -7565588.575864 nChanged 494 SP:Iteration 31Q (5197.681089 sec): 3 clusters Score: Raw -7569317.833626 + Penalty 3597.093893 = -7565720.739732 nChanged 424 SP:Iteration 32Q (5197.825737 sec): 3 clusters Score: Raw -7569418.666039 + Penalty 3597.093893 = -7565821.572146 nChanged 376 SP:Iteration 33Q (5197.963667 sec): 3 clusters Score: Raw -7569499.386824 + Penalty 3597.093893 = -7565902.292931 nChanged 321 SP:Iteration 34Q (5198.107017 sec): 3 clusters Score: Raw -7569569.127688 + Penalty 3597.093893 = -7565972.033794 nChanged 311 SP:Iteration 35Q (5198.246227 sec): 3 clusters Score: Raw -7569636.851205 + Penalty 3597.093893 = -7566039.757312 nChanged 299 SP:Iteration 36Q (5198.389791 sec): 3 clusters Score: Raw -7569696.578535 + Penalty 3597.093893 = -7566099.484642 nChanged 270 SP:Iteration 37Q (5198.532148 sec): 3 clusters Score: Raw -7569749.796244 + Penalty 3597.093893 = -7566152.702351 nChanged 241 SP:Iteration 38Q (5198.687298 sec): 3 clusters Score: Raw -7569793.297889 + Penalty 3597.093893 = -7566196.203995 nChanged 223 SP:Iteration 39Q (5198.838313 sec): 3 clusters Score: Raw -7569831.390007 + Penalty 3597.093893 = -7566234.296114 nChanged 207 SP:Iteration 40F (5199.020118 sec): 3 clusters Score: Raw -7569865.356207 + Penalty 3597.093893 = -7566268.262314 nChanged 192 SP:Iteration 41Q (5199.167139 sec): 3 clusters Score: Raw -7569891.782477 + Penalty 3597.093893 = -7566294.688584 nChanged 171 SP:Iteration 42Q (5199.321046 sec): 3 clusters Score: Raw -7569912.570534 + Penalty 3597.093893 = -7566315.476641 nChanged 148 SP:Iteration 43Q (5199.486965 sec): 3 clusters Score: Raw -7569928.556980 + Penalty 3597.093893 = -7566331.463086 nChanged 138 SP:Iteration 44Q (5199.640429 sec): 3 clusters Score: Raw -7569942.609160 + Penalty 3597.093893 = -7566345.515267 nChanged 121 SP:Iteration 45Q (5199.798632 sec): 3 clusters Score: Raw -7569955.198972 + Penalty 3597.093893 = -7566358.105078 nChanged 96 SP:Iteration 46Q (5199.931134 sec): 3 clusters Score: Raw -7569964.187320 + Penalty 3597.093893 = -7566367.093427 nChanged 82 SP:Iteration 47Q (5200.071349 sec): 3 clusters Score: Raw -7569971.865659 + Penalty 3597.093893 = -7566374.771765 nChanged 86 SP:Iteration 48Q (5200.208531 sec): 3 clusters Score: Raw -7569979.104830 + Penalty 3597.093893 = -7566382.010936 nChanged 80 SP:Iteration 49Q (5200.345695 sec): 3 clusters Score: Raw -7569986.736497 + Penalty 3597.093893 = -7566389.642604 nChanged 83 SP:Iteration 50Q (5200.479848 sec): 3 clusters Score: Raw -7569994.624615 + Penalty 3597.093893 = -7566397.530721 nChanged 92 SP:Iteration 51Q (5200.621551 sec): 3 clusters Score: Raw -7570003.496684 + Penalty 3597.093893 = -7566406.402791 nChanged 99 SP:Iteration 52Q (5200.758969 sec): 3 clusters Score: Raw -7570013.976377 + Penalty 3597.093893 = -7566416.882484 nChanged 104 SP:Iteration 53Q (5200.900870 sec): 3 clusters Score: Raw -7570026.907394 + Penalty 3597.093893 = -7566429.813501 nChanged 116 SP:Iteration 54Q (5201.032709 sec): 3 clusters Score: Raw -7570039.981227 + Penalty 3597.093893 = -7566442.887334 nChanged 107 SP:Iteration 55Q (5201.168210 sec): 3 clusters Score: Raw -7570050.615387 + Penalty 3597.093893 = -7566453.521494 nChanged 84 SP:Iteration 56Q (5201.304148 sec): 3 clusters Score: Raw -7570058.857453 + Penalty 3597.093893 = -7566461.763560 nChanged 88 SP:Iteration 57Q (5201.442071 sec): 3 clusters Score: Raw -7570066.547493 + Penalty 3597.093893 = -7566469.453599 nChanged 56 SP:Iteration 58Q (5201.575765 sec): 3 clusters Score: Raw -7570071.616209 + Penalty 3597.093893 = -7566474.522315 nChanged 56 SP:Iteration 59Q (5201.714450 sec): 3 clusters Score: Raw -7570076.703005 + Penalty 3597.093893 = -7566479.609112 nChanged 53 SP:Iteration 60F (5201.869497 sec): 3 clusters Score: Raw -7570080.605591 + Penalty 3597.093893 = -7566483.511697 nChanged 42 SP:Iteration 61Q (5202.025092 sec): 3 clusters Score: Raw -7570084.090093 + Penalty 3597.093893 = -7566486.996199 nChanged 45 SP:Iteration 62Q (5202.178666 sec): 3 clusters Score: Raw -7570088.017617 + Penalty 3597.093893 = -7566490.923723 nChanged 51 SP:Iteration 63Q (5202.330945 sec): 3 clusters Score: Raw -7570092.315044 + Penalty 3597.093893 = -7566495.221150 nChanged 37 SP:Iteration 64Q (5202.484176 sec): 3 clusters Score: Raw -7570095.143932 + Penalty 3597.093893 = -7566498.050039 nChanged 36 SP:Iteration 65Q (5202.637606 sec): 3 clusters Score: Raw -7570098.051804 + Penalty 3597.093893 = -7566500.957911 nChanged 42 SP:Iteration 66Q (5202.761581 sec): 3 clusters Score: Raw -7570102.313178 + Penalty 3597.093893 = -7566505.219285 nChanged 49 SP:Iteration 67Q (5202.913598 sec): 3 clusters Score: Raw -7570106.347577 + Penalty 3597.093893 = -7566509.253684 nChanged 32 SP:Iteration 68Q (5203.074231 sec): 3 clusters Score: Raw -7570108.320891 + Penalty 3597.093893 = -7566511.226998 nChanged 31 SP:Iteration 69Q (5203.226730 sec): 3 clusters Score: Raw -7570109.781647 + Penalty 3597.093893 = -7566512.687754 nChanged 18 SP:Iteration 70Q (5203.380166 sec): 3 clusters Score: Raw -7570110.941452 + Penalty 3597.093893 = -7566513.847559 nChanged 20 SP:Iteration 71Q (5203.544810 sec): 3 clusters Score: Raw -7570113.054757 + Penalty 3597.093893 = -7566515.960864 nChanged 27 SP:Iteration 72Q (5203.707271 sec): 3 clusters Score: Raw -7570114.718425 + Penalty 3597.093893 = -7566517.624531 nChanged 26 SP:Iteration 73Q (5203.847669 sec): 3 clusters Score: Raw -7570116.141862 + Penalty 3597.093893 = -7566519.047968 nChanged 17 SP:Iteration 74Q (5203.971406 sec): 3 clusters Score: Raw -7570116.968367 + Penalty 3597.093893 = -7566519.874474 nChanged 13 SP:Iteration 75Q (5204.108444 sec): 3 clusters Score: Raw -7570117.796637 + Penalty 3597.093893 = -7566520.702743 nChanged 12 SP:Iteration 76Q (5204.245779 sec): 3 clusters Score: Raw -7570118.660297 + Penalty 3597.093893 = -7566521.566403 nChanged 16 SP:Iteration 77Q (5204.382282 sec): 3 clusters Score: Raw -7570119.725266 + Penalty 3597.093893 = -7566522.631373 nChanged 20 SP:Iteration 78Q (5204.516878 sec): 3 clusters Score: Raw -7570120.635410 + Penalty 3597.093893 = -7566523.541517 nChanged 14 SP:Iteration 79Q (5204.653717 sec): 3 clusters Score: Raw -7570121.360134 + Penalty 3597.093893 = -7566524.266241 nChanged 10 SP:Iteration 80F (5204.804835 sec): 3 clusters Score: Raw -7570121.762608 + Penalty 3597.093893 = -7566524.668714 nChanged 7 SP:Iteration 81Q (5204.940786 sec): 3 clusters Score: Raw -7570122.117297 + Penalty 3597.093893 = -7566525.023403 nChanged 6 SP:Iteration 82Q (5205.077733 sec): 3 clusters Score: Raw -7570122.404007 + Penalty 3597.093893 = -7566525.310113 nChanged 7 SP:Iteration 83Q (5205.214551 sec): 3 clusters Score: Raw -7570122.770559 + Penalty 3597.093893 = -7566525.676666 nChanged 4 SP:Iteration 84Q (5205.350232 sec): 3 clusters Score: Raw -7570122.900992 + Penalty 3597.093893 = -7566525.807099 nChanged 4 SP:Iteration 85Q (5205.487111 sec): 3 clusters Score: Raw -7570123.032202 + Penalty 3597.093893 = -7566525.938308 nChanged 2 SP:Iteration 86Q (5205.624897 sec): 3 clusters Score: Raw -7570123.128337 + Penalty 3597.093893 = -7566526.034443 nChanged 3 SP:Iteration 87Q (5205.762719 sec): 3 clusters Score: Raw -7570123.242399 + Penalty 3597.093893 = -7566526.148506 nChanged 2 SP:Iteration 88Q (5205.900063 sec): 3 clusters Score: Raw -7570123.311254 + Penalty 3597.093893 = -7566526.217360 nChanged 2 SP:Iteration 89Q (5206.037590 sec): 3 clusters Score: Raw -7570123.367581 + Penalty 3597.093893 = -7566526.273687 nChanged 1 SP:Iteration 90Q (5206.177734 sec): 3 clusters Score: Raw -7570123.420036 + Penalty 3597.093893 = -7566526.326143 nChanged 0 SP:Iteration 91F (5206.333952 sec): 3 clusters Score: Raw -7570123.420036 + Penalty 3597.093893 = -7566526.326143 nChanged 0 Trying to split cluster 16 (18875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5206.377291 sec): 2 clusters Score: Raw -2253109.000780 + Penalty 1599.908956 = -2251509.091824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5206.460518 sec): 3 clusters Score: Raw -2241805.011951 + Penalty 3199.817912 = -2238605.194040 nChanged 8500 SP:Iteration 1F (5206.538348 sec): 3 clusters Score: Raw -2246582.151987 + Penalty 3199.817912 = -2243382.334075 nChanged 947 SP:Iteration 2F (5206.619451 sec): 3 clusters Score: Raw -2246887.229874 + Penalty 3199.817912 = -2243687.411962 nChanged 788 SP:Iteration 3Q (5206.701569 sec): 3 clusters Score: Raw -2247139.049951 + Penalty 3199.817912 = -2243939.232039 nChanged 734 SP:Iteration 4Q (5206.773266 sec): 3 clusters Score: Raw -2247375.212047 + Penalty 3199.817912 = -2244175.394135 nChanged 715 SP:Iteration 5Q (5206.852707 sec): 3 clusters Score: Raw -2247639.547262 + Penalty 3199.817912 = -2244439.729350 nChanged 759 SP:Iteration 6Q (5206.924657 sec): 3 clusters Score: Raw -2247972.745066 + Penalty 3199.817912 = -2244772.927154 nChanged 880 SP:Iteration 7Q (5207.003333 sec): 3 clusters Score: Raw -2248453.570391 + Penalty 3199.817912 = -2245253.752479 nChanged 1033 SP:Iteration 8F (5207.081209 sec): 3 clusters Score: Raw -2249121.786236 + Penalty 3199.817912 = -2245921.968324 nChanged 1111 SP:Iteration 9F (5207.147177 sec): 3 clusters Score: Raw -2249960.572678 + Penalty 3199.817912 = -2246760.754766 nChanged 1133 SP:Iteration 10F (5207.225430 sec): 3 clusters Score: Raw -2250861.844749 + Penalty 3199.817912 = -2247662.026837 nChanged 965 SP:Iteration 11F (5207.302336 sec): 3 clusters Score: Raw -2251645.052231 + Penalty 3199.817912 = -2248445.234320 nChanged 785 SP:Iteration 12Q (5207.380515 sec): 3 clusters Score: Raw -2252289.828494 + Penalty 3199.817912 = -2249090.010582 nChanged 521 SP:Iteration 13Q (5207.463227 sec): 3 clusters Score: Raw -2252701.521064 + Penalty 3199.817912 = -2249501.703152 nChanged 322 SP:Iteration 14Q (5207.533772 sec): 3 clusters Score: Raw -2252948.061496 + Penalty 3199.817912 = -2249748.243584 nChanged 195 SP:Iteration 15Q (5207.612731 sec): 3 clusters Score: Raw -2253099.691534 + Penalty 3199.817912 = -2249899.873622 nChanged 144 SP:Iteration 16Q (5207.677650 sec): 3 clusters Score: Raw -2253207.521085 + Penalty 3199.817912 = -2250007.703174 nChanged 103 SP:Iteration 17Q (5207.754749 sec): 3 clusters Score: Raw -2253280.312873 + Penalty 3199.817912 = -2250080.494961 nChanged 74 SP:Iteration 18Q (5207.830860 sec): 3 clusters Score: Raw -2253329.557546 + Penalty 3199.817912 = -2250129.739635 nChanged 53 SP:Iteration 19Q (5207.902296 sec): 3 clusters Score: Raw -2253365.917690 + Penalty 3199.817912 = -2250166.099779 nChanged 29 SP:Iteration 20F (5207.965362 sec): 3 clusters Score: Raw -2253387.397885 + Penalty 3199.817912 = -2250187.579973 nChanged 25 SP:Iteration 21Q (5208.030115 sec): 3 clusters Score: Raw -2253402.893011 + Penalty 3199.817912 = -2250203.075099 nChanged 15 SP:Iteration 22Q (5208.091001 sec): 3 clusters Score: Raw -2253412.536949 + Penalty 3199.817912 = -2250212.719038 nChanged 18 SP:Iteration 23Q (5208.153585 sec): 3 clusters Score: Raw -2253425.224932 + Penalty 3199.817912 = -2250225.407020 nChanged 15 SP:Iteration 24Q (5208.218990 sec): 3 clusters Score: Raw -2253435.207519 + Penalty 3199.817912 = -2250235.389607 nChanged 11 SP:Iteration 25Q (5208.282636 sec): 3 clusters Score: Raw -2253443.717361 + Penalty 3199.817912 = -2250243.899449 nChanged 9 SP:Iteration 26Q (5208.352906 sec): 3 clusters Score: Raw -2253448.802758 + Penalty 3199.817912 = -2250248.984847 nChanged 8 SP:Iteration 27Q (5208.414383 sec): 3 clusters Score: Raw -2253454.788300 + Penalty 3199.817912 = -2250254.970388 nChanged 10 SP:Iteration 28Q (5208.474285 sec): 3 clusters Score: Raw -2253463.346260 + Penalty 3199.817912 = -2250263.528348 nChanged 12 SP:Iteration 29Q (5208.539905 sec): 3 clusters Score: Raw -2253469.538524 + Penalty 3199.817912 = -2250269.720612 nChanged 6 SP:Iteration 30Q (5208.608947 sec): 3 clusters Score: Raw -2253472.124451 + Penalty 3199.817912 = -2250272.306540 nChanged 2 SP:Iteration 31Q (5208.677977 sec): 3 clusters Score: Raw -2253473.467218 + Penalty 3199.817912 = -2250273.649307 nChanged 3 SP:Iteration 32Q (5208.738671 sec): 3 clusters Score: Raw -2253475.270734 + Penalty 3199.817912 = -2250275.452822 nChanged 2 SP:Iteration 33Q (5208.807702 sec): 3 clusters Score: Raw -2253476.958838 + Penalty 3199.817912 = -2250277.140927 nChanged 4 SP:Iteration 34Q (5208.876743 sec): 3 clusters Score: Raw -2253478.798915 + Penalty 3199.817912 = -2250278.981003 nChanged 2 SP:Iteration 35Q (5208.945908 sec): 3 clusters Score: Raw -2253480.092297 + Penalty 3199.817912 = -2250280.274386 nChanged 0 SP:Iteration 36F (5209.013363 sec): 3 clusters Score: Raw -2253480.092297 + Penalty 3199.817912 = -2250280.274386 nChanged 0 Trying to split cluster 17 (7047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5209.045395 sec): 2 clusters Score: Raw -831442.070851 + Penalty 1439.808057 = -830002.262794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5209.104570 sec): 3 clusters Score: Raw -827624.503218 + Penalty 2879.616114 = -824744.887104 nChanged 2976 SP:Iteration 1F (5209.163560 sec): 3 clusters Score: Raw -829298.126999 + Penalty 2879.616114 = -826418.510885 nChanged 495 SP:Iteration 2F (5209.217877 sec): 3 clusters Score: Raw -829575.636094 + Penalty 2879.616114 = -826696.019981 nChanged 401 SP:Iteration 3F (5209.275979 sec): 3 clusters Score: Raw -829766.397259 + Penalty 2879.616114 = -826886.781145 nChanged 348 SP:Iteration 4Q (5209.335180 sec): 3 clusters Score: Raw -829959.510791 + Penalty 2879.616114 = -827079.894677 nChanged 340 SP:Iteration 5Q (5209.390415 sec): 3 clusters Score: Raw -830171.882828 + Penalty 2879.616114 = -827292.266714 nChanged 365 SP:Iteration 6F (5209.449579 sec): 3 clusters Score: Raw -830439.497159 + Penalty 2879.616114 = -827559.881045 nChanged 375 SP:Iteration 7F (5209.508664 sec): 3 clusters Score: Raw -830710.774093 + Penalty 2879.616114 = -827831.157980 nChanged 319 SP:Iteration 8Q (5209.567643 sec): 3 clusters Score: Raw -830921.783421 + Penalty 2879.616114 = -828042.167307 nChanged 289 SP:Iteration 9Q (5209.626398 sec): 3 clusters Score: Raw -831126.791579 + Penalty 2879.616114 = -828247.175465 nChanged 256 SP:Iteration 10Q (5209.685992 sec): 3 clusters Score: Raw -831262.640037 + Penalty 2879.616114 = -828383.023924 nChanged 174 SP:Iteration 11Q (5209.734494 sec): 3 clusters Score: Raw -831346.200434 + Penalty 2879.616114 = -828466.584320 nChanged 143 SP:Iteration 12Q (5209.796115 sec): 3 clusters Score: Raw -831415.677282 + Penalty 2879.616114 = -828536.061168 nChanged 124 SP:Iteration 13Q (5209.855025 sec): 3 clusters Score: Raw -831471.294573 + Penalty 2879.616114 = -828591.678459 nChanged 97 SP:Iteration 14Q (5209.902140 sec): 3 clusters Score: Raw -831504.226130 + Penalty 2879.616114 = -828624.610016 nChanged 83 SP:Iteration 15Q (5209.950767 sec): 3 clusters Score: Raw -831534.450637 + Penalty 2879.616114 = -828654.834523 nChanged 69 SP:Iteration 16Q (5209.998651 sec): 3 clusters Score: Raw -831556.113346 + Penalty 2879.616114 = -828676.497232 nChanged 55 SP:Iteration 17Q (5210.057733 sec): 3 clusters Score: Raw -831572.345103 + Penalty 2879.616114 = -828692.728989 nChanged 50 SP:Iteration 18Q (5210.116685 sec): 3 clusters Score: Raw -831584.316933 + Penalty 2879.616114 = -828704.700819 nChanged 49 SP:Iteration 19Q (5210.161205 sec): 3 clusters Score: Raw -831598.193670 + Penalty 2879.616114 = -828718.577556 nChanged 39 SP:Iteration 20F (5210.214056 sec): 3 clusters Score: Raw -831609.393935 + Penalty 2879.616114 = -828729.777821 nChanged 39 SP:Iteration 21Q (5210.272508 sec): 3 clusters Score: Raw -831619.734731 + Penalty 2879.616114 = -828740.118618 nChanged 37 SP:Iteration 22Q (5210.315576 sec): 3 clusters Score: Raw -831628.652133 + Penalty 2879.616114 = -828749.036019 nChanged 33 SP:Iteration 23Q (5210.367974 sec): 3 clusters Score: Raw -831635.967226 + Penalty 2879.616114 = -828756.351112 nChanged 36 SP:Iteration 24Q (5210.419098 sec): 3 clusters Score: Raw -831642.507807 + Penalty 2879.616114 = -828762.891693 nChanged 24 SP:Iteration 25Q (5210.481756 sec): 3 clusters Score: Raw -831648.296639 + Penalty 2879.616114 = -828768.680525 nChanged 26 SP:Iteration 26Q (5210.524686 sec): 3 clusters Score: Raw -831654.398416 + Penalty 2879.616114 = -828774.782302 nChanged 19 SP:Iteration 27Q (5210.587280 sec): 3 clusters Score: Raw -831657.807268 + Penalty 2879.616114 = -828778.191155 nChanged 17 SP:Iteration 28Q (5210.629132 sec): 3 clusters Score: Raw -831661.114271 + Penalty 2879.616114 = -828781.498157 nChanged 19 SP:Iteration 29Q (5210.681209 sec): 3 clusters Score: Raw -831664.619571 + Penalty 2879.616114 = -828785.003457 nChanged 20 SP:Iteration 30Q (5210.733541 sec): 3 clusters Score: Raw -831668.030953 + Penalty 2879.616114 = -828788.414839 nChanged 12 SP:Iteration 31Q (5210.795118 sec): 3 clusters Score: Raw -831670.073913 + Penalty 2879.616114 = -828790.457799 nChanged 7 SP:Iteration 32Q (5210.835725 sec): 3 clusters Score: Raw -831671.075735 + Penalty 2879.616114 = -828791.459621 nChanged 7 SP:Iteration 33Q (5210.888171 sec): 3 clusters Score: Raw -831672.136488 + Penalty 2879.616114 = -828792.520374 nChanged 4 SP:Iteration 34Q (5210.939638 sec): 3 clusters Score: Raw -831672.605272 + Penalty 2879.616114 = -828792.989158 nChanged 4 SP:Iteration 35Q (5211.001615 sec): 3 clusters Score: Raw -831673.304890 + Penalty 2879.616114 = -828793.688776 nChanged 5 SP:Iteration 36Q (5211.052710 sec): 3 clusters Score: Raw -831674.093911 + Penalty 2879.616114 = -828794.477797 nChanged 8 SP:Iteration 37Q (5211.094280 sec): 3 clusters Score: Raw -831675.584118 + Penalty 2879.616114 = -828795.968004 nChanged 10 SP:Iteration 38Q (5211.155817 sec): 3 clusters Score: Raw -831677.824005 + Penalty 2879.616114 = -828798.207891 nChanged 14 SP:Iteration 39Q (5211.197847 sec): 3 clusters Score: Raw -831680.162850 + Penalty 2879.616114 = -828800.546736 nChanged 11 SP:Iteration 40F (5211.241093 sec): 3 clusters Score: Raw -831682.363002 + Penalty 2879.616114 = -828802.746888 nChanged 14 SP:Iteration 41Q (5211.302913 sec): 3 clusters Score: Raw -831684.705026 + Penalty 2879.616114 = -828805.088912 nChanged 12 SP:Iteration 42Q (5211.345987 sec): 3 clusters Score: Raw -831686.359420 + Penalty 2879.616114 = -828806.743306 nChanged 12 SP:Iteration 43Q (5211.398804 sec): 3 clusters Score: Raw -831688.372131 + Penalty 2879.616114 = -828808.756018 nChanged 14 SP:Iteration 44Q (5211.457910 sec): 3 clusters Score: Raw -831691.580258 + Penalty 2879.616114 = -828811.964144 nChanged 13 SP:Iteration 45Q (5211.510903 sec): 3 clusters Score: Raw -831694.232119 + Penalty 2879.616114 = -828814.616005 nChanged 17 SP:Iteration 46Q (5211.569366 sec): 3 clusters Score: Raw -831697.485100 + Penalty 2879.616114 = -828817.868986 nChanged 14 SP:Iteration 47Q (5211.628151 sec): 3 clusters Score: Raw -831700.185063 + Penalty 2879.616114 = -828820.568949 nChanged 16 SP:Iteration 48Q (5211.690504 sec): 3 clusters Score: Raw -831703.026737 + Penalty 2879.616114 = -828823.410623 nChanged 10 SP:Iteration 49Q (5211.751982 sec): 3 clusters Score: Raw -831704.472287 + Penalty 2879.616114 = -828824.856174 nChanged 8 SP:Iteration 50Q (5211.815433 sec): 3 clusters Score: Raw -831705.356103 + Penalty 2879.616114 = -828825.739989 nChanged 10 SP:Iteration 51Q (5211.856579 sec): 3 clusters Score: Raw -831707.347935 + Penalty 2879.616114 = -828827.731821 nChanged 10 SP:Iteration 52Q (5211.907619 sec): 3 clusters Score: Raw -831708.662985 + Penalty 2879.616114 = -828829.046871 nChanged 11 SP:Iteration 53Q (5211.942015 sec): 3 clusters Score: Raw -831711.392359 + Penalty 2879.616114 = -828831.776245 nChanged 18 SP:Iteration 54Q (5212.006340 sec): 3 clusters Score: Raw -831715.079577 + Penalty 2879.616114 = -828835.463463 nChanged 19 SP:Iteration 55Q (5212.059972 sec): 3 clusters Score: Raw -831718.656356 + Penalty 2879.616114 = -828839.040242 nChanged 14 SP:Iteration 56Q (5212.109952 sec): 3 clusters Score: Raw -831721.998193 + Penalty 2879.616114 = -828842.382079 nChanged 13 SP:Iteration 57Q (5212.175076 sec): 3 clusters Score: Raw -831724.591752 + Penalty 2879.616114 = -828844.975638 nChanged 15 SP:Iteration 58Q (5212.214885 sec): 3 clusters Score: Raw -831728.045205 + Penalty 2879.616114 = -828848.429091 nChanged 10 SP:Iteration 59Q (5212.267383 sec): 3 clusters Score: Raw -831729.754102 + Penalty 2879.616114 = -828850.137988 nChanged 8 SP:Iteration 60F (5212.316695 sec): 3 clusters Score: Raw -831731.767542 + Penalty 2879.616114 = -828852.151428 nChanged 16 SP:Iteration 61Q (5212.372351 sec): 3 clusters Score: Raw -831735.783647 + Penalty 2879.616114 = -828856.167533 nChanged 19 SP:Iteration 62Q (5212.424313 sec): 3 clusters Score: Raw -831741.112461 + Penalty 2879.616114 = -828861.496347 nChanged 17 SP:Iteration 63Q (5212.475750 sec): 3 clusters Score: Raw -831744.674120 + Penalty 2879.616114 = -828865.058007 nChanged 10 SP:Iteration 64Q (5212.529280 sec): 3 clusters Score: Raw -831747.578306 + Penalty 2879.616114 = -828867.962193 nChanged 14 SP:Iteration 65Q (5212.581820 sec): 3 clusters Score: Raw -831750.275564 + Penalty 2879.616114 = -828870.659450 nChanged 13 SP:Iteration 66Q (5212.632381 sec): 3 clusters Score: Raw -831752.889797 + Penalty 2879.616114 = -828873.273683 nChanged 14 SP:Iteration 67Q (5212.685518 sec): 3 clusters Score: Raw -831756.495161 + Penalty 2879.616114 = -828876.879047 nChanged 20 SP:Iteration 68Q (5212.745906 sec): 3 clusters Score: Raw -831760.445672 + Penalty 2879.616114 = -828880.829558 nChanged 16 SP:Iteration 69Q (5212.806264 sec): 3 clusters Score: Raw -831763.250101 + Penalty 2879.616114 = -828883.633987 nChanged 11 SP:Iteration 70Q (5212.856766 sec): 3 clusters Score: Raw -831764.689248 + Penalty 2879.616114 = -828885.073134 nChanged 11 SP:Iteration 71Q (5212.918271 sec): 3 clusters Score: Raw -831767.046312 + Penalty 2879.616114 = -828887.430198 nChanged 10 SP:Iteration 72Q (5212.978199 sec): 3 clusters Score: Raw -831768.453561 + Penalty 2879.616114 = -828888.837447 nChanged 8 SP:Iteration 73Q (5213.039313 sec): 3 clusters Score: Raw -831769.789583 + Penalty 2879.616114 = -828890.173469 nChanged 9 SP:Iteration 74Q (5213.100587 sec): 3 clusters Score: Raw -831771.820671 + Penalty 2879.616114 = -828892.204557 nChanged 16 SP:Iteration 75Q (5213.162842 sec): 3 clusters Score: Raw -831774.765290 + Penalty 2879.616114 = -828895.149176 nChanged 14 SP:Iteration 76Q (5213.224209 sec): 3 clusters Score: Raw -831777.816814 + Penalty 2879.616114 = -828898.200700 nChanged 12 SP:Iteration 77Q (5213.280437 sec): 3 clusters Score: Raw -831781.048423 + Penalty 2879.616114 = -828901.432309 nChanged 19 SP:Iteration 78Q (5213.327356 sec): 3 clusters Score: Raw -831786.226794 + Penalty 2879.616114 = -828906.610680 nChanged 19 SP:Iteration 79Q (5213.380545 sec): 3 clusters Score: Raw -831790.095292 + Penalty 2879.616114 = -828910.479179 nChanged 15 SP:Iteration 80F (5213.432757 sec): 3 clusters Score: Raw -831792.762804 + Penalty 2879.616114 = -828913.146690 nChanged 8 SP:Iteration 81Q (5213.477357 sec): 3 clusters Score: Raw -831794.544289 + Penalty 2879.616114 = -828914.928175 nChanged 9 SP:Iteration 82Q (5213.524122 sec): 3 clusters Score: Raw -831796.211201 + Penalty 2879.616114 = -828916.595087 nChanged 11 SP:Iteration 83Q (5213.570325 sec): 3 clusters Score: Raw -831798.284679 + Penalty 2879.616114 = -828918.668565 nChanged 11 SP:Iteration 84Q (5213.622035 sec): 3 clusters Score: Raw -831800.900576 + Penalty 2879.616114 = -828921.284462 nChanged 12 SP:Iteration 85Q (5213.683575 sec): 3 clusters Score: Raw -831803.032854 + Penalty 2879.616114 = -828923.416741 nChanged 7 SP:Iteration 86Q (5213.726137 sec): 3 clusters Score: Raw -831804.568600 + Penalty 2879.616114 = -828924.952486 nChanged 6 SP:Iteration 87Q (5213.781462 sec): 3 clusters Score: Raw -831805.254817 + Penalty 2879.616114 = -828925.638703 nChanged 6 SP:Iteration 88Q (5213.817249 sec): 3 clusters Score: Raw -831806.121123 + Penalty 2879.616114 = -828926.505009 nChanged 6 SP:Iteration 89Q (5213.864310 sec): 3 clusters Score: Raw -831807.361058 + Penalty 2879.616114 = -828927.744945 nChanged 2 SP:Iteration 90Q (5213.909598 sec): 3 clusters Score: Raw -831807.641139 + Penalty 2879.616114 = -828928.025025 nChanged 1 SP:Iteration 91Q (5213.956054 sec): 3 clusters Score: Raw -831807.788635 + Penalty 2879.616114 = -828928.172522 nChanged 1 SP:Iteration 92Q (5213.996384 sec): 3 clusters Score: Raw -831807.950112 + Penalty 2879.616114 = -828928.333998 nChanged 1 SP:Iteration 93Q (5214.044240 sec): 3 clusters Score: Raw -831808.271095 + Penalty 2879.616114 = -828928.654981 nChanged 3 SP:Iteration 94Q (5214.087101 sec): 3 clusters Score: Raw -831808.762983 + Penalty 2879.616114 = -828929.146869 nChanged 4 SP:Iteration 95Q (5214.142147 sec): 3 clusters Score: Raw -831809.277453 + Penalty 2879.616114 = -828929.661339 nChanged 4 SP:Iteration 96Q (5214.189323 sec): 3 clusters Score: Raw -831809.851673 + Penalty 2879.616114 = -828930.235559 nChanged 2 SP:Iteration 97Q (5214.242059 sec): 3 clusters Score: Raw -831810.151729 + Penalty 2879.616114 = -828930.535615 nChanged 2 SP:Iteration 98Q (5214.285045 sec): 3 clusters Score: Raw -831810.342001 + Penalty 2879.616114 = -828930.725888 nChanged 1 SP:Iteration 99Q (5214.321077 sec): 3 clusters Score: Raw -831810.469973 + Penalty 2879.616114 = -828930.853859 nChanged 1 SP:Iteration 100F (5214.371679 sec): 3 clusters Score: Raw -831810.552803 + Penalty 2879.616114 = -828930.936690 nChanged 1 SP:Iteration 101Q (5214.414787 sec): 3 clusters Score: Raw -831810.737453 + Penalty 2879.616114 = -828931.121340 nChanged 0 SP:Iteration 102F (5214.451125 sec): 3 clusters Score: Raw -831810.737453 + Penalty 2879.616114 = -828931.121340 nChanged 0 Trying to split cluster 18 (3794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5214.482214 sec): 2 clusters Score: Raw -449861.817407 + Penalty 1339.191124 = -448522.626282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5214.521350 sec): 3 clusters Score: Raw -448018.573679 + Penalty 2678.382249 = -445340.191430 nChanged 1470 SP:Iteration 1F (5214.560274 sec): 3 clusters Score: Raw -448884.018785 + Penalty 2678.382249 = -446205.636536 nChanged 265 SP:Iteration 2F (5214.591932 sec): 3 clusters Score: Raw -449061.514895 + Penalty 2678.382249 = -446383.132646 nChanged 213 SP:Iteration 3F (5214.646137 sec): 3 clusters Score: Raw -449200.926496 + Penalty 2678.382249 = -446522.544247 nChanged 196 SP:Iteration 4F (5214.682151 sec): 3 clusters Score: Raw -449347.638519 + Penalty 2678.382249 = -446669.256270 nChanged 172 SP:Iteration 5Q (5214.731553 sec): 3 clusters Score: Raw -449467.477330 + Penalty 2678.382249 = -446789.095081 nChanged 160 SP:Iteration 6Q (5214.780695 sec): 3 clusters Score: Raw -449565.171387 + Penalty 2678.382249 = -446886.789138 nChanged 118 SP:Iteration 7Q (5214.837289 sec): 3 clusters Score: Raw -449639.261766 + Penalty 2678.382249 = -446960.879517 nChanged 113 SP:Iteration 8Q (5214.882085 sec): 3 clusters Score: Raw -449714.622166 + Penalty 2678.382249 = -447036.239917 nChanged 116 SP:Iteration 9Q (5214.926693 sec): 3 clusters Score: Raw -449804.263526 + Penalty 2678.382249 = -447125.881277 nChanged 105 SP:Iteration 10Q (5214.990781 sec): 3 clusters Score: Raw -449881.419664 + Penalty 2678.382249 = -447203.037415 nChanged 88 SP:Iteration 11Q (5215.035028 sec): 3 clusters Score: Raw -449943.906465 + Penalty 2678.382249 = -447265.524216 nChanged 87 SP:Iteration 12Q (5215.091886 sec): 3 clusters Score: Raw -450009.557483 + Penalty 2678.382249 = -447331.175234 nChanged 84 SP:Iteration 13Q (5215.124424 sec): 3 clusters Score: Raw -450073.626033 + Penalty 2678.382249 = -447395.243784 nChanged 67 SP:Iteration 14Q (5215.178368 sec): 3 clusters Score: Raw -450117.542209 + Penalty 2678.382249 = -447439.159961 nChanged 55 SP:Iteration 15Q (5215.232093 sec): 3 clusters Score: Raw -450159.385548 + Penalty 2678.382249 = -447481.003300 nChanged 53 SP:Iteration 16Q (5215.297644 sec): 3 clusters Score: Raw -450196.942755 + Penalty 2678.382249 = -447518.560506 nChanged 58 SP:Iteration 17Q (5215.342339 sec): 3 clusters Score: Raw -450235.251529 + Penalty 2678.382249 = -447556.869280 nChanged 48 SP:Iteration 18Q (5215.396276 sec): 3 clusters Score: Raw -450269.292718 + Penalty 2678.382249 = -447590.910469 nChanged 43 SP:Iteration 19Q (5215.447033 sec): 3 clusters Score: Raw -450298.287336 + Penalty 2678.382249 = -447619.905087 nChanged 45 SP:Iteration 20F (5215.512916 sec): 3 clusters Score: Raw -450330.188443 + Penalty 2678.382249 = -447651.806194 nChanged 35 SP:Iteration 21Q (5215.568400 sec): 3 clusters Score: Raw -450347.619591 + Penalty 2678.382249 = -447669.237342 nChanged 22 SP:Iteration 22Q (5215.617684 sec): 3 clusters Score: Raw -450359.591937 + Penalty 2678.382249 = -447681.209688 nChanged 20 SP:Iteration 23Q (5215.654568 sec): 3 clusters Score: Raw -450366.906772 + Penalty 2678.382249 = -447688.524523 nChanged 16 SP:Iteration 24Q (5215.708258 sec): 3 clusters Score: Raw -450373.633017 + Penalty 2678.382249 = -447695.250768 nChanged 10 SP:Iteration 25Q (5215.761248 sec): 3 clusters Score: Raw -450377.031600 + Penalty 2678.382249 = -447698.649352 nChanged 8 SP:Iteration 26Q (5215.814425 sec): 3 clusters Score: Raw -450380.609963 + Penalty 2678.382249 = -447702.227714 nChanged 10 SP:Iteration 27Q (5215.879077 sec): 3 clusters Score: Raw -450386.114762 + Penalty 2678.382249 = -447707.732513 nChanged 8 SP:Iteration 28Q (5215.933407 sec): 3 clusters Score: Raw -450388.826940 + Penalty 2678.382249 = -447710.444691 nChanged 5 SP:Iteration 29Q (5215.972194 sec): 3 clusters Score: Raw -450391.154509 + Penalty 2678.382249 = -447712.772261 nChanged 5 SP:Iteration 30Q (5216.014832 sec): 3 clusters Score: Raw -450393.185324 + Penalty 2678.382249 = -447714.803075 nChanged 6 SP:Iteration 31Q (5216.064319 sec): 3 clusters Score: Raw -450395.291181 + Penalty 2678.382249 = -447716.908932 nChanged 5 SP:Iteration 32Q (5216.099452 sec): 3 clusters Score: Raw -450396.588597 + Penalty 2678.382249 = -447718.206348 nChanged 3 SP:Iteration 33Q (5216.141745 sec): 3 clusters Score: Raw -450397.552207 + Penalty 2678.382249 = -447719.169958 nChanged 3 SP:Iteration 34Q (5216.189147 sec): 3 clusters Score: Raw -450398.338727 + Penalty 2678.382249 = -447719.956478 nChanged 1 SP:Iteration 35Q (5216.242470 sec): 3 clusters Score: Raw -450398.590143 + Penalty 2678.382249 = -447720.207894 nChanged 0 SP:Iteration 36F (5216.307964 sec): 3 clusters Score: Raw -450398.590143 + Penalty 2678.382249 = -447720.207894 nChanged 0 Trying to split cluster 19 (6110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5216.328720 sec): 2 clusters Score: Raw -734252.498642 + Penalty 1416.623333 = -732835.875308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5216.386631 sec): 3 clusters Score: Raw -731042.517438 + Penalty 2833.246667 = -728209.270771 nChanged 2509 SP:Iteration 1F (5216.444683 sec): 3 clusters Score: Raw -732456.883742 + Penalty 2833.246667 = -729623.637075 nChanged 416 SP:Iteration 2F (5216.504210 sec): 3 clusters Score: Raw -732693.173396 + Penalty 2833.246667 = -729859.926730 nChanged 349 SP:Iteration 3F (5216.557572 sec): 3 clusters Score: Raw -732894.367553 + Penalty 2833.246667 = -730061.120887 nChanged 320 SP:Iteration 4F (5216.605043 sec): 3 clusters Score: Raw -733084.212974 + Penalty 2833.246667 = -730250.966308 nChanged 295 SP:Iteration 5Q (5216.649218 sec): 3 clusters Score: Raw -733283.243000 + Penalty 2833.246667 = -730449.996333 nChanged 285 SP:Iteration 6Q (5216.690595 sec): 3 clusters Score: Raw -733479.441088 + Penalty 2833.246667 = -730646.194421 nChanged 273 SP:Iteration 7Q (5216.743492 sec): 3 clusters Score: Raw -733682.159591 + Penalty 2833.246667 = -730848.912924 nChanged 223 SP:Iteration 8Q (5216.790978 sec): 3 clusters Score: Raw -733846.714247 + Penalty 2833.246667 = -731013.467580 nChanged 185 SP:Iteration 9Q (5216.846212 sec): 3 clusters Score: Raw -733985.355885 + Penalty 2833.246667 = -731152.109218 nChanged 134 SP:Iteration 10Q (5216.898809 sec): 3 clusters Score: Raw -734092.333107 + Penalty 2833.246667 = -731259.086440 nChanged 114 SP:Iteration 11Q (5216.948756 sec): 3 clusters Score: Raw -734184.951443 + Penalty 2833.246667 = -731351.704776 nChanged 81 SP:Iteration 12Q (5217.013115 sec): 3 clusters Score: Raw -734251.669443 + Penalty 2833.246667 = -731418.422776 nChanged 55 SP:Iteration 13Q (5217.055217 sec): 3 clusters Score: Raw -734299.613035 + Penalty 2833.246667 = -731466.366368 nChanged 40 SP:Iteration 14Q (5217.108402 sec): 3 clusters Score: Raw -734338.241189 + Penalty 2833.246667 = -731504.994522 nChanged 36 SP:Iteration 15Q (5217.160499 sec): 3 clusters Score: Raw -734370.810420 + Penalty 2833.246667 = -731537.563753 nChanged 16 SP:Iteration 16Q (5217.216858 sec): 3 clusters Score: Raw -734384.258723 + Penalty 2833.246667 = -731551.012056 nChanged 11 SP:Iteration 17Q (5217.274531 sec): 3 clusters Score: Raw -734396.766263 + Penalty 2833.246667 = -731563.519596 nChanged 8 SP:Iteration 18Q (5217.334107 sec): 3 clusters Score: Raw -734406.840255 + Penalty 2833.246667 = -731573.593588 nChanged 6 SP:Iteration 19Q (5217.384520 sec): 3 clusters Score: Raw -734412.202715 + Penalty 2833.246667 = -731578.956048 nChanged 5 SP:Iteration 20F (5217.446514 sec): 3 clusters Score: Raw -734416.784092 + Penalty 2833.246667 = -731583.537425 nChanged 6 SP:Iteration 21Q (5217.495914 sec): 3 clusters Score: Raw -734419.894434 + Penalty 2833.246667 = -731586.647767 nChanged 4 SP:Iteration 22Q (5217.550210 sec): 3 clusters Score: Raw -734424.123946 + Penalty 2833.246667 = -731590.877279 nChanged 3 SP:Iteration 23Q (5217.596633 sec): 3 clusters Score: Raw -734427.631983 + Penalty 2833.246667 = -731594.385316 nChanged 1 SP:Iteration 24Q (5217.646250 sec): 3 clusters Score: Raw -734428.529714 + Penalty 2833.246667 = -731595.283047 nChanged 1 SP:Iteration 25Q (5217.699150 sec): 3 clusters Score: Raw -734430.682417 + Penalty 2833.246667 = -731597.435750 nChanged 1 SP:Iteration 26Q (5217.744956 sec): 3 clusters Score: Raw -734431.901192 + Penalty 2833.246667 = -731598.654525 nChanged 2 SP:Iteration 27Q (5217.782809 sec): 3 clusters Score: Raw -734434.817466 + Penalty 2833.246667 = -731601.570799 nChanged 4 SP:Iteration 28Q (5217.839807 sec): 3 clusters Score: Raw -734439.303984 + Penalty 2833.246667 = -731606.057317 nChanged 4 SP:Iteration 29Q (5217.894440 sec): 3 clusters Score: Raw -734443.732271 + Penalty 2833.246667 = -731610.485604 nChanged 4 SP:Iteration 30Q (5217.933920 sec): 3 clusters Score: Raw -734445.832040 + Penalty 2833.246667 = -731612.585373 nChanged 2 SP:Iteration 31Q (5217.986778 sec): 3 clusters Score: Raw -734447.941234 + Penalty 2833.246667 = -731614.694567 nChanged 1 SP:Iteration 32Q (5218.019187 sec): 3 clusters Score: Raw -734448.266969 + Penalty 2833.246667 = -731615.020302 nChanged 0 SP:Iteration 33F (5218.075773 sec): 3 clusters Score: Raw -734448.266969 + Penalty 2833.246667 = -731615.020302 nChanged 0 Trying to split cluster 20 (4726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5218.101761 sec): 2 clusters Score: Raw -502404.246365 + Penalty 1374.885599 = -501029.360766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5218.141287 sec): 3 clusters Score: Raw -499942.000831 + Penalty 2749.771199 = -497192.229633 nChanged 1965 SP:Iteration 1F (5218.174089 sec): 3 clusters Score: Raw -501090.809403 + Penalty 2749.771199 = -498341.038204 nChanged 374 SP:Iteration 2F (5218.213272 sec): 3 clusters Score: Raw -501324.903836 + Penalty 2749.771199 = -498575.132637 nChanged 310 SP:Iteration 3F (5218.252132 sec): 3 clusters Score: Raw -501578.786793 + Penalty 2749.771199 = -498829.015595 nChanged 343 SP:Iteration 4F (5218.297568 sec): 3 clusters Score: Raw -501883.342191 + Penalty 2749.771199 = -499133.570992 nChanged 340 SP:Iteration 5F (5218.336895 sec): 3 clusters Score: Raw -502162.845047 + Penalty 2749.771199 = -499413.073848 nChanged 286 SP:Iteration 6F (5218.369360 sec): 3 clusters Score: Raw -502399.748907 + Penalty 2749.771199 = -499649.977708 nChanged 241 SP:Iteration 7F (5218.414559 sec): 3 clusters Score: Raw -502573.831660 + Penalty 2749.771199 = -499824.060461 nChanged 172 SP:Iteration 8Q (5218.454030 sec): 3 clusters Score: Raw -502674.588596 + Penalty 2749.771199 = -499924.817397 nChanged 112 SP:Iteration 9Q (5218.486771 sec): 3 clusters Score: Raw -502733.446797 + Penalty 2749.771199 = -499983.675599 nChanged 77 SP:Iteration 10Q (5218.532472 sec): 3 clusters Score: Raw -502771.191796 + Penalty 2749.771199 = -500021.420597 nChanged 69 SP:Iteration 11Q (5218.571948 sec): 3 clusters Score: Raw -502801.753944 + Penalty 2749.771199 = -500051.982746 nChanged 57 SP:Iteration 12Q (5218.605216 sec): 3 clusters Score: Raw -502824.535312 + Penalty 2749.771199 = -500074.764113 nChanged 41 SP:Iteration 13Q (5218.648863 sec): 3 clusters Score: Raw -502843.252450 + Penalty 2749.771199 = -500093.481251 nChanged 53 SP:Iteration 14Q (5218.697703 sec): 3 clusters Score: Raw -502866.595141 + Penalty 2749.771199 = -500116.823942 nChanged 35 SP:Iteration 15Q (5218.737521 sec): 3 clusters Score: Raw -502879.584183 + Penalty 2749.771199 = -500129.812984 nChanged 27 SP:Iteration 16Q (5218.780914 sec): 3 clusters Score: Raw -502889.985727 + Penalty 2749.771199 = -500140.214528 nChanged 14 SP:Iteration 17Q (5218.835380 sec): 3 clusters Score: Raw -502895.896840 + Penalty 2749.771199 = -500146.125641 nChanged 14 SP:Iteration 18Q (5218.886551 sec): 3 clusters Score: Raw -502901.103515 + Penalty 2749.771199 = -500151.332317 nChanged 17 SP:Iteration 19Q (5218.941895 sec): 3 clusters Score: Raw -502907.968345 + Penalty 2749.771199 = -500158.197146 nChanged 13 SP:Iteration 20F (5218.996800 sec): 3 clusters Score: Raw -502912.720667 + Penalty 2749.771199 = -500162.949468 nChanged 11 SP:Iteration 21Q (5219.046682 sec): 3 clusters Score: Raw -502916.227560 + Penalty 2749.771199 = -500166.456362 nChanged 7 SP:Iteration 22Q (5219.113715 sec): 3 clusters Score: Raw -502919.152737 + Penalty 2749.771199 = -500169.381538 nChanged 15 SP:Iteration 23Q (5219.158927 sec): 3 clusters Score: Raw -502924.389959 + Penalty 2749.771199 = -500174.618760 nChanged 12 SP:Iteration 24Q (5219.213662 sec): 3 clusters Score: Raw -502928.338482 + Penalty 2749.771199 = -500178.567283 nChanged 15 SP:Iteration 25Q (5219.267689 sec): 3 clusters Score: Raw -502933.159935 + Penalty 2749.771199 = -500183.388737 nChanged 15 SP:Iteration 26Q (5219.323880 sec): 3 clusters Score: Raw -502937.200702 + Penalty 2749.771199 = -500187.429503 nChanged 12 SP:Iteration 27Q (5219.380761 sec): 3 clusters Score: Raw -502940.501133 + Penalty 2749.771199 = -500190.729934 nChanged 11 SP:Iteration 28Q (5219.437969 sec): 3 clusters Score: Raw -502943.319554 + Penalty 2749.771199 = -500193.548356 nChanged 4 SP:Iteration 29Q (5219.482403 sec): 3 clusters Score: Raw -502945.331058 + Penalty 2749.771199 = -500195.559859 nChanged 7 SP:Iteration 30Q (5219.538155 sec): 3 clusters Score: Raw -502948.570636 + Penalty 2749.771199 = -500198.799438 nChanged 6 SP:Iteration 31Q (5219.588623 sec): 3 clusters Score: Raw -502950.057454 + Penalty 2749.771199 = -500200.286255 nChanged 7 SP:Iteration 32Q (5219.645244 sec): 3 clusters Score: Raw -502951.731091 + Penalty 2749.771199 = -500201.959893 nChanged 5 SP:Iteration 33Q (5219.688160 sec): 3 clusters Score: Raw -502953.122167 + Penalty 2749.771199 = -500203.350969 nChanged 5 SP:Iteration 34Q (5219.741343 sec): 3 clusters Score: Raw -502954.981370 + Penalty 2749.771199 = -500205.210171 nChanged 6 SP:Iteration 35Q (5219.794529 sec): 3 clusters Score: Raw -502956.809604 + Penalty 2749.771199 = -500207.038406 nChanged 6 SP:Iteration 36Q (5219.850891 sec): 3 clusters Score: Raw -502958.585271 + Penalty 2749.771199 = -500208.814073 nChanged 2 SP:Iteration 37Q (5219.899423 sec): 3 clusters Score: Raw -502958.880733 + Penalty 2749.771199 = -500209.109534 nChanged 1 SP:Iteration 38Q (5219.953306 sec): 3 clusters Score: Raw -502959.464097 + Penalty 2749.771199 = -500209.692898 nChanged 1 SP:Iteration 39Q (5220.009360 sec): 3 clusters Score: Raw -502959.728753 + Penalty 2749.771199 = -500209.957554 nChanged 0 SP:Iteration 40F (5220.061224 sec): 3 clusters Score: Raw -502959.728753 + Penalty 2749.771199 = -500209.957554 nChanged 0 Trying to split cluster 21 (1562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5220.094951 sec): 2 clusters Score: Raw -180706.684612 + Penalty 1194.979879 = -179511.704733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5220.129772 sec): 3 clusters Score: Raw -180116.621747 + Penalty 2389.959757 = -177726.661990 nChanged 496 SP:Iteration 1F (5220.174320 sec): 3 clusters Score: Raw -180476.239212 + Penalty 2389.959757 = -178086.279455 nChanged 125 SP:Iteration 2F (5220.218133 sec): 3 clusters Score: Raw -180578.333868 + Penalty 2389.959757 = -178188.374111 nChanged 63 SP:Iteration 3Q (5220.262293 sec): 3 clusters Score: Raw -180629.163839 + Penalty 2389.959757 = -178239.204081 nChanged 43 SP:Iteration 4Q (5220.316555 sec): 3 clusters Score: Raw -180666.223330 + Penalty 2389.959757 = -178276.263573 nChanged 34 SP:Iteration 5Q (5220.351397 sec): 3 clusters Score: Raw -180698.698355 + Penalty 2389.959757 = -178308.738598 nChanged 23 SP:Iteration 6Q (5220.405504 sec): 3 clusters Score: Raw -180721.100501 + Penalty 2389.959757 = -178331.140744 nChanged 28 SP:Iteration 7Q (5220.441255 sec): 3 clusters Score: Raw -180745.491418 + Penalty 2389.959757 = -178355.531660 nChanged 25 SP:Iteration 8Q (5220.490341 sec): 3 clusters Score: Raw -180772.029415 + Penalty 2389.959757 = -178382.069658 nChanged 25 SP:Iteration 9Q (5220.529686 sec): 3 clusters Score: Raw -180786.315189 + Penalty 2389.959757 = -178396.355432 nChanged 11 SP:Iteration 10Q (5220.565962 sec): 3 clusters Score: Raw -180794.016056 + Penalty 2389.959757 = -178404.056299 nChanged 15 SP:Iteration 11Q (5220.599272 sec): 3 clusters Score: Raw -180804.661304 + Penalty 2389.959757 = -178414.701547 nChanged 13 SP:Iteration 12Q (5220.632484 sec): 3 clusters Score: Raw -180812.108894 + Penalty 2389.959757 = -178422.149137 nChanged 11 SP:Iteration 13Q (5220.665815 sec): 3 clusters Score: Raw -180817.921301 + Penalty 2389.959757 = -178427.961544 nChanged 4 SP:Iteration 14Q (5220.695583 sec): 3 clusters Score: Raw -180819.643137 + Penalty 2389.959757 = -178429.683380 nChanged 4 SP:Iteration 15Q (5220.728823 sec): 3 clusters Score: Raw -180822.521827 + Penalty 2389.959757 = -178432.562070 nChanged 5 SP:Iteration 16Q (5220.769196 sec): 3 clusters Score: Raw -180825.551277 + Penalty 2389.959757 = -178435.591520 nChanged 1 SP:Iteration 17Q (5220.806815 sec): 3 clusters Score: Raw -180825.932936 + Penalty 2389.959757 = -178435.973179 nChanged 0 SP:Iteration 18F (5220.835320 sec): 3 clusters Score: Raw -180825.932936 + Penalty 2389.959757 = -178435.973179 nChanged 0 Trying to split cluster 22 (2844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5220.870168 sec): 2 clusters Score: Raw -325277.541630 + Penalty 1292.357104 = -323985.184526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5220.908356 sec): 3 clusters Score: Raw -323957.174817 + Penalty 2584.714207 = -321372.460610 nChanged 1084 SP:Iteration 1F (5220.964049 sec): 3 clusters Score: Raw -324598.460190 + Penalty 2584.714207 = -322013.745983 nChanged 205 SP:Iteration 2F (5221.001210 sec): 3 clusters Score: Raw -324737.901604 + Penalty 2584.714207 = -322153.187397 nChanged 159 SP:Iteration 3F (5221.048094 sec): 3 clusters Score: Raw -324850.310683 + Penalty 2584.714207 = -322265.596476 nChanged 126 SP:Iteration 4Q (5221.090815 sec): 3 clusters Score: Raw -324946.485159 + Penalty 2584.714207 = -322361.770952 nChanged 101 SP:Iteration 5Q (5221.147214 sec): 3 clusters Score: Raw -325030.535376 + Penalty 2584.714207 = -322445.821169 nChanged 109 SP:Iteration 6Q (5221.192812 sec): 3 clusters Score: Raw -325113.050833 + Penalty 2584.714207 = -322528.336626 nChanged 97 SP:Iteration 7Q (5221.233976 sec): 3 clusters Score: Raw -325192.754198 + Penalty 2584.714207 = -322608.039991 nChanged 92 SP:Iteration 8Q (5221.268651 sec): 3 clusters Score: Raw -325264.497333 + Penalty 2584.714207 = -322679.783126 nChanged 67 SP:Iteration 9Q (5221.310616 sec): 3 clusters Score: Raw -325328.237546 + Penalty 2584.714207 = -322743.523339 nChanged 70 SP:Iteration 10Q (5221.364677 sec): 3 clusters Score: Raw -325398.911458 + Penalty 2584.714207 = -322814.197251 nChanged 64 SP:Iteration 11Q (5221.413748 sec): 3 clusters Score: Raw -325458.917894 + Penalty 2584.714207 = -322874.203687 nChanged 54 SP:Iteration 12Q (5221.454786 sec): 3 clusters Score: Raw -325503.600350 + Penalty 2584.714207 = -322918.886143 nChanged 55 SP:Iteration 13Q (5221.507773 sec): 3 clusters Score: Raw -325551.017251 + Penalty 2584.714207 = -322966.303044 nChanged 46 SP:Iteration 14Q (5221.560585 sec): 3 clusters Score: Raw -325580.470125 + Penalty 2584.714207 = -322995.755918 nChanged 30 SP:Iteration 15Q (5221.613139 sec): 3 clusters Score: Raw -325599.967959 + Penalty 2584.714207 = -323015.253752 nChanged 24 SP:Iteration 16Q (5221.663724 sec): 3 clusters Score: Raw -325616.861504 + Penalty 2584.714207 = -323032.147297 nChanged 33 SP:Iteration 17Q (5221.716159 sec): 3 clusters Score: Raw -325638.754208 + Penalty 2584.714207 = -323054.040001 nChanged 29 SP:Iteration 18Q (5221.769248 sec): 3 clusters Score: Raw -325654.565941 + Penalty 2584.714207 = -323069.851734 nChanged 29 SP:Iteration 19Q (5221.815380 sec): 3 clusters Score: Raw -325670.951810 + Penalty 2584.714207 = -323086.237603 nChanged 20 SP:Iteration 20F (5221.868166 sec): 3 clusters Score: Raw -325679.567378 + Penalty 2584.714207 = -323094.853171 nChanged 15 SP:Iteration 21Q (5221.931302 sec): 3 clusters Score: Raw -325686.191518 + Penalty 2584.714207 = -323101.477311 nChanged 8 SP:Iteration 22Q (5221.974307 sec): 3 clusters Score: Raw -325688.643497 + Penalty 2584.714207 = -323103.929290 nChanged 8 SP:Iteration 23Q (5222.026939 sec): 3 clusters Score: Raw -325691.226420 + Penalty 2584.714207 = -323106.512213 nChanged 7 SP:Iteration 24Q (5222.079475 sec): 3 clusters Score: Raw -325694.613073 + Penalty 2584.714207 = -323109.898866 nChanged 7 SP:Iteration 25Q (5222.130136 sec): 3 clusters Score: Raw -325698.711320 + Penalty 2584.714207 = -323113.997113 nChanged 5 SP:Iteration 26Q (5222.175690 sec): 3 clusters Score: Raw -325700.222318 + Penalty 2584.714207 = -323115.508111 nChanged 6 SP:Iteration 27Q (5222.217050 sec): 3 clusters Score: Raw -325702.397938 + Penalty 2584.714207 = -323117.683731 nChanged 3 SP:Iteration 28Q (5222.257380 sec): 3 clusters Score: Raw -325703.782077 + Penalty 2584.714207 = -323119.067870 nChanged 2 SP:Iteration 29Q (5222.295004 sec): 3 clusters Score: Raw -325704.179955 + Penalty 2584.714207 = -323119.465748 nChanged 1 SP:Iteration 30Q (5222.332649 sec): 3 clusters Score: Raw -325704.465458 + Penalty 2584.714207 = -323119.751251 nChanged 1 SP:Iteration 31Q (5222.362766 sec): 3 clusters Score: Raw -325704.725884 + Penalty 2584.714207 = -323120.011677 nChanged 2 SP:Iteration 32Q (5222.399320 sec): 3 clusters Score: Raw -325705.133270 + Penalty 2584.714207 = -323120.419063 nChanged 1 SP:Iteration 33Q (5222.448154 sec): 3 clusters Score: Raw -325705.208658 + Penalty 2584.714207 = -323120.494451 nChanged 0 SP:Iteration 34F (5222.482809 sec): 3 clusters Score: Raw -325705.208658 + Penalty 2584.714207 = -323120.494451 nChanged 0 Trying to split cluster 23 (4616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5222.508825 sec): 2 clusters Score: Raw -537200.095967 + Penalty 1371.058619 = -535829.037348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5222.557809 sec): 3 clusters Score: Raw -534816.027990 + Penalty 2742.117238 = -532073.910752 nChanged 1850 SP:Iteration 1F (5222.598835 sec): 3 clusters Score: Raw -535876.515114 + Penalty 2742.117238 = -533134.397876 nChanged 337 SP:Iteration 2F (5222.647801 sec): 3 clusters Score: Raw -536142.268874 + Penalty 2742.117238 = -533400.151636 nChanged 305 SP:Iteration 3F (5222.696001 sec): 3 clusters Score: Raw -536386.840701 + Penalty 2742.117238 = -533644.723463 nChanged 295 SP:Iteration 4F (5222.746489 sec): 3 clusters Score: Raw -536642.089383 + Penalty 2742.117238 = -533899.972145 nChanged 294 SP:Iteration 5F (5222.787182 sec): 3 clusters Score: Raw -536927.012662 + Penalty 2742.117238 = -534184.895424 nChanged 260 SP:Iteration 6F (5222.834915 sec): 3 clusters Score: Raw -537171.006756 + Penalty 2742.117238 = -534428.889518 nChanged 233 SP:Iteration 7F (5222.885285 sec): 3 clusters Score: Raw -537397.850860 + Penalty 2742.117238 = -534655.733623 nChanged 194 SP:Iteration 8Q (5222.937414 sec): 3 clusters Score: Raw -537610.645155 + Penalty 2742.117238 = -534868.527918 nChanged 189 SP:Iteration 9Q (5222.982114 sec): 3 clusters Score: Raw -537798.569851 + Penalty 2742.117238 = -535056.452614 nChanged 154 SP:Iteration 10Q (5223.027045 sec): 3 clusters Score: Raw -537932.032262 + Penalty 2742.117238 = -535189.915024 nChanged 119 SP:Iteration 11Q (5223.062471 sec): 3 clusters Score: Raw -538026.153518 + Penalty 2742.117238 = -535284.036280 nChanged 94 SP:Iteration 12Q (5223.102599 sec): 3 clusters Score: Raw -538097.489706 + Penalty 2742.117238 = -535355.372469 nChanged 91 SP:Iteration 13Q (5223.142616 sec): 3 clusters Score: Raw -538155.104215 + Penalty 2742.117238 = -535412.986977 nChanged 72 SP:Iteration 14Q (5223.182309 sec): 3 clusters Score: Raw -538197.426592 + Penalty 2742.117238 = -535455.309354 nChanged 55 SP:Iteration 15Q (5223.229456 sec): 3 clusters Score: Raw -538221.192109 + Penalty 2742.117238 = -535479.074871 nChanged 38 SP:Iteration 16Q (5223.269429 sec): 3 clusters Score: Raw -538239.955252 + Penalty 2742.117238 = -535497.838014 nChanged 36 SP:Iteration 17Q (5223.302141 sec): 3 clusters Score: Raw -538257.031291 + Penalty 2742.117238 = -535514.914053 nChanged 25 SP:Iteration 18Q (5223.341470 sec): 3 clusters Score: Raw -538265.117631 + Penalty 2742.117238 = -535523.000394 nChanged 15 SP:Iteration 19Q (5223.388182 sec): 3 clusters Score: Raw -538270.401970 + Penalty 2742.117238 = -535528.284732 nChanged 18 SP:Iteration 20F (5223.421807 sec): 3 clusters Score: Raw -538275.879673 + Penalty 2742.117238 = -535533.762436 nChanged 11 SP:Iteration 21Q (5223.471666 sec): 3 clusters Score: Raw -538278.861193 + Penalty 2742.117238 = -535536.743955 nChanged 16 SP:Iteration 22Q (5223.522182 sec): 3 clusters Score: Raw -538284.240490 + Penalty 2742.117238 = -535542.123252 nChanged 14 SP:Iteration 23Q (5223.559013 sec): 3 clusters Score: Raw -538288.487984 + Penalty 2742.117238 = -535546.370747 nChanged 11 SP:Iteration 24Q (5223.598739 sec): 3 clusters Score: Raw -538291.451429 + Penalty 2742.117238 = -535549.334192 nChanged 6 SP:Iteration 25Q (5223.644985 sec): 3 clusters Score: Raw -538292.820751 + Penalty 2742.117238 = -535550.703513 nChanged 6 SP:Iteration 26Q (5223.690534 sec): 3 clusters Score: Raw -538293.912205 + Penalty 2742.117238 = -535551.794967 nChanged 3 SP:Iteration 27Q (5223.738721 sec): 3 clusters Score: Raw -538294.381046 + Penalty 2742.117238 = -535552.263808 nChanged 2 SP:Iteration 28Q (5223.774953 sec): 3 clusters Score: Raw -538294.737678 + Penalty 2742.117238 = -535552.620440 nChanged 1 SP:Iteration 29Q (5223.817046 sec): 3 clusters Score: Raw -538295.008616 + Penalty 2742.117238 = -535552.891378 nChanged 1 SP:Iteration 30Q (5223.863686 sec): 3 clusters Score: Raw -538295.522050 + Penalty 2742.117238 = -535553.404812 nChanged 2 SP:Iteration 31Q (5223.912274 sec): 3 clusters Score: Raw -538296.130410 + Penalty 2742.117238 = -535554.013172 nChanged 5 SP:Iteration 32Q (5223.959960 sec): 3 clusters Score: Raw -538297.323364 + Penalty 2742.117238 = -535555.206127 nChanged 2 SP:Iteration 33Q (5224.010327 sec): 3 clusters Score: Raw -538298.216708 + Penalty 2742.117238 = -535556.099471 nChanged 3 SP:Iteration 34Q (5224.060907 sec): 3 clusters Score: Raw -538298.857004 + Penalty 2742.117238 = -535556.739767 nChanged 0 SP:Iteration 35F (5224.110053 sec): 3 clusters Score: Raw -538298.857004 + Penalty 2742.117238 = -535556.739767 nChanged 0 Trying to split cluster 24 (11934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5224.156832 sec): 2 clusters Score: Raw -1335728.044279 + Penalty 1525.411347 = -1334202.632932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5224.211066 sec): 3 clusters Score: Raw -1328956.347993 + Penalty 3050.822693 = -1325905.525300 nChanged 5107 SP:Iteration 1F (5224.272455 sec): 3 clusters Score: Raw -1331738.738965 + Penalty 3050.822693 = -1328687.916272 nChanged 773 SP:Iteration 2F (5224.326498 sec): 3 clusters Score: Raw -1332147.300778 + Penalty 3050.822693 = -1329096.478085 nChanged 728 SP:Iteration 3F (5224.388748 sec): 3 clusters Score: Raw -1332558.352277 + Penalty 3050.822693 = -1329507.529584 nChanged 665 SP:Iteration 4F (5224.456014 sec): 3 clusters Score: Raw -1332914.292635 + Penalty 3050.822693 = -1329863.469942 nChanged 600 SP:Iteration 5F (5224.523563 sec): 3 clusters Score: Raw -1333251.281785 + Penalty 3050.822693 = -1330200.459091 nChanged 594 SP:Iteration 6Q (5224.589354 sec): 3 clusters Score: Raw -1333595.044113 + Penalty 3050.822693 = -1330544.221420 nChanged 559 SP:Iteration 7Q (5224.653030 sec): 3 clusters Score: Raw -1333945.215132 + Penalty 3050.822693 = -1330894.392439 nChanged 514 SP:Iteration 8Q (5224.719201 sec): 3 clusters Score: Raw -1334243.729010 + Penalty 3050.822693 = -1331192.906317 nChanged 419 SP:Iteration 9Q (5224.787334 sec): 3 clusters Score: Raw -1334462.070887 + Penalty 3050.822693 = -1331411.248194 nChanged 340 SP:Iteration 10Q (5224.855611 sec): 3 clusters Score: Raw -1334615.709876 + Penalty 3050.822693 = -1331564.887183 nChanged 271 SP:Iteration 11Q (5224.923320 sec): 3 clusters Score: Raw -1334720.920545 + Penalty 3050.822693 = -1331670.097852 nChanged 219 SP:Iteration 12Q (5224.989682 sec): 3 clusters Score: Raw -1334781.714139 + Penalty 3050.822693 = -1331730.891446 nChanged 141 SP:Iteration 13Q (5225.047645 sec): 3 clusters Score: Raw -1334815.602260 + Penalty 3050.822693 = -1331764.779567 nChanged 113 SP:Iteration 14Q (5225.104881 sec): 3 clusters Score: Raw -1334839.201849 + Penalty 3050.822693 = -1331788.379156 nChanged 86 SP:Iteration 15Q (5225.163656 sec): 3 clusters Score: Raw -1334859.807039 + Penalty 3050.822693 = -1331808.984346 nChanged 82 SP:Iteration 16Q (5225.221055 sec): 3 clusters Score: Raw -1334876.995418 + Penalty 3050.822693 = -1331826.172725 nChanged 74 SP:Iteration 17Q (5225.278714 sec): 3 clusters Score: Raw -1334893.608462 + Penalty 3050.822693 = -1331842.785769 nChanged 74 SP:Iteration 18Q (5225.343992 sec): 3 clusters Score: Raw -1334912.599418 + Penalty 3050.822693 = -1331861.776725 nChanged 88 SP:Iteration 19Q (5225.387307 sec): 3 clusters Score: Raw -1334934.879605 + Penalty 3050.822693 = -1331884.056912 nChanged 84 SP:Iteration 20F (5225.452086 sec): 3 clusters Score: Raw -1334954.762750 + Penalty 3050.822693 = -1331903.940057 nChanged 75 SP:Iteration 21Q (5225.523252 sec): 3 clusters Score: Raw -1334972.982607 + Penalty 3050.822693 = -1331922.159914 nChanged 79 SP:Iteration 22Q (5225.577621 sec): 3 clusters Score: Raw -1334995.239203 + Penalty 3050.822693 = -1331944.416510 nChanged 77 SP:Iteration 23Q (5225.636119 sec): 3 clusters Score: Raw -1335014.566141 + Penalty 3050.822693 = -1331963.743448 nChanged 66 SP:Iteration 24Q (5225.698064 sec): 3 clusters Score: Raw -1335031.573054 + Penalty 3050.822693 = -1331980.750361 nChanged 62 SP:Iteration 25Q (5225.762309 sec): 3 clusters Score: Raw -1335052.302948 + Penalty 3050.822693 = -1332001.480255 nChanged 66 SP:Iteration 26Q (5225.823488 sec): 3 clusters Score: Raw -1335074.577494 + Penalty 3050.822693 = -1332023.754801 nChanged 74 SP:Iteration 27Q (5225.891137 sec): 3 clusters Score: Raw -1335101.930246 + Penalty 3050.822693 = -1332051.107553 nChanged 77 SP:Iteration 28Q (5225.944636 sec): 3 clusters Score: Raw -1335121.404866 + Penalty 3050.822693 = -1332070.582173 nChanged 67 SP:Iteration 29Q (5226.013703 sec): 3 clusters Score: Raw -1335137.681907 + Penalty 3050.822693 = -1332086.859214 nChanged 68 SP:Iteration 30Q (5226.083086 sec): 3 clusters Score: Raw -1335158.235800 + Penalty 3050.822693 = -1332107.413107 nChanged 70 SP:Iteration 31Q (5226.155735 sec): 3 clusters Score: Raw -1335173.902912 + Penalty 3050.822693 = -1332123.080219 nChanged 61 SP:Iteration 32Q (5226.227604 sec): 3 clusters Score: Raw -1335189.093473 + Penalty 3050.822693 = -1332138.270780 nChanged 60 SP:Iteration 33Q (5226.300828 sec): 3 clusters Score: Raw -1335201.630548 + Penalty 3050.822693 = -1332150.807855 nChanged 56 SP:Iteration 34Q (5226.372558 sec): 3 clusters Score: Raw -1335215.990125 + Penalty 3050.822693 = -1332165.167432 nChanged 59 SP:Iteration 35Q (5226.444838 sec): 3 clusters Score: Raw -1335229.843423 + Penalty 3050.822693 = -1332179.020730 nChanged 51 SP:Iteration 36Q (5226.516925 sec): 3 clusters Score: Raw -1335239.878425 + Penalty 3050.822693 = -1332189.055731 nChanged 40 SP:Iteration 37Q (5226.587948 sec): 3 clusters Score: Raw -1335246.347589 + Penalty 3050.822693 = -1332195.524896 nChanged 38 SP:Iteration 38Q (5226.656275 sec): 3 clusters Score: Raw -1335251.526505 + Penalty 3050.822693 = -1332200.703812 nChanged 24 SP:Iteration 39Q (5226.728607 sec): 3 clusters Score: Raw -1335254.854145 + Penalty 3050.822693 = -1332204.031452 nChanged 21 SP:Iteration 40F (5226.799959 sec): 3 clusters Score: Raw -1335258.170305 + Penalty 3050.822693 = -1332207.347612 nChanged 22 SP:Iteration 41Q (5226.872790 sec): 3 clusters Score: Raw -1335261.676002 + Penalty 3050.822693 = -1332210.853309 nChanged 23 SP:Iteration 42Q (5226.934947 sec): 3 clusters Score: Raw -1335264.655408 + Penalty 3050.822693 = -1332213.832715 nChanged 29 SP:Iteration 43Q (5227.007740 sec): 3 clusters Score: Raw -1335269.724700 + Penalty 3050.822693 = -1332218.902007 nChanged 34 SP:Iteration 44Q (5227.079803 sec): 3 clusters Score: Raw -1335275.181792 + Penalty 3050.822693 = -1332224.359099 nChanged 42 SP:Iteration 45Q (5227.145803 sec): 3 clusters Score: Raw -1335282.170947 + Penalty 3050.822693 = -1332231.348254 nChanged 33 SP:Iteration 46Q (5227.205174 sec): 3 clusters Score: Raw -1335287.229517 + Penalty 3050.822693 = -1332236.406824 nChanged 40 SP:Iteration 47Q (5227.267306 sec): 3 clusters Score: Raw -1335294.764535 + Penalty 3050.822693 = -1332243.941842 nChanged 48 SP:Iteration 48Q (5227.333388 sec): 3 clusters Score: Raw -1335304.098853 + Penalty 3050.822693 = -1332253.276159 nChanged 39 SP:Iteration 49Q (5227.392238 sec): 3 clusters Score: Raw -1335312.808010 + Penalty 3050.822693 = -1332261.985316 nChanged 49 SP:Iteration 50Q (5227.460728 sec): 3 clusters Score: Raw -1335321.054601 + Penalty 3050.822693 = -1332270.231908 nChanged 45 SP:Iteration 51Q (5227.527099 sec): 3 clusters Score: Raw -1335329.604002 + Penalty 3050.822693 = -1332278.781309 nChanged 38 SP:Iteration 52Q (5227.590174 sec): 3 clusters Score: Raw -1335337.479440 + Penalty 3050.822693 = -1332286.656747 nChanged 48 SP:Iteration 53Q (5227.648304 sec): 3 clusters Score: Raw -1335346.976363 + Penalty 3050.822693 = -1332296.153670 nChanged 42 SP:Iteration 54Q (5227.713181 sec): 3 clusters Score: Raw -1335355.866745 + Penalty 3050.822693 = -1332305.044052 nChanged 47 SP:Iteration 55Q (5227.775320 sec): 3 clusters Score: Raw -1335364.313370 + Penalty 3050.822693 = -1332313.490677 nChanged 34 SP:Iteration 56Q (5227.828374 sec): 3 clusters Score: Raw -1335371.266533 + Penalty 3050.822693 = -1332320.443840 nChanged 46 SP:Iteration 57Q (5227.893278 sec): 3 clusters Score: Raw -1335380.211939 + Penalty 3050.822693 = -1332329.389246 nChanged 39 SP:Iteration 58Q (5227.946946 sec): 3 clusters Score: Raw -1335387.265233 + Penalty 3050.822693 = -1332336.442540 nChanged 30 SP:Iteration 59Q (5228.011438 sec): 3 clusters Score: Raw -1335391.842996 + Penalty 3050.822693 = -1332341.020303 nChanged 33 SP:Iteration 60F (5228.078657 sec): 3 clusters Score: Raw -1335397.803644 + Penalty 3050.822693 = -1332346.980951 nChanged 36 SP:Iteration 61Q (5228.140784 sec): 3 clusters Score: Raw -1335405.745451 + Penalty 3050.822693 = -1332354.922758 nChanged 40 SP:Iteration 62Q (5228.199707 sec): 3 clusters Score: Raw -1335412.398086 + Penalty 3050.822693 = -1332361.575393 nChanged 31 SP:Iteration 63Q (5228.269722 sec): 3 clusters Score: Raw -1335416.720383 + Penalty 3050.822693 = -1332365.897690 nChanged 22 SP:Iteration 64Q (5228.327759 sec): 3 clusters Score: Raw -1335420.175513 + Penalty 3050.822693 = -1332369.352820 nChanged 28 SP:Iteration 65Q (5228.376610 sec): 3 clusters Score: Raw -1335423.220082 + Penalty 3050.822693 = -1332372.397389 nChanged 19 SP:Iteration 66Q (5228.435308 sec): 3 clusters Score: Raw -1335425.677473 + Penalty 3050.822693 = -1332374.854780 nChanged 14 SP:Iteration 67Q (5228.502451 sec): 3 clusters Score: Raw -1335427.521909 + Penalty 3050.822693 = -1332376.699215 nChanged 12 SP:Iteration 68Q (5228.550559 sec): 3 clusters Score: Raw -1335429.145454 + Penalty 3050.822693 = -1332378.322761 nChanged 15 SP:Iteration 69Q (5228.620530 sec): 3 clusters Score: Raw -1335430.839200 + Penalty 3050.822693 = -1332380.016507 nChanged 13 SP:Iteration 70Q (5228.670732 sec): 3 clusters Score: Raw -1335432.462757 + Penalty 3050.822693 = -1332381.640064 nChanged 14 SP:Iteration 71Q (5228.726459 sec): 3 clusters Score: Raw -1335434.743474 + Penalty 3050.822693 = -1332383.920781 nChanged 13 SP:Iteration 72Q (5228.789662 sec): 3 clusters Score: Raw -1335436.491728 + Penalty 3050.822693 = -1332385.669035 nChanged 13 SP:Iteration 73Q (5228.856108 sec): 3 clusters Score: Raw -1335438.006306 + Penalty 3050.822693 = -1332387.183613 nChanged 16 SP:Iteration 74Q (5228.917764 sec): 3 clusters Score: Raw -1335439.637958 + Penalty 3050.822693 = -1332388.815265 nChanged 13 SP:Iteration 75Q (5228.980871 sec): 3 clusters Score: Raw -1335441.554621 + Penalty 3050.822693 = -1332390.731928 nChanged 14 SP:Iteration 76Q (5229.040405 sec): 3 clusters Score: Raw -1335442.927030 + Penalty 3050.822693 = -1332392.104337 nChanged 10 SP:Iteration 77Q (5229.100024 sec): 3 clusters Score: Raw -1335444.669000 + Penalty 3050.822693 = -1332393.846307 nChanged 13 SP:Iteration 78Q (5229.164367 sec): 3 clusters Score: Raw -1335447.031248 + Penalty 3050.822693 = -1332396.208555 nChanged 16 SP:Iteration 79Q (5229.222459 sec): 3 clusters Score: Raw -1335448.907888 + Penalty 3050.822693 = -1332398.085195 nChanged 13 SP:Iteration 80F (5229.288480 sec): 3 clusters Score: Raw -1335450.598179 + Penalty 3050.822693 = -1332399.775485 nChanged 13 SP:Iteration 81Q (5229.352784 sec): 3 clusters Score: Raw -1335452.325198 + Penalty 3050.822693 = -1332401.502505 nChanged 14 SP:Iteration 82Q (5229.417423 sec): 3 clusters Score: Raw -1335454.571464 + Penalty 3050.822693 = -1332403.748771 nChanged 18 SP:Iteration 83Q (5229.480959 sec): 3 clusters Score: Raw -1335457.095455 + Penalty 3050.822693 = -1332406.272762 nChanged 24 SP:Iteration 84Q (5229.538489 sec): 3 clusters Score: Raw -1335460.811569 + Penalty 3050.822693 = -1332409.988876 nChanged 23 SP:Iteration 85Q (5229.602142 sec): 3 clusters Score: Raw -1335464.778844 + Penalty 3050.822693 = -1332413.956151 nChanged 23 SP:Iteration 86Q (5229.665754 sec): 3 clusters Score: Raw -1335468.175179 + Penalty 3050.822693 = -1332417.352486 nChanged 20 SP:Iteration 87Q (5229.730953 sec): 3 clusters Score: Raw -1335472.159068 + Penalty 3050.822693 = -1332421.336374 nChanged 27 SP:Iteration 88Q (5229.791761 sec): 3 clusters Score: Raw -1335477.304837 + Penalty 3050.822693 = -1332426.482143 nChanged 43 SP:Iteration 89Q (5229.856844 sec): 3 clusters Score: Raw -1335488.435244 + Penalty 3050.822693 = -1332437.612551 nChanged 55 SP:Iteration 90Q (5229.921989 sec): 3 clusters Score: Raw -1335503.457064 + Penalty 3050.822693 = -1332452.634371 nChanged 62 SP:Iteration 91Q (5229.976742 sec): 3 clusters Score: Raw -1335516.757877 + Penalty 3050.822693 = -1332465.935184 nChanged 50 SP:Iteration 92Q (5230.041956 sec): 3 clusters Score: Raw -1335526.223281 + Penalty 3050.822693 = -1332475.400588 nChanged 43 SP:Iteration 93Q (5230.104666 sec): 3 clusters Score: Raw -1335535.055811 + Penalty 3050.822693 = -1332484.233117 nChanged 51 SP:Iteration 94Q (5230.168435 sec): 3 clusters Score: Raw -1335546.226084 + Penalty 3050.822693 = -1332495.403391 nChanged 44 SP:Iteration 95Q (5230.232271 sec): 3 clusters Score: Raw -1335557.721467 + Penalty 3050.822693 = -1332506.898774 nChanged 51 SP:Iteration 96Q (5230.286054 sec): 3 clusters Score: Raw -1335571.864071 + Penalty 3050.822693 = -1332521.041377 nChanged 52 SP:Iteration 97Q (5230.349910 sec): 3 clusters Score: Raw -1335584.495836 + Penalty 3050.822693 = -1332533.673143 nChanged 50 SP:Iteration 98Q (5230.422920 sec): 3 clusters Score: Raw -1335596.562542 + Penalty 3050.822693 = -1332545.739849 nChanged 54 SP:Iteration 99Q (5230.475205 sec): 3 clusters Score: Raw -1335611.210013 + Penalty 3050.822693 = -1332560.387320 nChanged 63 SP:Iteration 100F (5230.541525 sec): 3 clusters Score: Raw -1335632.152347 + Penalty 3050.822693 = -1332581.329654 nChanged 75 SP:Iteration 101Q (5230.602929 sec): 3 clusters Score: Raw -1335657.029023 + Penalty 3050.822693 = -1332606.206330 nChanged 67 SP:Iteration 102Q (5230.658473 sec): 3 clusters Score: Raw -1335676.724771 + Penalty 3050.822693 = -1332625.902078 nChanged 55 SP:Iteration 103Q (5230.721781 sec): 3 clusters Score: Raw -1335693.613592 + Penalty 3050.822693 = -1332642.790899 nChanged 52 SP:Iteration 104Q (5230.795813 sec): 3 clusters Score: Raw -1335708.691726 + Penalty 3050.822693 = -1332657.869033 nChanged 37 SP:Iteration 105Q (5230.847577 sec): 3 clusters Score: Raw -1335717.866457 + Penalty 3050.822693 = -1332667.043764 nChanged 33 SP:Iteration 106Q (5230.906631 sec): 3 clusters Score: Raw -1335726.039228 + Penalty 3050.822693 = -1332675.216535 nChanged 35 SP:Iteration 107Q (5230.969282 sec): 3 clusters Score: Raw -1335734.145971 + Penalty 3050.822693 = -1332683.323278 nChanged 28 SP:Iteration 108Q (5231.033005 sec): 3 clusters Score: Raw -1335742.039936 + Penalty 3050.822693 = -1332691.217243 nChanged 33 SP:Iteration 109Q (5231.084589 sec): 3 clusters Score: Raw -1335750.641932 + Penalty 3050.822693 = -1332699.819239 nChanged 38 SP:Iteration 110Q (5231.143904 sec): 3 clusters Score: Raw -1335762.691744 + Penalty 3050.822693 = -1332711.869051 nChanged 31 SP:Iteration 111Q (5231.198710 sec): 3 clusters Score: Raw -1335773.174276 + Penalty 3050.822693 = -1332722.351583 nChanged 30 SP:Iteration 112Q (5231.261939 sec): 3 clusters Score: Raw -1335782.864954 + Penalty 3050.822693 = -1332732.042261 nChanged 34 SP:Iteration 113Q (5231.324809 sec): 3 clusters Score: Raw -1335795.325921 + Penalty 3050.822693 = -1332744.503227 nChanged 41 SP:Iteration 114Q (5231.387905 sec): 3 clusters Score: Raw -1335808.857689 + Penalty 3050.822693 = -1332758.034996 nChanged 56 SP:Iteration 115Q (5231.450906 sec): 3 clusters Score: Raw -1335831.926059 + Penalty 3050.822693 = -1332781.103366 nChanged 55 SP:Iteration 116Q (5231.513487 sec): 3 clusters Score: Raw -1335854.926997 + Penalty 3050.822693 = -1332804.104304 nChanged 61 SP:Iteration 117Q (5231.567357 sec): 3 clusters Score: Raw -1335887.061157 + Penalty 3050.822693 = -1332836.238464 nChanged 58 SP:Iteration 118Q (5231.626259 sec): 3 clusters Score: Raw -1335914.966179 + Penalty 3050.822693 = -1332864.143485 nChanged 51 SP:Iteration 119Q (5231.689602 sec): 3 clusters Score: Raw -1335939.436198 + Penalty 3050.822693 = -1332888.613505 nChanged 52 SP:Iteration 120F (5231.752871 sec): 3 clusters Score: Raw -1335960.967693 + Penalty 3050.822693 = -1332910.145000 nChanged 47 SP:Iteration 121Q (5231.815088 sec): 3 clusters Score: Raw -1335984.898657 + Penalty 3050.822693 = -1332934.075964 nChanged 52 SP:Iteration 122Q (5231.878161 sec): 3 clusters Score: Raw -1336012.177401 + Penalty 3050.822693 = -1332961.354708 nChanged 39 SP:Iteration 123Q (5231.936372 sec): 3 clusters Score: Raw -1336034.533497 + Penalty 3050.822693 = -1332983.710804 nChanged 49 SP:Iteration 124Q (5231.998370 sec): 3 clusters Score: Raw -1336066.518736 + Penalty 3050.822693 = -1333015.696043 nChanged 41 SP:Iteration 125Q (5232.060261 sec): 3 clusters Score: Raw -1336089.323997 + Penalty 3050.822693 = -1333038.501304 nChanged 25 SP:Iteration 126Q (5232.121746 sec): 3 clusters Score: Raw -1336099.593187 + Penalty 3050.822693 = -1333048.770494 nChanged 22 SP:Iteration 127Q (5232.181873 sec): 3 clusters Score: Raw -1336109.813260 + Penalty 3050.822693 = -1333058.990567 nChanged 14 SP:Iteration 128Q (5232.238527 sec): 3 clusters Score: Raw -1336115.173092 + Penalty 3050.822693 = -1333064.350399 nChanged 13 SP:Iteration 129Q (5232.300617 sec): 3 clusters Score: Raw -1336119.242803 + Penalty 3050.822693 = -1333068.420110 nChanged 9 SP:Iteration 130Q (5232.362553 sec): 3 clusters Score: Raw -1336121.906811 + Penalty 3050.822693 = -1333071.084118 nChanged 5 SP:Iteration 131Q (5232.425031 sec): 3 clusters Score: Raw -1336124.025569 + Penalty 3050.822693 = -1333073.202876 nChanged 7 SP:Iteration 132Q (5232.481783 sec): 3 clusters Score: Raw -1336126.770778 + Penalty 3050.822693 = -1333075.948085 nChanged 11 SP:Iteration 133Q (5232.543171 sec): 3 clusters Score: Raw -1336132.245825 + Penalty 3050.822693 = -1333081.423132 nChanged 13 SP:Iteration 134Q (5232.604039 sec): 3 clusters Score: Raw -1336137.218520 + Penalty 3050.822693 = -1333086.395827 nChanged 7 SP:Iteration 135Q (5232.661655 sec): 3 clusters Score: Raw -1336139.879560 + Penalty 3050.822693 = -1333089.056866 nChanged 7 SP:Iteration 136Q (5232.728646 sec): 3 clusters Score: Raw -1336141.342586 + Penalty 3050.822693 = -1333090.519893 nChanged 4 SP:Iteration 137Q (5232.776626 sec): 3 clusters Score: Raw -1336142.146866 + Penalty 3050.822693 = -1333091.324173 nChanged 3 SP:Iteration 138Q (5232.847575 sec): 3 clusters Score: Raw -1336143.037204 + Penalty 3050.822693 = -1333092.214511 nChanged 2 SP:Iteration 139Q (5232.899368 sec): 3 clusters Score: Raw -1336143.536217 + Penalty 3050.822693 = -1333092.713524 nChanged 0 SP:Iteration 140F (5232.962319 sec): 3 clusters Score: Raw -1336143.536217 + Penalty 3050.822693 = -1333092.713524 nChanged 0 Trying to split cluster 25 (2547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5232.987229 sec): 2 clusters Score: Raw -294096.795411 + Penalty 1274.434115 = -292822.361297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5233.040495 sec): 3 clusters Score: Raw -292894.366906 + Penalty 2548.868229 = -290345.498677 nChanged 932 SP:Iteration 1F (5233.090247 sec): 3 clusters Score: Raw -293438.043568 + Penalty 2548.868229 = -290889.175339 nChanged 199 SP:Iteration 2F (5233.142800 sec): 3 clusters Score: Raw -293589.637880 + Penalty 2548.868229 = -291040.769650 nChanged 149 SP:Iteration 3F (5233.193464 sec): 3 clusters Score: Raw -293702.704928 + Penalty 2548.868229 = -291153.836699 nChanged 117 SP:Iteration 4Q (5233.244248 sec): 3 clusters Score: Raw -293782.773098 + Penalty 2548.868229 = -291233.904869 nChanged 95 SP:Iteration 5Q (5233.297305 sec): 3 clusters Score: Raw -293838.694588 + Penalty 2548.868229 = -291289.826359 nChanged 87 SP:Iteration 6Q (5233.339942 sec): 3 clusters Score: Raw -293894.690824 + Penalty 2548.868229 = -291345.822595 nChanged 71 SP:Iteration 7Q (5233.393086 sec): 3 clusters Score: Raw -293939.112549 + Penalty 2548.868229 = -291390.244320 nChanged 62 SP:Iteration 8Q (5233.444405 sec): 3 clusters Score: Raw -293981.501572 + Penalty 2548.868229 = -291432.633343 nChanged 63 SP:Iteration 9Q (5233.495408 sec): 3 clusters Score: Raw -294021.243421 + Penalty 2548.868229 = -291472.375192 nChanged 56 SP:Iteration 10Q (5233.548351 sec): 3 clusters Score: Raw -294054.023915 + Penalty 2548.868229 = -291505.155685 nChanged 42 SP:Iteration 11Q (5233.588992 sec): 3 clusters Score: Raw -294078.166201 + Penalty 2548.868229 = -291529.297972 nChanged 42 SP:Iteration 12Q (5233.640456 sec): 3 clusters Score: Raw -294110.641398 + Penalty 2548.868229 = -291561.773169 nChanged 51 SP:Iteration 13Q (5233.691416 sec): 3 clusters Score: Raw -294147.191854 + Penalty 2548.868229 = -291598.323624 nChanged 47 SP:Iteration 14Q (5233.743078 sec): 3 clusters Score: Raw -294178.715071 + Penalty 2548.868229 = -291629.846841 nChanged 50 SP:Iteration 15Q (5233.794936 sec): 3 clusters Score: Raw -294212.964029 + Penalty 2548.868229 = -291664.095799 nChanged 43 SP:Iteration 16Q (5233.840309 sec): 3 clusters Score: Raw -294242.324743 + Penalty 2548.868229 = -291693.456514 nChanged 47 SP:Iteration 17Q (5233.891954 sec): 3 clusters Score: Raw -294278.310326 + Penalty 2548.868229 = -291729.442097 nChanged 44 SP:Iteration 18Q (5233.942538 sec): 3 clusters Score: Raw -294308.119769 + Penalty 2548.868229 = -291759.251540 nChanged 39 SP:Iteration 19Q (5233.994094 sec): 3 clusters Score: Raw -294330.692575 + Penalty 2548.868229 = -291781.824346 nChanged 31 SP:Iteration 20F (5234.045806 sec): 3 clusters Score: Raw -294348.346429 + Penalty 2548.868229 = -291799.478200 nChanged 35 SP:Iteration 21Q (5234.091576 sec): 3 clusters Score: Raw -294367.048525 + Penalty 2548.868229 = -291818.180296 nChanged 30 SP:Iteration 22Q (5234.143106 sec): 3 clusters Score: Raw -294385.677277 + Penalty 2548.868229 = -291836.809047 nChanged 27 SP:Iteration 23Q (5234.193791 sec): 3 clusters Score: Raw -294406.017547 + Penalty 2548.868229 = -291857.149318 nChanged 25 SP:Iteration 24Q (5234.245379 sec): 3 clusters Score: Raw -294423.245955 + Penalty 2548.868229 = -291874.377726 nChanged 32 SP:Iteration 25Q (5234.297095 sec): 3 clusters Score: Raw -294444.155247 + Penalty 2548.868229 = -291895.287017 nChanged 25 SP:Iteration 26Q (5234.348636 sec): 3 clusters Score: Raw -294458.079446 + Penalty 2548.868229 = -291909.211216 nChanged 17 SP:Iteration 27Q (5234.399941 sec): 3 clusters Score: Raw -294465.586245 + Penalty 2548.868229 = -291916.718016 nChanged 12 SP:Iteration 28Q (5234.451208 sec): 3 clusters Score: Raw -294469.704798 + Penalty 2548.868229 = -291920.836569 nChanged 7 SP:Iteration 29Q (5234.502699 sec): 3 clusters Score: Raw -294472.055401 + Penalty 2548.868229 = -291923.187172 nChanged 6 SP:Iteration 30Q (5234.554469 sec): 3 clusters Score: Raw -294475.402644 + Penalty 2548.868229 = -291926.534415 nChanged 6 SP:Iteration 31Q (5234.606018 sec): 3 clusters Score: Raw -294478.163560 + Penalty 2548.868229 = -291929.295331 nChanged 5 SP:Iteration 32Q (5234.652335 sec): 3 clusters Score: Raw -294480.313266 + Penalty 2548.868229 = -291931.445037 nChanged 7 SP:Iteration 33Q (5234.694862 sec): 3 clusters Score: Raw -294486.735968 + Penalty 2548.868229 = -291937.867738 nChanged 15 SP:Iteration 34Q (5234.735488 sec): 3 clusters Score: Raw -294494.088294 + Penalty 2548.868229 = -291945.220064 nChanged 12 SP:Iteration 35Q (5234.786925 sec): 3 clusters Score: Raw -294501.194613 + Penalty 2548.868229 = -291952.326384 nChanged 10 SP:Iteration 36Q (5234.838620 sec): 3 clusters Score: Raw -294505.733282 + Penalty 2548.868229 = -291956.865052 nChanged 7 SP:Iteration 37Q (5234.889874 sec): 3 clusters Score: Raw -294508.341199 + Penalty 2548.868229 = -291959.472970 nChanged 5 SP:Iteration 38Q (5234.943117 sec): 3 clusters Score: Raw -294510.736796 + Penalty 2548.868229 = -291961.868566 nChanged 2 SP:Iteration 39Q (5234.969586 sec): 3 clusters Score: Raw -294512.170726 + Penalty 2548.868229 = -291963.302497 nChanged 3 SP:Iteration 40F (5235.014786 sec): 3 clusters Score: Raw -294513.440020 + Penalty 2548.868229 = -291964.571791 nChanged 4 SP:Iteration 41Q (5235.061475 sec): 3 clusters Score: Raw -294514.812504 + Penalty 2548.868229 = -291965.944274 nChanged 2 SP:Iteration 42Q (5235.106353 sec): 3 clusters Score: Raw -294516.014441 + Penalty 2548.868229 = -291967.146212 nChanged 3 SP:Iteration 43Q (5235.151379 sec): 3 clusters Score: Raw -294517.508177 + Penalty 2548.868229 = -291968.639948 nChanged 5 SP:Iteration 44Q (5235.195896 sec): 3 clusters Score: Raw -294520.020042 + Penalty 2548.868229 = -291971.151813 nChanged 5 SP:Iteration 45Q (5235.240446 sec): 3 clusters Score: Raw -294522.007921 + Penalty 2548.868229 = -291973.139692 nChanged 0 SP:Iteration 46F (5235.285972 sec): 3 clusters Score: Raw -294522.007921 + Penalty 2548.868229 = -291973.139692 nChanged 0 Trying to split cluster 26 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5235.308023 sec): 2 clusters Score: Raw -11557.738401 + Penalty 799.496900 = -10758.241500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5235.341666 sec): 3 clusters Score: Raw -11827.628175 + Penalty 1598.993801 = -10228.634374 nChanged 26 SP:Iteration 1F (5235.383916 sec): 3 clusters Score: Raw -12021.698434 + Penalty 1598.993801 = -10422.704633 nChanged 10 SP:Iteration 2F (5235.426368 sec): 3 clusters Score: Raw -12058.508810 + Penalty 1598.993801 = -10459.515009 nChanged 3 SP:Iteration 3Q (5235.468878 sec): 3 clusters Score: Raw -12068.122148 + Penalty 1598.993801 = -10469.128347 nChanged 0 SP:Iteration 4F (5235.510841 sec): 3 clusters Score: Raw -12068.122148 + Penalty 1598.993801 = -10469.128347 nChanged 0 Trying to split cluster 27 (3165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5235.537812 sec): 2 clusters Score: Raw -364811.138078 + Penalty 1309.735104 = -363501.402974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5235.594117 sec): 3 clusters Score: Raw -363315.590663 + Penalty 2619.470209 = -360696.120454 nChanged 1195 SP:Iteration 1F (5235.641756 sec): 3 clusters Score: Raw -364041.163595 + Penalty 2619.470209 = -361421.693386 nChanged 238 SP:Iteration 2F (5235.678728 sec): 3 clusters Score: Raw -364195.935135 + Penalty 2619.470209 = -361576.464927 nChanged 153 SP:Iteration 3Q (5235.724393 sec): 3 clusters Score: Raw -364308.354665 + Penalty 2619.470209 = -361688.884456 nChanged 140 SP:Iteration 4Q (5235.778221 sec): 3 clusters Score: Raw -364419.182572 + Penalty 2619.470209 = -361799.712364 nChanged 135 SP:Iteration 5Q (5235.815134 sec): 3 clusters Score: Raw -364524.371273 + Penalty 2619.470209 = -361904.901064 nChanged 127 SP:Iteration 6Q (5235.862938 sec): 3 clusters Score: Raw -364625.946581 + Penalty 2619.470209 = -362006.476372 nChanged 136 SP:Iteration 7Q (5235.910848 sec): 3 clusters Score: Raw -364768.894077 + Penalty 2619.470209 = -362149.423869 nChanged 176 SP:Iteration 8F (5235.958891 sec): 3 clusters Score: Raw -364964.649165 + Penalty 2619.470209 = -362345.178957 nChanged 184 SP:Iteration 9F (5236.016831 sec): 3 clusters Score: Raw -365230.778165 + Penalty 2619.470209 = -362611.307956 nChanged 199 SP:Iteration 10F (5236.052778 sec): 3 clusters Score: Raw -365508.445451 + Penalty 2619.470209 = -362888.975242 nChanged 160 SP:Iteration 11F (5236.097580 sec): 3 clusters Score: Raw -365707.634873 + Penalty 2619.470209 = -363088.164665 nChanged 102 SP:Iteration 12Q (5236.142436 sec): 3 clusters Score: Raw -365823.153952 + Penalty 2619.470209 = -363203.683744 nChanged 70 SP:Iteration 13Q (5236.187458 sec): 3 clusters Score: Raw -365921.888429 + Penalty 2619.470209 = -363302.418220 nChanged 51 SP:Iteration 14Q (5236.232385 sec): 3 clusters Score: Raw -365979.860438 + Penalty 2619.470209 = -363360.390229 nChanged 38 SP:Iteration 15Q (5236.280038 sec): 3 clusters Score: Raw -366016.261842 + Penalty 2619.470209 = -363396.791633 nChanged 39 SP:Iteration 16Q (5236.324653 sec): 3 clusters Score: Raw -366043.395079 + Penalty 2619.470209 = -363423.924870 nChanged 22 SP:Iteration 17Q (5236.371595 sec): 3 clusters Score: Raw -366055.243026 + Penalty 2619.470209 = -363435.772817 nChanged 17 SP:Iteration 18Q (5236.428122 sec): 3 clusters Score: Raw -366064.206045 + Penalty 2619.470209 = -363444.735836 nChanged 12 SP:Iteration 19Q (5236.466185 sec): 3 clusters Score: Raw -366067.975906 + Penalty 2619.470209 = -363448.505698 nChanged 8 SP:Iteration 20F (5236.517979 sec): 3 clusters Score: Raw -366072.043042 + Penalty 2619.470209 = -363452.572833 nChanged 7 SP:Iteration 21Q (5236.567936 sec): 3 clusters Score: Raw -366076.177561 + Penalty 2619.470209 = -363456.707352 nChanged 6 SP:Iteration 22Q (5236.622415 sec): 3 clusters Score: Raw -366078.462782 + Penalty 2619.470209 = -363458.992574 nChanged 2 SP:Iteration 23Q (5236.672983 sec): 3 clusters Score: Raw -366078.890108 + Penalty 2619.470209 = -363459.419899 nChanged 1 SP:Iteration 24Q (5236.713607 sec): 3 clusters Score: Raw -366079.054294 + Penalty 2619.470209 = -363459.584085 nChanged 0 SP:Iteration 25F (5236.765896 sec): 3 clusters Score: Raw -366079.054294 + Penalty 2619.470209 = -363459.584085 nChanged 0 Trying to split cluster 28 (29931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5236.826319 sec): 2 clusters Score: Raw -3573068.300419 + Penalty 1674.830627 = -3571393.469792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5236.920416 sec): 3 clusters Score: Raw -3554597.930455 + Penalty 3349.661254 = -3551248.269201 nChanged 13728 SP:Iteration 1F (5237.012894 sec): 3 clusters Score: Raw -3562326.924357 + Penalty 3349.661254 = -3558977.263103 nChanged 1404 SP:Iteration 2Q (5237.100414 sec): 3 clusters Score: Raw -3562771.338607 + Penalty 3349.661254 = -3559421.677353 nChanged 1290 SP:Iteration 3Q (5237.196556 sec): 3 clusters Score: Raw -3563228.031122 + Penalty 3349.661254 = -3559878.369868 nChanged 1278 SP:Iteration 4Q (5237.292370 sec): 3 clusters Score: Raw -3563733.575572 + Penalty 3349.661254 = -3560383.914318 nChanged 1330 SP:Iteration 5Q (5237.382491 sec): 3 clusters Score: Raw -3564341.640698 + Penalty 3349.661254 = -3560991.979444 nChanged 1414 SP:Iteration 6Q (5237.479572 sec): 3 clusters Score: Raw -3565106.240782 + Penalty 3349.661254 = -3561756.579528 nChanged 1574 SP:Iteration 7F (5237.563607 sec): 3 clusters Score: Raw -3566074.655239 + Penalty 3349.661254 = -3562724.993985 nChanged 1707 SP:Iteration 8F (5237.648349 sec): 3 clusters Score: Raw -3567215.006552 + Penalty 3349.661254 = -3563865.345298 nChanged 1754 SP:Iteration 9F (5237.733610 sec): 3 clusters Score: Raw -3568431.708690 + Penalty 3349.661254 = -3565082.047436 nChanged 1621 SP:Iteration 10F (5237.828474 sec): 3 clusters Score: Raw -3569402.393660 + Penalty 3349.661254 = -3566052.732406 nChanged 1254 SP:Iteration 11Q (5237.901617 sec): 3 clusters Score: Raw -3569911.600367 + Penalty 3349.661254 = -3566561.939113 nChanged 797 SP:Iteration 12Q (5237.996364 sec): 3 clusters Score: Raw -3570158.077996 + Penalty 3349.661254 = -3566808.416742 nChanged 530 SP:Iteration 13Q (5238.086831 sec): 3 clusters Score: Raw -3570274.207856 + Penalty 3349.661254 = -3566924.546603 nChanged 363 SP:Iteration 14Q (5238.180810 sec): 3 clusters Score: Raw -3570337.142979 + Penalty 3349.661254 = -3566987.481726 nChanged 260 SP:Iteration 15Q (5238.273254 sec): 3 clusters Score: Raw -3570376.450616 + Penalty 3349.661254 = -3567026.789362 nChanged 218 SP:Iteration 16Q (5238.376829 sec): 3 clusters Score: Raw -3570407.483386 + Penalty 3349.661254 = -3567057.822132 nChanged 207 SP:Iteration 17Q (5238.474362 sec): 3 clusters Score: Raw -3570439.792569 + Penalty 3349.661254 = -3567090.131315 nChanged 200 SP:Iteration 18Q (5238.574196 sec): 3 clusters Score: Raw -3570466.964674 + Penalty 3349.661254 = -3567117.303421 nChanged 213 SP:Iteration 19Q (5238.673141 sec): 3 clusters Score: Raw -3570501.169885 + Penalty 3349.661254 = -3567151.508631 nChanged 212 SP:Iteration 20F (5238.764549 sec): 3 clusters Score: Raw -3570538.002974 + Penalty 3349.661254 = -3567188.341721 nChanged 213 SP:Iteration 21Q (5238.860982 sec): 3 clusters Score: Raw -3570573.084411 + Penalty 3349.661254 = -3567223.423157 nChanged 210 SP:Iteration 22Q (5238.953439 sec): 3 clusters Score: Raw -3570607.796706 + Penalty 3349.661254 = -3567258.135452 nChanged 214 SP:Iteration 23Q (5239.064404 sec): 3 clusters Score: Raw -3570646.012225 + Penalty 3349.661254 = -3567296.350971 nChanged 220 SP:Iteration 24Q (5239.156756 sec): 3 clusters Score: Raw -3570684.783521 + Penalty 3349.661254 = -3567335.122268 nChanged 213 SP:Iteration 25Q (5239.254382 sec): 3 clusters Score: Raw -3570718.662715 + Penalty 3349.661254 = -3567369.001462 nChanged 215 SP:Iteration 26Q (5239.356475 sec): 3 clusters Score: Raw -3570756.822080 + Penalty 3349.661254 = -3567407.160826 nChanged 224 SP:Iteration 27Q (5239.454068 sec): 3 clusters Score: Raw -3570795.767784 + Penalty 3349.661254 = -3567446.106530 nChanged 206 SP:Iteration 28Q (5239.555214 sec): 3 clusters Score: Raw -3570826.368852 + Penalty 3349.661254 = -3567476.707598 nChanged 166 SP:Iteration 29Q (5239.676264 sec): 3 clusters Score: Raw -3570848.043255 + Penalty 3349.661254 = -3567498.382001 nChanged 143 SP:Iteration 30Q (5239.794721 sec): 3 clusters Score: Raw -3570865.956252 + Penalty 3349.661254 = -3567516.294998 nChanged 152 SP:Iteration 31Q (5239.896064 sec): 3 clusters Score: Raw -3570885.289199 + Penalty 3349.661254 = -3567535.627945 nChanged 141 SP:Iteration 32Q (5239.987140 sec): 3 clusters Score: Raw -3570902.531206 + Penalty 3349.661254 = -3567552.869952 nChanged 140 SP:Iteration 33Q (5240.079020 sec): 3 clusters Score: Raw -3570920.497219 + Penalty 3349.661254 = -3567570.835965 nChanged 150 SP:Iteration 34Q (5240.157640 sec): 3 clusters Score: Raw -3570939.815306 + Penalty 3349.661254 = -3567590.154052 nChanged 163 SP:Iteration 35Q (5240.236105 sec): 3 clusters Score: Raw -3570961.144041 + Penalty 3349.661254 = -3567611.482787 nChanged 168 SP:Iteration 36Q (5240.321065 sec): 3 clusters Score: Raw -3570983.690825 + Penalty 3349.661254 = -3567634.029571 nChanged 164 SP:Iteration 37Q (5240.401355 sec): 3 clusters Score: Raw -3571007.873841 + Penalty 3349.661254 = -3567658.212587 nChanged 167 SP:Iteration 38Q (5240.480236 sec): 3 clusters Score: Raw -3571032.952772 + Penalty 3349.661254 = -3567683.291518 nChanged 201 SP:Iteration 39Q (5240.564954 sec): 3 clusters Score: Raw -3571067.402102 + Penalty 3349.661254 = -3567717.740848 nChanged 233 SP:Iteration 40F (5240.639039 sec): 3 clusters Score: Raw -3571107.574630 + Penalty 3349.661254 = -3567757.913377 nChanged 207 SP:Iteration 41Q (5240.734443 sec): 3 clusters Score: Raw -3571142.672280 + Penalty 3349.661254 = -3567793.011026 nChanged 205 SP:Iteration 42Q (5240.824103 sec): 3 clusters Score: Raw -3571177.856300 + Penalty 3349.661254 = -3567828.195046 nChanged 208 SP:Iteration 43Q (5240.916090 sec): 3 clusters Score: Raw -3571216.213610 + Penalty 3349.661254 = -3567866.552356 nChanged 216 SP:Iteration 44Q (5241.004943 sec): 3 clusters Score: Raw -3571255.610888 + Penalty 3349.661254 = -3567905.949634 nChanged 235 SP:Iteration 45Q (5241.101582 sec): 3 clusters Score: Raw -3571294.486798 + Penalty 3349.661254 = -3567944.825544 nChanged 209 SP:Iteration 46Q (5241.189941 sec): 3 clusters Score: Raw -3571332.959471 + Penalty 3349.661254 = -3567983.298217 nChanged 213 SP:Iteration 47Q (5241.275246 sec): 3 clusters Score: Raw -3571379.033709 + Penalty 3349.661254 = -3568029.372455 nChanged 264 SP:Iteration 48Q (5241.372186 sec): 3 clusters Score: Raw -3571443.941851 + Penalty 3349.661254 = -3568094.280598 nChanged 279 SP:Iteration 49Q (5241.471964 sec): 3 clusters Score: Raw -3571526.472475 + Penalty 3349.661254 = -3568176.811222 nChanged 312 SP:Iteration 50Q (5241.567184 sec): 3 clusters Score: Raw -3571643.593093 + Penalty 3349.661254 = -3568293.931839 nChanged 374 SP:Iteration 51Q (5241.664167 sec): 3 clusters Score: Raw -3571820.730778 + Penalty 3349.661254 = -3568471.069524 nChanged 444 SP:Iteration 52Q (5241.752738 sec): 3 clusters Score: Raw -3572045.843810 + Penalty 3349.661254 = -3568696.182556 nChanged 448 SP:Iteration 53Q (5241.839204 sec): 3 clusters Score: Raw -3572307.725467 + Penalty 3349.661254 = -3568958.064213 nChanged 470 SP:Iteration 54Q (5241.932872 sec): 3 clusters Score: Raw -3572565.773984 + Penalty 3349.661254 = -3569216.112731 nChanged 436 SP:Iteration 55Q (5242.036210 sec): 3 clusters Score: Raw -3572788.456529 + Penalty 3349.661254 = -3569438.795275 nChanged 382 SP:Iteration 56Q (5242.139252 sec): 3 clusters Score: Raw -3572958.553696 + Penalty 3349.661254 = -3569608.892442 nChanged 311 SP:Iteration 57Q (5242.233048 sec): 3 clusters Score: Raw -3573078.166450 + Penalty 3349.661254 = -3569728.505196 nChanged 267 SP:Iteration 58Q (5242.314145 sec): 3 clusters Score: Raw -3573166.057626 + Penalty 3349.661254 = -3569816.396372 nChanged 255 SP:Iteration 59Q (5242.410167 sec): 3 clusters Score: Raw -3573240.457604 + Penalty 3349.661254 = -3569890.796350 nChanged 180 SP:Iteration 60F (5242.503400 sec): 3 clusters Score: Raw -3573285.359201 + Penalty 3349.661254 = -3569935.697948 nChanged 175 SP:Iteration 61Q (5242.599861 sec): 3 clusters Score: Raw -3573326.795278 + Penalty 3349.661254 = -3569977.134024 nChanged 153 SP:Iteration 62Q (5242.694293 sec): 3 clusters Score: Raw -3573362.922888 + Penalty 3349.661254 = -3570013.261635 nChanged 135 SP:Iteration 63Q (5242.795699 sec): 3 clusters Score: Raw -3573392.419490 + Penalty 3349.661254 = -3570042.758236 nChanged 111 SP:Iteration 64Q (5242.895828 sec): 3 clusters Score: Raw -3573418.009755 + Penalty 3349.661254 = -3570068.348501 nChanged 111 SP:Iteration 65Q (5242.992445 sec): 3 clusters Score: Raw -3573440.707677 + Penalty 3349.661254 = -3570091.046424 nChanged 97 SP:Iteration 66Q (5243.078397 sec): 3 clusters Score: Raw -3573459.403017 + Penalty 3349.661254 = -3570109.741763 nChanged 102 SP:Iteration 67Q (5243.148881 sec): 3 clusters Score: Raw -3573478.797415 + Penalty 3349.661254 = -3570129.136162 nChanged 88 SP:Iteration 68Q (5243.220981 sec): 3 clusters Score: Raw -3573493.544673 + Penalty 3349.661254 = -3570143.883419 nChanged 86 SP:Iteration 69Q (5243.294861 sec): 3 clusters Score: Raw -3573506.371635 + Penalty 3349.661254 = -3570156.710382 nChanged 78 SP:Iteration 70Q (5243.372133 sec): 3 clusters Score: Raw -3573518.165013 + Penalty 3349.661254 = -3570168.503760 nChanged 61 SP:Iteration 71Q (5243.445671 sec): 3 clusters Score: Raw -3573526.501092 + Penalty 3349.661254 = -3570176.839838 nChanged 63 SP:Iteration 72Q (5243.526007 sec): 3 clusters Score: Raw -3573535.643920 + Penalty 3349.661254 = -3570185.982666 nChanged 50 SP:Iteration 73Q (5243.598366 sec): 3 clusters Score: Raw -3573542.018162 + Penalty 3349.661254 = -3570192.356909 nChanged 50 SP:Iteration 74Q (5243.664236 sec): 3 clusters Score: Raw -3573548.091497 + Penalty 3349.661254 = -3570198.430243 nChanged 52 SP:Iteration 75Q (5243.745942 sec): 3 clusters Score: Raw -3573554.906442 + Penalty 3349.661254 = -3570205.245188 nChanged 59 SP:Iteration 76Q (5243.828428 sec): 3 clusters Score: Raw -3573562.252544 + Penalty 3349.661254 = -3570212.591290 nChanged 55 SP:Iteration 77Q (5243.912056 sec): 3 clusters Score: Raw -3573568.512573 + Penalty 3349.661254 = -3570218.851319 nChanged 38 SP:Iteration 78Q (5243.991906 sec): 3 clusters Score: Raw -3573571.772977 + Penalty 3349.661254 = -3570222.111723 nChanged 20 SP:Iteration 79Q (5244.079974 sec): 3 clusters Score: Raw -3573573.365221 + Penalty 3349.661254 = -3570223.703967 nChanged 13 SP:Iteration 80F (5244.177991 sec): 3 clusters Score: Raw -3573574.577491 + Penalty 3349.661254 = -3570224.916237 nChanged 10 SP:Iteration 81Q (5244.262225 sec): 3 clusters Score: Raw -3573575.199947 + Penalty 3349.661254 = -3570225.538693 nChanged 7 SP:Iteration 82Q (5244.346791 sec): 3 clusters Score: Raw -3573575.732184 + Penalty 3349.661254 = -3570226.070930 nChanged 4 SP:Iteration 83Q (5244.433217 sec): 3 clusters Score: Raw -3573575.907391 + Penalty 3349.661254 = -3570226.246137 nChanged 4 SP:Iteration 84Q (5244.515143 sec): 3 clusters Score: Raw -3573576.142261 + Penalty 3349.661254 = -3570226.481008 nChanged 6 SP:Iteration 85Q (5244.606205 sec): 3 clusters Score: Raw -3573576.488970 + Penalty 3349.661254 = -3570226.827717 nChanged 7 SP:Iteration 86Q (5244.696885 sec): 3 clusters Score: Raw -3573576.876352 + Penalty 3349.661254 = -3570227.215098 nChanged 2 SP:Iteration 87Q (5244.787013 sec): 3 clusters Score: Raw -3573577.009238 + Penalty 3349.661254 = -3570227.347984 nChanged 6 SP:Iteration 88Q (5244.868717 sec): 3 clusters Score: Raw -3573577.350301 + Penalty 3349.661254 = -3570227.689047 nChanged 6 SP:Iteration 89Q (5244.954724 sec): 3 clusters Score: Raw -3573577.733269 + Penalty 3349.661254 = -3570228.072015 nChanged 7 SP:Iteration 90Q (5245.045289 sec): 3 clusters Score: Raw -3573578.176586 + Penalty 3349.661254 = -3570228.515333 nChanged 6 SP:Iteration 91Q (5245.134355 sec): 3 clusters Score: Raw -3573578.433139 + Penalty 3349.661254 = -3570228.771885 nChanged 3 SP:Iteration 92Q (5245.238724 sec): 3 clusters Score: Raw -3573578.664813 + Penalty 3349.661254 = -3570229.003559 nChanged 4 SP:Iteration 93Q (5245.330373 sec): 3 clusters Score: Raw -3573578.885941 + Penalty 3349.661254 = -3570229.224687 nChanged 1 SP:Iteration 94Q (5245.423311 sec): 3 clusters Score: Raw -3573578.935082 + Penalty 3349.661254 = -3570229.273828 nChanged 3 SP:Iteration 95Q (5245.504714 sec): 3 clusters Score: Raw -3573579.108710 + Penalty 3349.661254 = -3570229.447456 nChanged 3 SP:Iteration 96Q (5245.599947 sec): 3 clusters Score: Raw -3573579.329777 + Penalty 3349.661254 = -3570229.668524 nChanged 3 SP:Iteration 97Q (5245.698841 sec): 3 clusters Score: Raw -3573579.702483 + Penalty 3349.661254 = -3570230.041229 nChanged 9 SP:Iteration 98Q (5245.785546 sec): 3 clusters Score: Raw -3573580.305887 + Penalty 3349.661254 = -3570230.644634 nChanged 6 SP:Iteration 99Q (5245.872158 sec): 3 clusters Score: Raw -3573580.693583 + Penalty 3349.661254 = -3570231.032329 nChanged 4 SP:Iteration 100F (5245.966771 sec): 3 clusters Score: Raw -3573580.882763 + Penalty 3349.661254 = -3570231.221510 nChanged 0 Trying to split cluster 29 (16150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5246.007744 sec): 2 clusters Score: Raw -1806913.969174 + Penalty 1574.572241 = -1805339.396933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5246.087684 sec): 3 clusters Score: Raw -1797348.508820 + Penalty 3149.144482 = -1794199.364339 nChanged 7186 SP:Iteration 1F (5246.163560 sec): 3 clusters Score: Raw -1801411.672399 + Penalty 3149.144482 = -1798262.527917 nChanged 1135 SP:Iteration 2F (5246.235645 sec): 3 clusters Score: Raw -1802099.365060 + Penalty 3149.144482 = -1798950.220578 nChanged 1185 SP:Iteration 3F (5246.297538 sec): 3 clusters Score: Raw -1802913.332160 + Penalty 3149.144482 = -1799764.187678 nChanged 1243 SP:Iteration 4F (5246.361488 sec): 3 clusters Score: Raw -1803858.517365 + Penalty 3149.144482 = -1800709.372883 nChanged 1136 SP:Iteration 5F (5246.435453 sec): 3 clusters Score: Raw -1804821.099790 + Penalty 3149.144482 = -1801671.955308 nChanged 831 SP:Iteration 6F (5246.500906 sec): 3 clusters Score: Raw -1805514.314853 + Penalty 3149.144482 = -1802365.170372 nChanged 590 SP:Iteration 7Q (5246.561159 sec): 3 clusters Score: Raw -1806054.658975 + Penalty 3149.144482 = -1802905.514493 nChanged 476 SP:Iteration 8Q (5246.621518 sec): 3 clusters Score: Raw -1806537.918466 + Penalty 3149.144482 = -1803388.773984 nChanged 383 SP:Iteration 9Q (5246.681233 sec): 3 clusters Score: Raw -1806915.205975 + Penalty 3149.144482 = -1803766.061493 nChanged 292 SP:Iteration 10Q (5246.750036 sec): 3 clusters Score: Raw -1807113.314201 + Penalty 3149.144482 = -1803964.169719 nChanged 167 SP:Iteration 11Q (5246.802563 sec): 3 clusters Score: Raw -1807187.067916 + Penalty 3149.144482 = -1804037.923434 nChanged 99 SP:Iteration 12Q (5246.861384 sec): 3 clusters Score: Raw -1807223.266057 + Penalty 3149.144482 = -1804074.121575 nChanged 86 SP:Iteration 13Q (5246.936412 sec): 3 clusters Score: Raw -1807250.190541 + Penalty 3149.144482 = -1804101.046059 nChanged 65 SP:Iteration 14Q (5246.980779 sec): 3 clusters Score: Raw -1807271.488058 + Penalty 3149.144482 = -1804122.343577 nChanged 63 SP:Iteration 15Q (5247.041735 sec): 3 clusters Score: Raw -1807292.424545 + Penalty 3149.144482 = -1804143.280064 nChanged 60 SP:Iteration 16Q (5247.097079 sec): 3 clusters Score: Raw -1807310.078659 + Penalty 3149.144482 = -1804160.934178 nChanged 57 SP:Iteration 17Q (5247.150908 sec): 3 clusters Score: Raw -1807324.750632 + Penalty 3149.144482 = -1804175.606150 nChanged 37 SP:Iteration 18Q (5247.198506 sec): 3 clusters Score: Raw -1807331.753126 + Penalty 3149.144482 = -1804182.608644 nChanged 22 SP:Iteration 19Q (5247.259756 sec): 3 clusters Score: Raw -1807336.132116 + Penalty 3149.144482 = -1804186.987634 nChanged 17 SP:Iteration 20F (5247.313113 sec): 3 clusters Score: Raw -1807339.738844 + Penalty 3149.144482 = -1804190.594362 nChanged 18 SP:Iteration 21Q (5247.367744 sec): 3 clusters Score: Raw -1807343.270214 + Penalty 3149.144482 = -1804194.125732 nChanged 14 SP:Iteration 22Q (5247.427327 sec): 3 clusters Score: Raw -1807345.842106 + Penalty 3149.144482 = -1804196.697624 nChanged 15 SP:Iteration 23Q (5247.482701 sec): 3 clusters Score: Raw -1807347.565710 + Penalty 3149.144482 = -1804198.421228 nChanged 9 SP:Iteration 24Q (5247.539767 sec): 3 clusters Score: Raw -1807348.814630 + Penalty 3149.144482 = -1804199.670148 nChanged 7 SP:Iteration 25Q (5247.606358 sec): 3 clusters Score: Raw -1807349.873807 + Penalty 3149.144482 = -1804200.729326 nChanged 9 SP:Iteration 26Q (5247.684359 sec): 3 clusters Score: Raw -1807350.866035 + Penalty 3149.144482 = -1804201.721553 nChanged 7 SP:Iteration 27Q (5247.740293 sec): 3 clusters Score: Raw -1807351.826850 + Penalty 3149.144482 = -1804202.682368 nChanged 7 SP:Iteration 28Q (5247.799729 sec): 3 clusters Score: Raw -1807352.988364 + Penalty 3149.144482 = -1804203.843882 nChanged 5 SP:Iteration 29Q (5247.865723 sec): 3 clusters Score: Raw -1807353.989577 + Penalty 3149.144482 = -1804204.845095 nChanged 8 SP:Iteration 30Q (5247.938428 sec): 3 clusters Score: Raw -1807355.211397 + Penalty 3149.144482 = -1804206.066915 nChanged 10 SP:Iteration 31Q (5247.996683 sec): 3 clusters Score: Raw -1807356.476240 + Penalty 3149.144482 = -1804207.331759 nChanged 11 SP:Iteration 32Q (5248.060081 sec): 3 clusters Score: Raw -1807358.371481 + Penalty 3149.144482 = -1804209.226999 nChanged 14 SP:Iteration 33Q (5248.125433 sec): 3 clusters Score: Raw -1807362.052166 + Penalty 3149.144482 = -1804212.907685 nChanged 21 SP:Iteration 34Q (5248.190354 sec): 3 clusters Score: Raw -1807366.626024 + Penalty 3149.144482 = -1804217.481542 nChanged 19 SP:Iteration 35Q (5248.262145 sec): 3 clusters Score: Raw -1807369.819099 + Penalty 3149.144482 = -1804220.674617 nChanged 18 SP:Iteration 36Q (5248.322295 sec): 3 clusters Score: Raw -1807373.168523 + Penalty 3149.144482 = -1804224.024041 nChanged 16 SP:Iteration 37Q (5248.384683 sec): 3 clusters Score: Raw -1807375.289568 + Penalty 3149.144482 = -1804226.145086 nChanged 6 SP:Iteration 38Q (5248.455057 sec): 3 clusters Score: Raw -1807375.911429 + Penalty 3149.144482 = -1804226.766947 nChanged 3 SP:Iteration 39Q (5248.525420 sec): 3 clusters Score: Raw -1807376.151886 + Penalty 3149.144482 = -1804227.007405 nChanged 2 SP:Iteration 40F (5248.599129 sec): 3 clusters Score: Raw -1807376.601386 + Penalty 3149.144482 = -1804227.456904 nChanged 5 SP:Iteration 41Q (5248.671483 sec): 3 clusters Score: Raw -1807377.158992 + Penalty 3149.144482 = -1804228.014510 nChanged 3 SP:Iteration 42Q (5248.743437 sec): 3 clusters Score: Raw -1807377.437236 + Penalty 3149.144482 = -1804228.292754 nChanged 3 SP:Iteration 43Q (5248.815099 sec): 3 clusters Score: Raw -1807377.806165 + Penalty 3149.144482 = -1804228.661683 nChanged 1 SP:Iteration 44Q (5248.885937 sec): 3 clusters Score: Raw -1807377.869158 + Penalty 3149.144482 = -1804228.724676 nChanged 2 SP:Iteration 45Q (5248.956769 sec): 3 clusters Score: Raw -1807378.094001 + Penalty 3149.144482 = -1804228.949519 nChanged 2 SP:Iteration 46Q (5249.023825 sec): 3 clusters Score: Raw -1807378.267292 + Penalty 3149.144482 = -1804229.122810 nChanged 1 SP:Iteration 47Q (5249.079788 sec): 3 clusters Score: Raw -1807378.347602 + Penalty 3149.144482 = -1804229.203121 nChanged 0 SP:Iteration 48F (5249.154827 sec): 3 clusters Score: Raw -1807378.347602 + Penalty 3149.144482 = -1804229.203121 nChanged 0 Trying to split cluster 30 (6636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5249.193882 sec): 2 clusters Score: Raw -737347.099164 + Penalty 1430.043006 = -735917.056158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5249.240625 sec): 3 clusters Score: Raw -733772.823958 + Penalty 2860.086012 = -730912.737947 nChanged 2740 SP:Iteration 1F (5249.288294 sec): 3 clusters Score: Raw -735335.836813 + Penalty 2860.086012 = -732475.750801 nChanged 485 SP:Iteration 2F (5249.343235 sec): 3 clusters Score: Raw -735663.803790 + Penalty 2860.086012 = -732803.717779 nChanged 437 SP:Iteration 3F (5249.402429 sec): 3 clusters Score: Raw -735980.207819 + Penalty 2860.086012 = -733120.121807 nChanged 414 SP:Iteration 4F (5249.463053 sec): 3 clusters Score: Raw -736328.815802 + Penalty 2860.086012 = -733468.729790 nChanged 436 SP:Iteration 5F (5249.512865 sec): 3 clusters Score: Raw -736671.643216 + Penalty 2860.086012 = -733811.557204 nChanged 428 SP:Iteration 6F (5249.562769 sec): 3 clusters Score: Raw -737038.101197 + Penalty 2860.086012 = -734178.015185 nChanged 393 SP:Iteration 7F (5249.619584 sec): 3 clusters Score: Raw -737354.731072 + Penalty 2860.086012 = -734494.645061 nChanged 304 SP:Iteration 8Q (5249.679344 sec): 3 clusters Score: Raw -737569.426657 + Penalty 2860.086012 = -734709.340645 nChanged 227 SP:Iteration 9Q (5249.732327 sec): 3 clusters Score: Raw -737713.042874 + Penalty 2860.086012 = -734852.956862 nChanged 156 SP:Iteration 10Q (5249.792755 sec): 3 clusters Score: Raw -737792.177642 + Penalty 2860.086012 = -734932.091630 nChanged 99 SP:Iteration 11Q (5249.852409 sec): 3 clusters Score: Raw -737828.242025 + Penalty 2860.086012 = -734968.156013 nChanged 83 SP:Iteration 12Q (5249.904423 sec): 3 clusters Score: Raw -737856.760921 + Penalty 2860.086012 = -734996.674909 nChanged 64 SP:Iteration 13Q (5249.965259 sec): 3 clusters Score: Raw -737878.488498 + Penalty 2860.086012 = -735018.402487 nChanged 52 SP:Iteration 14Q (5250.027155 sec): 3 clusters Score: Raw -737892.621928 + Penalty 2860.086012 = -735032.535917 nChanged 49 SP:Iteration 15Q (5250.087684 sec): 3 clusters Score: Raw -737904.802772 + Penalty 2860.086012 = -735044.716760 nChanged 43 SP:Iteration 16Q (5250.157020 sec): 3 clusters Score: Raw -737918.067466 + Penalty 2860.086012 = -735057.981455 nChanged 34 SP:Iteration 17Q (5250.217849 sec): 3 clusters Score: Raw -737925.996624 + Penalty 2860.086012 = -735065.910612 nChanged 23 SP:Iteration 18Q (5250.278858 sec): 3 clusters Score: Raw -737933.842779 + Penalty 2860.086012 = -735073.756767 nChanged 28 SP:Iteration 19Q (5250.331083 sec): 3 clusters Score: Raw -737940.574729 + Penalty 2860.086012 = -735080.488717 nChanged 26 SP:Iteration 20F (5250.400855 sec): 3 clusters Score: Raw -737946.999469 + Penalty 2860.086012 = -735086.913458 nChanged 28 SP:Iteration 21Q (5250.443838 sec): 3 clusters Score: Raw -737956.197950 + Penalty 2860.086012 = -735096.111939 nChanged 29 SP:Iteration 22Q (5250.501672 sec): 3 clusters Score: Raw -737965.848699 + Penalty 2860.086012 = -735105.762687 nChanged 39 SP:Iteration 23Q (5250.550361 sec): 3 clusters Score: Raw -737979.719395 + Penalty 2860.086012 = -735119.633383 nChanged 26 SP:Iteration 24Q (5250.600147 sec): 3 clusters Score: Raw -737987.999783 + Penalty 2860.086012 = -735127.913771 nChanged 24 SP:Iteration 25Q (5250.663633 sec): 3 clusters Score: Raw -737995.817569 + Penalty 2860.086012 = -735135.731557 nChanged 19 SP:Iteration 26Q (5250.723348 sec): 3 clusters Score: Raw -738001.676561 + Penalty 2860.086012 = -735141.590550 nChanged 24 SP:Iteration 27Q (5250.778567 sec): 3 clusters Score: Raw -738008.638382 + Penalty 2860.086012 = -735148.552370 nChanged 28 SP:Iteration 28Q (5250.834065 sec): 3 clusters Score: Raw -738017.106429 + Penalty 2860.086012 = -735157.020418 nChanged 23 SP:Iteration 29Q (5250.896886 sec): 3 clusters Score: Raw -738023.247011 + Penalty 2860.086012 = -735163.160999 nChanged 15 SP:Iteration 30Q (5250.947891 sec): 3 clusters Score: Raw -738027.229309 + Penalty 2860.086012 = -735167.143297 nChanged 16 SP:Iteration 31Q (5250.994707 sec): 3 clusters Score: Raw -738031.415844 + Penalty 2860.086012 = -735171.329832 nChanged 12 SP:Iteration 32Q (5251.049744 sec): 3 clusters Score: Raw -738035.678143 + Penalty 2860.086012 = -735175.592131 nChanged 14 SP:Iteration 33Q (5251.095257 sec): 3 clusters Score: Raw -738038.563165 + Penalty 2860.086012 = -735178.477154 nChanged 10 SP:Iteration 34Q (5251.148252 sec): 3 clusters Score: Raw -738040.532891 + Penalty 2860.086012 = -735180.446879 nChanged 7 SP:Iteration 35Q (5251.195160 sec): 3 clusters Score: Raw -738041.829842 + Penalty 2860.086012 = -735181.743831 nChanged 6 SP:Iteration 36Q (5251.259974 sec): 3 clusters Score: Raw -738043.284076 + Penalty 2860.086012 = -735183.198064 nChanged 6 SP:Iteration 37Q (5251.310381 sec): 3 clusters Score: Raw -738044.132192 + Penalty 2860.086012 = -735184.046180 nChanged 2 SP:Iteration 38Q (5251.367865 sec): 3 clusters Score: Raw -738044.383590 + Penalty 2860.086012 = -735184.297579 nChanged 2 SP:Iteration 39Q (5251.427851 sec): 3 clusters Score: Raw -738044.639005 + Penalty 2860.086012 = -735184.552993 nChanged 0 SP:Iteration 40F (5251.488687 sec): 3 clusters Score: Raw -738044.639005 + Penalty 2860.086012 = -735184.552993 nChanged 0 Trying to split cluster 31 (223215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5251.892439 sec): 2 clusters Score: Raw -26425555.916608 + Penalty 2001.332241 = -26423554.584368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5252.344502 sec): 3 clusters Score: Raw -26276772.138907 + Penalty 4002.664481 = -26272769.474426 nChanged 108680 SP:Iteration 1F (5252.775639 sec): 3 clusters Score: Raw -26342878.331588 + Penalty 4002.664481 = -26338875.667106 nChanged 9947 SP:Iteration 2Q (5253.235931 sec): 3 clusters Score: Raw -26346454.408140 + Penalty 4002.664481 = -26342451.743659 nChanged 11883 SP:Iteration 3F (5253.645246 sec): 3 clusters Score: Raw -26351919.414182 + Penalty 4002.664481 = -26347916.749701 nChanged 14152 SP:Iteration 4F (5254.029627 sec): 3 clusters Score: Raw -26360128.751277 + Penalty 4002.664481 = -26356126.086796 nChanged 16157 SP:Iteration 5F (5254.435470 sec): 3 clusters Score: Raw -26371615.029921 + Penalty 4002.664481 = -26367612.365440 nChanged 16434 SP:Iteration 6F (5254.843766 sec): 3 clusters Score: Raw -26385038.711272 + Penalty 4002.664481 = -26381036.046791 nChanged 14605 SP:Iteration 7F (5255.238380 sec): 3 clusters Score: Raw -26398263.303302 + Penalty 4002.664481 = -26394260.638821 nChanged 11167 SP:Iteration 8F (5255.639747 sec): 3 clusters Score: Raw -26408990.172325 + Penalty 4002.664481 = -26404987.507844 nChanged 7347 SP:Iteration 9Q (5256.031470 sec): 3 clusters Score: Raw -26415627.368446 + Penalty 4002.664481 = -26411624.703964 nChanged 4668 SP:Iteration 10Q (5256.390464 sec): 3 clusters Score: Raw -26419447.402201 + Penalty 4002.664481 = -26415444.737720 nChanged 3069 SP:Iteration 11Q (5256.732462 sec): 3 clusters Score: Raw -26421675.239201 + Penalty 4002.664481 = -26417672.574719 nChanged 2124 SP:Iteration 12Q (5257.056953 sec): 3 clusters Score: Raw -26423128.118624 + Penalty 4002.664481 = -26419125.454143 nChanged 1593 SP:Iteration 13Q (5257.381083 sec): 3 clusters Score: Raw -26424096.160209 + Penalty 4002.664481 = -26420093.495728 nChanged 1237 SP:Iteration 14Q (5257.711018 sec): 3 clusters Score: Raw -26424735.957785 + Penalty 4002.664481 = -26420733.293304 nChanged 1003 SP:Iteration 15Q (5258.063456 sec): 3 clusters Score: Raw -26425190.128410 + Penalty 4002.664481 = -26421187.463929 nChanged 780 SP:Iteration 16Q (5258.393575 sec): 3 clusters Score: Raw -26425481.404279 + Penalty 4002.664481 = -26421478.739798 nChanged 658 SP:Iteration 17Q (5258.757476 sec): 3 clusters Score: Raw -26425713.029201 + Penalty 4002.664481 = -26421710.364719 nChanged 529 SP:Iteration 18Q (5259.135567 sec): 3 clusters Score: Raw -26425889.967379 + Penalty 4002.664481 = -26421887.302898 nChanged 417 SP:Iteration 19Q (5259.459832 sec): 3 clusters Score: Raw -26426010.919680 + Penalty 4002.664481 = -26422008.255199 nChanged 369 SP:Iteration 20F (5259.887825 sec): 3 clusters Score: Raw -26426115.358849 + Penalty 4002.664481 = -26422112.694368 nChanged 304 SP:Iteration 21Q (5260.207574 sec): 3 clusters Score: Raw -26426183.251106 + Penalty 4002.664481 = -26422180.586624 nChanged 223 SP:Iteration 22Q (5260.509740 sec): 3 clusters Score: Raw -26426229.191871 + Penalty 4002.664481 = -26422226.527390 nChanged 194 SP:Iteration 23Q (5260.932632 sec): 3 clusters Score: Raw -26426267.456198 + Penalty 4002.664481 = -26422264.791717 nChanged 171 SP:Iteration 24Q (5261.257150 sec): 3 clusters Score: Raw -26426299.197398 + Penalty 4002.664481 = -26422296.532917 nChanged 147 SP:Iteration 25Q (5261.562313 sec): 3 clusters Score: Raw -26426326.694265 + Penalty 4002.664481 = -26422324.029783 nChanged 139 SP:Iteration 26Q (5261.867365 sec): 3 clusters Score: Raw -26426350.810818 + Penalty 4002.664481 = -26422348.146337 nChanged 115 SP:Iteration 27Q (5262.189430 sec): 3 clusters Score: Raw -26426371.276938 + Penalty 4002.664481 = -26422368.612457 nChanged 102 SP:Iteration 28Q (5262.541469 sec): 3 clusters Score: Raw -26426389.442659 + Penalty 4002.664481 = -26422386.778178 nChanged 87 SP:Iteration 29Q (5262.871015 sec): 3 clusters Score: Raw -26426402.679716 + Penalty 4002.664481 = -26422400.015235 nChanged 80 SP:Iteration 30Q (5263.191300 sec): 3 clusters Score: Raw -26426413.325795 + Penalty 4002.664481 = -26422410.661313 nChanged 69 SP:Iteration 31Q (5263.486044 sec): 3 clusters Score: Raw -26426422.318539 + Penalty 4002.664481 = -26422419.654058 nChanged 60 SP:Iteration 32Q (5263.776006 sec): 3 clusters Score: Raw -26426429.434073 + Penalty 4002.664481 = -26422426.769592 nChanged 56 SP:Iteration 33Q (5264.073284 sec): 3 clusters Score: Raw -26426436.765791 + Penalty 4002.664481 = -26422434.101310 nChanged 54 SP:Iteration 34Q (5264.356142 sec): 3 clusters Score: Raw -26426445.053314 + Penalty 4002.664481 = -26422442.388833 nChanged 50 SP:Iteration 35Q (5264.659014 sec): 3 clusters Score: Raw -26426452.216575 + Penalty 4002.664481 = -26422449.552093 nChanged 41 SP:Iteration 36Q (5264.958603 sec): 3 clusters Score: Raw -26426458.021826 + Penalty 4002.664481 = -26422455.357345 nChanged 36 SP:Iteration 37Q (5265.279526 sec): 3 clusters Score: Raw -26426463.683923 + Penalty 4002.664481 = -26422461.019441 nChanged 27 SP:Iteration 38Q (5265.622098 sec): 3 clusters Score: Raw -26426466.936036 + Penalty 4002.664481 = -26422464.271555 nChanged 32 SP:Iteration 39Q (5265.974775 sec): 3 clusters Score: Raw -26426471.837124 + Penalty 4002.664481 = -26422469.172643 nChanged 40 SP:Iteration 40F (5266.383663 sec): 3 clusters Score: Raw -26426476.670689 + Penalty 4002.664481 = -26422474.006208 nChanged 33 SP:Iteration 41Q (5266.693770 sec): 3 clusters Score: Raw -26426481.574953 + Penalty 4002.664481 = -26422478.910472 nChanged 34 SP:Iteration 42Q (5266.994593 sec): 3 clusters Score: Raw -26426487.604377 + Penalty 4002.664481 = -26422484.939896 nChanged 41 SP:Iteration 43Q (5267.293970 sec): 3 clusters Score: Raw -26426494.688687 + Penalty 4002.664481 = -26422492.024205 nChanged 37 SP:Iteration 44Q (5267.580846 sec): 3 clusters Score: Raw -26426499.117095 + Penalty 4002.664481 = -26422496.452614 nChanged 27 SP:Iteration 45Q (5267.874054 sec): 3 clusters Score: Raw -26426502.035054 + Penalty 4002.664481 = -26422499.370573 nChanged 23 SP:Iteration 46Q (5268.170927 sec): 3 clusters Score: Raw -26426504.901198 + Penalty 4002.664481 = -26422502.236717 nChanged 26 SP:Iteration 47Q (5268.469700 sec): 3 clusters Score: Raw -26426507.397393 + Penalty 4002.664481 = -26422504.732912 nChanged 21 SP:Iteration 48Q (5268.770380 sec): 3 clusters Score: Raw -26426510.147203 + Penalty 4002.664481 = -26422507.482722 nChanged 24 SP:Iteration 49Q (5269.078351 sec): 3 clusters Score: Raw -26426513.690824 + Penalty 4002.664481 = -26422511.026342 nChanged 27 SP:Iteration 50Q (5269.390111 sec): 3 clusters Score: Raw -26426517.526356 + Penalty 4002.664481 = -26422514.861875 nChanged 32 SP:Iteration 51Q (5269.700696 sec): 3 clusters Score: Raw -26426521.156558 + Penalty 4002.664481 = -26422518.492077 nChanged 28 SP:Iteration 52Q (5270.004855 sec): 3 clusters Score: Raw -26426525.159687 + Penalty 4002.664481 = -26422522.495206 nChanged 34 SP:Iteration 53Q (5270.293141 sec): 3 clusters Score: Raw -26426530.427394 + Penalty 4002.664481 = -26422527.762913 nChanged 31 SP:Iteration 54Q (5270.587020 sec): 3 clusters Score: Raw -26426535.304438 + Penalty 4002.664481 = -26422532.639957 nChanged 34 SP:Iteration 55Q (5270.879939 sec): 3 clusters Score: Raw -26426540.235363 + Penalty 4002.664481 = -26422537.570882 nChanged 31 SP:Iteration 56Q (5271.172674 sec): 3 clusters Score: Raw -26426543.851530 + Penalty 4002.664481 = -26422541.187049 nChanged 26 SP:Iteration 57Q (5271.458046 sec): 3 clusters Score: Raw -26426547.407254 + Penalty 4002.664481 = -26422544.742773 nChanged 29 SP:Iteration 58Q (5271.756937 sec): 3 clusters Score: Raw -26426550.879011 + Penalty 4002.664481 = -26422548.214530 nChanged 26 SP:Iteration 59Q (5272.070053 sec): 3 clusters Score: Raw -26426553.676213 + Penalty 4002.664481 = -26422551.011732 nChanged 24 SP:Iteration 60F (5272.501152 sec): 3 clusters Score: Raw -26426556.341252 + Penalty 4002.664481 = -26422553.676771 nChanged 18 SP:Iteration 61Q (5272.890762 sec): 3 clusters Score: Raw -26426558.159691 + Penalty 4002.664481 = -26422555.495210 nChanged 14 SP:Iteration 62Q (5273.189478 sec): 3 clusters Score: Raw -26426559.084624 + Penalty 4002.664481 = -26422556.420143 nChanged 8 SP:Iteration 63Q (5273.492394 sec): 3 clusters Score: Raw -26426560.137113 + Penalty 4002.664481 = -26422557.472631 nChanged 10 SP:Iteration 64Q (5273.798106 sec): 3 clusters Score: Raw -26426561.975087 + Penalty 4002.664481 = -26422559.310606 nChanged 18 SP:Iteration 65Q (5274.118475 sec): 3 clusters Score: Raw -26426564.799227 + Penalty 4002.664481 = -26422562.134745 nChanged 24 SP:Iteration 66Q (5274.459504 sec): 3 clusters Score: Raw -26426568.489542 + Penalty 4002.664481 = -26422565.825060 nChanged 24 SP:Iteration 67Q (5274.770091 sec): 3 clusters Score: Raw -26426572.181992 + Penalty 4002.664481 = -26422569.517510 nChanged 20 SP:Iteration 68Q (5275.137638 sec): 3 clusters Score: Raw -26426575.061750 + Penalty 4002.664481 = -26422572.397269 nChanged 19 SP:Iteration 69Q (5275.478761 sec): 3 clusters Score: Raw -26426578.210280 + Penalty 4002.664481 = -26422575.545799 nChanged 25 SP:Iteration 70Q (5275.824812 sec): 3 clusters Score: Raw -26426582.081757 + Penalty 4002.664481 = -26422579.417276 nChanged 29 SP:Iteration 71Q (5276.161260 sec): 3 clusters Score: Raw -26426586.347682 + Penalty 4002.664481 = -26422583.683201 nChanged 21 SP:Iteration 72Q (5276.501488 sec): 3 clusters Score: Raw -26426588.754113 + Penalty 4002.664481 = -26422586.089632 nChanged 20 SP:Iteration 73Q (5276.886671 sec): 3 clusters Score: Raw -26426591.186098 + Penalty 4002.664481 = -26422588.521617 nChanged 16 SP:Iteration 74Q (5277.230893 sec): 3 clusters Score: Raw -26426592.941297 + Penalty 4002.664481 = -26422590.276816 nChanged 18 SP:Iteration 75Q (5277.621111 sec): 3 clusters Score: Raw -26426594.425702 + Penalty 4002.664481 = -26422591.761220 nChanged 14 SP:Iteration 76Q (5277.960912 sec): 3 clusters Score: Raw -26426595.651094 + Penalty 4002.664481 = -26422592.986612 nChanged 9 SP:Iteration 77Q (5278.286714 sec): 3 clusters Score: Raw -26426596.954674 + Penalty 4002.664481 = -26422594.290193 nChanged 14 SP:Iteration 78Q (5278.578079 sec): 3 clusters Score: Raw -26426598.378311 + Penalty 4002.664481 = -26422595.713830 nChanged 15 SP:Iteration 79Q (5278.880025 sec): 3 clusters Score: Raw -26426600.093188 + Penalty 4002.664481 = -26422597.428707 nChanged 22 SP:Iteration 80F (5279.292980 sec): 3 clusters Score: Raw -26426602.951152 + Penalty 4002.664481 = -26422600.286671 nChanged 18 SP:Iteration 81Q (5279.632255 sec): 3 clusters Score: Raw -26426605.120473 + Penalty 4002.664481 = -26422602.455992 nChanged 13 SP:Iteration 82Q (5279.969181 sec): 3 clusters Score: Raw -26426606.117581 + Penalty 4002.664481 = -26422603.453099 nChanged 11 SP:Iteration 83Q (5280.279404 sec): 3 clusters Score: Raw -26426606.983426 + Penalty 4002.664481 = -26422604.318945 nChanged 8 SP:Iteration 84Q (5280.590004 sec): 3 clusters Score: Raw -26426607.932492 + Penalty 4002.664481 = -26422605.268010 nChanged 7 SP:Iteration 85Q (5280.894283 sec): 3 clusters Score: Raw -26426608.789427 + Penalty 4002.664481 = -26422606.124946 nChanged 10 SP:Iteration 86Q (5281.188868 sec): 3 clusters Score: Raw -26426610.106174 + Penalty 4002.664481 = -26422607.441693 nChanged 8 SP:Iteration 87Q (5281.489434 sec): 3 clusters Score: Raw -26426611.072019 + Penalty 4002.664481 = -26422608.407538 nChanged 10 SP:Iteration 88Q (5281.786463 sec): 3 clusters Score: Raw -26426612.574679 + Penalty 4002.664481 = -26422609.910198 nChanged 9 SP:Iteration 89Q (5282.078035 sec): 3 clusters Score: Raw -26426613.798832 + Penalty 4002.664481 = -26422611.134350 nChanged 11 SP:Iteration 90Q (5282.376954 sec): 3 clusters Score: Raw -26426614.943982 + Penalty 4002.664481 = -26422612.279500 nChanged 9 SP:Iteration 91Q (5282.670370 sec): 3 clusters Score: Raw -26426615.873762 + Penalty 4002.664481 = -26422613.209280 nChanged 8 SP:Iteration 92Q (5282.967355 sec): 3 clusters Score: Raw -26426617.014584 + Penalty 4002.664481 = -26422614.350103 nChanged 12 SP:Iteration 93Q (5283.286171 sec): 3 clusters Score: Raw -26426618.356783 + Penalty 4002.664481 = -26422615.692302 nChanged 8 SP:Iteration 94Q (5283.590494 sec): 3 clusters Score: Raw -26426619.227344 + Penalty 4002.664481 = -26422616.562863 nChanged 5 SP:Iteration 95Q (5283.896345 sec): 3 clusters Score: Raw -26426619.933329 + Penalty 4002.664481 = -26422617.268848 nChanged 7 SP:Iteration 96Q (5284.197904 sec): 3 clusters Score: Raw -26426620.894943 + Penalty 4002.664481 = -26422618.230461 nChanged 12 SP:Iteration 97Q (5284.485973 sec): 3 clusters Score: Raw -26426622.625406 + Penalty 4002.664481 = -26422619.960925 nChanged 10 SP:Iteration 98Q (5284.783538 sec): 3 clusters Score: Raw -26426623.525041 + Penalty 4002.664481 = -26422620.860560 nChanged 10 SP:Iteration 99Q (5285.080369 sec): 3 clusters Score: Raw -26426625.076702 + Penalty 4002.664481 = -26422622.412220 nChanged 9 SP:Iteration 100F (5285.469604 sec): 3 clusters Score: Raw -26426625.850132 + Penalty 4002.664481 = -26422623.185650 nChanged 2 SP:Iteration 101Q (5285.762539 sec): 3 clusters Score: Raw -26426626.003821 + Penalty 4002.664481 = -26422623.339340 nChanged 2 SP:Iteration 102Q (5286.063450 sec): 3 clusters Score: Raw -26426626.275383 + Penalty 4002.664481 = -26422623.610902 nChanged 3 SP:Iteration 103Q (5286.377661 sec): 3 clusters Score: Raw -26426626.622816 + Penalty 4002.664481 = -26422623.958335 nChanged 7 SP:Iteration 104Q (5286.724982 sec): 3 clusters Score: Raw -26426627.386476 + Penalty 4002.664481 = -26422624.721995 nChanged 3 SP:Iteration 105Q (5287.081403 sec): 3 clusters Score: Raw -26426628.068001 + Penalty 4002.664481 = -26422625.403519 nChanged 4 SP:Iteration 106Q (5287.391391 sec): 3 clusters Score: Raw -26426628.536779 + Penalty 4002.664481 = -26422625.872297 nChanged 6 SP:Iteration 107Q (5287.732150 sec): 3 clusters Score: Raw -26426629.080628 + Penalty 4002.664481 = -26422626.416146 nChanged 4 SP:Iteration 108Q (5288.036364 sec): 3 clusters Score: Raw -26426629.472522 + Penalty 4002.664481 = -26422626.808041 nChanged 2 SP:Iteration 109Q (5288.351047 sec): 3 clusters Score: Raw -26426629.691054 + Penalty 4002.664481 = -26422627.026572 nChanged 4 SP:Iteration 110Q (5288.688208 sec): 3 clusters Score: Raw -26426630.051482 + Penalty 4002.664481 = -26422627.387001 nChanged 3 SP:Iteration 111Q (5289.014608 sec): 3 clusters Score: Raw -26426630.362560 + Penalty 4002.664481 = -26422627.698079 nChanged 3 SP:Iteration 112Q (5289.433335 sec): 3 clusters Score: Raw -26426630.615277 + Penalty 4002.664481 = -26422627.950796 nChanged 3 SP:Iteration 113Q (5289.770040 sec): 3 clusters Score: Raw -26426630.920614 + Penalty 4002.664481 = -26422628.256133 nChanged 4 SP:Iteration 114Q (5290.057500 sec): 3 clusters Score: Raw -26426631.308417 + Penalty 4002.664481 = -26422628.643935 nChanged 2 SP:Iteration 115Q (5290.351038 sec): 3 clusters Score: Raw -26426631.495840 + Penalty 4002.664481 = -26422628.831358 nChanged 2 SP:Iteration 116Q (5290.649184 sec): 3 clusters Score: Raw -26426631.619761 + Penalty 4002.664481 = -26422628.955280 nChanged 0 SP:Iteration 117F (5291.059915 sec): 3 clusters Score: Raw -26426631.619761 + Penalty 4002.664481 = -26422628.955280 nChanged 0 Iteration 259Q (5297.714496 sec): 32 clusters Score: Raw -86562776.678258 + Penalty 68161.391939 = -86494615.286319 nChanged 201 Iteration 260F (5313.332003 sec): 32 clusters Score: Raw -86562788.682844 + Penalty 68161.391939 = -86494627.290905 nChanged 175 Iteration 261Q (5319.870432 sec): 32 clusters Score: Raw -86562797.722840 + Penalty 68161.391939 = -86494636.330901 nChanged 157 Iteration 262Q (5326.595616 sec): 32 clusters Score: Raw -86562805.259128 + Penalty 68161.391939 = -86494643.867189 nChanged 141 Iteration 263Q (5332.964339 sec): 32 clusters Score: Raw -86562813.522003 + Penalty 68161.391939 = -86494652.130064 nChanged 154 Iteration 264Q (5339.770077 sec): 32 clusters Score: Raw -86562822.182415 + Penalty 68161.391939 = -86494660.790476 nChanged 151 Iteration 265Q (5346.404093 sec): 32 clusters Score: Raw -86562830.425057 + Penalty 68161.391939 = -86494669.033119 nChanged 139 Iteration 266Q (5353.450563 sec): 32 clusters Score: Raw -86562837.259619 + Penalty 68161.391939 = -86494675.867680 nChanged 137 Iteration 267Q (5360.213457 sec): 32 clusters Score: Raw -86562844.899819 + Penalty 68161.391939 = -86494683.507880 nChanged 139 Iteration 268Q (5367.125364 sec): 32 clusters Score: Raw -86562852.435274 + Penalty 68161.391939 = -86494691.043336 nChanged 148 Iteration 269Q (5373.893037 sec): 32 clusters Score: Raw -86562860.854737 + Penalty 68161.391939 = -86494699.462798 nChanged 147 Iteration 270Q (5380.970898 sec): 32 clusters Score: Raw -86562870.268033 + Penalty 68161.391939 = -86494708.876094 nChanged 147 Iteration 271Q (5387.691940 sec): 32 clusters Score: Raw -86562880.237295 + Penalty 68161.391939 = -86494718.845356 nChanged 160 Iteration 272Q (5394.625080 sec): 32 clusters Score: Raw -86562891.384933 + Penalty 68161.391939 = -86494729.992994 nChanged 180 Iteration 273Q (5401.232282 sec): 32 clusters Score: Raw -86562902.203605 + Penalty 68161.391939 = -86494740.811666 nChanged 177 Iteration 274Q (5408.218264 sec): 32 clusters Score: Raw -86562912.741759 + Penalty 68161.391939 = -86494751.349821 nChanged 175 Iteration 275Q (5414.879253 sec): 32 clusters Score: Raw -86562923.724594 + Penalty 68161.391939 = -86494762.332656 nChanged 170 Iteration 276Q (5421.643149 sec): 32 clusters Score: Raw -86562936.141784 + Penalty 68161.391939 = -86494774.749845 nChanged 197 Iteration 277Q (5427.956215 sec): 32 clusters Score: Raw -86562949.796500 + Penalty 68161.391939 = -86494788.404561 nChanged 205 Iteration 278Q (5435.085695 sec): 32 clusters Score: Raw -86562966.922265 + Penalty 68161.391939 = -86494805.530326 nChanged 213 Iteration 279Q (5441.548568 sec): 32 clusters Score: Raw -86562984.479697 + Penalty 68161.391939 = -86494823.087759 nChanged 210 Iteration 280F (5457.251707 sec): 32 clusters Score: Raw -86563000.649692 + Penalty 68161.391939 = -86494839.257753 nChanged 210 Iteration 281Q (5463.757276 sec): 32 clusters Score: Raw -86563015.540613 + Penalty 68161.391939 = -86494854.148674 nChanged 197 Iteration 282Q (5470.814343 sec): 32 clusters Score: Raw -86563028.578252 + Penalty 68161.391939 = -86494867.186313 nChanged 202 Iteration 283Q (5477.117524 sec): 32 clusters Score: Raw -86563041.416188 + Penalty 68161.391939 = -86494880.024249 nChanged 172 Iteration 284Q (5483.846201 sec): 32 clusters Score: Raw -86563052.168761 + Penalty 68161.391939 = -86494890.776822 nChanged 184 Iteration 285Q (5490.407872 sec): 32 clusters Score: Raw -86563064.846841 + Penalty 68161.391939 = -86494903.454902 nChanged 182 Iteration 286Q (5497.456354 sec): 32 clusters Score: Raw -86563077.974648 + Penalty 68161.391939 = -86494916.582709 nChanged 202 Iteration 287Q (5503.866692 sec): 32 clusters Score: Raw -86563090.327846 + Penalty 68161.391939 = -86494928.935907 nChanged 185 Iteration 288Q (5510.685691 sec): 32 clusters Score: Raw -86563100.690312 + Penalty 68161.391939 = -86494939.298373 nChanged 189 Iteration 289Q (5517.276425 sec): 32 clusters Score: Raw -86563112.668840 + Penalty 68161.391939 = -86494951.276901 nChanged 188 Iteration 290Q (5524.150603 sec): 32 clusters Score: Raw -86563123.849769 + Penalty 68161.391939 = -86494962.457830 nChanged 187 Iteration 291Q (5530.895927 sec): 32 clusters Score: Raw -86563133.889061 + Penalty 68161.391939 = -86494972.497122 nChanged 146 Iteration 292Q (5537.654082 sec): 32 clusters Score: Raw -86563142.270038 + Penalty 68161.391939 = -86494980.878099 nChanged 136 Iteration 293Q (5544.095576 sec): 32 clusters Score: Raw -86563151.235052 + Penalty 68161.391939 = -86494989.843113 nChanged 136 Iteration 294Q (5551.253771 sec): 32 clusters Score: Raw -86563158.751245 + Penalty 68161.391939 = -86494997.359306 nChanged 132 Iteration 295Q (5558.059142 sec): 32 clusters Score: Raw -86563165.673557 + Penalty 68161.391939 = -86495004.281618 nChanged 136 Iteration 296Q (5564.994922 sec): 32 clusters Score: Raw -86563172.298237 + Penalty 68161.391939 = -86495010.906298 nChanged 115 Iteration 297Q (5571.657827 sec): 32 clusters Score: Raw -86563178.625803 + Penalty 68161.391939 = -86495017.233864 nChanged 116 Iteration 298Q (5578.786560 sec): 32 clusters Score: Raw -86563186.431382 + Penalty 68161.391939 = -86495025.039443 nChanged 120 Writing temp clu file Because OldScore, -86495017.233864, is greater than current (better) Score,-86495025.039443 Compute initial score before splitting: Score: Raw -86563186.431382 + Penalty 68161.391939 = -86495025.039443 Trying to split cluster 1 (11267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5578.987448 sec): 2 clusters Score: Raw -1339111.092823 + Penalty 1516.065424 = -1337595.027399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5579.052102 sec): 3 clusters Score: Raw -1332681.906942 + Penalty 3032.130848 = -1329649.776094 nChanged 4854 SP:Iteration 1F (5579.114643 sec): 3 clusters Score: Raw -1335357.283637 + Penalty 3032.130848 = -1332325.152789 nChanged 693 SP:Iteration 2F (5579.177500 sec): 3 clusters Score: Raw -1335718.622912 + Penalty 3032.130848 = -1332686.492065 nChanged 643 SP:Iteration 3F (5579.239121 sec): 3 clusters Score: Raw -1336063.960536 + Penalty 3032.130848 = -1333031.829688 nChanged 614 SP:Iteration 4F (5579.309270 sec): 3 clusters Score: Raw -1336406.660083 + Penalty 3032.130848 = -1333374.529235 nChanged 616 SP:Iteration 5F (5579.364549 sec): 3 clusters Score: Raw -1336768.812529 + Penalty 3032.130848 = -1333736.681681 nChanged 606 SP:Iteration 6F (5579.435962 sec): 3 clusters Score: Raw -1337152.342061 + Penalty 3032.130848 = -1334120.211213 nChanged 587 SP:Iteration 7F (5579.495922 sec): 3 clusters Score: Raw -1337530.715928 + Penalty 3032.130848 = -1334498.585080 nChanged 541 SP:Iteration 8Q (5579.551699 sec): 3 clusters Score: Raw -1337842.171270 + Penalty 3032.130848 = -1334810.040422 nChanged 447 SP:Iteration 9Q (5579.620446 sec): 3 clusters Score: Raw -1338098.564237 + Penalty 3032.130848 = -1335066.433389 nChanged 369 SP:Iteration 10Q (5579.688449 sec): 3 clusters Score: Raw -1338319.432774 + Penalty 3032.130848 = -1335287.301926 nChanged 286 SP:Iteration 11Q (5579.766779 sec): 3 clusters Score: Raw -1338454.829081 + Penalty 3032.130848 = -1335422.698233 nChanged 209 SP:Iteration 12Q (5579.833929 sec): 3 clusters Score: Raw -1338543.356783 + Penalty 3032.130848 = -1335511.225936 nChanged 187 SP:Iteration 13Q (5579.891497 sec): 3 clusters Score: Raw -1338617.876551 + Penalty 3032.130848 = -1335585.745704 nChanged 169 SP:Iteration 14Q (5579.965238 sec): 3 clusters Score: Raw -1338695.753555 + Penalty 3032.130848 = -1335663.622707 nChanged 190 SP:Iteration 15Q (5580.034154 sec): 3 clusters Score: Raw -1338775.872060 + Penalty 3032.130848 = -1335743.741212 nChanged 165 SP:Iteration 16Q (5580.092041 sec): 3 clusters Score: Raw -1338837.983387 + Penalty 3032.130848 = -1335805.852539 nChanged 138 SP:Iteration 17Q (5580.140243 sec): 3 clusters Score: Raw -1338885.677706 + Penalty 3032.130848 = -1335853.546858 nChanged 127 SP:Iteration 18Q (5580.209738 sec): 3 clusters Score: Raw -1338937.827938 + Penalty 3032.130848 = -1335905.697090 nChanged 120 SP:Iteration 19Q (5580.266859 sec): 3 clusters Score: Raw -1338985.289107 + Penalty 3032.130848 = -1335953.158259 nChanged 120 SP:Iteration 20F (5580.326019 sec): 3 clusters Score: Raw -1339035.785848 + Penalty 3032.130848 = -1336003.655000 nChanged 127 SP:Iteration 21Q (5580.390630 sec): 3 clusters Score: Raw -1339091.125409 + Penalty 3032.130848 = -1336058.994561 nChanged 108 SP:Iteration 22Q (5580.454355 sec): 3 clusters Score: Raw -1339140.543162 + Penalty 3032.130848 = -1336108.412314 nChanged 110 SP:Iteration 23Q (5580.524078 sec): 3 clusters Score: Raw -1339183.680182 + Penalty 3032.130848 = -1336151.549334 nChanged 108 SP:Iteration 24Q (5580.590945 sec): 3 clusters Score: Raw -1339220.145083 + Penalty 3032.130848 = -1336188.014235 nChanged 84 SP:Iteration 25Q (5580.662339 sec): 3 clusters Score: Raw -1339246.754047 + Penalty 3032.130848 = -1336214.623199 nChanged 68 SP:Iteration 26Q (5580.729017 sec): 3 clusters Score: Raw -1339271.690260 + Penalty 3032.130848 = -1336239.559412 nChanged 70 SP:Iteration 27Q (5580.793586 sec): 3 clusters Score: Raw -1339294.729312 + Penalty 3032.130848 = -1336262.598464 nChanged 65 SP:Iteration 28Q (5580.859448 sec): 3 clusters Score: Raw -1339313.981018 + Penalty 3032.130848 = -1336281.850170 nChanged 62 SP:Iteration 29Q (5580.923257 sec): 3 clusters Score: Raw -1339333.967917 + Penalty 3032.130848 = -1336301.837069 nChanged 66 SP:Iteration 30Q (5580.987616 sec): 3 clusters Score: Raw -1339354.114657 + Penalty 3032.130848 = -1336321.983809 nChanged 65 SP:Iteration 31Q (5581.055968 sec): 3 clusters Score: Raw -1339378.676238 + Penalty 3032.130848 = -1336346.545390 nChanged 71 SP:Iteration 32Q (5581.108334 sec): 3 clusters Score: Raw -1339402.995169 + Penalty 3032.130848 = -1336370.864321 nChanged 59 SP:Iteration 33Q (5581.176108 sec): 3 clusters Score: Raw -1339419.214236 + Penalty 3032.130848 = -1336387.083388 nChanged 43 SP:Iteration 34Q (5581.221840 sec): 3 clusters Score: Raw -1339431.726109 + Penalty 3032.130848 = -1336399.595261 nChanged 41 SP:Iteration 35Q (5581.288873 sec): 3 clusters Score: Raw -1339446.061045 + Penalty 3032.130848 = -1336413.930197 nChanged 45 SP:Iteration 36Q (5581.339897 sec): 3 clusters Score: Raw -1339461.675115 + Penalty 3032.130848 = -1336429.544267 nChanged 51 SP:Iteration 37Q (5581.405697 sec): 3 clusters Score: Raw -1339480.168321 + Penalty 3032.130848 = -1336448.037473 nChanged 45 SP:Iteration 38Q (5581.463068 sec): 3 clusters Score: Raw -1339496.454582 + Penalty 3032.130848 = -1336464.323734 nChanged 33 SP:Iteration 39Q (5581.511482 sec): 3 clusters Score: Raw -1339505.547653 + Penalty 3032.130848 = -1336473.416805 nChanged 34 SP:Iteration 40F (5581.572654 sec): 3 clusters Score: Raw -1339516.518377 + Penalty 3032.130848 = -1336484.387529 nChanged 25 SP:Iteration 41Q (5581.639113 sec): 3 clusters Score: Raw -1339523.916340 + Penalty 3032.130848 = -1336491.785492 nChanged 24 SP:Iteration 42Q (5581.696110 sec): 3 clusters Score: Raw -1339530.938612 + Penalty 3032.130848 = -1336498.807764 nChanged 26 SP:Iteration 43Q (5581.746336 sec): 3 clusters Score: Raw -1339537.686126 + Penalty 3032.130848 = -1336505.555278 nChanged 21 SP:Iteration 44Q (5581.791913 sec): 3 clusters Score: Raw -1339541.740825 + Penalty 3032.130848 = -1336509.609977 nChanged 8 SP:Iteration 45Q (5581.860596 sec): 3 clusters Score: Raw -1339543.227967 + Penalty 3032.130848 = -1336511.097119 nChanged 7 SP:Iteration 46Q (5581.912785 sec): 3 clusters Score: Raw -1339544.513050 + Penalty 3032.130848 = -1336512.382202 nChanged 3 SP:Iteration 47Q (5581.987951 sec): 3 clusters Score: Raw -1339545.258939 + Penalty 3032.130848 = -1336513.128091 nChanged 3 SP:Iteration 48Q (5582.033996 sec): 3 clusters Score: Raw -1339546.420928 + Penalty 3032.130848 = -1336514.290080 nChanged 9 SP:Iteration 49Q (5582.097856 sec): 3 clusters Score: Raw -1339549.061244 + Penalty 3032.130848 = -1336516.930396 nChanged 11 SP:Iteration 50Q (5582.155799 sec): 3 clusters Score: Raw -1339551.373295 + Penalty 3032.130848 = -1336519.242447 nChanged 12 SP:Iteration 51Q (5582.220957 sec): 3 clusters Score: Raw -1339553.227347 + Penalty 3032.130848 = -1336521.096499 nChanged 11 SP:Iteration 52Q (5582.286627 sec): 3 clusters Score: Raw -1339555.168436 + Penalty 3032.130848 = -1336523.037588 nChanged 7 SP:Iteration 53Q (5582.349668 sec): 3 clusters Score: Raw -1339556.553167 + Penalty 3032.130848 = -1336524.422319 nChanged 9 SP:Iteration 54Q (5582.424504 sec): 3 clusters Score: Raw -1339558.421518 + Penalty 3032.130848 = -1336526.290670 nChanged 8 SP:Iteration 55Q (5582.477551 sec): 3 clusters Score: Raw -1339559.868522 + Penalty 3032.130848 = -1336527.737674 nChanged 5 SP:Iteration 56Q (5582.533907 sec): 3 clusters Score: Raw -1339560.505071 + Penalty 3032.130848 = -1336528.374223 nChanged 3 SP:Iteration 57Q (5582.596380 sec): 3 clusters Score: Raw -1339560.783106 + Penalty 3032.130848 = -1336528.652258 nChanged 3 SP:Iteration 58Q (5582.648537 sec): 3 clusters Score: Raw -1339561.773558 + Penalty 3032.130848 = -1336529.642710 nChanged 7 SP:Iteration 59Q (5582.711192 sec): 3 clusters Score: Raw -1339563.470438 + Penalty 3032.130848 = -1336531.339590 nChanged 7 SP:Iteration 60F (5582.778368 sec): 3 clusters Score: Raw -1339564.510366 + Penalty 3032.130848 = -1336532.379518 nChanged 3 SP:Iteration 61Q (5582.833158 sec): 3 clusters Score: Raw -1339565.141776 + Penalty 3032.130848 = -1336533.010928 nChanged 10 SP:Iteration 62Q (5582.886563 sec): 3 clusters Score: Raw -1339568.348831 + Penalty 3032.130848 = -1336536.217983 nChanged 8 SP:Iteration 63Q (5582.949934 sec): 3 clusters Score: Raw -1339570.166761 + Penalty 3032.130848 = -1336538.035913 nChanged 8 SP:Iteration 64Q (5583.012896 sec): 3 clusters Score: Raw -1339571.505727 + Penalty 3032.130848 = -1336539.374879 nChanged 5 SP:Iteration 65Q (5583.076126 sec): 3 clusters Score: Raw -1339572.057468 + Penalty 3032.130848 = -1336539.926620 nChanged 4 SP:Iteration 66Q (5583.138941 sec): 3 clusters Score: Raw -1339572.540158 + Penalty 3032.130848 = -1336540.409310 nChanged 1 SP:Iteration 67Q (5583.199207 sec): 3 clusters Score: Raw -1339572.807748 + Penalty 3032.130848 = -1336540.676900 nChanged 1 SP:Iteration 68Q (5583.253157 sec): 3 clusters Score: Raw -1339572.887460 + Penalty 3032.130848 = -1336540.756612 nChanged 2 SP:Iteration 69Q (5583.315827 sec): 3 clusters Score: Raw -1339573.818680 + Penalty 3032.130848 = -1336541.687832 nChanged 6 SP:Iteration 70Q (5583.378706 sec): 3 clusters Score: Raw -1339574.856137 + Penalty 3032.130848 = -1336542.725289 nChanged 2 SP:Iteration 71Q (5583.441447 sec): 3 clusters Score: Raw -1339575.521278 + Penalty 3032.130848 = -1336543.390430 nChanged 3 SP:Iteration 72Q (5583.502664 sec): 3 clusters Score: Raw -1339576.003256 + Penalty 3032.130848 = -1336543.872408 nChanged 3 SP:Iteration 73Q (5583.570415 sec): 3 clusters Score: Raw -1339576.656504 + Penalty 3032.130848 = -1336544.525656 nChanged 2 SP:Iteration 74Q (5583.611390 sec): 3 clusters Score: Raw -1339577.006772 + Penalty 3032.130848 = -1336544.875924 nChanged 2 SP:Iteration 75Q (5583.672750 sec): 3 clusters Score: Raw -1339577.811679 + Penalty 3032.130848 = -1336545.680831 nChanged 1 SP:Iteration 76Q (5583.735293 sec): 3 clusters Score: Raw -1339577.843902 + Penalty 3032.130848 = -1336545.713054 nChanged 1 SP:Iteration 77Q (5583.799178 sec): 3 clusters Score: Raw -1339577.894954 + Penalty 3032.130848 = -1336545.764106 nChanged 0 SP:Iteration 78F (5583.853956 sec): 3 clusters Score: Raw -1339577.894954 + Penalty 3032.130848 = -1336545.764106 nChanged 0 Trying to split cluster 2 (10650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5583.889262 sec): 2 clusters Score: Raw -1215981.367772 + Penalty 1506.913715 = -1214474.454056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5583.954359 sec): 3 clusters Score: Raw -1209879.097969 + Penalty 3013.827431 = -1206865.270539 nChanged 4626 SP:Iteration 1F (5584.018720 sec): 3 clusters Score: Raw -1212493.673252 + Penalty 3013.827431 = -1209479.845821 nChanged 711 SP:Iteration 2F (5584.082543 sec): 3 clusters Score: Raw -1212898.852270 + Penalty 3013.827431 = -1209885.024839 nChanged 671 SP:Iteration 3F (5584.146408 sec): 3 clusters Score: Raw -1213286.683907 + Penalty 3013.827431 = -1210272.856476 nChanged 643 SP:Iteration 4F (5584.204076 sec): 3 clusters Score: Raw -1213655.047780 + Penalty 3013.827431 = -1210641.220349 nChanged 614 SP:Iteration 5F (5584.266418 sec): 3 clusters Score: Raw -1214011.500726 + Penalty 3013.827431 = -1210997.673296 nChanged 551 SP:Iteration 6F (5584.331260 sec): 3 clusters Score: Raw -1214345.766036 + Penalty 3013.827431 = -1211331.938605 nChanged 443 SP:Iteration 7Q (5584.405829 sec): 3 clusters Score: Raw -1214597.182263 + Penalty 3013.827431 = -1211583.354833 nChanged 381 SP:Iteration 8Q (5584.459193 sec): 3 clusters Score: Raw -1214816.028156 + Penalty 3013.827431 = -1211802.200726 nChanged 342 SP:Iteration 9Q (5584.521132 sec): 3 clusters Score: Raw -1215015.371877 + Penalty 3013.827431 = -1212001.544446 nChanged 286 SP:Iteration 10Q (5584.586113 sec): 3 clusters Score: Raw -1215161.643434 + Penalty 3013.827431 = -1212147.816003 nChanged 257 SP:Iteration 11Q (5584.650452 sec): 3 clusters Score: Raw -1215296.617614 + Penalty 3013.827431 = -1212282.790184 nChanged 242 SP:Iteration 12Q (5584.714593 sec): 3 clusters Score: Raw -1215433.702574 + Penalty 3013.827431 = -1212419.875144 nChanged 214 SP:Iteration 13Q (5584.775784 sec): 3 clusters Score: Raw -1215547.189400 + Penalty 3013.827431 = -1212533.361970 nChanged 193 SP:Iteration 14Q (5584.837234 sec): 3 clusters Score: Raw -1215645.884781 + Penalty 3013.827431 = -1212632.057351 nChanged 155 SP:Iteration 15Q (5584.901030 sec): 3 clusters Score: Raw -1215722.799138 + Penalty 3013.827431 = -1212708.971708 nChanged 154 SP:Iteration 16Q (5584.964467 sec): 3 clusters Score: Raw -1215795.260989 + Penalty 3013.827431 = -1212781.433558 nChanged 154 SP:Iteration 17Q (5585.027965 sec): 3 clusters Score: Raw -1215861.731898 + Penalty 3013.827431 = -1212847.904467 nChanged 122 SP:Iteration 18Q (5585.091208 sec): 3 clusters Score: Raw -1215914.002776 + Penalty 3013.827431 = -1212900.175346 nChanged 104 SP:Iteration 19Q (5585.155143 sec): 3 clusters Score: Raw -1215962.037299 + Penalty 3013.827431 = -1212948.209869 nChanged 104 SP:Iteration 20F (5585.215333 sec): 3 clusters Score: Raw -1216011.455807 + Penalty 3013.827431 = -1212997.628376 nChanged 86 SP:Iteration 21Q (5585.278142 sec): 3 clusters Score: Raw -1216046.481257 + Penalty 3013.827431 = -1213032.653827 nChanged 82 SP:Iteration 22Q (5585.330909 sec): 3 clusters Score: Raw -1216084.173826 + Penalty 3013.827431 = -1213070.346396 nChanged 74 SP:Iteration 23Q (5585.393820 sec): 3 clusters Score: Raw -1216112.921251 + Penalty 3013.827431 = -1213099.093820 nChanged 59 SP:Iteration 24Q (5585.454796 sec): 3 clusters Score: Raw -1216136.750528 + Penalty 3013.827431 = -1213122.923097 nChanged 55 SP:Iteration 25Q (5585.515914 sec): 3 clusters Score: Raw -1216163.462694 + Penalty 3013.827431 = -1213149.635264 nChanged 44 SP:Iteration 26Q (5585.578275 sec): 3 clusters Score: Raw -1216187.524426 + Penalty 3013.827431 = -1213173.696995 nChanged 50 SP:Iteration 27Q (5585.633841 sec): 3 clusters Score: Raw -1216218.259357 + Penalty 3013.827431 = -1213204.431926 nChanged 44 SP:Iteration 28Q (5585.692387 sec): 3 clusters Score: Raw -1216241.265616 + Penalty 3013.827431 = -1213227.438185 nChanged 43 SP:Iteration 29Q (5585.750381 sec): 3 clusters Score: Raw -1216261.964391 + Penalty 3013.827431 = -1213248.136961 nChanged 51 SP:Iteration 30Q (5585.804896 sec): 3 clusters Score: Raw -1216283.143342 + Penalty 3013.827431 = -1213269.315911 nChanged 37 SP:Iteration 31Q (5585.866634 sec): 3 clusters Score: Raw -1216304.113981 + Penalty 3013.827431 = -1213290.286550 nChanged 38 SP:Iteration 32Q (5585.928406 sec): 3 clusters Score: Raw -1216322.351359 + Penalty 3013.827431 = -1213308.523929 nChanged 29 SP:Iteration 33Q (5585.989660 sec): 3 clusters Score: Raw -1216334.329223 + Penalty 3013.827431 = -1213320.501792 nChanged 24 SP:Iteration 34Q (5586.051320 sec): 3 clusters Score: Raw -1216342.662698 + Penalty 3013.827431 = -1213328.835267 nChanged 16 SP:Iteration 35Q (5586.107368 sec): 3 clusters Score: Raw -1216347.600904 + Penalty 3013.827431 = -1213333.773473 nChanged 13 SP:Iteration 36Q (5586.162348 sec): 3 clusters Score: Raw -1216353.904959 + Penalty 3013.827431 = -1213340.077528 nChanged 7 SP:Iteration 37Q (5586.216260 sec): 3 clusters Score: Raw -1216356.545113 + Penalty 3013.827431 = -1213342.717682 nChanged 8 SP:Iteration 38Q (5586.278598 sec): 3 clusters Score: Raw -1216359.209850 + Penalty 3013.827431 = -1213345.382419 nChanged 6 SP:Iteration 39Q (5586.340237 sec): 3 clusters Score: Raw -1216362.082580 + Penalty 3013.827431 = -1213348.255149 nChanged 3 SP:Iteration 40F (5586.403948 sec): 3 clusters Score: Raw -1216363.144355 + Penalty 3013.827431 = -1213349.316924 nChanged 5 SP:Iteration 41Q (5586.465589 sec): 3 clusters Score: Raw -1216366.077021 + Penalty 3013.827431 = -1213352.249591 nChanged 8 SP:Iteration 42Q (5586.527251 sec): 3 clusters Score: Raw -1216368.859761 + Penalty 3013.827431 = -1213355.032330 nChanged 4 SP:Iteration 43Q (5586.580098 sec): 3 clusters Score: Raw -1216372.259822 + Penalty 3013.827431 = -1213358.432391 nChanged 11 SP:Iteration 44Q (5586.644577 sec): 3 clusters Score: Raw -1216376.845809 + Penalty 3013.827431 = -1213363.018378 nChanged 5 SP:Iteration 45Q (5586.693101 sec): 3 clusters Score: Raw -1216379.059375 + Penalty 3013.827431 = -1213365.231944 nChanged 6 SP:Iteration 46Q (5586.750958 sec): 3 clusters Score: Raw -1216380.785640 + Penalty 3013.827431 = -1213366.958210 nChanged 4 SP:Iteration 47Q (5586.808880 sec): 3 clusters Score: Raw -1216382.216335 + Penalty 3013.827431 = -1213368.388904 nChanged 5 SP:Iteration 48Q (5586.866975 sec): 3 clusters Score: Raw -1216383.455446 + Penalty 3013.827431 = -1213369.628015 nChanged 3 SP:Iteration 49Q (5586.924017 sec): 3 clusters Score: Raw -1216384.885346 + Penalty 3013.827431 = -1213371.057916 nChanged 5 SP:Iteration 50Q (5586.972113 sec): 3 clusters Score: Raw -1216387.668270 + Penalty 3013.827431 = -1213373.840839 nChanged 7 SP:Iteration 51Q (5587.038549 sec): 3 clusters Score: Raw -1216391.105404 + Penalty 3013.827431 = -1213377.277973 nChanged 6 SP:Iteration 52Q (5587.086708 sec): 3 clusters Score: Raw -1216393.412599 + Penalty 3013.827431 = -1213379.585168 nChanged 4 SP:Iteration 53Q (5587.150784 sec): 3 clusters Score: Raw -1216395.444458 + Penalty 3013.827431 = -1213381.617028 nChanged 2 SP:Iteration 54Q (5587.200841 sec): 3 clusters Score: Raw -1216395.932073 + Penalty 3013.827431 = -1213382.104643 nChanged 3 SP:Iteration 55Q (5587.247013 sec): 3 clusters Score: Raw -1216397.278912 + Penalty 3013.827431 = -1213383.451481 nChanged 5 SP:Iteration 56Q (5587.311482 sec): 3 clusters Score: Raw -1216399.721895 + Penalty 3013.827431 = -1213385.894465 nChanged 3 SP:Iteration 57Q (5587.357507 sec): 3 clusters Score: Raw -1216400.750920 + Penalty 3013.827431 = -1213386.923489 nChanged 1 SP:Iteration 58Q (5587.412449 sec): 3 clusters Score: Raw -1216401.067512 + Penalty 3013.827431 = -1213387.240082 nChanged 4 SP:Iteration 59Q (5587.467270 sec): 3 clusters Score: Raw -1216402.266913 + Penalty 3013.827431 = -1213388.439483 nChanged 2 SP:Iteration 60F (5587.536472 sec): 3 clusters Score: Raw -1216403.331454 + Penalty 3013.827431 = -1213389.504023 nChanged 1 SP:Iteration 61Q (5587.578171 sec): 3 clusters Score: Raw -1216403.494697 + Penalty 3013.827431 = -1213389.667266 nChanged 0 SP:Iteration 62F (5587.646291 sec): 3 clusters Score: Raw -1216403.494697 + Penalty 3013.827431 = -1213389.667266 nChanged 0 Trying to split cluster 3 (17469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5587.689405 sec): 2 clusters Score: Raw -2045841.103127 + Penalty 1587.329764 = -2044253.773363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5587.752006 sec): 3 clusters Score: Raw -2035490.337618 + Penalty 3174.659527 = -2032315.678091 nChanged 7800 SP:Iteration 1F (5587.830354 sec): 3 clusters Score: Raw -2039833.870766 + Penalty 3174.659527 = -2036659.211239 nChanged 990 SP:Iteration 2F (5587.899982 sec): 3 clusters Score: Raw -2040232.651869 + Penalty 3174.659527 = -2037057.992342 nChanged 889 SP:Iteration 3F (5587.953461 sec): 3 clusters Score: Raw -2040650.586253 + Penalty 3174.659527 = -2037475.926725 nChanged 900 SP:Iteration 4F (5588.023780 sec): 3 clusters Score: Raw -2041127.723589 + Penalty 3174.659527 = -2037953.064062 nChanged 968 SP:Iteration 5F (5588.094420 sec): 3 clusters Score: Raw -2041710.274820 + Penalty 3174.659527 = -2038535.615293 nChanged 1019 SP:Iteration 6F (5588.163898 sec): 3 clusters Score: Raw -2042352.259306 + Penalty 3174.659527 = -2039177.599779 nChanged 1011 SP:Iteration 7F (5588.234247 sec): 3 clusters Score: Raw -2043092.082081 + Penalty 3174.659527 = -2039917.422553 nChanged 916 SP:Iteration 8F (5588.303072 sec): 3 clusters Score: Raw -2043756.371859 + Penalty 3174.659527 = -2040581.712332 nChanged 784 SP:Iteration 9Q (5588.363239 sec): 3 clusters Score: Raw -2044347.187645 + Penalty 3174.659527 = -2041172.528117 nChanged 626 SP:Iteration 10Q (5588.432116 sec): 3 clusters Score: Raw -2044808.076882 + Penalty 3174.659527 = -2041633.417355 nChanged 467 SP:Iteration 11Q (5588.500270 sec): 3 clusters Score: Raw -2045120.258570 + Penalty 3174.659527 = -2041945.599043 nChanged 367 SP:Iteration 12Q (5588.574540 sec): 3 clusters Score: Raw -2045330.779562 + Penalty 3174.659527 = -2042156.120034 nChanged 295 SP:Iteration 13Q (5588.631152 sec): 3 clusters Score: Raw -2045485.532815 + Penalty 3174.659527 = -2042310.873288 nChanged 234 SP:Iteration 14Q (5588.696980 sec): 3 clusters Score: Raw -2045600.900782 + Penalty 3174.659527 = -2042426.241254 nChanged 216 SP:Iteration 15Q (5588.762547 sec): 3 clusters Score: Raw -2045712.808823 + Penalty 3174.659527 = -2042538.149295 nChanged 181 SP:Iteration 16Q (5588.821984 sec): 3 clusters Score: Raw -2045806.034581 + Penalty 3174.659527 = -2042631.375054 nChanged 142 SP:Iteration 17Q (5588.888099 sec): 3 clusters Score: Raw -2045874.859125 + Penalty 3174.659527 = -2042700.199598 nChanged 101 SP:Iteration 18Q (5588.961321 sec): 3 clusters Score: Raw -2045935.209116 + Penalty 3174.659527 = -2042760.549588 nChanged 89 SP:Iteration 19Q (5589.027300 sec): 3 clusters Score: Raw -2045986.511438 + Penalty 3174.659527 = -2042811.851911 nChanged 67 SP:Iteration 20F (5589.085293 sec): 3 clusters Score: Raw -2046017.292364 + Penalty 3174.659527 = -2042842.632837 nChanged 61 SP:Iteration 21Q (5589.146283 sec): 3 clusters Score: Raw -2046061.527049 + Penalty 3174.659527 = -2042886.867522 nChanged 61 SP:Iteration 22Q (5589.209405 sec): 3 clusters Score: Raw -2046102.630040 + Penalty 3174.659527 = -2042927.970513 nChanged 51 SP:Iteration 23Q (5589.273849 sec): 3 clusters Score: Raw -2046134.181389 + Penalty 3174.659527 = -2042959.521862 nChanged 36 SP:Iteration 24Q (5589.339433 sec): 3 clusters Score: Raw -2046153.175130 + Penalty 3174.659527 = -2042978.515603 nChanged 29 SP:Iteration 25Q (5589.402637 sec): 3 clusters Score: Raw -2046171.396018 + Penalty 3174.659527 = -2042996.736491 nChanged 29 SP:Iteration 26Q (5589.467687 sec): 3 clusters Score: Raw -2046184.402969 + Penalty 3174.659527 = -2043009.743442 nChanged 18 SP:Iteration 27Q (5589.535540 sec): 3 clusters Score: Raw -2046191.796312 + Penalty 3174.659527 = -2043017.136785 nChanged 10 SP:Iteration 28Q (5589.586182 sec): 3 clusters Score: Raw -2046195.122819 + Penalty 3174.659527 = -2043020.463292 nChanged 6 SP:Iteration 29Q (5589.649701 sec): 3 clusters Score: Raw -2046196.937869 + Penalty 3174.659527 = -2043022.278342 nChanged 6 SP:Iteration 30Q (5589.722901 sec): 3 clusters Score: Raw -2046199.886408 + Penalty 3174.659527 = -2043025.226881 nChanged 6 SP:Iteration 31Q (5589.772881 sec): 3 clusters Score: Raw -2046203.100634 + Penalty 3174.659527 = -2043028.441107 nChanged 9 SP:Iteration 32Q (5589.837048 sec): 3 clusters Score: Raw -2046206.506446 + Penalty 3174.659527 = -2043031.846919 nChanged 7 SP:Iteration 33Q (5589.900994 sec): 3 clusters Score: Raw -2046209.209331 + Penalty 3174.659527 = -2043034.549804 nChanged 5 SP:Iteration 34Q (5589.972111 sec): 3 clusters Score: Raw -2046212.481016 + Penalty 3174.659527 = -2043037.821488 nChanged 8 SP:Iteration 35Q (5590.020838 sec): 3 clusters Score: Raw -2046217.287900 + Penalty 3174.659527 = -2043042.628372 nChanged 7 SP:Iteration 36Q (5590.084269 sec): 3 clusters Score: Raw -2046220.591196 + Penalty 3174.659527 = -2043045.931668 nChanged 10 SP:Iteration 37Q (5590.138351 sec): 3 clusters Score: Raw -2046224.149703 + Penalty 3174.659527 = -2043049.490176 nChanged 2 SP:Iteration 38Q (5590.203615 sec): 3 clusters Score: Raw -2046224.871651 + Penalty 3174.659527 = -2043050.212124 nChanged 2 SP:Iteration 39Q (5590.268996 sec): 3 clusters Score: Raw -2046225.499109 + Penalty 3174.659527 = -2043050.839582 nChanged 1 SP:Iteration 40F (5590.347822 sec): 3 clusters Score: Raw -2046225.661175 + Penalty 3174.659527 = -2043051.001647 nChanged 0 Trying to split cluster 4 (10781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5590.384432 sec): 2 clusters Score: Raw -1350493.492571 + Penalty 1508.900348 = -1348984.592223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5590.435903 sec): 3 clusters Score: Raw -1344411.682899 + Penalty 3017.800696 = -1341393.882202 nChanged 4637 SP:Iteration 1F (5590.496748 sec): 3 clusters Score: Raw -1346861.130069 + Penalty 3017.800696 = -1343843.329373 nChanged 622 SP:Iteration 2F (5590.558610 sec): 3 clusters Score: Raw -1347135.459978 + Penalty 3017.800696 = -1344117.659282 nChanged 537 SP:Iteration 3Q (5590.621542 sec): 3 clusters Score: Raw -1347385.770365 + Penalty 3017.800696 = -1344367.969668 nChanged 577 SP:Iteration 4F (5590.682639 sec): 3 clusters Score: Raw -1347653.269067 + Penalty 3017.800696 = -1344635.468371 nChanged 529 SP:Iteration 5Q (5590.746959 sec): 3 clusters Score: Raw -1347919.017787 + Penalty 3017.800696 = -1344901.217091 nChanged 505 SP:Iteration 6Q (5590.811299 sec): 3 clusters Score: Raw -1348228.131734 + Penalty 3017.800696 = -1345210.331038 nChanged 557 SP:Iteration 7F (5590.874346 sec): 3 clusters Score: Raw -1348616.138063 + Penalty 3017.800696 = -1345598.337366 nChanged 537 SP:Iteration 8Q (5590.937594 sec): 3 clusters Score: Raw -1348996.284979 + Penalty 3017.800696 = -1345978.484282 nChanged 469 SP:Iteration 9Q (5590.999516 sec): 3 clusters Score: Raw -1349357.263223 + Penalty 3017.800696 = -1346339.462526 nChanged 394 SP:Iteration 10Q (5591.063513 sec): 3 clusters Score: Raw -1349621.215323 + Penalty 3017.800696 = -1346603.414627 nChanged 303 SP:Iteration 11Q (5591.119019 sec): 3 clusters Score: Raw -1349819.478983 + Penalty 3017.800696 = -1346801.678287 nChanged 222 SP:Iteration 12Q (5591.181211 sec): 3 clusters Score: Raw -1349924.122619 + Penalty 3017.800696 = -1346906.321922 nChanged 153 SP:Iteration 13Q (5591.238202 sec): 3 clusters Score: Raw -1349985.019331 + Penalty 3017.800696 = -1346967.218634 nChanged 118 SP:Iteration 14Q (5591.301111 sec): 3 clusters Score: Raw -1350031.368249 + Penalty 3017.800696 = -1347013.567553 nChanged 104 SP:Iteration 15Q (5591.377548 sec): 3 clusters Score: Raw -1350065.426353 + Penalty 3017.800696 = -1347047.625657 nChanged 88 SP:Iteration 16Q (5591.445356 sec): 3 clusters Score: Raw -1350097.427802 + Penalty 3017.800696 = -1347079.627106 nChanged 88 SP:Iteration 17Q (5591.508031 sec): 3 clusters Score: Raw -1350128.600459 + Penalty 3017.800696 = -1347110.799763 nChanged 77 SP:Iteration 18Q (5591.533828 sec): 3 clusters Score: Raw -1350156.921774 + Penalty 3017.800696 = -1347139.121077 nChanged 80 SP:Iteration 19Q (5591.600297 sec): 3 clusters Score: Raw -1350188.897949 + Penalty 3017.800696 = -1347171.097252 nChanged 91 SP:Iteration 20F (5591.667418 sec): 3 clusters Score: Raw -1350229.883496 + Penalty 3017.800696 = -1347212.082800 nChanged 78 SP:Iteration 21Q (5591.731563 sec): 3 clusters Score: Raw -1350265.864947 + Penalty 3017.800696 = -1347248.064250 nChanged 82 SP:Iteration 22Q (5591.798225 sec): 3 clusters Score: Raw -1350305.295074 + Penalty 3017.800696 = -1347287.494377 nChanged 77 SP:Iteration 23Q (5591.859825 sec): 3 clusters Score: Raw -1350340.217705 + Penalty 3017.800696 = -1347322.417008 nChanged 63 SP:Iteration 24Q (5591.913664 sec): 3 clusters Score: Raw -1350373.561905 + Penalty 3017.800696 = -1347355.761208 nChanged 74 SP:Iteration 25Q (5591.978824 sec): 3 clusters Score: Raw -1350407.191233 + Penalty 3017.800696 = -1347389.390536 nChanged 55 SP:Iteration 26Q (5592.037624 sec): 3 clusters Score: Raw -1350430.347957 + Penalty 3017.800696 = -1347412.547260 nChanged 47 SP:Iteration 27Q (5592.089884 sec): 3 clusters Score: Raw -1350450.211344 + Penalty 3017.800696 = -1347432.410648 nChanged 39 SP:Iteration 28Q (5592.147704 sec): 3 clusters Score: Raw -1350463.335431 + Penalty 3017.800696 = -1347445.534734 nChanged 32 SP:Iteration 29Q (5592.217561 sec): 3 clusters Score: Raw -1350475.287310 + Penalty 3017.800696 = -1347457.486613 nChanged 38 SP:Iteration 30Q (5592.265643 sec): 3 clusters Score: Raw -1350490.512261 + Penalty 3017.800696 = -1347472.711565 nChanged 33 SP:Iteration 31Q (5592.318903 sec): 3 clusters Score: Raw -1350506.853744 + Penalty 3017.800696 = -1347489.053048 nChanged 35 SP:Iteration 32Q (5592.369591 sec): 3 clusters Score: Raw -1350519.154086 + Penalty 3017.800696 = -1347501.353389 nChanged 30 SP:Iteration 33Q (5592.418795 sec): 3 clusters Score: Raw -1350530.784543 + Penalty 3017.800696 = -1347512.983847 nChanged 23 SP:Iteration 34Q (5592.461464 sec): 3 clusters Score: Raw -1350539.102735 + Penalty 3017.800696 = -1347521.302039 nChanged 16 SP:Iteration 35Q (5592.525119 sec): 3 clusters Score: Raw -1350544.091700 + Penalty 3017.800696 = -1347526.291004 nChanged 13 SP:Iteration 36Q (5592.573173 sec): 3 clusters Score: Raw -1350547.659546 + Penalty 3017.800696 = -1347529.858849 nChanged 13 SP:Iteration 37Q (5592.631228 sec): 3 clusters Score: Raw -1350551.799223 + Penalty 3017.800696 = -1347533.998526 nChanged 13 SP:Iteration 38Q (5592.693590 sec): 3 clusters Score: Raw -1350556.194881 + Penalty 3017.800696 = -1347538.394185 nChanged 11 SP:Iteration 39Q (5592.739313 sec): 3 clusters Score: Raw -1350561.742423 + Penalty 3017.800696 = -1347543.941726 nChanged 14 SP:Iteration 40F (5592.794223 sec): 3 clusters Score: Raw -1350566.242641 + Penalty 3017.800696 = -1347548.441945 nChanged 11 SP:Iteration 41Q (5592.841981 sec): 3 clusters Score: Raw -1350569.850348 + Penalty 3017.800696 = -1347552.049652 nChanged 5 SP:Iteration 42Q (5592.890143 sec): 3 clusters Score: Raw -1350571.240725 + Penalty 3017.800696 = -1347553.440029 nChanged 9 SP:Iteration 43Q (5592.937843 sec): 3 clusters Score: Raw -1350574.727802 + Penalty 3017.800696 = -1347556.927106 nChanged 16 SP:Iteration 44Q (5592.985615 sec): 3 clusters Score: Raw -1350581.384048 + Penalty 3017.800696 = -1347563.583352 nChanged 11 SP:Iteration 45Q (5593.032459 sec): 3 clusters Score: Raw -1350587.236171 + Penalty 3017.800696 = -1347569.435475 nChanged 16 SP:Iteration 46Q (5593.079158 sec): 3 clusters Score: Raw -1350592.199605 + Penalty 3017.800696 = -1347574.398909 nChanged 15 SP:Iteration 47Q (5593.137190 sec): 3 clusters Score: Raw -1350598.461993 + Penalty 3017.800696 = -1347580.661297 nChanged 12 SP:Iteration 48Q (5593.187730 sec): 3 clusters Score: Raw -1350602.813511 + Penalty 3017.800696 = -1347585.012815 nChanged 13 SP:Iteration 49Q (5593.234487 sec): 3 clusters Score: Raw -1350607.349784 + Penalty 3017.800696 = -1347589.549087 nChanged 12 SP:Iteration 50Q (5593.285613 sec): 3 clusters Score: Raw -1350612.565285 + Penalty 3017.800696 = -1347594.764588 nChanged 14 SP:Iteration 51Q (5593.326340 sec): 3 clusters Score: Raw -1350617.509375 + Penalty 3017.800696 = -1347599.708678 nChanged 7 SP:Iteration 52Q (5593.381941 sec): 3 clusters Score: Raw -1350619.751515 + Penalty 3017.800696 = -1347601.950819 nChanged 2 SP:Iteration 53Q (5593.438713 sec): 3 clusters Score: Raw -1350620.206371 + Penalty 3017.800696 = -1347602.405674 nChanged 1 SP:Iteration 54Q (5593.486313 sec): 3 clusters Score: Raw -1350620.673935 + Penalty 3017.800696 = -1347602.873238 nChanged 1 SP:Iteration 55Q (5593.552555 sec): 3 clusters Score: Raw -1350621.110859 + Penalty 3017.800696 = -1347603.310163 nChanged 2 SP:Iteration 56Q (5593.603404 sec): 3 clusters Score: Raw -1350621.749920 + Penalty 3017.800696 = -1347603.949223 nChanged 2 SP:Iteration 57Q (5593.661907 sec): 3 clusters Score: Raw -1350622.342618 + Penalty 3017.800696 = -1347604.541922 nChanged 3 SP:Iteration 58Q (5593.719200 sec): 3 clusters Score: Raw -1350622.998018 + Penalty 3017.800696 = -1347605.197321 nChanged 2 SP:Iteration 59Q (5593.786837 sec): 3 clusters Score: Raw -1350623.373599 + Penalty 3017.800696 = -1347605.572903 nChanged 0 SP:Iteration 60F (5593.839669 sec): 3 clusters Score: Raw -1350623.373599 + Penalty 3017.800696 = -1347605.572903 nChanged 0 Trying to split cluster 5 (7079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5593.869978 sec): 2 clusters Score: Raw -818059.360480 + Penalty 1440.544289 = -816618.816191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5593.926396 sec): 3 clusters Score: Raw -814215.679194 + Penalty 2881.088578 = -811334.590615 nChanged 2999 SP:Iteration 1F (5593.989974 sec): 3 clusters Score: Raw -816078.061603 + Penalty 2881.088578 = -813196.973025 nChanged 612 SP:Iteration 2F (5594.044329 sec): 3 clusters Score: Raw -816703.675562 + Penalty 2881.088578 = -813822.586984 nChanged 646 SP:Iteration 3F (5594.098686 sec): 3 clusters Score: Raw -817365.647599 + Penalty 2881.088578 = -814484.559021 nChanged 648 SP:Iteration 4F (5594.152965 sec): 3 clusters Score: Raw -818094.650253 + Penalty 2881.088578 = -815213.561674 nChanged 591 SP:Iteration 5F (5594.207532 sec): 3 clusters Score: Raw -818707.304527 + Penalty 2881.088578 = -815826.215949 nChanged 427 SP:Iteration 6F (5594.252160 sec): 3 clusters Score: Raw -819127.578709 + Penalty 2881.088578 = -816246.490131 nChanged 314 SP:Iteration 7Q (5594.303877 sec): 3 clusters Score: Raw -819401.184639 + Penalty 2881.088578 = -816520.096061 nChanged 217 SP:Iteration 8Q (5594.359763 sec): 3 clusters Score: Raw -819573.443428 + Penalty 2881.088578 = -816692.354850 nChanged 154 SP:Iteration 9Q (5594.415518 sec): 3 clusters Score: Raw -819701.702491 + Penalty 2881.088578 = -816820.613913 nChanged 116 SP:Iteration 10Q (5594.470767 sec): 3 clusters Score: Raw -819810.437164 + Penalty 2881.088578 = -816929.348585 nChanged 117 SP:Iteration 11Q (5594.525369 sec): 3 clusters Score: Raw -819902.022562 + Penalty 2881.088578 = -817020.933984 nChanged 87 SP:Iteration 12Q (5594.579440 sec): 3 clusters Score: Raw -819951.578567 + Penalty 2881.088578 = -817070.489989 nChanged 63 SP:Iteration 13Q (5594.634130 sec): 3 clusters Score: Raw -819981.240085 + Penalty 2881.088578 = -817100.151507 nChanged 46 SP:Iteration 14Q (5594.682530 sec): 3 clusters Score: Raw -819996.541195 + Penalty 2881.088578 = -817115.452617 nChanged 38 SP:Iteration 15Q (5594.746253 sec): 3 clusters Score: Raw -820007.394377 + Penalty 2881.088578 = -817126.305799 nChanged 27 SP:Iteration 16Q (5594.791306 sec): 3 clusters Score: Raw -820016.596904 + Penalty 2881.088578 = -817135.508325 nChanged 33 SP:Iteration 17Q (5594.849444 sec): 3 clusters Score: Raw -820026.971243 + Penalty 2881.088578 = -817145.882665 nChanged 24 SP:Iteration 18Q (5594.908567 sec): 3 clusters Score: Raw -820033.071069 + Penalty 2881.088578 = -817151.982491 nChanged 14 SP:Iteration 19Q (5594.968249 sec): 3 clusters Score: Raw -820036.632640 + Penalty 2881.088578 = -817155.544062 nChanged 14 SP:Iteration 20F (5595.026531 sec): 3 clusters Score: Raw -820038.833296 + Penalty 2881.088578 = -817157.744718 nChanged 8 SP:Iteration 21Q (5595.084206 sec): 3 clusters Score: Raw -820040.435106 + Penalty 2881.088578 = -817159.346528 nChanged 8 SP:Iteration 22Q (5595.149678 sec): 3 clusters Score: Raw -820041.768988 + Penalty 2881.088578 = -817160.680409 nChanged 4 SP:Iteration 23Q (5595.201073 sec): 3 clusters Score: Raw -820042.830739 + Penalty 2881.088578 = -817161.742160 nChanged 7 SP:Iteration 24Q (5595.254373 sec): 3 clusters Score: Raw -820044.624253 + Penalty 2881.088578 = -817163.535675 nChanged 8 SP:Iteration 25Q (5595.309671 sec): 3 clusters Score: Raw -820046.093115 + Penalty 2881.088578 = -817165.004536 nChanged 9 SP:Iteration 26Q (5595.354482 sec): 3 clusters Score: Raw -820048.265606 + Penalty 2881.088578 = -817167.177028 nChanged 12 SP:Iteration 27Q (5595.396511 sec): 3 clusters Score: Raw -820052.389536 + Penalty 2881.088578 = -817171.300958 nChanged 9 SP:Iteration 28Q (5595.443654 sec): 3 clusters Score: Raw -820054.044900 + Penalty 2881.088578 = -817172.956321 nChanged 8 SP:Iteration 29Q (5595.491276 sec): 3 clusters Score: Raw -820055.602687 + Penalty 2881.088578 = -817174.514109 nChanged 8 SP:Iteration 30Q (5595.536295 sec): 3 clusters Score: Raw -820057.363559 + Penalty 2881.088578 = -817176.274980 nChanged 5 SP:Iteration 31Q (5595.591708 sec): 3 clusters Score: Raw -820057.881056 + Penalty 2881.088578 = -817176.792477 nChanged 2 SP:Iteration 32Q (5595.630902 sec): 3 clusters Score: Raw -820058.068680 + Penalty 2881.088578 = -817176.980102 nChanged 5 SP:Iteration 33Q (5595.681333 sec): 3 clusters Score: Raw -820058.640547 + Penalty 2881.088578 = -817177.551968 nChanged 3 SP:Iteration 34Q (5595.731749 sec): 3 clusters Score: Raw -820059.006169 + Penalty 2881.088578 = -817177.917590 nChanged 2 SP:Iteration 35Q (5595.785629 sec): 3 clusters Score: Raw -820059.148742 + Penalty 2881.088578 = -817178.060163 nChanged 0 SP:Iteration 36F (5595.843125 sec): 3 clusters Score: Raw -820059.148742 + Penalty 2881.088578 = -817178.060163 nChanged 0 Score: Raw -86565191.432227 + Penalty 70360.146518 = -86494831.285709 Splitting cluster 5 changes total score from -86495025.039443 to -86494831.285709 So it's not getting split. Trying to split cluster 6 (12149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5612.348502 sec): 2 clusters Score: Raw -1404601.969766 + Penalty 1528.312848 = -1403073.656918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5612.426554 sec): 3 clusters Score: Raw -1397621.867750 + Penalty 3056.625696 = -1394565.242054 nChanged 5317 SP:Iteration 1F (5612.474609 sec): 3 clusters Score: Raw -1400770.840525 + Penalty 3056.625696 = -1397714.214829 nChanged 920 SP:Iteration 2F (5612.546976 sec): 3 clusters Score: Raw -1401481.528444 + Penalty 3056.625696 = -1398424.902748 nChanged 956 SP:Iteration 3F (5612.605442 sec): 3 clusters Score: Raw -1402301.052703 + Penalty 3056.625696 = -1399244.427007 nChanged 980 SP:Iteration 4F (5612.674334 sec): 3 clusters Score: Raw -1403132.883786 + Penalty 3056.625696 = -1400076.258090 nChanged 950 SP:Iteration 5F (5612.737292 sec): 3 clusters Score: Raw -1403914.276386 + Penalty 3056.625696 = -1400857.650691 nChanged 751 SP:Iteration 6F (5612.800323 sec): 3 clusters Score: Raw -1404469.777889 + Penalty 3056.625696 = -1401413.152194 nChanged 514 SP:Iteration 7Q (5612.863943 sec): 3 clusters Score: Raw -1404801.611231 + Penalty 3056.625696 = -1401744.985535 nChanged 361 SP:Iteration 8Q (5612.925955 sec): 3 clusters Score: Raw -1404984.830058 + Penalty 3056.625696 = -1401928.204363 nChanged 256 SP:Iteration 9Q (5612.989224 sec): 3 clusters Score: Raw -1405084.170662 + Penalty 3056.625696 = -1402027.544967 nChanged 182 SP:Iteration 10Q (5613.052602 sec): 3 clusters Score: Raw -1405137.572571 + Penalty 3056.625696 = -1402080.946875 nChanged 135 SP:Iteration 11Q (5613.115589 sec): 3 clusters Score: Raw -1405171.453233 + Penalty 3056.625696 = -1402114.827537 nChanged 90 SP:Iteration 12Q (5613.179399 sec): 3 clusters Score: Raw -1405192.042313 + Penalty 3056.625696 = -1402135.416617 nChanged 68 SP:Iteration 13Q (5613.242406 sec): 3 clusters Score: Raw -1405206.437388 + Penalty 3056.625696 = -1402149.811692 nChanged 61 SP:Iteration 14Q (5613.304422 sec): 3 clusters Score: Raw -1405216.842063 + Penalty 3056.625696 = -1402160.216367 nChanged 50 SP:Iteration 15Q (5613.367243 sec): 3 clusters Score: Raw -1405224.828971 + Penalty 3056.625696 = -1402168.203275 nChanged 44 SP:Iteration 16Q (5613.430200 sec): 3 clusters Score: Raw -1405230.580934 + Penalty 3056.625696 = -1402173.955238 nChanged 36 SP:Iteration 17Q (5613.493810 sec): 3 clusters Score: Raw -1405235.493078 + Penalty 3056.625696 = -1402178.867382 nChanged 29 SP:Iteration 18Q (5613.555920 sec): 3 clusters Score: Raw -1405239.868021 + Penalty 3056.625696 = -1402183.242325 nChanged 22 SP:Iteration 19Q (5613.619496 sec): 3 clusters Score: Raw -1405243.660561 + Penalty 3056.625696 = -1402187.034865 nChanged 21 SP:Iteration 20F (5613.682648 sec): 3 clusters Score: Raw -1405246.971905 + Penalty 3056.625696 = -1402190.346209 nChanged 24 SP:Iteration 21Q (5613.746395 sec): 3 clusters Score: Raw -1405250.158820 + Penalty 3056.625696 = -1402193.533124 nChanged 22 SP:Iteration 22Q (5613.808244 sec): 3 clusters Score: Raw -1405253.138308 + Penalty 3056.625696 = -1402196.512613 nChanged 16 SP:Iteration 23Q (5613.871776 sec): 3 clusters Score: Raw -1405255.597397 + Penalty 3056.625696 = -1402198.971701 nChanged 21 SP:Iteration 24Q (5613.933526 sec): 3 clusters Score: Raw -1405258.535329 + Penalty 3056.625696 = -1402201.909633 nChanged 15 SP:Iteration 25Q (5613.996879 sec): 3 clusters Score: Raw -1405260.310729 + Penalty 3056.625696 = -1402203.685033 nChanged 13 SP:Iteration 26Q (5614.059466 sec): 3 clusters Score: Raw -1405261.790469 + Penalty 3056.625696 = -1402205.164773 nChanged 9 SP:Iteration 27Q (5614.122549 sec): 3 clusters Score: Raw -1405263.036271 + Penalty 3056.625696 = -1402206.410576 nChanged 6 SP:Iteration 28Q (5614.184985 sec): 3 clusters Score: Raw -1405263.888518 + Penalty 3056.625696 = -1402207.262822 nChanged 8 SP:Iteration 29Q (5614.248062 sec): 3 clusters Score: Raw -1405264.983529 + Penalty 3056.625696 = -1402208.357833 nChanged 8 SP:Iteration 30Q (5614.310804 sec): 3 clusters Score: Raw -1405265.740039 + Penalty 3056.625696 = -1402209.114343 nChanged 5 SP:Iteration 31Q (5614.373510 sec): 3 clusters Score: Raw -1405266.304181 + Penalty 3056.625696 = -1402209.678485 nChanged 5 SP:Iteration 32Q (5614.441587 sec): 3 clusters Score: Raw -1405266.901442 + Penalty 3056.625696 = -1402210.275747 nChanged 7 SP:Iteration 33Q (5614.498457 sec): 3 clusters Score: Raw -1405267.557429 + Penalty 3056.625696 = -1402210.931734 nChanged 5 SP:Iteration 34Q (5614.561918 sec): 3 clusters Score: Raw -1405268.121346 + Penalty 3056.625696 = -1402211.495650 nChanged 7 SP:Iteration 35Q (5614.624796 sec): 3 clusters Score: Raw -1405268.811345 + Penalty 3056.625696 = -1402212.185649 nChanged 9 SP:Iteration 36Q (5614.688310 sec): 3 clusters Score: Raw -1405269.770056 + Penalty 3056.625696 = -1402213.144360 nChanged 6 SP:Iteration 37Q (5614.751127 sec): 3 clusters Score: Raw -1405270.304524 + Penalty 3056.625696 = -1402213.678828 nChanged 2 SP:Iteration 38Q (5614.814791 sec): 3 clusters Score: Raw -1405270.410527 + Penalty 3056.625696 = -1402213.784832 nChanged 0 SP:Iteration 39F (5614.878140 sec): 3 clusters Score: Raw -1405270.410527 + Penalty 3056.625696 = -1402213.784832 nChanged 0 Trying to split cluster 7 (3814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5614.908169 sec): 2 clusters Score: Raw -399985.801039 + Penalty 1340.045490 = -398645.755549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5614.952071 sec): 3 clusters Score: Raw -398132.939293 + Penalty 2680.090981 = -395452.848313 nChanged 1525 SP:Iteration 1F (5614.997602 sec): 3 clusters Score: Raw -399189.727207 + Penalty 2680.090981 = -396509.636227 nChanged 412 SP:Iteration 2F (5615.051290 sec): 3 clusters Score: Raw -399689.175399 + Penalty 2680.090981 = -397009.084419 nChanged 366 SP:Iteration 3F (5615.107668 sec): 3 clusters Score: Raw -400193.516105 + Penalty 2680.090981 = -397513.425124 nChanged 292 SP:Iteration 4F (5615.163125 sec): 3 clusters Score: Raw -400506.076798 + Penalty 2680.090981 = -397825.985817 nChanged 206 SP:Iteration 5F (5615.212509 sec): 3 clusters Score: Raw -400660.807642 + Penalty 2680.090981 = -397980.716662 nChanged 121 SP:Iteration 6Q (5615.266591 sec): 3 clusters Score: Raw -400750.637164 + Penalty 2680.090981 = -398070.546184 nChanged 94 SP:Iteration 7Q (5615.322238 sec): 3 clusters Score: Raw -400807.155603 + Penalty 2680.090981 = -398127.064622 nChanged 52 SP:Iteration 8Q (5615.370994 sec): 3 clusters Score: Raw -400829.707759 + Penalty 2680.090981 = -398149.616778 nChanged 38 SP:Iteration 9Q (5615.437384 sec): 3 clusters Score: Raw -400847.095049 + Penalty 2680.090981 = -398167.004069 nChanged 39 SP:Iteration 10Q (5615.482448 sec): 3 clusters Score: Raw -400862.771423 + Penalty 2680.090981 = -398182.680443 nChanged 23 SP:Iteration 11Q (5615.536649 sec): 3 clusters Score: Raw -400870.706440 + Penalty 2680.090981 = -398190.615460 nChanged 13 SP:Iteration 12Q (5615.580325 sec): 3 clusters Score: Raw -400873.531695 + Penalty 2680.090981 = -398193.440715 nChanged 8 SP:Iteration 13Q (5615.635989 sec): 3 clusters Score: Raw -400875.204234 + Penalty 2680.090981 = -398195.113254 nChanged 4 SP:Iteration 14Q (5615.691262 sec): 3 clusters Score: Raw -400876.577440 + Penalty 2680.090981 = -398196.486460 nChanged 3 SP:Iteration 15Q (5615.737017 sec): 3 clusters Score: Raw -400878.496063 + Penalty 2680.090981 = -398198.405082 nChanged 6 SP:Iteration 16Q (5615.803740 sec): 3 clusters Score: Raw -400881.053758 + Penalty 2680.090981 = -398200.962778 nChanged 5 SP:Iteration 17Q (5615.850288 sec): 3 clusters Score: Raw -400883.162227 + Penalty 2680.090981 = -398203.071246 nChanged 7 SP:Iteration 18Q (5615.907175 sec): 3 clusters Score: Raw -400884.436057 + Penalty 2680.090981 = -398204.345077 nChanged 1 SP:Iteration 19Q (5615.953943 sec): 3 clusters Score: Raw -400884.684383 + Penalty 2680.090981 = -398204.593402 nChanged 0 SP:Iteration 20F (5616.018617 sec): 3 clusters Score: Raw -400884.684383 + Penalty 2680.090981 = -398204.593402 nChanged 0 Trying to split cluster 8 (119278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5616.188335 sec): 2 clusters Score: Raw -14047193.430879 + Penalty 1899.496980 = -14045293.933899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5616.429359 sec): 3 clusters Score: Raw -13968964.956530 + Penalty 3798.993959 = -13965165.962571 nChanged 57337 SP:Iteration 1F (5616.668738 sec): 3 clusters Score: Raw -14002415.837470 + Penalty 3798.993959 = -13998616.843511 nChanged 3944 SP:Iteration 2Q (5616.919436 sec): 3 clusters Score: Raw -14003463.897775 + Penalty 3798.993959 = -13999664.903816 nChanged 4301 SP:Iteration 3Q (5617.167885 sec): 3 clusters Score: Raw -14004810.106831 + Penalty 3798.993959 = -14001011.112872 nChanged 4861 SP:Iteration 4Q (5617.416183 sec): 3 clusters Score: Raw -14006607.455150 + Penalty 3798.993959 = -14002808.461191 nChanged 5653 SP:Iteration 5Q (5617.665309 sec): 3 clusters Score: Raw -14009158.895297 + Penalty 3798.993959 = -14005359.901338 nChanged 6649 SP:Iteration 6F (5617.888093 sec): 3 clusters Score: Raw -14012806.876690 + Penalty 3798.993959 = -14009007.882731 nChanged 7491 SP:Iteration 7F (5618.123022 sec): 3 clusters Score: Raw -14017471.179723 + Penalty 3798.993959 = -14013672.185764 nChanged 7501 SP:Iteration 8F (5618.357297 sec): 3 clusters Score: Raw -14022582.255628 + Penalty 3798.993959 = -14018783.261669 nChanged 6996 SP:Iteration 9F (5618.591880 sec): 3 clusters Score: Raw -14027432.490017 + Penalty 3798.993959 = -14023633.496058 nChanged 6028 SP:Iteration 10F (5618.810716 sec): 3 clusters Score: Raw -14031243.961545 + Penalty 3798.993959 = -14027444.967585 nChanged 4760 SP:Iteration 11Q (5619.052321 sec): 3 clusters Score: Raw -14033788.406176 + Penalty 3798.993959 = -14029989.412217 nChanged 3601 SP:Iteration 12Q (5619.290902 sec): 3 clusters Score: Raw -14035467.334049 + Penalty 3798.993959 = -14031668.340090 nChanged 2926 SP:Iteration 13Q (5619.527296 sec): 3 clusters Score: Raw -14036688.744244 + Penalty 3798.993959 = -14032889.750285 nChanged 2548 SP:Iteration 14Q (5619.784373 sec): 3 clusters Score: Raw -14037692.809109 + Penalty 3798.993959 = -14033893.815150 nChanged 2384 SP:Iteration 15Q (5620.010051 sec): 3 clusters Score: Raw -14038630.506874 + Penalty 3798.993959 = -14034831.512915 nChanged 2302 SP:Iteration 16Q (5620.238767 sec): 3 clusters Score: Raw -14039579.913998 + Penalty 3798.993959 = -14035780.920039 nChanged 2257 SP:Iteration 17Q (5620.479275 sec): 3 clusters Score: Raw -14040545.705107 + Penalty 3798.993959 = -14036746.711148 nChanged 2170 SP:Iteration 18Q (5620.697018 sec): 3 clusters Score: Raw -14041489.375611 + Penalty 3798.993959 = -14037690.381652 nChanged 2063 SP:Iteration 19Q (5620.907402 sec): 3 clusters Score: Raw -14042403.352735 + Penalty 3798.993959 = -14038604.358776 nChanged 1909 SP:Iteration 20F (5621.118147 sec): 3 clusters Score: Raw -14043287.454830 + Penalty 3798.993959 = -14039488.460871 nChanged 1760 SP:Iteration 21Q (5621.329399 sec): 3 clusters Score: Raw -14044114.228684 + Penalty 3798.993959 = -14040315.234725 nChanged 1538 SP:Iteration 22Q (5621.532562 sec): 3 clusters Score: Raw -14044834.882261 + Penalty 3798.993959 = -14041035.888302 nChanged 1303 SP:Iteration 23Q (5621.747515 sec): 3 clusters Score: Raw -14045448.579614 + Penalty 3798.993959 = -14041649.585654 nChanged 1095 SP:Iteration 24Q (5621.963083 sec): 3 clusters Score: Raw -14045957.847622 + Penalty 3798.993959 = -14042158.853663 nChanged 900 SP:Iteration 25Q (5622.168193 sec): 3 clusters Score: Raw -14046371.003036 + Penalty 3798.993959 = -14042572.009077 nChanged 731 SP:Iteration 26Q (5622.389190 sec): 3 clusters Score: Raw -14046677.347092 + Penalty 3798.993959 = -14042878.353133 nChanged 597 SP:Iteration 27Q (5622.604815 sec): 3 clusters Score: Raw -14046921.337578 + Penalty 3798.993959 = -14043122.343619 nChanged 491 SP:Iteration 28Q (5622.825385 sec): 3 clusters Score: Raw -14047130.830552 + Penalty 3798.993959 = -14043331.836593 nChanged 379 SP:Iteration 29Q (5623.040987 sec): 3 clusters Score: Raw -14047287.149621 + Penalty 3798.993959 = -14043488.155662 nChanged 322 SP:Iteration 30Q (5623.282385 sec): 3 clusters Score: Raw -14047411.429134 + Penalty 3798.993959 = -14043612.435174 nChanged 227 SP:Iteration 31Q (5623.486169 sec): 3 clusters Score: Raw -14047499.400148 + Penalty 3798.993959 = -14043700.406189 nChanged 198 SP:Iteration 32Q (5623.660082 sec): 3 clusters Score: Raw -14047566.505733 + Penalty 3798.993959 = -14043767.511774 nChanged 140 SP:Iteration 33Q (5623.842496 sec): 3 clusters Score: Raw -14047613.480470 + Penalty 3798.993959 = -14043814.486511 nChanged 116 SP:Iteration 34Q (5624.042805 sec): 3 clusters Score: Raw -14047645.896894 + Penalty 3798.993959 = -14043846.902935 nChanged 94 SP:Iteration 35Q (5624.227285 sec): 3 clusters Score: Raw -14047674.176078 + Penalty 3798.993959 = -14043875.182119 nChanged 86 SP:Iteration 36Q (5624.437560 sec): 3 clusters Score: Raw -14047702.619861 + Penalty 3798.993959 = -14043903.625901 nChanged 69 SP:Iteration 37Q (5624.654444 sec): 3 clusters Score: Raw -14047725.723592 + Penalty 3798.993959 = -14043926.729633 nChanged 56 SP:Iteration 38Q (5624.871298 sec): 3 clusters Score: Raw -14047741.560792 + Penalty 3798.993959 = -14043942.566833 nChanged 50 SP:Iteration 39Q (5625.091852 sec): 3 clusters Score: Raw -14047751.831345 + Penalty 3798.993959 = -14043952.837386 nChanged 37 SP:Iteration 40F (5625.353260 sec): 3 clusters Score: Raw -14047759.538387 + Penalty 3798.993959 = -14043960.544428 nChanged 32 SP:Iteration 41Q (5625.563072 sec): 3 clusters Score: Raw -14047767.156581 + Penalty 3798.993959 = -14043968.162622 nChanged 34 SP:Iteration 42Q (5625.764811 sec): 3 clusters Score: Raw -14047777.083049 + Penalty 3798.993959 = -14043978.089089 nChanged 38 SP:Iteration 43Q (5625.956019 sec): 3 clusters Score: Raw -14047787.439151 + Penalty 3798.993959 = -14043988.445192 nChanged 32 SP:Iteration 44Q (5626.141328 sec): 3 clusters Score: Raw -14047797.463488 + Penalty 3798.993959 = -14043998.469529 nChanged 45 SP:Iteration 45Q (5626.320657 sec): 3 clusters Score: Raw -14047812.431407 + Penalty 3798.993959 = -14044013.437448 nChanged 43 SP:Iteration 46Q (5626.507406 sec): 3 clusters Score: Raw -14047824.198790 + Penalty 3798.993959 = -14044025.204831 nChanged 27 SP:Iteration 47Q (5626.698373 sec): 3 clusters Score: Raw -14047832.968398 + Penalty 3798.993959 = -14044033.974439 nChanged 36 SP:Iteration 48Q (5626.891848 sec): 3 clusters Score: Raw -14047841.046906 + Penalty 3798.993959 = -14044042.052947 nChanged 21 SP:Iteration 49Q (5627.078920 sec): 3 clusters Score: Raw -14047845.520462 + Penalty 3798.993959 = -14044046.526503 nChanged 21 SP:Iteration 50Q (5627.276077 sec): 3 clusters Score: Raw -14047850.472724 + Penalty 3798.993959 = -14044051.478764 nChanged 19 SP:Iteration 51Q (5627.473978 sec): 3 clusters Score: Raw -14047856.796277 + Penalty 3798.993959 = -14044057.802318 nChanged 18 SP:Iteration 52Q (5627.672980 sec): 3 clusters Score: Raw -14047861.794460 + Penalty 3798.993959 = -14044062.800501 nChanged 21 SP:Iteration 53Q (5627.865792 sec): 3 clusters Score: Raw -14047867.666936 + Penalty 3798.993959 = -14044068.672977 nChanged 20 SP:Iteration 54Q (5628.059660 sec): 3 clusters Score: Raw -14047872.945114 + Penalty 3798.993959 = -14044073.951155 nChanged 14 SP:Iteration 55Q (5628.290254 sec): 3 clusters Score: Raw -14047877.016643 + Penalty 3798.993959 = -14044078.022684 nChanged 13 SP:Iteration 56Q (5628.512021 sec): 3 clusters Score: Raw -14047879.572799 + Penalty 3798.993959 = -14044080.578840 nChanged 10 SP:Iteration 57Q (5628.734205 sec): 3 clusters Score: Raw -14047882.211261 + Penalty 3798.993959 = -14044083.217302 nChanged 11 SP:Iteration 58Q (5628.944653 sec): 3 clusters Score: Raw -14047884.907209 + Penalty 3798.993959 = -14044085.913250 nChanged 15 SP:Iteration 59Q (5629.147136 sec): 3 clusters Score: Raw -14047888.980518 + Penalty 3798.993959 = -14044089.986559 nChanged 14 SP:Iteration 60F (5629.376492 sec): 3 clusters Score: Raw -14047892.475706 + Penalty 3798.993959 = -14044093.481747 nChanged 16 SP:Iteration 61Q (5629.623408 sec): 3 clusters Score: Raw -14047899.022935 + Penalty 3798.993959 = -14044100.028976 nChanged 18 SP:Iteration 62Q (5629.864802 sec): 3 clusters Score: Raw -14047903.511848 + Penalty 3798.993959 = -14044104.517889 nChanged 10 SP:Iteration 63Q (5630.081088 sec): 3 clusters Score: Raw -14047906.053935 + Penalty 3798.993959 = -14044107.059976 nChanged 15 SP:Iteration 64Q (5630.291617 sec): 3 clusters Score: Raw -14047909.903434 + Penalty 3798.993959 = -14044110.909475 nChanged 16 SP:Iteration 65Q (5630.507985 sec): 3 clusters Score: Raw -14047913.898126 + Penalty 3798.993959 = -14044114.904166 nChanged 11 SP:Iteration 66Q (5630.723348 sec): 3 clusters Score: Raw -14047916.782645 + Penalty 3798.993959 = -14044117.788686 nChanged 12 SP:Iteration 67Q (5630.927582 sec): 3 clusters Score: Raw -14047919.120077 + Penalty 3798.993959 = -14044120.126118 nChanged 4 SP:Iteration 68Q (5631.143873 sec): 3 clusters Score: Raw -14047920.462987 + Penalty 3798.993959 = -14044121.469028 nChanged 6 SP:Iteration 69Q (5631.348043 sec): 3 clusters Score: Raw -14047921.397561 + Penalty 3798.993959 = -14044122.403601 nChanged 4 SP:Iteration 70Q (5631.559282 sec): 3 clusters Score: Raw -14047921.920219 + Penalty 3798.993959 = -14044122.926260 nChanged 3 SP:Iteration 71Q (5631.775274 sec): 3 clusters Score: Raw -14047922.591227 + Penalty 3798.993959 = -14044123.597268 nChanged 6 SP:Iteration 72Q (5631.981353 sec): 3 clusters Score: Raw -14047923.697394 + Penalty 3798.993959 = -14044124.703435 nChanged 5 SP:Iteration 73Q (5632.184769 sec): 3 clusters Score: Raw -14047924.584527 + Penalty 3798.993959 = -14044125.590568 nChanged 2 SP:Iteration 74Q (5632.389257 sec): 3 clusters Score: Raw -14047924.802205 + Penalty 3798.993959 = -14044125.808246 nChanged 1 SP:Iteration 75Q (5632.593121 sec): 3 clusters Score: Raw -14047924.961697 + Penalty 3798.993959 = -14044125.967738 nChanged 2 SP:Iteration 76Q (5632.784066 sec): 3 clusters Score: Raw -14047925.224793 + Penalty 3798.993959 = -14044126.230834 nChanged 2 SP:Iteration 77Q (5632.982583 sec): 3 clusters Score: Raw -14047925.933091 + Penalty 3798.993959 = -14044126.939132 nChanged 1 SP:Iteration 78Q (5633.180272 sec): 3 clusters Score: Raw -14047926.286031 + Penalty 3798.993959 = -14044127.292072 nChanged 1 SP:Iteration 79Q (5633.376788 sec): 3 clusters Score: Raw -14047926.415338 + Penalty 3798.993959 = -14044127.421379 nChanged 1 SP:Iteration 80F (5633.608790 sec): 3 clusters Score: Raw -14047926.508244 + Penalty 3798.993959 = -14044127.514285 nChanged 0 Trying to split cluster 9 (51423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5633.686955 sec): 2 clusters Score: Raw -5908889.624941 + Penalty 1762.774134 = -5907126.850808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5633.824931 sec): 3 clusters Score: Raw -5876150.934546 + Penalty 3525.548267 = -5872625.386279 nChanged 24153 SP:Iteration 1F (5633.957949 sec): 3 clusters Score: Raw -5890519.521019 + Penalty 3525.548267 = -5886993.972752 nChanged 2612 SP:Iteration 2F (5634.090424 sec): 3 clusters Score: Raw -5891618.197173 + Penalty 3525.548267 = -5888092.648905 nChanged 2965 SP:Iteration 3F (5634.225910 sec): 3 clusters Score: Raw -5893186.931851 + Penalty 3525.548267 = -5889661.383583 nChanged 3453 SP:Iteration 4F (5634.360800 sec): 3 clusters Score: Raw -5895418.075128 + Penalty 3525.548267 = -5891892.526861 nChanged 3631 SP:Iteration 5F (5634.494981 sec): 3 clusters Score: Raw -5898162.710874 + Penalty 3525.548267 = -5894637.162607 nChanged 3557 SP:Iteration 6F (5634.628116 sec): 3 clusters Score: Raw -5901126.966779 + Penalty 3525.548267 = -5897601.418512 nChanged 3001 SP:Iteration 7F (5634.762187 sec): 3 clusters Score: Raw -5903746.645166 + Penalty 3525.548267 = -5900221.096899 nChanged 2164 SP:Iteration 8Q (5634.895775 sec): 3 clusters Score: Raw -5905597.635957 + Penalty 3525.548267 = -5902072.087690 nChanged 1466 SP:Iteration 9Q (5635.025694 sec): 3 clusters Score: Raw -5906767.461306 + Penalty 3525.548267 = -5903241.913039 nChanged 981 SP:Iteration 10Q (5635.151600 sec): 3 clusters Score: Raw -5907500.626012 + Penalty 3525.548267 = -5903975.077745 nChanged 698 SP:Iteration 11Q (5635.274359 sec): 3 clusters Score: Raw -5908005.411729 + Penalty 3525.548267 = -5904479.863462 nChanged 501 SP:Iteration 12Q (5635.394885 sec): 3 clusters Score: Raw -5908328.574197 + Penalty 3525.548267 = -5904803.025930 nChanged 339 SP:Iteration 13Q (5635.502630 sec): 3 clusters Score: Raw -5908553.412887 + Penalty 3525.548267 = -5905027.864620 nChanged 268 SP:Iteration 14Q (5635.620091 sec): 3 clusters Score: Raw -5908723.622887 + Penalty 3525.548267 = -5905198.074620 nChanged 204 SP:Iteration 15Q (5635.735385 sec): 3 clusters Score: Raw -5908851.494575 + Penalty 3525.548267 = -5905325.946308 nChanged 160 SP:Iteration 16Q (5635.837339 sec): 3 clusters Score: Raw -5908955.181119 + Penalty 3525.548267 = -5905429.632852 nChanged 118 SP:Iteration 17Q (5635.954822 sec): 3 clusters Score: Raw -5909035.322422 + Penalty 3525.548267 = -5905509.774154 nChanged 78 SP:Iteration 18Q (5636.068974 sec): 3 clusters Score: Raw -5909075.777200 + Penalty 3525.548267 = -5905550.228933 nChanged 58 SP:Iteration 19Q (5636.192707 sec): 3 clusters Score: Raw -5909106.375746 + Penalty 3525.548267 = -5905580.827479 nChanged 47 SP:Iteration 20F (5636.331925 sec): 3 clusters Score: Raw -5909128.659673 + Penalty 3525.548267 = -5905603.111406 nChanged 38 SP:Iteration 21Q (5636.458831 sec): 3 clusters Score: Raw -5909150.143200 + Penalty 3525.548267 = -5905624.594933 nChanged 41 SP:Iteration 22Q (5636.577338 sec): 3 clusters Score: Raw -5909173.494331 + Penalty 3525.548267 = -5905647.946064 nChanged 34 SP:Iteration 23Q (5636.659241 sec): 3 clusters Score: Raw -5909192.127735 + Penalty 3525.548267 = -5905666.579468 nChanged 29 SP:Iteration 24Q (5636.786147 sec): 3 clusters Score: Raw -5909203.805530 + Penalty 3525.548267 = -5905678.257263 nChanged 14 SP:Iteration 25Q (5636.915655 sec): 3 clusters Score: Raw -5909208.409190 + Penalty 3525.548267 = -5905682.860923 nChanged 12 SP:Iteration 26Q (5637.031448 sec): 3 clusters Score: Raw -5909214.831128 + Penalty 3525.548267 = -5905689.282861 nChanged 8 SP:Iteration 27Q (5637.161538 sec): 3 clusters Score: Raw -5909219.982982 + Penalty 3525.548267 = -5905694.434715 nChanged 14 SP:Iteration 28Q (5637.323037 sec): 3 clusters Score: Raw -5909226.787320 + Penalty 3525.548267 = -5905701.239053 nChanged 15 SP:Iteration 29Q (5637.439752 sec): 3 clusters Score: Raw -5909232.923399 + Penalty 3525.548267 = -5905707.375132 nChanged 14 SP:Iteration 30Q (5637.552661 sec): 3 clusters Score: Raw -5909238.616224 + Penalty 3525.548267 = -5905713.067957 nChanged 12 SP:Iteration 31Q (5637.666279 sec): 3 clusters Score: Raw -5909242.201914 + Penalty 3525.548267 = -5905716.653647 nChanged 5 SP:Iteration 32Q (5637.781784 sec): 3 clusters Score: Raw -5909244.162665 + Penalty 3525.548267 = -5905718.614398 nChanged 6 SP:Iteration 33Q (5637.899998 sec): 3 clusters Score: Raw -5909247.188156 + Penalty 3525.548267 = -5905721.639889 nChanged 7 SP:Iteration 34Q (5638.017678 sec): 3 clusters Score: Raw -5909250.180040 + Penalty 3525.548267 = -5905724.631773 nChanged 3 SP:Iteration 35Q (5638.127553 sec): 3 clusters Score: Raw -5909251.286767 + Penalty 3525.548267 = -5905725.738499 nChanged 4 SP:Iteration 36Q (5638.247140 sec): 3 clusters Score: Raw -5909253.057901 + Penalty 3525.548267 = -5905727.509634 nChanged 7 SP:Iteration 37Q (5638.354985 sec): 3 clusters Score: Raw -5909255.948182 + Penalty 3525.548267 = -5905730.399915 nChanged 11 SP:Iteration 38Q (5638.474273 sec): 3 clusters Score: Raw -5909259.327560 + Penalty 3525.548267 = -5905733.779292 nChanged 7 SP:Iteration 39Q (5638.594674 sec): 3 clusters Score: Raw -5909261.899647 + Penalty 3525.548267 = -5905736.351379 nChanged 5 SP:Iteration 40F (5638.731394 sec): 3 clusters Score: Raw -5909263.552595 + Penalty 3525.548267 = -5905738.004328 nChanged 7 SP:Iteration 41Q (5638.842473 sec): 3 clusters Score: Raw -5909266.660326 + Penalty 3525.548267 = -5905741.112059 nChanged 11 SP:Iteration 42Q (5638.950281 sec): 3 clusters Score: Raw -5909271.627174 + Penalty 3525.548267 = -5905746.078907 nChanged 6 SP:Iteration 43Q (5639.062348 sec): 3 clusters Score: Raw -5909273.737903 + Penalty 3525.548267 = -5905748.189636 nChanged 5 SP:Iteration 44Q (5639.181148 sec): 3 clusters Score: Raw -5909276.035175 + Penalty 3525.548267 = -5905750.486908 nChanged 1 SP:Iteration 45Q (5639.302917 sec): 3 clusters Score: Raw -5909276.651338 + Penalty 3525.548267 = -5905751.103071 nChanged 3 SP:Iteration 46Q (5639.436088 sec): 3 clusters Score: Raw -5909277.706437 + Penalty 3525.548267 = -5905752.158170 nChanged 1 SP:Iteration 47Q (5639.550814 sec): 3 clusters Score: Raw -5909278.033881 + Penalty 3525.548267 = -5905752.485613 nChanged 2 SP:Iteration 48Q (5639.672349 sec): 3 clusters Score: Raw -5909278.690544 + Penalty 3525.548267 = -5905753.142277 nChanged 2 SP:Iteration 49Q (5639.788342 sec): 3 clusters Score: Raw -5909278.975978 + Penalty 3525.548267 = -5905753.427711 nChanged 1 SP:Iteration 50Q (5639.909034 sec): 3 clusters Score: Raw -5909279.281248 + Penalty 3525.548267 = -5905753.732980 nChanged 1 SP:Iteration 51Q (5640.056825 sec): 3 clusters Score: Raw -5909279.380846 + Penalty 3525.548267 = -5905753.832579 nChanged 0 SP:Iteration 52F (5640.202015 sec): 3 clusters Score: Raw -5909279.380846 + Penalty 3525.548267 = -5905753.832579 nChanged 0 Trying to split cluster 10 (11602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5640.242592 sec): 2 clusters Score: Raw -1345146.409406 + Penalty 1520.826576 = -1343625.582829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5640.298824 sec): 3 clusters Score: Raw -1338407.136752 + Penalty 3041.653152 = -1335365.483600 nChanged 5070 SP:Iteration 1F (5640.344358 sec): 3 clusters Score: Raw -1341205.194419 + Penalty 3041.653152 = -1338163.541266 nChanged 747 SP:Iteration 2F (5640.402115 sec): 3 clusters Score: Raw -1341570.097185 + Penalty 3041.653152 = -1338528.444032 nChanged 708 SP:Iteration 3F (5640.446797 sec): 3 clusters Score: Raw -1341947.221327 + Penalty 3041.653152 = -1338905.568175 nChanged 661 SP:Iteration 4F (5640.497059 sec): 3 clusters Score: Raw -1342301.720109 + Penalty 3041.653152 = -1339260.066957 nChanged 662 SP:Iteration 5F (5640.548824 sec): 3 clusters Score: Raw -1342694.586655 + Penalty 3041.653152 = -1339652.933503 nChanged 644 SP:Iteration 6F (5640.609784 sec): 3 clusters Score: Raw -1343122.949964 + Penalty 3041.653152 = -1340081.296812 nChanged 619 SP:Iteration 7F (5640.655813 sec): 3 clusters Score: Raw -1343532.988880 + Penalty 3041.653152 = -1340491.335728 nChanged 550 SP:Iteration 8Q (5640.715933 sec): 3 clusters Score: Raw -1343876.086515 + Penalty 3041.653152 = -1340834.433363 nChanged 464 SP:Iteration 9Q (5640.773973 sec): 3 clusters Score: Raw -1344125.276415 + Penalty 3041.653152 = -1341083.623263 nChanged 372 SP:Iteration 10Q (5640.825261 sec): 3 clusters Score: Raw -1344344.217721 + Penalty 3041.653152 = -1341302.564569 nChanged 320 SP:Iteration 11Q (5640.869936 sec): 3 clusters Score: Raw -1344534.979877 + Penalty 3041.653152 = -1341493.326724 nChanged 288 SP:Iteration 12Q (5640.927842 sec): 3 clusters Score: Raw -1344701.019866 + Penalty 3041.653152 = -1341659.366713 nChanged 254 SP:Iteration 13Q (5640.992227 sec): 3 clusters Score: Raw -1344858.406293 + Penalty 3041.653152 = -1341816.753141 nChanged 232 SP:Iteration 14Q (5641.057892 sec): 3 clusters Score: Raw -1345008.018663 + Penalty 3041.653152 = -1341966.365511 nChanged 208 SP:Iteration 15Q (5641.122756 sec): 3 clusters Score: Raw -1345130.588777 + Penalty 3041.653152 = -1342088.935625 nChanged 172 SP:Iteration 16Q (5641.185425 sec): 3 clusters Score: Raw -1345246.826268 + Penalty 3041.653152 = -1342205.173116 nChanged 121 SP:Iteration 17Q (5641.242242 sec): 3 clusters Score: Raw -1345339.277222 + Penalty 3041.653152 = -1342297.624070 nChanged 118 SP:Iteration 18Q (5641.317313 sec): 3 clusters Score: Raw -1345423.049076 + Penalty 3041.653152 = -1342381.395924 nChanged 87 SP:Iteration 19Q (5641.372949 sec): 3 clusters Score: Raw -1345488.185711 + Penalty 3041.653152 = -1342446.532559 nChanged 76 SP:Iteration 20F (5641.439765 sec): 3 clusters Score: Raw -1345536.122257 + Penalty 3041.653152 = -1342494.469105 nChanged 68 SP:Iteration 21Q (5641.504268 sec): 3 clusters Score: Raw -1345590.150461 + Penalty 3041.653152 = -1342548.497309 nChanged 64 SP:Iteration 22Q (5641.568856 sec): 3 clusters Score: Raw -1345644.234753 + Penalty 3041.653152 = -1342602.581600 nChanged 67 SP:Iteration 23Q (5641.634054 sec): 3 clusters Score: Raw -1345691.815057 + Penalty 3041.653152 = -1342650.161905 nChanged 42 SP:Iteration 24Q (5641.707768 sec): 3 clusters Score: Raw -1345725.895968 + Penalty 3041.653152 = -1342684.242816 nChanged 47 SP:Iteration 25Q (5641.761292 sec): 3 clusters Score: Raw -1345761.055973 + Penalty 3041.653152 = -1342719.402821 nChanged 25 SP:Iteration 26Q (5641.814762 sec): 3 clusters Score: Raw -1345772.434120 + Penalty 3041.653152 = -1342730.780968 nChanged 19 SP:Iteration 27Q (5641.878569 sec): 3 clusters Score: Raw -1345783.793573 + Penalty 3041.653152 = -1342742.140421 nChanged 12 SP:Iteration 28Q (5641.939570 sec): 3 clusters Score: Raw -1345788.632896 + Penalty 3041.653152 = -1342746.979744 nChanged 6 SP:Iteration 29Q (5641.993791 sec): 3 clusters Score: Raw -1345791.903174 + Penalty 3041.653152 = -1342750.250022 nChanged 7 SP:Iteration 30Q (5642.068588 sec): 3 clusters Score: Raw -1345794.211170 + Penalty 3041.653152 = -1342752.558018 nChanged 2 SP:Iteration 31Q (5642.122891 sec): 3 clusters Score: Raw -1345794.491990 + Penalty 3041.653152 = -1342752.838837 nChanged 1 SP:Iteration 32Q (5642.172519 sec): 3 clusters Score: Raw -1345794.706317 + Penalty 3041.653152 = -1342753.053165 nChanged 2 SP:Iteration 33Q (5642.236363 sec): 3 clusters Score: Raw -1345795.525669 + Penalty 3041.653152 = -1342753.872517 nChanged 4 SP:Iteration 34Q (5642.301177 sec): 3 clusters Score: Raw -1345797.328382 + Penalty 3041.653152 = -1342755.675230 nChanged 5 SP:Iteration 35Q (5642.365006 sec): 3 clusters Score: Raw -1345798.801583 + Penalty 3041.653152 = -1342757.148431 nChanged 2 SP:Iteration 36Q (5642.428602 sec): 3 clusters Score: Raw -1345799.345526 + Penalty 3041.653152 = -1342757.692373 nChanged 0 SP:Iteration 37F (5642.504067 sec): 3 clusters Score: Raw -1345799.345526 + Penalty 3041.653152 = -1342757.692373 nChanged 0 Trying to split cluster 11 (6262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5642.516012 sec): 2 clusters Score: Raw -744997.597048 + Penalty 1420.616422 = -743576.980627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5642.575564 sec): 3 clusters Score: Raw -741668.465968 + Penalty 2841.232843 = -738827.233125 nChanged 2572 SP:Iteration 1F (5642.633462 sec): 3 clusters Score: Raw -743026.795407 + Penalty 2841.232843 = -740185.562564 nChanged 396 SP:Iteration 2F (5642.691644 sec): 3 clusters Score: Raw -743224.854480 + Penalty 2841.232843 = -740383.621637 nChanged 326 SP:Iteration 3F (5642.749640 sec): 3 clusters Score: Raw -743393.819291 + Penalty 2841.232843 = -740552.586448 nChanged 289 SP:Iteration 4Q (5642.812648 sec): 3 clusters Score: Raw -743536.938028 + Penalty 2841.232843 = -740695.705185 nChanged 271 SP:Iteration 5Q (5642.866801 sec): 3 clusters Score: Raw -743702.634966 + Penalty 2841.232843 = -740861.402123 nChanged 288 SP:Iteration 6Q (5642.927884 sec): 3 clusters Score: Raw -743882.965931 + Penalty 2841.232843 = -741041.733088 nChanged 283 SP:Iteration 7Q (5642.960967 sec): 3 clusters Score: Raw -744067.558720 + Penalty 2841.232843 = -741226.325877 nChanged 278 SP:Iteration 8Q (5643.008501 sec): 3 clusters Score: Raw -744256.458602 + Penalty 2841.232843 = -741415.225758 nChanged 261 SP:Iteration 9Q (5643.054402 sec): 3 clusters Score: Raw -744434.687201 + Penalty 2841.232843 = -741593.454358 nChanged 233 SP:Iteration 10Q (5643.097827 sec): 3 clusters Score: Raw -744573.786160 + Penalty 2841.232843 = -741732.553317 nChanged 183 SP:Iteration 11Q (5643.134143 sec): 3 clusters Score: Raw -744673.798052 + Penalty 2841.232843 = -741832.565209 nChanged 138 SP:Iteration 12Q (5643.184999 sec): 3 clusters Score: Raw -744739.125432 + Penalty 2841.232843 = -741897.892589 nChanged 95 SP:Iteration 13Q (5643.240216 sec): 3 clusters Score: Raw -744773.886767 + Penalty 2841.232843 = -741932.653924 nChanged 74 SP:Iteration 14Q (5643.298741 sec): 3 clusters Score: Raw -744797.521199 + Penalty 2841.232843 = -741956.288356 nChanged 64 SP:Iteration 15Q (5643.345735 sec): 3 clusters Score: Raw -744819.503035 + Penalty 2841.232843 = -741978.270192 nChanged 59 SP:Iteration 16Q (5643.402576 sec): 3 clusters Score: Raw -744840.738624 + Penalty 2841.232843 = -741999.505781 nChanged 48 SP:Iteration 17Q (5643.459452 sec): 3 clusters Score: Raw -744857.546333 + Penalty 2841.232843 = -742016.313490 nChanged 41 SP:Iteration 18Q (5643.514057 sec): 3 clusters Score: Raw -744871.440543 + Penalty 2841.232843 = -742030.207700 nChanged 46 SP:Iteration 19Q (5643.555658 sec): 3 clusters Score: Raw -744885.171491 + Penalty 2841.232843 = -742043.938648 nChanged 37 SP:Iteration 20F (5643.608885 sec): 3 clusters Score: Raw -744896.559965 + Penalty 2841.232843 = -742055.327122 nChanged 42 SP:Iteration 21Q (5643.667335 sec): 3 clusters Score: Raw -744907.574897 + Penalty 2841.232843 = -742066.342054 nChanged 36 SP:Iteration 22Q (5643.717226 sec): 3 clusters Score: Raw -744916.397419 + Penalty 2841.232843 = -742075.164576 nChanged 29 SP:Iteration 23Q (5643.762381 sec): 3 clusters Score: Raw -744921.688268 + Penalty 2841.232843 = -742080.455424 nChanged 17 SP:Iteration 24Q (5643.804542 sec): 3 clusters Score: Raw -744925.238478 + Penalty 2841.232843 = -742084.005635 nChanged 11 SP:Iteration 25Q (5643.861565 sec): 3 clusters Score: Raw -744928.578925 + Penalty 2841.232843 = -742087.346082 nChanged 15 SP:Iteration 26Q (5643.921835 sec): 3 clusters Score: Raw -744933.807886 + Penalty 2841.232843 = -742092.575042 nChanged 19 SP:Iteration 27Q (5643.981323 sec): 3 clusters Score: Raw -744938.384461 + Penalty 2841.232843 = -742097.151618 nChanged 12 SP:Iteration 28Q (5644.040038 sec): 3 clusters Score: Raw -744941.759223 + Penalty 2841.232843 = -742100.526380 nChanged 11 SP:Iteration 29Q (5644.101544 sec): 3 clusters Score: Raw -744944.242891 + Penalty 2841.232843 = -742103.010047 nChanged 16 SP:Iteration 30Q (5644.160411 sec): 3 clusters Score: Raw -744947.606364 + Penalty 2841.232843 = -742106.373521 nChanged 13 SP:Iteration 31Q (5644.218908 sec): 3 clusters Score: Raw -744950.976690 + Penalty 2841.232843 = -742109.743847 nChanged 17 SP:Iteration 32Q (5644.279491 sec): 3 clusters Score: Raw -744957.491585 + Penalty 2841.232843 = -742116.258742 nChanged 22 SP:Iteration 33Q (5644.337708 sec): 3 clusters Score: Raw -744964.629513 + Penalty 2841.232843 = -742123.396670 nChanged 24 SP:Iteration 34Q (5644.406458 sec): 3 clusters Score: Raw -744971.371353 + Penalty 2841.232843 = -742130.138510 nChanged 25 SP:Iteration 35Q (5644.448745 sec): 3 clusters Score: Raw -744979.331684 + Penalty 2841.232843 = -742138.098841 nChanged 26 SP:Iteration 36Q (5644.500848 sec): 3 clusters Score: Raw -744986.092219 + Penalty 2841.232843 = -742144.859376 nChanged 22 SP:Iteration 37Q (5644.551433 sec): 3 clusters Score: Raw -744991.459160 + Penalty 2841.232843 = -742150.226317 nChanged 28 SP:Iteration 38Q (5644.595585 sec): 3 clusters Score: Raw -744999.810828 + Penalty 2841.232843 = -742158.577985 nChanged 24 SP:Iteration 39Q (5644.639926 sec): 3 clusters Score: Raw -745006.773247 + Penalty 2841.232843 = -742165.540403 nChanged 34 SP:Iteration 40F (5644.683858 sec): 3 clusters Score: Raw -745017.069085 + Penalty 2841.232843 = -742175.836242 nChanged 21 SP:Iteration 41Q (5644.728618 sec): 3 clusters Score: Raw -745024.423146 + Penalty 2841.232843 = -742183.190303 nChanged 24 SP:Iteration 42Q (5644.764961 sec): 3 clusters Score: Raw -745030.794190 + Penalty 2841.232843 = -742189.561347 nChanged 22 SP:Iteration 43Q (5644.815370 sec): 3 clusters Score: Raw -745036.181131 + Penalty 2841.232843 = -742194.948288 nChanged 15 SP:Iteration 44Q (5644.853629 sec): 3 clusters Score: Raw -745039.144565 + Penalty 2841.232843 = -742197.911722 nChanged 12 SP:Iteration 45Q (5644.905099 sec): 3 clusters Score: Raw -745041.478725 + Penalty 2841.232843 = -742200.245882 nChanged 4 SP:Iteration 46Q (5644.952121 sec): 3 clusters Score: Raw -745041.819009 + Penalty 2841.232843 = -742200.586166 nChanged 4 SP:Iteration 47Q (5645.013494 sec): 3 clusters Score: Raw -745042.193140 + Penalty 2841.232843 = -742200.960297 nChanged 4 SP:Iteration 48Q (5645.065060 sec): 3 clusters Score: Raw -745043.626344 + Penalty 2841.232843 = -742202.393500 nChanged 2 SP:Iteration 49Q (5645.107109 sec): 3 clusters Score: Raw -745044.193816 + Penalty 2841.232843 = -742202.960973 nChanged 3 SP:Iteration 50Q (5645.159803 sec): 3 clusters Score: Raw -745045.268412 + Penalty 2841.232843 = -742204.035569 nChanged 6 SP:Iteration 51Q (5645.201677 sec): 3 clusters Score: Raw -745046.782849 + Penalty 2841.232843 = -742205.550006 nChanged 7 SP:Iteration 52Q (5645.243049 sec): 3 clusters Score: Raw -745048.352667 + Penalty 2841.232843 = -742207.119824 nChanged 8 SP:Iteration 53Q (5645.284936 sec): 3 clusters Score: Raw -745050.012116 + Penalty 2841.232843 = -742208.779273 nChanged 7 SP:Iteration 54Q (5645.327250 sec): 3 clusters Score: Raw -745051.520016 + Penalty 2841.232843 = -742210.287173 nChanged 6 SP:Iteration 55Q (5645.369219 sec): 3 clusters Score: Raw -745052.897684 + Penalty 2841.232843 = -742211.664841 nChanged 11 SP:Iteration 56Q (5645.410843 sec): 3 clusters Score: Raw -745056.844705 + Penalty 2841.232843 = -742215.611862 nChanged 10 SP:Iteration 57Q (5645.445642 sec): 3 clusters Score: Raw -745059.233228 + Penalty 2841.232843 = -742218.000385 nChanged 3 SP:Iteration 58Q (5645.491207 sec): 3 clusters Score: Raw -745059.871292 + Penalty 2841.232843 = -742218.638449 nChanged 3 SP:Iteration 59Q (5645.533657 sec): 3 clusters Score: Raw -745060.412758 + Penalty 2841.232843 = -742219.179915 nChanged 3 SP:Iteration 60F (5645.576818 sec): 3 clusters Score: Raw -745061.177750 + Penalty 2841.232843 = -742219.944907 nChanged 3 SP:Iteration 61Q (5645.621035 sec): 3 clusters Score: Raw -745061.800135 + Penalty 2841.232843 = -742220.567292 nChanged 2 SP:Iteration 62Q (5645.673582 sec): 3 clusters Score: Raw -745062.091595 + Penalty 2841.232843 = -742220.858752 nChanged 3 SP:Iteration 63Q (5645.716822 sec): 3 clusters Score: Raw -745062.911114 + Penalty 2841.232843 = -742221.678271 nChanged 2 SP:Iteration 64Q (5645.767871 sec): 3 clusters Score: Raw -745063.445589 + Penalty 2841.232843 = -742222.212746 nChanged 4 SP:Iteration 65Q (5645.808552 sec): 3 clusters Score: Raw -745064.518107 + Penalty 2841.232843 = -742223.285263 nChanged 10 SP:Iteration 66Q (5645.844114 sec): 3 clusters Score: Raw -745066.998394 + Penalty 2841.232843 = -742225.765551 nChanged 7 SP:Iteration 67Q (5645.890783 sec): 3 clusters Score: Raw -745068.264945 + Penalty 2841.232843 = -742227.032102 nChanged 8 SP:Iteration 68Q (5645.931283 sec): 3 clusters Score: Raw -745069.981104 + Penalty 2841.232843 = -742228.748261 nChanged 5 SP:Iteration 69Q (5645.966110 sec): 3 clusters Score: Raw -745071.695733 + Penalty 2841.232843 = -742230.462890 nChanged 9 SP:Iteration 70Q (5646.007315 sec): 3 clusters Score: Raw -745074.122762 + Penalty 2841.232843 = -742232.889918 nChanged 6 SP:Iteration 71Q (5646.069113 sec): 3 clusters Score: Raw -745075.423645 + Penalty 2841.232843 = -742234.190802 nChanged 6 SP:Iteration 72Q (5646.109793 sec): 3 clusters Score: Raw -745076.907521 + Penalty 2841.232843 = -742235.674678 nChanged 9 SP:Iteration 73Q (5646.159947 sec): 3 clusters Score: Raw -745079.976326 + Penalty 2841.232843 = -742238.743483 nChanged 12 SP:Iteration 74Q (5646.215570 sec): 3 clusters Score: Raw -745082.671932 + Penalty 2841.232843 = -742241.439089 nChanged 11 SP:Iteration 75Q (5646.272410 sec): 3 clusters Score: Raw -745085.233961 + Penalty 2841.232843 = -742244.001117 nChanged 10 SP:Iteration 76Q (5646.340735 sec): 3 clusters Score: Raw -745089.382216 + Penalty 2841.232843 = -742248.149373 nChanged 11 SP:Iteration 77Q (5646.387812 sec): 3 clusters Score: Raw -745092.008672 + Penalty 2841.232843 = -742250.775829 nChanged 10 SP:Iteration 78Q (5646.445315 sec): 3 clusters Score: Raw -745094.711899 + Penalty 2841.232843 = -742253.479056 nChanged 11 SP:Iteration 79Q (5646.500887 sec): 3 clusters Score: Raw -745098.327597 + Penalty 2841.232843 = -742257.094754 nChanged 9 SP:Iteration 80F (5646.570160 sec): 3 clusters Score: Raw -745100.872128 + Penalty 2841.232843 = -742259.639285 nChanged 7 SP:Iteration 81Q (5646.617617 sec): 3 clusters Score: Raw -745102.966410 + Penalty 2841.232843 = -742261.733566 nChanged 7 SP:Iteration 82Q (5646.674792 sec): 3 clusters Score: Raw -745104.332775 + Penalty 2841.232843 = -742263.099932 nChanged 6 SP:Iteration 83Q (5646.732462 sec): 3 clusters Score: Raw -745106.165226 + Penalty 2841.232843 = -742264.932383 nChanged 11 SP:Iteration 84Q (5646.789970 sec): 3 clusters Score: Raw -745109.133601 + Penalty 2841.232843 = -742267.900758 nChanged 9 SP:Iteration 85Q (5646.847168 sec): 3 clusters Score: Raw -745111.970413 + Penalty 2841.232843 = -742270.737570 nChanged 5 SP:Iteration 86Q (5646.904627 sec): 3 clusters Score: Raw -745113.105983 + Penalty 2841.232843 = -742271.873140 nChanged 6 SP:Iteration 87Q (5646.958368 sec): 3 clusters Score: Raw -745114.686341 + Penalty 2841.232843 = -742273.453498 nChanged 5 SP:Iteration 88Q (5647.015129 sec): 3 clusters Score: Raw -745116.074141 + Penalty 2841.232843 = -742274.841298 nChanged 7 SP:Iteration 89Q (5647.071678 sec): 3 clusters Score: Raw -745118.003779 + Penalty 2841.232843 = -742276.770936 nChanged 5 SP:Iteration 90Q (5647.136248 sec): 3 clusters Score: Raw -745119.134713 + Penalty 2841.232843 = -742277.901870 nChanged 4 SP:Iteration 91Q (5647.182791 sec): 3 clusters Score: Raw -745120.193843 + Penalty 2841.232843 = -742278.961000 nChanged 2 SP:Iteration 92Q (5647.238691 sec): 3 clusters Score: Raw -745120.771002 + Penalty 2841.232843 = -742279.538159 nChanged 4 SP:Iteration 93Q (5647.288650 sec): 3 clusters Score: Raw -745121.667913 + Penalty 2841.232843 = -742280.435070 nChanged 3 SP:Iteration 94Q (5647.337882 sec): 3 clusters Score: Raw -745122.049624 + Penalty 2841.232843 = -742280.816780 nChanged 2 SP:Iteration 95Q (5647.393493 sec): 3 clusters Score: Raw -745122.355447 + Penalty 2841.232843 = -742281.122603 nChanged 2 SP:Iteration 96Q (5647.448103 sec): 3 clusters Score: Raw -745122.810252 + Penalty 2841.232843 = -742281.577409 nChanged 1 SP:Iteration 97Q (5647.505661 sec): 3 clusters Score: Raw -745122.916131 + Penalty 2841.232843 = -742281.683288 nChanged 0 SP:Iteration 98F (5647.564721 sec): 3 clusters Score: Raw -745122.916131 + Penalty 2841.232843 = -742281.683288 nChanged 0 Trying to split cluster 12 (75859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5647.684236 sec): 2 clusters Score: Raw -9087487.768598 + Penalty 1825.952640 = -9085661.815957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5647.851885 sec): 3 clusters Score: Raw -9038759.141100 + Penalty 3651.905281 = -9035107.235819 nChanged 35990 SP:Iteration 1F (5648.033393 sec): 3 clusters Score: Raw -9059124.440798 + Penalty 3651.905281 = -9055472.535517 nChanged 2562 SP:Iteration 2Q (5648.204582 sec): 3 clusters Score: Raw -9059799.636511 + Penalty 3651.905281 = -9056147.731231 nChanged 2913 SP:Iteration 3Q (5648.391216 sec): 3 clusters Score: Raw -9060739.354220 + Penalty 3651.905281 = -9057087.448940 nChanged 3347 SP:Iteration 4Q (5648.580822 sec): 3 clusters Score: Raw -9062024.465174 + Penalty 3651.905281 = -9058372.559893 nChanged 3804 SP:Iteration 5F (5648.742417 sec): 3 clusters Score: Raw -9063770.075695 + Penalty 3651.905281 = -9060118.170415 nChanged 4435 SP:Iteration 6F (5648.914319 sec): 3 clusters Score: Raw -9066183.588049 + Penalty 3651.905281 = -9062531.682769 nChanged 4811 SP:Iteration 7F (5649.078414 sec): 3 clusters Score: Raw -9069221.498343 + Penalty 3651.905281 = -9065569.593062 nChanged 4689 SP:Iteration 8F (5649.252974 sec): 3 clusters Score: Raw -9072438.603736 + Penalty 3651.905281 = -9068786.698455 nChanged 4246 SP:Iteration 9F (5649.413469 sec): 3 clusters Score: Raw -9075328.879168 + Penalty 3651.905281 = -9071676.973887 nChanged 3538 SP:Iteration 10Q (5649.588312 sec): 3 clusters Score: Raw -9077476.647820 + Penalty 3651.905281 = -9073824.742539 nChanged 2810 SP:Iteration 11Q (5649.761272 sec): 3 clusters Score: Raw -9078899.112231 + Penalty 3651.905281 = -9075247.206950 nChanged 2040 SP:Iteration 12Q (5649.920917 sec): 3 clusters Score: Raw -9079741.053598 + Penalty 3651.905281 = -9076089.148317 nChanged 1439 SP:Iteration 13Q (5650.090255 sec): 3 clusters Score: Raw -9080279.667191 + Penalty 3651.905281 = -9076627.761910 nChanged 1191 SP:Iteration 14Q (5650.249495 sec): 3 clusters Score: Raw -9080681.749995 + Penalty 3651.905281 = -9077029.844715 nChanged 1083 SP:Iteration 15Q (5650.413528 sec): 3 clusters Score: Raw -9081021.553753 + Penalty 3651.905281 = -9077369.648472 nChanged 1058 SP:Iteration 16Q (5650.567618 sec): 3 clusters Score: Raw -9081367.262906 + Penalty 3651.905281 = -9077715.357626 nChanged 1076 SP:Iteration 17Q (5650.726454 sec): 3 clusters Score: Raw -9081727.091327 + Penalty 3651.905281 = -9078075.186046 nChanged 1078 SP:Iteration 18Q (5650.875868 sec): 3 clusters Score: Raw -9082093.045066 + Penalty 3651.905281 = -9078441.139785 nChanged 1026 SP:Iteration 19Q (5651.033727 sec): 3 clusters Score: Raw -9082446.370310 + Penalty 3651.905281 = -9078794.465029 nChanged 1014 SP:Iteration 20F (5651.195530 sec): 3 clusters Score: Raw -9082789.044904 + Penalty 3651.905281 = -9079137.139623 nChanged 1047 SP:Iteration 21Q (5651.350848 sec): 3 clusters Score: Raw -9083142.429195 + Penalty 3651.905281 = -9079490.523915 nChanged 1016 SP:Iteration 22Q (5651.508545 sec): 3 clusters Score: Raw -9083523.670285 + Penalty 3651.905281 = -9079871.765004 nChanged 1013 SP:Iteration 23Q (5651.662288 sec): 3 clusters Score: Raw -9083923.612930 + Penalty 3651.905281 = -9080271.707649 nChanged 1013 SP:Iteration 24Q (5651.816744 sec): 3 clusters Score: Raw -9084334.794488 + Penalty 3651.905281 = -9080682.889207 nChanged 936 SP:Iteration 25Q (5651.982165 sec): 3 clusters Score: Raw -9084719.942609 + Penalty 3651.905281 = -9081068.037328 nChanged 905 SP:Iteration 26Q (5652.146465 sec): 3 clusters Score: Raw -9085103.929909 + Penalty 3651.905281 = -9081452.024628 nChanged 875 SP:Iteration 27Q (5652.305770 sec): 3 clusters Score: Raw -9085480.188790 + Penalty 3651.905281 = -9081828.283510 nChanged 801 SP:Iteration 28Q (5652.468161 sec): 3 clusters Score: Raw -9085806.878556 + Penalty 3651.905281 = -9082154.973276 nChanged 734 SP:Iteration 29Q (5652.630011 sec): 3 clusters Score: Raw -9086112.400046 + Penalty 3651.905281 = -9082460.494765 nChanged 687 SP:Iteration 30Q (5652.789590 sec): 3 clusters Score: Raw -9086389.376164 + Penalty 3651.905281 = -9082737.470883 nChanged 622 SP:Iteration 31Q (5652.956468 sec): 3 clusters Score: Raw -9086624.606793 + Penalty 3651.905281 = -9082972.701513 nChanged 548 SP:Iteration 32Q (5653.121227 sec): 3 clusters Score: Raw -9086816.580189 + Penalty 3651.905281 = -9083164.674909 nChanged 449 SP:Iteration 33Q (5653.278128 sec): 3 clusters Score: Raw -9086961.481516 + Penalty 3651.905281 = -9083309.576236 nChanged 382 SP:Iteration 34Q (5653.454125 sec): 3 clusters Score: Raw -9087086.831199 + Penalty 3651.905281 = -9083434.925919 nChanged 351 SP:Iteration 35Q (5653.630373 sec): 3 clusters Score: Raw -9087199.454632 + Penalty 3651.905281 = -9083547.549352 nChanged 316 SP:Iteration 36Q (5653.800901 sec): 3 clusters Score: Raw -9087308.027659 + Penalty 3651.905281 = -9083656.122378 nChanged 302 SP:Iteration 37Q (5653.946889 sec): 3 clusters Score: Raw -9087407.588073 + Penalty 3651.905281 = -9083755.682793 nChanged 276 SP:Iteration 38Q (5654.089322 sec): 3 clusters Score: Raw -9087496.375972 + Penalty 3651.905281 = -9083844.470691 nChanged 242 SP:Iteration 39Q (5654.231937 sec): 3 clusters Score: Raw -9087577.884897 + Penalty 3651.905281 = -9083925.979616 nChanged 217 SP:Iteration 40F (5654.393617 sec): 3 clusters Score: Raw -9087645.808431 + Penalty 3651.905281 = -9083993.903150 nChanged 197 SP:Iteration 41Q (5654.535278 sec): 3 clusters Score: Raw -9087704.099271 + Penalty 3651.905281 = -9084052.193991 nChanged 167 SP:Iteration 42Q (5654.669259 sec): 3 clusters Score: Raw -9087750.424929 + Penalty 3651.905281 = -9084098.519648 nChanged 147 SP:Iteration 43Q (5654.811746 sec): 3 clusters Score: Raw -9087788.786477 + Penalty 3651.905281 = -9084136.881196 nChanged 124 SP:Iteration 44Q (5654.948357 sec): 3 clusters Score: Raw -9087818.215522 + Penalty 3651.905281 = -9084166.310242 nChanged 108 SP:Iteration 45Q (5655.088874 sec): 3 clusters Score: Raw -9087843.694824 + Penalty 3651.905281 = -9084191.789543 nChanged 98 SP:Iteration 46Q (5655.228522 sec): 3 clusters Score: Raw -9087864.975526 + Penalty 3651.905281 = -9084213.070246 nChanged 67 SP:Iteration 47Q (5655.366204 sec): 3 clusters Score: Raw -9087878.772292 + Penalty 3651.905281 = -9084226.867012 nChanged 63 SP:Iteration 48Q (5655.502141 sec): 3 clusters Score: Raw -9087890.062600 + Penalty 3651.905281 = -9084238.157319 nChanged 55 SP:Iteration 49Q (5655.641330 sec): 3 clusters Score: Raw -9087900.381843 + Penalty 3651.905281 = -9084248.476563 nChanged 48 SP:Iteration 50Q (5655.778405 sec): 3 clusters Score: Raw -9087910.503817 + Penalty 3651.905281 = -9084258.598536 nChanged 43 SP:Iteration 51Q (5655.914002 sec): 3 clusters Score: Raw -9087919.365256 + Penalty 3651.905281 = -9084267.459976 nChanged 42 SP:Iteration 52Q (5656.048807 sec): 3 clusters Score: Raw -9087929.206186 + Penalty 3651.905281 = -9084277.300905 nChanged 46 SP:Iteration 53Q (5656.186038 sec): 3 clusters Score: Raw -9087939.445379 + Penalty 3651.905281 = -9084287.540098 nChanged 37 SP:Iteration 54Q (5656.326288 sec): 3 clusters Score: Raw -9087948.641751 + Penalty 3651.905281 = -9084296.736471 nChanged 33 SP:Iteration 55Q (5656.468988 sec): 3 clusters Score: Raw -9087955.394290 + Penalty 3651.905281 = -9084303.489009 nChanged 28 SP:Iteration 56Q (5656.615879 sec): 3 clusters Score: Raw -9087961.352172 + Penalty 3651.905281 = -9084309.446891 nChanged 23 SP:Iteration 57Q (5656.773852 sec): 3 clusters Score: Raw -9087964.627396 + Penalty 3651.905281 = -9084312.722115 nChanged 11 SP:Iteration 58Q (5656.920367 sec): 3 clusters Score: Raw -9087966.615897 + Penalty 3651.905281 = -9084314.710616 nChanged 17 SP:Iteration 59Q (5657.053040 sec): 3 clusters Score: Raw -9087969.987466 + Penalty 3651.905281 = -9084318.082185 nChanged 18 SP:Iteration 60F (5657.219632 sec): 3 clusters Score: Raw -9087972.913147 + Penalty 3651.905281 = -9084321.007866 nChanged 18 SP:Iteration 61Q (5657.379685 sec): 3 clusters Score: Raw -9087975.937683 + Penalty 3651.905281 = -9084324.032402 nChanged 12 SP:Iteration 62Q (5657.525165 sec): 3 clusters Score: Raw -9087978.043271 + Penalty 3651.905281 = -9084326.137991 nChanged 12 SP:Iteration 63Q (5657.661854 sec): 3 clusters Score: Raw -9087980.451449 + Penalty 3651.905281 = -9084328.546168 nChanged 13 SP:Iteration 64Q (5657.794224 sec): 3 clusters Score: Raw -9087983.186057 + Penalty 3651.905281 = -9084331.280776 nChanged 14 SP:Iteration 65Q (5657.920905 sec): 3 clusters Score: Raw -9087986.882752 + Penalty 3651.905281 = -9084334.977471 nChanged 16 SP:Iteration 66Q (5658.050732 sec): 3 clusters Score: Raw -9087990.439403 + Penalty 3651.905281 = -9084338.534122 nChanged 20 SP:Iteration 67Q (5658.180080 sec): 3 clusters Score: Raw -9087994.333207 + Penalty 3651.905281 = -9084342.427927 nChanged 18 SP:Iteration 68Q (5658.313690 sec): 3 clusters Score: Raw -9087997.627726 + Penalty 3651.905281 = -9084345.722445 nChanged 20 SP:Iteration 69Q (5658.449494 sec): 3 clusters Score: Raw -9088001.961229 + Penalty 3651.905281 = -9084350.055948 nChanged 19 SP:Iteration 70Q (5658.584291 sec): 3 clusters Score: Raw -9088007.008825 + Penalty 3651.905281 = -9084355.103544 nChanged 18 SP:Iteration 71Q (5658.716446 sec): 3 clusters Score: Raw -9088011.617038 + Penalty 3651.905281 = -9084359.711757 nChanged 15 SP:Iteration 72Q (5658.879796 sec): 3 clusters Score: Raw -9088014.758462 + Penalty 3651.905281 = -9084362.853181 nChanged 17 SP:Iteration 73Q (5659.016654 sec): 3 clusters Score: Raw -9088017.627974 + Penalty 3651.905281 = -9084365.722693 nChanged 11 SP:Iteration 74Q (5659.156467 sec): 3 clusters Score: Raw -9088020.646486 + Penalty 3651.905281 = -9084368.741205 nChanged 13 SP:Iteration 75Q (5659.316121 sec): 3 clusters Score: Raw -9088022.633356 + Penalty 3651.905281 = -9084370.728075 nChanged 7 SP:Iteration 76Q (5659.467652 sec): 3 clusters Score: Raw -9088023.831283 + Penalty 3651.905281 = -9084371.926003 nChanged 4 SP:Iteration 77Q (5659.622301 sec): 3 clusters Score: Raw -9088024.344462 + Penalty 3651.905281 = -9084372.439182 nChanged 1 SP:Iteration 78Q (5659.796615 sec): 3 clusters Score: Raw -9088024.507625 + Penalty 3651.905281 = -9084372.602344 nChanged 4 SP:Iteration 79Q (5659.977181 sec): 3 clusters Score: Raw -9088024.871288 + Penalty 3651.905281 = -9084372.966007 nChanged 2 SP:Iteration 80F (5660.136010 sec): 3 clusters Score: Raw -9088024.990032 + Penalty 3651.905281 = -9084373.084751 nChanged 0 Trying to split cluster 13 (1274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5660.160845 sec): 2 clusters Score: Raw -138220.816431 + Penalty 1161.861486 = -137058.954945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5660.192712 sec): 3 clusters Score: Raw -137780.657714 + Penalty 2323.722972 = -135456.934742 nChanged 411 SP:Iteration 1F (5660.224770 sec): 3 clusters Score: Raw -138134.947681 + Penalty 2323.722972 = -135811.224709 nChanged 107 SP:Iteration 2F (5660.256689 sec): 3 clusters Score: Raw -138249.085030 + Penalty 2323.722972 = -135925.362058 nChanged 68 SP:Iteration 3F (5660.288146 sec): 3 clusters Score: Raw -138336.342616 + Penalty 2323.722972 = -136012.619644 nChanged 57 SP:Iteration 4Q (5660.317104 sec): 3 clusters Score: Raw -138401.383929 + Penalty 2323.722972 = -136077.660957 nChanged 47 SP:Iteration 5Q (5660.348319 sec): 3 clusters Score: Raw -138448.391063 + Penalty 2323.722972 = -136124.668091 nChanged 38 SP:Iteration 6Q (5660.380177 sec): 3 clusters Score: Raw -138497.182137 + Penalty 2323.722972 = -136173.459165 nChanged 40 SP:Iteration 7Q (5660.411623 sec): 3 clusters Score: Raw -138538.970019 + Penalty 2323.722972 = -136215.247047 nChanged 28 SP:Iteration 8Q (5660.436492 sec): 3 clusters Score: Raw -138571.013673 + Penalty 2323.722972 = -136247.290701 nChanged 28 SP:Iteration 9Q (5660.476380 sec): 3 clusters Score: Raw -138594.779832 + Penalty 2323.722972 = -136271.056860 nChanged 24 SP:Iteration 10Q (5660.508230 sec): 3 clusters Score: Raw -138617.246978 + Penalty 2323.722972 = -136293.524007 nChanged 16 SP:Iteration 11Q (5660.539670 sec): 3 clusters Score: Raw -138633.869460 + Penalty 2323.722972 = -136310.146489 nChanged 16 SP:Iteration 12Q (5660.564610 sec): 3 clusters Score: Raw -138646.958214 + Penalty 2323.722972 = -136323.235242 nChanged 12 SP:Iteration 13Q (5660.596583 sec): 3 clusters Score: Raw -138657.258366 + Penalty 2323.722972 = -136333.535394 nChanged 8 SP:Iteration 14Q (5660.628209 sec): 3 clusters Score: Raw -138663.117714 + Penalty 2323.722972 = -136339.394743 nChanged 6 SP:Iteration 15Q (5660.666918 sec): 3 clusters Score: Raw -138668.227509 + Penalty 2323.722972 = -136344.504537 nChanged 4 SP:Iteration 16Q (5660.698224 sec): 3 clusters Score: Raw -138669.890778 + Penalty 2323.722972 = -136346.167806 nChanged 3 SP:Iteration 17Q (5660.729741 sec): 3 clusters Score: Raw -138672.420186 + Penalty 2323.722972 = -136348.697215 nChanged 6 SP:Iteration 18Q (5660.761636 sec): 3 clusters Score: Raw -138677.461319 + Penalty 2323.722972 = -136353.738347 nChanged 3 SP:Iteration 19Q (5660.793601 sec): 3 clusters Score: Raw -138680.155468 + Penalty 2323.722972 = -136356.432496 nChanged 3 SP:Iteration 20F (5660.818767 sec): 3 clusters Score: Raw -138683.877209 + Penalty 2323.722972 = -136360.154238 nChanged 4 SP:Iteration 21Q (5660.848379 sec): 3 clusters Score: Raw -138686.420450 + Penalty 2323.722972 = -136362.697478 nChanged 3 SP:Iteration 22Q (5660.882138 sec): 3 clusters Score: Raw -138689.950003 + Penalty 2323.722972 = -136366.227031 nChanged 3 SP:Iteration 23Q (5660.917653 sec): 3 clusters Score: Raw -138691.953018 + Penalty 2323.722972 = -136368.230046 nChanged 4 SP:Iteration 24Q (5660.957036 sec): 3 clusters Score: Raw -138694.537758 + Penalty 2323.722972 = -136370.814786 nChanged 4 SP:Iteration 25Q (5660.999375 sec): 3 clusters Score: Raw -138700.748525 + Penalty 2323.722972 = -136377.025553 nChanged 4 SP:Iteration 26Q (5661.041582 sec): 3 clusters Score: Raw -138703.115729 + Penalty 2323.722972 = -136379.392757 nChanged 3 SP:Iteration 27Q (5661.084077 sec): 3 clusters Score: Raw -138707.176406 + Penalty 2323.722972 = -136383.453434 nChanged 5 SP:Iteration 28Q (5661.126295 sec): 3 clusters Score: Raw -138710.989242 + Penalty 2323.722972 = -136387.266270 nChanged 8 SP:Iteration 29Q (5661.168649 sec): 3 clusters Score: Raw -138717.224357 + Penalty 2323.722972 = -136393.501385 nChanged 6 SP:Iteration 30Q (5661.210712 sec): 3 clusters Score: Raw -138722.702502 + Penalty 2323.722972 = -136398.979531 nChanged 10 SP:Iteration 31Q (5661.252985 sec): 3 clusters Score: Raw -138733.181473 + Penalty 2323.722972 = -136409.458501 nChanged 8 SP:Iteration 32Q (5661.294900 sec): 3 clusters Score: Raw -138741.292585 + Penalty 2323.722972 = -136417.569613 nChanged 3 SP:Iteration 33Q (5661.338392 sec): 3 clusters Score: Raw -138742.779474 + Penalty 2323.722972 = -136419.056502 nChanged 4 SP:Iteration 34Q (5661.383205 sec): 3 clusters Score: Raw -138745.088485 + Penalty 2323.722972 = -136421.365513 nChanged 2 SP:Iteration 35Q (5661.421744 sec): 3 clusters Score: Raw -138747.674647 + Penalty 2323.722972 = -136423.951676 nChanged 2 SP:Iteration 36Q (5661.466763 sec): 3 clusters Score: Raw -138748.939966 + Penalty 2323.722972 = -136425.216994 nChanged 3 SP:Iteration 37Q (5661.502454 sec): 3 clusters Score: Raw -138751.890566 + Penalty 2323.722972 = -136428.167594 nChanged 3 SP:Iteration 38Q (5661.546178 sec): 3 clusters Score: Raw -138753.278553 + Penalty 2323.722972 = -136429.555581 nChanged 1 SP:Iteration 39Q (5661.590195 sec): 3 clusters Score: Raw -138753.719024 + Penalty 2323.722972 = -136429.996052 nChanged 0 SP:Iteration 40F (5661.640098 sec): 3 clusters Score: Raw -138753.719024 + Penalty 2323.722972 = -136429.996052 nChanged 0 Trying to split cluster 14 (6114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5661.684966 sec): 2 clusters Score: Raw -688930.775560 + Penalty 1416.729682 = -687514.045878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5661.722182 sec): 3 clusters Score: Raw -685674.738341 + Penalty 2833.459363 = -682841.278978 nChanged 2532 SP:Iteration 1F (5661.781760 sec): 3 clusters Score: Raw -687036.413451 + Penalty 2833.459363 = -684202.954088 nChanged 428 SP:Iteration 2F (5661.840908 sec): 3 clusters Score: Raw -687245.158454 + Penalty 2833.459363 = -684411.699091 nChanged 316 SP:Iteration 3F (5661.899974 sec): 3 clusters Score: Raw -687393.657291 + Penalty 2833.459363 = -684560.197928 nChanged 258 SP:Iteration 4Q (5661.958429 sec): 3 clusters Score: Raw -687525.911265 + Penalty 2833.459363 = -684692.451902 nChanged 239 SP:Iteration 5Q (5661.999391 sec): 3 clusters Score: Raw -687658.656349 + Penalty 2833.459363 = -684825.196986 nChanged 226 SP:Iteration 6Q (5662.059087 sec): 3 clusters Score: Raw -687798.056770 + Penalty 2833.459363 = -684964.597406 nChanged 244 SP:Iteration 7Q (5662.119375 sec): 3 clusters Score: Raw -687954.892400 + Penalty 2833.459363 = -685121.433037 nChanged 268 SP:Iteration 8Q (5662.172910 sec): 3 clusters Score: Raw -688120.834672 + Penalty 2833.459363 = -685287.375308 nChanged 246 SP:Iteration 9Q (5662.233611 sec): 3 clusters Score: Raw -688286.158830 + Penalty 2833.459363 = -685452.699467 nChanged 253 SP:Iteration 10Q (5662.293553 sec): 3 clusters Score: Raw -688446.642560 + Penalty 2833.459363 = -685613.183196 nChanged 218 SP:Iteration 11Q (5662.353279 sec): 3 clusters Score: Raw -688566.700112 + Penalty 2833.459363 = -685733.240748 nChanged 200 SP:Iteration 12Q (5662.413283 sec): 3 clusters Score: Raw -688695.654616 + Penalty 2833.459363 = -685862.195252 nChanged 193 SP:Iteration 13Q (5662.470452 sec): 3 clusters Score: Raw -688795.294069 + Penalty 2833.459363 = -685961.834706 nChanged 135 SP:Iteration 14Q (5662.518740 sec): 3 clusters Score: Raw -688877.583189 + Penalty 2833.459363 = -686044.123825 nChanged 136 SP:Iteration 15Q (5662.578168 sec): 3 clusters Score: Raw -688947.457825 + Penalty 2833.459363 = -686113.998462 nChanged 99 SP:Iteration 16Q (5662.637524 sec): 3 clusters Score: Raw -688993.332615 + Penalty 2833.459363 = -686159.873252 nChanged 85 SP:Iteration 17Q (5662.696139 sec): 3 clusters Score: Raw -689030.817870 + Penalty 2833.459363 = -686197.358507 nChanged 78 SP:Iteration 18Q (5662.757105 sec): 3 clusters Score: Raw -689060.926088 + Penalty 2833.459363 = -686227.466725 nChanged 70 SP:Iteration 19Q (5662.799419 sec): 3 clusters Score: Raw -689086.029899 + Penalty 2833.459363 = -686252.570535 nChanged 61 SP:Iteration 20F (5662.846300 sec): 3 clusters Score: Raw -689107.385110 + Penalty 2833.459363 = -686273.925746 nChanged 55 SP:Iteration 21Q (5662.899143 sec): 3 clusters Score: Raw -689123.140418 + Penalty 2833.459363 = -686289.681055 nChanged 37 SP:Iteration 22Q (5662.954002 sec): 3 clusters Score: Raw -689133.273890 + Penalty 2833.459363 = -686299.814527 nChanged 28 SP:Iteration 23Q (5663.008941 sec): 3 clusters Score: Raw -689141.605082 + Penalty 2833.459363 = -686308.145719 nChanged 25 SP:Iteration 24Q (5663.067016 sec): 3 clusters Score: Raw -689147.946738 + Penalty 2833.459363 = -686314.487375 nChanged 17 SP:Iteration 25Q (5663.127118 sec): 3 clusters Score: Raw -689152.260894 + Penalty 2833.459363 = -686318.801530 nChanged 14 SP:Iteration 26Q (5663.165396 sec): 3 clusters Score: Raw -689155.549589 + Penalty 2833.459363 = -686322.090226 nChanged 17 SP:Iteration 27Q (5663.221302 sec): 3 clusters Score: Raw -689159.126922 + Penalty 2833.459363 = -686325.667558 nChanged 16 SP:Iteration 28Q (5663.278046 sec): 3 clusters Score: Raw -689161.939172 + Penalty 2833.459363 = -686328.479809 nChanged 15 SP:Iteration 29Q (5663.335400 sec): 3 clusters Score: Raw -689166.568813 + Penalty 2833.459363 = -686333.109450 nChanged 21 SP:Iteration 30Q (5663.392549 sec): 3 clusters Score: Raw -689170.951979 + Penalty 2833.459363 = -686337.492616 nChanged 13 SP:Iteration 31Q (5663.448150 sec): 3 clusters Score: Raw -689173.192232 + Penalty 2833.459363 = -686339.732868 nChanged 14 SP:Iteration 32Q (5663.504958 sec): 3 clusters Score: Raw -689175.629121 + Penalty 2833.459363 = -686342.169758 nChanged 9 SP:Iteration 33Q (5663.556787 sec): 3 clusters Score: Raw -689177.238619 + Penalty 2833.459363 = -686343.779256 nChanged 8 SP:Iteration 34Q (5663.601990 sec): 3 clusters Score: Raw -689178.502047 + Penalty 2833.459363 = -686345.042684 nChanged 7 SP:Iteration 35Q (5663.643993 sec): 3 clusters Score: Raw -689179.943257 + Penalty 2833.459363 = -686346.483893 nChanged 6 SP:Iteration 36Q (5663.697942 sec): 3 clusters Score: Raw -689181.080788 + Penalty 2833.459363 = -686347.621424 nChanged 4 SP:Iteration 37Q (5663.751007 sec): 3 clusters Score: Raw -689181.483839 + Penalty 2833.459363 = -686348.024476 nChanged 3 SP:Iteration 38Q (5663.805556 sec): 3 clusters Score: Raw -689181.870161 + Penalty 2833.459363 = -686348.410798 nChanged 1 SP:Iteration 39Q (5663.865036 sec): 3 clusters Score: Raw -689182.107533 + Penalty 2833.459363 = -686348.648170 nChanged 0 SP:Iteration 40F (5663.935770 sec): 3 clusters Score: Raw -689182.107533 + Penalty 2833.459363 = -686348.648170 nChanged 0 Trying to split cluster 15 (64074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5664.057113 sec): 2 clusters Score: Raw -7568078.994438 + Penalty 1798.516516 = -7566280.477922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5664.232590 sec): 3 clusters Score: Raw -7527064.421791 + Penalty 3597.033032 = -7523467.388759 nChanged 30340 SP:Iteration 1F (5664.376510 sec): 3 clusters Score: Raw -7544500.340738 + Penalty 3597.033032 = -7540903.307707 nChanged 2815 SP:Iteration 2Q (5664.550343 sec): 3 clusters Score: Raw -7545573.911972 + Penalty 3597.033032 = -7541976.878940 nChanged 3221 SP:Iteration 3F (5664.701588 sec): 3 clusters Score: Raw -7547036.287248 + Penalty 3597.033032 = -7543439.254216 nChanged 3605 SP:Iteration 4F (5664.846742 sec): 3 clusters Score: Raw -7548955.744944 + Penalty 3597.033032 = -7545358.711912 nChanged 3927 SP:Iteration 5F (5664.994660 sec): 3 clusters Score: Raw -7551355.235873 + Penalty 3597.033032 = -7547758.202841 nChanged 4081 SP:Iteration 6F (5665.146663 sec): 3 clusters Score: Raw -7553997.391664 + Penalty 3597.033032 = -7550400.358632 nChanged 3838 SP:Iteration 7F (5665.287894 sec): 3 clusters Score: Raw -7556331.537101 + Penalty 3597.033032 = -7552734.504069 nChanged 3376 SP:Iteration 8F (5665.435981 sec): 3 clusters Score: Raw -7558191.091030 + Penalty 3597.033032 = -7554594.057998 nChanged 2702 SP:Iteration 9Q (5665.592910 sec): 3 clusters Score: Raw -7559388.366321 + Penalty 3597.033032 = -7555791.333289 nChanged 2024 SP:Iteration 10Q (5665.752165 sec): 3 clusters Score: Raw -7560058.170308 + Penalty 3597.033032 = -7556461.137276 nChanged 1447 SP:Iteration 11Q (5665.905808 sec): 3 clusters Score: Raw -7560407.890392 + Penalty 3597.033032 = -7556810.857360 nChanged 1055 SP:Iteration 12Q (5666.060226 sec): 3 clusters Score: Raw -7560622.075669 + Penalty 3597.033032 = -7557025.042637 nChanged 812 SP:Iteration 13Q (5666.218059 sec): 3 clusters Score: Raw -7560765.739272 + Penalty 3597.033032 = -7557168.706240 nChanged 669 SP:Iteration 14Q (5666.374719 sec): 3 clusters Score: Raw -7560876.547507 + Penalty 3597.033032 = -7557279.514475 nChanged 590 SP:Iteration 15Q (5666.515848 sec): 3 clusters Score: Raw -7560971.983500 + Penalty 3597.033032 = -7557374.950469 nChanged 553 SP:Iteration 16Q (5666.652767 sec): 3 clusters Score: Raw -7561061.919727 + Penalty 3597.033032 = -7557464.886695 nChanged 547 SP:Iteration 17Q (5666.809670 sec): 3 clusters Score: Raw -7561145.833038 + Penalty 3597.033032 = -7557548.800006 nChanged 509 SP:Iteration 18Q (5666.976306 sec): 3 clusters Score: Raw -7561228.766344 + Penalty 3597.033032 = -7557631.733312 nChanged 514 SP:Iteration 19Q (5667.137871 sec): 3 clusters Score: Raw -7561313.272523 + Penalty 3597.033032 = -7557716.239491 nChanged 492 SP:Iteration 20F (5667.295486 sec): 3 clusters Score: Raw -7561390.701521 + Penalty 3597.033032 = -7557793.668489 nChanged 492 SP:Iteration 21Q (5667.460768 sec): 3 clusters Score: Raw -7561471.521035 + Penalty 3597.033032 = -7557874.488003 nChanged 512 SP:Iteration 22Q (5667.627077 sec): 3 clusters Score: Raw -7561555.624816 + Penalty 3597.033032 = -7557958.591784 nChanged 526 SP:Iteration 23Q (5667.794996 sec): 3 clusters Score: Raw -7561634.608345 + Penalty 3597.033032 = -7558037.575313 nChanged 492 SP:Iteration 24Q (5667.953675 sec): 3 clusters Score: Raw -7561714.447370 + Penalty 3597.033032 = -7558117.414338 nChanged 514 SP:Iteration 25Q (5668.111334 sec): 3 clusters Score: Raw -7561803.158606 + Penalty 3597.033032 = -7558206.125574 nChanged 550 SP:Iteration 26Q (5668.267288 sec): 3 clusters Score: Raw -7561896.783664 + Penalty 3597.033032 = -7558299.750632 nChanged 512 SP:Iteration 27Q (5668.414679 sec): 3 clusters Score: Raw -7561987.713656 + Penalty 3597.033032 = -7558390.680624 nChanged 554 SP:Iteration 28Q (5668.565611 sec): 3 clusters Score: Raw -7562091.340602 + Penalty 3597.033032 = -7558494.307570 nChanged 560 SP:Iteration 29Q (5668.721919 sec): 3 clusters Score: Raw -7562189.038723 + Penalty 3597.033032 = -7558592.005691 nChanged 530 SP:Iteration 30Q (5668.872180 sec): 3 clusters Score: Raw -7562284.689672 + Penalty 3597.033032 = -7558687.656640 nChanged 552 SP:Iteration 31Q (5669.019447 sec): 3 clusters Score: Raw -7562383.898087 + Penalty 3597.033032 = -7558786.865055 nChanged 515 SP:Iteration 32Q (5669.167730 sec): 3 clusters Score: Raw -7562477.749315 + Penalty 3597.033032 = -7558880.716283 nChanged 510 SP:Iteration 33Q (5669.319543 sec): 3 clusters Score: Raw -7562562.743492 + Penalty 3597.033032 = -7558965.710460 nChanged 467 SP:Iteration 34Q (5669.471309 sec): 3 clusters Score: Raw -7562634.308955 + Penalty 3597.033032 = -7559037.275923 nChanged 463 SP:Iteration 35Q (5669.623420 sec): 3 clusters Score: Raw -7562710.131524 + Penalty 3597.033032 = -7559113.098492 nChanged 463 SP:Iteration 36Q (5669.768747 sec): 3 clusters Score: Raw -7562786.156069 + Penalty 3597.033032 = -7559189.123037 nChanged 454 SP:Iteration 37Q (5669.921202 sec): 3 clusters Score: Raw -7562864.124143 + Penalty 3597.033032 = -7559267.091111 nChanged 465 SP:Iteration 38Q (5670.070703 sec): 3 clusters Score: Raw -7562947.178749 + Penalty 3597.033032 = -7559350.145717 nChanged 470 SP:Iteration 39Q (5670.221687 sec): 3 clusters Score: Raw -7563019.972843 + Penalty 3597.033032 = -7559422.939812 nChanged 429 SP:Iteration 40F (5670.368942 sec): 3 clusters Score: Raw -7563083.737833 + Penalty 3597.033032 = -7559486.704801 nChanged 423 SP:Iteration 41Q (5670.523880 sec): 3 clusters Score: Raw -7563139.232977 + Penalty 3597.033032 = -7559542.199945 nChanged 389 SP:Iteration 42Q (5670.686231 sec): 3 clusters Score: Raw -7563190.121745 + Penalty 3597.033032 = -7559593.088713 nChanged 400 SP:Iteration 43Q (5670.847861 sec): 3 clusters Score: Raw -7563242.315511 + Penalty 3597.033032 = -7559645.282479 nChanged 410 SP:Iteration 44Q (5670.988449 sec): 3 clusters Score: Raw -7563299.941963 + Penalty 3597.033032 = -7559702.908931 nChanged 415 SP:Iteration 45Q (5671.149180 sec): 3 clusters Score: Raw -7563365.477884 + Penalty 3597.033032 = -7559768.444852 nChanged 455 SP:Iteration 46Q (5671.309229 sec): 3 clusters Score: Raw -7563444.029910 + Penalty 3597.033032 = -7559846.996878 nChanged 527 SP:Iteration 47Q (5671.468400 sec): 3 clusters Score: Raw -7563541.382511 + Penalty 3597.033032 = -7559944.349479 nChanged 559 SP:Iteration 48Q (5671.626628 sec): 3 clusters Score: Raw -7563653.323242 + Penalty 3597.033032 = -7560056.290210 nChanged 588 SP:Iteration 49Q (5671.787800 sec): 3 clusters Score: Raw -7563779.631976 + Penalty 3597.033032 = -7560182.598944 nChanged 620 SP:Iteration 50Q (5671.955774 sec): 3 clusters Score: Raw -7563936.519692 + Penalty 3597.033032 = -7560339.486660 nChanged 671 SP:Iteration 51Q (5672.122342 sec): 3 clusters Score: Raw -7564120.019742 + Penalty 3597.033032 = -7560522.986710 nChanged 722 SP:Iteration 52Q (5672.271733 sec): 3 clusters Score: Raw -7564336.484457 + Penalty 3597.033032 = -7560739.451425 nChanged 771 SP:Iteration 53Q (5672.425785 sec): 3 clusters Score: Raw -7564597.082048 + Penalty 3597.033032 = -7561000.049016 nChanged 784 SP:Iteration 54Q (5672.578930 sec): 3 clusters Score: Raw -7564865.472343 + Penalty 3597.033032 = -7561268.439312 nChanged 789 SP:Iteration 55Q (5672.724429 sec): 3 clusters Score: Raw -7565152.223783 + Penalty 3597.033032 = -7561555.190751 nChanged 802 SP:Iteration 56Q (5672.873810 sec): 3 clusters Score: Raw -7565483.546049 + Penalty 3597.033032 = -7561886.513017 nChanged 819 SP:Iteration 57Q (5673.025406 sec): 3 clusters Score: Raw -7565808.829106 + Penalty 3597.033032 = -7562211.796074 nChanged 746 SP:Iteration 58Q (5673.172487 sec): 3 clusters Score: Raw -7566050.145739 + Penalty 3597.033032 = -7562453.112707 nChanged 678 SP:Iteration 59Q (5673.319687 sec): 3 clusters Score: Raw -7566238.063094 + Penalty 3597.033032 = -7562641.030062 nChanged 627 SP:Iteration 60F (5673.462319 sec): 3 clusters Score: Raw -7566384.587223 + Penalty 3597.033032 = -7562787.554191 nChanged 520 SP:Iteration 61Q (5673.608142 sec): 3 clusters Score: Raw -7566481.945662 + Penalty 3597.033032 = -7562884.912630 nChanged 437 SP:Iteration 62Q (5673.753437 sec): 3 clusters Score: Raw -7566549.927529 + Penalty 3597.033032 = -7562952.894497 nChanged 393 SP:Iteration 63Q (5673.891039 sec): 3 clusters Score: Raw -7566605.500922 + Penalty 3597.033032 = -7563008.467890 nChanged 338 SP:Iteration 64Q (5674.029417 sec): 3 clusters Score: Raw -7566648.121844 + Penalty 3597.033032 = -7563051.088812 nChanged 306 SP:Iteration 65Q (5674.168983 sec): 3 clusters Score: Raw -7566687.748608 + Penalty 3597.033032 = -7563090.715576 nChanged 311 SP:Iteration 66Q (5674.311026 sec): 3 clusters Score: Raw -7566726.460852 + Penalty 3597.033032 = -7563129.427820 nChanged 288 SP:Iteration 67Q (5674.455085 sec): 3 clusters Score: Raw -7566761.173893 + Penalty 3597.033032 = -7563164.140862 nChanged 248 SP:Iteration 68Q (5674.597160 sec): 3 clusters Score: Raw -7566788.493691 + Penalty 3597.033032 = -7563191.460659 nChanged 235 SP:Iteration 69Q (5674.739918 sec): 3 clusters Score: Raw -7566813.160209 + Penalty 3597.033032 = -7563216.127177 nChanged 236 SP:Iteration 70Q (5674.882314 sec): 3 clusters Score: Raw -7566839.663470 + Penalty 3597.033032 = -7563242.630438 nChanged 257 SP:Iteration 71Q (5675.024008 sec): 3 clusters Score: Raw -7566871.823223 + Penalty 3597.033032 = -7563274.790191 nChanged 241 SP:Iteration 72Q (5675.164875 sec): 3 clusters Score: Raw -7566898.160830 + Penalty 3597.033032 = -7563301.127798 nChanged 238 SP:Iteration 73Q (5675.306549 sec): 3 clusters Score: Raw -7566925.912405 + Penalty 3597.033032 = -7563328.879373 nChanged 251 SP:Iteration 74Q (5675.448145 sec): 3 clusters Score: Raw -7566957.257311 + Penalty 3597.033032 = -7563360.224279 nChanged 253 SP:Iteration 75Q (5675.589714 sec): 3 clusters Score: Raw -7566984.537381 + Penalty 3597.033032 = -7563387.504349 nChanged 233 SP:Iteration 76Q (5675.730762 sec): 3 clusters Score: Raw -7567009.359869 + Penalty 3597.033032 = -7563412.326837 nChanged 244 SP:Iteration 77Q (5675.869020 sec): 3 clusters Score: Raw -7567037.928936 + Penalty 3597.033032 = -7563440.895904 nChanged 242 SP:Iteration 78Q (5676.015639 sec): 3 clusters Score: Raw -7567072.705846 + Penalty 3597.033032 = -7563475.672814 nChanged 306 SP:Iteration 79Q (5676.156324 sec): 3 clusters Score: Raw -7567120.531738 + Penalty 3597.033032 = -7563523.498706 nChanged 297 SP:Iteration 80F (5676.310914 sec): 3 clusters Score: Raw -7567163.349863 + Penalty 3597.033032 = -7563566.316831 nChanged 293 SP:Iteration 81Q (5676.451349 sec): 3 clusters Score: Raw -7567207.963663 + Penalty 3597.033032 = -7563610.930631 nChanged 294 SP:Iteration 82Q (5676.577927 sec): 3 clusters Score: Raw -7567255.906274 + Penalty 3597.033032 = -7563658.873243 nChanged 287 SP:Iteration 83Q (5676.718878 sec): 3 clusters Score: Raw -7567301.364326 + Penalty 3597.033032 = -7563704.331294 nChanged 246 SP:Iteration 84Q (5676.887922 sec): 3 clusters Score: Raw -7567334.909868 + Penalty 3597.033032 = -7563737.876836 nChanged 239 SP:Iteration 85Q (5677.059719 sec): 3 clusters Score: Raw -7567366.115740 + Penalty 3597.033032 = -7563769.082708 nChanged 238 SP:Iteration 86Q (5677.195127 sec): 3 clusters Score: Raw -7567393.645267 + Penalty 3597.033032 = -7563796.612235 nChanged 215 SP:Iteration 87Q (5677.333123 sec): 3 clusters Score: Raw -7567421.029275 + Penalty 3597.033032 = -7563823.996243 nChanged 225 SP:Iteration 88Q (5677.473014 sec): 3 clusters Score: Raw -7567450.073888 + Penalty 3597.033032 = -7563853.040856 nChanged 215 SP:Iteration 89Q (5677.617709 sec): 3 clusters Score: Raw -7567476.029928 + Penalty 3597.033032 = -7563878.996896 nChanged 216 SP:Iteration 90Q (5677.755388 sec): 3 clusters Score: Raw -7567503.899588 + Penalty 3597.033032 = -7563906.866557 nChanged 210 SP:Iteration 91Q (5677.896715 sec): 3 clusters Score: Raw -7567532.231037 + Penalty 3597.033032 = -7563935.198005 nChanged 203 SP:Iteration 92Q (5678.035846 sec): 3 clusters Score: Raw -7567557.837607 + Penalty 3597.033032 = -7563960.804575 nChanged 205 SP:Iteration 93Q (5678.175853 sec): 3 clusters Score: Raw -7567584.078659 + Penalty 3597.033032 = -7563987.045627 nChanged 218 SP:Iteration 94Q (5678.313089 sec): 3 clusters Score: Raw -7567613.469797 + Penalty 3597.033032 = -7564016.436765 nChanged 210 SP:Iteration 95Q (5678.459086 sec): 3 clusters Score: Raw -7567640.414582 + Penalty 3597.033032 = -7564043.381550 nChanged 201 SP:Iteration 96Q (5678.598019 sec): 3 clusters Score: Raw -7567664.560578 + Penalty 3597.033032 = -7564067.527546 nChanged 197 SP:Iteration 97Q (5678.744878 sec): 3 clusters Score: Raw -7567692.378770 + Penalty 3597.033032 = -7564095.345738 nChanged 209 SP:Iteration 98Q (5678.906506 sec): 3 clusters Score: Raw -7567721.664176 + Penalty 3597.033032 = -7564124.631144 nChanged 190 SP:Iteration 99Q (5679.045086 sec): 3 clusters Score: Raw -7567747.845754 + Penalty 3597.033032 = -7564150.812722 nChanged 176 SP:Iteration 100F (5679.196567 sec): 3 clusters Score: Raw -7567771.392140 + Penalty 3597.033032 = -7564174.359108 nChanged 175 SP:Iteration 101Q (5679.346926 sec): 3 clusters Score: Raw -7567793.931164 + Penalty 3597.033032 = -7564196.898132 nChanged 161 SP:Iteration 102Q (5679.507316 sec): 3 clusters Score: Raw -7567816.580466 + Penalty 3597.033032 = -7564219.547434 nChanged 172 SP:Iteration 103Q (5679.648271 sec): 3 clusters Score: Raw -7567841.097084 + Penalty 3597.033032 = -7564244.064052 nChanged 161 SP:Iteration 104Q (5679.783455 sec): 3 clusters Score: Raw -7567863.708481 + Penalty 3597.033032 = -7564266.675449 nChanged 158 SP:Iteration 105Q (5679.918383 sec): 3 clusters Score: Raw -7567885.019150 + Penalty 3597.033032 = -7564287.986118 nChanged 164 SP:Iteration 106Q (5680.054582 sec): 3 clusters Score: Raw -7567906.624587 + Penalty 3597.033032 = -7564309.591555 nChanged 155 SP:Iteration 107Q (5680.191457 sec): 3 clusters Score: Raw -7567928.393060 + Penalty 3597.033032 = -7564331.360028 nChanged 153 SP:Iteration 108Q (5680.327505 sec): 3 clusters Score: Raw -7567951.898107 + Penalty 3597.033032 = -7564354.865075 nChanged 160 SP:Iteration 109Q (5680.470035 sec): 3 clusters Score: Raw -7567977.227498 + Penalty 3597.033032 = -7564380.194466 nChanged 155 SP:Iteration 110Q (5680.601382 sec): 3 clusters Score: Raw -7568001.687263 + Penalty 3597.033032 = -7564404.654231 nChanged 152 SP:Iteration 111Q (5680.735904 sec): 3 clusters Score: Raw -7568022.583392 + Penalty 3597.033032 = -7564425.550360 nChanged 121 SP:Iteration 112Q (5680.862263 sec): 3 clusters Score: Raw -7568038.303804 + Penalty 3597.033032 = -7564441.270772 nChanged 113 SP:Iteration 113Q (5680.988268 sec): 3 clusters Score: Raw -7568051.177585 + Penalty 3597.033032 = -7564454.144553 nChanged 102 SP:Iteration 114Q (5681.121733 sec): 3 clusters Score: Raw -7568064.469296 + Penalty 3597.033032 = -7564467.436264 nChanged 102 SP:Iteration 115Q (5681.258012 sec): 3 clusters Score: Raw -7568078.206505 + Penalty 3597.033032 = -7564481.173473 nChanged 111 SP:Iteration 116Q (5681.393411 sec): 3 clusters Score: Raw -7568093.656744 + Penalty 3597.033032 = -7564496.623712 nChanged 116 SP:Iteration 117Q (5681.531180 sec): 3 clusters Score: Raw -7568108.429555 + Penalty 3597.033032 = -7564511.396523 nChanged 115 SP:Iteration 118Q (5681.653411 sec): 3 clusters Score: Raw -7568124.809852 + Penalty 3597.033032 = -7564527.776820 nChanged 107 SP:Iteration 119Q (5681.786123 sec): 3 clusters Score: Raw -7568139.699488 + Penalty 3597.033032 = -7564542.666456 nChanged 109 SP:Iteration 120F (5681.954119 sec): 3 clusters Score: Raw -7568157.579055 + Penalty 3597.033032 = -7564560.546023 nChanged 114 SP:Iteration 121Q (5682.108625 sec): 3 clusters Score: Raw -7568174.562289 + Penalty 3597.033032 = -7564577.529257 nChanged 104 SP:Iteration 122Q (5682.243987 sec): 3 clusters Score: Raw -7568189.317266 + Penalty 3597.033032 = -7564592.284235 nChanged 108 SP:Iteration 123Q (5682.384163 sec): 3 clusters Score: Raw -7568206.789077 + Penalty 3597.033032 = -7564609.756045 nChanged 105 SP:Iteration 124Q (5682.541034 sec): 3 clusters Score: Raw -7568227.803701 + Penalty 3597.033032 = -7564630.770669 nChanged 125 SP:Iteration 125Q (5682.665969 sec): 3 clusters Score: Raw -7568251.453773 + Penalty 3597.033032 = -7564654.420741 nChanged 132 SP:Iteration 126Q (5682.794836 sec): 3 clusters Score: Raw -7568276.870512 + Penalty 3597.033032 = -7564679.837480 nChanged 116 SP:Iteration 127Q (5682.923712 sec): 3 clusters Score: Raw -7568296.319251 + Penalty 3597.033032 = -7564699.286219 nChanged 106 SP:Iteration 128Q (5683.042479 sec): 3 clusters Score: Raw -7568313.700786 + Penalty 3597.033032 = -7564716.667754 nChanged 95 SP:Iteration 129Q (5683.160016 sec): 3 clusters Score: Raw -7568329.575904 + Penalty 3597.033032 = -7564732.542872 nChanged 93 SP:Iteration 130Q (5683.275772 sec): 3 clusters Score: Raw -7568345.311084 + Penalty 3597.033032 = -7564748.278052 nChanged 83 SP:Iteration 131Q (5683.390402 sec): 3 clusters Score: Raw -7568360.916936 + Penalty 3597.033032 = -7564763.883904 nChanged 82 SP:Iteration 132Q (5683.504603 sec): 3 clusters Score: Raw -7568376.788128 + Penalty 3597.033032 = -7564779.755096 nChanged 85 SP:Iteration 133Q (5683.628102 sec): 3 clusters Score: Raw -7568394.351462 + Penalty 3597.033032 = -7564797.318430 nChanged 87 SP:Iteration 134Q (5683.747019 sec): 3 clusters Score: Raw -7568411.442701 + Penalty 3597.033032 = -7564814.409669 nChanged 77 SP:Iteration 135Q (5683.877619 sec): 3 clusters Score: Raw -7568424.578730 + Penalty 3597.033032 = -7564827.545698 nChanged 69 SP:Iteration 136Q (5684.009255 sec): 3 clusters Score: Raw -7568437.098312 + Penalty 3597.033032 = -7564840.065280 nChanged 73 SP:Iteration 137Q (5684.140693 sec): 3 clusters Score: Raw -7568449.286014 + Penalty 3597.033032 = -7564852.252982 nChanged 64 SP:Iteration 138Q (5684.264861 sec): 3 clusters Score: Raw -7568460.775815 + Penalty 3597.033032 = -7564863.742783 nChanged 67 SP:Iteration 139Q (5684.386482 sec): 3 clusters Score: Raw -7568471.998075 + Penalty 3597.033032 = -7564874.965043 nChanged 58 SP:Iteration 140F (5684.538352 sec): 3 clusters Score: Raw -7568482.823176 + Penalty 3597.033032 = -7564885.790144 nChanged 60 SP:Iteration 141Q (5684.669050 sec): 3 clusters Score: Raw -7568496.054973 + Penalty 3597.033032 = -7564899.021941 nChanged 65 SP:Iteration 142Q (5684.798716 sec): 3 clusters Score: Raw -7568509.488115 + Penalty 3597.033032 = -7564912.455083 nChanged 66 SP:Iteration 143Q (5684.948691 sec): 3 clusters Score: Raw -7568524.807821 + Penalty 3597.033032 = -7564927.774789 nChanged 60 SP:Iteration 144Q (5685.084844 sec): 3 clusters Score: Raw -7568537.527908 + Penalty 3597.033032 = -7564940.494876 nChanged 54 SP:Iteration 145Q (5685.203097 sec): 3 clusters Score: Raw -7568547.619990 + Penalty 3597.033032 = -7564950.586958 nChanged 37 SP:Iteration 146Q (5685.340859 sec): 3 clusters Score: Raw -7568555.162979 + Penalty 3597.033032 = -7564958.129947 nChanged 39 SP:Iteration 147Q (5685.471200 sec): 3 clusters Score: Raw -7568564.627346 + Penalty 3597.033032 = -7564967.594314 nChanged 42 SP:Iteration 148Q (5685.610571 sec): 3 clusters Score: Raw -7568571.595497 + Penalty 3597.033032 = -7564974.562465 nChanged 39 SP:Iteration 149Q (5685.740581 sec): 3 clusters Score: Raw -7568576.862265 + Penalty 3597.033032 = -7564979.829233 nChanged 22 SP:Iteration 150Q (5685.882666 sec): 3 clusters Score: Raw -7568580.637542 + Penalty 3597.033032 = -7564983.604510 nChanged 24 SP:Iteration 151Q (5686.017087 sec): 3 clusters Score: Raw -7568583.966634 + Penalty 3597.033032 = -7564986.933602 nChanged 22 SP:Iteration 152Q (5686.149201 sec): 3 clusters Score: Raw -7568587.740300 + Penalty 3597.033032 = -7564990.707268 nChanged 25 SP:Iteration 153Q (5686.281520 sec): 3 clusters Score: Raw -7568592.088033 + Penalty 3597.033032 = -7564995.055001 nChanged 23 SP:Iteration 154Q (5686.405517 sec): 3 clusters Score: Raw -7568595.522575 + Penalty 3597.033032 = -7564998.489543 nChanged 12 SP:Iteration 155Q (5686.537478 sec): 3 clusters Score: Raw -7568597.605762 + Penalty 3597.033032 = -7565000.572730 nChanged 16 SP:Iteration 156Q (5686.666418 sec): 3 clusters Score: Raw -7568599.640703 + Penalty 3597.033032 = -7565002.607671 nChanged 13 SP:Iteration 157Q (5686.791366 sec): 3 clusters Score: Raw -7568601.326764 + Penalty 3597.033032 = -7565004.293733 nChanged 10 SP:Iteration 158Q (5686.915946 sec): 3 clusters Score: Raw -7568602.347799 + Penalty 3597.033032 = -7565005.314768 nChanged 7 SP:Iteration 159Q (5687.043949 sec): 3 clusters Score: Raw -7568603.403787 + Penalty 3597.033032 = -7565006.370755 nChanged 6 SP:Iteration 160F (5687.199234 sec): 3 clusters Score: Raw -7568603.824679 + Penalty 3597.033032 = -7565006.791647 nChanged 1 SP:Iteration 161Q (5687.323249 sec): 3 clusters Score: Raw -7568603.914425 + Penalty 3597.033032 = -7565006.881393 nChanged 2 SP:Iteration 162Q (5687.447780 sec): 3 clusters Score: Raw -7568604.097459 + Penalty 3597.033032 = -7565007.064427 nChanged 4 SP:Iteration 163Q (5687.571567 sec): 3 clusters Score: Raw -7568604.650920 + Penalty 3597.033032 = -7565007.617888 nChanged 2 SP:Iteration 164Q (5687.676073 sec): 3 clusters Score: Raw -7568604.982238 + Penalty 3597.033032 = -7565007.949206 nChanged 2 SP:Iteration 165Q (5687.795755 sec): 3 clusters Score: Raw -7568605.382075 + Penalty 3597.033032 = -7565008.349043 nChanged 2 SP:Iteration 166Q (5687.920409 sec): 3 clusters Score: Raw -7568605.795085 + Penalty 3597.033032 = -7565008.762053 nChanged 4 SP:Iteration 167Q (5688.031534 sec): 3 clusters Score: Raw -7568606.292244 + Penalty 3597.033032 = -7565009.259212 nChanged 5 SP:Iteration 168Q (5688.143580 sec): 3 clusters Score: Raw -7568607.268176 + Penalty 3597.033032 = -7565010.235144 nChanged 7 SP:Iteration 169Q (5688.267316 sec): 3 clusters Score: Raw -7568608.201151 + Penalty 3597.033032 = -7565011.168119 nChanged 1 SP:Iteration 170Q (5688.392117 sec): 3 clusters Score: Raw -7568608.312728 + Penalty 3597.033032 = -7565011.279696 nChanged 1 SP:Iteration 171Q (5688.517664 sec): 3 clusters Score: Raw -7568608.664026 + Penalty 3597.033032 = -7565011.630994 nChanged 3 SP:Iteration 172Q (5688.642135 sec): 3 clusters Score: Raw -7568609.155037 + Penalty 3597.033032 = -7565012.122005 nChanged 5 SP:Iteration 173Q (5688.761705 sec): 3 clusters Score: Raw -7568609.895359 + Penalty 3597.033032 = -7565012.862327 nChanged 7 SP:Iteration 174Q (5688.885324 sec): 3 clusters Score: Raw -7568610.587748 + Penalty 3597.033032 = -7565013.554716 nChanged 5 SP:Iteration 175Q (5689.010016 sec): 3 clusters Score: Raw -7568611.179609 + Penalty 3597.033032 = -7565014.146577 nChanged 3 SP:Iteration 176Q (5689.127645 sec): 3 clusters Score: Raw -7568611.440070 + Penalty 3597.033032 = -7565014.407038 nChanged 3 SP:Iteration 177Q (5689.252711 sec): 3 clusters Score: Raw -7568611.979138 + Penalty 3597.033032 = -7565014.946106 nChanged 8 SP:Iteration 178Q (5689.370167 sec): 3 clusters Score: Raw -7568612.697991 + Penalty 3597.033032 = -7565015.664959 nChanged 4 SP:Iteration 179Q (5689.493052 sec): 3 clusters Score: Raw -7568613.162995 + Penalty 3597.033032 = -7565016.129963 nChanged 3 SP:Iteration 180F (5689.642843 sec): 3 clusters Score: Raw -7568613.734812 + Penalty 3597.033032 = -7565016.701780 nChanged 2 SP:Iteration 181Q (5689.775970 sec): 3 clusters Score: Raw -7568613.931522 + Penalty 3597.033032 = -7565016.898490 nChanged 2 SP:Iteration 182Q (5689.898147 sec): 3 clusters Score: Raw -7568614.109608 + Penalty 3597.033032 = -7565017.076576 nChanged 1 SP:Iteration 183Q (5690.031130 sec): 3 clusters Score: Raw -7568614.246726 + Penalty 3597.033032 = -7565017.213695 nChanged 0 SP:Iteration 184F (5690.187068 sec): 3 clusters Score: Raw -7568614.246726 + Penalty 3597.033032 = -7565017.213695 nChanged 0 Trying to split cluster 16 (18862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5690.227829 sec): 2 clusters Score: Raw -2251916.500790 + Penalty 1599.796997 = -2250316.703793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5690.304131 sec): 3 clusters Score: Raw -2240670.669336 + Penalty 3199.593993 = -2237471.075343 nChanged 8479 SP:Iteration 1F (5690.370691 sec): 3 clusters Score: Raw -2245237.204083 + Penalty 3199.593993 = -2242037.610089 nChanged 947 SP:Iteration 2F (5690.443741 sec): 3 clusters Score: Raw -2245579.689787 + Penalty 3199.593993 = -2242380.095793 nChanged 861 SP:Iteration 3Q (5690.507130 sec): 3 clusters Score: Raw -2245894.412198 + Penalty 3199.593993 = -2242694.818205 nChanged 813 SP:Iteration 4Q (5690.579992 sec): 3 clusters Score: Raw -2246199.476777 + Penalty 3199.593993 = -2242999.882784 nChanged 799 SP:Iteration 5Q (5690.649572 sec): 3 clusters Score: Raw -2246564.215753 + Penalty 3199.593993 = -2243364.621760 nChanged 936 SP:Iteration 6Q (5690.723544 sec): 3 clusters Score: Raw -2247042.115599 + Penalty 3199.593993 = -2243842.521605 nChanged 1025 SP:Iteration 7F (5690.786566 sec): 3 clusters Score: Raw -2247564.698989 + Penalty 3199.593993 = -2244365.104996 nChanged 1022 SP:Iteration 8F (5690.865862 sec): 3 clusters Score: Raw -2248081.674849 + Penalty 3199.593993 = -2244882.080856 nChanged 973 SP:Iteration 9F (5690.943519 sec): 3 clusters Score: Raw -2248592.882123 + Penalty 3199.593993 = -2245393.288129 nChanged 929 SP:Iteration 10Q (5691.021704 sec): 3 clusters Score: Raw -2249065.050159 + Penalty 3199.593993 = -2245865.456166 nChanged 776 SP:Iteration 11Q (5691.100529 sec): 3 clusters Score: Raw -2249433.793420 + Penalty 3199.593993 = -2246234.199427 nChanged 654 SP:Iteration 12Q (5691.179527 sec): 3 clusters Score: Raw -2249715.605135 + Penalty 3199.593993 = -2246516.011141 nChanged 552 SP:Iteration 13Q (5691.254132 sec): 3 clusters Score: Raw -2249940.782081 + Penalty 3199.593993 = -2246741.188087 nChanged 497 SP:Iteration 14Q (5691.332663 sec): 3 clusters Score: Raw -2250140.492071 + Penalty 3199.593993 = -2246940.898077 nChanged 448 SP:Iteration 15Q (5691.409471 sec): 3 clusters Score: Raw -2250340.097998 + Penalty 3199.593993 = -2247140.504005 nChanged 439 SP:Iteration 16Q (5691.486960 sec): 3 clusters Score: Raw -2250557.625480 + Penalty 3199.593993 = -2247358.031487 nChanged 417 SP:Iteration 17Q (5691.563204 sec): 3 clusters Score: Raw -2250790.629901 + Penalty 3199.593993 = -2247591.035907 nChanged 396 SP:Iteration 18Q (5691.639786 sec): 3 clusters Score: Raw -2251035.970560 + Penalty 3199.593993 = -2247836.376567 nChanged 341 SP:Iteration 19Q (5691.715989 sec): 3 clusters Score: Raw -2251274.576660 + Penalty 3199.593993 = -2248074.982667 nChanged 291 SP:Iteration 20F (5691.792401 sec): 3 clusters Score: Raw -2251507.582193 + Penalty 3199.593993 = -2248307.988200 nChanged 243 SP:Iteration 21Q (5691.860108 sec): 3 clusters Score: Raw -2251711.053482 + Penalty 3199.593993 = -2248511.459489 nChanged 179 SP:Iteration 22Q (5691.920929 sec): 3 clusters Score: Raw -2251833.943176 + Penalty 3199.593993 = -2248634.349182 nChanged 165 SP:Iteration 23Q (5691.981361 sec): 3 clusters Score: Raw -2251922.615796 + Penalty 3199.593993 = -2248723.021803 nChanged 131 SP:Iteration 24Q (5692.054321 sec): 3 clusters Score: Raw -2251990.872351 + Penalty 3199.593993 = -2248791.278357 nChanged 114 SP:Iteration 25Q (5692.119210 sec): 3 clusters Score: Raw -2252048.542384 + Penalty 3199.593993 = -2248848.948391 nChanged 81 SP:Iteration 26Q (5692.190649 sec): 3 clusters Score: Raw -2252084.351411 + Penalty 3199.593993 = -2248884.757418 nChanged 67 SP:Iteration 27Q (5692.261428 sec): 3 clusters Score: Raw -2252110.235032 + Penalty 3199.593993 = -2248910.641039 nChanged 44 SP:Iteration 28Q (5692.332320 sec): 3 clusters Score: Raw -2252128.341614 + Penalty 3199.593993 = -2248928.747621 nChanged 42 SP:Iteration 29Q (5692.401288 sec): 3 clusters Score: Raw -2252145.199708 + Penalty 3199.593993 = -2248945.605715 nChanged 39 SP:Iteration 30Q (5692.460535 sec): 3 clusters Score: Raw -2252159.583042 + Penalty 3199.593993 = -2248959.989048 nChanged 34 SP:Iteration 31Q (5692.520026 sec): 3 clusters Score: Raw -2252172.168094 + Penalty 3199.593993 = -2248972.574101 nChanged 30 SP:Iteration 32Q (5692.576532 sec): 3 clusters Score: Raw -2252183.270875 + Penalty 3199.593993 = -2248983.676882 nChanged 24 SP:Iteration 33Q (5692.633179 sec): 3 clusters Score: Raw -2252192.452221 + Penalty 3199.593993 = -2248992.858227 nChanged 23 SP:Iteration 34Q (5692.701108 sec): 3 clusters Score: Raw -2252199.631523 + Penalty 3199.593993 = -2249000.037530 nChanged 12 SP:Iteration 35Q (5692.753552 sec): 3 clusters Score: Raw -2252202.743641 + Penalty 3199.593993 = -2249003.149648 nChanged 15 SP:Iteration 36Q (5692.817927 sec): 3 clusters Score: Raw -2252207.064520 + Penalty 3199.593993 = -2249007.470527 nChanged 13 SP:Iteration 37Q (5692.880705 sec): 3 clusters Score: Raw -2252209.981041 + Penalty 3199.593993 = -2249010.387048 nChanged 6 SP:Iteration 38Q (5692.950640 sec): 3 clusters Score: Raw -2252212.745864 + Penalty 3199.593993 = -2249013.151871 nChanged 5 SP:Iteration 39Q (5693.020635 sec): 3 clusters Score: Raw -2252214.491133 + Penalty 3199.593993 = -2249014.897140 nChanged 6 SP:Iteration 40F (5693.096681 sec): 3 clusters Score: Raw -2252216.010388 + Penalty 3199.593993 = -2249016.416395 nChanged 3 SP:Iteration 41Q (5693.166770 sec): 3 clusters Score: Raw -2252216.727000 + Penalty 3199.593993 = -2249017.133006 nChanged 3 SP:Iteration 42Q (5693.236979 sec): 3 clusters Score: Raw -2252217.504894 + Penalty 3199.593993 = -2249017.910901 nChanged 3 SP:Iteration 43Q (5693.307437 sec): 3 clusters Score: Raw -2252218.413083 + Penalty 3199.593993 = -2249018.819089 nChanged 3 SP:Iteration 44Q (5693.377400 sec): 3 clusters Score: Raw -2252218.814772 + Penalty 3199.593993 = -2249019.220779 nChanged 1 SP:Iteration 45Q (5693.448653 sec): 3 clusters Score: Raw -2252218.870086 + Penalty 3199.593993 = -2249019.276093 nChanged 0 SP:Iteration 46F (5693.525823 sec): 3 clusters Score: Raw -2252218.870086 + Penalty 3199.593993 = -2249019.276093 nChanged 0 Trying to split cluster 17 (7024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5693.558017 sec): 2 clusters Score: Raw -830817.971012 + Penalty 1439.276822 = -829378.694190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5693.617369 sec): 3 clusters Score: Raw -827012.489455 + Penalty 2878.553644 = -824133.935811 nChanged 2965 SP:Iteration 1F (5693.675614 sec): 3 clusters Score: Raw -828632.355162 + Penalty 2878.553644 = -825753.801518 nChanged 484 SP:Iteration 2F (5693.734913 sec): 3 clusters Score: Raw -828834.114376 + Penalty 2878.553644 = -825955.560732 nChanged 348 SP:Iteration 3Q (5693.782097 sec): 3 clusters Score: Raw -828991.208415 + Penalty 2878.553644 = -826112.654771 nChanged 296 SP:Iteration 4Q (5693.840499 sec): 3 clusters Score: Raw -829125.384274 + Penalty 2878.553644 = -826246.830630 nChanged 279 SP:Iteration 5Q (5693.883521 sec): 3 clusters Score: Raw -829261.901510 + Penalty 2878.553644 = -826383.347866 nChanged 301 SP:Iteration 6Q (5693.941883 sec): 3 clusters Score: Raw -829411.759163 + Penalty 2878.553644 = -826533.205519 nChanged 291 SP:Iteration 7Q (5693.994917 sec): 3 clusters Score: Raw -829558.224359 + Penalty 2878.553644 = -826679.670715 nChanged 259 SP:Iteration 8Q (5694.048982 sec): 3 clusters Score: Raw -829693.781365 + Penalty 2878.553644 = -826815.227721 nChanged 257 SP:Iteration 9Q (5694.108163 sec): 3 clusters Score: Raw -829845.851995 + Penalty 2878.553644 = -826967.298351 nChanged 245 SP:Iteration 10Q (5694.159315 sec): 3 clusters Score: Raw -829998.830418 + Penalty 2878.553644 = -827120.276774 nChanged 230 SP:Iteration 11Q (5694.229578 sec): 3 clusters Score: Raw -830148.497186 + Penalty 2878.553644 = -827269.943542 nChanged 227 SP:Iteration 12Q (5694.278712 sec): 3 clusters Score: Raw -830316.865746 + Penalty 2878.553644 = -827438.312102 nChanged 232 SP:Iteration 13Q (5694.349478 sec): 3 clusters Score: Raw -830485.871586 + Penalty 2878.553644 = -827607.317942 nChanged 164 SP:Iteration 14Q (5694.398256 sec): 3 clusters Score: Raw -830601.474915 + Penalty 2878.553644 = -827722.921271 nChanged 131 SP:Iteration 15Q (5694.445833 sec): 3 clusters Score: Raw -830707.503799 + Penalty 2878.553644 = -827828.950155 nChanged 113 SP:Iteration 16Q (5694.493497 sec): 3 clusters Score: Raw -830807.167391 + Penalty 2878.553644 = -827928.613747 nChanged 70 SP:Iteration 17Q (5694.551714 sec): 3 clusters Score: Raw -830865.982362 + Penalty 2878.553644 = -827987.428718 nChanged 48 SP:Iteration 18Q (5694.621534 sec): 3 clusters Score: Raw -830908.491946 + Penalty 2878.553644 = -828029.938302 nChanged 38 SP:Iteration 19Q (5694.668791 sec): 3 clusters Score: Raw -830945.878447 + Penalty 2878.553644 = -828067.324803 nChanged 38 SP:Iteration 20F (5694.720195 sec): 3 clusters Score: Raw -830982.344065 + Penalty 2878.553644 = -828103.790421 nChanged 29 SP:Iteration 21Q (5694.778966 sec): 3 clusters Score: Raw -831012.172539 + Penalty 2878.553644 = -828133.618895 nChanged 27 SP:Iteration 22Q (5694.836762 sec): 3 clusters Score: Raw -831030.723830 + Penalty 2878.553644 = -828152.170186 nChanged 10 SP:Iteration 23Q (5694.894670 sec): 3 clusters Score: Raw -831040.692848 + Penalty 2878.553644 = -828162.139204 nChanged 9 SP:Iteration 24Q (5694.952765 sec): 3 clusters Score: Raw -831046.824070 + Penalty 2878.553644 = -828168.270426 nChanged 10 SP:Iteration 25Q (5695.003520 sec): 3 clusters Score: Raw -831053.881591 + Penalty 2878.553644 = -828175.327947 nChanged 4 SP:Iteration 26Q (5695.060808 sec): 3 clusters Score: Raw -831057.502239 + Penalty 2878.553644 = -828178.948595 nChanged 6 SP:Iteration 27Q (5695.118204 sec): 3 clusters Score: Raw -831061.466821 + Penalty 2878.553644 = -828182.913177 nChanged 5 SP:Iteration 28Q (5695.171978 sec): 3 clusters Score: Raw -831064.387031 + Penalty 2878.553644 = -828185.833387 nChanged 3 SP:Iteration 29Q (5695.229518 sec): 3 clusters Score: Raw -831065.790527 + Penalty 2878.553644 = -828187.236883 nChanged 1 SP:Iteration 30Q (5695.289463 sec): 3 clusters Score: Raw -831066.142103 + Penalty 2878.553644 = -828187.588459 nChanged 1 SP:Iteration 31Q (5695.338567 sec): 3 clusters Score: Raw -831066.438355 + Penalty 2878.553644 = -828187.884711 nChanged 1 SP:Iteration 32Q (5695.397817 sec): 3 clusters Score: Raw -831067.394739 + Penalty 2878.553644 = -828188.841095 nChanged 1 SP:Iteration 33Q (5695.457003 sec): 3 clusters Score: Raw -831069.105609 + Penalty 2878.553644 = -828190.551965 nChanged 2 SP:Iteration 34Q (5695.517622 sec): 3 clusters Score: Raw -831070.707655 + Penalty 2878.553644 = -828192.154011 nChanged 0 SP:Iteration 35F (5695.575667 sec): 3 clusters Score: Raw -831070.707655 + Penalty 2878.553644 = -828192.154011 nChanged 0 Trying to split cluster 18 (3702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5695.597175 sec): 2 clusters Score: Raw -439112.389861 + Penalty 1335.202130 = -437777.187731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5695.653076 sec): 3 clusters Score: Raw -437297.667084 + Penalty 2670.404260 = -434627.262824 nChanged 1435 SP:Iteration 1F (5695.706066 sec): 3 clusters Score: Raw -438085.189326 + Penalty 2670.404260 = -435414.785066 nChanged 277 SP:Iteration 2F (5695.760649 sec): 3 clusters Score: Raw -438249.091367 + Penalty 2670.404260 = -435578.687107 nChanged 189 SP:Iteration 3F (5695.815395 sec): 3 clusters Score: Raw -438365.029886 + Penalty 2670.404260 = -435694.625626 nChanged 159 SP:Iteration 4Q (5695.869982 sec): 3 clusters Score: Raw -438458.512888 + Penalty 2670.404260 = -435788.108628 nChanged 134 SP:Iteration 5Q (5695.924574 sec): 3 clusters Score: Raw -438542.354475 + Penalty 2670.404260 = -435871.950214 nChanged 120 SP:Iteration 6Q (5695.974960 sec): 3 clusters Score: Raw -438616.948261 + Penalty 2670.404260 = -435946.544000 nChanged 100 SP:Iteration 7Q (5696.028660 sec): 3 clusters Score: Raw -438683.467321 + Penalty 2670.404260 = -436013.063061 nChanged 98 SP:Iteration 8Q (5696.079112 sec): 3 clusters Score: Raw -438751.085892 + Penalty 2670.404260 = -436080.681632 nChanged 85 SP:Iteration 9Q (5696.128421 sec): 3 clusters Score: Raw -438813.398036 + Penalty 2670.404260 = -436142.993776 nChanged 69 SP:Iteration 10Q (5696.181305 sec): 3 clusters Score: Raw -438858.375098 + Penalty 2670.404260 = -436187.970838 nChanged 70 SP:Iteration 11Q (5696.222928 sec): 3 clusters Score: Raw -438903.977657 + Penalty 2670.404260 = -436233.573397 nChanged 78 SP:Iteration 12Q (5696.272403 sec): 3 clusters Score: Raw -438962.030440 + Penalty 2670.404260 = -436291.626179 nChanged 87 SP:Iteration 13Q (5696.323142 sec): 3 clusters Score: Raw -439022.468915 + Penalty 2670.404260 = -436352.064655 nChanged 67 SP:Iteration 14Q (5696.377389 sec): 3 clusters Score: Raw -439072.915983 + Penalty 2670.404260 = -436402.511723 nChanged 64 SP:Iteration 15Q (5696.431099 sec): 3 clusters Score: Raw -439115.080498 + Penalty 2670.404260 = -436444.676237 nChanged 44 SP:Iteration 16Q (5696.484832 sec): 3 clusters Score: Raw -439145.084957 + Penalty 2670.404260 = -436474.680697 nChanged 26 SP:Iteration 17Q (5696.538501 sec): 3 clusters Score: Raw -439162.352744 + Penalty 2670.404260 = -436491.948484 nChanged 27 SP:Iteration 18Q (5696.594284 sec): 3 clusters Score: Raw -439177.566769 + Penalty 2670.404260 = -436507.162509 nChanged 18 SP:Iteration 19Q (5696.652065 sec): 3 clusters Score: Raw -439186.807780 + Penalty 2670.404260 = -436516.403519 nChanged 9 SP:Iteration 20F (5696.704571 sec): 3 clusters Score: Raw -439192.519214 + Penalty 2670.404260 = -436522.114954 nChanged 4 SP:Iteration 21Q (5696.758870 sec): 3 clusters Score: Raw -439195.118354 + Penalty 2670.404260 = -436524.714093 nChanged 4 SP:Iteration 22Q (5696.813336 sec): 3 clusters Score: Raw -439199.309658 + Penalty 2670.404260 = -436528.905398 nChanged 5 SP:Iteration 23Q (5696.878635 sec): 3 clusters Score: Raw -439202.770140 + Penalty 2670.404260 = -436532.365880 nChanged 8 SP:Iteration 24Q (5696.923471 sec): 3 clusters Score: Raw -439205.916718 + Penalty 2670.404260 = -436535.512458 nChanged 5 SP:Iteration 25Q (5696.969515 sec): 3 clusters Score: Raw -439209.122496 + Penalty 2670.404260 = -436538.718236 nChanged 7 SP:Iteration 26Q (5697.013962 sec): 3 clusters Score: Raw -439213.645335 + Penalty 2670.404260 = -436543.241075 nChanged 7 SP:Iteration 27Q (5697.076283 sec): 3 clusters Score: Raw -439218.031804 + Penalty 2670.404260 = -436547.627543 nChanged 11 SP:Iteration 28Q (5697.108907 sec): 3 clusters Score: Raw -439225.308851 + Penalty 2670.404260 = -436554.904591 nChanged 13 SP:Iteration 29Q (5697.155036 sec): 3 clusters Score: Raw -439231.910010 + Penalty 2670.404260 = -436561.505750 nChanged 11 SP:Iteration 30Q (5697.194379 sec): 3 clusters Score: Raw -439239.156310 + Penalty 2670.404260 = -436568.752049 nChanged 6 SP:Iteration 31Q (5697.233845 sec): 3 clusters Score: Raw -439242.406136 + Penalty 2670.404260 = -436572.001876 nChanged 3 SP:Iteration 32Q (5697.287558 sec): 3 clusters Score: Raw -439243.927683 + Penalty 2670.404260 = -436573.523423 nChanged 4 SP:Iteration 33Q (5697.335488 sec): 3 clusters Score: Raw -439246.225434 + Penalty 2670.404260 = -436575.821173 nChanged 6 SP:Iteration 34Q (5697.363094 sec): 3 clusters Score: Raw -439253.122366 + Penalty 2670.404260 = -436582.718105 nChanged 10 SP:Iteration 35Q (5697.409344 sec): 3 clusters Score: Raw -439259.253493 + Penalty 2670.404260 = -436588.849232 nChanged 8 SP:Iteration 36Q (5697.452176 sec): 3 clusters Score: Raw -439264.392121 + Penalty 2670.404260 = -436593.987860 nChanged 3 SP:Iteration 37Q (5697.486190 sec): 3 clusters Score: Raw -439266.325481 + Penalty 2670.404260 = -436595.921221 nChanged 4 SP:Iteration 38Q (5697.533186 sec): 3 clusters Score: Raw -439268.036960 + Penalty 2670.404260 = -436597.632700 nChanged 4 SP:Iteration 39Q (5697.575414 sec): 3 clusters Score: Raw -439270.158520 + Penalty 2670.404260 = -436599.754259 nChanged 5 SP:Iteration 40F (5697.622908 sec): 3 clusters Score: Raw -439273.422184 + Penalty 2670.404260 = -436603.017924 nChanged 3 SP:Iteration 41Q (5697.650823 sec): 3 clusters Score: Raw -439276.153213 + Penalty 2670.404260 = -436605.748953 nChanged 2 SP:Iteration 42Q (5697.695620 sec): 3 clusters Score: Raw -439277.238244 + Penalty 2670.404260 = -436606.833983 nChanged 2 SP:Iteration 43Q (5697.726848 sec): 3 clusters Score: Raw -439278.084647 + Penalty 2670.404260 = -436607.680387 nChanged 2 SP:Iteration 44Q (5697.778709 sec): 3 clusters Score: Raw -439279.385152 + Penalty 2670.404260 = -436608.980892 nChanged 1 SP:Iteration 45Q (5697.816533 sec): 3 clusters Score: Raw -439279.771243 + Penalty 2670.404260 = -436609.366982 nChanged 0 SP:Iteration 46F (5697.848929 sec): 3 clusters Score: Raw -439279.771243 + Penalty 2670.404260 = -436609.366982 nChanged 0 Trying to split cluster 19 (6106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5697.890607 sec): 2 clusters Score: Raw -733424.483721 + Penalty 1416.516916 = -732007.966806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5697.930330 sec): 3 clusters Score: Raw -730211.865857 + Penalty 2833.033831 = -727378.832026 nChanged 2511 SP:Iteration 1F (5697.975774 sec): 3 clusters Score: Raw -731666.239778 + Penalty 2833.033831 = -728833.205947 nChanged 438 SP:Iteration 2F (5698.021599 sec): 3 clusters Score: Raw -731921.286536 + Penalty 2833.033831 = -729088.252705 nChanged 373 SP:Iteration 3F (5698.073244 sec): 3 clusters Score: Raw -732155.541490 + Penalty 2833.033831 = -729322.507659 nChanged 328 SP:Iteration 4F (5698.114033 sec): 3 clusters Score: Raw -732356.192961 + Penalty 2833.033831 = -729523.159130 nChanged 287 SP:Iteration 5Q (5698.156581 sec): 3 clusters Score: Raw -732537.300348 + Penalty 2833.033831 = -729704.266517 nChanged 269 SP:Iteration 6Q (5698.212561 sec): 3 clusters Score: Raw -732709.105169 + Penalty 2833.033831 = -729876.071337 nChanged 247 SP:Iteration 7Q (5698.249134 sec): 3 clusters Score: Raw -732860.640962 + Penalty 2833.033831 = -730027.607131 nChanged 201 SP:Iteration 8Q (5698.291464 sec): 3 clusters Score: Raw -732998.286660 + Penalty 2833.033831 = -730165.252829 nChanged 197 SP:Iteration 9Q (5698.339790 sec): 3 clusters Score: Raw -733139.901924 + Penalty 2833.033831 = -730306.868092 nChanged 147 SP:Iteration 10Q (5698.381510 sec): 3 clusters Score: Raw -733234.493645 + Penalty 2833.033831 = -730401.459813 nChanged 117 SP:Iteration 11Q (5698.422075 sec): 3 clusters Score: Raw -733301.283895 + Penalty 2833.033831 = -730468.250063 nChanged 98 SP:Iteration 12Q (5698.482903 sec): 3 clusters Score: Raw -733354.663633 + Penalty 2833.033831 = -730521.629801 nChanged 85 SP:Iteration 13Q (5698.531041 sec): 3 clusters Score: Raw -733397.849869 + Penalty 2833.033831 = -730564.816038 nChanged 62 SP:Iteration 14Q (5698.585526 sec): 3 clusters Score: Raw -733420.657798 + Penalty 2833.033831 = -730587.623967 nChanged 43 SP:Iteration 15Q (5698.640360 sec): 3 clusters Score: Raw -733440.584164 + Penalty 2833.033831 = -730607.550333 nChanged 46 SP:Iteration 16Q (5698.708409 sec): 3 clusters Score: Raw -733458.813451 + Penalty 2833.033831 = -730625.779619 nChanged 28 SP:Iteration 17Q (5698.755642 sec): 3 clusters Score: Raw -733468.663769 + Penalty 2833.033831 = -730635.629937 nChanged 27 SP:Iteration 18Q (5698.807379 sec): 3 clusters Score: Raw -733479.948102 + Penalty 2833.033831 = -730646.914271 nChanged 24 SP:Iteration 19Q (5698.866217 sec): 3 clusters Score: Raw -733490.611397 + Penalty 2833.033831 = -730657.577566 nChanged 21 SP:Iteration 20F (5698.926151 sec): 3 clusters Score: Raw -733498.883959 + Penalty 2833.033831 = -730665.850127 nChanged 24 SP:Iteration 21Q (5698.984811 sec): 3 clusters Score: Raw -733507.063685 + Penalty 2833.033831 = -730674.029854 nChanged 19 SP:Iteration 22Q (5699.040554 sec): 3 clusters Score: Raw -733514.697220 + Penalty 2833.033831 = -730681.663389 nChanged 17 SP:Iteration 23Q (5699.091072 sec): 3 clusters Score: Raw -733521.080336 + Penalty 2833.033831 = -730688.046505 nChanged 16 SP:Iteration 24Q (5699.149746 sec): 3 clusters Score: Raw -733526.933628 + Penalty 2833.033831 = -730693.899796 nChanged 14 SP:Iteration 25Q (5699.207956 sec): 3 clusters Score: Raw -733532.737928 + Penalty 2833.033831 = -730699.704097 nChanged 11 SP:Iteration 26Q (5699.266897 sec): 3 clusters Score: Raw -733536.070642 + Penalty 2833.033831 = -730703.036811 nChanged 9 SP:Iteration 27Q (5699.324774 sec): 3 clusters Score: Raw -733540.099499 + Penalty 2833.033831 = -730707.065668 nChanged 11 SP:Iteration 28Q (5699.382858 sec): 3 clusters Score: Raw -733544.928466 + Penalty 2833.033831 = -730711.894635 nChanged 16 SP:Iteration 29Q (5699.441078 sec): 3 clusters Score: Raw -733550.135795 + Penalty 2833.033831 = -730717.101964 nChanged 10 SP:Iteration 30Q (5699.496712 sec): 3 clusters Score: Raw -733552.894303 + Penalty 2833.033831 = -730719.860472 nChanged 4 SP:Iteration 31Q (5699.552923 sec): 3 clusters Score: Raw -733554.156150 + Penalty 2833.033831 = -730721.122319 nChanged 2 SP:Iteration 32Q (5699.598244 sec): 3 clusters Score: Raw -733554.695069 + Penalty 2833.033831 = -730721.661238 nChanged 2 SP:Iteration 33Q (5699.651414 sec): 3 clusters Score: Raw -733555.070983 + Penalty 2833.033831 = -730722.037152 nChanged 2 SP:Iteration 34Q (5699.709657 sec): 3 clusters Score: Raw -733555.321316 + Penalty 2833.033831 = -730722.287485 nChanged 1 SP:Iteration 35Q (5699.767615 sec): 3 clusters Score: Raw -733555.505014 + Penalty 2833.033831 = -730722.471182 nChanged 0 SP:Iteration 36F (5699.823493 sec): 3 clusters Score: Raw -733555.505014 + Penalty 2833.033831 = -730722.471182 nChanged 0 Trying to split cluster 20 (4726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5699.865746 sec): 2 clusters Score: Raw -502388.768237 + Penalty 1374.885599 = -501013.882638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5699.910742 sec): 3 clusters Score: Raw -499986.884438 + Penalty 2749.771199 = -497237.113239 nChanged 1926 SP:Iteration 1F (5699.966203 sec): 3 clusters Score: Raw -501234.771722 + Penalty 2749.771199 = -498485.000523 nChanged 400 SP:Iteration 2F (5700.023553 sec): 3 clusters Score: Raw -501522.990900 + Penalty 2749.771199 = -498773.219701 nChanged 313 SP:Iteration 3F (5700.058869 sec): 3 clusters Score: Raw -501762.520887 + Penalty 2749.771199 = -499012.749688 nChanged 297 SP:Iteration 4F (5700.112562 sec): 3 clusters Score: Raw -501984.056324 + Penalty 2749.771199 = -499234.285125 nChanged 272 SP:Iteration 5F (5700.163584 sec): 3 clusters Score: Raw -502167.120868 + Penalty 2749.771199 = -499417.349670 nChanged 233 SP:Iteration 6Q (5700.203580 sec): 3 clusters Score: Raw -502309.059703 + Penalty 2749.771199 = -499559.288504 nChanged 190 SP:Iteration 7Q (5700.252544 sec): 3 clusters Score: Raw -502429.911253 + Penalty 2749.771199 = -499680.140054 nChanged 175 SP:Iteration 8Q (5700.303731 sec): 3 clusters Score: Raw -502529.405673 + Penalty 2749.771199 = -499779.634474 nChanged 155 SP:Iteration 9Q (5700.358842 sec): 3 clusters Score: Raw -502612.933622 + Penalty 2749.771199 = -499863.162423 nChanged 126 SP:Iteration 10Q (5700.413136 sec): 3 clusters Score: Raw -502676.386647 + Penalty 2749.771199 = -499926.615448 nChanged 99 SP:Iteration 11Q (5700.467323 sec): 3 clusters Score: Raw -502725.676652 + Penalty 2749.771199 = -499975.905454 nChanged 93 SP:Iteration 12Q (5700.523791 sec): 3 clusters Score: Raw -502764.190892 + Penalty 2749.771199 = -500014.419693 nChanged 63 SP:Iteration 13Q (5700.585977 sec): 3 clusters Score: Raw -502785.248232 + Penalty 2749.771199 = -500035.477033 nChanged 48 SP:Iteration 14Q (5700.624163 sec): 3 clusters Score: Raw -502798.488017 + Penalty 2749.771199 = -500048.716818 nChanged 35 SP:Iteration 15Q (5700.671780 sec): 3 clusters Score: Raw -502809.873692 + Penalty 2749.771199 = -500060.102493 nChanged 32 SP:Iteration 16Q (5700.717001 sec): 3 clusters Score: Raw -502819.122042 + Penalty 2749.771199 = -500069.350843 nChanged 25 SP:Iteration 17Q (5700.770013 sec): 3 clusters Score: Raw -502826.184887 + Penalty 2749.771199 = -500076.413688 nChanged 24 SP:Iteration 18Q (5700.819105 sec): 3 clusters Score: Raw -502832.546673 + Penalty 2749.771199 = -500082.775475 nChanged 21 SP:Iteration 19Q (5700.871283 sec): 3 clusters Score: Raw -502839.630237 + Penalty 2749.771199 = -500089.859038 nChanged 24 SP:Iteration 20F (5700.919900 sec): 3 clusters Score: Raw -502846.226187 + Penalty 2749.771199 = -500096.454988 nChanged 18 SP:Iteration 21Q (5700.975349 sec): 3 clusters Score: Raw -502851.265846 + Penalty 2749.771199 = -500101.494647 nChanged 13 SP:Iteration 22Q (5701.030442 sec): 3 clusters Score: Raw -502855.525408 + Penalty 2749.771199 = -500105.754209 nChanged 13 SP:Iteration 23Q (5701.084088 sec): 3 clusters Score: Raw -502858.895249 + Penalty 2749.771199 = -500109.124050 nChanged 10 SP:Iteration 24Q (5701.138933 sec): 3 clusters Score: Raw -502860.902476 + Penalty 2749.771199 = -500111.131277 nChanged 8 SP:Iteration 25Q (5701.194834 sec): 3 clusters Score: Raw -502862.511623 + Penalty 2749.771199 = -500112.740424 nChanged 7 SP:Iteration 26Q (5701.251853 sec): 3 clusters Score: Raw -502863.778504 + Penalty 2749.771199 = -500114.007305 nChanged 3 SP:Iteration 27Q (5701.309112 sec): 3 clusters Score: Raw -502864.348615 + Penalty 2749.771199 = -500114.577416 nChanged 3 SP:Iteration 28Q (5701.362657 sec): 3 clusters Score: Raw -502864.910734 + Penalty 2749.771199 = -500115.139535 nChanged 3 SP:Iteration 29Q (5701.419338 sec): 3 clusters Score: Raw -502865.285562 + Penalty 2749.771199 = -500115.514363 nChanged 5 SP:Iteration 30Q (5701.476989 sec): 3 clusters Score: Raw -502866.410306 + Penalty 2749.771199 = -500116.639108 nChanged 4 SP:Iteration 31Q (5701.533855 sec): 3 clusters Score: Raw -502867.661690 + Penalty 2749.771199 = -500117.890491 nChanged 2 SP:Iteration 32Q (5701.577895 sec): 3 clusters Score: Raw -502868.035366 + Penalty 2749.771199 = -500118.264167 nChanged 5 SP:Iteration 33Q (5701.643838 sec): 3 clusters Score: Raw -502869.023600 + Penalty 2749.771199 = -500119.252401 nChanged 1 SP:Iteration 34Q (5701.696026 sec): 3 clusters Score: Raw -502869.128399 + Penalty 2749.771199 = -500119.357201 nChanged 1 SP:Iteration 35Q (5701.746742 sec): 3 clusters Score: Raw -502869.204753 + Penalty 2749.771199 = -500119.433554 nChanged 2 SP:Iteration 36Q (5701.797430 sec): 3 clusters Score: Raw -502869.527182 + Penalty 2749.771199 = -500119.755983 nChanged 2 SP:Iteration 37Q (5701.844441 sec): 3 clusters Score: Raw -502869.889101 + Penalty 2749.771199 = -500120.117902 nChanged 4 SP:Iteration 38Q (5701.900793 sec): 3 clusters Score: Raw -502870.740241 + Penalty 2749.771199 = -500120.969042 nChanged 2 SP:Iteration 39Q (5701.953459 sec): 3 clusters Score: Raw -502871.178264 + Penalty 2749.771199 = -500121.407065 nChanged 1 SP:Iteration 40F (5702.000775 sec): 3 clusters Score: Raw -502871.372830 + Penalty 2749.771199 = -500121.601631 nChanged 2 SP:Iteration 41Q (5702.047503 sec): 3 clusters Score: Raw -502871.793873 + Penalty 2749.771199 = -500122.022674 nChanged 3 SP:Iteration 42Q (5702.099918 sec): 3 clusters Score: Raw -502872.165685 + Penalty 2749.771199 = -500122.394486 nChanged 3 SP:Iteration 43Q (5702.143506 sec): 3 clusters Score: Raw -502873.170948 + Penalty 2749.771199 = -500123.399749 nChanged 3 SP:Iteration 44Q (5702.187418 sec): 3 clusters Score: Raw -502874.171002 + Penalty 2749.771199 = -500124.399804 nChanged 4 SP:Iteration 45Q (5702.234491 sec): 3 clusters Score: Raw -502874.803614 + Penalty 2749.771199 = -500125.032415 nChanged 4 SP:Iteration 46Q (5702.275052 sec): 3 clusters Score: Raw -502875.756545 + Penalty 2749.771199 = -500125.985347 nChanged 5 SP:Iteration 47Q (5702.308533 sec): 3 clusters Score: Raw -502877.011169 + Penalty 2749.771199 = -500127.239970 nChanged 6 SP:Iteration 48Q (5702.358645 sec): 3 clusters Score: Raw -502878.092622 + Penalty 2749.771199 = -500128.321423 nChanged 4 SP:Iteration 49Q (5702.399769 sec): 3 clusters Score: Raw -502878.844692 + Penalty 2749.771199 = -500129.073493 nChanged 2 SP:Iteration 50Q (5702.440627 sec): 3 clusters Score: Raw -502879.323341 + Penalty 2749.771199 = -500129.552143 nChanged 4 SP:Iteration 51Q (5702.479545 sec): 3 clusters Score: Raw -502880.072969 + Penalty 2749.771199 = -500130.301770 nChanged 2 SP:Iteration 52Q (5702.521574 sec): 3 clusters Score: Raw -502880.477051 + Penalty 2749.771199 = -500130.705852 nChanged 1 SP:Iteration 53Q (5702.573637 sec): 3 clusters Score: Raw -502880.772905 + Penalty 2749.771199 = -500131.001707 nChanged 3 SP:Iteration 54Q (5702.616176 sec): 3 clusters Score: Raw -502881.588827 + Penalty 2749.771199 = -500131.817628 nChanged 2 SP:Iteration 55Q (5702.660721 sec): 3 clusters Score: Raw -502882.193596 + Penalty 2749.771199 = -500132.422397 nChanged 3 SP:Iteration 56Q (5702.699905 sec): 3 clusters Score: Raw -502882.861173 + Penalty 2749.771199 = -500133.089974 nChanged 0 SP:Iteration 57F (5702.742855 sec): 3 clusters Score: Raw -502882.861173 + Penalty 2749.771199 = -500133.089974 nChanged 0 Trying to split cluster 21 (1563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5702.764060 sec): 2 clusters Score: Raw -180820.976869 + Penalty 1195.083879 = -179625.892990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5702.797641 sec): 3 clusters Score: Raw -180221.178888 + Penalty 2390.167757 = -177831.011131 nChanged 519 SP:Iteration 1F (5702.830550 sec): 3 clusters Score: Raw -180601.897178 + Penalty 2390.167757 = -178211.729420 nChanged 119 SP:Iteration 2F (5702.863989 sec): 3 clusters Score: Raw -180684.336715 + Penalty 2390.167757 = -178294.168958 nChanged 60 SP:Iteration 3Q (5702.896542 sec): 3 clusters Score: Raw -180740.867429 + Penalty 2390.167757 = -178350.699672 nChanged 48 SP:Iteration 4Q (5702.929067 sec): 3 clusters Score: Raw -180772.661414 + Penalty 2390.167757 = -178382.493657 nChanged 30 SP:Iteration 5Q (5702.955388 sec): 3 clusters Score: Raw -180793.070496 + Penalty 2390.167757 = -178402.902738 nChanged 21 SP:Iteration 6Q (5702.998016 sec): 3 clusters Score: Raw -180808.162409 + Penalty 2390.167757 = -178417.994652 nChanged 21 SP:Iteration 7Q (5703.047563 sec): 3 clusters Score: Raw -180826.669751 + Penalty 2390.167757 = -178436.501993 nChanged 27 SP:Iteration 8Q (5703.094381 sec): 3 clusters Score: Raw -180846.512302 + Penalty 2390.167757 = -178456.344544 nChanged 23 SP:Iteration 9Q (5703.137817 sec): 3 clusters Score: Raw -180861.801275 + Penalty 2390.167757 = -178471.633518 nChanged 23 SP:Iteration 10Q (5703.183331 sec): 3 clusters Score: Raw -180879.963205 + Penalty 2390.167757 = -178489.795447 nChanged 16 SP:Iteration 11Q (5703.234084 sec): 3 clusters Score: Raw -180891.236570 + Penalty 2390.167757 = -178501.068812 nChanged 16 SP:Iteration 12Q (5703.284734 sec): 3 clusters Score: Raw -180902.312536 + Penalty 2390.167757 = -178512.144779 nChanged 12 SP:Iteration 13Q (5703.335339 sec): 3 clusters Score: Raw -180910.792172 + Penalty 2390.167757 = -178520.624415 nChanged 8 SP:Iteration 14Q (5703.378031 sec): 3 clusters Score: Raw -180915.839955 + Penalty 2390.167757 = -178525.672198 nChanged 6 SP:Iteration 15Q (5703.429179 sec): 3 clusters Score: Raw -180919.880786 + Penalty 2390.167757 = -178529.713028 nChanged 6 SP:Iteration 16Q (5703.479982 sec): 3 clusters Score: Raw -180924.975109 + Penalty 2390.167757 = -178534.807352 nChanged 8 SP:Iteration 17Q (5703.538033 sec): 3 clusters Score: Raw -180929.319192 + Penalty 2390.167757 = -178539.151434 nChanged 4 SP:Iteration 18Q (5703.572063 sec): 3 clusters Score: Raw -180932.539393 + Penalty 2390.167757 = -178542.371636 nChanged 2 SP:Iteration 19Q (5703.617383 sec): 3 clusters Score: Raw -180934.474731 + Penalty 2390.167757 = -178544.306974 nChanged 2 SP:Iteration 20F (5703.661344 sec): 3 clusters Score: Raw -180936.616381 + Penalty 2390.167757 = -178546.448624 nChanged 2 SP:Iteration 21Q (5703.715062 sec): 3 clusters Score: Raw -180937.800810 + Penalty 2390.167757 = -178547.633053 nChanged 1 SP:Iteration 22Q (5703.750199 sec): 3 clusters Score: Raw -180938.066961 + Penalty 2390.167757 = -178547.899204 nChanged 1 SP:Iteration 23Q (5703.803469 sec): 3 clusters Score: Raw -180938.622513 + Penalty 2390.167757 = -178548.454756 nChanged 1 SP:Iteration 24Q (5703.838404 sec): 3 clusters Score: Raw -180939.165858 + Penalty 2390.167757 = -178548.998101 nChanged 1 SP:Iteration 25Q (5703.885294 sec): 3 clusters Score: Raw -180939.766281 + Penalty 2390.167757 = -178549.598524 nChanged 0 SP:Iteration 26F (5703.946296 sec): 3 clusters Score: Raw -180939.766281 + Penalty 2390.167757 = -178549.598524 nChanged 0 Trying to split cluster 22 (2869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5703.963362 sec): 2 clusters Score: Raw -328007.603665 + Penalty 1293.779308 = -326713.824358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5704.014393 sec): 3 clusters Score: Raw -326663.436106 + Penalty 2587.558615 = -324075.877491 nChanged 1080 SP:Iteration 1F (5704.066478 sec): 3 clusters Score: Raw -327286.383216 + Penalty 2587.558615 = -324698.824601 nChanged 231 SP:Iteration 2F (5704.111261 sec): 3 clusters Score: Raw -327465.241731 + Penalty 2587.558615 = -324877.683116 nChanged 173 SP:Iteration 3F (5704.163723 sec): 3 clusters Score: Raw -327593.687451 + Penalty 2587.558615 = -325006.128836 nChanged 138 SP:Iteration 4Q (5704.215266 sec): 3 clusters Score: Raw -327698.904391 + Penalty 2587.558615 = -325111.345776 nChanged 116 SP:Iteration 5Q (5704.262528 sec): 3 clusters Score: Raw -327792.085586 + Penalty 2587.558615 = -325204.526970 nChanged 116 SP:Iteration 6Q (5704.309067 sec): 3 clusters Score: Raw -327893.892391 + Penalty 2587.558615 = -325306.333776 nChanged 110 SP:Iteration 7Q (5704.372471 sec): 3 clusters Score: Raw -327988.023376 + Penalty 2587.558615 = -325400.464761 nChanged 94 SP:Iteration 8Q (5704.400399 sec): 3 clusters Score: Raw -328064.314767 + Penalty 2587.558615 = -325476.756151 nChanged 67 SP:Iteration 9Q (5704.438909 sec): 3 clusters Score: Raw -328116.031578 + Penalty 2587.558615 = -325528.472963 nChanged 65 SP:Iteration 10Q (5704.477323 sec): 3 clusters Score: Raw -328157.682724 + Penalty 2587.558615 = -325570.124109 nChanged 47 SP:Iteration 11Q (5704.514503 sec): 3 clusters Score: Raw -328183.480795 + Penalty 2587.558615 = -325595.922180 nChanged 37 SP:Iteration 12Q (5704.570700 sec): 3 clusters Score: Raw -328203.385635 + Penalty 2587.558615 = -325615.827020 nChanged 26 SP:Iteration 13Q (5704.607045 sec): 3 clusters Score: Raw -328222.159641 + Penalty 2587.558615 = -325634.601026 nChanged 34 SP:Iteration 14Q (5704.659788 sec): 3 clusters Score: Raw -328246.690054 + Penalty 2587.558615 = -325659.131439 nChanged 29 SP:Iteration 15Q (5704.713595 sec): 3 clusters Score: Raw -328264.832409 + Penalty 2587.558615 = -325677.273794 nChanged 24 SP:Iteration 16Q (5704.765750 sec): 3 clusters Score: Raw -328277.234213 + Penalty 2587.558615 = -325689.675598 nChanged 25 SP:Iteration 17Q (5704.815117 sec): 3 clusters Score: Raw -328292.615473 + Penalty 2587.558615 = -325705.056858 nChanged 24 SP:Iteration 18Q (5704.865063 sec): 3 clusters Score: Raw -328312.840140 + Penalty 2587.558615 = -325725.281524 nChanged 26 SP:Iteration 19Q (5704.913216 sec): 3 clusters Score: Raw -328326.447323 + Penalty 2587.558615 = -325738.888708 nChanged 20 SP:Iteration 20F (5704.959364 sec): 3 clusters Score: Raw -328339.330251 + Penalty 2587.558615 = -325751.771635 nChanged 16 SP:Iteration 21Q (5705.002365 sec): 3 clusters Score: Raw -328352.177180 + Penalty 2587.558615 = -325764.618565 nChanged 18 SP:Iteration 22Q (5705.046035 sec): 3 clusters Score: Raw -328366.080820 + Penalty 2587.558615 = -325778.522205 nChanged 25 SP:Iteration 23Q (5705.089222 sec): 3 clusters Score: Raw -328388.724676 + Penalty 2587.558615 = -325801.166061 nChanged 22 SP:Iteration 24Q (5705.132814 sec): 3 clusters Score: Raw -328402.751598 + Penalty 2587.558615 = -325815.192983 nChanged 19 SP:Iteration 25Q (5705.178931 sec): 3 clusters Score: Raw -328416.132353 + Penalty 2587.558615 = -325828.573738 nChanged 18 SP:Iteration 26Q (5705.224712 sec): 3 clusters Score: Raw -328425.270644 + Penalty 2587.558615 = -325837.712028 nChanged 10 SP:Iteration 27Q (5705.281055 sec): 3 clusters Score: Raw -328432.255893 + Penalty 2587.558615 = -325844.697278 nChanged 10 SP:Iteration 28Q (5705.322672 sec): 3 clusters Score: Raw -328438.119266 + Penalty 2587.558615 = -325850.560651 nChanged 4 SP:Iteration 29Q (5705.375146 sec): 3 clusters Score: Raw -328440.123004 + Penalty 2587.558615 = -325852.564389 nChanged 2 SP:Iteration 30Q (5705.427379 sec): 3 clusters Score: Raw -328441.887080 + Penalty 2587.558615 = -325854.328465 nChanged 3 SP:Iteration 31Q (5705.479764 sec): 3 clusters Score: Raw -328443.176949 + Penalty 2587.558615 = -325855.618334 nChanged 4 SP:Iteration 32Q (5705.532077 sec): 3 clusters Score: Raw -328444.652601 + Penalty 2587.558615 = -325857.093986 nChanged 3 SP:Iteration 33Q (5705.586889 sec): 3 clusters Score: Raw -328446.407989 + Penalty 2587.558615 = -325858.849374 nChanged 3 SP:Iteration 34Q (5705.640979 sec): 3 clusters Score: Raw -328447.696876 + Penalty 2587.558615 = -325860.138260 nChanged 3 SP:Iteration 35Q (5705.693428 sec): 3 clusters Score: Raw -328448.795186 + Penalty 2587.558615 = -325861.236570 nChanged 1 SP:Iteration 36Q (5705.747068 sec): 3 clusters Score: Raw -328449.232288 + Penalty 2587.558615 = -325861.673673 nChanged 1 SP:Iteration 37Q (5705.801457 sec): 3 clusters Score: Raw -328449.359414 + Penalty 2587.558615 = -325861.800799 nChanged 0 SP:Iteration 38F (5705.855979 sec): 3 clusters Score: Raw -328449.359414 + Penalty 2587.558615 = -325861.800799 nChanged 0 Trying to split cluster 23 (4681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5705.888943 sec): 2 clusters Score: Raw -544858.352418 + Penalty 1373.330894 = -543485.021524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5705.946148 sec): 3 clusters Score: Raw -542454.125941 + Penalty 2746.661788 = -539707.464153 nChanged 1884 SP:Iteration 1F (5705.996550 sec): 3 clusters Score: Raw -543556.944145 + Penalty 2746.661788 = -540810.282357 nChanged 371 SP:Iteration 2F (5706.043022 sec): 3 clusters Score: Raw -543792.845233 + Penalty 2746.661788 = -541046.183445 nChanged 268 SP:Iteration 3F (5706.095896 sec): 3 clusters Score: Raw -543959.985358 + Penalty 2746.661788 = -541213.323570 nChanged 226 SP:Iteration 4Q (5706.144169 sec): 3 clusters Score: Raw -544097.002792 + Penalty 2746.661788 = -541350.341004 nChanged 207 SP:Iteration 5Q (5706.198791 sec): 3 clusters Score: Raw -544244.403414 + Penalty 2746.661788 = -541497.741626 nChanged 207 SP:Iteration 6Q (5706.238590 sec): 3 clusters Score: Raw -544447.675962 + Penalty 2746.661788 = -541701.014174 nChanged 237 SP:Iteration 7F (5706.286091 sec): 3 clusters Score: Raw -544663.049895 + Penalty 2746.661788 = -541916.388107 nChanged 216 SP:Iteration 8Q (5706.325201 sec): 3 clusters Score: Raw -544859.379248 + Penalty 2746.661788 = -542112.717459 nChanged 207 SP:Iteration 9Q (5706.360064 sec): 3 clusters Score: Raw -545052.742553 + Penalty 2746.661788 = -542306.080764 nChanged 189 SP:Iteration 10Q (5706.408591 sec): 3 clusters Score: Raw -545222.315426 + Penalty 2746.661788 = -542475.653637 nChanged 170 SP:Iteration 11Q (5706.449621 sec): 3 clusters Score: Raw -545355.437281 + Penalty 2746.661788 = -542608.775493 nChanged 135 SP:Iteration 12Q (5706.496392 sec): 3 clusters Score: Raw -545465.998488 + Penalty 2746.661788 = -542719.336700 nChanged 109 SP:Iteration 13Q (5706.546233 sec): 3 clusters Score: Raw -545540.005368 + Penalty 2746.661788 = -542793.343579 nChanged 89 SP:Iteration 14Q (5706.577939 sec): 3 clusters Score: Raw -545610.098814 + Penalty 2746.661788 = -542863.437025 nChanged 79 SP:Iteration 15Q (5706.626664 sec): 3 clusters Score: Raw -545688.047598 + Penalty 2746.661788 = -542941.385810 nChanged 93 SP:Iteration 16Q (5706.678187 sec): 3 clusters Score: Raw -545793.040689 + Penalty 2746.661788 = -543046.378901 nChanged 79 SP:Iteration 17Q (5706.716403 sec): 3 clusters Score: Raw -545858.823487 + Penalty 2746.661788 = -543112.161699 nChanged 77 SP:Iteration 18Q (5706.765152 sec): 3 clusters Score: Raw -545922.726451 + Penalty 2746.661788 = -543176.064663 nChanged 61 SP:Iteration 19Q (5706.813296 sec): 3 clusters Score: Raw -545961.603411 + Penalty 2746.661788 = -543214.941622 nChanged 43 SP:Iteration 20F (5706.859765 sec): 3 clusters Score: Raw -545984.605425 + Penalty 2746.661788 = -543237.943636 nChanged 37 SP:Iteration 21Q (5706.897643 sec): 3 clusters Score: Raw -546002.690581 + Penalty 2746.661788 = -543256.028793 nChanged 35 SP:Iteration 22Q (5706.935935 sec): 3 clusters Score: Raw -546013.345813 + Penalty 2746.661788 = -543266.684025 nChanged 15 SP:Iteration 23Q (5706.982369 sec): 3 clusters Score: Raw -546017.704487 + Penalty 2746.661788 = -543271.042698 nChanged 12 SP:Iteration 24Q (5707.021144 sec): 3 clusters Score: Raw -546021.243728 + Penalty 2746.661788 = -543274.581940 nChanged 5 SP:Iteration 25Q (5707.059030 sec): 3 clusters Score: Raw -546022.756313 + Penalty 2746.661788 = -543276.094525 nChanged 5 SP:Iteration 26Q (5707.101403 sec): 3 clusters Score: Raw -546024.305519 + Penalty 2746.661788 = -543277.643730 nChanged 5 SP:Iteration 27Q (5707.145164 sec): 3 clusters Score: Raw -546025.126115 + Penalty 2746.661788 = -543278.464326 nChanged 4 SP:Iteration 28Q (5707.190253 sec): 3 clusters Score: Raw -546025.896310 + Penalty 2746.661788 = -543279.234521 nChanged 0 SP:Iteration 29F (5707.238445 sec): 3 clusters Score: Raw -546025.896310 + Penalty 2746.661788 = -543279.234521 nChanged 0 Trying to split cluster 24 (11815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5707.280715 sec): 2 clusters Score: Raw -1322640.279520 + Penalty 1523.782843 = -1321116.496676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5707.324857 sec): 3 clusters Score: Raw -1315885.740978 + Penalty 3047.565687 = -1312838.175291 nChanged 5179 SP:Iteration 1F (5707.376415 sec): 3 clusters Score: Raw -1318885.961095 + Penalty 3047.565687 = -1315838.395408 nChanged 791 SP:Iteration 2F (5707.427682 sec): 3 clusters Score: Raw -1319336.561249 + Penalty 3047.565687 = -1316288.995562 nChanged 721 SP:Iteration 3F (5707.479642 sec): 3 clusters Score: Raw -1319710.597243 + Penalty 3047.565687 = -1316663.031556 nChanged 620 SP:Iteration 4F (5707.537877 sec): 3 clusters Score: Raw -1320025.443867 + Penalty 3047.565687 = -1316977.878180 nChanged 580 SP:Iteration 5Q (5707.582360 sec): 3 clusters Score: Raw -1320324.380408 + Penalty 3047.565687 = -1317276.814721 nChanged 525 SP:Iteration 6Q (5707.639316 sec): 3 clusters Score: Raw -1320581.418855 + Penalty 3047.565687 = -1317533.853169 nChanged 465 SP:Iteration 7Q (5707.698739 sec): 3 clusters Score: Raw -1320814.395867 + Penalty 3047.565687 = -1317766.830180 nChanged 435 SP:Iteration 8Q (5707.760996 sec): 3 clusters Score: Raw -1321009.556764 + Penalty 3047.565687 = -1317961.991077 nChanged 398 SP:Iteration 9Q (5707.828271 sec): 3 clusters Score: Raw -1321179.871014 + Penalty 3047.565687 = -1318132.305327 nChanged 349 SP:Iteration 10Q (5707.895381 sec): 3 clusters Score: Raw -1321319.649495 + Penalty 3047.565687 = -1318272.083808 nChanged 302 SP:Iteration 11Q (5707.967887 sec): 3 clusters Score: Raw -1321437.217852 + Penalty 3047.565687 = -1318389.652166 nChanged 281 SP:Iteration 12Q (5708.027161 sec): 3 clusters Score: Raw -1321534.358090 + Penalty 3047.565687 = -1318486.792403 nChanged 235 SP:Iteration 13Q (5708.091067 sec): 3 clusters Score: Raw -1321608.076691 + Penalty 3047.565687 = -1318560.511005 nChanged 207 SP:Iteration 14Q (5708.148308 sec): 3 clusters Score: Raw -1321673.592050 + Penalty 3047.565687 = -1318626.026364 nChanged 190 SP:Iteration 15Q (5708.215973 sec): 3 clusters Score: Raw -1321732.046084 + Penalty 3047.565687 = -1318684.480398 nChanged 154 SP:Iteration 16Q (5708.283262 sec): 3 clusters Score: Raw -1321771.814257 + Penalty 3047.565687 = -1318724.248570 nChanged 124 SP:Iteration 17Q (5708.343924 sec): 3 clusters Score: Raw -1321803.430700 + Penalty 3047.565687 = -1318755.865013 nChanged 122 SP:Iteration 18Q (5708.406590 sec): 3 clusters Score: Raw -1321837.336295 + Penalty 3047.565687 = -1318789.770608 nChanged 113 SP:Iteration 19Q (5708.474183 sec): 3 clusters Score: Raw -1321868.618601 + Penalty 3047.565687 = -1318821.052914 nChanged 114 SP:Iteration 20F (5708.540686 sec): 3 clusters Score: Raw -1321896.690980 + Penalty 3047.565687 = -1318849.125293 nChanged 101 SP:Iteration 21Q (5708.608193 sec): 3 clusters Score: Raw -1321920.574149 + Penalty 3047.565687 = -1318873.008463 nChanged 95 SP:Iteration 22Q (5708.670295 sec): 3 clusters Score: Raw -1321945.910221 + Penalty 3047.565687 = -1318898.344535 nChanged 92 SP:Iteration 23Q (5708.737720 sec): 3 clusters Score: Raw -1321967.175350 + Penalty 3047.565687 = -1318919.609663 nChanged 83 SP:Iteration 24Q (5708.806660 sec): 3 clusters Score: Raw -1321985.427527 + Penalty 3047.565687 = -1318937.861840 nChanged 83 SP:Iteration 25Q (5708.872333 sec): 3 clusters Score: Raw -1322007.043585 + Penalty 3047.565687 = -1318959.477898 nChanged 92 SP:Iteration 26Q (5708.940699 sec): 3 clusters Score: Raw -1322029.844743 + Penalty 3047.565687 = -1318982.279056 nChanged 93 SP:Iteration 27Q (5708.998676 sec): 3 clusters Score: Raw -1322052.861084 + Penalty 3047.565687 = -1319005.295398 nChanged 92 SP:Iteration 28Q (5709.065745 sec): 3 clusters Score: Raw -1322075.963385 + Penalty 3047.565687 = -1319028.397698 nChanged 91 SP:Iteration 29Q (5709.141916 sec): 3 clusters Score: Raw -1322099.708009 + Penalty 3047.565687 = -1319052.142322 nChanged 92 SP:Iteration 30Q (5709.195081 sec): 3 clusters Score: Raw -1322126.164817 + Penalty 3047.565687 = -1319078.599131 nChanged 101 SP:Iteration 31Q (5709.261131 sec): 3 clusters Score: Raw -1322153.602165 + Penalty 3047.565687 = -1319106.036478 nChanged 90 SP:Iteration 32Q (5709.327923 sec): 3 clusters Score: Raw -1322180.940349 + Penalty 3047.565687 = -1319133.374662 nChanged 90 SP:Iteration 33Q (5709.394077 sec): 3 clusters Score: Raw -1322212.504992 + Penalty 3047.565687 = -1319164.939305 nChanged 109 SP:Iteration 34Q (5709.469412 sec): 3 clusters Score: Raw -1322246.315125 + Penalty 3047.565687 = -1319198.749439 nChanged 104 SP:Iteration 35Q (5709.532525 sec): 3 clusters Score: Raw -1322280.919985 + Penalty 3047.565687 = -1319233.354298 nChanged 114 SP:Iteration 36Q (5709.580172 sec): 3 clusters Score: Raw -1322318.098861 + Penalty 3047.565687 = -1319270.533174 nChanged 117 SP:Iteration 37Q (5709.644699 sec): 3 clusters Score: Raw -1322355.885192 + Penalty 3047.565687 = -1319308.319506 nChanged 111 SP:Iteration 38Q (5709.700408 sec): 3 clusters Score: Raw -1322391.181126 + Penalty 3047.565687 = -1319343.615439 nChanged 112 SP:Iteration 39Q (5709.766651 sec): 3 clusters Score: Raw -1322431.806990 + Penalty 3047.565687 = -1319384.241303 nChanged 111 SP:Iteration 40F (5709.834266 sec): 3 clusters Score: Raw -1322471.739005 + Penalty 3047.565687 = -1319424.173318 nChanged 121 SP:Iteration 41Q (5709.900853 sec): 3 clusters Score: Raw -1322524.063601 + Penalty 3047.565687 = -1319476.497914 nChanged 135 SP:Iteration 42Q (5709.966642 sec): 3 clusters Score: Raw -1322587.217367 + Penalty 3047.565687 = -1319539.651680 nChanged 137 SP:Iteration 43Q (5710.031730 sec): 3 clusters Score: Raw -1322662.189850 + Penalty 3047.565687 = -1319614.624163 nChanged 145 SP:Iteration 44Q (5710.088746 sec): 3 clusters Score: Raw -1322738.861716 + Penalty 3047.565687 = -1319691.296030 nChanged 113 SP:Iteration 45Q (5710.159092 sec): 3 clusters Score: Raw -1322788.016578 + Penalty 3047.565687 = -1319740.450892 nChanged 100 SP:Iteration 46Q (5710.229281 sec): 3 clusters Score: Raw -1322839.702057 + Penalty 3047.565687 = -1319792.136371 nChanged 95 SP:Iteration 47Q (5710.298946 sec): 3 clusters Score: Raw -1322877.793390 + Penalty 3047.565687 = -1319830.227703 nChanged 67 SP:Iteration 48Q (5710.367937 sec): 3 clusters Score: Raw -1322906.532907 + Penalty 3047.565687 = -1319858.967220 nChanged 66 SP:Iteration 49Q (5710.437027 sec): 3 clusters Score: Raw -1322939.077360 + Penalty 3047.565687 = -1319891.511673 nChanged 71 SP:Iteration 50Q (5710.497433 sec): 3 clusters Score: Raw -1322970.324062 + Penalty 3047.565687 = -1319922.758376 nChanged 51 SP:Iteration 51Q (5710.559268 sec): 3 clusters Score: Raw -1322992.551144 + Penalty 3047.565687 = -1319944.985457 nChanged 36 SP:Iteration 52Q (5710.621305 sec): 3 clusters Score: Raw -1323005.294995 + Penalty 3047.565687 = -1319957.729309 nChanged 35 SP:Iteration 53Q (5710.685780 sec): 3 clusters Score: Raw -1323021.041753 + Penalty 3047.565687 = -1319973.476066 nChanged 38 SP:Iteration 54Q (5710.746773 sec): 3 clusters Score: Raw -1323036.029774 + Penalty 3047.565687 = -1319988.464087 nChanged 35 SP:Iteration 55Q (5710.809756 sec): 3 clusters Score: Raw -1323054.961854 + Penalty 3047.565687 = -1320007.396168 nChanged 41 SP:Iteration 56Q (5710.871954 sec): 3 clusters Score: Raw -1323072.980189 + Penalty 3047.565687 = -1320025.414502 nChanged 39 SP:Iteration 57Q (5710.936452 sec): 3 clusters Score: Raw -1323091.865728 + Penalty 3047.565687 = -1320044.300042 nChanged 30 SP:Iteration 58Q (5711.000776 sec): 3 clusters Score: Raw -1323106.269310 + Penalty 3047.565687 = -1320058.703623 nChanged 29 SP:Iteration 59Q (5711.065022 sec): 3 clusters Score: Raw -1323123.143868 + Penalty 3047.565687 = -1320075.578181 nChanged 28 SP:Iteration 60F (5711.128858 sec): 3 clusters Score: Raw -1323139.485219 + Penalty 3047.565687 = -1320091.919532 nChanged 27 SP:Iteration 61Q (5711.194070 sec): 3 clusters Score: Raw -1323151.275046 + Penalty 3047.565687 = -1320103.709359 nChanged 19 SP:Iteration 62Q (5711.257011 sec): 3 clusters Score: Raw -1323160.963596 + Penalty 3047.565687 = -1320113.397909 nChanged 21 SP:Iteration 63Q (5711.318852 sec): 3 clusters Score: Raw -1323169.954780 + Penalty 3047.565687 = -1320122.389093 nChanged 18 SP:Iteration 64Q (5711.371477 sec): 3 clusters Score: Raw -1323179.018782 + Penalty 3047.565687 = -1320131.453095 nChanged 14 SP:Iteration 65Q (5711.439628 sec): 3 clusters Score: Raw -1323185.332595 + Penalty 3047.565687 = -1320137.766908 nChanged 16 SP:Iteration 66Q (5711.506154 sec): 3 clusters Score: Raw -1323193.070882 + Penalty 3047.565687 = -1320145.505195 nChanged 14 SP:Iteration 67Q (5711.566829 sec): 3 clusters Score: Raw -1323200.623669 + Penalty 3047.565687 = -1320153.057982 nChanged 17 SP:Iteration 68Q (5711.613950 sec): 3 clusters Score: Raw -1323209.549480 + Penalty 3047.565687 = -1320161.983793 nChanged 14 SP:Iteration 69Q (5711.674950 sec): 3 clusters Score: Raw -1323219.831426 + Penalty 3047.565687 = -1320172.265740 nChanged 15 SP:Iteration 70Q (5711.730482 sec): 3 clusters Score: Raw -1323227.856246 + Penalty 3047.565687 = -1320180.290559 nChanged 13 SP:Iteration 71Q (5711.793482 sec): 3 clusters Score: Raw -1323233.082736 + Penalty 3047.565687 = -1320185.517049 nChanged 7 SP:Iteration 72Q (5711.867593 sec): 3 clusters Score: Raw -1323236.199708 + Penalty 3047.565687 = -1320188.634022 nChanged 6 SP:Iteration 73Q (5711.919848 sec): 3 clusters Score: Raw -1323238.135111 + Penalty 3047.565687 = -1320190.569425 nChanged 3 SP:Iteration 74Q (5711.983245 sec): 3 clusters Score: Raw -1323238.857408 + Penalty 3047.565687 = -1320191.291722 nChanged 4 SP:Iteration 75Q (5712.046667 sec): 3 clusters Score: Raw -1323240.326257 + Penalty 3047.565687 = -1320192.760571 nChanged 5 SP:Iteration 76Q (5712.103864 sec): 3 clusters Score: Raw -1323241.721336 + Penalty 3047.565687 = -1320194.155649 nChanged 2 SP:Iteration 77Q (5712.167298 sec): 3 clusters Score: Raw -1323242.033400 + Penalty 3047.565687 = -1320194.467714 nChanged 0 SP:Iteration 78F (5712.228073 sec): 3 clusters Score: Raw -1323242.033400 + Penalty 3047.565687 = -1320194.467714 nChanged 0 Trying to split cluster 25 (2547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5712.266512 sec): 2 clusters Score: Raw -294096.795411 + Penalty 1274.434115 = -292822.361297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5712.318558 sec): 3 clusters Score: Raw -292927.821955 + Penalty 2548.868229 = -290378.953726 nChanged 927 SP:Iteration 1F (5712.364350 sec): 3 clusters Score: Raw -293563.650547 + Penalty 2548.868229 = -291014.782318 nChanged 239 SP:Iteration 2F (5712.411653 sec): 3 clusters Score: Raw -293747.007051 + Penalty 2548.868229 = -291198.138822 nChanged 141 SP:Iteration 3F (5712.448855 sec): 3 clusters Score: Raw -293844.971024 + Penalty 2548.868229 = -291296.102795 nChanged 111 SP:Iteration 4Q (5712.496359 sec): 3 clusters Score: Raw -293938.954077 + Penalty 2548.868229 = -291390.085847 nChanged 105 SP:Iteration 5Q (5712.541532 sec): 3 clusters Score: Raw -294024.337616 + Penalty 2548.868229 = -291475.469386 nChanged 95 SP:Iteration 6Q (5712.586231 sec): 3 clusters Score: Raw -294093.898800 + Penalty 2548.868229 = -291545.030570 nChanged 88 SP:Iteration 7Q (5712.630404 sec): 3 clusters Score: Raw -294161.066506 + Penalty 2548.868229 = -291612.198277 nChanged 68 SP:Iteration 8Q (5712.675422 sec): 3 clusters Score: Raw -294214.352649 + Penalty 2548.868229 = -291665.484420 nChanged 66 SP:Iteration 9Q (5712.720323 sec): 3 clusters Score: Raw -294257.002573 + Penalty 2548.868229 = -291708.134344 nChanged 50 SP:Iteration 10Q (5712.763099 sec): 3 clusters Score: Raw -294288.773232 + Penalty 2548.868229 = -291739.905003 nChanged 50 SP:Iteration 11Q (5712.808483 sec): 3 clusters Score: Raw -294322.018310 + Penalty 2548.868229 = -291773.150081 nChanged 39 SP:Iteration 12Q (5712.843801 sec): 3 clusters Score: Raw -294342.746374 + Penalty 2548.868229 = -291793.878144 nChanged 25 SP:Iteration 13Q (5712.888877 sec): 3 clusters Score: Raw -294355.916300 + Penalty 2548.868229 = -291807.048071 nChanged 18 SP:Iteration 14Q (5712.934187 sec): 3 clusters Score: Raw -294363.690835 + Penalty 2548.868229 = -291814.822605 nChanged 10 SP:Iteration 15Q (5712.980169 sec): 3 clusters Score: Raw -294367.837023 + Penalty 2548.868229 = -291818.968793 nChanged 7 SP:Iteration 16Q (5713.025429 sec): 3 clusters Score: Raw -294370.028915 + Penalty 2548.868229 = -291821.160686 nChanged 5 SP:Iteration 17Q (5713.068515 sec): 3 clusters Score: Raw -294371.734565 + Penalty 2548.868229 = -291822.866336 nChanged 4 SP:Iteration 18Q (5713.124551 sec): 3 clusters Score: Raw -294372.831212 + Penalty 2548.868229 = -291823.962983 nChanged 2 SP:Iteration 19Q (5713.171361 sec): 3 clusters Score: Raw -294373.271127 + Penalty 2548.868229 = -291824.402898 nChanged 1 SP:Iteration 20F (5713.207922 sec): 3 clusters Score: Raw -294373.573749 + Penalty 2548.868229 = -291824.705519 nChanged 0 Trying to split cluster 26 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5713.228661 sec): 2 clusters Score: Raw -11557.738401 + Penalty 799.496900 = -10758.241500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5713.270763 sec): 3 clusters Score: Raw -11777.542745 + Penalty 1598.993801 = -10178.548944 nChanged 22 SP:Iteration 1F (5713.312789 sec): 3 clusters Score: Raw -11860.951276 + Penalty 1598.993801 = -10261.957475 nChanged 4 SP:Iteration 2Q (5713.355665 sec): 3 clusters Score: Raw -11876.954004 + Penalty 1598.993801 = -10277.960203 nChanged 3 SP:Iteration 3Q (5713.392677 sec): 3 clusters Score: Raw -11890.003228 + Penalty 1598.993801 = -10291.009427 nChanged 4 SP:Iteration 4Q (5713.434788 sec): 3 clusters Score: Raw -11917.505828 + Penalty 1598.993801 = -10318.512027 nChanged 1 SP:Iteration 5Q (5713.474150 sec): 3 clusters Score: Raw -11921.015868 + Penalty 1598.993801 = -10322.022068 nChanged 0 SP:Iteration 6F (5713.515866 sec): 3 clusters Score: Raw -11921.015868 + Penalty 1598.993801 = -10322.022068 nChanged 0 Trying to split cluster 27 (3366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5713.554139 sec): 2 clusters Score: Raw -387602.134805 + Penalty 1319.740561 = -386282.394244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5713.592872 sec): 3 clusters Score: Raw -385969.202272 + Penalty 2639.481122 = -383329.721150 nChanged 1270 SP:Iteration 1F (5713.638937 sec): 3 clusters Score: Raw -386709.182891 + Penalty 2639.481122 = -384069.701769 nChanged 250 SP:Iteration 2F (5713.685143 sec): 3 clusters Score: Raw -386853.685640 + Penalty 2639.481122 = -384214.204518 nChanged 151 SP:Iteration 3Q (5713.731555 sec): 3 clusters Score: Raw -386937.942931 + Penalty 2639.481122 = -384298.461809 nChanged 104 SP:Iteration 4Q (5713.781091 sec): 3 clusters Score: Raw -386987.830395 + Penalty 2639.481122 = -384348.349274 nChanged 95 SP:Iteration 5Q (5713.823700 sec): 3 clusters Score: Raw -387041.020317 + Penalty 2639.481122 = -384401.539196 nChanged 91 SP:Iteration 6Q (5713.869345 sec): 3 clusters Score: Raw -387092.435833 + Penalty 2639.481122 = -384452.954711 nChanged 97 SP:Iteration 7Q (5713.915070 sec): 3 clusters Score: Raw -387154.464415 + Penalty 2639.481122 = -384514.983293 nChanged 93 SP:Iteration 8Q (5713.963253 sec): 3 clusters Score: Raw -387215.239541 + Penalty 2639.481122 = -384575.758419 nChanged 98 SP:Iteration 9Q (5714.009364 sec): 3 clusters Score: Raw -387277.565843 + Penalty 2639.481122 = -384638.084721 nChanged 88 SP:Iteration 10Q (5714.054623 sec): 3 clusters Score: Raw -387334.235688 + Penalty 2639.481122 = -384694.754567 nChanged 81 SP:Iteration 11Q (5714.099067 sec): 3 clusters Score: Raw -387398.593576 + Penalty 2639.481122 = -384759.112455 nChanged 85 SP:Iteration 12Q (5714.147424 sec): 3 clusters Score: Raw -387478.329144 + Penalty 2639.481122 = -384838.848023 nChanged 96 SP:Iteration 13Q (5714.193416 sec): 3 clusters Score: Raw -387547.753165 + Penalty 2639.481122 = -384908.272043 nChanged 91 SP:Iteration 14Q (5714.241775 sec): 3 clusters Score: Raw -387605.918846 + Penalty 2639.481122 = -384966.437724 nChanged 81 SP:Iteration 15Q (5714.290185 sec): 3 clusters Score: Raw -387660.384141 + Penalty 2639.481122 = -385020.903019 nChanged 77 SP:Iteration 16Q (5714.332149 sec): 3 clusters Score: Raw -387713.125384 + Penalty 2639.481122 = -385073.644262 nChanged 70 SP:Iteration 17Q (5714.377714 sec): 3 clusters Score: Raw -387754.512874 + Penalty 2639.481122 = -385115.031752 nChanged 55 SP:Iteration 18Q (5714.426580 sec): 3 clusters Score: Raw -387785.264610 + Penalty 2639.481122 = -385145.783488 nChanged 52 SP:Iteration 19Q (5714.464365 sec): 3 clusters Score: Raw -387812.782001 + Penalty 2639.481122 = -385173.300879 nChanged 37 SP:Iteration 20F (5714.510682 sec): 3 clusters Score: Raw -387827.752034 + Penalty 2639.481122 = -385188.270912 nChanged 25 SP:Iteration 21Q (5714.559411 sec): 3 clusters Score: Raw -387834.693671 + Penalty 2639.481122 = -385195.212549 nChanged 18 SP:Iteration 22Q (5714.604608 sec): 3 clusters Score: Raw -387842.340059 + Penalty 2639.481122 = -385202.858937 nChanged 18 SP:Iteration 23Q (5714.656996 sec): 3 clusters Score: Raw -387849.783355 + Penalty 2639.481122 = -385210.302233 nChanged 19 SP:Iteration 24Q (5714.719329 sec): 3 clusters Score: Raw -387855.656843 + Penalty 2639.481122 = -385216.175722 nChanged 12 SP:Iteration 25Q (5714.753027 sec): 3 clusters Score: Raw -387858.622387 + Penalty 2639.481122 = -385219.141265 nChanged 9 SP:Iteration 26Q (5714.805556 sec): 3 clusters Score: Raw -387862.280877 + Penalty 2639.481122 = -385222.799755 nChanged 11 SP:Iteration 27Q (5714.849766 sec): 3 clusters Score: Raw -387864.726338 + Penalty 2639.481122 = -385225.245216 nChanged 5 SP:Iteration 28Q (5714.902154 sec): 3 clusters Score: Raw -387865.796409 + Penalty 2639.481122 = -385226.315287 nChanged 3 SP:Iteration 29Q (5714.954047 sec): 3 clusters Score: Raw -387866.745457 + Penalty 2639.481122 = -385227.264335 nChanged 4 SP:Iteration 30Q (5715.002908 sec): 3 clusters Score: Raw -387867.767144 + Penalty 2639.481122 = -385228.286022 nChanged 1 SP:Iteration 31Q (5715.055110 sec): 3 clusters Score: Raw -387868.083295 + Penalty 2639.481122 = -385228.602173 nChanged 1 SP:Iteration 32Q (5715.107287 sec): 3 clusters Score: Raw -387868.234207 + Penalty 2639.481122 = -385228.753085 nChanged 0 SP:Iteration 33F (5715.159743 sec): 3 clusters Score: Raw -387868.234207 + Penalty 2639.481122 = -385228.753085 nChanged 0 Trying to split cluster 28 (29785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5715.226758 sec): 2 clusters Score: Raw -3556089.755021 + Penalty 1674.036031 = -3554415.718990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5715.329051 sec): 3 clusters Score: Raw -3537673.852253 + Penalty 3348.072062 = -3534325.780191 nChanged 13704 SP:Iteration 1F (5715.425421 sec): 3 clusters Score: Raw -3545391.239501 + Penalty 3348.072062 = -3542043.167439 nChanged 1353 SP:Iteration 2Q (5715.526037 sec): 3 clusters Score: Raw -3545815.780953 + Penalty 3348.072062 = -3542467.708891 nChanged 1254 SP:Iteration 3Q (5715.620137 sec): 3 clusters Score: Raw -3546210.507319 + Penalty 3348.072062 = -3542862.435257 nChanged 1243 SP:Iteration 4Q (5715.714292 sec): 3 clusters Score: Raw -3546671.996731 + Penalty 3348.072062 = -3543323.924669 nChanged 1369 SP:Iteration 5Q (5715.798539 sec): 3 clusters Score: Raw -3547278.348601 + Penalty 3348.072062 = -3543930.276540 nChanged 1476 SP:Iteration 6Q (5715.884833 sec): 3 clusters Score: Raw -3548055.052111 + Penalty 3348.072062 = -3544706.980050 nChanged 1720 SP:Iteration 7F (5715.967315 sec): 3 clusters Score: Raw -3549175.548334 + Penalty 3348.072062 = -3545827.476273 nChanged 1816 SP:Iteration 8F (5716.057400 sec): 3 clusters Score: Raw -3550540.208085 + Penalty 3348.072062 = -3547192.136024 nChanged 1706 SP:Iteration 9F (5716.146969 sec): 3 clusters Score: Raw -3551916.813155 + Penalty 3348.072062 = -3548568.741093 nChanged 1484 SP:Iteration 10Q (5716.241801 sec): 3 clusters Score: Raw -3553128.640429 + Penalty 3348.072062 = -3549780.568367 nChanged 1177 SP:Iteration 11Q (5716.341194 sec): 3 clusters Score: Raw -3554080.694272 + Penalty 3348.072062 = -3550732.622210 nChanged 862 SP:Iteration 12Q (5716.435383 sec): 3 clusters Score: Raw -3554756.053076 + Penalty 3348.072062 = -3551407.981015 nChanged 604 SP:Iteration 13Q (5716.530121 sec): 3 clusters Score: Raw -3555208.488694 + Penalty 3348.072062 = -3551860.416632 nChanged 416 SP:Iteration 14Q (5716.611808 sec): 3 clusters Score: Raw -3555506.982178 + Penalty 3348.072062 = -3552158.910116 nChanged 323 SP:Iteration 15Q (5716.704957 sec): 3 clusters Score: Raw -3555749.958845 + Penalty 3348.072062 = -3552401.886783 nChanged 263 SP:Iteration 16Q (5716.782763 sec): 3 clusters Score: Raw -3555925.485141 + Penalty 3348.072062 = -3552577.413079 nChanged 198 SP:Iteration 17Q (5716.854262 sec): 3 clusters Score: Raw -3556053.347814 + Penalty 3348.072062 = -3552705.275752 nChanged 171 SP:Iteration 18Q (5716.930296 sec): 3 clusters Score: Raw -3556156.876595 + Penalty 3348.072062 = -3552808.804533 nChanged 144 SP:Iteration 19Q (5717.010278 sec): 3 clusters Score: Raw -3556224.372581 + Penalty 3348.072062 = -3552876.300519 nChanged 111 SP:Iteration 20F (5717.094257 sec): 3 clusters Score: Raw -3556270.259869 + Penalty 3348.072062 = -3552922.187807 nChanged 86 SP:Iteration 21Q (5717.166132 sec): 3 clusters Score: Raw -3556299.087673 + Penalty 3348.072062 = -3552951.015611 nChanged 72 SP:Iteration 22Q (5717.239422 sec): 3 clusters Score: Raw -3556321.170387 + Penalty 3348.072062 = -3552973.098325 nChanged 55 SP:Iteration 23Q (5717.318503 sec): 3 clusters Score: Raw -3556340.049085 + Penalty 3348.072062 = -3552991.977024 nChanged 53 SP:Iteration 24Q (5717.396927 sec): 3 clusters Score: Raw -3556357.952456 + Penalty 3348.072062 = -3553009.880394 nChanged 53 SP:Iteration 25Q (5717.477998 sec): 3 clusters Score: Raw -3556379.016719 + Penalty 3348.072062 = -3553030.944658 nChanged 50 SP:Iteration 26Q (5717.555644 sec): 3 clusters Score: Raw -3556402.475251 + Penalty 3348.072062 = -3553054.403189 nChanged 60 SP:Iteration 27Q (5717.631562 sec): 3 clusters Score: Raw -3556426.321978 + Penalty 3348.072062 = -3553078.249916 nChanged 58 SP:Iteration 28Q (5717.711152 sec): 3 clusters Score: Raw -3556444.532619 + Penalty 3348.072062 = -3553096.460557 nChanged 56 SP:Iteration 29Q (5717.791164 sec): 3 clusters Score: Raw -3556460.098665 + Penalty 3348.072062 = -3553112.026603 nChanged 38 SP:Iteration 30Q (5717.865986 sec): 3 clusters Score: Raw -3556469.658432 + Penalty 3348.072062 = -3553121.586370 nChanged 19 SP:Iteration 31Q (5717.947675 sec): 3 clusters Score: Raw -3556474.242481 + Penalty 3348.072062 = -3553126.170419 nChanged 16 SP:Iteration 32Q (5718.026893 sec): 3 clusters Score: Raw -3556478.377331 + Penalty 3348.072062 = -3553130.305269 nChanged 18 SP:Iteration 33Q (5718.105353 sec): 3 clusters Score: Raw -3556482.709795 + Penalty 3348.072062 = -3553134.637733 nChanged 12 SP:Iteration 34Q (5718.184014 sec): 3 clusters Score: Raw -3556486.156959 + Penalty 3348.072062 = -3553138.084897 nChanged 16 SP:Iteration 35Q (5718.264346 sec): 3 clusters Score: Raw -3556489.108736 + Penalty 3348.072062 = -3553141.036674 nChanged 13 SP:Iteration 36Q (5718.339610 sec): 3 clusters Score: Raw -3556491.968248 + Penalty 3348.072062 = -3553143.896186 nChanged 8 SP:Iteration 37Q (5718.420399 sec): 3 clusters Score: Raw -3556493.510367 + Penalty 3348.072062 = -3553145.438305 nChanged 8 SP:Iteration 38Q (5718.500096 sec): 3 clusters Score: Raw -3556494.540104 + Penalty 3348.072062 = -3553146.468042 nChanged 5 SP:Iteration 39Q (5718.579551 sec): 3 clusters Score: Raw -3556495.843135 + Penalty 3348.072062 = -3553147.771074 nChanged 4 SP:Iteration 40F (5718.672856 sec): 3 clusters Score: Raw -3556496.732015 + Penalty 3348.072062 = -3553148.659953 nChanged 4 SP:Iteration 41Q (5718.755235 sec): 3 clusters Score: Raw -3556497.807831 + Penalty 3348.072062 = -3553149.735769 nChanged 2 SP:Iteration 42Q (5718.834010 sec): 3 clusters Score: Raw -3556498.595599 + Penalty 3348.072062 = -3553150.523537 nChanged 6 SP:Iteration 43Q (5718.914935 sec): 3 clusters Score: Raw -3556499.562749 + Penalty 3348.072062 = -3553151.490688 nChanged 5 SP:Iteration 44Q (5718.996952 sec): 3 clusters Score: Raw -3556500.182380 + Penalty 3348.072062 = -3553152.110318 nChanged 2 SP:Iteration 45Q (5719.075127 sec): 3 clusters Score: Raw -3556500.659930 + Penalty 3348.072062 = -3553152.587868 nChanged 3 SP:Iteration 46Q (5719.154667 sec): 3 clusters Score: Raw -3556501.023108 + Penalty 3348.072062 = -3553152.951046 nChanged 2 SP:Iteration 47Q (5719.222585 sec): 3 clusters Score: Raw -3556501.459197 + Penalty 3348.072062 = -3553153.387135 nChanged 1 SP:Iteration 48Q (5719.300836 sec): 3 clusters Score: Raw -3556501.637633 + Penalty 3348.072062 = -3553153.565571 nChanged 1 SP:Iteration 49Q (5719.378527 sec): 3 clusters Score: Raw -3556501.752583 + Penalty 3348.072062 = -3553153.680522 nChanged 1 SP:Iteration 50Q (5719.460308 sec): 3 clusters Score: Raw -3556501.869928 + Penalty 3348.072062 = -3553153.797866 nChanged 1 SP:Iteration 51Q (5719.541965 sec): 3 clusters Score: Raw -3556501.927790 + Penalty 3348.072062 = -3553153.855728 nChanged 0 SP:Iteration 52F (5719.630842 sec): 3 clusters Score: Raw -3556501.927790 + Penalty 3348.072062 = -3553153.855728 nChanged 0 Trying to split cluster 29 (16155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5719.671025 sec): 2 clusters Score: Raw -1807497.295300 + Penalty 1574.622543 = -1805922.672758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5719.742125 sec): 3 clusters Score: Raw -1797978.232880 + Penalty 3149.245085 = -1794828.987794 nChanged 7120 SP:Iteration 1F (5719.810992 sec): 3 clusters Score: Raw -1801851.983497 + Penalty 3149.245085 = -1798702.738411 nChanged 854 SP:Iteration 2F (5719.879329 sec): 3 clusters Score: Raw -1802202.116116 + Penalty 3149.245085 = -1799052.871031 nChanged 807 SP:Iteration 3Q (5719.957641 sec): 3 clusters Score: Raw -1802574.761705 + Penalty 3149.245085 = -1799425.516619 nChanged 809 SP:Iteration 4F (5720.007926 sec): 3 clusters Score: Raw -1803008.998455 + Penalty 3149.245085 = -1799859.753370 nChanged 816 SP:Iteration 5F (5720.075830 sec): 3 clusters Score: Raw -1803477.733348 + Penalty 3149.245085 = -1800328.488262 nChanged 838 SP:Iteration 6F (5720.143469 sec): 3 clusters Score: Raw -1804016.774806 + Penalty 3149.245085 = -1800867.529721 nChanged 825 SP:Iteration 7F (5720.212363 sec): 3 clusters Score: Raw -1804556.578357 + Penalty 3149.245085 = -1801407.333271 nChanged 781 SP:Iteration 8Q (5720.290161 sec): 3 clusters Score: Raw -1805020.337081 + Penalty 3149.245085 = -1801871.091995 nChanged 742 SP:Iteration 9Q (5720.348820 sec): 3 clusters Score: Raw -1805415.780246 + Penalty 3149.245085 = -1802266.535161 nChanged 621 SP:Iteration 10Q (5720.408594 sec): 3 clusters Score: Raw -1805702.743699 + Penalty 3149.245085 = -1802553.498614 nChanged 529 SP:Iteration 11Q (5720.466131 sec): 3 clusters Score: Raw -1805912.471093 + Penalty 3149.245085 = -1802763.226007 nChanged 445 SP:Iteration 12Q (5720.523794 sec): 3 clusters Score: Raw -1806078.555748 + Penalty 3149.245085 = -1802929.310663 nChanged 369 SP:Iteration 13Q (5720.604464 sec): 3 clusters Score: Raw -1806186.986922 + Penalty 3149.245085 = -1803037.741837 nChanged 288 SP:Iteration 14Q (5720.668934 sec): 3 clusters Score: Raw -1806264.040873 + Penalty 3149.245085 = -1803114.795787 nChanged 218 SP:Iteration 15Q (5720.745131 sec): 3 clusters Score: Raw -1806306.478340 + Penalty 3149.245085 = -1803157.233255 nChanged 160 SP:Iteration 16Q (5720.812325 sec): 3 clusters Score: Raw -1806335.384903 + Penalty 3149.245085 = -1803186.139817 nChanged 128 SP:Iteration 17Q (5720.885860 sec): 3 clusters Score: Raw -1806358.673603 + Penalty 3149.245085 = -1803209.428518 nChanged 119 SP:Iteration 18Q (5720.954607 sec): 3 clusters Score: Raw -1806378.411690 + Penalty 3149.245085 = -1803229.166604 nChanged 101 SP:Iteration 19Q (5721.025027 sec): 3 clusters Score: Raw -1806395.352392 + Penalty 3149.245085 = -1803246.107307 nChanged 88 SP:Iteration 20F (5721.101733 sec): 3 clusters Score: Raw -1806411.500309 + Penalty 3149.245085 = -1803262.255224 nChanged 84 SP:Iteration 21Q (5721.179396 sec): 3 clusters Score: Raw -1806426.918942 + Penalty 3149.245085 = -1803277.673857 nChanged 101 SP:Iteration 22Q (5721.263208 sec): 3 clusters Score: Raw -1806444.085301 + Penalty 3149.245085 = -1803294.840216 nChanged 98 SP:Iteration 23Q (5721.330827 sec): 3 clusters Score: Raw -1806460.257198 + Penalty 3149.245085 = -1803311.012112 nChanged 100 SP:Iteration 24Q (5721.404505 sec): 3 clusters Score: Raw -1806478.689564 + Penalty 3149.245085 = -1803329.444479 nChanged 100 SP:Iteration 25Q (5721.478303 sec): 3 clusters Score: Raw -1806496.413956 + Penalty 3149.245085 = -1803347.168870 nChanged 107 SP:Iteration 26Q (5721.542905 sec): 3 clusters Score: Raw -1806516.064344 + Penalty 3149.245085 = -1803366.819259 nChanged 102 SP:Iteration 27Q (5721.607841 sec): 3 clusters Score: Raw -1806538.271000 + Penalty 3149.245085 = -1803389.025915 nChanged 123 SP:Iteration 28Q (5721.684928 sec): 3 clusters Score: Raw -1806561.385882 + Penalty 3149.245085 = -1803412.140796 nChanged 106 SP:Iteration 29Q (5721.760194 sec): 3 clusters Score: Raw -1806581.398018 + Penalty 3149.245085 = -1803432.152932 nChanged 115 SP:Iteration 30Q (5721.843629 sec): 3 clusters Score: Raw -1806603.745962 + Penalty 3149.245085 = -1803454.500877 nChanged 107 SP:Iteration 31Q (5721.903650 sec): 3 clusters Score: Raw -1806626.898917 + Penalty 3149.245085 = -1803477.653831 nChanged 105 SP:Iteration 32Q (5721.985418 sec): 3 clusters Score: Raw -1806652.445397 + Penalty 3149.245085 = -1803503.200311 nChanged 106 SP:Iteration 33Q (5722.059945 sec): 3 clusters Score: Raw -1806674.117400 + Penalty 3149.245085 = -1803524.872315 nChanged 101 SP:Iteration 34Q (5722.122909 sec): 3 clusters Score: Raw -1806698.687023 + Penalty 3149.245085 = -1803549.441938 nChanged 110 SP:Iteration 35Q (5722.191525 sec): 3 clusters Score: Raw -1806718.269538 + Penalty 3149.245085 = -1803569.024453 nChanged 101 SP:Iteration 36Q (5722.264034 sec): 3 clusters Score: Raw -1806735.578501 + Penalty 3149.245085 = -1803586.333415 nChanged 84 SP:Iteration 37Q (5722.336172 sec): 3 clusters Score: Raw -1806748.914143 + Penalty 3149.245085 = -1803599.669058 nChanged 81 SP:Iteration 38Q (5722.400408 sec): 3 clusters Score: Raw -1806762.360580 + Penalty 3149.245085 = -1803613.115495 nChanged 81 SP:Iteration 39Q (5722.458093 sec): 3 clusters Score: Raw -1806774.752646 + Penalty 3149.245085 = -1803625.507561 nChanged 72 SP:Iteration 40F (5722.507894 sec): 3 clusters Score: Raw -1806785.990528 + Penalty 3149.245085 = -1803636.745442 nChanged 67 SP:Iteration 41Q (5722.572782 sec): 3 clusters Score: Raw -1806797.533050 + Penalty 3149.245085 = -1803648.287965 nChanged 72 SP:Iteration 42Q (5722.623121 sec): 3 clusters Score: Raw -1806807.349843 + Penalty 3149.245085 = -1803658.104758 nChanged 60 SP:Iteration 43Q (5722.686902 sec): 3 clusters Score: Raw -1806815.460571 + Penalty 3149.245085 = -1803666.215486 nChanged 61 SP:Iteration 44Q (5722.744349 sec): 3 clusters Score: Raw -1806824.273301 + Penalty 3149.245085 = -1803675.028215 nChanged 67 SP:Iteration 45Q (5722.801001 sec): 3 clusters Score: Raw -1806833.202802 + Penalty 3149.245085 = -1803683.957717 nChanged 61 SP:Iteration 46Q (5722.861550 sec): 3 clusters Score: Raw -1806841.167847 + Penalty 3149.245085 = -1803691.922762 nChanged 56 SP:Iteration 47Q (5722.918152 sec): 3 clusters Score: Raw -1806850.122835 + Penalty 3149.245085 = -1803700.877749 nChanged 77 SP:Iteration 48Q (5722.967716 sec): 3 clusters Score: Raw -1806861.460210 + Penalty 3149.245085 = -1803712.215124 nChanged 66 SP:Iteration 49Q (5723.031356 sec): 3 clusters Score: Raw -1806871.793251 + Penalty 3149.245085 = -1803722.548166 nChanged 75 SP:Iteration 50Q (5723.087380 sec): 3 clusters Score: Raw -1806885.247616 + Penalty 3149.245085 = -1803736.002530 nChanged 83 SP:Iteration 51Q (5723.147896 sec): 3 clusters Score: Raw -1806900.967659 + Penalty 3149.245085 = -1803751.722574 nChanged 84 SP:Iteration 52Q (5723.208204 sec): 3 clusters Score: Raw -1806915.598931 + Penalty 3149.245085 = -1803766.353846 nChanged 78 SP:Iteration 53Q (5723.276630 sec): 3 clusters Score: Raw -1806929.140478 + Penalty 3149.245085 = -1803779.895392 nChanged 82 SP:Iteration 54Q (5723.351535 sec): 3 clusters Score: Raw -1806942.817574 + Penalty 3149.245085 = -1803793.572489 nChanged 75 SP:Iteration 55Q (5723.424619 sec): 3 clusters Score: Raw -1806954.923895 + Penalty 3149.245085 = -1803805.678809 nChanged 78 SP:Iteration 56Q (5723.499387 sec): 3 clusters Score: Raw -1806965.706132 + Penalty 3149.245085 = -1803816.461047 nChanged 62 SP:Iteration 57Q (5723.572522 sec): 3 clusters Score: Raw -1806973.791688 + Penalty 3149.245085 = -1803824.546603 nChanged 55 SP:Iteration 58Q (5723.646829 sec): 3 clusters Score: Raw -1806980.208616 + Penalty 3149.245085 = -1803830.963531 nChanged 53 SP:Iteration 59Q (5723.714708 sec): 3 clusters Score: Raw -1806987.391533 + Penalty 3149.245085 = -1803838.146448 nChanged 64 SP:Iteration 60F (5723.782997 sec): 3 clusters Score: Raw -1806996.831614 + Penalty 3149.245085 = -1803847.586528 nChanged 60 SP:Iteration 61Q (5723.857026 sec): 3 clusters Score: Raw -1807005.367139 + Penalty 3149.245085 = -1803856.122054 nChanged 57 SP:Iteration 62Q (5723.929601 sec): 3 clusters Score: Raw -1807013.848006 + Penalty 3149.245085 = -1803864.602920 nChanged 53 SP:Iteration 63Q (5723.993291 sec): 3 clusters Score: Raw -1807022.089418 + Penalty 3149.245085 = -1803872.844332 nChanged 55 SP:Iteration 64Q (5724.074073 sec): 3 clusters Score: Raw -1807029.249014 + Penalty 3149.245085 = -1803880.003929 nChanged 52 SP:Iteration 65Q (5724.139984 sec): 3 clusters Score: Raw -1807038.191853 + Penalty 3149.245085 = -1803888.946768 nChanged 51 SP:Iteration 66Q (5724.214716 sec): 3 clusters Score: Raw -1807046.416972 + Penalty 3149.245085 = -1803897.171887 nChanged 60 SP:Iteration 67Q (5724.271894 sec): 3 clusters Score: Raw -1807056.089062 + Penalty 3149.245085 = -1803906.843977 nChanged 71 SP:Iteration 68Q (5724.349229 sec): 3 clusters Score: Raw -1807068.681006 + Penalty 3149.245085 = -1803919.435920 nChanged 85 SP:Iteration 69Q (5724.419689 sec): 3 clusters Score: Raw -1807083.027147 + Penalty 3149.245085 = -1803933.782061 nChanged 79 SP:Iteration 70Q (5724.492034 sec): 3 clusters Score: Raw -1807096.143130 + Penalty 3149.245085 = -1803946.898044 nChanged 71 SP:Iteration 71Q (5724.560663 sec): 3 clusters Score: Raw -1807106.836314 + Penalty 3149.245085 = -1803957.591228 nChanged 74 SP:Iteration 72Q (5724.641235 sec): 3 clusters Score: Raw -1807123.062590 + Penalty 3149.245085 = -1803973.817505 nChanged 80 SP:Iteration 73Q (5724.703615 sec): 3 clusters Score: Raw -1807142.534074 + Penalty 3149.245085 = -1803993.288989 nChanged 91 SP:Iteration 74Q (5724.781474 sec): 3 clusters Score: Raw -1807161.647792 + Penalty 3149.245085 = -1804012.402706 nChanged 106 SP:Iteration 75Q (5724.841206 sec): 3 clusters Score: Raw -1807183.940472 + Penalty 3149.245085 = -1804034.695386 nChanged 123 SP:Iteration 76Q (5724.909760 sec): 3 clusters Score: Raw -1807211.603587 + Penalty 3149.245085 = -1804062.358501 nChanged 133 SP:Iteration 77Q (5724.978809 sec): 3 clusters Score: Raw -1807246.353468 + Penalty 3149.245085 = -1804097.108382 nChanged 137 SP:Iteration 78Q (5725.057664 sec): 3 clusters Score: Raw -1807283.669742 + Penalty 3149.245085 = -1804134.424656 nChanged 127 SP:Iteration 79Q (5725.128023 sec): 3 clusters Score: Raw -1807317.775314 + Penalty 3149.245085 = -1804168.530229 nChanged 145 SP:Iteration 80F (5725.187619 sec): 3 clusters Score: Raw -1807353.712936 + Penalty 3149.245085 = -1804204.467851 nChanged 133 SP:Iteration 81Q (5725.262799 sec): 3 clusters Score: Raw -1807385.297743 + Penalty 3149.245085 = -1804236.052658 nChanged 120 SP:Iteration 82Q (5725.337705 sec): 3 clusters Score: Raw -1807413.300015 + Penalty 3149.245085 = -1804264.054929 nChanged 116 SP:Iteration 83Q (5725.411542 sec): 3 clusters Score: Raw -1807441.874113 + Penalty 3149.245085 = -1804292.629027 nChanged 116 SP:Iteration 84Q (5725.492271 sec): 3 clusters Score: Raw -1807469.562478 + Penalty 3149.245085 = -1804320.317393 nChanged 119 SP:Iteration 85Q (5725.561860 sec): 3 clusters Score: Raw -1807500.036288 + Penalty 3149.245085 = -1804350.791203 nChanged 118 SP:Iteration 86Q (5725.626119 sec): 3 clusters Score: Raw -1807531.871020 + Penalty 3149.245085 = -1804382.625935 nChanged 116 SP:Iteration 87Q (5725.689452 sec): 3 clusters Score: Raw -1807563.251190 + Penalty 3149.245085 = -1804414.006104 nChanged 107 SP:Iteration 88Q (5725.751564 sec): 3 clusters Score: Raw -1807589.745185 + Penalty 3149.245085 = -1804440.500099 nChanged 98 SP:Iteration 89Q (5725.827224 sec): 3 clusters Score: Raw -1807613.641363 + Penalty 3149.245085 = -1804464.396277 nChanged 105 SP:Iteration 90Q (5725.876330 sec): 3 clusters Score: Raw -1807641.150162 + Penalty 3149.245085 = -1804491.905076 nChanged 107 SP:Iteration 91Q (5725.933099 sec): 3 clusters Score: Raw -1807674.559562 + Penalty 3149.245085 = -1804525.314477 nChanged 122 SP:Iteration 92Q (5725.994963 sec): 3 clusters Score: Raw -1807711.793246 + Penalty 3149.245085 = -1804562.548161 nChanged 117 SP:Iteration 93Q (5726.060661 sec): 3 clusters Score: Raw -1807750.764470 + Penalty 3149.245085 = -1804601.519385 nChanged 116 SP:Iteration 94Q (5726.131341 sec): 3 clusters Score: Raw -1807784.520306 + Penalty 3149.245085 = -1804635.275221 nChanged 98 SP:Iteration 95Q (5726.185881 sec): 3 clusters Score: Raw -1807811.919658 + Penalty 3149.245085 = -1804662.674572 nChanged 86 SP:Iteration 96Q (5726.243762 sec): 3 clusters Score: Raw -1807840.021171 + Penalty 3149.245085 = -1804690.776085 nChanged 110 SP:Iteration 97Q (5726.305425 sec): 3 clusters Score: Raw -1807872.353449 + Penalty 3149.245085 = -1804723.108364 nChanged 97 SP:Iteration 98Q (5726.363675 sec): 3 clusters Score: Raw -1807900.316335 + Penalty 3149.245085 = -1804751.071250 nChanged 75 SP:Iteration 99Q (5726.411965 sec): 3 clusters Score: Raw -1807920.513941 + Penalty 3149.245085 = -1804771.268856 nChanged 62 SP:Iteration 100F (5726.482042 sec): 3 clusters Score: Raw -1807937.159689 + Penalty 3149.245085 = -1804787.914603 nChanged 63 SP:Iteration 101Q (5726.529950 sec): 3 clusters Score: Raw -1807954.407605 + Penalty 3149.245085 = -1804805.162520 nChanged 68 SP:Iteration 102Q (5726.583427 sec): 3 clusters Score: Raw -1807973.864054 + Penalty 3149.245085 = -1804824.618969 nChanged 58 SP:Iteration 103Q (5726.645265 sec): 3 clusters Score: Raw -1807993.636735 + Penalty 3149.245085 = -1804844.391649 nChanged 67 SP:Iteration 104Q (5726.691863 sec): 3 clusters Score: Raw -1808015.106692 + Penalty 3149.245085 = -1804865.861606 nChanged 65 SP:Iteration 105Q (5726.745938 sec): 3 clusters Score: Raw -1808034.453803 + Penalty 3149.245085 = -1804885.208717 nChanged 55 SP:Iteration 106Q (5726.810810 sec): 3 clusters Score: Raw -1808049.549010 + Penalty 3149.245085 = -1804900.303925 nChanged 48 SP:Iteration 107Q (5726.863422 sec): 3 clusters Score: Raw -1808061.218444 + Penalty 3149.245085 = -1804911.973359 nChanged 39 SP:Iteration 108Q (5726.910066 sec): 3 clusters Score: Raw -1808069.145187 + Penalty 3149.245085 = -1804919.900102 nChanged 35 SP:Iteration 109Q (5726.972593 sec): 3 clusters Score: Raw -1808076.754635 + Penalty 3149.245085 = -1804927.509550 nChanged 26 SP:Iteration 110Q (5727.029317 sec): 3 clusters Score: Raw -1808081.626249 + Penalty 3149.245085 = -1804932.381164 nChanged 23 SP:Iteration 111Q (5727.090968 sec): 3 clusters Score: Raw -1808085.727195 + Penalty 3149.245085 = -1804936.482109 nChanged 19 SP:Iteration 112Q (5727.159561 sec): 3 clusters Score: Raw -1808089.019744 + Penalty 3149.245085 = -1804939.774659 nChanged 12 SP:Iteration 113Q (5727.222630 sec): 3 clusters Score: Raw -1808090.775644 + Penalty 3149.245085 = -1804941.530558 nChanged 10 SP:Iteration 114Q (5727.290268 sec): 3 clusters Score: Raw -1808092.680053 + Penalty 3149.245085 = -1804943.434967 nChanged 12 SP:Iteration 115Q (5727.362073 sec): 3 clusters Score: Raw -1808095.470889 + Penalty 3149.245085 = -1804946.225804 nChanged 13 SP:Iteration 116Q (5727.424623 sec): 3 clusters Score: Raw -1808098.582595 + Penalty 3149.245085 = -1804949.337510 nChanged 10 SP:Iteration 117Q (5727.495183 sec): 3 clusters Score: Raw -1808100.287016 + Penalty 3149.245085 = -1804951.041930 nChanged 7 SP:Iteration 118Q (5727.561725 sec): 3 clusters Score: Raw -1808101.620156 + Penalty 3149.245085 = -1804952.375070 nChanged 8 SP:Iteration 119Q (5727.625464 sec): 3 clusters Score: Raw -1808102.739724 + Penalty 3149.245085 = -1804953.494639 nChanged 4 SP:Iteration 120F (5727.698482 sec): 3 clusters Score: Raw -1808103.454515 + Penalty 3149.245085 = -1804954.209430 nChanged 5 SP:Iteration 121Q (5727.769548 sec): 3 clusters Score: Raw -1808104.566414 + Penalty 3149.245085 = -1804955.321329 nChanged 8 SP:Iteration 122Q (5727.839938 sec): 3 clusters Score: Raw -1808106.341885 + Penalty 3149.245085 = -1804957.096799 nChanged 6 SP:Iteration 123Q (5727.911662 sec): 3 clusters Score: Raw -1808107.445758 + Penalty 3149.245085 = -1804958.200672 nChanged 8 SP:Iteration 124Q (5727.981762 sec): 3 clusters Score: Raw -1808109.253930 + Penalty 3149.245085 = -1804960.008845 nChanged 12 SP:Iteration 125Q (5728.052876 sec): 3 clusters Score: Raw -1808111.873888 + Penalty 3149.245085 = -1804962.628802 nChanged 12 SP:Iteration 126Q (5728.110450 sec): 3 clusters Score: Raw -1808114.312659 + Penalty 3149.245085 = -1804965.067573 nChanged 15 SP:Iteration 127Q (5728.173966 sec): 3 clusters Score: Raw -1808117.188273 + Penalty 3149.245085 = -1804967.943188 nChanged 11 SP:Iteration 128Q (5728.237222 sec): 3 clusters Score: Raw -1808119.446618 + Penalty 3149.245085 = -1804970.201532 nChanged 7 SP:Iteration 129Q (5728.300180 sec): 3 clusters Score: Raw -1808120.711460 + Penalty 3149.245085 = -1804971.466374 nChanged 7 SP:Iteration 130Q (5728.362466 sec): 3 clusters Score: Raw -1808121.922545 + Penalty 3149.245085 = -1804972.677459 nChanged 9 SP:Iteration 131Q (5728.426280 sec): 3 clusters Score: Raw -1808124.316669 + Penalty 3149.245085 = -1804975.071584 nChanged 11 SP:Iteration 132Q (5728.503093 sec): 3 clusters Score: Raw -1808126.835765 + Penalty 3149.245085 = -1804977.590680 nChanged 12 SP:Iteration 133Q (5728.580119 sec): 3 clusters Score: Raw -1808128.980588 + Penalty 3149.245085 = -1804979.735502 nChanged 10 SP:Iteration 134Q (5728.628129 sec): 3 clusters Score: Raw -1808131.190858 + Penalty 3149.245085 = -1804981.945772 nChanged 14 SP:Iteration 135Q (5728.699087 sec): 3 clusters Score: Raw -1808134.015474 + Penalty 3149.245085 = -1804984.770389 nChanged 10 SP:Iteration 136Q (5728.764886 sec): 3 clusters Score: Raw -1808135.991709 + Penalty 3149.245085 = -1804986.746623 nChanged 4 SP:Iteration 137Q (5728.832959 sec): 3 clusters Score: Raw -1808136.537914 + Penalty 3149.245085 = -1804987.292828 nChanged 2 SP:Iteration 138Q (5728.894010 sec): 3 clusters Score: Raw -1808137.281979 + Penalty 3149.245085 = -1804988.036893 nChanged 2 SP:Iteration 139Q (5728.972783 sec): 3 clusters Score: Raw -1808137.525833 + Penalty 3149.245085 = -1804988.280748 nChanged 2 SP:Iteration 140F (5729.046093 sec): 3 clusters Score: Raw -1808138.139071 + Penalty 3149.245085 = -1804988.893985 nChanged 2 SP:Iteration 141Q (5729.118777 sec): 3 clusters Score: Raw -1808138.361075 + Penalty 3149.245085 = -1804989.115990 nChanged 2 SP:Iteration 142Q (5729.190394 sec): 3 clusters Score: Raw -1808138.563824 + Penalty 3149.245085 = -1804989.318739 nChanged 0 SP:Iteration 143F (5729.254116 sec): 3 clusters Score: Raw -1808138.563824 + Penalty 3149.245085 = -1804989.318739 nChanged 0 Trying to split cluster 30 (6599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5729.284515 sec): 2 clusters Score: Raw -733233.624791 + Penalty 1429.134428 = -731804.490363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5729.339879 sec): 3 clusters Score: Raw -729647.984074 + Penalty 2858.268855 = -726789.715219 nChanged 2721 SP:Iteration 1F (5729.394233 sec): 3 clusters Score: Raw -731088.818603 + Penalty 2858.268855 = -728230.549748 nChanged 406 SP:Iteration 2F (5729.455335 sec): 3 clusters Score: Raw -731287.728318 + Penalty 2858.268855 = -728429.459462 nChanged 339 SP:Iteration 3F (5729.501198 sec): 3 clusters Score: Raw -731452.760283 + Penalty 2858.268855 = -728594.491428 nChanged 274 SP:Iteration 4Q (5729.556023 sec): 3 clusters Score: Raw -731593.088040 + Penalty 2858.268855 = -728734.819184 nChanged 264 SP:Iteration 5Q (5729.610923 sec): 3 clusters Score: Raw -731737.349514 + Penalty 2858.268855 = -728879.080658 nChanged 261 SP:Iteration 6Q (5729.675842 sec): 3 clusters Score: Raw -731875.240151 + Penalty 2858.268855 = -729016.971296 nChanged 264 SP:Iteration 7Q (5729.723587 sec): 3 clusters Score: Raw -732036.411883 + Penalty 2858.268855 = -729178.143027 nChanged 258 SP:Iteration 8Q (5729.789519 sec): 3 clusters Score: Raw -732200.419933 + Penalty 2858.268855 = -729342.151078 nChanged 273 SP:Iteration 9Q (5729.844914 sec): 3 clusters Score: Raw -732397.670355 + Penalty 2858.268855 = -729539.401500 nChanged 289 SP:Iteration 10Q (5729.896662 sec): 3 clusters Score: Raw -732614.462828 + Penalty 2858.268855 = -729756.193973 nChanged 271 SP:Iteration 11Q (5729.956186 sec): 3 clusters Score: Raw -732832.744704 + Penalty 2858.268855 = -729974.475848 nChanged 224 SP:Iteration 12Q (5729.996192 sec): 3 clusters Score: Raw -733041.993994 + Penalty 2858.268855 = -730183.725138 nChanged 202 SP:Iteration 13Q (5730.049260 sec): 3 clusters Score: Raw -733206.353008 + Penalty 2858.268855 = -730348.084153 nChanged 166 SP:Iteration 14Q (5730.087262 sec): 3 clusters Score: Raw -733309.388916 + Penalty 2858.268855 = -730451.120061 nChanged 121 SP:Iteration 15Q (5730.139647 sec): 3 clusters Score: Raw -733383.893519 + Penalty 2858.268855 = -730525.624664 nChanged 108 SP:Iteration 16Q (5730.177535 sec): 3 clusters Score: Raw -733443.860528 + Penalty 2858.268855 = -730585.591672 nChanged 81 SP:Iteration 17Q (5730.236508 sec): 3 clusters Score: Raw -733477.176781 + Penalty 2858.268855 = -730618.907926 nChanged 58 SP:Iteration 18Q (5730.279751 sec): 3 clusters Score: Raw -733503.024724 + Penalty 2858.268855 = -730644.755869 nChanged 48 SP:Iteration 19Q (5730.323459 sec): 3 clusters Score: Raw -733520.086949 + Penalty 2858.268855 = -730661.818093 nChanged 32 SP:Iteration 20F (5730.372707 sec): 3 clusters Score: Raw -733532.330007 + Penalty 2858.268855 = -730674.061151 nChanged 25 SP:Iteration 21Q (5730.415224 sec): 3 clusters Score: Raw -733539.705300 + Penalty 2858.268855 = -730681.436444 nChanged 18 SP:Iteration 22Q (5730.457813 sec): 3 clusters Score: Raw -733544.568740 + Penalty 2858.268855 = -730686.299884 nChanged 13 SP:Iteration 23Q (5730.493033 sec): 3 clusters Score: Raw -733547.862964 + Penalty 2858.268855 = -730689.594108 nChanged 12 SP:Iteration 24Q (5730.535640 sec): 3 clusters Score: Raw -733552.137126 + Penalty 2858.268855 = -730693.868270 nChanged 14 SP:Iteration 25Q (5730.586612 sec): 3 clusters Score: Raw -733555.350428 + Penalty 2858.268855 = -730697.081573 nChanged 8 SP:Iteration 26Q (5730.629535 sec): 3 clusters Score: Raw -733557.448619 + Penalty 2858.268855 = -730699.179764 nChanged 15 SP:Iteration 27Q (5730.671926 sec): 3 clusters Score: Raw -733561.635788 + Penalty 2858.268855 = -730703.366933 nChanged 11 SP:Iteration 28Q (5730.725384 sec): 3 clusters Score: Raw -733564.622631 + Penalty 2858.268855 = -730706.353776 nChanged 10 SP:Iteration 29Q (5730.767912 sec): 3 clusters Score: Raw -733566.502347 + Penalty 2858.268855 = -730708.233491 nChanged 7 SP:Iteration 30Q (5730.803042 sec): 3 clusters Score: Raw -733568.309642 + Penalty 2858.268855 = -730710.040786 nChanged 6 SP:Iteration 31Q (5730.847117 sec): 3 clusters Score: Raw -733569.498688 + Penalty 2858.268855 = -730711.229833 nChanged 6 SP:Iteration 32Q (5730.903059 sec): 3 clusters Score: Raw -733570.757789 + Penalty 2858.268855 = -730712.488934 nChanged 6 SP:Iteration 33Q (5730.951510 sec): 3 clusters Score: Raw -733571.838429 + Penalty 2858.268855 = -730713.569574 nChanged 6 SP:Iteration 34Q (5730.986532 sec): 3 clusters Score: Raw -733573.074976 + Penalty 2858.268855 = -730714.806121 nChanged 6 SP:Iteration 35Q (5731.035258 sec): 3 clusters Score: Raw -733574.463041 + Penalty 2858.268855 = -730716.194185 nChanged 6 SP:Iteration 36Q (5731.077314 sec): 3 clusters Score: Raw -733576.124901 + Penalty 2858.268855 = -730717.856045 nChanged 7 SP:Iteration 37Q (5731.111640 sec): 3 clusters Score: Raw -733578.094102 + Penalty 2858.268855 = -730719.825247 nChanged 12 SP:Iteration 38Q (5731.160486 sec): 3 clusters Score: Raw -733581.054146 + Penalty 2858.268855 = -730722.785291 nChanged 11 SP:Iteration 39Q (5731.202207 sec): 3 clusters Score: Raw -733584.410147 + Penalty 2858.268855 = -730726.141291 nChanged 8 SP:Iteration 40F (5731.243286 sec): 3 clusters Score: Raw -733585.736859 + Penalty 2858.268855 = -730727.468004 nChanged 8 SP:Iteration 41Q (5731.285751 sec): 3 clusters Score: Raw -733587.796412 + Penalty 2858.268855 = -730729.527556 nChanged 9 SP:Iteration 42Q (5731.339655 sec): 3 clusters Score: Raw -733590.576504 + Penalty 2858.268855 = -730732.307649 nChanged 13 SP:Iteration 43Q (5731.391083 sec): 3 clusters Score: Raw -733592.768878 + Penalty 2858.268855 = -730734.500022 nChanged 8 SP:Iteration 44Q (5731.448986 sec): 3 clusters Score: Raw -733594.327119 + Penalty 2858.268855 = -730736.058264 nChanged 5 SP:Iteration 45Q (5731.506776 sec): 3 clusters Score: Raw -733594.923495 + Penalty 2858.268855 = -730736.654639 nChanged 1 SP:Iteration 46Q (5731.565014 sec): 3 clusters Score: Raw -733595.205767 + Penalty 2858.268855 = -730736.936912 nChanged 2 SP:Iteration 47Q (5731.633950 sec): 3 clusters Score: Raw -733595.978120 + Penalty 2858.268855 = -730737.709265 nChanged 4 SP:Iteration 48Q (5731.692736 sec): 3 clusters Score: Raw -733596.714220 + Penalty 2858.268855 = -730738.445365 nChanged 1 SP:Iteration 49Q (5731.737197 sec): 3 clusters Score: Raw -733596.814589 + Penalty 2858.268855 = -730738.545734 nChanged 1 SP:Iteration 50Q (5731.792069 sec): 3 clusters Score: Raw -733596.921133 + Penalty 2858.268855 = -730738.652277 nChanged 1 SP:Iteration 51Q (5731.844198 sec): 3 clusters Score: Raw -733597.269331 + Penalty 2858.268855 = -730739.000476 nChanged 2 SP:Iteration 52Q (5731.898523 sec): 3 clusters Score: Raw -733598.226504 + Penalty 2858.268855 = -730739.957649 nChanged 6 SP:Iteration 53Q (5731.950446 sec): 3 clusters Score: Raw -733600.501267 + Penalty 2858.268855 = -730742.232411 nChanged 6 SP:Iteration 54Q (5731.995012 sec): 3 clusters Score: Raw -733602.491957 + Penalty 2858.268855 = -730744.223101 nChanged 10 SP:Iteration 55Q (5732.049609 sec): 3 clusters Score: Raw -733605.638433 + Penalty 2858.268855 = -730747.369578 nChanged 6 SP:Iteration 56Q (5732.102939 sec): 3 clusters Score: Raw -733606.938208 + Penalty 2858.268855 = -730748.669352 nChanged 3 SP:Iteration 57Q (5732.155065 sec): 3 clusters Score: Raw -733607.256567 + Penalty 2858.268855 = -730748.987711 nChanged 0 SP:Iteration 58F (5732.209031 sec): 3 clusters Score: Raw -733607.256567 + Penalty 2858.268855 = -730748.987711 nChanged 0 Trying to split cluster 31 (223169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5732.502840 sec): 2 clusters Score: Raw -26417660.104542 + Penalty 2001.298749 = -26415658.805793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5732.927916 sec): 3 clusters Score: Raw -26269583.470687 + Penalty 4002.597499 = -26265580.873188 nChanged 108054 SP:Iteration 1F (5733.347086 sec): 3 clusters Score: Raw -26334611.941994 + Penalty 4002.597499 = -26330609.344496 nChanged 8613 SP:Iteration 2Q (5733.824237 sec): 3 clusters Score: Raw -26337645.608048 + Penalty 4002.597499 = -26333643.010550 nChanged 10621 SP:Iteration 3Q (5734.276303 sec): 3 clusters Score: Raw -26342741.542948 + Penalty 4002.597499 = -26338738.945449 nChanged 13517 SP:Iteration 4F (5734.680564 sec): 3 clusters Score: Raw -26351144.731392 + Penalty 4002.597499 = -26347142.133894 nChanged 16322 SP:Iteration 5F (5735.082555 sec): 3 clusters Score: Raw -26363492.655694 + Penalty 4002.597499 = -26359490.058196 nChanged 17457 SP:Iteration 6F (5735.478979 sec): 3 clusters Score: Raw -26378564.015029 + Penalty 4002.597499 = -26374561.417530 nChanged 15464 SP:Iteration 7F (5735.877662 sec): 3 clusters Score: Raw -26393019.761919 + Penalty 4002.597499 = -26389017.164420 nChanged 11138 SP:Iteration 8Q (5736.321078 sec): 3 clusters Score: Raw -26403270.260638 + Penalty 4002.597499 = -26399267.663140 nChanged 7069 SP:Iteration 9Q (5736.723785 sec): 3 clusters Score: Raw -26409251.275940 + Penalty 4002.597499 = -26405248.678442 nChanged 4565 SP:Iteration 10Q (5737.059065 sec): 3 clusters Score: Raw -26412620.279987 + Penalty 4002.597499 = -26408617.682488 nChanged 3051 SP:Iteration 11Q (5737.407776 sec): 3 clusters Score: Raw -26414617.862673 + Penalty 4002.597499 = -26410615.265175 nChanged 2148 SP:Iteration 12Q (5737.748742 sec): 3 clusters Score: Raw -26415857.588870 + Penalty 4002.597499 = -26411854.991372 nChanged 1540 SP:Iteration 13Q (5738.080997 sec): 3 clusters Score: Raw -26416632.539988 + Penalty 4002.597499 = -26412629.942489 nChanged 1162 SP:Iteration 14Q (5738.401006 sec): 3 clusters Score: Raw -26417157.842050 + Penalty 4002.597499 = -26413155.244552 nChanged 939 SP:Iteration 15Q (5738.707931 sec): 3 clusters Score: Raw -26417562.084337 + Penalty 4002.597499 = -26413559.486838 nChanged 749 SP:Iteration 16Q (5739.016300 sec): 3 clusters Score: Raw -26417870.192792 + Penalty 4002.597499 = -26413867.595294 nChanged 574 SP:Iteration 17Q (5739.321971 sec): 3 clusters Score: Raw -26418083.910777 + Penalty 4002.597499 = -26414081.313278 nChanged 445 SP:Iteration 18Q (5739.617322 sec): 3 clusters Score: Raw -26418240.294995 + Penalty 4002.597499 = -26414237.697496 nChanged 345 SP:Iteration 19Q (5739.920506 sec): 3 clusters Score: Raw -26418356.278327 + Penalty 4002.597499 = -26414353.680828 nChanged 272 SP:Iteration 20F (5740.314299 sec): 3 clusters Score: Raw -26418444.888810 + Penalty 4002.597499 = -26414442.291312 nChanged 220 SP:Iteration 21Q (5740.651863 sec): 3 clusters Score: Raw -26418511.726107 + Penalty 4002.597499 = -26414509.128609 nChanged 183 SP:Iteration 22Q (5741.008215 sec): 3 clusters Score: Raw -26418566.080418 + Penalty 4002.597499 = -26414563.482919 nChanged 151 SP:Iteration 23Q (5741.401428 sec): 3 clusters Score: Raw -26418599.674597 + Penalty 4002.597499 = -26414597.077098 nChanged 130 SP:Iteration 24Q (5741.749118 sec): 3 clusters Score: Raw -26418626.544122 + Penalty 4002.597499 = -26414623.946623 nChanged 85 SP:Iteration 25Q (5742.065258 sec): 3 clusters Score: Raw -26418641.440489 + Penalty 4002.597499 = -26414638.842991 nChanged 67 SP:Iteration 26Q (5742.355075 sec): 3 clusters Score: Raw -26418650.342552 + Penalty 4002.597499 = -26414647.745054 nChanged 54 SP:Iteration 27Q (5742.664163 sec): 3 clusters Score: Raw -26418659.732859 + Penalty 4002.597499 = -26414657.135360 nChanged 55 SP:Iteration 28Q (5742.976600 sec): 3 clusters Score: Raw -26418668.045261 + Penalty 4002.597499 = -26414665.447762 nChanged 40 SP:Iteration 29Q (5743.289088 sec): 3 clusters Score: Raw -26418674.587763 + Penalty 4002.597499 = -26414671.990265 nChanged 42 SP:Iteration 30Q (5743.613896 sec): 3 clusters Score: Raw -26418681.570764 + Penalty 4002.597499 = -26414678.973265 nChanged 35 SP:Iteration 31Q (5743.910962 sec): 3 clusters Score: Raw -26418687.382927 + Penalty 4002.597499 = -26414684.785429 nChanged 41 SP:Iteration 32Q (5744.201912 sec): 3 clusters Score: Raw -26418694.573170 + Penalty 4002.597499 = -26414691.975671 nChanged 41 SP:Iteration 33Q (5744.502759 sec): 3 clusters Score: Raw -26418699.842318 + Penalty 4002.597499 = -26414697.244819 nChanged 29 SP:Iteration 34Q (5744.804878 sec): 3 clusters Score: Raw -26418704.190968 + Penalty 4002.597499 = -26414701.593470 nChanged 31 SP:Iteration 35Q (5745.107291 sec): 3 clusters Score: Raw -26418708.347658 + Penalty 4002.597499 = -26414705.750160 nChanged 23 SP:Iteration 36Q (5745.472774 sec): 3 clusters Score: Raw -26418711.247226 + Penalty 4002.597499 = -26414708.649727 nChanged 23 SP:Iteration 37Q (5745.792710 sec): 3 clusters Score: Raw -26418713.480649 + Penalty 4002.597499 = -26414710.883151 nChanged 15 SP:Iteration 38Q (5746.157051 sec): 3 clusters Score: Raw -26418715.302476 + Penalty 4002.597499 = -26414712.704977 nChanged 14 SP:Iteration 39Q (5746.460597 sec): 3 clusters Score: Raw -26418716.594503 + Penalty 4002.597499 = -26414713.997004 nChanged 10 SP:Iteration 40F (5746.903956 sec): 3 clusters Score: Raw -26418717.754359 + Penalty 4002.597499 = -26414715.156860 nChanged 11 SP:Iteration 41Q (5747.231031 sec): 3 clusters Score: Raw -26418718.902018 + Penalty 4002.597499 = -26414716.304519 nChanged 12 SP:Iteration 42Q (5747.532918 sec): 3 clusters Score: Raw -26418720.355794 + Penalty 4002.597499 = -26414717.758296 nChanged 13 SP:Iteration 43Q (5747.839037 sec): 3 clusters Score: Raw -26418722.040505 + Penalty 4002.597499 = -26414719.443006 nChanged 16 SP:Iteration 44Q (5748.173419 sec): 3 clusters Score: Raw -26418723.848534 + Penalty 4002.597499 = -26414721.251036 nChanged 17 SP:Iteration 45Q (5748.522240 sec): 3 clusters Score: Raw -26418725.632291 + Penalty 4002.597499 = -26414723.034793 nChanged 15 SP:Iteration 46Q (5748.839485 sec): 3 clusters Score: Raw -26418727.442453 + Penalty 4002.597499 = -26414724.844954 nChanged 16 SP:Iteration 47Q (5749.138165 sec): 3 clusters Score: Raw -26418729.789839 + Penalty 4002.597499 = -26414727.192340 nChanged 16 SP:Iteration 48Q (5749.445914 sec): 3 clusters Score: Raw -26418731.720974 + Penalty 4002.597499 = -26414729.123476 nChanged 9 SP:Iteration 49Q (5749.735051 sec): 3 clusters Score: Raw -26418732.616217 + Penalty 4002.597499 = -26414730.018719 nChanged 8 SP:Iteration 50Q (5750.036045 sec): 3 clusters Score: Raw -26418733.396808 + Penalty 4002.597499 = -26414730.799310 nChanged 5 SP:Iteration 51Q (5750.372898 sec): 3 clusters Score: Raw -26418733.697417 + Penalty 4002.597499 = -26414731.099919 nChanged 2 SP:Iteration 52Q (5750.708996 sec): 3 clusters Score: Raw -26418733.831088 + Penalty 4002.597499 = -26414731.233590 nChanged 4 SP:Iteration 53Q (5751.043197 sec): 3 clusters Score: Raw -26418734.097893 + Penalty 4002.597499 = -26414731.500394 nChanged 3 SP:Iteration 54Q (5751.379206 sec): 3 clusters Score: Raw -26418734.195514 + Penalty 4002.597499 = -26414731.598015 nChanged 1 SP:Iteration 55Q (5751.723032 sec): 3 clusters Score: Raw -26418734.231019 + Penalty 4002.597499 = -26414731.633520 nChanged 0 SP:Iteration 56F (5752.152597 sec): 3 clusters Score: Raw -26418734.231019 + Penalty 4002.597499 = -26414731.633520 nChanged 0 Iteration 299Q (5758.828072 sec): 32 clusters Score: Raw -86563193.014659 + Penalty 68161.391939 = -86495031.622720 nChanged 110 Iteration 300F (5774.537135 sec): 32 clusters Score: Raw -86563198.736332 + Penalty 68161.391939 = -86495037.344393 nChanged 108 Iteration 301Q (5780.855173 sec): 32 clusters Score: Raw -86563205.329624 + Penalty 68161.391939 = -86495043.937685 nChanged 114 Iteration 302Q (5787.588739 sec): 32 clusters Score: Raw -86563211.681737 + Penalty 68161.391939 = -86495050.289798 nChanged 126 Iteration 303Q (5794.170476 sec): 32 clusters Score: Raw -86563217.491925 + Penalty 68161.391939 = -86495056.099987 nChanged 118 Iteration 304Q (5801.114731 sec): 32 clusters Score: Raw -86563223.340115 + Penalty 68161.391939 = -86495061.948177 nChanged 116 Iteration 305Q (5807.508777 sec): 32 clusters Score: Raw -86563230.039595 + Penalty 68161.391939 = -86495068.647656 nChanged 110 Iteration 306Q (5814.307855 sec): 32 clusters Score: Raw -86563235.737613 + Penalty 68161.391939 = -86495074.345674 nChanged 119 Iteration 307Q (5821.054023 sec): 32 clusters Score: Raw -86563241.233326 + Penalty 68161.391939 = -86495079.841387 nChanged 122 Iteration 308Q (5827.928226 sec): 32 clusters Score: Raw -86563248.133028 + Penalty 68161.391939 = -86495086.741089 nChanged 114 Iteration 309Q (5834.575785 sec): 32 clusters Score: Raw -86563253.337283 + Penalty 68161.391939 = -86495091.945344 nChanged 109 Iteration 310Q (5841.353779 sec): 32 clusters Score: Raw -86563258.952796 + Penalty 68161.391939 = -86495097.560857 nChanged 125 Iteration 311Q (5847.963958 sec): 32 clusters Score: Raw -86563265.008094 + Penalty 68161.391939 = -86495103.616155 nChanged 120 Iteration 312Q (5854.840130 sec): 32 clusters Score: Raw -86563270.173195 + Penalty 68161.391939 = -86495108.781256 nChanged 98 Iteration 313Q (5861.584569 sec): 32 clusters Score: Raw -86563275.061095 + Penalty 68161.391939 = -86495113.669156 nChanged 99 Iteration 314Q (5868.490544 sec): 32 clusters Score: Raw -86563279.828933 + Penalty 68161.391939 = -86495118.436994 nChanged 85 Iteration 315Q (5875.037987 sec): 32 clusters Score: Raw -86563283.296516 + Penalty 68161.391939 = -86495121.904577 nChanged 77 Iteration 316Q (5882.055327 sec): 32 clusters Score: Raw -86563286.815411 + Penalty 68161.391939 = -86495125.423472 nChanged 78 Iteration 317Q (5888.689520 sec): 32 clusters Score: Raw -86563290.441429 + Penalty 68161.391939 = -86495129.049490 nChanged 69 Iteration 318Q (5895.680493 sec): 32 clusters Score: Raw -86563293.265250 + Penalty 68161.391939 = -86495131.873311 nChanged 57 Iteration 319Q (5902.220025 sec): 32 clusters Score: Raw -86563295.440002 + Penalty 68161.391939 = -86495134.048063 nChanged 60 Iteration 320F (5918.078117 sec): 32 clusters Score: Raw -86563297.727297 + Penalty 68161.391939 = -86495136.335358 nChanged 57 Iteration 321Q (5924.499555 sec): 32 clusters Score: Raw -86563300.145857 + Penalty 68161.391939 = -86495138.753918 nChanged 48 Iteration 322Q (5931.445865 sec): 32 clusters Score: Raw -86563301.768917 + Penalty 68161.391939 = -86495140.376978 nChanged 47 Iteration 323Q (5938.001882 sec): 32 clusters Score: Raw -86563303.285138 + Penalty 68161.391939 = -86495141.893199 nChanged 36 Iteration 324Q (5945.131228 sec): 32 clusters Score: Raw -86563304.606633 + Penalty 68161.391939 = -86495143.214694 nChanged 34 Iteration 325Q (5951.677018 sec): 32 clusters Score: Raw -86563305.797557 + Penalty 68161.391939 = -86495144.405618 nChanged 31 Iteration 326Q (5958.680748 sec): 32 clusters Score: Raw -86563307.999100 + Penalty 68161.391939 = -86495146.607161 nChanged 30 Iteration 327Q (5965.335235 sec): 32 clusters Score: Raw -86563309.513729 + Penalty 68161.391939 = -86495148.121790 nChanged 33 Iteration 328Q (5972.662684 sec): 32 clusters Score: Raw -86563311.734442 + Penalty 68161.391939 = -86495150.342504 nChanged 39 Iteration 329Q (5978.985838 sec): 32 clusters Score: Raw -86563314.189594 + Penalty 68161.391939 = -86495152.797655 nChanged 42 Iteration 330Q (5985.765407 sec): 32 clusters Score: Raw -86563317.268116 + Penalty 68161.391939 = -86495155.876177 nChanged 48 Iteration 331Q (5992.567721 sec): 32 clusters Score: Raw -86563322.048470 + Penalty 68161.391939 = -86495160.656531 nChanged 63 Iteration 332Q (5999.707343 sec): 32 clusters Score: Raw -86563327.648836 + Penalty 68161.391939 = -86495166.256897 nChanged 65 Iteration 333Q (6005.924488 sec): 32 clusters Score: Raw -86563332.501301 + Penalty 68161.391939 = -86495171.109362 nChanged 62 Iteration 334Q (6012.799053 sec): 32 clusters Score: Raw -86563337.199241 + Penalty 68161.391939 = -86495175.807302 nChanged 59 Iteration 335Q (6019.278136 sec): 32 clusters Score: Raw -86563341.375816 + Penalty 68161.391939 = -86495179.983877 nChanged 44 Iteration 336Q (6026.254274 sec): 32 clusters Score: Raw -86563345.128487 + Penalty 68161.391939 = -86495183.736548 nChanged 46 Iteration 337Q (6032.398735 sec): 32 clusters Score: Raw -86563348.469973 + Penalty 68161.391939 = -86495187.078034 nChanged 51 Iteration 338Q (6039.190309 sec): 32 clusters Score: Raw -86563352.221129 + Penalty 68161.391939 = -86495190.829190 nChanged 51 Writing temp clu file Because OldScore, -86495187.078034, is greater than current (better) Score,-86495190.829190 Compute initial score before splitting: Score: Raw -86563352.221129 + Penalty 68161.391939 = -86495190.829190 Trying to split cluster 1 (10966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6039.464139 sec): 2 clusters Score: Raw -1303168.160823 + Penalty 1511.665164 = -1301656.495659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6039.529811 sec): 3 clusters Score: Raw -1296860.396522 + Penalty 3023.330328 = -1293837.066194 nChanged 4836 SP:Iteration 1F (6039.596384 sec): 3 clusters Score: Raw -1299433.709597 + Penalty 3023.330328 = -1296410.379269 nChanged 659 SP:Iteration 2F (6039.642465 sec): 3 clusters Score: Raw -1299727.178260 + Penalty 3023.330328 = -1296703.847932 nChanged 591 SP:Iteration 3F (6039.694193 sec): 3 clusters Score: Raw -1300046.163517 + Penalty 3023.330328 = -1297022.833189 nChanged 575 SP:Iteration 4F (6039.737552 sec): 3 clusters Score: Raw -1300358.519726 + Penalty 3023.330328 = -1297335.189398 nChanged 563 SP:Iteration 5F (6039.791224 sec): 3 clusters Score: Raw -1300690.714086 + Penalty 3023.330328 = -1297667.383758 nChanged 552 SP:Iteration 6F (6039.832036 sec): 3 clusters Score: Raw -1301001.275615 + Penalty 3023.330328 = -1297977.945287 nChanged 535 SP:Iteration 7Q (6039.888914 sec): 3 clusters Score: Raw -1301295.930868 + Penalty 3023.330328 = -1298272.600540 nChanged 520 SP:Iteration 8Q (6039.942339 sec): 3 clusters Score: Raw -1301576.739229 + Penalty 3023.330328 = -1298553.408901 nChanged 499 SP:Iteration 9Q (6039.980533 sec): 3 clusters Score: Raw -1301845.327434 + Penalty 3023.330328 = -1298821.997106 nChanged 443 SP:Iteration 10Q (6040.029468 sec): 3 clusters Score: Raw -1302057.538957 + Penalty 3023.330328 = -1299034.208629 nChanged 374 SP:Iteration 11Q (6040.089968 sec): 3 clusters Score: Raw -1302231.901855 + Penalty 3023.330328 = -1299208.571527 nChanged 319 SP:Iteration 12Q (6040.139126 sec): 3 clusters Score: Raw -1302395.051959 + Penalty 3023.330328 = -1299371.721631 nChanged 243 SP:Iteration 13Q (6040.188136 sec): 3 clusters Score: Raw -1302518.987706 + Penalty 3023.330328 = -1299495.657378 nChanged 227 SP:Iteration 14Q (6040.230307 sec): 3 clusters Score: Raw -1302624.636880 + Penalty 3023.330328 = -1299601.306552 nChanged 196 SP:Iteration 15Q (6040.285974 sec): 3 clusters Score: Raw -1302714.268869 + Penalty 3023.330328 = -1299690.938541 nChanged 188 SP:Iteration 16Q (6040.345314 sec): 3 clusters Score: Raw -1302800.163146 + Penalty 3023.330328 = -1299776.832818 nChanged 179 SP:Iteration 17Q (6040.406118 sec): 3 clusters Score: Raw -1302872.217922 + Penalty 3023.330328 = -1299848.887594 nChanged 166 SP:Iteration 18Q (6040.477096 sec): 3 clusters Score: Raw -1302939.817837 + Penalty 3023.330328 = -1299916.487509 nChanged 137 SP:Iteration 19Q (6040.546700 sec): 3 clusters Score: Raw -1302985.704883 + Penalty 3023.330328 = -1299962.374555 nChanged 121 SP:Iteration 20F (6040.602865 sec): 3 clusters Score: Raw -1303021.012349 + Penalty 3023.330328 = -1299997.682021 nChanged 114 SP:Iteration 21Q (6040.675260 sec): 3 clusters Score: Raw -1303056.731092 + Penalty 3023.330328 = -1300033.400764 nChanged 108 SP:Iteration 22Q (6040.732139 sec): 3 clusters Score: Raw -1303088.825887 + Penalty 3023.330328 = -1300065.495558 nChanged 101 SP:Iteration 23Q (6040.798644 sec): 3 clusters Score: Raw -1303122.316762 + Penalty 3023.330328 = -1300098.986433 nChanged 104 SP:Iteration 24Q (6040.863104 sec): 3 clusters Score: Raw -1303152.062824 + Penalty 3023.330328 = -1300128.732496 nChanged 89 SP:Iteration 25Q (6040.920204 sec): 3 clusters Score: Raw -1303172.894130 + Penalty 3023.330328 = -1300149.563802 nChanged 76 SP:Iteration 26Q (6040.985849 sec): 3 clusters Score: Raw -1303190.894675 + Penalty 3023.330328 = -1300167.564347 nChanged 75 SP:Iteration 27Q (6041.060277 sec): 3 clusters Score: Raw -1303208.255523 + Penalty 3023.330328 = -1300184.925195 nChanged 72 SP:Iteration 28Q (6041.125196 sec): 3 clusters Score: Raw -1303228.415898 + Penalty 3023.330328 = -1300205.085570 nChanged 78 SP:Iteration 29Q (6041.180988 sec): 3 clusters Score: Raw -1303246.614582 + Penalty 3023.330328 = -1300223.284254 nChanged 73 SP:Iteration 30Q (6041.247155 sec): 3 clusters Score: Raw -1303264.043453 + Penalty 3023.330328 = -1300240.713125 nChanged 68 SP:Iteration 31Q (6041.311696 sec): 3 clusters Score: Raw -1303280.161072 + Penalty 3023.330328 = -1300256.830744 nChanged 61 SP:Iteration 32Q (6041.387558 sec): 3 clusters Score: Raw -1303293.630009 + Penalty 3023.330328 = -1300270.299681 nChanged 58 SP:Iteration 33Q (6041.443403 sec): 3 clusters Score: Raw -1303310.272633 + Penalty 3023.330328 = -1300286.942305 nChanged 76 SP:Iteration 34Q (6041.498033 sec): 3 clusters Score: Raw -1303332.924271 + Penalty 3023.330328 = -1300309.593943 nChanged 67 SP:Iteration 35Q (6041.572013 sec): 3 clusters Score: Raw -1303350.012495 + Penalty 3023.330328 = -1300326.682167 nChanged 59 SP:Iteration 36Q (6041.617209 sec): 3 clusters Score: Raw -1303361.811473 + Penalty 3023.330328 = -1300338.481145 nChanged 43 SP:Iteration 37Q (6041.667912 sec): 3 clusters Score: Raw -1303369.574220 + Penalty 3023.330328 = -1300346.243891 nChanged 31 SP:Iteration 38Q (6041.734361 sec): 3 clusters Score: Raw -1303374.834074 + Penalty 3023.330328 = -1300351.503746 nChanged 27 SP:Iteration 39Q (6041.807435 sec): 3 clusters Score: Raw -1303378.936767 + Penalty 3023.330328 = -1300355.606439 nChanged 22 SP:Iteration 40F (6041.863516 sec): 3 clusters Score: Raw -1303382.515086 + Penalty 3023.330328 = -1300359.184758 nChanged 21 SP:Iteration 41Q (6041.921164 sec): 3 clusters Score: Raw -1303385.408170 + Penalty 3023.330328 = -1300362.077841 nChanged 22 SP:Iteration 42Q (6041.969848 sec): 3 clusters Score: Raw -1303389.324961 + Penalty 3023.330328 = -1300365.994633 nChanged 20 SP:Iteration 43Q (6042.013619 sec): 3 clusters Score: Raw -1303392.559938 + Penalty 3023.330328 = -1300369.229610 nChanged 26 SP:Iteration 44Q (6042.071380 sec): 3 clusters Score: Raw -1303397.115458 + Penalty 3023.330328 = -1300373.785130 nChanged 24 SP:Iteration 45Q (6042.120474 sec): 3 clusters Score: Raw -1303402.556928 + Penalty 3023.330328 = -1300379.226599 nChanged 27 SP:Iteration 46Q (6042.174794 sec): 3 clusters Score: Raw -1303408.357129 + Penalty 3023.330328 = -1300385.026801 nChanged 26 SP:Iteration 47Q (6042.235816 sec): 3 clusters Score: Raw -1303412.844709 + Penalty 3023.330328 = -1300389.514381 nChanged 24 SP:Iteration 48Q (6042.300546 sec): 3 clusters Score: Raw -1303416.469118 + Penalty 3023.330328 = -1300393.138790 nChanged 19 SP:Iteration 49Q (6042.357955 sec): 3 clusters Score: Raw -1303420.097775 + Penalty 3023.330328 = -1300396.767447 nChanged 18 SP:Iteration 50Q (6042.421828 sec): 3 clusters Score: Raw -1303423.349919 + Penalty 3023.330328 = -1300400.019591 nChanged 13 SP:Iteration 51Q (6042.495931 sec): 3 clusters Score: Raw -1303425.638762 + Penalty 3023.330328 = -1300402.308434 nChanged 15 SP:Iteration 52Q (6042.556064 sec): 3 clusters Score: Raw -1303428.087041 + Penalty 3023.330328 = -1300404.756712 nChanged 13 SP:Iteration 53Q (6042.614903 sec): 3 clusters Score: Raw -1303429.703321 + Penalty 3023.330328 = -1300406.372993 nChanged 12 SP:Iteration 54Q (6042.669031 sec): 3 clusters Score: Raw -1303432.139148 + Penalty 3023.330328 = -1300408.808819 nChanged 14 SP:Iteration 55Q (6042.744418 sec): 3 clusters Score: Raw -1303435.269674 + Penalty 3023.330328 = -1300411.939346 nChanged 17 SP:Iteration 56Q (6042.790867 sec): 3 clusters Score: Raw -1303438.406717 + Penalty 3023.330328 = -1300415.076389 nChanged 14 SP:Iteration 57Q (6042.850524 sec): 3 clusters Score: Raw -1303440.598650 + Penalty 3023.330328 = -1300417.268322 nChanged 18 SP:Iteration 58Q (6042.915628 sec): 3 clusters Score: Raw -1303443.468442 + Penalty 3023.330328 = -1300420.138114 nChanged 19 SP:Iteration 59Q (6042.981255 sec): 3 clusters Score: Raw -1303447.018823 + Penalty 3023.330328 = -1300423.688495 nChanged 21 SP:Iteration 60F (6043.051315 sec): 3 clusters Score: Raw -1303451.616792 + Penalty 3023.330328 = -1300428.286464 nChanged 24 SP:Iteration 61Q (6043.101814 sec): 3 clusters Score: Raw -1303456.735354 + Penalty 3023.330328 = -1300433.405026 nChanged 20 SP:Iteration 62Q (6043.167826 sec): 3 clusters Score: Raw -1303459.313482 + Penalty 3023.330328 = -1300435.983154 nChanged 15 SP:Iteration 63Q (6043.235789 sec): 3 clusters Score: Raw -1303462.248430 + Penalty 3023.330328 = -1300438.918102 nChanged 14 SP:Iteration 64Q (6043.297997 sec): 3 clusters Score: Raw -1303464.784220 + Penalty 3023.330328 = -1300441.453892 nChanged 16 SP:Iteration 65Q (6043.354922 sec): 3 clusters Score: Raw -1303467.544817 + Penalty 3023.330328 = -1300444.214489 nChanged 18 SP:Iteration 66Q (6043.410557 sec): 3 clusters Score: Raw -1303470.469175 + Penalty 3023.330328 = -1300447.138847 nChanged 14 SP:Iteration 67Q (6043.483521 sec): 3 clusters Score: Raw -1303471.940987 + Penalty 3023.330328 = -1300448.610659 nChanged 6 SP:Iteration 68Q (6043.540886 sec): 3 clusters Score: Raw -1303472.489904 + Penalty 3023.330328 = -1300449.159575 nChanged 5 SP:Iteration 69Q (6043.597162 sec): 3 clusters Score: Raw -1303473.355201 + Penalty 3023.330328 = -1300450.024873 nChanged 7 SP:Iteration 70Q (6043.643334 sec): 3 clusters Score: Raw -1303474.347031 + Penalty 3023.330328 = -1300451.016703 nChanged 7 SP:Iteration 71Q (6043.711956 sec): 3 clusters Score: Raw -1303475.187687 + Penalty 3023.330328 = -1300451.857359 nChanged 7 SP:Iteration 72Q (6043.753712 sec): 3 clusters Score: Raw -1303475.930507 + Penalty 3023.330328 = -1300452.600179 nChanged 5 SP:Iteration 73Q (6043.821263 sec): 3 clusters Score: Raw -1303476.529059 + Penalty 3023.330328 = -1300453.198731 nChanged 3 SP:Iteration 74Q (6043.858370 sec): 3 clusters Score: Raw -1303476.993861 + Penalty 3023.330328 = -1300453.663533 nChanged 3 SP:Iteration 75Q (6043.906894 sec): 3 clusters Score: Raw -1303477.296434 + Penalty 3023.330328 = -1300453.966106 nChanged 1 SP:Iteration 76Q (6043.954504 sec): 3 clusters Score: Raw -1303477.425945 + Penalty 3023.330328 = -1300454.095617 nChanged 3 SP:Iteration 77Q (6044.002758 sec): 3 clusters Score: Raw -1303477.639802 + Penalty 3023.330328 = -1300454.309473 nChanged 4 SP:Iteration 78Q (6044.050890 sec): 3 clusters Score: Raw -1303478.041617 + Penalty 3023.330328 = -1300454.711289 nChanged 4 SP:Iteration 79Q (6044.110723 sec): 3 clusters Score: Raw -1303478.492447 + Penalty 3023.330328 = -1300455.162119 nChanged 2 SP:Iteration 80F (6044.169327 sec): 3 clusters Score: Raw -1303478.780550 + Penalty 3023.330328 = -1300455.450221 nChanged 2 SP:Iteration 81Q (6044.218627 sec): 3 clusters Score: Raw -1303479.096442 + Penalty 3023.330328 = -1300455.766114 nChanged 4 SP:Iteration 82Q (6044.265116 sec): 3 clusters Score: Raw -1303479.978056 + Penalty 3023.330328 = -1300456.647728 nChanged 5 SP:Iteration 83Q (6044.318000 sec): 3 clusters Score: Raw -1303481.164625 + Penalty 3023.330328 = -1300457.834297 nChanged 11 SP:Iteration 84Q (6044.373628 sec): 3 clusters Score: Raw -1303484.037337 + Penalty 3023.330328 = -1300460.707009 nChanged 10 SP:Iteration 85Q (6044.436871 sec): 3 clusters Score: Raw -1303485.561708 + Penalty 3023.330328 = -1300462.231380 nChanged 6 SP:Iteration 86Q (6044.485539 sec): 3 clusters Score: Raw -1303486.816938 + Penalty 3023.330328 = -1300463.486610 nChanged 5 SP:Iteration 87Q (6044.539995 sec): 3 clusters Score: Raw -1303487.540305 + Penalty 3023.330328 = -1300464.209977 nChanged 6 SP:Iteration 88Q (6044.584425 sec): 3 clusters Score: Raw -1303488.293175 + Penalty 3023.330328 = -1300464.962847 nChanged 7 SP:Iteration 89Q (6044.634061 sec): 3 clusters Score: Raw -1303489.776630 + Penalty 3023.330328 = -1300466.446302 nChanged 11 SP:Iteration 90Q (6044.701638 sec): 3 clusters Score: Raw -1303491.947771 + Penalty 3023.330328 = -1300468.617443 nChanged 8 SP:Iteration 91Q (6044.751061 sec): 3 clusters Score: Raw -1303493.029385 + Penalty 3023.330328 = -1300469.699057 nChanged 8 SP:Iteration 92Q (6044.812972 sec): 3 clusters Score: Raw -1303494.548041 + Penalty 3023.330328 = -1300471.217712 nChanged 10 SP:Iteration 93Q (6044.878284 sec): 3 clusters Score: Raw -1303496.182221 + Penalty 3023.330328 = -1300472.851892 nChanged 6 SP:Iteration 94Q (6044.942098 sec): 3 clusters Score: Raw -1303497.170683 + Penalty 3023.330328 = -1300473.840355 nChanged 6 SP:Iteration 95Q (6045.002637 sec): 3 clusters Score: Raw -1303499.390414 + Penalty 3023.330328 = -1300476.060085 nChanged 16 SP:Iteration 96Q (6045.059196 sec): 3 clusters Score: Raw -1303504.433026 + Penalty 3023.330328 = -1300481.102698 nChanged 20 SP:Iteration 97Q (6045.112082 sec): 3 clusters Score: Raw -1303508.914152 + Penalty 3023.330328 = -1300485.583824 nChanged 13 SP:Iteration 98Q (6045.177967 sec): 3 clusters Score: Raw -1303511.080297 + Penalty 3023.330328 = -1300487.749969 nChanged 13 SP:Iteration 99Q (6045.243027 sec): 3 clusters Score: Raw -1303513.793734 + Penalty 3023.330328 = -1300490.463406 nChanged 11 SP:Iteration 100F (6045.308234 sec): 3 clusters Score: Raw -1303515.340331 + Penalty 3023.330328 = -1300492.010003 nChanged 6 SP:Iteration 101Q (6045.372077 sec): 3 clusters Score: Raw -1303516.924677 + Penalty 3023.330328 = -1300493.594349 nChanged 9 SP:Iteration 102Q (6045.427104 sec): 3 clusters Score: Raw -1303518.804406 + Penalty 3023.330328 = -1300495.474078 nChanged 9 SP:Iteration 103Q (6045.491216 sec): 3 clusters Score: Raw -1303520.626981 + Penalty 3023.330328 = -1300497.296653 nChanged 4 SP:Iteration 104Q (6045.555215 sec): 3 clusters Score: Raw -1303521.323496 + Penalty 3023.330328 = -1300497.993167 nChanged 7 SP:Iteration 105Q (6045.619736 sec): 3 clusters Score: Raw -1303523.326447 + Penalty 3023.330328 = -1300499.996118 nChanged 9 SP:Iteration 106Q (6045.680958 sec): 3 clusters Score: Raw -1303525.880715 + Penalty 3023.330328 = -1300502.550386 nChanged 8 SP:Iteration 107Q (6045.745190 sec): 3 clusters Score: Raw -1303527.393725 + Penalty 3023.330328 = -1300504.063397 nChanged 4 SP:Iteration 108Q (6045.806077 sec): 3 clusters Score: Raw -1303528.719360 + Penalty 3023.330328 = -1300505.389032 nChanged 4 SP:Iteration 109Q (6045.870345 sec): 3 clusters Score: Raw -1303529.374686 + Penalty 3023.330328 = -1300506.044358 nChanged 4 SP:Iteration 110Q (6045.944270 sec): 3 clusters Score: Raw -1303530.473778 + Penalty 3023.330328 = -1300507.143450 nChanged 2 SP:Iteration 111Q (6046.008590 sec): 3 clusters Score: Raw -1303531.126727 + Penalty 3023.330328 = -1300507.796399 nChanged 6 SP:Iteration 112Q (6046.063294 sec): 3 clusters Score: Raw -1303531.925495 + Penalty 3023.330328 = -1300508.595167 nChanged 6 SP:Iteration 113Q (6046.127305 sec): 3 clusters Score: Raw -1303532.913633 + Penalty 3023.330328 = -1300509.583304 nChanged 5 SP:Iteration 114Q (6046.190176 sec): 3 clusters Score: Raw -1303533.662201 + Penalty 3023.330328 = -1300510.331873 nChanged 7 SP:Iteration 115Q (6046.269849 sec): 3 clusters Score: Raw -1303534.318690 + Penalty 3023.330328 = -1300510.988362 nChanged 4 SP:Iteration 116Q (6046.330745 sec): 3 clusters Score: Raw -1303534.936538 + Penalty 3023.330328 = -1300511.606210 nChanged 3 SP:Iteration 117Q (6046.381338 sec): 3 clusters Score: Raw -1303535.883463 + Penalty 3023.330328 = -1300512.553135 nChanged 4 SP:Iteration 118Q (6046.450968 sec): 3 clusters Score: Raw -1303536.467122 + Penalty 3023.330328 = -1300513.136794 nChanged 2 SP:Iteration 119Q (6046.499006 sec): 3 clusters Score: Raw -1303536.752226 + Penalty 3023.330328 = -1300513.421898 nChanged 3 SP:Iteration 120F (6046.559418 sec): 3 clusters Score: Raw -1303537.150390 + Penalty 3023.330328 = -1300513.820062 nChanged 3 SP:Iteration 121Q (6046.617501 sec): 3 clusters Score: Raw -1303537.407776 + Penalty 3023.330328 = -1300514.077448 nChanged 0 SP:Iteration 122F (6046.685816 sec): 3 clusters Score: Raw -1303537.407776 + Penalty 3023.330328 = -1300514.077448 nChanged 0 Trying to split cluster 2 (10798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6046.727697 sec): 2 clusters Score: Raw -1232679.000329 + Penalty 1509.156384 = -1231169.843945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6046.791718 sec): 3 clusters Score: Raw -1226490.138540 + Penalty 3018.312769 = -1223471.825772 nChanged 4664 SP:Iteration 1F (6046.855212 sec): 3 clusters Score: Raw -1229120.287939 + Penalty 3018.312769 = -1226101.975170 nChanged 692 SP:Iteration 2F (6046.913130 sec): 3 clusters Score: Raw -1229476.265956 + Penalty 3018.312769 = -1226457.953188 nChanged 656 SP:Iteration 3F (6046.970224 sec): 3 clusters Score: Raw -1229830.830731 + Penalty 3018.312769 = -1226812.517962 nChanged 648 SP:Iteration 4F (6047.038403 sec): 3 clusters Score: Raw -1230211.530075 + Penalty 3018.312769 = -1227193.217307 nChanged 586 SP:Iteration 5F (6047.105962 sec): 3 clusters Score: Raw -1230545.679660 + Penalty 3018.312769 = -1227527.366891 nChanged 522 SP:Iteration 6Q (6047.174841 sec): 3 clusters Score: Raw -1230838.654646 + Penalty 3018.312769 = -1227820.341877 nChanged 502 SP:Iteration 7Q (6047.244921 sec): 3 clusters Score: Raw -1231129.520894 + Penalty 3018.312769 = -1228111.208125 nChanged 458 SP:Iteration 8Q (6047.322957 sec): 3 clusters Score: Raw -1231416.942496 + Penalty 3018.312769 = -1228398.629728 nChanged 410 SP:Iteration 9Q (6047.383013 sec): 3 clusters Score: Raw -1231692.830395 + Penalty 3018.312769 = -1228674.517626 nChanged 385 SP:Iteration 10Q (6047.444513 sec): 3 clusters Score: Raw -1231932.310584 + Penalty 3018.312769 = -1228913.997815 nChanged 307 SP:Iteration 11Q (6047.512688 sec): 3 clusters Score: Raw -1232114.803352 + Penalty 3018.312769 = -1229096.490583 nChanged 287 SP:Iteration 12Q (6047.574221 sec): 3 clusters Score: Raw -1232294.822393 + Penalty 3018.312769 = -1229276.509624 nChanged 248 SP:Iteration 13Q (6047.640398 sec): 3 clusters Score: Raw -1232476.049556 + Penalty 3018.312769 = -1229457.736787 nChanged 228 SP:Iteration 14Q (6047.687307 sec): 3 clusters Score: Raw -1232637.570304 + Penalty 3018.312769 = -1229619.257535 nChanged 182 SP:Iteration 15Q (6047.745462 sec): 3 clusters Score: Raw -1232776.495706 + Penalty 3018.312769 = -1229758.182937 nChanged 142 SP:Iteration 16Q (6047.795536 sec): 3 clusters Score: Raw -1232903.586123 + Penalty 3018.312769 = -1229885.273355 nChanged 95 SP:Iteration 17Q (6047.852812 sec): 3 clusters Score: Raw -1232995.626968 + Penalty 3018.312769 = -1229977.314200 nChanged 77 SP:Iteration 18Q (6047.903266 sec): 3 clusters Score: Raw -1233067.676286 + Penalty 3018.312769 = -1230049.363517 nChanged 69 SP:Iteration 19Q (6047.948062 sec): 3 clusters Score: Raw -1233133.630523 + Penalty 3018.312769 = -1230115.317754 nChanged 54 SP:Iteration 20F (6048.005250 sec): 3 clusters Score: Raw -1233178.297913 + Penalty 3018.312769 = -1230159.985145 nChanged 39 SP:Iteration 21Q (6048.071415 sec): 3 clusters Score: Raw -1233200.855578 + Penalty 3018.312769 = -1230182.542809 nChanged 24 SP:Iteration 22Q (6048.114869 sec): 3 clusters Score: Raw -1233211.931107 + Penalty 3018.312769 = -1230193.618338 nChanged 13 SP:Iteration 23Q (6048.166324 sec): 3 clusters Score: Raw -1233218.328413 + Penalty 3018.312769 = -1230200.015645 nChanged 9 SP:Iteration 24Q (6048.229675 sec): 3 clusters Score: Raw -1233221.567550 + Penalty 3018.312769 = -1230203.254781 nChanged 5 SP:Iteration 25Q (6048.286305 sec): 3 clusters Score: Raw -1233223.022562 + Penalty 3018.312769 = -1230204.709794 nChanged 0 SP:Iteration 26F (6048.347509 sec): 3 clusters Score: Raw -1233223.022562 + Penalty 3018.312769 = -1230204.709794 nChanged 0 Trying to split cluster 3 (17453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6048.392091 sec): 2 clusters Score: Raw -2044053.549340 + Penalty 1587.180860 = -2042466.368480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6048.454798 sec): 3 clusters Score: Raw -2033712.897746 + Penalty 3174.361721 = -2030538.536025 nChanged 7837 SP:Iteration 1F (6048.510335 sec): 3 clusters Score: Raw -2037993.089245 + Penalty 3174.361721 = -2034818.727524 nChanged 905 SP:Iteration 2F (6048.571983 sec): 3 clusters Score: Raw -2038345.362625 + Penalty 3174.361721 = -2035171.000905 nChanged 823 SP:Iteration 3Q (6048.628641 sec): 3 clusters Score: Raw -2038704.058840 + Penalty 3174.361721 = -2035529.697120 nChanged 873 SP:Iteration 4F (6048.690025 sec): 3 clusters Score: Raw -2039140.929519 + Penalty 3174.361721 = -2035966.567798 nChanged 1004 SP:Iteration 5F (6048.751849 sec): 3 clusters Score: Raw -2039717.747859 + Penalty 3174.361721 = -2036543.386138 nChanged 1083 SP:Iteration 6F (6048.818279 sec): 3 clusters Score: Raw -2040465.022223 + Penalty 3174.361721 = -2037290.660502 nChanged 1198 SP:Iteration 7F (6048.888598 sec): 3 clusters Score: Raw -2041453.473825 + Penalty 3174.361721 = -2038279.112104 nChanged 1103 SP:Iteration 8F (6048.949625 sec): 3 clusters Score: Raw -2042422.258384 + Penalty 3174.361721 = -2039247.896663 nChanged 827 SP:Iteration 9Q (6049.017541 sec): 3 clusters Score: Raw -2043151.807629 + Penalty 3174.361721 = -2039977.445908 nChanged 530 SP:Iteration 10Q (6049.093067 sec): 3 clusters Score: Raw -2043601.290365 + Penalty 3174.361721 = -2040426.928644 nChanged 360 SP:Iteration 11Q (6049.167679 sec): 3 clusters Score: Raw -2043874.387073 + Penalty 3174.361721 = -2040700.025353 nChanged 231 SP:Iteration 12Q (6049.229453 sec): 3 clusters Score: Raw -2044018.227803 + Penalty 3174.361721 = -2040843.866082 nChanged 162 SP:Iteration 13Q (6049.302686 sec): 3 clusters Score: Raw -2044105.393100 + Penalty 3174.361721 = -2040931.031379 nChanged 111 SP:Iteration 14Q (6049.376418 sec): 3 clusters Score: Raw -2044159.878629 + Penalty 3174.361721 = -2040985.516909 nChanged 94 SP:Iteration 15Q (6049.441903 sec): 3 clusters Score: Raw -2044200.451589 + Penalty 3174.361721 = -2041026.089868 nChanged 78 SP:Iteration 16Q (6049.515150 sec): 3 clusters Score: Raw -2044237.062698 + Penalty 3174.361721 = -2041062.700977 nChanged 69 SP:Iteration 17Q (6049.583539 sec): 3 clusters Score: Raw -2044264.155521 + Penalty 3174.361721 = -2041089.793801 nChanged 50 SP:Iteration 18Q (6049.647841 sec): 3 clusters Score: Raw -2044282.197916 + Penalty 3174.361721 = -2041107.836196 nChanged 44 SP:Iteration 19Q (6049.715022 sec): 3 clusters Score: Raw -2044300.012883 + Penalty 3174.361721 = -2041125.651162 nChanged 45 SP:Iteration 20F (6049.784605 sec): 3 clusters Score: Raw -2044317.669685 + Penalty 3174.361721 = -2041143.307964 nChanged 31 SP:Iteration 21Q (6049.837611 sec): 3 clusters Score: Raw -2044332.061539 + Penalty 3174.361721 = -2041157.699819 nChanged 28 SP:Iteration 22Q (6049.894259 sec): 3 clusters Score: Raw -2044345.504709 + Penalty 3174.361721 = -2041171.142988 nChanged 30 SP:Iteration 23Q (6049.957062 sec): 3 clusters Score: Raw -2044359.981163 + Penalty 3174.361721 = -2041185.619443 nChanged 27 SP:Iteration 24Q (6050.020231 sec): 3 clusters Score: Raw -2044371.378177 + Penalty 3174.361721 = -2041197.016456 nChanged 21 SP:Iteration 25Q (6050.082290 sec): 3 clusters Score: Raw -2044377.713032 + Penalty 3174.361721 = -2041203.351312 nChanged 9 SP:Iteration 26Q (6050.143482 sec): 3 clusters Score: Raw -2044380.728041 + Penalty 3174.361721 = -2041206.366321 nChanged 6 SP:Iteration 27Q (6050.215388 sec): 3 clusters Score: Raw -2044382.961649 + Penalty 3174.361721 = -2041208.599929 nChanged 7 SP:Iteration 28Q (6050.286040 sec): 3 clusters Score: Raw -2044385.339890 + Penalty 3174.361721 = -2041210.978169 nChanged 6 SP:Iteration 29Q (6050.345337 sec): 3 clusters Score: Raw -2044387.286865 + Penalty 3174.361721 = -2041212.925144 nChanged 3 SP:Iteration 30Q (6050.415155 sec): 3 clusters Score: Raw -2044387.985906 + Penalty 3174.361721 = -2041213.624185 nChanged 2 SP:Iteration 31Q (6050.485501 sec): 3 clusters Score: Raw -2044388.253194 + Penalty 3174.361721 = -2041213.891474 nChanged 0 SP:Iteration 32F (6050.559429 sec): 3 clusters Score: Raw -2044388.253194 + Penalty 3174.361721 = -2041213.891474 nChanged 0 Trying to split cluster 4 (11188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6050.597198 sec): 2 clusters Score: Raw -1400657.416922 + Penalty 1514.922021 = -1399142.494901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6050.653427 sec): 3 clusters Score: Raw -1394161.482708 + Penalty 3029.844043 = -1391131.638665 nChanged 4947 SP:Iteration 1F (6050.710827 sec): 3 clusters Score: Raw -1396811.406649 + Penalty 3029.844043 = -1393781.562606 nChanged 582 SP:Iteration 2F (6050.776181 sec): 3 clusters Score: Raw -1397028.067833 + Penalty 3029.844043 = -1393998.223790 nChanged 525 SP:Iteration 3Q (6050.836223 sec): 3 clusters Score: Raw -1397200.801698 + Penalty 3029.844043 = -1394170.957655 nChanged 418 SP:Iteration 4Q (6050.892022 sec): 3 clusters Score: Raw -1397351.192294 + Penalty 3029.844043 = -1394321.348251 nChanged 425 SP:Iteration 5Q (6050.954670 sec): 3 clusters Score: Raw -1397516.178541 + Penalty 3029.844043 = -1394486.334498 nChanged 427 SP:Iteration 6Q (6051.017819 sec): 3 clusters Score: Raw -1397706.122609 + Penalty 3029.844043 = -1394676.278566 nChanged 450 SP:Iteration 7Q (6051.080307 sec): 3 clusters Score: Raw -1397948.550554 + Penalty 3029.844043 = -1394918.706511 nChanged 523 SP:Iteration 8Q (6051.143588 sec): 3 clusters Score: Raw -1398254.599670 + Penalty 3029.844043 = -1395224.755627 nChanged 537 SP:Iteration 9Q (6051.217805 sec): 3 clusters Score: Raw -1398608.566993 + Penalty 3029.844043 = -1395578.722950 nChanged 545 SP:Iteration 10Q (6051.275416 sec): 3 clusters Score: Raw -1399011.327528 + Penalty 3029.844043 = -1395981.483486 nChanged 522 SP:Iteration 11Q (6051.341844 sec): 3 clusters Score: Raw -1399426.486201 + Penalty 3029.844043 = -1396396.642159 nChanged 455 SP:Iteration 12Q (6051.408985 sec): 3 clusters Score: Raw -1399808.101395 + Penalty 3029.844043 = -1396778.257352 nChanged 376 SP:Iteration 13Q (6051.465760 sec): 3 clusters Score: Raw -1400112.500785 + Penalty 3029.844043 = -1397082.656742 nChanged 272 SP:Iteration 14Q (6051.531227 sec): 3 clusters Score: Raw -1400337.406355 + Penalty 3029.844043 = -1397307.562313 nChanged 188 SP:Iteration 15Q (6051.599334 sec): 3 clusters Score: Raw -1400489.222135 + Penalty 3029.844043 = -1397459.378092 nChanged 132 SP:Iteration 16Q (6051.664080 sec): 3 clusters Score: Raw -1400584.513932 + Penalty 3029.844043 = -1397554.669889 nChanged 98 SP:Iteration 17Q (6051.730812 sec): 3 clusters Score: Raw -1400662.847187 + Penalty 3029.844043 = -1397633.003144 nChanged 85 SP:Iteration 18Q (6051.797468 sec): 3 clusters Score: Raw -1400734.515957 + Penalty 3029.844043 = -1397704.671914 nChanged 64 SP:Iteration 19Q (6051.861178 sec): 3 clusters Score: Raw -1400791.158611 + Penalty 3029.844043 = -1397761.314568 nChanged 45 SP:Iteration 20F (6051.927644 sec): 3 clusters Score: Raw -1400826.690517 + Penalty 3029.844043 = -1397796.846474 nChanged 28 SP:Iteration 21Q (6051.991624 sec): 3 clusters Score: Raw -1400850.135768 + Penalty 3029.844043 = -1397820.291725 nChanged 23 SP:Iteration 22Q (6052.056758 sec): 3 clusters Score: Raw -1400866.848447 + Penalty 3029.844043 = -1397837.004404 nChanged 19 SP:Iteration 23Q (6052.121443 sec): 3 clusters Score: Raw -1400879.452606 + Penalty 3029.844043 = -1397849.608563 nChanged 11 SP:Iteration 24Q (6052.176095 sec): 3 clusters Score: Raw -1400890.619152 + Penalty 3029.844043 = -1397860.775109 nChanged 16 SP:Iteration 25Q (6052.238937 sec): 3 clusters Score: Raw -1400903.492496 + Penalty 3029.844043 = -1397873.648453 nChanged 14 SP:Iteration 26Q (6052.285799 sec): 3 clusters Score: Raw -1400914.737078 + Penalty 3029.844043 = -1397884.893035 nChanged 11 SP:Iteration 27Q (6052.354639 sec): 3 clusters Score: Raw -1400923.397686 + Penalty 3029.844043 = -1397893.553643 nChanged 9 SP:Iteration 28Q (6052.421111 sec): 3 clusters Score: Raw -1400931.307083 + Penalty 3029.844043 = -1397901.463040 nChanged 10 SP:Iteration 29Q (6052.482763 sec): 3 clusters Score: Raw -1400938.599380 + Penalty 3029.844043 = -1397908.755338 nChanged 6 SP:Iteration 30Q (6052.546952 sec): 3 clusters Score: Raw -1400943.615560 + Penalty 3029.844043 = -1397913.771518 nChanged 3 SP:Iteration 31Q (6052.611873 sec): 3 clusters Score: Raw -1400946.021836 + Penalty 3029.844043 = -1397916.177793 nChanged 4 SP:Iteration 32Q (6052.666185 sec): 3 clusters Score: Raw -1400950.735461 + Penalty 3029.844043 = -1397920.891419 nChanged 2 SP:Iteration 33Q (6052.717619 sec): 3 clusters Score: Raw -1400952.430405 + Penalty 3029.844043 = -1397922.586362 nChanged 2 SP:Iteration 34Q (6052.769503 sec): 3 clusters Score: Raw -1400954.226399 + Penalty 3029.844043 = -1397924.382356 nChanged 0 SP:Iteration 35F (6052.825738 sec): 3 clusters Score: Raw -1400954.226399 + Penalty 3029.844043 = -1397924.382356 nChanged 0 Trying to split cluster 5 (7079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6052.858770 sec): 2 clusters Score: Raw -818059.360480 + Penalty 1440.544289 = -816618.816191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6052.919520 sec): 3 clusters Score: Raw -814286.194508 + Penalty 2881.088578 = -811405.105930 nChanged 2939 SP:Iteration 1F (6052.975745 sec): 3 clusters Score: Raw -816256.301749 + Penalty 2881.088578 = -813375.213171 nChanged 602 SP:Iteration 2F (6053.035331 sec): 3 clusters Score: Raw -816718.884120 + Penalty 2881.088578 = -813837.795542 nChanged 545 SP:Iteration 3F (6053.094812 sec): 3 clusters Score: Raw -817218.120615 + Penalty 2881.088578 = -814337.032036 nChanged 541 SP:Iteration 4F (6053.155015 sec): 3 clusters Score: Raw -817821.189402 + Penalty 2881.088578 = -814940.100823 nChanged 510 SP:Iteration 5F (6053.214947 sec): 3 clusters Score: Raw -818395.876350 + Penalty 2881.088578 = -815514.787772 nChanged 411 SP:Iteration 6F (6053.273768 sec): 3 clusters Score: Raw -818784.920025 + Penalty 2881.088578 = -815903.831447 nChanged 290 SP:Iteration 7Q (6053.334125 sec): 3 clusters Score: Raw -819028.309418 + Penalty 2881.088578 = -816147.220840 nChanged 238 SP:Iteration 8Q (6053.388740 sec): 3 clusters Score: Raw -819217.023080 + Penalty 2881.088578 = -816335.934502 nChanged 171 SP:Iteration 9Q (6053.447631 sec): 3 clusters Score: Raw -819333.455035 + Penalty 2881.088578 = -816452.366457 nChanged 134 SP:Iteration 10Q (6053.506453 sec): 3 clusters Score: Raw -819394.763531 + Penalty 2881.088578 = -816513.674952 nChanged 82 SP:Iteration 11Q (6053.575904 sec): 3 clusters Score: Raw -819430.353962 + Penalty 2881.088578 = -816549.265383 nChanged 73 SP:Iteration 12Q (6053.623082 sec): 3 clusters Score: Raw -819456.628701 + Penalty 2881.088578 = -816575.540122 nChanged 58 SP:Iteration 13Q (6053.674064 sec): 3 clusters Score: Raw -819478.069012 + Penalty 2881.088578 = -816596.980434 nChanged 52 SP:Iteration 14Q (6053.723473 sec): 3 clusters Score: Raw -819497.359447 + Penalty 2881.088578 = -816616.270868 nChanged 61 SP:Iteration 15Q (6053.783320 sec): 3 clusters Score: Raw -819523.888606 + Penalty 2881.088578 = -816642.800028 nChanged 57 SP:Iteration 16Q (6053.837123 sec): 3 clusters Score: Raw -819546.410858 + Penalty 2881.088578 = -816665.322280 nChanged 57 SP:Iteration 17Q (6053.884718 sec): 3 clusters Score: Raw -819568.861320 + Penalty 2881.088578 = -816687.772742 nChanged 52 SP:Iteration 18Q (6053.944440 sec): 3 clusters Score: Raw -819588.059910 + Penalty 2881.088578 = -816706.971331 nChanged 40 SP:Iteration 19Q (6054.004149 sec): 3 clusters Score: Raw -819598.968145 + Penalty 2881.088578 = -816717.879567 nChanged 26 SP:Iteration 20F (6054.064184 sec): 3 clusters Score: Raw -819605.758107 + Penalty 2881.088578 = -816724.669529 nChanged 30 SP:Iteration 21Q (6054.135608 sec): 3 clusters Score: Raw -819616.495749 + Penalty 2881.088578 = -816735.407170 nChanged 28 SP:Iteration 22Q (6054.180917 sec): 3 clusters Score: Raw -819627.994704 + Penalty 2881.088578 = -816746.906125 nChanged 37 SP:Iteration 23Q (6054.229207 sec): 3 clusters Score: Raw -819645.158556 + Penalty 2881.088578 = -816764.069978 nChanged 38 SP:Iteration 24Q (6054.286626 sec): 3 clusters Score: Raw -819666.633169 + Penalty 2881.088578 = -816785.544590 nChanged 51 SP:Iteration 25Q (6054.344497 sec): 3 clusters Score: Raw -819700.176862 + Penalty 2881.088578 = -816819.088283 nChanged 59 SP:Iteration 26Q (6054.401040 sec): 3 clusters Score: Raw -819732.299689 + Penalty 2881.088578 = -816851.211110 nChanged 71 SP:Iteration 27Q (6054.450332 sec): 3 clusters Score: Raw -819784.501597 + Penalty 2881.088578 = -816903.413018 nChanged 85 SP:Iteration 28Q (6054.499177 sec): 3 clusters Score: Raw -819855.526449 + Penalty 2881.088578 = -816974.437871 nChanged 93 SP:Iteration 29Q (6054.547979 sec): 3 clusters Score: Raw -819920.834268 + Penalty 2881.088578 = -817039.745690 nChanged 72 SP:Iteration 30Q (6054.606449 sec): 3 clusters Score: Raw -819959.650743 + Penalty 2881.088578 = -817078.562165 nChanged 58 SP:Iteration 31Q (6054.664359 sec): 3 clusters Score: Raw -819980.398969 + Penalty 2881.088578 = -817099.310390 nChanged 36 SP:Iteration 32Q (6054.733366 sec): 3 clusters Score: Raw -819990.721729 + Penalty 2881.088578 = -817109.633151 nChanged 24 SP:Iteration 33Q (6054.779405 sec): 3 clusters Score: Raw -819998.563392 + Penalty 2881.088578 = -817117.474813 nChanged 29 SP:Iteration 34Q (6054.827548 sec): 3 clusters Score: Raw -820005.056335 + Penalty 2881.088578 = -817123.967757 nChanged 20 SP:Iteration 35Q (6054.884949 sec): 3 clusters Score: Raw -820011.388009 + Penalty 2881.088578 = -817130.299430 nChanged 26 SP:Iteration 36Q (6054.942796 sec): 3 clusters Score: Raw -820018.645108 + Penalty 2881.088578 = -817137.556529 nChanged 22 SP:Iteration 37Q (6054.999268 sec): 3 clusters Score: Raw -820024.294211 + Penalty 2881.088578 = -817143.205632 nChanged 19 SP:Iteration 38Q (6055.050505 sec): 3 clusters Score: Raw -820028.924992 + Penalty 2881.088578 = -817147.836414 nChanged 15 SP:Iteration 39Q (6055.108108 sec): 3 clusters Score: Raw -820033.078241 + Penalty 2881.088578 = -817151.989663 nChanged 16 SP:Iteration 40F (6055.178296 sec): 3 clusters Score: Raw -820037.103457 + Penalty 2881.088578 = -817156.014879 nChanged 14 SP:Iteration 41Q (6055.224558 sec): 3 clusters Score: Raw -820039.814564 + Penalty 2881.088578 = -817158.725985 nChanged 9 SP:Iteration 42Q (6055.282771 sec): 3 clusters Score: Raw -820041.434955 + Penalty 2881.088578 = -817160.346377 nChanged 8 SP:Iteration 43Q (6055.341119 sec): 3 clusters Score: Raw -820043.557871 + Penalty 2881.088578 = -817162.469293 nChanged 12 SP:Iteration 44Q (6055.398778 sec): 3 clusters Score: Raw -820046.589003 + Penalty 2881.088578 = -817165.500425 nChanged 12 SP:Iteration 45Q (6055.456922 sec): 3 clusters Score: Raw -820049.504716 + Penalty 2881.088578 = -817168.416137 nChanged 13 SP:Iteration 46Q (6055.510304 sec): 3 clusters Score: Raw -820053.179829 + Penalty 2881.088578 = -817172.091251 nChanged 6 SP:Iteration 47Q (6055.569920 sec): 3 clusters Score: Raw -820054.483301 + Penalty 2881.088578 = -817173.394723 nChanged 5 SP:Iteration 48Q (6055.615606 sec): 3 clusters Score: Raw -820055.456219 + Penalty 2881.088578 = -817174.367641 nChanged 7 SP:Iteration 49Q (6055.673500 sec): 3 clusters Score: Raw -820056.284339 + Penalty 2881.088578 = -817175.195760 nChanged 3 SP:Iteration 50Q (6055.728493 sec): 3 clusters Score: Raw -820056.989376 + Penalty 2881.088578 = -817175.900797 nChanged 3 SP:Iteration 51Q (6055.786151 sec): 3 clusters Score: Raw -820057.193931 + Penalty 2881.088578 = -817176.105353 nChanged 2 SP:Iteration 52Q (6055.843753 sec): 3 clusters Score: Raw -820057.464552 + Penalty 2881.088578 = -817176.375973 nChanged 2 SP:Iteration 53Q (6055.901298 sec): 3 clusters Score: Raw -820057.646755 + Penalty 2881.088578 = -817176.558177 nChanged 2 SP:Iteration 54Q (6055.945961 sec): 3 clusters Score: Raw -820057.744920 + Penalty 2881.088578 = -817176.656341 nChanged 0 SP:Iteration 55F (6056.000278 sec): 3 clusters Score: Raw -820057.744920 + Penalty 2881.088578 = -817176.656341 nChanged 0 Score: Raw -86565353.802980 + Penalty 70360.146518 = -86494993.656463 Splitting cluster 5 changes total score from -86495190.829190 to -86494993.656463 So it's not getting split. Trying to split cluster 6 (12148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6072.274343 sec): 2 clusters Score: Raw -1404495.310807 + Penalty 1528.299472 = -1402967.011336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6072.340245 sec): 3 clusters Score: Raw -1397520.910352 + Penalty 3056.598944 = -1394464.311408 nChanged 5307 SP:Iteration 1F (6072.397367 sec): 3 clusters Score: Raw -1400395.236694 + Penalty 3056.598944 = -1397338.637750 nChanged 732 SP:Iteration 2F (6072.474901 sec): 3 clusters Score: Raw -1400678.602223 + Penalty 3056.598944 = -1397622.003280 nChanged 599 SP:Iteration 3Q (6072.533325 sec): 3 clusters Score: Raw -1400896.235664 + Penalty 3056.598944 = -1397839.636720 nChanged 478 SP:Iteration 4Q (6072.610827 sec): 3 clusters Score: Raw -1401139.739783 + Penalty 3056.598944 = -1398083.140840 nChanged 488 SP:Iteration 5Q (6072.668575 sec): 3 clusters Score: Raw -1401481.507849 + Penalty 3056.598944 = -1398424.908906 nChanged 574 SP:Iteration 6Q (6072.741239 sec): 3 clusters Score: Raw -1401945.334867 + Penalty 3056.598944 = -1398888.735923 nChanged 601 SP:Iteration 7Q (6072.795738 sec): 3 clusters Score: Raw -1402405.154026 + Penalty 3056.598944 = -1399348.555082 nChanged 603 SP:Iteration 8Q (6072.867669 sec): 3 clusters Score: Raw -1402841.053240 + Penalty 3056.598944 = -1399784.454296 nChanged 586 SP:Iteration 9Q (6072.925346 sec): 3 clusters Score: Raw -1403210.875068 + Penalty 3056.598944 = -1400154.276124 nChanged 533 SP:Iteration 10Q (6072.993852 sec): 3 clusters Score: Raw -1403472.403205 + Penalty 3056.598944 = -1400415.804261 nChanged 438 SP:Iteration 11Q (6073.056597 sec): 3 clusters Score: Raw -1403668.101987 + Penalty 3056.598944 = -1400611.503043 nChanged 351 SP:Iteration 12Q (6073.125973 sec): 3 clusters Score: Raw -1403811.798362 + Penalty 3056.598944 = -1400755.199419 nChanged 297 SP:Iteration 13Q (6073.192598 sec): 3 clusters Score: Raw -1403914.212922 + Penalty 3056.598944 = -1400857.613979 nChanged 222 SP:Iteration 14Q (6073.251762 sec): 3 clusters Score: Raw -1403985.900301 + Penalty 3056.598944 = -1400929.301358 nChanged 207 SP:Iteration 15Q (6073.321654 sec): 3 clusters Score: Raw -1404053.363049 + Penalty 3056.598944 = -1400996.764105 nChanged 197 SP:Iteration 16Q (6073.393115 sec): 3 clusters Score: Raw -1404124.925846 + Penalty 3056.598944 = -1401068.326902 nChanged 188 SP:Iteration 17Q (6073.463542 sec): 3 clusters Score: Raw -1404197.355340 + Penalty 3056.598944 = -1401140.756396 nChanged 198 SP:Iteration 18Q (6073.529684 sec): 3 clusters Score: Raw -1404268.724252 + Penalty 3056.598944 = -1401212.125309 nChanged 199 SP:Iteration 19Q (6073.583876 sec): 3 clusters Score: Raw -1404341.718092 + Penalty 3056.598944 = -1401285.119149 nChanged 200 SP:Iteration 20F (6073.657986 sec): 3 clusters Score: Raw -1404408.558511 + Penalty 3056.598944 = -1401351.959567 nChanged 194 SP:Iteration 21Q (6073.719878 sec): 3 clusters Score: Raw -1404467.953297 + Penalty 3056.598944 = -1401411.354353 nChanged 170 SP:Iteration 22Q (6073.781458 sec): 3 clusters Score: Raw -1404515.076947 + Penalty 3056.598944 = -1401458.478004 nChanged 155 SP:Iteration 23Q (6073.845304 sec): 3 clusters Score: Raw -1404561.729175 + Penalty 3056.598944 = -1401505.130231 nChanged 125 SP:Iteration 24Q (6073.923298 sec): 3 clusters Score: Raw -1404599.834873 + Penalty 3056.598944 = -1401543.235930 nChanged 126 SP:Iteration 25Q (6073.973672 sec): 3 clusters Score: Raw -1404636.127026 + Penalty 3056.598944 = -1401579.528083 nChanged 109 SP:Iteration 26Q (6074.036697 sec): 3 clusters Score: Raw -1404666.246490 + Penalty 3056.598944 = -1401609.647547 nChanged 95 SP:Iteration 27Q (6074.093961 sec): 3 clusters Score: Raw -1404690.770677 + Penalty 3056.598944 = -1401634.171734 nChanged 85 SP:Iteration 28Q (6074.137427 sec): 3 clusters Score: Raw -1404709.579389 + Penalty 3056.598944 = -1401652.980446 nChanged 67 SP:Iteration 29Q (6074.199921 sec): 3 clusters Score: Raw -1404723.554114 + Penalty 3056.598944 = -1401666.955170 nChanged 60 SP:Iteration 30Q (6074.245300 sec): 3 clusters Score: Raw -1404734.191657 + Penalty 3056.598944 = -1401677.592713 nChanged 50 SP:Iteration 31Q (6074.310003 sec): 3 clusters Score: Raw -1404740.825517 + Penalty 3056.598944 = -1401684.226574 nChanged 33 SP:Iteration 32Q (6074.355596 sec): 3 clusters Score: Raw -1404747.035703 + Penalty 3056.598944 = -1401690.436760 nChanged 32 SP:Iteration 33Q (6074.415268 sec): 3 clusters Score: Raw -1404750.876946 + Penalty 3056.598944 = -1401694.278003 nChanged 28 SP:Iteration 34Q (6074.467816 sec): 3 clusters Score: Raw -1404753.534918 + Penalty 3056.598944 = -1401696.935974 nChanged 9 SP:Iteration 35Q (6074.526766 sec): 3 clusters Score: Raw -1404754.361951 + Penalty 3056.598944 = -1401697.763007 nChanged 7 SP:Iteration 36Q (6074.574698 sec): 3 clusters Score: Raw -1404754.924435 + Penalty 3056.598944 = -1401698.325491 nChanged 4 SP:Iteration 37Q (6074.625235 sec): 3 clusters Score: Raw -1404755.183724 + Penalty 3056.598944 = -1401698.584781 nChanged 4 SP:Iteration 38Q (6074.681387 sec): 3 clusters Score: Raw -1404755.605392 + Penalty 3056.598944 = -1401699.006449 nChanged 3 SP:Iteration 39Q (6074.747135 sec): 3 clusters Score: Raw -1404755.904695 + Penalty 3056.598944 = -1401699.305751 nChanged 6 SP:Iteration 40F (6074.802509 sec): 3 clusters Score: Raw -1404756.548634 + Penalty 3056.598944 = -1401699.949690 nChanged 4 SP:Iteration 41Q (6074.873262 sec): 3 clusters Score: Raw -1404756.870651 + Penalty 3056.598944 = -1401700.271707 nChanged 6 SP:Iteration 42Q (6074.932599 sec): 3 clusters Score: Raw -1404757.459701 + Penalty 3056.598944 = -1401700.860757 nChanged 5 SP:Iteration 43Q (6074.999400 sec): 3 clusters Score: Raw -1404757.928475 + Penalty 3056.598944 = -1401701.329532 nChanged 2 SP:Iteration 44Q (6075.066012 sec): 3 clusters Score: Raw -1404758.126897 + Penalty 3056.598944 = -1401701.527954 nChanged 3 SP:Iteration 45Q (6075.122361 sec): 3 clusters Score: Raw -1404758.334264 + Penalty 3056.598944 = -1401701.735320 nChanged 4 SP:Iteration 46Q (6075.190358 sec): 3 clusters Score: Raw -1404758.588088 + Penalty 3056.598944 = -1401701.989145 nChanged 3 SP:Iteration 47Q (6075.259062 sec): 3 clusters Score: Raw -1404758.733123 + Penalty 3056.598944 = -1401702.134180 nChanged 1 SP:Iteration 48Q (6075.327109 sec): 3 clusters Score: Raw -1404758.764156 + Penalty 3056.598944 = -1401702.165213 nChanged 0 SP:Iteration 49F (6075.394493 sec): 3 clusters Score: Raw -1404758.764156 + Penalty 3056.598944 = -1401702.165213 nChanged 0 Trying to split cluster 7 (3839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6075.431875 sec): 2 clusters Score: Raw -402511.638149 + Penalty 1341.107169 = -401170.530980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6075.471989 sec): 3 clusters Score: Raw -400625.589386 + Penalty 2682.214338 = -397943.375048 nChanged 1533 SP:Iteration 1F (6075.526611 sec): 3 clusters Score: Raw -401651.260599 + Penalty 2682.214338 = -398969.046261 nChanged 381 SP:Iteration 2F (6075.580209 sec): 3 clusters Score: Raw -402039.638205 + Penalty 2682.214338 = -399357.423867 nChanged 311 SP:Iteration 3F (6075.633869 sec): 3 clusters Score: Raw -402405.048738 + Penalty 2682.214338 = -399722.834400 nChanged 288 SP:Iteration 4F (6075.687702 sec): 3 clusters Score: Raw -402692.058759 + Penalty 2682.214338 = -400009.844421 nChanged 200 SP:Iteration 5F (6075.731551 sec): 3 clusters Score: Raw -402904.166504 + Penalty 2682.214338 = -400221.952166 nChanged 176 SP:Iteration 6Q (6075.785614 sec): 3 clusters Score: Raw -403078.123656 + Penalty 2682.214338 = -400395.909318 nChanged 145 SP:Iteration 7Q (6075.839554 sec): 3 clusters Score: Raw -403161.036434 + Penalty 2682.214338 = -400478.822096 nChanged 74 SP:Iteration 8Q (6075.893645 sec): 3 clusters Score: Raw -403197.904833 + Penalty 2682.214338 = -400515.690494 nChanged 63 SP:Iteration 9Q (6075.948145 sec): 3 clusters Score: Raw -403225.070866 + Penalty 2682.214338 = -400542.856527 nChanged 44 SP:Iteration 10Q (6075.995914 sec): 3 clusters Score: Raw -403243.764352 + Penalty 2682.214338 = -400561.550013 nChanged 33 SP:Iteration 11Q (6076.051782 sec): 3 clusters Score: Raw -403257.395681 + Penalty 2682.214338 = -400575.181343 nChanged 23 SP:Iteration 12Q (6076.105949 sec): 3 clusters Score: Raw -403265.634414 + Penalty 2682.214338 = -400583.420075 nChanged 17 SP:Iteration 13Q (6076.150587 sec): 3 clusters Score: Raw -403271.961571 + Penalty 2682.214338 = -400589.747233 nChanged 14 SP:Iteration 14Q (6076.204967 sec): 3 clusters Score: Raw -403276.170626 + Penalty 2682.214338 = -400593.956288 nChanged 11 SP:Iteration 15Q (6076.259444 sec): 3 clusters Score: Raw -403278.962142 + Penalty 2682.214338 = -400596.747803 nChanged 6 SP:Iteration 16Q (6076.313686 sec): 3 clusters Score: Raw -403281.339529 + Penalty 2682.214338 = -400599.125191 nChanged 10 SP:Iteration 17Q (6076.367943 sec): 3 clusters Score: Raw -403283.634716 + Penalty 2682.214338 = -400601.420377 nChanged 5 SP:Iteration 18Q (6076.422097 sec): 3 clusters Score: Raw -403284.816727 + Penalty 2682.214338 = -400602.602389 nChanged 3 SP:Iteration 19Q (6076.477921 sec): 3 clusters Score: Raw -403286.035222 + Penalty 2682.214338 = -400603.820883 nChanged 4 SP:Iteration 20F (6076.533069 sec): 3 clusters Score: Raw -403287.118861 + Penalty 2682.214338 = -400604.904522 nChanged 4 SP:Iteration 21Q (6076.586940 sec): 3 clusters Score: Raw -403288.604611 + Penalty 2682.214338 = -400606.390272 nChanged 8 SP:Iteration 22Q (6076.652286 sec): 3 clusters Score: Raw -403290.804763 + Penalty 2682.214338 = -400608.590425 nChanged 5 SP:Iteration 23Q (6076.704252 sec): 3 clusters Score: Raw -403292.642343 + Penalty 2682.214338 = -400610.428004 nChanged 8 SP:Iteration 24Q (6076.748793 sec): 3 clusters Score: Raw -403294.916934 + Penalty 2682.214338 = -400612.702595 nChanged 8 SP:Iteration 25Q (6076.797347 sec): 3 clusters Score: Raw -403297.280833 + Penalty 2682.214338 = -400615.066495 nChanged 8 SP:Iteration 26Q (6076.842359 sec): 3 clusters Score: Raw -403299.042150 + Penalty 2682.214338 = -400616.827812 nChanged 1 SP:Iteration 27Q (6076.887904 sec): 3 clusters Score: Raw -403299.312865 + Penalty 2682.214338 = -400617.098527 nChanged 0 SP:Iteration 28F (6076.942580 sec): 3 clusters Score: Raw -403299.312865 + Penalty 2682.214338 = -400617.098527 nChanged 0 Trying to split cluster 8 (119276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6077.140148 sec): 2 clusters Score: Raw -14046980.031301 + Penalty 1899.494255 = -14045080.537046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6077.393094 sec): 3 clusters Score: Raw -13968976.845248 + Penalty 3798.988510 = -13965177.856738 nChanged 57232 SP:Iteration 1F (6077.629609 sec): 3 clusters Score: Raw -14002492.297305 + Penalty 3798.988510 = -13998693.308796 nChanged 4440 SP:Iteration 2Q (6077.877214 sec): 3 clusters Score: Raw -14003809.173282 + Penalty 3798.988510 = -14000010.184772 nChanged 4889 SP:Iteration 3Q (6078.137703 sec): 3 clusters Score: Raw -14005548.073721 + Penalty 3798.988510 = -14001749.085211 nChanged 5496 SP:Iteration 4Q (6078.369896 sec): 3 clusters Score: Raw -14007920.158328 + Penalty 3798.988510 = -14004121.169819 nChanged 6292 SP:Iteration 5F (6078.592951 sec): 3 clusters Score: Raw -14011220.395551 + Penalty 3798.988510 = -14007421.407042 nChanged 7137 SP:Iteration 6F (6078.823165 sec): 3 clusters Score: Raw -14015507.365799 + Penalty 3798.988510 = -14011708.377289 nChanged 7475 SP:Iteration 7F (6079.078545 sec): 3 clusters Score: Raw -14020480.085342 + Penalty 3798.988510 = -14016681.096832 nChanged 7363 SP:Iteration 8F (6079.333730 sec): 3 clusters Score: Raw -14025310.289540 + Penalty 3798.988510 = -14021511.301030 nChanged 6188 SP:Iteration 9F (6079.589108 sec): 3 clusters Score: Raw -14028677.332823 + Penalty 3798.988510 = -14024878.344313 nChanged 4621 SP:Iteration 10Q (6079.854002 sec): 3 clusters Score: Raw -14030392.333768 + Penalty 3798.988510 = -14026593.345258 nChanged 3029 SP:Iteration 11Q (6080.120874 sec): 3 clusters Score: Raw -14031132.097050 + Penalty 3798.988510 = -14027333.108540 nChanged 1943 SP:Iteration 12Q (6080.375230 sec): 3 clusters Score: Raw -14031482.215394 + Penalty 3798.988510 = -14027683.226884 nChanged 1364 SP:Iteration 13Q (6080.636265 sec): 3 clusters Score: Raw -14031701.484770 + Penalty 3798.988510 = -14027902.496260 nChanged 1083 SP:Iteration 14Q (6080.907956 sec): 3 clusters Score: Raw -14031863.428638 + Penalty 3798.988510 = -14028064.440128 nChanged 985 SP:Iteration 15Q (6081.173227 sec): 3 clusters Score: Raw -14032003.858460 + Penalty 3798.988510 = -14028204.869950 nChanged 917 SP:Iteration 16Q (6081.412371 sec): 3 clusters Score: Raw -14032130.542608 + Penalty 3798.988510 = -14028331.554099 nChanged 852 SP:Iteration 17Q (6081.659455 sec): 3 clusters Score: Raw -14032237.938428 + Penalty 3798.988510 = -14028438.949919 nChanged 798 SP:Iteration 18Q (6081.898007 sec): 3 clusters Score: Raw -14032335.727254 + Penalty 3798.988510 = -14028536.738744 nChanged 782 SP:Iteration 19Q (6082.143815 sec): 3 clusters Score: Raw -14032422.034147 + Penalty 3798.988510 = -14028623.045637 nChanged 703 SP:Iteration 20F (6082.381042 sec): 3 clusters Score: Raw -14032494.738152 + Penalty 3798.988510 = -14028695.749642 nChanged 661 SP:Iteration 21Q (6082.605601 sec): 3 clusters Score: Raw -14032557.107853 + Penalty 3798.988510 = -14028758.119344 nChanged 591 SP:Iteration 22Q (6082.844774 sec): 3 clusters Score: Raw -14032611.892332 + Penalty 3798.988510 = -14028812.903822 nChanged 534 SP:Iteration 23Q (6083.073666 sec): 3 clusters Score: Raw -14032653.557632 + Penalty 3798.988510 = -14028854.569123 nChanged 483 SP:Iteration 24Q (6083.314894 sec): 3 clusters Score: Raw -14032688.401981 + Penalty 3798.988510 = -14028889.413471 nChanged 424 SP:Iteration 25Q (6083.547244 sec): 3 clusters Score: Raw -14032717.417379 + Penalty 3798.988510 = -14028918.428870 nChanged 387 SP:Iteration 26Q (6083.788308 sec): 3 clusters Score: Raw -14032740.290115 + Penalty 3798.988510 = -14028941.301605 nChanged 383 SP:Iteration 27Q (6084.017518 sec): 3 clusters Score: Raw -14032761.107472 + Penalty 3798.988510 = -14028962.118962 nChanged 317 SP:Iteration 28Q (6084.258726 sec): 3 clusters Score: Raw -14032777.152353 + Penalty 3798.988510 = -14028978.163844 nChanged 301 SP:Iteration 29Q (6084.518818 sec): 3 clusters Score: Raw -14032793.076528 + Penalty 3798.988510 = -14028994.088019 nChanged 309 SP:Iteration 30Q (6084.778055 sec): 3 clusters Score: Raw -14032807.193555 + Penalty 3798.988510 = -14029008.205045 nChanged 261 SP:Iteration 31Q (6085.042444 sec): 3 clusters Score: Raw -14032818.349233 + Penalty 3798.988510 = -14029019.360723 nChanged 232 SP:Iteration 32Q (6085.309802 sec): 3 clusters Score: Raw -14032827.416233 + Penalty 3798.988510 = -14029028.427723 nChanged 202 SP:Iteration 33Q (6085.593218 sec): 3 clusters Score: Raw -14032836.035969 + Penalty 3798.988510 = -14029037.047459 nChanged 211 SP:Iteration 34Q (6085.886668 sec): 3 clusters Score: Raw -14032845.729233 + Penalty 3798.988510 = -14029046.740723 nChanged 232 SP:Iteration 35Q (6086.152081 sec): 3 clusters Score: Raw -14032855.649350 + Penalty 3798.988510 = -14029056.660840 nChanged 233 SP:Iteration 36Q (6086.404519 sec): 3 clusters Score: Raw -14032864.838344 + Penalty 3798.988510 = -14029065.849834 nChanged 211 SP:Iteration 37Q (6086.654862 sec): 3 clusters Score: Raw -14032872.827688 + Penalty 3798.988510 = -14029073.839178 nChanged 211 SP:Iteration 38Q (6086.904721 sec): 3 clusters Score: Raw -14032881.617945 + Penalty 3798.988510 = -14029082.629436 nChanged 218 SP:Iteration 39Q (6087.164700 sec): 3 clusters Score: Raw -14032891.048363 + Penalty 3798.988510 = -14029092.059853 nChanged 236 SP:Iteration 40F (6087.419500 sec): 3 clusters Score: Raw -14032901.337387 + Penalty 3798.988510 = -14029102.348877 nChanged 236 SP:Iteration 41Q (6087.680318 sec): 3 clusters Score: Raw -14032912.462552 + Penalty 3798.988510 = -14029113.474042 nChanged 247 SP:Iteration 42Q (6087.929423 sec): 3 clusters Score: Raw -14032924.075931 + Penalty 3798.988510 = -14029125.087421 nChanged 258 SP:Iteration 43Q (6088.190993 sec): 3 clusters Score: Raw -14032936.206723 + Penalty 3798.988510 = -14029137.218213 nChanged 230 SP:Iteration 44Q (6088.450109 sec): 3 clusters Score: Raw -14032945.860454 + Penalty 3798.988510 = -14029146.871945 nChanged 206 SP:Iteration 45Q (6088.704509 sec): 3 clusters Score: Raw -14032953.863870 + Penalty 3798.988510 = -14029154.875360 nChanged 190 SP:Iteration 46Q (6088.964469 sec): 3 clusters Score: Raw -14032960.708218 + Penalty 3798.988510 = -14029161.719709 nChanged 197 SP:Iteration 47Q (6089.215570 sec): 3 clusters Score: Raw -14032968.725245 + Penalty 3798.988510 = -14029169.736735 nChanged 196 SP:Iteration 48Q (6089.544712 sec): 3 clusters Score: Raw -14032976.347391 + Penalty 3798.988510 = -14029177.358881 nChanged 206 SP:Iteration 49Q (6089.826221 sec): 3 clusters Score: Raw -14032983.988540 + Penalty 3798.988510 = -14029185.000030 nChanged 213 SP:Iteration 50Q (6090.085409 sec): 3 clusters Score: Raw -14032992.441138 + Penalty 3798.988510 = -14029193.452628 nChanged 214 SP:Iteration 51Q (6090.339045 sec): 3 clusters Score: Raw -14033002.194426 + Penalty 3798.988510 = -14029203.205916 nChanged 230 SP:Iteration 52Q (6090.600093 sec): 3 clusters Score: Raw -14033011.962988 + Penalty 3798.988510 = -14029212.974479 nChanged 219 SP:Iteration 53Q (6090.862547 sec): 3 clusters Score: Raw -14033021.136397 + Penalty 3798.988510 = -14029222.147888 nChanged 226 SP:Iteration 54Q (6091.137615 sec): 3 clusters Score: Raw -14033032.115317 + Penalty 3798.988510 = -14029233.126807 nChanged 235 SP:Iteration 55Q (6091.393476 sec): 3 clusters Score: Raw -14033043.827429 + Penalty 3798.988510 = -14029244.838919 nChanged 266 SP:Iteration 56Q (6091.642067 sec): 3 clusters Score: Raw -14033057.589317 + Penalty 3798.988510 = -14029258.600807 nChanged 261 SP:Iteration 57Q (6091.906926 sec): 3 clusters Score: Raw -14033069.737173 + Penalty 3798.988510 = -14029270.748663 nChanged 235 SP:Iteration 58Q (6092.239029 sec): 3 clusters Score: Raw -14033080.602324 + Penalty 3798.988510 = -14029281.613815 nChanged 227 SP:Iteration 59Q (6092.473614 sec): 3 clusters Score: Raw -14033091.847548 + Penalty 3798.988510 = -14029292.859038 nChanged 254 SP:Iteration 60F (6092.720271 sec): 3 clusters Score: Raw -14033102.808477 + Penalty 3798.988510 = -14029303.819967 nChanged 243 SP:Iteration 61Q (6092.963995 sec): 3 clusters Score: Raw -14033114.473491 + Penalty 3798.988510 = -14029315.484981 nChanged 259 SP:Iteration 62Q (6093.206916 sec): 3 clusters Score: Raw -14033127.811325 + Penalty 3798.988510 = -14029328.822815 nChanged 254 SP:Iteration 63Q (6093.450538 sec): 3 clusters Score: Raw -14033140.913326 + Penalty 3798.988510 = -14029341.924816 nChanged 266 SP:Iteration 64Q (6093.681279 sec): 3 clusters Score: Raw -14033155.064586 + Penalty 3798.988510 = -14029356.076076 nChanged 256 SP:Iteration 65Q (6093.926377 sec): 3 clusters Score: Raw -14033168.701467 + Penalty 3798.988510 = -14029369.712957 nChanged 268 SP:Iteration 66Q (6094.185928 sec): 3 clusters Score: Raw -14033182.738972 + Penalty 3798.988510 = -14029383.750462 nChanged 276 SP:Iteration 67Q (6094.449437 sec): 3 clusters Score: Raw -14033196.430779 + Penalty 3798.988510 = -14029397.442270 nChanged 269 SP:Iteration 68Q (6094.686975 sec): 3 clusters Score: Raw -14033208.740864 + Penalty 3798.988510 = -14029409.752355 nChanged 242 SP:Iteration 69Q (6094.928607 sec): 3 clusters Score: Raw -14033218.930181 + Penalty 3798.988510 = -14029419.941671 nChanged 253 SP:Iteration 70Q (6095.162356 sec): 3 clusters Score: Raw -14033230.787135 + Penalty 3798.988510 = -14029431.798625 nChanged 256 SP:Iteration 71Q (6095.406578 sec): 3 clusters Score: Raw -14033242.542596 + Penalty 3798.988510 = -14029443.554086 nChanged 251 SP:Iteration 72Q (6095.639358 sec): 3 clusters Score: Raw -14033254.427039 + Penalty 3798.988510 = -14029455.438530 nChanged 239 SP:Iteration 73Q (6095.888961 sec): 3 clusters Score: Raw -14033265.474704 + Penalty 3798.988510 = -14029466.486194 nChanged 247 SP:Iteration 74Q (6096.125160 sec): 3 clusters Score: Raw -14033276.807290 + Penalty 3798.988510 = -14029477.818780 nChanged 248 SP:Iteration 75Q (6096.367317 sec): 3 clusters Score: Raw -14033288.155123 + Penalty 3798.988510 = -14029489.166614 nChanged 265 SP:Iteration 76Q (6096.609260 sec): 3 clusters Score: Raw -14033301.207124 + Penalty 3798.988510 = -14029502.218615 nChanged 259 SP:Iteration 77Q (6096.850686 sec): 3 clusters Score: Raw -14033314.478118 + Penalty 3798.988510 = -14029515.489609 nChanged 280 SP:Iteration 78Q (6097.094110 sec): 3 clusters Score: Raw -14033329.495270 + Penalty 3798.988510 = -14029530.506760 nChanged 311 SP:Iteration 79Q (6097.350024 sec): 3 clusters Score: Raw -14033346.834935 + Penalty 3798.988510 = -14029547.846425 nChanged 314 SP:Iteration 80F (6097.570902 sec): 3 clusters Score: Raw -14033362.886103 + Penalty 3798.988510 = -14029563.897593 nChanged 301 SP:Iteration 81Q (6097.840040 sec): 3 clusters Score: Raw -14033378.395869 + Penalty 3798.988510 = -14029579.407359 nChanged 299 SP:Iteration 82Q (6098.108474 sec): 3 clusters Score: Raw -14033394.619962 + Penalty 3798.988510 = -14029595.631452 nChanged 336 SP:Iteration 83Q (6098.378472 sec): 3 clusters Score: Raw -14033411.619766 + Penalty 3798.988510 = -14029612.631257 nChanged 320 SP:Iteration 84Q (6098.638436 sec): 3 clusters Score: Raw -14033428.442696 + Penalty 3798.988510 = -14029629.454186 nChanged 323 SP:Iteration 85Q (6098.868539 sec): 3 clusters Score: Raw -14033446.311079 + Penalty 3798.988510 = -14029647.322569 nChanged 385 SP:Iteration 86Q (6099.112908 sec): 3 clusters Score: Raw -14033469.760851 + Penalty 3798.988510 = -14029670.772341 nChanged 415 SP:Iteration 87Q (6099.347832 sec): 3 clusters Score: Raw -14033495.859046 + Penalty 3798.988510 = -14029696.870537 nChanged 466 SP:Iteration 88Q (6099.580330 sec): 3 clusters Score: Raw -14033527.313157 + Penalty 3798.988510 = -14029728.324648 nChanged 490 SP:Iteration 89Q (6099.819059 sec): 3 clusters Score: Raw -14033565.425309 + Penalty 3798.988510 = -14029766.436799 nChanged 564 SP:Iteration 90Q (6100.055763 sec): 3 clusters Score: Raw -14033613.250339 + Penalty 3798.988510 = -14029814.261829 nChanged 576 SP:Iteration 91Q (6100.295872 sec): 3 clusters Score: Raw -14033663.528034 + Penalty 3798.988510 = -14029864.539524 nChanged 644 SP:Iteration 92Q (6100.533367 sec): 3 clusters Score: Raw -14033722.438754 + Penalty 3798.988510 = -14029923.450244 nChanged 655 SP:Iteration 93Q (6100.770785 sec): 3 clusters Score: Raw -14033786.055725 + Penalty 3798.988510 = -14029987.067215 nChanged 704 SP:Iteration 94Q (6101.008170 sec): 3 clusters Score: Raw -14033864.978867 + Penalty 3798.988510 = -14030065.990357 nChanged 799 SP:Iteration 95Q (6101.244315 sec): 3 clusters Score: Raw -14033965.825833 + Penalty 3798.988510 = -14030166.837323 nChanged 877 SP:Iteration 96Q (6101.480404 sec): 3 clusters Score: Raw -14034081.799231 + Penalty 3798.988510 = -14030282.810721 nChanged 946 SP:Iteration 97Q (6101.715348 sec): 3 clusters Score: Raw -14034212.805077 + Penalty 3798.988510 = -14030413.816567 nChanged 1003 SP:Iteration 98Q (6101.947170 sec): 3 clusters Score: Raw -14034363.478458 + Penalty 3798.988510 = -14030564.489949 nChanged 1099 SP:Iteration 99Q (6102.189876 sec): 3 clusters Score: Raw -14034538.605622 + Penalty 3798.988510 = -14030739.617112 nChanged 1161 SP:Iteration 100F (6102.434023 sec): 3 clusters Score: Raw -14034732.719075 + Penalty 3798.988510 = -14030933.730565 nChanged 1229 SP:Iteration 101Q (6102.662703 sec): 3 clusters Score: Raw -14034945.285410 + Penalty 3798.988510 = -14031146.296900 nChanged 1279 SP:Iteration 102Q (6102.902266 sec): 3 clusters Score: Raw -14035180.847932 + Penalty 3798.988510 = -14031381.859423 nChanged 1366 SP:Iteration 103Q (6103.141424 sec): 3 clusters Score: Raw -14035449.006077 + Penalty 3798.988510 = -14031650.017567 nChanged 1393 SP:Iteration 104Q (6103.380048 sec): 3 clusters Score: Raw -14035731.244586 + Penalty 3798.988510 = -14031932.256076 nChanged 1353 SP:Iteration 105Q (6103.592671 sec): 3 clusters Score: Raw -14036013.161508 + Penalty 3798.988510 = -14032214.172998 nChanged 1413 SP:Iteration 106Q (6103.822438 sec): 3 clusters Score: Raw -14036320.476645 + Penalty 3798.988510 = -14032521.488136 nChanged 1475 SP:Iteration 107Q (6104.050455 sec): 3 clusters Score: Raw -14036651.842407 + Penalty 3798.988510 = -14032852.853897 nChanged 1436 SP:Iteration 108Q (6104.277281 sec): 3 clusters Score: Raw -14036988.829955 + Penalty 3798.988510 = -14033189.841445 nChanged 1498 SP:Iteration 109Q (6104.502833 sec): 3 clusters Score: Raw -14037349.227413 + Penalty 3798.988510 = -14033550.238903 nChanged 1554 SP:Iteration 110Q (6104.730011 sec): 3 clusters Score: Raw -14037741.404778 + Penalty 3798.988510 = -14033942.416268 nChanged 1529 SP:Iteration 111Q (6104.953294 sec): 3 clusters Score: Raw -14038147.784915 + Penalty 3798.988510 = -14034348.796405 nChanged 1626 SP:Iteration 112Q (6105.174769 sec): 3 clusters Score: Raw -14038608.243950 + Penalty 3798.988510 = -14034809.255440 nChanged 1549 SP:Iteration 113Q (6105.396084 sec): 3 clusters Score: Raw -14039055.810543 + Penalty 3798.988510 = -14035256.822033 nChanged 1493 SP:Iteration 114Q (6105.616177 sec): 3 clusters Score: Raw -14039496.300037 + Penalty 3798.988510 = -14035697.311528 nChanged 1535 SP:Iteration 115Q (6105.841078 sec): 3 clusters Score: Raw -14039972.068669 + Penalty 3798.988510 = -14036173.080160 nChanged 1548 SP:Iteration 116Q (6106.072313 sec): 3 clusters Score: Raw -14040474.083378 + Penalty 3798.988510 = -14036675.094868 nChanged 1566 SP:Iteration 117Q (6106.296160 sec): 3 clusters Score: Raw -14041004.721112 + Penalty 3798.988510 = -14037205.732602 nChanged 1548 SP:Iteration 118Q (6106.506606 sec): 3 clusters Score: Raw -14041546.999558 + Penalty 3798.988510 = -14037748.011048 nChanged 1494 SP:Iteration 119Q (6106.775942 sec): 3 clusters Score: Raw -14042099.151031 + Penalty 3798.988510 = -14038300.162521 nChanged 1466 SP:Iteration 120F (6107.063565 sec): 3 clusters Score: Raw -14042671.686674 + Penalty 3798.988510 = -14038872.698164 nChanged 1384 SP:Iteration 121Q (6107.294361 sec): 3 clusters Score: Raw -14043229.858900 + Penalty 3798.988510 = -14039430.870390 nChanged 1279 SP:Iteration 122Q (6107.512390 sec): 3 clusters Score: Raw -14043754.410009 + Penalty 3798.988510 = -14039955.421499 nChanged 1200 SP:Iteration 123Q (6107.708814 sec): 3 clusters Score: Raw -14044278.239731 + Penalty 3798.988510 = -14040479.251221 nChanged 1069 SP:Iteration 124Q (6107.911791 sec): 3 clusters Score: Raw -14044762.772803 + Penalty 3798.988510 = -14040963.784293 nChanged 968 SP:Iteration 125Q (6108.109050 sec): 3 clusters Score: Raw -14045189.113455 + Penalty 3798.988510 = -14041390.124945 nChanged 820 SP:Iteration 126Q (6108.312040 sec): 3 clusters Score: Raw -14045546.219015 + Penalty 3798.988510 = -14041747.230505 nChanged 715 SP:Iteration 127Q (6108.528622 sec): 3 clusters Score: Raw -14045868.525427 + Penalty 3798.988510 = -14042069.536917 nChanged 654 SP:Iteration 128Q (6108.723764 sec): 3 clusters Score: Raw -14046169.708825 + Penalty 3798.988510 = -14042370.720315 nChanged 537 SP:Iteration 129Q (6108.934350 sec): 3 clusters Score: Raw -14046408.688267 + Penalty 3798.988510 = -14042609.699757 nChanged 412 SP:Iteration 130Q (6109.176639 sec): 3 clusters Score: Raw -14046583.410936 + Penalty 3798.988510 = -14042784.422427 nChanged 349 SP:Iteration 131Q (6109.366380 sec): 3 clusters Score: Raw -14046729.402910 + Penalty 3798.988510 = -14042930.414400 nChanged 280 SP:Iteration 132Q (6109.542452 sec): 3 clusters Score: Raw -14046854.325544 + Penalty 3798.988510 = -14043055.337034 nChanged 245 SP:Iteration 133Q (6109.712858 sec): 3 clusters Score: Raw -14046959.091307 + Penalty 3798.988510 = -14043160.102797 nChanged 183 SP:Iteration 134Q (6109.883302 sec): 3 clusters Score: Raw -14047027.967297 + Penalty 3798.988510 = -14043228.978787 nChanged 140 SP:Iteration 135Q (6110.067847 sec): 3 clusters Score: Raw -14047077.005320 + Penalty 3798.988510 = -14043278.016811 nChanged 128 SP:Iteration 136Q (6110.252358 sec): 3 clusters Score: Raw -14047118.749782 + Penalty 3798.988510 = -14043319.761272 nChanged 100 SP:Iteration 137Q (6110.431220 sec): 3 clusters Score: Raw -14047151.443725 + Penalty 3798.988510 = -14043352.455215 nChanged 78 SP:Iteration 138Q (6110.617134 sec): 3 clusters Score: Raw -14047175.816803 + Penalty 3798.988510 = -14043376.828293 nChanged 67 SP:Iteration 139Q (6110.799173 sec): 3 clusters Score: Raw -14047195.589307 + Penalty 3798.988510 = -14043396.600798 nChanged 47 SP:Iteration 140F (6111.048159 sec): 3 clusters Score: Raw -14047210.182222 + Penalty 3798.988510 = -14043411.193712 nChanged 49 SP:Iteration 141Q (6111.264135 sec): 3 clusters Score: Raw -14047225.044519 + Penalty 3798.988510 = -14043426.056009 nChanged 55 SP:Iteration 142Q (6111.442560 sec): 3 clusters Score: Raw -14047245.313564 + Penalty 3798.988510 = -14043446.325055 nChanged 44 SP:Iteration 143Q (6111.627716 sec): 3 clusters Score: Raw -14047259.926644 + Penalty 3798.988510 = -14043460.938134 nChanged 38 SP:Iteration 144Q (6111.853069 sec): 3 clusters Score: Raw -14047272.949067 + Penalty 3798.988510 = -14043473.960557 nChanged 31 SP:Iteration 145Q (6112.086778 sec): 3 clusters Score: Raw -14047282.147306 + Penalty 3798.988510 = -14043483.158796 nChanged 23 SP:Iteration 146Q (6112.287985 sec): 3 clusters Score: Raw -14047288.951628 + Penalty 3798.988510 = -14043489.963119 nChanged 22 SP:Iteration 147Q (6112.483508 sec): 3 clusters Score: Raw -14047294.809782 + Penalty 3798.988510 = -14043495.821272 nChanged 18 SP:Iteration 148Q (6112.666468 sec): 3 clusters Score: Raw -14047299.622460 + Penalty 3798.988510 = -14043500.633950 nChanged 17 SP:Iteration 149Q (6112.837976 sec): 3 clusters Score: Raw -14047305.000431 + Penalty 3798.988510 = -14043506.011921 nChanged 13 SP:Iteration 150Q (6113.019004 sec): 3 clusters Score: Raw -14047308.934614 + Penalty 3798.988510 = -14043509.946105 nChanged 11 SP:Iteration 151Q (6113.202224 sec): 3 clusters Score: Raw -14047312.281554 + Penalty 3798.988510 = -14043513.293045 nChanged 10 SP:Iteration 152Q (6113.381231 sec): 3 clusters Score: Raw -14047315.358538 + Penalty 3798.988510 = -14043516.370028 nChanged 6 SP:Iteration 153Q (6113.575674 sec): 3 clusters Score: Raw -14047317.284696 + Penalty 3798.988510 = -14043518.296186 nChanged 8 SP:Iteration 154Q (6113.765533 sec): 3 clusters Score: Raw -14047319.948747 + Penalty 3798.988510 = -14043520.960238 nChanged 8 SP:Iteration 155Q (6113.970345 sec): 3 clusters Score: Raw -14047322.706822 + Penalty 3798.988510 = -14043523.718312 nChanged 6 SP:Iteration 156Q (6114.178605 sec): 3 clusters Score: Raw -14047324.505660 + Penalty 3798.988510 = -14043525.517151 nChanged 11 SP:Iteration 157Q (6114.385296 sec): 3 clusters Score: Raw -14047328.241544 + Penalty 3798.988510 = -14043529.253035 nChanged 7 SP:Iteration 158Q (6114.565644 sec): 3 clusters Score: Raw -14047330.102972 + Penalty 3798.988510 = -14043531.114462 nChanged 11 SP:Iteration 159Q (6114.730521 sec): 3 clusters Score: Raw -14047332.503195 + Penalty 3798.988510 = -14043533.514685 nChanged 10 SP:Iteration 160F (6115.003222 sec): 3 clusters Score: Raw -14047335.691873 + Penalty 3798.988510 = -14043536.703363 nChanged 7 SP:Iteration 161Q (6115.225264 sec): 3 clusters Score: Raw -14047338.440371 + Penalty 3798.988510 = -14043539.451862 nChanged 6 SP:Iteration 162Q (6115.448255 sec): 3 clusters Score: Raw -14047339.939882 + Penalty 3798.988510 = -14043540.951372 nChanged 6 SP:Iteration 163Q (6115.648223 sec): 3 clusters Score: Raw -14047341.633853 + Penalty 3798.988510 = -14043542.645344 nChanged 9 SP:Iteration 164Q (6115.847571 sec): 3 clusters Score: Raw -14047344.686928 + Penalty 3798.988510 = -14043545.698418 nChanged 9 SP:Iteration 165Q (6116.047207 sec): 3 clusters Score: Raw -14047346.377444 + Penalty 3798.988510 = -14043547.388934 nChanged 2 SP:Iteration 166Q (6116.250234 sec): 3 clusters Score: Raw -14047347.008710 + Penalty 3798.988510 = -14043548.020200 nChanged 3 SP:Iteration 167Q (6116.449711 sec): 3 clusters Score: Raw -14047347.961462 + Penalty 3798.988510 = -14043548.972953 nChanged 7 SP:Iteration 168Q (6116.650864 sec): 3 clusters Score: Raw -14047349.987843 + Penalty 3798.988510 = -14043550.999334 nChanged 5 SP:Iteration 169Q (6116.852411 sec): 3 clusters Score: Raw -14047351.510969 + Penalty 3798.988510 = -14043552.522460 nChanged 3 SP:Iteration 170Q (6117.052449 sec): 3 clusters Score: Raw -14047352.622517 + Penalty 3798.988510 = -14043553.634007 nChanged 4 SP:Iteration 171Q (6117.243251 sec): 3 clusters Score: Raw -14047353.872938 + Penalty 3798.988510 = -14043554.884428 nChanged 4 SP:Iteration 172Q (6117.432217 sec): 3 clusters Score: Raw -14047355.180177 + Penalty 3798.988510 = -14043556.191668 nChanged 6 SP:Iteration 173Q (6117.635972 sec): 3 clusters Score: Raw -14047357.518259 + Penalty 3798.988510 = -14043558.529749 nChanged 3 SP:Iteration 174Q (6117.868870 sec): 3 clusters Score: Raw -14047358.133861 + Penalty 3798.988510 = -14043559.145352 nChanged 2 SP:Iteration 175Q (6118.071588 sec): 3 clusters Score: Raw -14047358.763845 + Penalty 3798.988510 = -14043559.775335 nChanged 1 SP:Iteration 176Q (6118.301311 sec): 3 clusters Score: Raw -14047358.919766 + Penalty 3798.988510 = -14043559.931257 nChanged 3 SP:Iteration 177Q (6118.530580 sec): 3 clusters Score: Raw -14047359.736192 + Penalty 3798.988510 = -14043560.747683 nChanged 4 SP:Iteration 178Q (6118.741528 sec): 3 clusters Score: Raw -14047360.351561 + Penalty 3798.988510 = -14043561.363051 nChanged 0 SP:Iteration 179F (6118.975873 sec): 3 clusters Score: Raw -14047360.351561 + Penalty 3798.988510 = -14043561.363051 nChanged 0 Trying to split cluster 9 (51426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6119.051297 sec): 2 clusters Score: Raw -5909131.189573 + Penalty 1762.783614 = -5907368.405959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6119.183300 sec): 3 clusters Score: Raw -5876737.851186 + Penalty 3525.567227 = -5873212.283959 nChanged 24005 SP:Iteration 1F (6119.307444 sec): 3 clusters Score: Raw -5890900.452536 + Penalty 3525.567227 = -5887374.885309 nChanged 2647 SP:Iteration 2F (6119.435966 sec): 3 clusters Score: Raw -5892000.182479 + Penalty 3525.567227 = -5888474.615252 nChanged 2876 SP:Iteration 3F (6119.566806 sec): 3 clusters Score: Raw -5893492.719322 + Penalty 3525.567227 = -5889967.152095 nChanged 3221 SP:Iteration 4F (6119.700903 sec): 3 clusters Score: Raw -5895483.129105 + Penalty 3525.567227 = -5891957.561878 nChanged 3468 SP:Iteration 5F (6119.836110 sec): 3 clusters Score: Raw -5897929.721431 + Penalty 3525.567227 = -5894404.154204 nChanged 3394 SP:Iteration 6F (6119.969740 sec): 3 clusters Score: Raw -5900530.454956 + Penalty 3525.567227 = -5897004.887729 nChanged 3088 SP:Iteration 7F (6120.096117 sec): 3 clusters Score: Raw -5902992.346091 + Penalty 3525.567227 = -5899466.778864 nChanged 2523 SP:Iteration 8Q (6120.232181 sec): 3 clusters Score: Raw -5905019.447136 + Penalty 3525.567227 = -5901493.879909 nChanged 1961 SP:Iteration 9Q (6120.365304 sec): 3 clusters Score: Raw -5906683.718267 + Penalty 3525.567227 = -5903158.151040 nChanged 1420 SP:Iteration 10Q (6120.494812 sec): 3 clusters Score: Raw -5907867.648498 + Penalty 3525.567227 = -5904342.081271 nChanged 935 SP:Iteration 11Q (6120.615286 sec): 3 clusters Score: Raw -5908607.416165 + Penalty 3525.567227 = -5905081.848938 nChanged 547 SP:Iteration 12Q (6120.737918 sec): 3 clusters Score: Raw -5909021.173248 + Penalty 3525.567227 = -5905495.606021 nChanged 331 SP:Iteration 13Q (6120.853792 sec): 3 clusters Score: Raw -5909254.799080 + Penalty 3525.567227 = -5905729.231853 nChanged 188 SP:Iteration 14Q (6120.976941 sec): 3 clusters Score: Raw -5909389.460493 + Penalty 3525.567227 = -5905863.893266 nChanged 113 SP:Iteration 15Q (6121.101746 sec): 3 clusters Score: Raw -5909464.403859 + Penalty 3525.567227 = -5905938.836632 nChanged 95 SP:Iteration 16Q (6121.228370 sec): 3 clusters Score: Raw -5909521.963233 + Penalty 3525.567227 = -5905996.396005 nChanged 56 SP:Iteration 17Q (6121.353543 sec): 3 clusters Score: Raw -5909563.005649 + Penalty 3525.567227 = -5906037.438422 nChanged 44 SP:Iteration 18Q (6121.470778 sec): 3 clusters Score: Raw -5909582.988164 + Penalty 3525.567227 = -5906057.420937 nChanged 30 SP:Iteration 19Q (6121.589493 sec): 3 clusters Score: Raw -5909598.833688 + Penalty 3525.567227 = -5906073.266461 nChanged 36 SP:Iteration 20F (6121.732411 sec): 3 clusters Score: Raw -5909616.640735 + Penalty 3525.567227 = -5906091.073508 nChanged 25 SP:Iteration 21Q (6121.853603 sec): 3 clusters Score: Raw -5909629.931982 + Penalty 3525.567227 = -5906104.364755 nChanged 20 SP:Iteration 22Q (6121.973685 sec): 3 clusters Score: Raw -5909639.625576 + Penalty 3525.567227 = -5906114.058349 nChanged 19 SP:Iteration 23Q (6122.111261 sec): 3 clusters Score: Raw -5909649.613736 + Penalty 3525.567227 = -5906124.046509 nChanged 13 SP:Iteration 24Q (6122.264393 sec): 3 clusters Score: Raw -5909657.139438 + Penalty 3525.567227 = -5906131.572211 nChanged 13 SP:Iteration 25Q (6122.414189 sec): 3 clusters Score: Raw -5909662.119024 + Penalty 3525.567227 = -5906136.551797 nChanged 8 SP:Iteration 26Q (6122.519470 sec): 3 clusters Score: Raw -5909665.797381 + Penalty 3525.567227 = -5906140.230153 nChanged 9 SP:Iteration 27Q (6122.618639 sec): 3 clusters Score: Raw -5909669.223281 + Penalty 3525.567227 = -5906143.656054 nChanged 5 SP:Iteration 28Q (6122.715259 sec): 3 clusters Score: Raw -5909671.596376 + Penalty 3525.567227 = -5906146.029149 nChanged 4 SP:Iteration 29Q (6122.826465 sec): 3 clusters Score: Raw -5909673.867345 + Penalty 3525.567227 = -5906148.300118 nChanged 0 SP:Iteration 30F (6122.941230 sec): 3 clusters Score: Raw -5909673.867345 + Penalty 3525.567227 = -5906148.300118 nChanged 0 Trying to split cluster 10 (11640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6122.987222 sec): 2 clusters Score: Raw -1349296.533555 + Penalty 1521.357942 = -1347775.175612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6123.041487 sec): 3 clusters Score: Raw -1342527.854546 + Penalty 3042.715884 = -1339485.138662 nChanged 5132 SP:Iteration 1F (6123.095137 sec): 3 clusters Score: Raw -1345309.726856 + Penalty 3042.715884 = -1342267.010972 nChanged 681 SP:Iteration 2F (6123.157794 sec): 3 clusters Score: Raw -1345617.089051 + Penalty 3042.715884 = -1342574.373167 nChanged 610 SP:Iteration 3F (6123.218170 sec): 3 clusters Score: Raw -1345888.626063 + Penalty 3042.715884 = -1342845.910179 nChanged 597 SP:Iteration 4F (6123.283576 sec): 3 clusters Score: Raw -1346202.435547 + Penalty 3042.715884 = -1343159.719662 nChanged 650 SP:Iteration 5F (6123.338862 sec): 3 clusters Score: Raw -1346564.249681 + Penalty 3042.715884 = -1343521.533797 nChanged 680 SP:Iteration 6F (6123.406441 sec): 3 clusters Score: Raw -1346965.328931 + Penalty 3042.715884 = -1343922.613046 nChanged 663 SP:Iteration 7F (6123.482992 sec): 3 clusters Score: Raw -1347370.589878 + Penalty 3042.715884 = -1344327.873993 nChanged 677 SP:Iteration 8F (6123.540781 sec): 3 clusters Score: Raw -1347826.056700 + Penalty 3042.715884 = -1344783.340816 nChanged 641 SP:Iteration 9F (6123.608988 sec): 3 clusters Score: Raw -1348245.304512 + Penalty 3042.715884 = -1345202.588628 nChanged 515 SP:Iteration 10Q (6123.677582 sec): 3 clusters Score: Raw -1348576.892831 + Penalty 3042.715884 = -1345534.176946 nChanged 410 SP:Iteration 11Q (6123.734121 sec): 3 clusters Score: Raw -1348826.448347 + Penalty 3042.715884 = -1345783.732463 nChanged 347 SP:Iteration 12Q (6123.800452 sec): 3 clusters Score: Raw -1349052.203537 + Penalty 3042.715884 = -1346009.487652 nChanged 278 SP:Iteration 13Q (6123.868141 sec): 3 clusters Score: Raw -1349266.524306 + Penalty 3042.715884 = -1346223.808422 nChanged 247 SP:Iteration 14Q (6123.936925 sec): 3 clusters Score: Raw -1349480.925030 + Penalty 3042.715884 = -1346438.209145 nChanged 189 SP:Iteration 15Q (6124.004419 sec): 3 clusters Score: Raw -1349637.552698 + Penalty 3042.715884 = -1346594.836813 nChanged 161 SP:Iteration 16Q (6124.077933 sec): 3 clusters Score: Raw -1349745.752035 + Penalty 3042.715884 = -1346703.036150 nChanged 114 SP:Iteration 17Q (6124.150056 sec): 3 clusters Score: Raw -1349819.733667 + Penalty 3042.715884 = -1346777.017783 nChanged 105 SP:Iteration 18Q (6124.193765 sec): 3 clusters Score: Raw -1349883.709327 + Penalty 3042.715884 = -1346840.993442 nChanged 94 SP:Iteration 19Q (6124.253507 sec): 3 clusters Score: Raw -1349927.720525 + Penalty 3042.715884 = -1346885.004640 nChanged 62 SP:Iteration 20F (6124.308314 sec): 3 clusters Score: Raw -1349948.741329 + Penalty 3042.715884 = -1346906.025445 nChanged 50 SP:Iteration 21Q (6124.374071 sec): 3 clusters Score: Raw -1349968.712533 + Penalty 3042.715884 = -1346925.996649 nChanged 47 SP:Iteration 22Q (6124.429611 sec): 3 clusters Score: Raw -1349982.389803 + Penalty 3042.715884 = -1346939.673918 nChanged 35 SP:Iteration 23Q (6124.493332 sec): 3 clusters Score: Raw -1349990.458841 + Penalty 3042.715884 = -1346947.742957 nChanged 30 SP:Iteration 24Q (6124.553821 sec): 3 clusters Score: Raw -1349997.652324 + Penalty 3042.715884 = -1346954.936439 nChanged 21 SP:Iteration 25Q (6124.620997 sec): 3 clusters Score: Raw -1350002.408711 + Penalty 3042.715884 = -1346959.692827 nChanged 17 SP:Iteration 26Q (6124.679604 sec): 3 clusters Score: Raw -1350007.307939 + Penalty 3042.715884 = -1346964.592055 nChanged 23 SP:Iteration 27Q (6124.743327 sec): 3 clusters Score: Raw -1350012.126490 + Penalty 3042.715884 = -1346969.410605 nChanged 13 SP:Iteration 28Q (6124.794535 sec): 3 clusters Score: Raw -1350014.582906 + Penalty 3042.715884 = -1346971.867021 nChanged 11 SP:Iteration 29Q (6124.859759 sec): 3 clusters Score: Raw -1350016.347158 + Penalty 3042.715884 = -1346973.631273 nChanged 9 SP:Iteration 30Q (6124.924373 sec): 3 clusters Score: Raw -1350018.853292 + Penalty 3042.715884 = -1346976.137407 nChanged 7 SP:Iteration 31Q (6124.989452 sec): 3 clusters Score: Raw -1350020.353843 + Penalty 3042.715884 = -1346977.637959 nChanged 7 SP:Iteration 32Q (6125.056150 sec): 3 clusters Score: Raw -1350021.467846 + Penalty 3042.715884 = -1346978.751962 nChanged 2 SP:Iteration 33Q (6125.120478 sec): 3 clusters Score: Raw -1350022.046146 + Penalty 3042.715884 = -1346979.330262 nChanged 1 SP:Iteration 34Q (6125.188128 sec): 3 clusters Score: Raw -1350022.074612 + Penalty 3042.715884 = -1346979.358727 nChanged 0 SP:Iteration 35F (6125.256133 sec): 3 clusters Score: Raw -1350022.074612 + Penalty 3042.715884 = -1346979.358727 nChanged 0 Trying to split cluster 11 (6225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6125.287799 sec): 2 clusters Score: Raw -740662.699441 + Penalty 1419.653417 = -739243.046024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6125.344365 sec): 3 clusters Score: Raw -737369.829171 + Penalty 2839.306834 = -734530.522336 nChanged 2582 SP:Iteration 1F (6125.404654 sec): 3 clusters Score: Raw -738896.261054 + Penalty 2839.306834 = -736056.954220 nChanged 439 SP:Iteration 2F (6125.470983 sec): 3 clusters Score: Raw -739149.376287 + Penalty 2839.306834 = -736310.069452 nChanged 351 SP:Iteration 3F (6125.522843 sec): 3 clusters Score: Raw -739343.380998 + Penalty 2839.306834 = -736504.074163 nChanged 303 SP:Iteration 4Q (6125.588052 sec): 3 clusters Score: Raw -739521.624735 + Penalty 2839.306834 = -736682.317901 nChanged 277 SP:Iteration 5Q (6125.637285 sec): 3 clusters Score: Raw -739675.208362 + Penalty 2839.306834 = -736835.901528 nChanged 227 SP:Iteration 6Q (6125.679096 sec): 3 clusters Score: Raw -739810.805813 + Penalty 2839.306834 = -736971.498978 nChanged 234 SP:Iteration 7Q (6125.727326 sec): 3 clusters Score: Raw -739957.223925 + Penalty 2839.306834 = -737117.917090 nChanged 239 SP:Iteration 8Q (6125.787081 sec): 3 clusters Score: Raw -740103.299486 + Penalty 2839.306834 = -737263.992651 nChanged 189 SP:Iteration 9Q (6125.831057 sec): 3 clusters Score: Raw -740207.155029 + Penalty 2839.306834 = -737367.848194 nChanged 187 SP:Iteration 10Q (6125.882711 sec): 3 clusters Score: Raw -740304.919402 + Penalty 2839.306834 = -737465.612568 nChanged 162 SP:Iteration 11Q (6125.936614 sec): 3 clusters Score: Raw -740395.550172 + Penalty 2839.306834 = -737556.243337 nChanged 148 SP:Iteration 12Q (6125.994697 sec): 3 clusters Score: Raw -740471.969827 + Penalty 2839.306834 = -737632.662992 nChanged 115 SP:Iteration 13Q (6126.042853 sec): 3 clusters Score: Raw -740521.959024 + Penalty 2839.306834 = -737682.652189 nChanged 88 SP:Iteration 14Q (6126.087639 sec): 3 clusters Score: Raw -740553.906058 + Penalty 2839.306834 = -737714.599224 nChanged 76 SP:Iteration 15Q (6126.137355 sec): 3 clusters Score: Raw -740582.321557 + Penalty 2839.306834 = -737743.014722 nChanged 56 SP:Iteration 16Q (6126.173262 sec): 3 clusters Score: Raw -740601.455769 + Penalty 2839.306834 = -737762.148935 nChanged 50 SP:Iteration 17Q (6126.230377 sec): 3 clusters Score: Raw -740617.412254 + Penalty 2839.306834 = -737778.105420 nChanged 34 SP:Iteration 18Q (6126.268844 sec): 3 clusters Score: Raw -740629.537360 + Penalty 2839.306834 = -737790.230526 nChanged 31 SP:Iteration 19Q (6126.311784 sec): 3 clusters Score: Raw -740638.901242 + Penalty 2839.306834 = -737799.594407 nChanged 23 SP:Iteration 20F (6126.355042 sec): 3 clusters Score: Raw -740644.166465 + Penalty 2839.306834 = -737804.859631 nChanged 18 SP:Iteration 21Q (6126.391008 sec): 3 clusters Score: Raw -740647.515724 + Penalty 2839.306834 = -737808.208889 nChanged 15 SP:Iteration 22Q (6126.439816 sec): 3 clusters Score: Raw -740650.905091 + Penalty 2839.306834 = -737811.598257 nChanged 15 SP:Iteration 23Q (6126.501834 sec): 3 clusters Score: Raw -740653.967967 + Penalty 2839.306834 = -737814.661133 nChanged 12 SP:Iteration 24Q (6126.544181 sec): 3 clusters Score: Raw -740657.042598 + Penalty 2839.306834 = -737817.735763 nChanged 11 SP:Iteration 25Q (6126.584391 sec): 3 clusters Score: Raw -740659.674854 + Penalty 2839.306834 = -737820.368019 nChanged 7 SP:Iteration 26Q (6126.637094 sec): 3 clusters Score: Raw -740661.230350 + Penalty 2839.306834 = -737821.923516 nChanged 8 SP:Iteration 27Q (6126.679620 sec): 3 clusters Score: Raw -740662.922275 + Penalty 2839.306834 = -737823.615441 nChanged 12 SP:Iteration 28Q (6126.732447 sec): 3 clusters Score: Raw -740665.199138 + Penalty 2839.306834 = -737825.892303 nChanged 10 SP:Iteration 29Q (6126.775448 sec): 3 clusters Score: Raw -740666.997009 + Penalty 2839.306834 = -737827.690175 nChanged 5 SP:Iteration 30Q (6126.819326 sec): 3 clusters Score: Raw -740667.810219 + Penalty 2839.306834 = -737828.503385 nChanged 3 SP:Iteration 31Q (6126.871795 sec): 3 clusters Score: Raw -740668.331374 + Penalty 2839.306834 = -737829.024539 nChanged 2 SP:Iteration 32Q (6126.928036 sec): 3 clusters Score: Raw -740668.638134 + Penalty 2839.306834 = -737829.331299 nChanged 1 SP:Iteration 33Q (6126.986832 sec): 3 clusters Score: Raw -740668.931718 + Penalty 2839.306834 = -737829.624884 nChanged 3 SP:Iteration 34Q (6127.034598 sec): 3 clusters Score: Raw -740669.482024 + Penalty 2839.306834 = -737830.175189 nChanged 3 SP:Iteration 35Q (6127.092448 sec): 3 clusters Score: Raw -740669.771380 + Penalty 2839.306834 = -737830.464545 nChanged 2 SP:Iteration 36Q (6127.137588 sec): 3 clusters Score: Raw -740669.969979 + Penalty 2839.306834 = -737830.663144 nChanged 0 SP:Iteration 37F (6127.190597 sec): 3 clusters Score: Raw -740669.969979 + Penalty 2839.306834 = -737830.663144 nChanged 0 Trying to split cluster 12 (75699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6127.306582 sec): 2 clusters Score: Raw -9068863.141845 + Penalty 1825.609537 = -9067037.532308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6127.468472 sec): 3 clusters Score: Raw -9020182.051865 + Penalty 3651.219075 = -9016530.832790 nChanged 35961 SP:Iteration 1F (6127.628656 sec): 3 clusters Score: Raw -9040979.383476 + Penalty 3651.219075 = -9037328.164401 nChanged 2648 SP:Iteration 2Q (6127.801162 sec): 3 clusters Score: Raw -9041695.527573 + Penalty 3651.219075 = -9038044.308499 nChanged 2757 SP:Iteration 3Q (6127.972575 sec): 3 clusters Score: Raw -9042663.504995 + Penalty 3651.219075 = -9039012.285921 nChanged 3212 SP:Iteration 4Q (6128.154462 sec): 3 clusters Score: Raw -9044147.036671 + Penalty 3651.219075 = -9040495.817596 nChanged 3934 SP:Iteration 5F (6128.326707 sec): 3 clusters Score: Raw -9046591.691973 + Penalty 3651.219075 = -9042940.472898 nChanged 4709 SP:Iteration 6F (6128.501880 sec): 3 clusters Score: Raw -9050264.350469 + Penalty 3651.219075 = -9046613.131395 nChanged 5146 SP:Iteration 7F (6128.669212 sec): 3 clusters Score: Raw -9054769.806972 + Penalty 3651.219075 = -9051118.587898 nChanged 4694 SP:Iteration 8F (6128.836609 sec): 3 clusters Score: Raw -9058965.970099 + Penalty 3651.219075 = -9055314.751024 nChanged 3894 SP:Iteration 9F (6128.999218 sec): 3 clusters Score: Raw -9062281.943294 + Penalty 3651.219075 = -9058630.724219 nChanged 2892 SP:Iteration 10Q (6129.180911 sec): 3 clusters Score: Raw -9064502.214320 + Penalty 3651.219075 = -9060850.995246 nChanged 2107 SP:Iteration 11Q (6129.349215 sec): 3 clusters Score: Raw -9065960.111771 + Penalty 3651.219075 = -9062308.892696 nChanged 1526 SP:Iteration 12Q (6129.508650 sec): 3 clusters Score: Raw -9066922.320173 + Penalty 3651.219075 = -9063271.101098 nChanged 1148 SP:Iteration 13Q (6129.644007 sec): 3 clusters Score: Raw -9067592.398732 + Penalty 3651.219075 = -9063941.179657 nChanged 842 SP:Iteration 14Q (6129.776720 sec): 3 clusters Score: Raw -9068035.562666 + Penalty 3651.219075 = -9064384.343591 nChanged 595 SP:Iteration 15Q (6129.907028 sec): 3 clusters Score: Raw -9068351.897063 + Penalty 3651.219075 = -9064700.677989 nChanged 438 SP:Iteration 16Q (6130.045325 sec): 3 clusters Score: Raw -9068581.929415 + Penalty 3651.219075 = -9064930.710341 nChanged 314 SP:Iteration 17Q (6130.180759 sec): 3 clusters Score: Raw -9068735.042633 + Penalty 3651.219075 = -9065083.823558 nChanged 220 SP:Iteration 18Q (6130.309883 sec): 3 clusters Score: Raw -9068834.165944 + Penalty 3651.219075 = -9065182.946870 nChanged 150 SP:Iteration 19Q (6130.439670 sec): 3 clusters Score: Raw -9068907.550798 + Penalty 3651.219075 = -9065256.331724 nChanged 144 SP:Iteration 20F (6130.583946 sec): 3 clusters Score: Raw -9068979.787295 + Penalty 3651.219075 = -9065328.568221 nChanged 105 SP:Iteration 21Q (6130.710009 sec): 3 clusters Score: Raw -9069029.139519 + Penalty 3651.219075 = -9065377.920444 nChanged 95 SP:Iteration 22Q (6130.838691 sec): 3 clusters Score: Raw -9069067.582613 + Penalty 3651.219075 = -9065416.363538 nChanged 53 SP:Iteration 23Q (6130.957685 sec): 3 clusters Score: Raw -9069085.893476 + Penalty 3651.219075 = -9065434.674402 nChanged 46 SP:Iteration 24Q (6131.090384 sec): 3 clusters Score: Raw -9069101.742316 + Penalty 3651.219075 = -9065450.523241 nChanged 37 SP:Iteration 25Q (6131.261074 sec): 3 clusters Score: Raw -9069114.909521 + Penalty 3651.219075 = -9065463.690447 nChanged 30 SP:Iteration 26Q (6131.390623 sec): 3 clusters Score: Raw -9069125.269511 + Penalty 3651.219075 = -9065474.050437 nChanged 21 SP:Iteration 27Q (6131.539980 sec): 3 clusters Score: Raw -9069133.665712 + Penalty 3651.219075 = -9065482.446637 nChanged 23 SP:Iteration 28Q (6131.693732 sec): 3 clusters Score: Raw -9069142.343852 + Penalty 3651.219075 = -9065491.124778 nChanged 24 SP:Iteration 29Q (6131.838036 sec): 3 clusters Score: Raw -9069153.312908 + Penalty 3651.219075 = -9065502.093833 nChanged 20 SP:Iteration 30Q (6131.991927 sec): 3 clusters Score: Raw -9069163.174593 + Penalty 3651.219075 = -9065511.955519 nChanged 19 SP:Iteration 31Q (6132.142289 sec): 3 clusters Score: Raw -9069170.893512 + Penalty 3651.219075 = -9065519.674437 nChanged 22 SP:Iteration 32Q (6132.275113 sec): 3 clusters Score: Raw -9069178.664375 + Penalty 3651.219075 = -9065527.445300 nChanged 10 SP:Iteration 33Q (6132.425644 sec): 3 clusters Score: Raw -9069181.306808 + Penalty 3651.219075 = -9065530.087733 nChanged 9 SP:Iteration 34Q (6132.585842 sec): 3 clusters Score: Raw -9069183.978401 + Penalty 3651.219075 = -9065532.759326 nChanged 8 SP:Iteration 35Q (6132.749620 sec): 3 clusters Score: Raw -9069186.798411 + Penalty 3651.219075 = -9065535.579337 nChanged 9 SP:Iteration 36Q (6132.907744 sec): 3 clusters Score: Raw -9069189.451304 + Penalty 3651.219075 = -9065538.232229 nChanged 13 SP:Iteration 37Q (6133.067909 sec): 3 clusters Score: Raw -9069194.099927 + Penalty 3651.219075 = -9065542.880852 nChanged 13 SP:Iteration 38Q (6133.203688 sec): 3 clusters Score: Raw -9069198.574290 + Penalty 3651.219075 = -9065547.355216 nChanged 9 SP:Iteration 39Q (6133.339873 sec): 3 clusters Score: Raw -9069201.794628 + Penalty 3651.219075 = -9065550.575554 nChanged 8 SP:Iteration 40F (6133.487840 sec): 3 clusters Score: Raw -9069204.200195 + Penalty 3651.219075 = -9065552.981121 nChanged 3 SP:Iteration 41Q (6133.621484 sec): 3 clusters Score: Raw -9069205.385151 + Penalty 3651.219075 = -9065554.166077 nChanged 4 SP:Iteration 42Q (6133.748526 sec): 3 clusters Score: Raw -9069206.653036 + Penalty 3651.219075 = -9065555.433962 nChanged 1 SP:Iteration 43Q (6133.898128 sec): 3 clusters Score: Raw -9069206.879070 + Penalty 3651.219075 = -9065555.659995 nChanged 2 SP:Iteration 44Q (6134.025116 sec): 3 clusters Score: Raw -9069207.171995 + Penalty 3651.219075 = -9065555.952920 nChanged 1 SP:Iteration 45Q (6134.159631 sec): 3 clusters Score: Raw -9069207.556480 + Penalty 3651.219075 = -9065556.337405 nChanged 2 SP:Iteration 46Q (6134.294112 sec): 3 clusters Score: Raw -9069207.990829 + Penalty 3651.219075 = -9065556.771754 nChanged 0 SP:Iteration 47F (6134.454374 sec): 3 clusters Score: Raw -9069207.990829 + Penalty 3651.219075 = -9065556.771754 nChanged 0 Trying to split cluster 13 (1272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6134.475138 sec): 2 clusters Score: Raw -137993.942235 + Penalty 1161.606183 = -136832.336052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6134.524097 sec): 3 clusters Score: Raw -137551.944628 + Penalty 2323.212367 = -135228.732261 nChanged 416 SP:Iteration 1F (6134.572781 sec): 3 clusters Score: Raw -137858.814149 + Penalty 2323.212367 = -135535.601782 nChanged 107 SP:Iteration 2F (6134.621544 sec): 3 clusters Score: Raw -137977.835431 + Penalty 2323.212367 = -135654.623065 nChanged 80 SP:Iteration 3F (6134.670197 sec): 3 clusters Score: Raw -138076.376759 + Penalty 2323.212367 = -135753.164392 nChanged 57 SP:Iteration 4Q (6134.719084 sec): 3 clusters Score: Raw -138149.021264 + Penalty 2323.212367 = -135825.808897 nChanged 47 SP:Iteration 5Q (6134.767822 sec): 3 clusters Score: Raw -138210.387482 + Penalty 2323.212367 = -135887.175115 nChanged 42 SP:Iteration 6Q (6134.813190 sec): 3 clusters Score: Raw -138258.250375 + Penalty 2323.212367 = -135935.038008 nChanged 37 SP:Iteration 7Q (6134.861816 sec): 3 clusters Score: Raw -138287.848170 + Penalty 2323.212367 = -135964.635803 nChanged 28 SP:Iteration 8Q (6134.910457 sec): 3 clusters Score: Raw -138317.970839 + Penalty 2323.212367 = -135994.758472 nChanged 23 SP:Iteration 9Q (6134.956947 sec): 3 clusters Score: Raw -138343.106711 + Penalty 2323.212367 = -136019.894344 nChanged 21 SP:Iteration 10Q (6135.005479 sec): 3 clusters Score: Raw -138357.630966 + Penalty 2323.212367 = -136034.418600 nChanged 8 SP:Iteration 11Q (6135.054282 sec): 3 clusters Score: Raw -138359.925375 + Penalty 2323.212367 = -136036.713009 nChanged 6 SP:Iteration 12Q (6135.103094 sec): 3 clusters Score: Raw -138364.156344 + Penalty 2323.212367 = -136040.943977 nChanged 8 SP:Iteration 13Q (6135.149272 sec): 3 clusters Score: Raw -138372.389052 + Penalty 2323.212367 = -136049.176686 nChanged 10 SP:Iteration 14Q (6135.199020 sec): 3 clusters Score: Raw -138378.261321 + Penalty 2323.212367 = -136055.048954 nChanged 9 SP:Iteration 15Q (6135.246066 sec): 3 clusters Score: Raw -138387.985810 + Penalty 2323.212367 = -136064.773443 nChanged 9 SP:Iteration 16Q (6135.296848 sec): 3 clusters Score: Raw -138396.875985 + Penalty 2323.212367 = -136073.663618 nChanged 5 SP:Iteration 17Q (6135.346537 sec): 3 clusters Score: Raw -138400.197620 + Penalty 2323.212367 = -136076.985253 nChanged 3 SP:Iteration 18Q (6135.388045 sec): 3 clusters Score: Raw -138402.670275 + Penalty 2323.212367 = -136079.457908 nChanged 3 SP:Iteration 19Q (6135.433900 sec): 3 clusters Score: Raw -138403.876734 + Penalty 2323.212367 = -136080.664367 nChanged 3 SP:Iteration 20F (6135.486278 sec): 3 clusters Score: Raw -138405.307161 + Penalty 2323.212367 = -136082.094795 nChanged 0 Trying to split cluster 14 (6019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6135.505718 sec): 2 clusters Score: Raw -679130.216406 + Penalty 1414.184917 = -677716.031489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6135.562331 sec): 3 clusters Score: Raw -675870.669779 + Penalty 2828.369834 = -673042.299945 nChanged 2501 SP:Iteration 1F (6135.611464 sec): 3 clusters Score: Raw -677219.791730 + Penalty 2828.369834 = -674391.421896 nChanged 432 SP:Iteration 2F (6135.656771 sec): 3 clusters Score: Raw -677445.477427 + Penalty 2828.369834 = -674617.107593 nChanged 335 SP:Iteration 3F (6135.709481 sec): 3 clusters Score: Raw -677626.926713 + Penalty 2828.369834 = -674798.556879 nChanged 297 SP:Iteration 4Q (6135.750212 sec): 3 clusters Score: Raw -677792.405357 + Penalty 2828.369834 = -674964.035524 nChanged 253 SP:Iteration 5Q (6135.788255 sec): 3 clusters Score: Raw -677937.825807 + Penalty 2828.369834 = -675109.455973 nChanged 244 SP:Iteration 6Q (6135.836085 sec): 3 clusters Score: Raw -678075.723396 + Penalty 2828.369834 = -675247.353562 nChanged 236 SP:Iteration 7Q (6135.890211 sec): 3 clusters Score: Raw -678209.998752 + Penalty 2828.369834 = -675381.628919 nChanged 203 SP:Iteration 8Q (6135.928836 sec): 3 clusters Score: Raw -678326.368081 + Penalty 2828.369834 = -675497.998247 nChanged 182 SP:Iteration 9Q (6135.983420 sec): 3 clusters Score: Raw -678434.126975 + Penalty 2828.369834 = -675605.757141 nChanged 201 SP:Iteration 10Q (6136.022790 sec): 3 clusters Score: Raw -678558.408295 + Penalty 2828.369834 = -675730.038461 nChanged 195 SP:Iteration 11Q (6136.069812 sec): 3 clusters Score: Raw -678682.683705 + Penalty 2828.369834 = -675854.313871 nChanged 159 SP:Iteration 12Q (6136.130445 sec): 3 clusters Score: Raw -678774.307298 + Penalty 2828.369834 = -675945.937464 nChanged 137 SP:Iteration 13Q (6136.180691 sec): 3 clusters Score: Raw -678864.760720 + Penalty 2828.369834 = -676036.390887 nChanged 121 SP:Iteration 14Q (6136.220117 sec): 3 clusters Score: Raw -678939.333738 + Penalty 2828.369834 = -676110.963905 nChanged 118 SP:Iteration 15Q (6136.267254 sec): 3 clusters Score: Raw -679028.674156 + Penalty 2828.369834 = -676200.304322 nChanged 109 SP:Iteration 16Q (6136.314361 sec): 3 clusters Score: Raw -679098.419062 + Penalty 2828.369834 = -676270.049228 nChanged 91 SP:Iteration 17Q (6136.360170 sec): 3 clusters Score: Raw -679147.875767 + Penalty 2828.369834 = -676319.505934 nChanged 69 SP:Iteration 18Q (6136.414322 sec): 3 clusters Score: Raw -679176.619486 + Penalty 2828.369834 = -676348.249653 nChanged 57 SP:Iteration 19Q (6136.454493 sec): 3 clusters Score: Raw -679201.579887 + Penalty 2828.369834 = -676373.210053 nChanged 54 SP:Iteration 20F (6136.505040 sec): 3 clusters Score: Raw -679223.336294 + Penalty 2828.369834 = -676394.966461 nChanged 46 SP:Iteration 21Q (6136.558170 sec): 3 clusters Score: Raw -679243.605621 + Penalty 2828.369834 = -676415.235787 nChanged 39 SP:Iteration 22Q (6136.603001 sec): 3 clusters Score: Raw -679257.327271 + Penalty 2828.369834 = -676428.957437 nChanged 33 SP:Iteration 23Q (6136.646634 sec): 3 clusters Score: Raw -679269.318844 + Penalty 2828.369834 = -676440.949010 nChanged 19 SP:Iteration 24Q (6136.706440 sec): 3 clusters Score: Raw -679274.299143 + Penalty 2828.369834 = -676445.929309 nChanged 14 SP:Iteration 25Q (6136.748586 sec): 3 clusters Score: Raw -679278.036467 + Penalty 2828.369834 = -676449.666633 nChanged 13 SP:Iteration 26Q (6136.789194 sec): 3 clusters Score: Raw -679282.399505 + Penalty 2828.369834 = -676454.029672 nChanged 10 SP:Iteration 27Q (6136.845663 sec): 3 clusters Score: Raw -679285.572604 + Penalty 2828.369834 = -676457.202771 nChanged 9 SP:Iteration 28Q (6136.887072 sec): 3 clusters Score: Raw -679288.848160 + Penalty 2828.369834 = -676460.478326 nChanged 14 SP:Iteration 29Q (6136.947750 sec): 3 clusters Score: Raw -679293.058660 + Penalty 2828.369834 = -676464.688826 nChanged 9 SP:Iteration 30Q (6136.991699 sec): 3 clusters Score: Raw -679295.597523 + Penalty 2828.369834 = -676467.227689 nChanged 11 SP:Iteration 31Q (6137.035311 sec): 3 clusters Score: Raw -679299.343081 + Penalty 2828.369834 = -676470.973247 nChanged 11 SP:Iteration 32Q (6137.087141 sec): 3 clusters Score: Raw -679303.599627 + Penalty 2828.369834 = -676475.229793 nChanged 17 SP:Iteration 33Q (6137.137615 sec): 3 clusters Score: Raw -679308.155781 + Penalty 2828.369834 = -676479.785947 nChanged 11 SP:Iteration 34Q (6137.188394 sec): 3 clusters Score: Raw -679311.860295 + Penalty 2828.369834 = -676483.490461 nChanged 7 SP:Iteration 35Q (6137.251251 sec): 3 clusters Score: Raw -679314.871571 + Penalty 2828.369834 = -676486.501737 nChanged 10 SP:Iteration 36Q (6137.292082 sec): 3 clusters Score: Raw -679318.648659 + Penalty 2828.369834 = -676490.278826 nChanged 15 SP:Iteration 37Q (6137.341827 sec): 3 clusters Score: Raw -679321.906681 + Penalty 2828.369834 = -676493.536848 nChanged 12 SP:Iteration 38Q (6137.387006 sec): 3 clusters Score: Raw -679326.002146 + Penalty 2828.369834 = -676497.632312 nChanged 11 SP:Iteration 39Q (6137.438159 sec): 3 clusters Score: Raw -679328.692906 + Penalty 2828.369834 = -676500.323072 nChanged 9 SP:Iteration 40F (6137.491148 sec): 3 clusters Score: Raw -679331.236437 + Penalty 2828.369834 = -676502.866603 nChanged 10 SP:Iteration 41Q (6137.548651 sec): 3 clusters Score: Raw -679334.183440 + Penalty 2828.369834 = -676505.813606 nChanged 9 SP:Iteration 42Q (6137.598312 sec): 3 clusters Score: Raw -679336.710561 + Penalty 2828.369834 = -676508.340727 nChanged 10 SP:Iteration 43Q (6137.642852 sec): 3 clusters Score: Raw -679339.392895 + Penalty 2828.369834 = -676511.023061 nChanged 10 SP:Iteration 44Q (6137.679337 sec): 3 clusters Score: Raw -679342.792663 + Penalty 2828.369834 = -676514.422829 nChanged 10 SP:Iteration 45Q (6137.732270 sec): 3 clusters Score: Raw -679346.176490 + Penalty 2828.369834 = -676517.806656 nChanged 10 SP:Iteration 46Q (6137.778216 sec): 3 clusters Score: Raw -679349.376103 + Penalty 2828.369834 = -676521.006269 nChanged 6 SP:Iteration 47Q (6137.814704 sec): 3 clusters Score: Raw -679351.174284 + Penalty 2828.369834 = -676522.804450 nChanged 13 SP:Iteration 48Q (6137.857611 sec): 3 clusters Score: Raw -679355.462476 + Penalty 2828.369834 = -676527.092642 nChanged 9 SP:Iteration 49Q (6137.905243 sec): 3 clusters Score: Raw -679357.728465 + Penalty 2828.369834 = -676529.358632 nChanged 3 SP:Iteration 50Q (6137.942083 sec): 3 clusters Score: Raw -679358.955137 + Penalty 2828.369834 = -676530.585303 nChanged 4 SP:Iteration 51Q (6137.995179 sec): 3 clusters Score: Raw -679360.534020 + Penalty 2828.369834 = -676532.164187 nChanged 5 SP:Iteration 52Q (6138.039703 sec): 3 clusters Score: Raw -679362.563800 + Penalty 2828.369834 = -676534.193966 nChanged 11 SP:Iteration 53Q (6138.078924 sec): 3 clusters Score: Raw -679366.511302 + Penalty 2828.369834 = -676538.141468 nChanged 11 SP:Iteration 54Q (6138.136032 sec): 3 clusters Score: Raw -679370.154177 + Penalty 2828.369834 = -676541.784343 nChanged 5 SP:Iteration 55Q (6138.171958 sec): 3 clusters Score: Raw -679371.735668 + Penalty 2828.369834 = -676543.365835 nChanged 8 SP:Iteration 56Q (6138.222684 sec): 3 clusters Score: Raw -679373.824275 + Penalty 2828.369834 = -676545.454441 nChanged 9 SP:Iteration 57Q (6138.269254 sec): 3 clusters Score: Raw -679376.253286 + Penalty 2828.369834 = -676547.883452 nChanged 6 SP:Iteration 58Q (6138.313484 sec): 3 clusters Score: Raw -679378.022475 + Penalty 2828.369834 = -676549.652641 nChanged 2 SP:Iteration 59Q (6138.352446 sec): 3 clusters Score: Raw -679378.722424 + Penalty 2828.369834 = -676550.352590 nChanged 3 SP:Iteration 60F (6138.405472 sec): 3 clusters Score: Raw -679379.466988 + Penalty 2828.369834 = -676551.097154 nChanged 2 SP:Iteration 61Q (6138.442186 sec): 3 clusters Score: Raw -679379.880614 + Penalty 2828.369834 = -676551.510780 nChanged 3 SP:Iteration 62Q (6138.493277 sec): 3 clusters Score: Raw -679380.337526 + Penalty 2828.369834 = -676551.967693 nChanged 0 SP:Iteration 63F (6138.531264 sec): 3 clusters Score: Raw -679380.337526 + Penalty 2828.369834 = -676551.967693 nChanged 0 Trying to split cluster 15 (64075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6138.625025 sec): 2 clusters Score: Raw -7568184.021629 + Penalty 1798.519052 = -7566385.502577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6138.765594 sec): 3 clusters Score: Raw -7527014.342559 + Penalty 3597.038104 = -7523417.304455 nChanged 30313 SP:Iteration 1F (6138.894179 sec): 3 clusters Score: Raw -7544913.870186 + Penalty 3597.038104 = -7541316.832081 nChanged 3011 SP:Iteration 2Q (6139.032984 sec): 3 clusters Score: Raw -7546154.029262 + Penalty 3597.038104 = -7542556.991158 nChanged 3382 SP:Iteration 3F (6139.171587 sec): 3 clusters Score: Raw -7547802.207713 + Penalty 3597.038104 = -7544205.169609 nChanged 3547 SP:Iteration 4F (6139.307271 sec): 3 clusters Score: Raw -7549835.219466 + Penalty 3597.038104 = -7546238.181361 nChanged 3831 SP:Iteration 5F (6139.439414 sec): 3 clusters Score: Raw -7552233.349736 + Penalty 3597.038104 = -7548636.311632 nChanged 3860 SP:Iteration 6F (6139.577163 sec): 3 clusters Score: Raw -7554883.793256 + Penalty 3597.038104 = -7551286.755152 nChanged 3740 SP:Iteration 7F (6139.721628 sec): 3 clusters Score: Raw -7557306.499875 + Penalty 3597.038104 = -7553709.461770 nChanged 3066 SP:Iteration 8Q (6139.873225 sec): 3 clusters Score: Raw -7558911.776861 + Penalty 3597.038104 = -7555314.738757 nChanged 2288 SP:Iteration 9Q (6140.028687 sec): 3 clusters Score: Raw -7559867.177180 + Penalty 3597.038104 = -7556270.139075 nChanged 1661 SP:Iteration 10Q (6140.182094 sec): 3 clusters Score: Raw -7560487.358435 + Penalty 3597.038104 = -7556890.320331 nChanged 1330 SP:Iteration 11Q (6140.352721 sec): 3 clusters Score: Raw -7561000.504968 + Penalty 3597.038104 = -7557403.466864 nChanged 1258 SP:Iteration 12Q (6140.506648 sec): 3 clusters Score: Raw -7561522.546074 + Penalty 3597.038104 = -7557925.507970 nChanged 1260 SP:Iteration 13Q (6140.661492 sec): 3 clusters Score: Raw -7562102.028249 + Penalty 3597.038104 = -7558504.990145 nChanged 1276 SP:Iteration 14Q (6140.815278 sec): 3 clusters Score: Raw -7562749.024632 + Penalty 3597.038104 = -7559151.986528 nChanged 1268 SP:Iteration 15Q (6140.975244 sec): 3 clusters Score: Raw -7563450.134433 + Penalty 3597.038104 = -7559853.096329 nChanged 1261 SP:Iteration 16Q (6141.132050 sec): 3 clusters Score: Raw -7564185.148149 + Penalty 3597.038104 = -7560588.110045 nChanged 1145 SP:Iteration 17Q (6141.279409 sec): 3 clusters Score: Raw -7564840.756759 + Penalty 3597.038104 = -7561243.718655 nChanged 1029 SP:Iteration 18Q (6141.422692 sec): 3 clusters Score: Raw -7565362.755627 + Penalty 3597.038104 = -7561765.717523 nChanged 899 SP:Iteration 19Q (6141.555209 sec): 3 clusters Score: Raw -7565789.974319 + Penalty 3597.038104 = -7562192.936215 nChanged 810 SP:Iteration 20F (6141.690274 sec): 3 clusters Score: Raw -7566162.274776 + Penalty 3597.038104 = -7562565.236672 nChanged 709 SP:Iteration 21Q (6141.821464 sec): 3 clusters Score: Raw -7566454.556411 + Penalty 3597.038104 = -7562857.518307 nChanged 614 SP:Iteration 22Q (6141.960208 sec): 3 clusters Score: Raw -7566682.869622 + Penalty 3597.038104 = -7563085.831518 nChanged 542 SP:Iteration 23Q (6142.097143 sec): 3 clusters Score: Raw -7566863.128049 + Penalty 3597.038104 = -7563266.089945 nChanged 503 SP:Iteration 24Q (6142.232482 sec): 3 clusters Score: Raw -7567019.430798 + Penalty 3597.038104 = -7563422.392694 nChanged 459 SP:Iteration 25Q (6142.377630 sec): 3 clusters Score: Raw -7567151.425836 + Penalty 3597.038104 = -7563554.387732 nChanged 426 SP:Iteration 26Q (6142.522011 sec): 3 clusters Score: Raw -7567265.222539 + Penalty 3597.038104 = -7563668.184435 nChanged 365 SP:Iteration 27Q (6142.664580 sec): 3 clusters Score: Raw -7567353.595358 + Penalty 3597.038104 = -7563756.557254 nChanged 355 SP:Iteration 28Q (6142.808143 sec): 3 clusters Score: Raw -7567438.531240 + Penalty 3597.038104 = -7563841.493135 nChanged 338 SP:Iteration 29Q (6142.943582 sec): 3 clusters Score: Raw -7567515.094840 + Penalty 3597.038104 = -7563918.056735 nChanged 298 SP:Iteration 30Q (6143.090598 sec): 3 clusters Score: Raw -7567573.627037 + Penalty 3597.038104 = -7563976.588932 nChanged 262 SP:Iteration 31Q (6143.233948 sec): 3 clusters Score: Raw -7567625.286852 + Penalty 3597.038104 = -7564028.248748 nChanged 268 SP:Iteration 32Q (6143.405836 sec): 3 clusters Score: Raw -7567676.757972 + Penalty 3597.038104 = -7564079.719867 nChanged 231 SP:Iteration 33Q (6143.545517 sec): 3 clusters Score: Raw -7567715.268599 + Penalty 3597.038104 = -7564118.230495 nChanged 213 SP:Iteration 34Q (6143.688642 sec): 3 clusters Score: Raw -7567753.681284 + Penalty 3597.038104 = -7564156.643179 nChanged 201 SP:Iteration 35Q (6143.822444 sec): 3 clusters Score: Raw -7567786.885475 + Penalty 3597.038104 = -7564189.847371 nChanged 175 SP:Iteration 36Q (6143.970668 sec): 3 clusters Score: Raw -7567814.735111 + Penalty 3597.038104 = -7564217.697007 nChanged 180 SP:Iteration 37Q (6144.113287 sec): 3 clusters Score: Raw -7567842.760220 + Penalty 3597.038104 = -7564245.722115 nChanged 165 SP:Iteration 38Q (6144.251463 sec): 3 clusters Score: Raw -7567867.836752 + Penalty 3597.038104 = -7564270.798648 nChanged 139 SP:Iteration 39Q (6144.379983 sec): 3 clusters Score: Raw -7567887.307487 + Penalty 3597.038104 = -7564290.269383 nChanged 124 SP:Iteration 40F (6144.515002 sec): 3 clusters Score: Raw -7567902.604336 + Penalty 3597.038104 = -7564305.566232 nChanged 104 SP:Iteration 41Q (6144.639459 sec): 3 clusters Score: Raw -7567915.127959 + Penalty 3597.038104 = -7564318.089855 nChanged 99 SP:Iteration 42Q (6144.767920 sec): 3 clusters Score: Raw -7567927.193925 + Penalty 3597.038104 = -7564330.155821 nChanged 104 SP:Iteration 43Q (6144.894696 sec): 3 clusters Score: Raw -7567939.918608 + Penalty 3597.038104 = -7564342.880504 nChanged 81 SP:Iteration 44Q (6145.024100 sec): 3 clusters Score: Raw -7567949.378368 + Penalty 3597.038104 = -7564352.340264 nChanged 82 SP:Iteration 45Q (6145.150531 sec): 3 clusters Score: Raw -7567959.220022 + Penalty 3597.038104 = -7564362.181917 nChanged 77 SP:Iteration 46Q (6145.291049 sec): 3 clusters Score: Raw -7567968.082918 + Penalty 3597.038104 = -7564371.044814 nChanged 76 SP:Iteration 47Q (6145.425652 sec): 3 clusters Score: Raw -7567976.209803 + Penalty 3597.038104 = -7564379.171698 nChanged 63 SP:Iteration 48Q (6145.564325 sec): 3 clusters Score: Raw -7567983.070158 + Penalty 3597.038104 = -7564386.032054 nChanged 66 SP:Iteration 49Q (6145.696457 sec): 3 clusters Score: Raw -7567990.515840 + Penalty 3597.038104 = -7564393.477736 nChanged 72 SP:Iteration 50Q (6145.841758 sec): 3 clusters Score: Raw -7567999.314425 + Penalty 3597.038104 = -7564402.276321 nChanged 92 SP:Iteration 51Q (6145.979303 sec): 3 clusters Score: Raw -7568011.255520 + Penalty 3597.038104 = -7564414.217416 nChanged 89 SP:Iteration 52Q (6146.135864 sec): 3 clusters Score: Raw -7568023.097222 + Penalty 3597.038104 = -7564426.059118 nChanged 73 SP:Iteration 53Q (6146.281613 sec): 3 clusters Score: Raw -7568031.296900 + Penalty 3597.038104 = -7564434.258796 nChanged 68 SP:Iteration 54Q (6146.413209 sec): 3 clusters Score: Raw -7568038.468201 + Penalty 3597.038104 = -7564441.430097 nChanged 68 SP:Iteration 55Q (6146.546696 sec): 3 clusters Score: Raw -7568045.790871 + Penalty 3597.038104 = -7564448.752767 nChanged 71 SP:Iteration 56Q (6146.691274 sec): 3 clusters Score: Raw -7568052.983538 + Penalty 3597.038104 = -7564455.945433 nChanged 70 SP:Iteration 57Q (6146.826842 sec): 3 clusters Score: Raw -7568060.707363 + Penalty 3597.038104 = -7564463.669259 nChanged 68 SP:Iteration 58Q (6146.967580 sec): 3 clusters Score: Raw -7568068.488206 + Penalty 3597.038104 = -7564471.450102 nChanged 66 SP:Iteration 59Q (6147.098562 sec): 3 clusters Score: Raw -7568075.082280 + Penalty 3597.038104 = -7564478.044176 nChanged 56 SP:Iteration 60F (6147.237322 sec): 3 clusters Score: Raw -7568080.334017 + Penalty 3597.038104 = -7564483.295913 nChanged 49 SP:Iteration 61Q (6147.362560 sec): 3 clusters Score: Raw -7568085.168444 + Penalty 3597.038104 = -7564488.130340 nChanged 48 SP:Iteration 62Q (6147.481885 sec): 3 clusters Score: Raw -7568089.308846 + Penalty 3597.038104 = -7564492.270742 nChanged 45 SP:Iteration 63Q (6147.599976 sec): 3 clusters Score: Raw -7568093.880387 + Penalty 3597.038104 = -7564496.842283 nChanged 50 SP:Iteration 64Q (6147.718341 sec): 3 clusters Score: Raw -7568099.806342 + Penalty 3597.038104 = -7564502.768237 nChanged 54 SP:Iteration 65Q (6147.848475 sec): 3 clusters Score: Raw -7568106.082338 + Penalty 3597.038104 = -7564509.044234 nChanged 51 SP:Iteration 66Q (6147.978244 sec): 3 clusters Score: Raw -7568111.426814 + Penalty 3597.038104 = -7564514.388710 nChanged 58 SP:Iteration 67Q (6148.105995 sec): 3 clusters Score: Raw -7568117.865240 + Penalty 3597.038104 = -7564520.827136 nChanged 51 SP:Iteration 68Q (6148.233125 sec): 3 clusters Score: Raw -7568122.694112 + Penalty 3597.038104 = -7564525.656008 nChanged 46 SP:Iteration 69Q (6148.358226 sec): 3 clusters Score: Raw -7568127.380496 + Penalty 3597.038104 = -7564530.342391 nChanged 60 SP:Iteration 70Q (6148.485652 sec): 3 clusters Score: Raw -7568133.802462 + Penalty 3597.038104 = -7564536.764358 nChanged 68 SP:Iteration 71Q (6148.616401 sec): 3 clusters Score: Raw -7568141.755906 + Penalty 3597.038104 = -7564544.717802 nChanged 65 SP:Iteration 72Q (6148.745578 sec): 3 clusters Score: Raw -7568149.239651 + Penalty 3597.038104 = -7564552.201547 nChanged 56 SP:Iteration 73Q (6148.872067 sec): 3 clusters Score: Raw -7568154.621640 + Penalty 3597.038104 = -7564557.583536 nChanged 43 SP:Iteration 74Q (6149.012227 sec): 3 clusters Score: Raw -7568158.901521 + Penalty 3597.038104 = -7564561.863417 nChanged 47 SP:Iteration 75Q (6149.147282 sec): 3 clusters Score: Raw -7568163.584051 + Penalty 3597.038104 = -7564566.545947 nChanged 48 SP:Iteration 76Q (6149.291716 sec): 3 clusters Score: Raw -7568169.655940 + Penalty 3597.038104 = -7564572.617836 nChanged 46 SP:Iteration 77Q (6149.441366 sec): 3 clusters Score: Raw -7568175.258939 + Penalty 3597.038104 = -7564578.220835 nChanged 54 SP:Iteration 78Q (6149.589349 sec): 3 clusters Score: Raw -7568181.400910 + Penalty 3597.038104 = -7564584.362806 nChanged 42 SP:Iteration 79Q (6149.741703 sec): 3 clusters Score: Raw -7568186.132354 + Penalty 3597.038104 = -7564589.094250 nChanged 35 SP:Iteration 80F (6149.902932 sec): 3 clusters Score: Raw -7568190.105034 + Penalty 3597.038104 = -7564593.066930 nChanged 36 SP:Iteration 81Q (6150.052179 sec): 3 clusters Score: Raw -7568193.858475 + Penalty 3597.038104 = -7564596.820371 nChanged 28 SP:Iteration 82Q (6150.186235 sec): 3 clusters Score: Raw -7568196.502092 + Penalty 3597.038104 = -7564599.463988 nChanged 33 SP:Iteration 83Q (6150.326411 sec): 3 clusters Score: Raw -7568199.506039 + Penalty 3597.038104 = -7564602.467935 nChanged 27 SP:Iteration 84Q (6150.457124 sec): 3 clusters Score: Raw -7568201.789556 + Penalty 3597.038104 = -7564604.751452 nChanged 36 SP:Iteration 85Q (6150.590714 sec): 3 clusters Score: Raw -7568205.113671 + Penalty 3597.038104 = -7564608.075566 nChanged 34 SP:Iteration 86Q (6150.728695 sec): 3 clusters Score: Raw -7568208.418746 + Penalty 3597.038104 = -7564611.380642 nChanged 32 SP:Iteration 87Q (6150.854594 sec): 3 clusters Score: Raw -7568211.164761 + Penalty 3597.038104 = -7564614.126657 nChanged 25 SP:Iteration 88Q (6150.992271 sec): 3 clusters Score: Raw -7568213.333782 + Penalty 3597.038104 = -7564616.295678 nChanged 30 SP:Iteration 89Q (6151.128832 sec): 3 clusters Score: Raw -7568216.328763 + Penalty 3597.038104 = -7564619.290659 nChanged 31 SP:Iteration 90Q (6151.259493 sec): 3 clusters Score: Raw -7568219.168955 + Penalty 3597.038104 = -7564622.130851 nChanged 30 SP:Iteration 91Q (6151.394308 sec): 3 clusters Score: Raw -7568221.988410 + Penalty 3597.038104 = -7564624.950306 nChanged 24 SP:Iteration 92Q (6151.527318 sec): 3 clusters Score: Raw -7568223.873434 + Penalty 3597.038104 = -7564626.835329 nChanged 27 SP:Iteration 93Q (6151.652688 sec): 3 clusters Score: Raw -7568226.233293 + Penalty 3597.038104 = -7564629.195189 nChanged 32 SP:Iteration 94Q (6151.781524 sec): 3 clusters Score: Raw -7568229.128575 + Penalty 3597.038104 = -7564632.090471 nChanged 41 SP:Iteration 95Q (6151.918656 sec): 3 clusters Score: Raw -7568233.736350 + Penalty 3597.038104 = -7564636.698246 nChanged 41 SP:Iteration 96Q (6152.052736 sec): 3 clusters Score: Raw -7568237.930435 + Penalty 3597.038104 = -7564640.892331 nChanged 37 SP:Iteration 97Q (6152.185146 sec): 3 clusters Score: Raw -7568241.754401 + Penalty 3597.038104 = -7564644.716297 nChanged 37 SP:Iteration 98Q (6152.312798 sec): 3 clusters Score: Raw -7568245.486738 + Penalty 3597.038104 = -7564648.448634 nChanged 36 SP:Iteration 99Q (6152.446153 sec): 3 clusters Score: Raw -7568249.768625 + Penalty 3597.038104 = -7564652.730521 nChanged 37 SP:Iteration 100F (6152.592103 sec): 3 clusters Score: Raw -7568254.271513 + Penalty 3597.038104 = -7564657.233409 nChanged 38 SP:Iteration 101Q (6152.725471 sec): 3 clusters Score: Raw -7568257.811244 + Penalty 3597.038104 = -7564660.773140 nChanged 29 SP:Iteration 102Q (6152.859319 sec): 3 clusters Score: Raw -7568260.500261 + Penalty 3597.038104 = -7564663.462157 nChanged 26 SP:Iteration 103Q (6152.991165 sec): 3 clusters Score: Raw -7568263.032975 + Penalty 3597.038104 = -7564665.994871 nChanged 19 SP:Iteration 104Q (6153.123659 sec): 3 clusters Score: Raw -7568265.054817 + Penalty 3597.038104 = -7564668.016713 nChanged 22 SP:Iteration 105Q (6153.244486 sec): 3 clusters Score: Raw -7568267.686851 + Penalty 3597.038104 = -7564670.648747 nChanged 22 SP:Iteration 106Q (6153.377066 sec): 3 clusters Score: Raw -7568270.696700 + Penalty 3597.038104 = -7564673.658595 nChanged 28 SP:Iteration 107Q (6153.510495 sec): 3 clusters Score: Raw -7568274.782749 + Penalty 3597.038104 = -7564677.744644 nChanged 27 SP:Iteration 108Q (6153.643695 sec): 3 clusters Score: Raw -7568277.683397 + Penalty 3597.038104 = -7564680.645293 nChanged 17 SP:Iteration 109Q (6153.763998 sec): 3 clusters Score: Raw -7568279.278865 + Penalty 3597.038104 = -7564682.240761 nChanged 19 SP:Iteration 110Q (6153.900372 sec): 3 clusters Score: Raw -7568280.979212 + Penalty 3597.038104 = -7564683.941108 nChanged 15 SP:Iteration 111Q (6154.043253 sec): 3 clusters Score: Raw -7568282.144510 + Penalty 3597.038104 = -7564685.106406 nChanged 9 SP:Iteration 112Q (6154.173599 sec): 3 clusters Score: Raw -7568282.788744 + Penalty 3597.038104 = -7564685.750640 nChanged 10 SP:Iteration 113Q (6154.314145 sec): 3 clusters Score: Raw -7568283.466584 + Penalty 3597.038104 = -7564686.428480 nChanged 8 SP:Iteration 114Q (6154.452079 sec): 3 clusters Score: Raw -7568284.029461 + Penalty 3597.038104 = -7564686.991357 nChanged 7 SP:Iteration 115Q (6154.587900 sec): 3 clusters Score: Raw -7568284.570063 + Penalty 3597.038104 = -7564687.531959 nChanged 9 SP:Iteration 116Q (6154.724339 sec): 3 clusters Score: Raw -7568285.150113 + Penalty 3597.038104 = -7564688.112009 nChanged 7 SP:Iteration 117Q (6154.849726 sec): 3 clusters Score: Raw -7568285.509366 + Penalty 3597.038104 = -7564688.471262 nChanged 6 SP:Iteration 118Q (6154.986296 sec): 3 clusters Score: Raw -7568285.917832 + Penalty 3597.038104 = -7564688.879728 nChanged 4 SP:Iteration 119Q (6155.121147 sec): 3 clusters Score: Raw -7568286.233392 + Penalty 3597.038104 = -7564689.195288 nChanged 5 SP:Iteration 120F (6155.274933 sec): 3 clusters Score: Raw -7568286.622562 + Penalty 3597.038104 = -7564689.584458 nChanged 9 SP:Iteration 121Q (6155.408298 sec): 3 clusters Score: Raw -7568287.457903 + Penalty 3597.038104 = -7564690.419799 nChanged 8 SP:Iteration 122Q (6155.541821 sec): 3 clusters Score: Raw -7568288.218688 + Penalty 3597.038104 = -7564691.180584 nChanged 10 SP:Iteration 123Q (6155.676876 sec): 3 clusters Score: Raw -7568288.970508 + Penalty 3597.038104 = -7564691.932404 nChanged 5 SP:Iteration 124Q (6155.809872 sec): 3 clusters Score: Raw -7568289.265674 + Penalty 3597.038104 = -7564692.227569 nChanged 4 SP:Iteration 125Q (6155.936238 sec): 3 clusters Score: Raw -7568289.504750 + Penalty 3597.038104 = -7564692.466646 nChanged 5 SP:Iteration 126Q (6156.069786 sec): 3 clusters Score: Raw -7568289.763934 + Penalty 3597.038104 = -7564692.725830 nChanged 10 SP:Iteration 127Q (6156.203392 sec): 3 clusters Score: Raw -7568290.356076 + Penalty 3597.038104 = -7564693.317972 nChanged 12 SP:Iteration 128Q (6156.336307 sec): 3 clusters Score: Raw -7568291.296558 + Penalty 3597.038104 = -7564694.258454 nChanged 12 SP:Iteration 129Q (6156.469841 sec): 3 clusters Score: Raw -7568292.324942 + Penalty 3597.038104 = -7564695.286838 nChanged 16 SP:Iteration 130Q (6156.602884 sec): 3 clusters Score: Raw -7568293.750241 + Penalty 3597.038104 = -7564696.712136 nChanged 19 SP:Iteration 131Q (6156.736778 sec): 3 clusters Score: Raw -7568295.501916 + Penalty 3597.038104 = -7564698.463812 nChanged 20 SP:Iteration 132Q (6156.868729 sec): 3 clusters Score: Raw -7568297.241677 + Penalty 3597.038104 = -7564700.203573 nChanged 19 SP:Iteration 133Q (6156.995471 sec): 3 clusters Score: Raw -7568299.645723 + Penalty 3597.038104 = -7564702.607619 nChanged 22 SP:Iteration 134Q (6157.112166 sec): 3 clusters Score: Raw -7568302.877124 + Penalty 3597.038104 = -7564705.839020 nChanged 28 SP:Iteration 135Q (6157.238984 sec): 3 clusters Score: Raw -7568307.298603 + Penalty 3597.038104 = -7564710.260499 nChanged 34 SP:Iteration 136Q (6157.351362 sec): 3 clusters Score: Raw -7568312.055720 + Penalty 3597.038104 = -7564715.017616 nChanged 30 SP:Iteration 137Q (6157.473533 sec): 3 clusters Score: Raw -7568316.255937 + Penalty 3597.038104 = -7564719.217833 nChanged 37 SP:Iteration 138Q (6157.600283 sec): 3 clusters Score: Raw -7568321.487950 + Penalty 3597.038104 = -7564724.449846 nChanged 36 SP:Iteration 139Q (6157.718909 sec): 3 clusters Score: Raw -7568326.053541 + Penalty 3597.038104 = -7564729.015437 nChanged 36 SP:Iteration 140F (6157.868012 sec): 3 clusters Score: Raw -7568331.269158 + Penalty 3597.038104 = -7564734.231054 nChanged 33 SP:Iteration 141Q (6158.009551 sec): 3 clusters Score: Raw -7568335.492025 + Penalty 3597.038104 = -7564738.453921 nChanged 32 SP:Iteration 142Q (6158.141556 sec): 3 clusters Score: Raw -7568338.971852 + Penalty 3597.038104 = -7564741.933748 nChanged 26 SP:Iteration 143Q (6158.304449 sec): 3 clusters Score: Raw -7568341.889092 + Penalty 3597.038104 = -7564744.850988 nChanged 24 SP:Iteration 144Q (6158.440967 sec): 3 clusters Score: Raw -7568344.887080 + Penalty 3597.038104 = -7564747.848976 nChanged 23 SP:Iteration 145Q (6158.570920 sec): 3 clusters Score: Raw -7568347.520319 + Penalty 3597.038104 = -7564750.482215 nChanged 26 SP:Iteration 146Q (6158.711889 sec): 3 clusters Score: Raw -7568351.060288 + Penalty 3597.038104 = -7564754.022183 nChanged 28 SP:Iteration 147Q (6158.846062 sec): 3 clusters Score: Raw -7568354.006185 + Penalty 3597.038104 = -7564756.968080 nChanged 23 SP:Iteration 148Q (6158.990806 sec): 3 clusters Score: Raw -7568355.930998 + Penalty 3597.038104 = -7564758.892894 nChanged 19 SP:Iteration 149Q (6159.124156 sec): 3 clusters Score: Raw -7568357.598121 + Penalty 3597.038104 = -7564760.560017 nChanged 16 SP:Iteration 150Q (6159.254604 sec): 3 clusters Score: Raw -7568359.591052 + Penalty 3597.038104 = -7564762.552948 nChanged 21 SP:Iteration 151Q (6159.372115 sec): 3 clusters Score: Raw -7568362.099085 + Penalty 3597.038104 = -7564765.060981 nChanged 16 SP:Iteration 152Q (6159.491659 sec): 3 clusters Score: Raw -7568363.726267 + Penalty 3597.038104 = -7564766.688163 nChanged 14 SP:Iteration 153Q (6159.608750 sec): 3 clusters Score: Raw -7568365.014825 + Penalty 3597.038104 = -7564767.976721 nChanged 9 SP:Iteration 154Q (6159.734443 sec): 3 clusters Score: Raw -7568365.843568 + Penalty 3597.038104 = -7564768.805464 nChanged 10 SP:Iteration 155Q (6159.861009 sec): 3 clusters Score: Raw -7568366.981297 + Penalty 3597.038104 = -7564769.943192 nChanged 18 SP:Iteration 156Q (6160.003679 sec): 3 clusters Score: Raw -7568368.871519 + Penalty 3597.038104 = -7564771.833415 nChanged 21 SP:Iteration 157Q (6160.139107 sec): 3 clusters Score: Raw -7568371.021609 + Penalty 3597.038104 = -7564773.983505 nChanged 15 SP:Iteration 158Q (6160.274962 sec): 3 clusters Score: Raw -7568372.644144 + Penalty 3597.038104 = -7564775.606040 nChanged 15 SP:Iteration 159Q (6160.410572 sec): 3 clusters Score: Raw -7568374.423794 + Penalty 3597.038104 = -7564777.385690 nChanged 14 SP:Iteration 160F (6160.587164 sec): 3 clusters Score: Raw -7568375.687155 + Penalty 3597.038104 = -7564778.649051 nChanged 15 SP:Iteration 161Q (6160.723487 sec): 3 clusters Score: Raw -7568377.474497 + Penalty 3597.038104 = -7564780.436392 nChanged 18 SP:Iteration 162Q (6160.872116 sec): 3 clusters Score: Raw -7568380.018162 + Penalty 3597.038104 = -7564782.980058 nChanged 20 SP:Iteration 163Q (6161.020297 sec): 3 clusters Score: Raw -7568381.822201 + Penalty 3597.038104 = -7564784.784097 nChanged 14 SP:Iteration 164Q (6161.144948 sec): 3 clusters Score: Raw -7568383.187236 + Penalty 3597.038104 = -7564786.149132 nChanged 8 SP:Iteration 165Q (6161.279998 sec): 3 clusters Score: Raw -7568383.855080 + Penalty 3597.038104 = -7564786.816976 nChanged 7 SP:Iteration 166Q (6161.422832 sec): 3 clusters Score: Raw -7568384.465705 + Penalty 3597.038104 = -7564787.427601 nChanged 8 SP:Iteration 167Q (6161.594710 sec): 3 clusters Score: Raw -7568385.098346 + Penalty 3597.038104 = -7564788.060242 nChanged 8 SP:Iteration 168Q (6161.725608 sec): 3 clusters Score: Raw -7568385.859753 + Penalty 3597.038104 = -7564788.821649 nChanged 6 SP:Iteration 169Q (6161.854123 sec): 3 clusters Score: Raw -7568386.494730 + Penalty 3597.038104 = -7564789.456626 nChanged 5 SP:Iteration 170Q (6161.985525 sec): 3 clusters Score: Raw -7568386.990938 + Penalty 3597.038104 = -7564789.952834 nChanged 9 SP:Iteration 171Q (6162.113621 sec): 3 clusters Score: Raw -7568388.021820 + Penalty 3597.038104 = -7564790.983716 nChanged 4 SP:Iteration 172Q (6162.244695 sec): 3 clusters Score: Raw -7568388.432321 + Penalty 3597.038104 = -7564791.394217 nChanged 4 SP:Iteration 173Q (6162.378696 sec): 3 clusters Score: Raw -7568388.797168 + Penalty 3597.038104 = -7564791.759064 nChanged 1 SP:Iteration 174Q (6162.513014 sec): 3 clusters Score: Raw -7568388.903149 + Penalty 3597.038104 = -7564791.865045 nChanged 1 SP:Iteration 175Q (6162.649863 sec): 3 clusters Score: Raw -7568388.971502 + Penalty 3597.038104 = -7564791.933398 nChanged 1 SP:Iteration 176Q (6162.786528 sec): 3 clusters Score: Raw -7568389.081238 + Penalty 3597.038104 = -7564792.043134 nChanged 3 SP:Iteration 177Q (6162.919703 sec): 3 clusters Score: Raw -7568389.270490 + Penalty 3597.038104 = -7564792.232385 nChanged 2 SP:Iteration 178Q (6163.048945 sec): 3 clusters Score: Raw -7568389.395583 + Penalty 3597.038104 = -7564792.357479 nChanged 2 SP:Iteration 179Q (6163.190654 sec): 3 clusters Score: Raw -7568389.539790 + Penalty 3597.038104 = -7564792.501686 nChanged 1 SP:Iteration 180F (6163.342810 sec): 3 clusters Score: Raw -7568389.649556 + Penalty 3597.038104 = -7564792.611452 nChanged 4 SP:Iteration 181Q (6163.500426 sec): 3 clusters Score: Raw -7568390.237919 + Penalty 3597.038104 = -7564793.199815 nChanged 4 SP:Iteration 182Q (6163.648423 sec): 3 clusters Score: Raw -7568390.518060 + Penalty 3597.038104 = -7564793.479956 nChanged 3 SP:Iteration 183Q (6163.785591 sec): 3 clusters Score: Raw -7568390.752117 + Penalty 3597.038104 = -7564793.714013 nChanged 3 SP:Iteration 184Q (6163.922614 sec): 3 clusters Score: Raw -7568390.855385 + Penalty 3597.038104 = -7564793.817281 nChanged 1 SP:Iteration 185Q (6164.061123 sec): 3 clusters Score: Raw -7568390.995626 + Penalty 3597.038104 = -7564793.957522 nChanged 3 SP:Iteration 186Q (6164.200893 sec): 3 clusters Score: Raw -7568391.172693 + Penalty 3597.038104 = -7564794.134589 nChanged 3 SP:Iteration 187Q (6164.341785 sec): 3 clusters Score: Raw -7568391.311519 + Penalty 3597.038104 = -7564794.273415 nChanged 1 SP:Iteration 188Q (6164.471200 sec): 3 clusters Score: Raw -7568391.426738 + Penalty 3597.038104 = -7564794.388634 nChanged 2 SP:Iteration 189Q (6164.592855 sec): 3 clusters Score: Raw -7568391.544229 + Penalty 3597.038104 = -7564794.506125 nChanged 3 SP:Iteration 190Q (6164.708894 sec): 3 clusters Score: Raw -7568391.768362 + Penalty 3597.038104 = -7564794.730258 nChanged 8 SP:Iteration 191Q (6164.823376 sec): 3 clusters Score: Raw -7568392.383226 + Penalty 3597.038104 = -7564795.345122 nChanged 7 SP:Iteration 192Q (6164.938569 sec): 3 clusters Score: Raw -7568392.966523 + Penalty 3597.038104 = -7564795.928418 nChanged 8 SP:Iteration 193Q (6165.054125 sec): 3 clusters Score: Raw -7568393.579853 + Penalty 3597.038104 = -7564796.541748 nChanged 6 SP:Iteration 194Q (6165.180769 sec): 3 clusters Score: Raw -7568394.037066 + Penalty 3597.038104 = -7564796.998962 nChanged 8 SP:Iteration 195Q (6165.305003 sec): 3 clusters Score: Raw -7568394.885218 + Penalty 3597.038104 = -7564797.847114 nChanged 7 SP:Iteration 196Q (6165.428063 sec): 3 clusters Score: Raw -7568395.465256 + Penalty 3597.038104 = -7564798.427152 nChanged 5 SP:Iteration 197Q (6165.554308 sec): 3 clusters Score: Raw -7568395.948392 + Penalty 3597.038104 = -7564798.910287 nChanged 3 SP:Iteration 198Q (6165.690103 sec): 3 clusters Score: Raw -7568396.248473 + Penalty 3597.038104 = -7564799.210369 nChanged 3 SP:Iteration 199Q (6165.823734 sec): 3 clusters Score: Raw -7568396.644392 + Penalty 3597.038104 = -7564799.606288 nChanged 9 SP:Iteration 200F (6165.976939 sec): 3 clusters Score: Raw -7568397.745352 + Penalty 3597.038104 = -7564800.707248 nChanged 7 SP:Iteration 201Q (6166.102557 sec): 3 clusters Score: Raw -7568398.321618 + Penalty 3597.038104 = -7564801.283514 nChanged 7 SP:Iteration 202Q (6166.237406 sec): 3 clusters Score: Raw -7568398.900046 + Penalty 3597.038104 = -7564801.861942 nChanged 4 SP:Iteration 203Q (6166.378105 sec): 3 clusters Score: Raw -7568399.192345 + Penalty 3597.038104 = -7564802.154241 nChanged 3 SP:Iteration 204Q (6166.520957 sec): 3 clusters Score: Raw -7568399.455433 + Penalty 3597.038104 = -7564802.417329 nChanged 2 SP:Iteration 205Q (6166.640323 sec): 3 clusters Score: Raw -7568399.594349 + Penalty 3597.038104 = -7564802.556245 nChanged 3 SP:Iteration 206Q (6166.783129 sec): 3 clusters Score: Raw -7568399.889312 + Penalty 3597.038104 = -7564802.851208 nChanged 2 SP:Iteration 207Q (6166.923134 sec): 3 clusters Score: Raw -7568400.003213 + Penalty 3597.038104 = -7564802.965109 nChanged 1 SP:Iteration 208Q (6167.063349 sec): 3 clusters Score: Raw -7568400.053878 + Penalty 3597.038104 = -7564803.015774 nChanged 0 SP:Iteration 209F (6167.217449 sec): 3 clusters Score: Raw -7568400.053878 + Penalty 3597.038104 = -7564803.015774 nChanged 0 Trying to split cluster 16 (18860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6167.274222 sec): 2 clusters Score: Raw -2251734.697403 + Penalty 1599.779765 = -2250134.917638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6167.351010 sec): 3 clusters Score: Raw -2240439.761136 + Penalty 3199.559531 = -2237240.201605 nChanged 8512 SP:Iteration 1F (6167.427812 sec): 3 clusters Score: Raw -2245103.425993 + Penalty 3199.559531 = -2241903.866462 nChanged 1045 SP:Iteration 2F (6167.493695 sec): 3 clusters Score: Raw -2245504.946917 + Penalty 3199.559531 = -2242305.387387 nChanged 974 SP:Iteration 3F (6167.561235 sec): 3 clusters Score: Raw -2245872.691345 + Penalty 3199.559531 = -2242673.131814 nChanged 876 SP:Iteration 4Q (6167.641293 sec): 3 clusters Score: Raw -2246203.091082 + Penalty 3199.559531 = -2243003.531551 nChanged 849 SP:Iteration 5Q (6167.720785 sec): 3 clusters Score: Raw -2246554.337277 + Penalty 3199.559531 = -2243354.777746 nChanged 917 SP:Iteration 6Q (6167.801529 sec): 3 clusters Score: Raw -2247039.250844 + Penalty 3199.559531 = -2243839.691313 nChanged 1053 SP:Iteration 7F (6167.876555 sec): 3 clusters Score: Raw -2247717.774973 + Penalty 3199.559531 = -2244518.215442 nChanged 1193 SP:Iteration 8F (6167.952539 sec): 3 clusters Score: Raw -2248590.655601 + Penalty 3199.559531 = -2245391.096070 nChanged 1184 SP:Iteration 9F (6168.028524 sec): 3 clusters Score: Raw -2249538.589771 + Penalty 3199.559531 = -2246339.030240 nChanged 946 SP:Iteration 10F (6168.106620 sec): 3 clusters Score: Raw -2250325.901553 + Penalty 3199.559531 = -2247126.342023 nChanged 698 SP:Iteration 11Q (6168.181732 sec): 3 clusters Score: Raw -2250925.790150 + Penalty 3199.559531 = -2247726.230620 nChanged 456 SP:Iteration 12Q (6168.256635 sec): 3 clusters Score: Raw -2251327.930402 + Penalty 3199.559531 = -2248128.370871 nChanged 269 SP:Iteration 13Q (6168.338276 sec): 3 clusters Score: Raw -2251545.867245 + Penalty 3199.559531 = -2248346.307715 nChanged 165 SP:Iteration 14Q (6168.392015 sec): 3 clusters Score: Raw -2251677.794305 + Penalty 3199.559531 = -2248478.234774 nChanged 92 SP:Iteration 15Q (6168.464070 sec): 3 clusters Score: Raw -2251759.931564 + Penalty 3199.559531 = -2248560.372033 nChanged 63 SP:Iteration 16Q (6168.535737 sec): 3 clusters Score: Raw -2251814.637581 + Penalty 3199.559531 = -2248615.078050 nChanged 44 SP:Iteration 17Q (6168.613640 sec): 3 clusters Score: Raw -2251851.314569 + Penalty 3199.559531 = -2248651.755039 nChanged 21 SP:Iteration 18Q (6168.676756 sec): 3 clusters Score: Raw -2251871.932313 + Penalty 3199.559531 = -2248672.372782 nChanged 22 SP:Iteration 19Q (6168.755295 sec): 3 clusters Score: Raw -2251888.476184 + Penalty 3199.559531 = -2248688.916654 nChanged 15 SP:Iteration 20F (6168.823489 sec): 3 clusters Score: Raw -2251899.832016 + Penalty 3199.559531 = -2248700.272485 nChanged 11 SP:Iteration 21Q (6168.887359 sec): 3 clusters Score: Raw -2251910.326446 + Penalty 3199.559531 = -2248710.766916 nChanged 7 SP:Iteration 22Q (6168.956293 sec): 3 clusters Score: Raw -2251920.770758 + Penalty 3199.559531 = -2248721.211227 nChanged 10 SP:Iteration 23Q (6169.026512 sec): 3 clusters Score: Raw -2251930.191274 + Penalty 3199.559531 = -2248730.631743 nChanged 3 SP:Iteration 24Q (6169.095160 sec): 3 clusters Score: Raw -2251932.268520 + Penalty 3199.559531 = -2248732.708990 nChanged 2 SP:Iteration 25Q (6169.163419 sec): 3 clusters Score: Raw -2251933.916679 + Penalty 3199.559531 = -2248734.357148 nChanged 3 SP:Iteration 26Q (6169.227952 sec): 3 clusters Score: Raw -2251937.983971 + Penalty 3199.559531 = -2248738.424440 nChanged 8 SP:Iteration 27Q (6169.290883 sec): 3 clusters Score: Raw -2251943.721428 + Penalty 3199.559531 = -2248744.161897 nChanged 10 SP:Iteration 28Q (6169.351001 sec): 3 clusters Score: Raw -2251951.663620 + Penalty 3199.559531 = -2248752.104090 nChanged 7 SP:Iteration 29Q (6169.410831 sec): 3 clusters Score: Raw -2251956.567263 + Penalty 3199.559531 = -2248757.007732 nChanged 3 SP:Iteration 30Q (6169.470855 sec): 3 clusters Score: Raw -2251957.565541 + Penalty 3199.559531 = -2248758.006010 nChanged 1 SP:Iteration 31Q (6169.531156 sec): 3 clusters Score: Raw -2251957.896741 + Penalty 3199.559531 = -2248758.337210 nChanged 0 SP:Iteration 32F (6169.606118 sec): 3 clusters Score: Raw -2251957.896741 + Penalty 3199.559531 = -2248758.337210 nChanged 0 Trying to split cluster 17 (6978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6169.638396 sec): 2 clusters Score: Raw -826404.402924 + Penalty 1438.209114 = -824966.193810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6169.697687 sec): 3 clusters Score: Raw -822582.508235 + Penalty 2876.418227 = -819706.090008 nChanged 2928 SP:Iteration 1F (6169.755390 sec): 3 clusters Score: Raw -824242.405492 + Penalty 2876.418227 = -821365.987265 nChanged 483 SP:Iteration 2F (6169.805478 sec): 3 clusters Score: Raw -824505.306304 + Penalty 2876.418227 = -821628.888077 nChanged 424 SP:Iteration 3F (6169.864104 sec): 3 clusters Score: Raw -824750.777939 + Penalty 2876.418227 = -821874.359712 nChanged 378 SP:Iteration 4F (6169.923018 sec): 3 clusters Score: Raw -824964.350346 + Penalty 2876.418227 = -822087.932119 nChanged 322 SP:Iteration 5Q (6169.978565 sec): 3 clusters Score: Raw -825153.547009 + Penalty 2876.418227 = -822277.128782 nChanged 328 SP:Iteration 6Q (6170.036530 sec): 3 clusters Score: Raw -825371.062332 + Penalty 2876.418227 = -822494.644105 nChanged 329 SP:Iteration 7Q (6170.095373 sec): 3 clusters Score: Raw -825616.877860 + Penalty 2876.418227 = -822740.459633 nChanged 316 SP:Iteration 8Q (6170.154612 sec): 3 clusters Score: Raw -825862.524798 + Penalty 2876.418227 = -822986.106571 nChanged 311 SP:Iteration 9Q (6170.212745 sec): 3 clusters Score: Raw -826090.045693 + Penalty 2876.418227 = -823213.627466 nChanged 272 SP:Iteration 10Q (6170.259932 sec): 3 clusters Score: Raw -826271.299185 + Penalty 2876.418227 = -823394.880958 nChanged 231 SP:Iteration 11Q (6170.317265 sec): 3 clusters Score: Raw -826421.185672 + Penalty 2876.418227 = -823544.767445 nChanged 200 SP:Iteration 12Q (6170.375713 sec): 3 clusters Score: Raw -826546.696780 + Penalty 2876.418227 = -823670.278553 nChanged 163 SP:Iteration 13Q (6170.433920 sec): 3 clusters Score: Raw -826637.840398 + Penalty 2876.418227 = -823761.422171 nChanged 108 SP:Iteration 14Q (6170.492387 sec): 3 clusters Score: Raw -826690.062456 + Penalty 2876.418227 = -823813.644229 nChanged 83 SP:Iteration 15Q (6170.543171 sec): 3 clusters Score: Raw -826719.603298 + Penalty 2876.418227 = -823843.185071 nChanged 59 SP:Iteration 16Q (6170.601270 sec): 3 clusters Score: Raw -826736.947359 + Penalty 2876.418227 = -823860.529132 nChanged 41 SP:Iteration 17Q (6170.658877 sec): 3 clusters Score: Raw -826747.607752 + Penalty 2876.418227 = -823871.189525 nChanged 40 SP:Iteration 18Q (6170.716595 sec): 3 clusters Score: Raw -826759.636974 + Penalty 2876.418227 = -823883.218747 nChanged 43 SP:Iteration 19Q (6170.773014 sec): 3 clusters Score: Raw -826770.691897 + Penalty 2876.418227 = -823894.273670 nChanged 30 SP:Iteration 20F (6170.831700 sec): 3 clusters Score: Raw -826778.129707 + Penalty 2876.418227 = -823901.711480 nChanged 29 SP:Iteration 21Q (6170.889050 sec): 3 clusters Score: Raw -826785.863489 + Penalty 2876.418227 = -823909.445262 nChanged 23 SP:Iteration 22Q (6170.946723 sec): 3 clusters Score: Raw -826791.302094 + Penalty 2876.418227 = -823914.883867 nChanged 17 SP:Iteration 23Q (6171.002887 sec): 3 clusters Score: Raw -826794.429585 + Penalty 2876.418227 = -823918.011358 nChanged 11 SP:Iteration 24Q (6171.043236 sec): 3 clusters Score: Raw -826796.249226 + Penalty 2876.418227 = -823919.830999 nChanged 13 SP:Iteration 25Q (6171.100288 sec): 3 clusters Score: Raw -826798.886614 + Penalty 2876.418227 = -823922.468387 nChanged 13 SP:Iteration 26Q (6171.158124 sec): 3 clusters Score: Raw -826801.983252 + Penalty 2876.418227 = -823925.565025 nChanged 13 SP:Iteration 27Q (6171.215713 sec): 3 clusters Score: Raw -826804.674481 + Penalty 2876.418227 = -823928.256254 nChanged 12 SP:Iteration 28Q (6171.273222 sec): 3 clusters Score: Raw -826806.871449 + Penalty 2876.418227 = -823930.453222 nChanged 12 SP:Iteration 29Q (6171.342917 sec): 3 clusters Score: Raw -826809.831852 + Penalty 2876.418227 = -823933.413625 nChanged 16 SP:Iteration 30Q (6171.389224 sec): 3 clusters Score: Raw -826812.236606 + Penalty 2876.418227 = -823935.818379 nChanged 6 SP:Iteration 31Q (6171.444870 sec): 3 clusters Score: Raw -826812.859733 + Penalty 2876.418227 = -823936.441506 nChanged 5 SP:Iteration 32Q (6171.504018 sec): 3 clusters Score: Raw -826813.303475 + Penalty 2876.418227 = -823936.885248 nChanged 3 SP:Iteration 33Q (6171.560995 sec): 3 clusters Score: Raw -826813.554958 + Penalty 2876.418227 = -823937.136730 nChanged 1 SP:Iteration 34Q (6171.622382 sec): 3 clusters Score: Raw -826813.662645 + Penalty 2876.418227 = -823937.244418 nChanged 2 SP:Iteration 35Q (6171.666935 sec): 3 clusters Score: Raw -826813.938100 + Penalty 2876.418227 = -823937.519873 nChanged 0 SP:Iteration 36F (6171.724955 sec): 3 clusters Score: Raw -826813.938100 + Penalty 2876.418227 = -823937.519873 nChanged 0 Trying to split cluster 18 (3687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6171.753923 sec): 2 clusters Score: Raw -437404.805079 + Penalty 1334.542365 = -436070.262715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6171.807016 sec): 3 clusters Score: Raw -435617.871396 + Penalty 2669.084729 = -432948.786666 nChanged 1399 SP:Iteration 1F (6171.848121 sec): 3 clusters Score: Raw -436426.391496 + Penalty 2669.084729 = -433757.306766 nChanged 262 SP:Iteration 2F (6171.900626 sec): 3 clusters Score: Raw -436584.273209 + Penalty 2669.084729 = -433915.188480 nChanged 182 SP:Iteration 3Q (6171.952905 sec): 3 clusters Score: Raw -436682.672144 + Penalty 2669.084729 = -434013.587415 nChanged 144 SP:Iteration 4Q (6172.005389 sec): 3 clusters Score: Raw -436766.226313 + Penalty 2669.084729 = -434097.141584 nChanged 129 SP:Iteration 5Q (6172.058194 sec): 3 clusters Score: Raw -436840.947239 + Penalty 2669.084729 = -434171.862510 nChanged 112 SP:Iteration 6Q (6172.111127 sec): 3 clusters Score: Raw -436898.394208 + Penalty 2669.084729 = -434229.309479 nChanged 91 SP:Iteration 7Q (6172.162219 sec): 3 clusters Score: Raw -436946.033778 + Penalty 2669.084729 = -434276.949049 nChanged 92 SP:Iteration 8Q (6172.207924 sec): 3 clusters Score: Raw -437002.278306 + Penalty 2669.084729 = -434333.193576 nChanged 81 SP:Iteration 9Q (6172.260965 sec): 3 clusters Score: Raw -437045.932553 + Penalty 2669.084729 = -434376.847824 nChanged 79 SP:Iteration 10Q (6172.305293 sec): 3 clusters Score: Raw -437084.729566 + Penalty 2669.084729 = -434415.644836 nChanged 71 SP:Iteration 11Q (6172.358210 sec): 3 clusters Score: Raw -437123.879136 + Penalty 2669.084729 = -434454.794407 nChanged 70 SP:Iteration 12Q (6172.411179 sec): 3 clusters Score: Raw -437156.431765 + Penalty 2669.084729 = -434487.347035 nChanged 47 SP:Iteration 13Q (6172.457218 sec): 3 clusters Score: Raw -437179.177707 + Penalty 2669.084729 = -434510.092977 nChanged 56 SP:Iteration 14Q (6172.509825 sec): 3 clusters Score: Raw -437206.598854 + Penalty 2669.084729 = -434537.514125 nChanged 53 SP:Iteration 15Q (6172.566268 sec): 3 clusters Score: Raw -437230.318530 + Penalty 2669.084729 = -434561.233801 nChanged 55 SP:Iteration 16Q (6172.604178 sec): 3 clusters Score: Raw -437258.199154 + Penalty 2669.084729 = -434589.114425 nChanged 43 SP:Iteration 17Q (6172.658389 sec): 3 clusters Score: Raw -437278.985695 + Penalty 2669.084729 = -434609.900965 nChanged 39 SP:Iteration 18Q (6172.713334 sec): 3 clusters Score: Raw -437295.210498 + Penalty 2669.084729 = -434626.125769 nChanged 35 SP:Iteration 19Q (6172.766154 sec): 3 clusters Score: Raw -437311.548555 + Penalty 2669.084729 = -434642.463826 nChanged 29 SP:Iteration 20F (6172.818549 sec): 3 clusters Score: Raw -437323.411141 + Penalty 2669.084729 = -434654.326412 nChanged 25 SP:Iteration 21Q (6172.871297 sec): 3 clusters Score: Raw -437335.598515 + Penalty 2669.084729 = -434666.513786 nChanged 29 SP:Iteration 22Q (6172.920515 sec): 3 clusters Score: Raw -437346.666667 + Penalty 2669.084729 = -434677.581937 nChanged 17 SP:Iteration 23Q (6172.973712 sec): 3 clusters Score: Raw -437351.962365 + Penalty 2669.084729 = -434682.877636 nChanged 13 SP:Iteration 24Q (6173.017346 sec): 3 clusters Score: Raw -437355.496697 + Penalty 2669.084729 = -434686.411967 nChanged 15 SP:Iteration 25Q (6173.070062 sec): 3 clusters Score: Raw -437363.262456 + Penalty 2669.084729 = -434694.177727 nChanged 20 SP:Iteration 26Q (6173.123029 sec): 3 clusters Score: Raw -437371.921359 + Penalty 2669.084729 = -434702.836630 nChanged 27 SP:Iteration 27Q (6173.188484 sec): 3 clusters Score: Raw -437379.020397 + Penalty 2669.084729 = -434709.935668 nChanged 11 SP:Iteration 28Q (6173.230414 sec): 3 clusters Score: Raw -437384.029263 + Penalty 2669.084729 = -434714.944533 nChanged 11 SP:Iteration 29Q (6173.271613 sec): 3 clusters Score: Raw -437389.334385 + Penalty 2669.084729 = -434720.249655 nChanged 16 SP:Iteration 30Q (6173.325048 sec): 3 clusters Score: Raw -437394.830483 + Penalty 2669.084729 = -434725.745753 nChanged 15 SP:Iteration 31Q (6173.377393 sec): 3 clusters Score: Raw -437399.449043 + Penalty 2669.084729 = -434730.364314 nChanged 17 SP:Iteration 32Q (6173.429737 sec): 3 clusters Score: Raw -437406.977501 + Penalty 2669.084729 = -434737.892772 nChanged 19 SP:Iteration 33Q (6173.482740 sec): 3 clusters Score: Raw -437416.821444 + Penalty 2669.084729 = -434747.736715 nChanged 23 SP:Iteration 34Q (6173.534828 sec): 3 clusters Score: Raw -437428.503830 + Penalty 2669.084729 = -434759.419100 nChanged 28 SP:Iteration 35Q (6173.575491 sec): 3 clusters Score: Raw -437443.216224 + Penalty 2669.084729 = -434774.131495 nChanged 33 SP:Iteration 36Q (6173.630232 sec): 3 clusters Score: Raw -437458.118114 + Penalty 2669.084729 = -434789.033385 nChanged 27 SP:Iteration 37Q (6173.695618 sec): 3 clusters Score: Raw -437469.902620 + Penalty 2669.084729 = -434800.817891 nChanged 29 SP:Iteration 38Q (6173.743584 sec): 3 clusters Score: Raw -437484.668225 + Penalty 2669.084729 = -434815.583495 nChanged 29 SP:Iteration 39Q (6173.787946 sec): 3 clusters Score: Raw -437504.056666 + Penalty 2669.084729 = -434834.971937 nChanged 39 SP:Iteration 40F (6173.842794 sec): 3 clusters Score: Raw -437529.333888 + Penalty 2669.084729 = -434860.249159 nChanged 36 SP:Iteration 41Q (6173.907381 sec): 3 clusters Score: Raw -437555.084477 + Penalty 2669.084729 = -434885.999748 nChanged 40 SP:Iteration 42Q (6173.940948 sec): 3 clusters Score: Raw -437582.586750 + Penalty 2669.084729 = -434913.502020 nChanged 41 SP:Iteration 43Q (6173.983922 sec): 3 clusters Score: Raw -437614.610507 + Penalty 2669.084729 = -434945.525777 nChanged 34 SP:Iteration 44Q (6174.037669 sec): 3 clusters Score: Raw -437636.096641 + Penalty 2669.084729 = -434967.011912 nChanged 33 SP:Iteration 45Q (6174.091343 sec): 3 clusters Score: Raw -437655.949670 + Penalty 2669.084729 = -434986.864940 nChanged 27 SP:Iteration 46Q (6174.145389 sec): 3 clusters Score: Raw -437674.457061 + Penalty 2669.084729 = -435005.372331 nChanged 29 SP:Iteration 47Q (6174.199342 sec): 3 clusters Score: Raw -437695.365180 + Penalty 2669.084729 = -435026.280451 nChanged 36 SP:Iteration 48Q (6174.253317 sec): 3 clusters Score: Raw -437721.072598 + Penalty 2669.084729 = -435051.987868 nChanged 25 SP:Iteration 49Q (6174.298147 sec): 3 clusters Score: Raw -437736.597174 + Penalty 2669.084729 = -435067.512445 nChanged 25 SP:Iteration 50Q (6174.352664 sec): 3 clusters Score: Raw -437754.312426 + Penalty 2669.084729 = -435085.227696 nChanged 29 SP:Iteration 51Q (6174.407565 sec): 3 clusters Score: Raw -437770.566556 + Penalty 2669.084729 = -435101.481827 nChanged 15 SP:Iteration 52Q (6174.459672 sec): 3 clusters Score: Raw -437779.203190 + Penalty 2669.084729 = -435110.118460 nChanged 12 SP:Iteration 53Q (6174.502487 sec): 3 clusters Score: Raw -437783.514549 + Penalty 2669.084729 = -435114.429819 nChanged 13 SP:Iteration 54Q (6174.533487 sec): 3 clusters Score: Raw -437788.353163 + Penalty 2669.084729 = -435119.268433 nChanged 9 SP:Iteration 55Q (6174.570629 sec): 3 clusters Score: Raw -437791.557496 + Penalty 2669.084729 = -435122.472767 nChanged 7 SP:Iteration 56Q (6174.621675 sec): 3 clusters Score: Raw -437794.870834 + Penalty 2669.084729 = -435125.786104 nChanged 3 SP:Iteration 57Q (6174.686155 sec): 3 clusters Score: Raw -437795.470037 + Penalty 2669.084729 = -435126.385308 nChanged 3 SP:Iteration 58Q (6174.728852 sec): 3 clusters Score: Raw -437797.036155 + Penalty 2669.084729 = -435127.951426 nChanged 3 SP:Iteration 59Q (6174.781764 sec): 3 clusters Score: Raw -437797.927857 + Penalty 2669.084729 = -435128.843128 nChanged 4 SP:Iteration 60F (6174.809746 sec): 3 clusters Score: Raw -437799.933931 + Penalty 2669.084729 = -435130.849202 nChanged 9 SP:Iteration 61Q (6174.852440 sec): 3 clusters Score: Raw -437802.933748 + Penalty 2669.084729 = -435133.849019 nChanged 3 SP:Iteration 62Q (6174.898605 sec): 3 clusters Score: Raw -437804.355151 + Penalty 2669.084729 = -435135.270422 nChanged 5 SP:Iteration 63Q (6174.956634 sec): 3 clusters Score: Raw -437806.743794 + Penalty 2669.084729 = -435137.659064 nChanged 6 SP:Iteration 64Q (6174.989831 sec): 3 clusters Score: Raw -437809.106503 + Penalty 2669.084729 = -435140.021774 nChanged 8 SP:Iteration 65Q (6175.042132 sec): 3 clusters Score: Raw -437811.804133 + Penalty 2669.084729 = -435142.719403 nChanged 3 SP:Iteration 66Q (6175.094401 sec): 3 clusters Score: Raw -437812.915571 + Penalty 2669.084729 = -435143.830842 nChanged 6 SP:Iteration 67Q (6175.146917 sec): 3 clusters Score: Raw -437814.765707 + Penalty 2669.084729 = -435145.680977 nChanged 6 SP:Iteration 68Q (6175.203573 sec): 3 clusters Score: Raw -437817.381167 + Penalty 2669.084729 = -435148.296438 nChanged 9 SP:Iteration 69Q (6175.259508 sec): 3 clusters Score: Raw -437821.315888 + Penalty 2669.084729 = -435152.231159 nChanged 3 SP:Iteration 70Q (6175.301553 sec): 3 clusters Score: Raw -437822.150964 + Penalty 2669.084729 = -435153.066234 nChanged 3 SP:Iteration 71Q (6175.351382 sec): 3 clusters Score: Raw -437823.092008 + Penalty 2669.084729 = -435154.007279 nChanged 1 SP:Iteration 72Q (6175.403808 sec): 3 clusters Score: Raw -437823.372893 + Penalty 2669.084729 = -435154.288163 nChanged 1 SP:Iteration 73Q (6175.448327 sec): 3 clusters Score: Raw -437823.888075 + Penalty 2669.084729 = -435154.803346 nChanged 0 SP:Iteration 74F (6175.500690 sec): 3 clusters Score: Raw -437823.888075 + Penalty 2669.084729 = -435154.803346 nChanged 0 Trying to split cluster 19 (6114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6175.544905 sec): 2 clusters Score: Raw -734348.533073 + Penalty 1416.729682 = -732931.803391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6175.590004 sec): 3 clusters Score: Raw -731063.974519 + Penalty 2833.459363 = -728230.515156 nChanged 2529 SP:Iteration 1F (6175.622282 sec): 3 clusters Score: Raw -732406.798344 + Penalty 2833.459363 = -729573.338981 nChanged 378 SP:Iteration 2F (6175.692483 sec): 3 clusters Score: Raw -732582.982842 + Penalty 2833.459363 = -729749.523478 nChanged 285 SP:Iteration 3Q (6175.740232 sec): 3 clusters Score: Raw -732712.833094 + Penalty 2833.459363 = -729879.373731 nChanged 242 SP:Iteration 4Q (6175.783985 sec): 3 clusters Score: Raw -732819.259010 + Penalty 2833.459363 = -729985.799647 nChanged 217 SP:Iteration 5Q (6175.842808 sec): 3 clusters Score: Raw -732903.818345 + Penalty 2833.459363 = -730070.358982 nChanged 167 SP:Iteration 6Q (6175.901942 sec): 3 clusters Score: Raw -732962.879610 + Penalty 2833.459363 = -730129.420247 nChanged 164 SP:Iteration 7Q (6175.957837 sec): 3 clusters Score: Raw -733021.331691 + Penalty 2833.459363 = -730187.872328 nChanged 141 SP:Iteration 8Q (6176.017143 sec): 3 clusters Score: Raw -733072.482814 + Penalty 2833.459363 = -730239.023451 nChanged 129 SP:Iteration 9Q (6176.070425 sec): 3 clusters Score: Raw -733124.214275 + Penalty 2833.459363 = -730290.754911 nChanged 142 SP:Iteration 10Q (6176.122395 sec): 3 clusters Score: Raw -733181.811994 + Penalty 2833.459363 = -730348.352631 nChanged 150 SP:Iteration 11Q (6176.185376 sec): 3 clusters Score: Raw -733248.283201 + Penalty 2833.459363 = -730414.823837 nChanged 155 SP:Iteration 12Q (6176.227975 sec): 3 clusters Score: Raw -733320.912293 + Penalty 2833.459363 = -730487.452930 nChanged 155 SP:Iteration 13Q (6176.270520 sec): 3 clusters Score: Raw -733399.493127 + Penalty 2833.459363 = -730566.033763 nChanged 178 SP:Iteration 14Q (6176.326920 sec): 3 clusters Score: Raw -733490.852807 + Penalty 2833.459363 = -730657.393444 nChanged 173 SP:Iteration 15Q (6176.372629 sec): 3 clusters Score: Raw -733578.164522 + Penalty 2833.459363 = -730744.705159 nChanged 155 SP:Iteration 16Q (6176.423390 sec): 3 clusters Score: Raw -733652.531008 + Penalty 2833.459363 = -730819.071645 nChanged 157 SP:Iteration 17Q (6176.481631 sec): 3 clusters Score: Raw -733731.094155 + Penalty 2833.459363 = -730897.634791 nChanged 144 SP:Iteration 18Q (6176.551170 sec): 3 clusters Score: Raw -733800.164288 + Penalty 2833.459363 = -730966.704924 nChanged 119 SP:Iteration 19Q (6176.598127 sec): 3 clusters Score: Raw -733860.306109 + Penalty 2833.459363 = -731026.846746 nChanged 116 SP:Iteration 20F (6176.649732 sec): 3 clusters Score: Raw -733916.616990 + Penalty 2833.459363 = -731083.157627 nChanged 113 SP:Iteration 21Q (6176.706866 sec): 3 clusters Score: Raw -733971.632831 + Penalty 2833.459363 = -731138.173468 nChanged 115 SP:Iteration 22Q (6176.775692 sec): 3 clusters Score: Raw -734033.551656 + Penalty 2833.459363 = -731200.092293 nChanged 98 SP:Iteration 23Q (6176.811962 sec): 3 clusters Score: Raw -734084.008596 + Penalty 2833.459363 = -731250.549233 nChanged 80 SP:Iteration 24Q (6176.869578 sec): 3 clusters Score: Raw -734118.160680 + Penalty 2833.459363 = -731284.701317 nChanged 58 SP:Iteration 25Q (6176.926733 sec): 3 clusters Score: Raw -734141.499214 + Penalty 2833.459363 = -731308.039851 nChanged 57 SP:Iteration 26Q (6176.982387 sec): 3 clusters Score: Raw -734167.683815 + Penalty 2833.459363 = -731334.224452 nChanged 52 SP:Iteration 27Q (6177.032025 sec): 3 clusters Score: Raw -734191.079400 + Penalty 2833.459363 = -731357.620036 nChanged 47 SP:Iteration 28Q (6177.087428 sec): 3 clusters Score: Raw -734209.714651 + Penalty 2833.459363 = -731376.255288 nChanged 42 SP:Iteration 29Q (6177.144351 sec): 3 clusters Score: Raw -734221.626027 + Penalty 2833.459363 = -731388.166663 nChanged 26 SP:Iteration 30Q (6177.201499 sec): 3 clusters Score: Raw -734230.056267 + Penalty 2833.459363 = -731396.596903 nChanged 34 SP:Iteration 31Q (6177.253035 sec): 3 clusters Score: Raw -734241.165203 + Penalty 2833.459363 = -731407.705839 nChanged 32 SP:Iteration 32Q (6177.314633 sec): 3 clusters Score: Raw -734250.966101 + Penalty 2833.459363 = -731417.506738 nChanged 30 SP:Iteration 33Q (6177.356584 sec): 3 clusters Score: Raw -734263.951854 + Penalty 2833.459363 = -731430.492491 nChanged 37 SP:Iteration 34Q (6177.408981 sec): 3 clusters Score: Raw -734277.085370 + Penalty 2833.459363 = -731443.626007 nChanged 25 SP:Iteration 35Q (6177.461059 sec): 3 clusters Score: Raw -734286.541504 + Penalty 2833.459363 = -731453.082141 nChanged 27 SP:Iteration 36Q (6177.522248 sec): 3 clusters Score: Raw -734295.079107 + Penalty 2833.459363 = -731461.619744 nChanged 20 SP:Iteration 37Q (6177.563869 sec): 3 clusters Score: Raw -734300.538677 + Penalty 2833.459363 = -731467.079313 nChanged 12 SP:Iteration 38Q (6177.614665 sec): 3 clusters Score: Raw -734303.564018 + Penalty 2833.459363 = -731470.104655 nChanged 10 SP:Iteration 39Q (6177.668360 sec): 3 clusters Score: Raw -734305.739530 + Penalty 2833.459363 = -731472.280167 nChanged 13 SP:Iteration 40F (6177.721498 sec): 3 clusters Score: Raw -734309.441973 + Penalty 2833.459363 = -731475.982610 nChanged 14 SP:Iteration 41Q (6177.771974 sec): 3 clusters Score: Raw -734314.255887 + Penalty 2833.459363 = -731480.796524 nChanged 16 SP:Iteration 42Q (6177.832677 sec): 3 clusters Score: Raw -734320.183195 + Penalty 2833.459363 = -731486.723832 nChanged 21 SP:Iteration 43Q (6177.880927 sec): 3 clusters Score: Raw -734325.249753 + Penalty 2833.459363 = -731491.790389 nChanged 14 SP:Iteration 44Q (6177.926441 sec): 3 clusters Score: Raw -734328.657896 + Penalty 2833.459363 = -731495.198533 nChanged 13 SP:Iteration 45Q (6177.969554 sec): 3 clusters Score: Raw -734332.434773 + Penalty 2833.459363 = -731498.975409 nChanged 10 SP:Iteration 46Q (6178.016142 sec): 3 clusters Score: Raw -734335.516269 + Penalty 2833.459363 = -731502.056906 nChanged 12 SP:Iteration 47Q (6178.067283 sec): 3 clusters Score: Raw -734338.765087 + Penalty 2833.459363 = -731505.305724 nChanged 11 SP:Iteration 48Q (6178.118290 sec): 3 clusters Score: Raw -734342.150053 + Penalty 2833.459363 = -731508.690690 nChanged 15 SP:Iteration 49Q (6178.169583 sec): 3 clusters Score: Raw -734346.226423 + Penalty 2833.459363 = -731512.767060 nChanged 10 SP:Iteration 50Q (6178.220033 sec): 3 clusters Score: Raw -734348.054658 + Penalty 2833.459363 = -731514.595295 nChanged 7 SP:Iteration 51Q (6178.272015 sec): 3 clusters Score: Raw -734350.458168 + Penalty 2833.459363 = -731516.998805 nChanged 10 SP:Iteration 52Q (6178.323306 sec): 3 clusters Score: Raw -734352.937314 + Penalty 2833.459363 = -731519.477951 nChanged 9 SP:Iteration 53Q (6178.374517 sec): 3 clusters Score: Raw -734354.686104 + Penalty 2833.459363 = -731521.226741 nChanged 7 SP:Iteration 54Q (6178.430055 sec): 3 clusters Score: Raw -734355.974965 + Penalty 2833.459363 = -731522.515602 nChanged 6 SP:Iteration 55Q (6178.487602 sec): 3 clusters Score: Raw -734357.358826 + Penalty 2833.459363 = -731523.899463 nChanged 8 SP:Iteration 56Q (6178.544390 sec): 3 clusters Score: Raw -734358.646329 + Penalty 2833.459363 = -731525.186965 nChanged 2 SP:Iteration 57Q (6178.595712 sec): 3 clusters Score: Raw -734358.895153 + Penalty 2833.459363 = -731525.435789 nChanged 4 SP:Iteration 58Q (6178.652461 sec): 3 clusters Score: Raw -734360.265246 + Penalty 2833.459363 = -731526.805882 nChanged 5 SP:Iteration 59Q (6178.704163 sec): 3 clusters Score: Raw -734362.231848 + Penalty 2833.459363 = -731528.772485 nChanged 5 SP:Iteration 60F (6178.762093 sec): 3 clusters Score: Raw -734363.723921 + Penalty 2833.459363 = -731530.264557 nChanged 5 SP:Iteration 61Q (6178.818251 sec): 3 clusters Score: Raw -734365.654915 + Penalty 2833.459363 = -731532.195552 nChanged 7 SP:Iteration 62Q (6178.874892 sec): 3 clusters Score: Raw -734367.751628 + Penalty 2833.459363 = -731534.292265 nChanged 3 SP:Iteration 63Q (6178.931885 sec): 3 clusters Score: Raw -734368.303522 + Penalty 2833.459363 = -731534.844159 nChanged 2 SP:Iteration 64Q (6178.988656 sec): 3 clusters Score: Raw -734368.770174 + Penalty 2833.459363 = -731535.310811 nChanged 1 SP:Iteration 65Q (6179.038968 sec): 3 clusters Score: Raw -734369.030612 + Penalty 2833.459363 = -731535.571249 nChanged 4 SP:Iteration 66Q (6179.092575 sec): 3 clusters Score: Raw -734370.029064 + Penalty 2833.459363 = -731536.569701 nChanged 2 SP:Iteration 67Q (6179.149180 sec): 3 clusters Score: Raw -734370.520233 + Penalty 2833.459363 = -731537.060870 nChanged 4 SP:Iteration 68Q (6179.205345 sec): 3 clusters Score: Raw -734371.754921 + Penalty 2833.459363 = -731538.295558 nChanged 4 SP:Iteration 69Q (6179.254665 sec): 3 clusters Score: Raw -734373.467059 + Penalty 2833.459363 = -731540.007696 nChanged 4 SP:Iteration 70Q (6179.310965 sec): 3 clusters Score: Raw -734374.152465 + Penalty 2833.459363 = -731540.693101 nChanged 4 SP:Iteration 71Q (6179.367791 sec): 3 clusters Score: Raw -734374.903303 + Penalty 2833.459363 = -731541.443940 nChanged 5 SP:Iteration 72Q (6179.435296 sec): 3 clusters Score: Raw -734376.149136 + Penalty 2833.459363 = -731542.689773 nChanged 2 SP:Iteration 73Q (6179.469227 sec): 3 clusters Score: Raw -734376.386919 + Penalty 2833.459363 = -731542.927555 nChanged 2 SP:Iteration 74Q (6179.525217 sec): 3 clusters Score: Raw -734376.831106 + Penalty 2833.459363 = -731543.371743 nChanged 0 SP:Iteration 75F (6179.585340 sec): 3 clusters Score: Raw -734376.831106 + Penalty 2833.459363 = -731543.371743 nChanged 0 Trying to split cluster 20 (4729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6179.603604 sec): 2 clusters Score: Raw -502714.473781 + Penalty 1374.988719 = -501339.485062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6179.655983 sec): 3 clusters Score: Raw -500287.222696 + Penalty 2749.977439 = -497537.245257 nChanged 1914 SP:Iteration 1F (6179.705003 sec): 3 clusters Score: Raw -501496.181266 + Penalty 2749.977439 = -498746.203827 nChanged 427 SP:Iteration 2F (6179.760228 sec): 3 clusters Score: Raw -501806.013786 + Penalty 2749.977439 = -499056.036347 nChanged 333 SP:Iteration 3F (6179.817663 sec): 3 clusters Score: Raw -502058.673589 + Penalty 2749.977439 = -499308.696150 nChanged 273 SP:Iteration 4F (6179.873387 sec): 3 clusters Score: Raw -502258.553685 + Penalty 2749.977439 = -499508.576246 nChanged 236 SP:Iteration 5Q (6179.926692 sec): 3 clusters Score: Raw -502437.742471 + Penalty 2749.977439 = -499687.765032 nChanged 219 SP:Iteration 6Q (6179.984197 sec): 3 clusters Score: Raw -502601.208016 + Penalty 2749.977439 = -499851.230577 nChanged 198 SP:Iteration 7Q (6180.041681 sec): 3 clusters Score: Raw -502733.462570 + Penalty 2749.977439 = -499983.485131 nChanged 168 SP:Iteration 8Q (6180.093561 sec): 3 clusters Score: Raw -502839.868942 + Penalty 2749.977439 = -500089.891503 nChanged 136 SP:Iteration 9Q (6180.160891 sec): 3 clusters Score: Raw -502928.880325 + Penalty 2749.977439 = -500178.902886 nChanged 116 SP:Iteration 10Q (6180.207605 sec): 3 clusters Score: Raw -502993.965087 + Penalty 2749.977439 = -500243.987648 nChanged 75 SP:Iteration 11Q (6180.256279 sec): 3 clusters Score: Raw -503031.772154 + Penalty 2749.977439 = -500281.794715 nChanged 68 SP:Iteration 12Q (6180.309416 sec): 3 clusters Score: Raw -503064.667024 + Penalty 2749.977439 = -500314.689585 nChanged 60 SP:Iteration 13Q (6180.367115 sec): 3 clusters Score: Raw -503097.993757 + Penalty 2749.977439 = -500348.016318 nChanged 47 SP:Iteration 14Q (6180.417549 sec): 3 clusters Score: Raw -503122.125632 + Penalty 2749.977439 = -500372.148193 nChanged 38 SP:Iteration 15Q (6180.463683 sec): 3 clusters Score: Raw -503139.368124 + Penalty 2749.977439 = -500389.390685 nChanged 24 SP:Iteration 16Q (6180.523810 sec): 3 clusters Score: Raw -503152.003417 + Penalty 2749.977439 = -500402.025979 nChanged 18 SP:Iteration 17Q (6180.567127 sec): 3 clusters Score: Raw -503161.217090 + Penalty 2749.977439 = -500411.239652 nChanged 18 SP:Iteration 18Q (6180.609850 sec): 3 clusters Score: Raw -503170.571521 + Penalty 2749.977439 = -500420.594083 nChanged 10 SP:Iteration 19Q (6180.659628 sec): 3 clusters Score: Raw -503176.010034 + Penalty 2749.977439 = -500426.032595 nChanged 7 SP:Iteration 20F (6180.700597 sec): 3 clusters Score: Raw -503178.705678 + Penalty 2749.977439 = -500428.728240 nChanged 4 SP:Iteration 21Q (6180.760818 sec): 3 clusters Score: Raw -503180.325116 + Penalty 2749.977439 = -500430.347677 nChanged 5 SP:Iteration 22Q (6180.800257 sec): 3 clusters Score: Raw -503181.978904 + Penalty 2749.977439 = -500432.001465 nChanged 3 SP:Iteration 23Q (6180.854693 sec): 3 clusters Score: Raw -503183.437556 + Penalty 2749.977439 = -500433.460118 nChanged 2 SP:Iteration 24Q (6180.910671 sec): 3 clusters Score: Raw -503184.356827 + Penalty 2749.977439 = -500434.379388 nChanged 1 SP:Iteration 25Q (6180.966191 sec): 3 clusters Score: Raw -503184.848313 + Penalty 2749.977439 = -500434.870874 nChanged 1 SP:Iteration 26Q (6181.016757 sec): 3 clusters Score: Raw -503185.213892 + Penalty 2749.977439 = -500435.236453 nChanged 2 SP:Iteration 27Q (6181.073358 sec): 3 clusters Score: Raw -503186.356107 + Penalty 2749.977439 = -500436.378668 nChanged 3 SP:Iteration 28Q (6181.125124 sec): 3 clusters Score: Raw -503188.101234 + Penalty 2749.977439 = -500438.123795 nChanged 3 SP:Iteration 29Q (6181.180977 sec): 3 clusters Score: Raw -503191.262488 + Penalty 2749.977439 = -500441.285049 nChanged 1 SP:Iteration 30Q (6181.237898 sec): 3 clusters Score: Raw -503191.503806 + Penalty 2749.977439 = -500441.526367 nChanged 0 SP:Iteration 31F (6181.294787 sec): 3 clusters Score: Raw -503191.503806 + Penalty 2749.977439 = -500441.526367 nChanged 0 Trying to split cluster 21 (1564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6181.333047 sec): 2 clusters Score: Raw -180928.915844 + Penalty 1195.187812 = -179733.728032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6181.373281 sec): 3 clusters Score: Raw -180299.857727 + Penalty 2390.375624 = -177909.482103 nChanged 543 SP:Iteration 1F (6181.419342 sec): 3 clusters Score: Raw -180687.681225 + Penalty 2390.375624 = -178297.305601 nChanged 126 SP:Iteration 2F (6181.468303 sec): 3 clusters Score: Raw -180807.218389 + Penalty 2390.375624 = -178416.842764 nChanged 68 SP:Iteration 3Q (6181.519478 sec): 3 clusters Score: Raw -180891.482302 + Penalty 2390.375624 = -178501.106678 nChanged 60 SP:Iteration 4Q (6181.571362 sec): 3 clusters Score: Raw -180958.087912 + Penalty 2390.375624 = -178567.712287 nChanged 45 SP:Iteration 5Q (6181.621564 sec): 3 clusters Score: Raw -180985.853286 + Penalty 2390.375624 = -178595.477662 nChanged 30 SP:Iteration 6Q (6181.662813 sec): 3 clusters Score: Raw -181004.326702 + Penalty 2390.375624 = -178613.951077 nChanged 19 SP:Iteration 7Q (6181.704813 sec): 3 clusters Score: Raw -181016.570868 + Penalty 2390.375624 = -178626.195244 nChanged 21 SP:Iteration 8Q (6181.742234 sec): 3 clusters Score: Raw -181031.386460 + Penalty 2390.375624 = -178641.010836 nChanged 23 SP:Iteration 9Q (6181.789268 sec): 3 clusters Score: Raw -181048.087172 + Penalty 2390.375624 = -178657.711548 nChanged 20 SP:Iteration 10Q (6181.823063 sec): 3 clusters Score: Raw -181065.681026 + Penalty 2390.375624 = -178675.305402 nChanged 22 SP:Iteration 11Q (6181.879506 sec): 3 clusters Score: Raw -181085.941894 + Penalty 2390.375624 = -178695.566269 nChanged 23 SP:Iteration 12Q (6181.926191 sec): 3 clusters Score: Raw -181106.601216 + Penalty 2390.375624 = -178716.225592 nChanged 21 SP:Iteration 13Q (6181.962510 sec): 3 clusters Score: Raw -181122.377519 + Penalty 2390.375624 = -178732.001895 nChanged 25 SP:Iteration 14Q (6181.994084 sec): 3 clusters Score: Raw -181139.599100 + Penalty 2390.375624 = -178749.223476 nChanged 21 SP:Iteration 15Q (6182.030383 sec): 3 clusters Score: Raw -181154.535414 + Penalty 2390.375624 = -178764.159790 nChanged 11 SP:Iteration 16Q (6182.084062 sec): 3 clusters Score: Raw -181162.643044 + Penalty 2390.375624 = -178772.267420 nChanged 5 SP:Iteration 17Q (6182.114082 sec): 3 clusters Score: Raw -181166.278269 + Penalty 2390.375624 = -178775.902645 nChanged 5 SP:Iteration 18Q (6182.159384 sec): 3 clusters Score: Raw -181168.342548 + Penalty 2390.375624 = -178777.966923 nChanged 2 SP:Iteration 19Q (6182.209675 sec): 3 clusters Score: Raw -181168.950228 + Penalty 2390.375624 = -178778.574603 nChanged 2 SP:Iteration 20F (6182.241795 sec): 3 clusters Score: Raw -181169.453864 + Penalty 2390.375624 = -178779.078239 nChanged 1 SP:Iteration 21Q (6182.279977 sec): 3 clusters Score: Raw -181170.466780 + Penalty 2390.375624 = -178780.091155 nChanged 1 SP:Iteration 22Q (6182.308448 sec): 3 clusters Score: Raw -181171.025411 + Penalty 2390.375624 = -178780.649787 nChanged 0 SP:Iteration 23F (6182.340960 sec): 3 clusters Score: Raw -181171.025411 + Penalty 2390.375624 = -178780.649787 nChanged 0 Trying to split cluster 22 (2868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6182.365719 sec): 2 clusters Score: Raw -327862.927191 + Penalty 1293.722658 = -326569.204534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6182.402499 sec): 3 clusters Score: Raw -326522.362186 + Penalty 2587.445316 = -323934.916871 nChanged 1086 SP:Iteration 1F (6182.439206 sec): 3 clusters Score: Raw -327159.786867 + Penalty 2587.445316 = -324572.341552 nChanged 211 SP:Iteration 2F (6182.482253 sec): 3 clusters Score: Raw -327300.320646 + Penalty 2587.445316 = -324712.875331 nChanged 155 SP:Iteration 3F (6182.512177 sec): 3 clusters Score: Raw -327410.536554 + Penalty 2587.445316 = -324823.091238 nChanged 125 SP:Iteration 4Q (6182.548635 sec): 3 clusters Score: Raw -327489.175220 + Penalty 2587.445316 = -324901.729904 nChanged 103 SP:Iteration 5Q (6182.592033 sec): 3 clusters Score: Raw -327557.214105 + Penalty 2587.445316 = -324969.768790 nChanged 93 SP:Iteration 6Q (6182.622026 sec): 3 clusters Score: Raw -327624.851243 + Penalty 2587.445316 = -325037.405927 nChanged 84 SP:Iteration 7Q (6182.665055 sec): 3 clusters Score: Raw -327681.878783 + Penalty 2587.445316 = -325094.433468 nChanged 84 SP:Iteration 8Q (6182.695155 sec): 3 clusters Score: Raw -327729.171793 + Penalty 2587.445316 = -325141.726478 nChanged 72 SP:Iteration 9Q (6182.731614 sec): 3 clusters Score: Raw -327773.403848 + Penalty 2587.445316 = -325185.958533 nChanged 66 SP:Iteration 10Q (6182.767830 sec): 3 clusters Score: Raw -327813.734583 + Penalty 2587.445316 = -325226.289268 nChanged 44 SP:Iteration 11Q (6182.804131 sec): 3 clusters Score: Raw -327836.328030 + Penalty 2587.445316 = -325248.882714 nChanged 41 SP:Iteration 12Q (6182.838599 sec): 3 clusters Score: Raw -327860.883896 + Penalty 2587.445316 = -325273.438581 nChanged 50 SP:Iteration 13Q (6182.874836 sec): 3 clusters Score: Raw -327897.754157 + Penalty 2587.445316 = -325310.308842 nChanged 57 SP:Iteration 14Q (6182.911820 sec): 3 clusters Score: Raw -327943.463617 + Penalty 2587.445316 = -325356.018301 nChanged 61 SP:Iteration 15Q (6182.948044 sec): 3 clusters Score: Raw -327999.317956 + Penalty 2587.445316 = -325411.872640 nChanged 61 SP:Iteration 16Q (6182.982609 sec): 3 clusters Score: Raw -328052.549405 + Penalty 2587.445316 = -325465.104089 nChanged 63 SP:Iteration 17Q (6183.038289 sec): 3 clusters Score: Raw -328101.147916 + Penalty 2587.445316 = -325513.702600 nChanged 56 SP:Iteration 18Q (6183.085149 sec): 3 clusters Score: Raw -328142.702080 + Penalty 2587.445316 = -325555.256764 nChanged 57 SP:Iteration 19Q (6183.122884 sec): 3 clusters Score: Raw -328188.199124 + Penalty 2587.445316 = -325600.753809 nChanged 45 SP:Iteration 20F (6183.163111 sec): 3 clusters Score: Raw -328215.120855 + Penalty 2587.445316 = -325627.675539 nChanged 35 SP:Iteration 21Q (6183.218510 sec): 3 clusters Score: Raw -328232.245454 + Penalty 2587.445316 = -325644.800138 nChanged 31 SP:Iteration 22Q (6183.256332 sec): 3 clusters Score: Raw -328244.974733 + Penalty 2587.445316 = -325657.529418 nChanged 25 SP:Iteration 23Q (6183.308324 sec): 3 clusters Score: Raw -328254.779023 + Penalty 2587.445316 = -325667.333708 nChanged 18 SP:Iteration 24Q (6183.354024 sec): 3 clusters Score: Raw -328263.541444 + Penalty 2587.445316 = -325676.096128 nChanged 15 SP:Iteration 25Q (6183.394082 sec): 3 clusters Score: Raw -328269.239114 + Penalty 2587.445316 = -325681.793798 nChanged 12 SP:Iteration 26Q (6183.438004 sec): 3 clusters Score: Raw -328275.049956 + Penalty 2587.445316 = -325687.604641 nChanged 10 SP:Iteration 27Q (6183.483462 sec): 3 clusters Score: Raw -328279.888397 + Penalty 2587.445316 = -325692.443082 nChanged 7 SP:Iteration 28Q (6183.527113 sec): 3 clusters Score: Raw -328281.467558 + Penalty 2587.445316 = -325694.022243 nChanged 8 SP:Iteration 29Q (6183.571194 sec): 3 clusters Score: Raw -328283.601204 + Penalty 2587.445316 = -325696.155889 nChanged 8 SP:Iteration 30Q (6183.615650 sec): 3 clusters Score: Raw -328287.613428 + Penalty 2587.445316 = -325700.168113 nChanged 11 SP:Iteration 31Q (6183.660054 sec): 3 clusters Score: Raw -328291.117802 + Penalty 2587.445316 = -325703.672486 nChanged 7 SP:Iteration 32Q (6183.704309 sec): 3 clusters Score: Raw -328294.340897 + Penalty 2587.445316 = -325706.895581 nChanged 6 SP:Iteration 33Q (6183.744048 sec): 3 clusters Score: Raw -328295.648291 + Penalty 2587.445316 = -325708.202975 nChanged 6 SP:Iteration 34Q (6183.793462 sec): 3 clusters Score: Raw -328297.199323 + Penalty 2587.445316 = -325709.754008 nChanged 3 SP:Iteration 35Q (6183.845223 sec): 3 clusters Score: Raw -328298.016075 + Penalty 2587.445316 = -325710.570759 nChanged 2 SP:Iteration 36Q (6183.882300 sec): 3 clusters Score: Raw -328298.546313 + Penalty 2587.445316 = -325711.100997 nChanged 3 SP:Iteration 37Q (6183.927859 sec): 3 clusters Score: Raw -328299.402111 + Penalty 2587.445316 = -325711.956795 nChanged 5 SP:Iteration 38Q (6183.973271 sec): 3 clusters Score: Raw -328300.854257 + Penalty 2587.445316 = -325713.408941 nChanged 5 SP:Iteration 39Q (6184.014549 sec): 3 clusters Score: Raw -328302.755454 + Penalty 2587.445316 = -325715.310138 nChanged 6 SP:Iteration 40F (6184.060289 sec): 3 clusters Score: Raw -328304.314919 + Penalty 2587.445316 = -325716.869604 nChanged 2 SP:Iteration 41Q (6184.106768 sec): 3 clusters Score: Raw -328304.670419 + Penalty 2587.445316 = -325717.225104 nChanged 2 SP:Iteration 42Q (6184.154258 sec): 3 clusters Score: Raw -328305.093949 + Penalty 2587.445316 = -325717.648633 nChanged 1 SP:Iteration 43Q (6184.211520 sec): 3 clusters Score: Raw -328305.283078 + Penalty 2587.445316 = -325717.837762 nChanged 1 SP:Iteration 44Q (6184.252861 sec): 3 clusters Score: Raw -328305.680049 + Penalty 2587.445316 = -325718.234734 nChanged 0 SP:Iteration 45F (6184.291034 sec): 3 clusters Score: Raw -328305.680049 + Penalty 2587.445316 = -325718.234734 nChanged 0 Trying to split cluster 23 (4695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6184.312456 sec): 2 clusters Score: Raw -546479.046501 + Penalty 1373.816176 = -545105.230325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6184.362918 sec): 3 clusters Score: Raw -544039.444228 + Penalty 2747.632352 = -541291.811875 nChanged 1924 SP:Iteration 1F (6184.405261 sec): 3 clusters Score: Raw -545083.828992 + Penalty 2747.632352 = -542336.196640 nChanged 359 SP:Iteration 2F (6184.448431 sec): 3 clusters Score: Raw -545295.906595 + Penalty 2747.632352 = -542548.274243 nChanged 259 SP:Iteration 3F (6184.499744 sec): 3 clusters Score: Raw -545455.491251 + Penalty 2747.632352 = -542707.858899 nChanged 223 SP:Iteration 4Q (6184.555928 sec): 3 clusters Score: Raw -545598.265787 + Penalty 2747.632352 = -542850.633435 nChanged 209 SP:Iteration 5Q (6184.611946 sec): 3 clusters Score: Raw -545724.164127 + Penalty 2747.632352 = -542976.531775 nChanged 193 SP:Iteration 6Q (6184.668030 sec): 3 clusters Score: Raw -545847.647933 + Penalty 2747.632352 = -543100.015581 nChanged 180 SP:Iteration 7Q (6184.722108 sec): 3 clusters Score: Raw -545969.916827 + Penalty 2747.632352 = -543222.284474 nChanged 168 SP:Iteration 8Q (6184.778234 sec): 3 clusters Score: Raw -546069.803845 + Penalty 2747.632352 = -543322.171493 nChanged 122 SP:Iteration 9Q (6184.828610 sec): 3 clusters Score: Raw -546133.292177 + Penalty 2747.632352 = -543385.659825 nChanged 108 SP:Iteration 10Q (6184.884498 sec): 3 clusters Score: Raw -546179.465972 + Penalty 2747.632352 = -543431.833619 nChanged 74 SP:Iteration 11Q (6184.929792 sec): 3 clusters Score: Raw -546211.443768 + Penalty 2747.632352 = -543463.811416 nChanged 66 SP:Iteration 12Q (6184.982825 sec): 3 clusters Score: Raw -546237.074097 + Penalty 2747.632352 = -543489.441744 nChanged 64 SP:Iteration 13Q (6185.033853 sec): 3 clusters Score: Raw -546257.426513 + Penalty 2747.632352 = -543509.794161 nChanged 38 SP:Iteration 14Q (6185.077171 sec): 3 clusters Score: Raw -546271.108788 + Penalty 2747.632352 = -543523.476436 nChanged 42 SP:Iteration 15Q (6185.127940 sec): 3 clusters Score: Raw -546284.888913 + Penalty 2747.632352 = -543537.256561 nChanged 45 SP:Iteration 16Q (6185.184135 sec): 3 clusters Score: Raw -546301.805577 + Penalty 2747.632352 = -543554.173225 nChanged 54 SP:Iteration 17Q (6185.240170 sec): 3 clusters Score: Raw -546323.154556 + Penalty 2747.632352 = -543575.522204 nChanged 45 SP:Iteration 18Q (6185.296507 sec): 3 clusters Score: Raw -546336.476782 + Penalty 2747.632352 = -543588.844430 nChanged 37 SP:Iteration 19Q (6185.340233 sec): 3 clusters Score: Raw -546349.848200 + Penalty 2747.632352 = -543602.215848 nChanged 41 SP:Iteration 20F (6185.396669 sec): 3 clusters Score: Raw -546368.716535 + Penalty 2747.632352 = -543621.084183 nChanged 41 SP:Iteration 21Q (6185.453518 sec): 3 clusters Score: Raw -546385.697694 + Penalty 2747.632352 = -543638.065342 nChanged 33 SP:Iteration 22Q (6185.521227 sec): 3 clusters Score: Raw -546396.537109 + Penalty 2747.632352 = -543648.904757 nChanged 40 SP:Iteration 23Q (6185.563410 sec): 3 clusters Score: Raw -546412.159635 + Penalty 2747.632352 = -543664.527283 nChanged 28 SP:Iteration 24Q (6185.619832 sec): 3 clusters Score: Raw -546424.305397 + Penalty 2747.632352 = -543676.673045 nChanged 29 SP:Iteration 25Q (6185.674859 sec): 3 clusters Score: Raw -546436.393317 + Penalty 2747.632352 = -543688.760965 nChanged 23 SP:Iteration 26Q (6185.732838 sec): 3 clusters Score: Raw -546445.656819 + Penalty 2747.632352 = -543698.024466 nChanged 19 SP:Iteration 27Q (6185.790028 sec): 3 clusters Score: Raw -546452.197164 + Penalty 2747.632352 = -543704.564811 nChanged 21 SP:Iteration 28Q (6185.847154 sec): 3 clusters Score: Raw -546460.884384 + Penalty 2747.632352 = -543713.252031 nChanged 26 SP:Iteration 29Q (6185.901018 sec): 3 clusters Score: Raw -546468.987555 + Penalty 2747.632352 = -543721.355203 nChanged 18 SP:Iteration 30Q (6185.958270 sec): 3 clusters Score: Raw -546474.011065 + Penalty 2747.632352 = -543726.378712 nChanged 13 SP:Iteration 31Q (6186.024154 sec): 3 clusters Score: Raw -546477.684269 + Penalty 2747.632352 = -543730.051917 nChanged 12 SP:Iteration 32Q (6186.080690 sec): 3 clusters Score: Raw -546480.988532 + Penalty 2747.632352 = -543733.356180 nChanged 8 SP:Iteration 33Q (6186.133416 sec): 3 clusters Score: Raw -546482.206722 + Penalty 2747.632352 = -543734.574370 nChanged 5 SP:Iteration 34Q (6186.175746 sec): 3 clusters Score: Raw -546482.687340 + Penalty 2747.632352 = -543735.054988 nChanged 2 SP:Iteration 35Q (6186.218685 sec): 3 clusters Score: Raw -546483.093827 + Penalty 2747.632352 = -543735.461475 nChanged 0 SP:Iteration 36F (6186.268937 sec): 3 clusters Score: Raw -546483.093827 + Penalty 2747.632352 = -543735.461475 nChanged 0 Trying to split cluster 24 (11779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6186.312861 sec): 2 clusters Score: Raw -1318630.091075 + Penalty 1523.286954 = -1317106.804121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6186.360306 sec): 3 clusters Score: Raw -1311765.838192 + Penalty 3046.573908 = -1308719.264283 nChanged 5168 SP:Iteration 1F (6186.411390 sec): 3 clusters Score: Raw -1314602.656171 + Penalty 3046.573908 = -1311556.082262 nChanged 734 SP:Iteration 2F (6186.468497 sec): 3 clusters Score: Raw -1314914.484527 + Penalty 3046.573908 = -1311867.910619 nChanged 619 SP:Iteration 3F (6186.525225 sec): 3 clusters Score: Raw -1315165.464063 + Penalty 3046.573908 = -1312118.890155 nChanged 524 SP:Iteration 4Q (6186.589779 sec): 3 clusters Score: Raw -1315400.022983 + Penalty 3046.573908 = -1312353.449074 nChanged 541 SP:Iteration 5Q (6186.634599 sec): 3 clusters Score: Raw -1315655.931009 + Penalty 3046.573908 = -1312609.357101 nChanged 522 SP:Iteration 6Q (6186.693708 sec): 3 clusters Score: Raw -1315893.881585 + Penalty 3046.573908 = -1312847.307677 nChanged 494 SP:Iteration 7Q (6186.738399 sec): 3 clusters Score: Raw -1316144.920017 + Penalty 3046.573908 = -1313098.346108 nChanged 474 SP:Iteration 8Q (6186.797489 sec): 3 clusters Score: Raw -1316384.654874 + Penalty 3046.573908 = -1313338.080966 nChanged 472 SP:Iteration 9Q (6186.853288 sec): 3 clusters Score: Raw -1316627.135386 + Penalty 3046.573908 = -1313580.561478 nChanged 454 SP:Iteration 10Q (6186.906495 sec): 3 clusters Score: Raw -1316872.733764 + Penalty 3046.573908 = -1313826.159856 nChanged 459 SP:Iteration 11Q (6186.952709 sec): 3 clusters Score: Raw -1317122.398513 + Penalty 3046.573908 = -1314075.824604 nChanged 446 SP:Iteration 12Q (6187.006302 sec): 3 clusters Score: Raw -1317388.244897 + Penalty 3046.573908 = -1314341.670989 nChanged 407 SP:Iteration 13Q (6187.070857 sec): 3 clusters Score: Raw -1317634.336710 + Penalty 3046.573908 = -1314587.762801 nChanged 356 SP:Iteration 14Q (6187.120351 sec): 3 clusters Score: Raw -1317825.742513 + Penalty 3046.573908 = -1314779.168604 nChanged 311 SP:Iteration 15Q (6187.184030 sec): 3 clusters Score: Raw -1317982.813963 + Penalty 3046.573908 = -1314936.240054 nChanged 267 SP:Iteration 16Q (6187.237666 sec): 3 clusters Score: Raw -1318114.633729 + Penalty 3046.573908 = -1315068.059820 nChanged 231 SP:Iteration 17Q (6187.296152 sec): 3 clusters Score: Raw -1318219.103516 + Penalty 3046.573908 = -1315172.529607 nChanged 193 SP:Iteration 18Q (6187.363144 sec): 3 clusters Score: Raw -1318317.900279 + Penalty 3046.573908 = -1315271.326371 nChanged 196 SP:Iteration 19Q (6187.430244 sec): 3 clusters Score: Raw -1318421.704665 + Penalty 3046.573908 = -1315375.130756 nChanged 193 SP:Iteration 20F (6187.500642 sec): 3 clusters Score: Raw -1318520.999424 + Penalty 3046.573908 = -1315474.425516 nChanged 175 SP:Iteration 21Q (6187.567391 sec): 3 clusters Score: Raw -1318614.594545 + Penalty 3046.573908 = -1315568.020637 nChanged 155 SP:Iteration 22Q (6187.634268 sec): 3 clusters Score: Raw -1318687.566343 + Penalty 3046.573908 = -1315640.992435 nChanged 130 SP:Iteration 23Q (6187.701391 sec): 3 clusters Score: Raw -1318753.476981 + Penalty 3046.573908 = -1315706.903073 nChanged 122 SP:Iteration 24Q (6187.767754 sec): 3 clusters Score: Raw -1318818.520823 + Penalty 3046.573908 = -1315771.946914 nChanged 95 SP:Iteration 25Q (6187.833854 sec): 3 clusters Score: Raw -1318865.452647 + Penalty 3046.573908 = -1315818.878739 nChanged 73 SP:Iteration 26Q (6187.888295 sec): 3 clusters Score: Raw -1318896.208344 + Penalty 3046.573908 = -1315849.634435 nChanged 65 SP:Iteration 27Q (6187.956462 sec): 3 clusters Score: Raw -1318923.227679 + Penalty 3046.573908 = -1315876.653771 nChanged 56 SP:Iteration 28Q (6188.019944 sec): 3 clusters Score: Raw -1318946.668832 + Penalty 3046.573908 = -1315900.094924 nChanged 51 SP:Iteration 29Q (6188.071138 sec): 3 clusters Score: Raw -1318965.345500 + Penalty 3046.573908 = -1315918.771591 nChanged 52 SP:Iteration 30Q (6188.146575 sec): 3 clusters Score: Raw -1318984.323355 + Penalty 3046.573908 = -1315937.749447 nChanged 46 SP:Iteration 31Q (6188.202164 sec): 3 clusters Score: Raw -1319006.324739 + Penalty 3046.573908 = -1315959.750830 nChanged 43 SP:Iteration 32Q (6188.260162 sec): 3 clusters Score: Raw -1319028.989853 + Penalty 3046.573908 = -1315982.415945 nChanged 43 SP:Iteration 33Q (6188.326133 sec): 3 clusters Score: Raw -1319048.093663 + Penalty 3046.573908 = -1316001.519755 nChanged 40 SP:Iteration 34Q (6188.392940 sec): 3 clusters Score: Raw -1319066.728113 + Penalty 3046.573908 = -1316020.154205 nChanged 40 SP:Iteration 35Q (6188.459158 sec): 3 clusters Score: Raw -1319086.928738 + Penalty 3046.573908 = -1316040.354830 nChanged 37 SP:Iteration 36Q (6188.524788 sec): 3 clusters Score: Raw -1319104.725873 + Penalty 3046.573908 = -1316058.151965 nChanged 30 SP:Iteration 37Q (6188.582058 sec): 3 clusters Score: Raw -1319113.952899 + Penalty 3046.573908 = -1316067.378991 nChanged 26 SP:Iteration 38Q (6188.640984 sec): 3 clusters Score: Raw -1319123.393591 + Penalty 3046.573908 = -1316076.819683 nChanged 33 SP:Iteration 39Q (6188.706749 sec): 3 clusters Score: Raw -1319136.946682 + Penalty 3046.573908 = -1316090.372774 nChanged 31 SP:Iteration 40F (6188.753207 sec): 3 clusters Score: Raw -1319152.021697 + Penalty 3046.573908 = -1316105.447789 nChanged 33 SP:Iteration 41Q (6188.816729 sec): 3 clusters Score: Raw -1319167.304742 + Penalty 3046.573908 = -1316120.730833 nChanged 25 SP:Iteration 42Q (6188.884734 sec): 3 clusters Score: Raw -1319174.890799 + Penalty 3046.573908 = -1316128.316891 nChanged 19 SP:Iteration 43Q (6188.942265 sec): 3 clusters Score: Raw -1319182.258168 + Penalty 3046.573908 = -1316135.684260 nChanged 22 SP:Iteration 44Q (6189.016873 sec): 3 clusters Score: Raw -1319191.832317 + Penalty 3046.573908 = -1316145.258408 nChanged 20 SP:Iteration 45Q (6189.059584 sec): 3 clusters Score: Raw -1319200.539765 + Penalty 3046.573908 = -1316153.965857 nChanged 18 SP:Iteration 46Q (6189.134105 sec): 3 clusters Score: Raw -1319206.947554 + Penalty 3046.573908 = -1316160.373645 nChanged 13 SP:Iteration 47Q (6189.205504 sec): 3 clusters Score: Raw -1319210.931269 + Penalty 3046.573908 = -1316164.357361 nChanged 8 SP:Iteration 48Q (6189.264337 sec): 3 clusters Score: Raw -1319213.052544 + Penalty 3046.573908 = -1316166.478636 nChanged 5 SP:Iteration 49Q (6189.321778 sec): 3 clusters Score: Raw -1319214.426388 + Penalty 3046.573908 = -1316167.852480 nChanged 4 SP:Iteration 50Q (6189.376061 sec): 3 clusters Score: Raw -1319215.159563 + Penalty 3046.573908 = -1316168.585655 nChanged 1 SP:Iteration 51Q (6189.436046 sec): 3 clusters Score: Raw -1319215.309644 + Penalty 3046.573908 = -1316168.735736 nChanged 1 SP:Iteration 52Q (6189.492001 sec): 3 clusters Score: Raw -1319215.405664 + Penalty 3046.573908 = -1316168.831755 nChanged 0 SP:Iteration 53F (6189.561587 sec): 3 clusters Score: Raw -1319215.405664 + Penalty 3046.573908 = -1316168.831755 nChanged 0 Trying to split cluster 25 (2546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6189.589331 sec): 2 clusters Score: Raw -293994.583088 + Penalty 1274.370302 = -292720.212786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6189.642760 sec): 3 clusters Score: Raw -292859.269776 + Penalty 2548.740603 = -290310.529173 nChanged 911 SP:Iteration 1F (6189.694744 sec): 3 clusters Score: Raw -293450.816500 + Penalty 2548.740603 = -290902.075897 nChanged 207 SP:Iteration 2F (6189.750006 sec): 3 clusters Score: Raw -293618.685964 + Penalty 2548.740603 = -291069.945360 nChanged 154 SP:Iteration 3F (6189.799278 sec): 3 clusters Score: Raw -293734.688073 + Penalty 2548.740603 = -291185.947470 nChanged 117 SP:Iteration 4Q (6189.856206 sec): 3 clusters Score: Raw -293837.406790 + Penalty 2548.740603 = -291288.666187 nChanged 113 SP:Iteration 5Q (6189.905049 sec): 3 clusters Score: Raw -293921.259213 + Penalty 2548.740603 = -291372.518610 nChanged 93 SP:Iteration 6Q (6189.957773 sec): 3 clusters Score: Raw -293983.421041 + Penalty 2548.740603 = -291434.680437 nChanged 74 SP:Iteration 7Q (6190.011765 sec): 3 clusters Score: Raw -294037.014449 + Penalty 2548.740603 = -291488.273846 nChanged 68 SP:Iteration 8Q (6190.065506 sec): 3 clusters Score: Raw -294085.218892 + Penalty 2548.740603 = -291536.478289 nChanged 61 SP:Iteration 9Q (6190.111416 sec): 3 clusters Score: Raw -294127.684514 + Penalty 2548.740603 = -291578.943910 nChanged 48 SP:Iteration 10Q (6190.156501 sec): 3 clusters Score: Raw -294157.266885 + Penalty 2548.740603 = -291608.526282 nChanged 44 SP:Iteration 11Q (6190.200147 sec): 3 clusters Score: Raw -294190.165442 + Penalty 2548.740603 = -291641.424838 nChanged 34 SP:Iteration 12Q (6190.240639 sec): 3 clusters Score: Raw -294212.499579 + Penalty 2548.740603 = -291663.758976 nChanged 37 SP:Iteration 13Q (6190.285288 sec): 3 clusters Score: Raw -294233.680310 + Penalty 2548.740603 = -291684.939706 nChanged 24 SP:Iteration 14Q (6190.316217 sec): 3 clusters Score: Raw -294247.203505 + Penalty 2548.740603 = -291698.462902 nChanged 16 SP:Iteration 15Q (6190.353630 sec): 3 clusters Score: Raw -294257.743598 + Penalty 2548.740603 = -291709.002995 nChanged 17 SP:Iteration 16Q (6190.391243 sec): 3 clusters Score: Raw -294271.903957 + Penalty 2548.740603 = -291723.163354 nChanged 16 SP:Iteration 17Q (6190.428056 sec): 3 clusters Score: Raw -294279.774289 + Penalty 2548.740603 = -291731.033686 nChanged 9 SP:Iteration 18Q (6190.459629 sec): 3 clusters Score: Raw -294283.141133 + Penalty 2548.740603 = -291734.400529 nChanged 2 SP:Iteration 19Q (6190.491974 sec): 3 clusters Score: Raw -294283.888555 + Penalty 2548.740603 = -291735.147952 nChanged 2 SP:Iteration 20F (6190.528542 sec): 3 clusters Score: Raw -294285.074280 + Penalty 2548.740603 = -291736.333677 nChanged 0 Trying to split cluster 26 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6190.556445 sec): 2 clusters Score: Raw -11557.738401 + Penalty 799.496900 = -10758.241500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6190.585378 sec): 3 clusters Score: Raw -11778.555502 + Penalty 1598.993801 = -10179.561701 nChanged 20 SP:Iteration 1F (6190.614457 sec): 3 clusters Score: Raw -11892.387247 + Penalty 1598.993801 = -10293.393446 nChanged 6 SP:Iteration 2Q (6190.643404 sec): 3 clusters Score: Raw -11923.774747 + Penalty 1598.993801 = -10324.780946 nChanged 3 SP:Iteration 3Q (6190.672390 sec): 3 clusters Score: Raw -11938.014016 + Penalty 1598.993801 = -10339.020215 nChanged 0 SP:Iteration 4F (6190.701345 sec): 3 clusters Score: Raw -11938.014016 + Penalty 1598.993801 = -10339.020215 nChanged 0 Trying to split cluster 27 (3562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6190.723240 sec): 2 clusters Score: Raw -409925.708093 + Penalty 1328.937588 = -408596.770505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6190.765852 sec): 3 clusters Score: Raw -408200.412456 + Penalty 2657.875176 = -405542.537280 nChanged 1389 SP:Iteration 1F (6190.813852 sec): 3 clusters Score: Raw -409020.322692 + Penalty 2657.875176 = -406362.447516 nChanged 285 SP:Iteration 2F (6190.872662 sec): 3 clusters Score: Raw -409216.105047 + Penalty 2657.875176 = -406558.229871 nChanged 189 SP:Iteration 3F (6190.904330 sec): 3 clusters Score: Raw -409351.220217 + Penalty 2657.875176 = -406693.345041 nChanged 164 SP:Iteration 4Q (6190.938815 sec): 3 clusters Score: Raw -409448.881902 + Penalty 2657.875176 = -406791.006726 nChanged 128 SP:Iteration 5Q (6190.977386 sec): 3 clusters Score: Raw -409518.313486 + Penalty 2657.875176 = -406860.438310 nChanged 106 SP:Iteration 6Q (6191.015930 sec): 3 clusters Score: Raw -409580.889966 + Penalty 2657.875176 = -406923.014790 nChanged 119 SP:Iteration 7Q (6191.054336 sec): 3 clusters Score: Raw -409644.689787 + Penalty 2657.875176 = -406986.814611 nChanged 115 SP:Iteration 8Q (6191.099862 sec): 3 clusters Score: Raw -409718.935685 + Penalty 2657.875176 = -407061.060509 nChanged 120 SP:Iteration 9Q (6191.131365 sec): 3 clusters Score: Raw -409796.077880 + Penalty 2657.875176 = -407138.202704 nChanged 104 SP:Iteration 10Q (6191.176558 sec): 3 clusters Score: Raw -409860.449142 + Penalty 2657.875176 = -407202.573966 nChanged 77 SP:Iteration 11Q (6191.215081 sec): 3 clusters Score: Raw -409907.053927 + Penalty 2657.875176 = -407249.178751 nChanged 73 SP:Iteration 12Q (6191.253593 sec): 3 clusters Score: Raw -409942.926895 + Penalty 2657.875176 = -407285.051719 nChanged 62 SP:Iteration 13Q (6191.285112 sec): 3 clusters Score: Raw -409980.290085 + Penalty 2657.875176 = -407322.414909 nChanged 68 SP:Iteration 14Q (6191.320367 sec): 3 clusters Score: Raw -410028.209297 + Penalty 2657.875176 = -407370.334121 nChanged 77 SP:Iteration 15Q (6191.360741 sec): 3 clusters Score: Raw -410071.289959 + Penalty 2657.875176 = -407413.414783 nChanged 57 SP:Iteration 16Q (6191.406400 sec): 3 clusters Score: Raw -410099.593203 + Penalty 2657.875176 = -407441.718028 nChanged 43 SP:Iteration 17Q (6191.437929 sec): 3 clusters Score: Raw -410121.128082 + Penalty 2657.875176 = -407463.252906 nChanged 43 SP:Iteration 18Q (6191.476497 sec): 3 clusters Score: Raw -410142.509837 + Penalty 2657.875176 = -407484.634661 nChanged 51 SP:Iteration 19Q (6191.521767 sec): 3 clusters Score: Raw -410169.174411 + Penalty 2657.875176 = -407511.299235 nChanged 48 SP:Iteration 20F (6191.560177 sec): 3 clusters Score: Raw -410193.496298 + Penalty 2657.875176 = -407535.621123 nChanged 49 SP:Iteration 21Q (6191.591491 sec): 3 clusters Score: Raw -410226.895694 + Penalty 2657.875176 = -407569.020519 nChanged 46 SP:Iteration 22Q (6191.630045 sec): 3 clusters Score: Raw -410255.695764 + Penalty 2657.875176 = -407597.820589 nChanged 50 SP:Iteration 23Q (6191.668584 sec): 3 clusters Score: Raw -410285.285704 + Penalty 2657.875176 = -407627.410528 nChanged 45 SP:Iteration 24Q (6191.715236 sec): 3 clusters Score: Raw -410308.840499 + Penalty 2657.875176 = -407650.965323 nChanged 34 SP:Iteration 25Q (6191.755419 sec): 3 clusters Score: Raw -410325.872563 + Penalty 2657.875176 = -407667.997387 nChanged 32 SP:Iteration 26Q (6191.807416 sec): 3 clusters Score: Raw -410344.173037 + Penalty 2657.875176 = -407686.297861 nChanged 29 SP:Iteration 27Q (6191.843308 sec): 3 clusters Score: Raw -410356.345089 + Penalty 2657.875176 = -407698.469914 nChanged 27 SP:Iteration 28Q (6191.885466 sec): 3 clusters Score: Raw -410368.098312 + Penalty 2657.875176 = -407710.223136 nChanged 31 SP:Iteration 29Q (6191.926649 sec): 3 clusters Score: Raw -410380.168650 + Penalty 2657.875176 = -407722.293475 nChanged 21 SP:Iteration 30Q (6191.984113 sec): 3 clusters Score: Raw -410390.282638 + Penalty 2657.875176 = -407732.407462 nChanged 23 SP:Iteration 31Q (6192.025729 sec): 3 clusters Score: Raw -410402.928733 + Penalty 2657.875176 = -407745.053557 nChanged 23 SP:Iteration 32Q (6192.075621 sec): 3 clusters Score: Raw -410414.057671 + Penalty 2657.875176 = -407756.182495 nChanged 24 SP:Iteration 33Q (6192.127577 sec): 3 clusters Score: Raw -410424.615288 + Penalty 2657.875176 = -407766.740112 nChanged 25 SP:Iteration 34Q (6192.173797 sec): 3 clusters Score: Raw -410433.666148 + Penalty 2657.875176 = -407775.790973 nChanged 17 SP:Iteration 35Q (6192.227359 sec): 3 clusters Score: Raw -410440.664121 + Penalty 2657.875176 = -407782.788945 nChanged 11 SP:Iteration 36Q (6192.268415 sec): 3 clusters Score: Raw -410444.622098 + Penalty 2657.875176 = -407786.746922 nChanged 12 SP:Iteration 37Q (6192.312842 sec): 3 clusters Score: Raw -410448.377462 + Penalty 2657.875176 = -407790.502286 nChanged 7 SP:Iteration 38Q (6192.365940 sec): 3 clusters Score: Raw -410451.070056 + Penalty 2657.875176 = -407793.194880 nChanged 5 SP:Iteration 39Q (6192.408126 sec): 3 clusters Score: Raw -410453.376615 + Penalty 2657.875176 = -407795.501440 nChanged 5 SP:Iteration 40F (6192.473047 sec): 3 clusters Score: Raw -410454.944203 + Penalty 2657.875176 = -407797.069027 nChanged 5 SP:Iteration 41Q (6192.515475 sec): 3 clusters Score: Raw -410456.304270 + Penalty 2657.875176 = -407798.429094 nChanged 1 SP:Iteration 42Q (6192.567620 sec): 3 clusters Score: Raw -410456.459736 + Penalty 2657.875176 = -407798.584560 nChanged 2 SP:Iteration 43Q (6192.619671 sec): 3 clusters Score: Raw -410456.909089 + Penalty 2657.875176 = -407799.033914 nChanged 2 SP:Iteration 44Q (6192.671813 sec): 3 clusters Score: Raw -410457.436127 + Penalty 2657.875176 = -407799.560951 nChanged 3 SP:Iteration 45Q (6192.735266 sec): 3 clusters Score: Raw -410458.787654 + Penalty 2657.875176 = -407800.912478 nChanged 2 SP:Iteration 46Q (6192.789404 sec): 3 clusters Score: Raw -410460.259006 + Penalty 2657.875176 = -407802.383830 nChanged 3 SP:Iteration 47Q (6192.831021 sec): 3 clusters Score: Raw -410461.014694 + Penalty 2657.875176 = -407803.139518 nChanged 0 SP:Iteration 48F (6192.878668 sec): 3 clusters Score: Raw -410461.014694 + Penalty 2657.875176 = -407803.139518 nChanged 0 Trying to split cluster 28 (29706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6192.939807 sec): 2 clusters Score: Raw -3546901.025845 + Penalty 1673.604453 = -3545227.421392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6193.024174 sec): 3 clusters Score: Raw -3528537.448470 + Penalty 3347.208905 = -3525190.239564 nChanged 13729 SP:Iteration 1F (6193.111527 sec): 3 clusters Score: Raw -3536245.772440 + Penalty 3347.208905 = -3532898.563534 nChanged 1350 SP:Iteration 2Q (6193.201139 sec): 3 clusters Score: Raw -3536682.493713 + Penalty 3347.208905 = -3533335.284807 nChanged 1308 SP:Iteration 3Q (6193.290010 sec): 3 clusters Score: Raw -3537158.618503 + Penalty 3347.208905 = -3533811.409597 nChanged 1346 SP:Iteration 4Q (6193.393956 sec): 3 clusters Score: Raw -3537720.964495 + Penalty 3347.208905 = -3534373.755589 nChanged 1384 SP:Iteration 5Q (6193.495620 sec): 3 clusters Score: Raw -3538472.074472 + Penalty 3347.208905 = -3535124.865566 nChanged 1588 SP:Iteration 6F (6193.585494 sec): 3 clusters Score: Raw -3539456.100345 + Penalty 3347.208905 = -3536108.891440 nChanged 1696 SP:Iteration 7F (6193.685338 sec): 3 clusters Score: Raw -3540698.730615 + Penalty 3347.208905 = -3537351.521710 nChanged 1686 SP:Iteration 8F (6193.776590 sec): 3 clusters Score: Raw -3542101.060241 + Penalty 3347.208905 = -3538753.851335 nChanged 1682 SP:Iteration 9F (6193.862073 sec): 3 clusters Score: Raw -3543485.615872 + Penalty 3347.208905 = -3540138.406967 nChanged 1388 SP:Iteration 10Q (6193.957228 sec): 3 clusters Score: Raw -3544497.210401 + Penalty 3347.208905 = -3541150.001495 nChanged 1036 SP:Iteration 11Q (6194.049347 sec): 3 clusters Score: Raw -3545209.312639 + Penalty 3347.208905 = -3541862.103734 nChanged 847 SP:Iteration 12Q (6194.149025 sec): 3 clusters Score: Raw -3545751.545044 + Penalty 3347.208905 = -3542404.336139 nChanged 646 SP:Iteration 13Q (6194.247655 sec): 3 clusters Score: Raw -3546093.658490 + Penalty 3347.208905 = -3542746.449585 nChanged 536 SP:Iteration 14Q (6194.336962 sec): 3 clusters Score: Raw -3546334.633933 + Penalty 3347.208905 = -3542987.425027 nChanged 439 SP:Iteration 15Q (6194.436827 sec): 3 clusters Score: Raw -3546496.610617 + Penalty 3347.208905 = -3543149.401712 nChanged 354 SP:Iteration 16Q (6194.535549 sec): 3 clusters Score: Raw -3546609.845152 + Penalty 3347.208905 = -3543262.636246 nChanged 301 SP:Iteration 17Q (6194.632784 sec): 3 clusters Score: Raw -3546702.006312 + Penalty 3347.208905 = -3543354.797406 nChanged 275 SP:Iteration 18Q (6194.720004 sec): 3 clusters Score: Raw -3546781.699064 + Penalty 3347.208905 = -3543434.490158 nChanged 251 SP:Iteration 19Q (6194.803982 sec): 3 clusters Score: Raw -3546845.272934 + Penalty 3347.208905 = -3543498.064029 nChanged 209 SP:Iteration 20F (6194.899729 sec): 3 clusters Score: Raw -3546900.872719 + Penalty 3347.208905 = -3543553.663814 nChanged 203 SP:Iteration 21Q (6194.979953 sec): 3 clusters Score: Raw -3546952.249122 + Penalty 3347.208905 = -3543605.040216 nChanged 197 SP:Iteration 22Q (6195.067550 sec): 3 clusters Score: Raw -3547001.764179 + Penalty 3347.208905 = -3543654.555274 nChanged 166 SP:Iteration 23Q (6195.153555 sec): 3 clusters Score: Raw -3547037.136300 + Penalty 3347.208905 = -3543689.927394 nChanged 152 SP:Iteration 24Q (6195.241027 sec): 3 clusters Score: Raw -3547070.651083 + Penalty 3347.208905 = -3543723.442177 nChanged 153 SP:Iteration 25Q (6195.317193 sec): 3 clusters Score: Raw -3547102.719561 + Penalty 3347.208905 = -3543755.510656 nChanged 122 SP:Iteration 26Q (6195.404822 sec): 3 clusters Score: Raw -3547127.594803 + Penalty 3347.208905 = -3543780.385898 nChanged 121 SP:Iteration 27Q (6195.484088 sec): 3 clusters Score: Raw -3547152.237132 + Penalty 3347.208905 = -3543805.028227 nChanged 114 SP:Iteration 28Q (6195.562960 sec): 3 clusters Score: Raw -3547174.741960 + Penalty 3347.208905 = -3543827.533054 nChanged 113 SP:Iteration 29Q (6195.638569 sec): 3 clusters Score: Raw -3547196.616568 + Penalty 3347.208905 = -3543849.407663 nChanged 96 SP:Iteration 30Q (6195.728259 sec): 3 clusters Score: Raw -3547214.979544 + Penalty 3347.208905 = -3543867.770638 nChanged 83 SP:Iteration 31Q (6195.815365 sec): 3 clusters Score: Raw -3547230.045564 + Penalty 3347.208905 = -3543882.836658 nChanged 70 SP:Iteration 32Q (6195.894062 sec): 3 clusters Score: Raw -3547243.360316 + Penalty 3347.208905 = -3543896.151410 nChanged 70 SP:Iteration 33Q (6195.972132 sec): 3 clusters Score: Raw -3547253.374513 + Penalty 3347.208905 = -3543906.165608 nChanged 69 SP:Iteration 34Q (6196.059533 sec): 3 clusters Score: Raw -3547263.810793 + Penalty 3347.208905 = -3543916.601888 nChanged 63 SP:Iteration 35Q (6196.146324 sec): 3 clusters Score: Raw -3547273.264018 + Penalty 3347.208905 = -3543926.055113 nChanged 65 SP:Iteration 36Q (6196.228863 sec): 3 clusters Score: Raw -3547282.984111 + Penalty 3347.208905 = -3543935.775205 nChanged 61 SP:Iteration 37Q (6196.306442 sec): 3 clusters Score: Raw -3547291.238111 + Penalty 3347.208905 = -3543944.029205 nChanged 48 SP:Iteration 38Q (6196.385219 sec): 3 clusters Score: Raw -3547299.249577 + Penalty 3347.208905 = -3543952.040671 nChanged 48 SP:Iteration 39Q (6196.459033 sec): 3 clusters Score: Raw -3547307.310592 + Penalty 3347.208905 = -3543960.101687 nChanged 41 SP:Iteration 40F (6196.545491 sec): 3 clusters Score: Raw -3547313.345749 + Penalty 3347.208905 = -3543966.136844 nChanged 32 SP:Iteration 41Q (6196.618698 sec): 3 clusters Score: Raw -3547318.278283 + Penalty 3347.208905 = -3543971.069377 nChanged 42 SP:Iteration 42Q (6196.698440 sec): 3 clusters Score: Raw -3547324.100457 + Penalty 3347.208905 = -3543976.891551 nChanged 39 SP:Iteration 43Q (6196.777820 sec): 3 clusters Score: Raw -3547330.215074 + Penalty 3347.208905 = -3543983.006169 nChanged 44 SP:Iteration 44Q (6196.856505 sec): 3 clusters Score: Raw -3547338.553539 + Penalty 3347.208905 = -3543991.344634 nChanged 40 SP:Iteration 45Q (6196.925300 sec): 3 clusters Score: Raw -3547346.672401 + Penalty 3347.208905 = -3543999.463496 nChanged 45 SP:Iteration 46Q (6197.011423 sec): 3 clusters Score: Raw -3547354.874558 + Penalty 3347.208905 = -3544007.665652 nChanged 35 SP:Iteration 47Q (6197.089804 sec): 3 clusters Score: Raw -3547360.241441 + Penalty 3347.208905 = -3544013.032536 nChanged 42 SP:Iteration 48Q (6197.158840 sec): 3 clusters Score: Raw -3547366.648461 + Penalty 3347.208905 = -3544019.439555 nChanged 36 SP:Iteration 49Q (6197.237770 sec): 3 clusters Score: Raw -3547371.732312 + Penalty 3347.208905 = -3544024.523406 nChanged 26 SP:Iteration 50Q (6197.322459 sec): 3 clusters Score: Raw -3547376.270993 + Penalty 3347.208905 = -3544029.062088 nChanged 42 SP:Iteration 51Q (6197.406651 sec): 3 clusters Score: Raw -3547383.733843 + Penalty 3347.208905 = -3544036.524938 nChanged 44 SP:Iteration 52Q (6197.479213 sec): 3 clusters Score: Raw -3547391.729259 + Penalty 3347.208905 = -3544044.520354 nChanged 36 SP:Iteration 53Q (6197.563588 sec): 3 clusters Score: Raw -3547397.147140 + Penalty 3347.208905 = -3544049.938234 nChanged 29 SP:Iteration 54Q (6197.642389 sec): 3 clusters Score: Raw -3547401.398342 + Penalty 3347.208905 = -3544054.189436 nChanged 33 SP:Iteration 55Q (6197.717134 sec): 3 clusters Score: Raw -3547406.870062 + Penalty 3347.208905 = -3544059.661157 nChanged 30 SP:Iteration 56Q (6197.803250 sec): 3 clusters Score: Raw -3547411.572055 + Penalty 3347.208905 = -3544064.363150 nChanged 22 SP:Iteration 57Q (6197.887174 sec): 3 clusters Score: Raw -3547414.964018 + Penalty 3347.208905 = -3544067.755112 nChanged 23 SP:Iteration 58Q (6197.966173 sec): 3 clusters Score: Raw -3547418.352078 + Penalty 3347.208905 = -3544071.143173 nChanged 18 SP:Iteration 59Q (6198.049564 sec): 3 clusters Score: Raw -3547420.649162 + Penalty 3347.208905 = -3544073.440256 nChanged 21 SP:Iteration 60F (6198.142418 sec): 3 clusters Score: Raw -3547422.888557 + Penalty 3347.208905 = -3544075.679651 nChanged 11 SP:Iteration 61Q (6198.226226 sec): 3 clusters Score: Raw -3547424.137049 + Penalty 3347.208905 = -3544076.928144 nChanged 7 SP:Iteration 62Q (6198.305409 sec): 3 clusters Score: Raw -3547425.075558 + Penalty 3347.208905 = -3544077.866652 nChanged 6 SP:Iteration 63Q (6198.383765 sec): 3 clusters Score: Raw -3547425.896137 + Penalty 3347.208905 = -3544078.687232 nChanged 7 SP:Iteration 64Q (6198.467765 sec): 3 clusters Score: Raw -3547426.572958 + Penalty 3347.208905 = -3544079.364053 nChanged 4 SP:Iteration 65Q (6198.544057 sec): 3 clusters Score: Raw -3547426.965698 + Penalty 3347.208905 = -3544079.756793 nChanged 3 SP:Iteration 66Q (6198.627230 sec): 3 clusters Score: Raw -3547427.501391 + Penalty 3347.208905 = -3544080.292486 nChanged 5 SP:Iteration 67Q (6198.712456 sec): 3 clusters Score: Raw -3547428.324125 + Penalty 3347.208905 = -3544081.115219 nChanged 4 SP:Iteration 68Q (6198.789382 sec): 3 clusters Score: Raw -3547428.694583 + Penalty 3347.208905 = -3544081.485678 nChanged 2 SP:Iteration 69Q (6198.874165 sec): 3 clusters Score: Raw -3547428.844076 + Penalty 3347.208905 = -3544081.635170 nChanged 3 SP:Iteration 70Q (6198.957610 sec): 3 clusters Score: Raw -3547429.269926 + Penalty 3347.208905 = -3544082.061021 nChanged 9 SP:Iteration 71Q (6199.045733 sec): 3 clusters Score: Raw -3547430.038355 + Penalty 3347.208905 = -3544082.829449 nChanged 5 SP:Iteration 72Q (6199.130980 sec): 3 clusters Score: Raw -3547430.363373 + Penalty 3347.208905 = -3544083.154467 nChanged 3 SP:Iteration 73Q (6199.221384 sec): 3 clusters Score: Raw -3547430.648810 + Penalty 3347.208905 = -3544083.439904 nChanged 2 SP:Iteration 74Q (6199.311443 sec): 3 clusters Score: Raw -3547430.935840 + Penalty 3347.208905 = -3544083.726934 nChanged 3 SP:Iteration 75Q (6199.394368 sec): 3 clusters Score: Raw -3547431.238801 + Penalty 3347.208905 = -3544084.029895 nChanged 2 SP:Iteration 76Q (6199.483072 sec): 3 clusters Score: Raw -3547431.550736 + Penalty 3347.208905 = -3544084.341831 nChanged 8 SP:Iteration 77Q (6199.568926 sec): 3 clusters Score: Raw -3547432.213633 + Penalty 3347.208905 = -3544085.004728 nChanged 8 SP:Iteration 78Q (6199.644629 sec): 3 clusters Score: Raw -3547432.855893 + Penalty 3347.208905 = -3544085.646988 nChanged 2 SP:Iteration 79Q (6199.730883 sec): 3 clusters Score: Raw -3547433.071391 + Penalty 3347.208905 = -3544085.862486 nChanged 1 SP:Iteration 80F (6199.816813 sec): 3 clusters Score: Raw -3547433.226345 + Penalty 3347.208905 = -3544086.017439 nChanged 1 SP:Iteration 81Q (6199.902318 sec): 3 clusters Score: Raw -3547433.421221 + Penalty 3347.208905 = -3544086.212315 nChanged 0 SP:Iteration 82F (6199.987804 sec): 3 clusters Score: Raw -3547433.421221 + Penalty 3347.208905 = -3544086.212315 nChanged 0 Trying to split cluster 29 (16155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6200.025961 sec): 2 clusters Score: Raw -1807594.030734 + Penalty 1574.622543 = -1806019.408191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6200.102472 sec): 3 clusters Score: Raw -1798017.183193 + Penalty 3149.245085 = -1794867.938108 nChanged 7302 SP:Iteration 1F (6200.169655 sec): 3 clusters Score: Raw -1802041.015196 + Penalty 3149.245085 = -1798891.770111 nChanged 956 SP:Iteration 2F (6200.243989 sec): 3 clusters Score: Raw -1802485.244466 + Penalty 3149.245085 = -1799335.999381 nChanged 932 SP:Iteration 3F (6200.318116 sec): 3 clusters Score: Raw -1803005.680096 + Penalty 3149.245085 = -1799856.435011 nChanged 954 SP:Iteration 4F (6200.381677 sec): 3 clusters Score: Raw -1803545.319272 + Penalty 3149.245085 = -1800396.074186 nChanged 942 SP:Iteration 5F (6200.445395 sec): 3 clusters Score: Raw -1804099.228431 + Penalty 3149.245085 = -1800949.983346 nChanged 905 SP:Iteration 6F (6200.509444 sec): 3 clusters Score: Raw -1804610.343859 + Penalty 3149.245085 = -1801461.098773 nChanged 810 SP:Iteration 7F (6200.584366 sec): 3 clusters Score: Raw -1805060.939340 + Penalty 3149.245085 = -1801911.694254 nChanged 697 SP:Iteration 8Q (6200.659567 sec): 3 clusters Score: Raw -1805416.662675 + Penalty 3149.245085 = -1802267.417590 nChanged 582 SP:Iteration 9Q (6200.732088 sec): 3 clusters Score: Raw -1805727.185227 + Penalty 3149.245085 = -1802577.940141 nChanged 553 SP:Iteration 10Q (6200.804007 sec): 3 clusters Score: Raw -1806007.990225 + Penalty 3149.245085 = -1802858.745140 nChanged 490 SP:Iteration 11Q (6200.877542 sec): 3 clusters Score: Raw -1806224.867950 + Penalty 3149.245085 = -1803075.622864 nChanged 391 SP:Iteration 12Q (6200.944178 sec): 3 clusters Score: Raw -1806363.115509 + Penalty 3149.245085 = -1803213.870423 nChanged 300 SP:Iteration 13Q (6201.014140 sec): 3 clusters Score: Raw -1806443.303445 + Penalty 3149.245085 = -1803294.058360 nChanged 207 SP:Iteration 14Q (6201.087369 sec): 3 clusters Score: Raw -1806492.436682 + Penalty 3149.245085 = -1803343.191596 nChanged 168 SP:Iteration 15Q (6201.160390 sec): 3 clusters Score: Raw -1806531.314118 + Penalty 3149.245085 = -1803382.069033 nChanged 131 SP:Iteration 16Q (6201.228567 sec): 3 clusters Score: Raw -1806558.730002 + Penalty 3149.245085 = -1803409.484917 nChanged 121 SP:Iteration 17Q (6201.292768 sec): 3 clusters Score: Raw -1806584.526108 + Penalty 3149.245085 = -1803435.281023 nChanged 100 SP:Iteration 18Q (6201.356435 sec): 3 clusters Score: Raw -1806601.968508 + Penalty 3149.245085 = -1803452.723423 nChanged 85 SP:Iteration 19Q (6201.420825 sec): 3 clusters Score: Raw -1806614.250572 + Penalty 3149.245085 = -1803465.005487 nChanged 70 SP:Iteration 20F (6201.485033 sec): 3 clusters Score: Raw -1806623.006474 + Penalty 3149.245085 = -1803473.761388 nChanged 56 SP:Iteration 21Q (6201.548857 sec): 3 clusters Score: Raw -1806629.547302 + Penalty 3149.245085 = -1803480.302216 nChanged 59 SP:Iteration 22Q (6201.613371 sec): 3 clusters Score: Raw -1806637.665657 + Penalty 3149.245085 = -1803488.420571 nChanged 56 SP:Iteration 23Q (6201.677743 sec): 3 clusters Score: Raw -1806645.312967 + Penalty 3149.245085 = -1803496.067882 nChanged 50 SP:Iteration 24Q (6201.751523 sec): 3 clusters Score: Raw -1806650.279327 + Penalty 3149.245085 = -1803501.034241 nChanged 39 SP:Iteration 25Q (6201.824841 sec): 3 clusters Score: Raw -1806653.485051 + Penalty 3149.245085 = -1803504.239966 nChanged 35 SP:Iteration 26Q (6201.895539 sec): 3 clusters Score: Raw -1806657.635268 + Penalty 3149.245085 = -1803508.390183 nChanged 42 SP:Iteration 27Q (6201.968503 sec): 3 clusters Score: Raw -1806663.169156 + Penalty 3149.245085 = -1803513.924070 nChanged 38 SP:Iteration 28Q (6202.031290 sec): 3 clusters Score: Raw -1806667.777197 + Penalty 3149.245085 = -1803518.532111 nChanged 44 SP:Iteration 29Q (6202.104233 sec): 3 clusters Score: Raw -1806673.558936 + Penalty 3149.245085 = -1803524.313850 nChanged 40 SP:Iteration 30Q (6202.176291 sec): 3 clusters Score: Raw -1806679.422415 + Penalty 3149.245085 = -1803530.177329 nChanged 35 SP:Iteration 31Q (6202.248833 sec): 3 clusters Score: Raw -1806684.971283 + Penalty 3149.245085 = -1803535.726197 nChanged 44 SP:Iteration 32Q (6202.321518 sec): 3 clusters Score: Raw -1806690.197864 + Penalty 3149.245085 = -1803540.952778 nChanged 55 SP:Iteration 33Q (6202.390212 sec): 3 clusters Score: Raw -1806697.360520 + Penalty 3149.245085 = -1803548.115435 nChanged 46 SP:Iteration 34Q (6202.451296 sec): 3 clusters Score: Raw -1806703.935069 + Penalty 3149.245085 = -1803554.689983 nChanged 58 SP:Iteration 35Q (6202.512661 sec): 3 clusters Score: Raw -1806715.243040 + Penalty 3149.245085 = -1803565.997955 nChanged 57 SP:Iteration 36Q (6202.577085 sec): 3 clusters Score: Raw -1806722.972266 + Penalty 3149.245085 = -1803573.727181 nChanged 52 SP:Iteration 37Q (6202.642389 sec): 3 clusters Score: Raw -1806730.324983 + Penalty 3149.245085 = -1803581.079897 nChanged 51 SP:Iteration 38Q (6202.713764 sec): 3 clusters Score: Raw -1806737.888765 + Penalty 3149.245085 = -1803588.643680 nChanged 53 SP:Iteration 39Q (6202.785346 sec): 3 clusters Score: Raw -1806747.049937 + Penalty 3149.245085 = -1803597.804851 nChanged 58 SP:Iteration 40F (6202.857868 sec): 3 clusters Score: Raw -1806756.869295 + Penalty 3149.245085 = -1803607.624210 nChanged 57 SP:Iteration 41Q (6202.921644 sec): 3 clusters Score: Raw -1806766.822636 + Penalty 3149.245085 = -1803617.577551 nChanged 63 SP:Iteration 42Q (6202.986078 sec): 3 clusters Score: Raw -1806776.590916 + Penalty 3149.245085 = -1803627.345831 nChanged 62 SP:Iteration 43Q (6203.058053 sec): 3 clusters Score: Raw -1806786.092583 + Penalty 3149.245085 = -1803636.847497 nChanged 52 SP:Iteration 44Q (6203.127012 sec): 3 clusters Score: Raw -1806793.895579 + Penalty 3149.245085 = -1803644.650494 nChanged 56 SP:Iteration 45Q (6203.192407 sec): 3 clusters Score: Raw -1806802.228236 + Penalty 3149.245085 = -1803652.983151 nChanged 67 SP:Iteration 46Q (6203.257567 sec): 3 clusters Score: Raw -1806812.605224 + Penalty 3149.245085 = -1803663.360139 nChanged 57 SP:Iteration 47Q (6203.328919 sec): 3 clusters Score: Raw -1806821.120758 + Penalty 3149.245085 = -1803671.875672 nChanged 68 SP:Iteration 48Q (6203.400291 sec): 3 clusters Score: Raw -1806830.809746 + Penalty 3149.245085 = -1803681.564660 nChanged 57 SP:Iteration 49Q (6203.472116 sec): 3 clusters Score: Raw -1806840.335920 + Penalty 3149.245085 = -1803691.090835 nChanged 70 SP:Iteration 50Q (6203.543579 sec): 3 clusters Score: Raw -1806850.845131 + Penalty 3149.245085 = -1803701.600046 nChanged 66 SP:Iteration 51Q (6203.608066 sec): 3 clusters Score: Raw -1806862.077616 + Penalty 3149.245085 = -1803712.832531 nChanged 65 SP:Iteration 52Q (6203.672722 sec): 3 clusters Score: Raw -1806873.236852 + Penalty 3149.245085 = -1803723.991767 nChanged 74 SP:Iteration 53Q (6203.737854 sec): 3 clusters Score: Raw -1806885.312759 + Penalty 3149.245085 = -1803736.067674 nChanged 63 SP:Iteration 54Q (6203.809197 sec): 3 clusters Score: Raw -1806895.420890 + Penalty 3149.245085 = -1803746.175804 nChanged 64 SP:Iteration 55Q (6203.880436 sec): 3 clusters Score: Raw -1806904.216478 + Penalty 3149.245085 = -1803754.971392 nChanged 58 SP:Iteration 56Q (6203.945873 sec): 3 clusters Score: Raw -1806913.423161 + Penalty 3149.245085 = -1803764.178076 nChanged 76 SP:Iteration 57Q (6204.019266 sec): 3 clusters Score: Raw -1806924.865254 + Penalty 3149.245085 = -1803775.620169 nChanged 66 SP:Iteration 58Q (6204.090103 sec): 3 clusters Score: Raw -1806934.573037 + Penalty 3149.245085 = -1803785.327952 nChanged 74 SP:Iteration 59Q (6204.160906 sec): 3 clusters Score: Raw -1806946.440379 + Penalty 3149.245085 = -1803797.195293 nChanged 83 SP:Iteration 60F (6204.222548 sec): 3 clusters Score: Raw -1806959.503433 + Penalty 3149.245085 = -1803810.258347 nChanged 78 SP:Iteration 61Q (6204.285332 sec): 3 clusters Score: Raw -1806972.705843 + Penalty 3149.245085 = -1803823.460758 nChanged 81 SP:Iteration 62Q (6204.350264 sec): 3 clusters Score: Raw -1806987.687850 + Penalty 3149.245085 = -1803838.442765 nChanged 86 SP:Iteration 63Q (6204.414952 sec): 3 clusters Score: Raw -1807004.264199 + Penalty 3149.245085 = -1803855.019114 nChanged 103 SP:Iteration 64Q (6204.479928 sec): 3 clusters Score: Raw -1807023.380805 + Penalty 3149.245085 = -1803874.135720 nChanged 100 SP:Iteration 65Q (6204.546545 sec): 3 clusters Score: Raw -1807043.123949 + Penalty 3149.245085 = -1803893.878864 nChanged 114 SP:Iteration 66Q (6204.617874 sec): 3 clusters Score: Raw -1807065.080961 + Penalty 3149.245085 = -1803915.835876 nChanged 113 SP:Iteration 67Q (6204.693068 sec): 3 clusters Score: Raw -1807086.966170 + Penalty 3149.245085 = -1803937.721085 nChanged 92 SP:Iteration 68Q (6204.754967 sec): 3 clusters Score: Raw -1807106.138224 + Penalty 3149.245085 = -1803956.893139 nChanged 109 SP:Iteration 69Q (6204.831530 sec): 3 clusters Score: Raw -1807128.418522 + Penalty 3149.245085 = -1803979.173436 nChanged 108 SP:Iteration 70Q (6204.912825 sec): 3 clusters Score: Raw -1807151.950768 + Penalty 3149.245085 = -1804002.705683 nChanged 107 SP:Iteration 71Q (6204.971647 sec): 3 clusters Score: Raw -1807176.199120 + Penalty 3149.245085 = -1804026.954034 nChanged 119 SP:Iteration 72Q (6205.047115 sec): 3 clusters Score: Raw -1807204.007340 + Penalty 3149.245085 = -1804054.762255 nChanged 120 SP:Iteration 73Q (6205.109775 sec): 3 clusters Score: Raw -1807229.583287 + Penalty 3149.245085 = -1804080.338202 nChanged 123 SP:Iteration 74Q (6205.181117 sec): 3 clusters Score: Raw -1807255.308523 + Penalty 3149.245085 = -1804106.063437 nChanged 129 SP:Iteration 75Q (6205.255285 sec): 3 clusters Score: Raw -1807280.698631 + Penalty 3149.245085 = -1804131.453546 nChanged 120 SP:Iteration 76Q (6205.314466 sec): 3 clusters Score: Raw -1807304.798864 + Penalty 3149.245085 = -1804155.553779 nChanged 133 SP:Iteration 77Q (6205.387050 sec): 3 clusters Score: Raw -1807333.856096 + Penalty 3149.245085 = -1804184.611011 nChanged 140 SP:Iteration 78Q (6205.454264 sec): 3 clusters Score: Raw -1807362.654891 + Penalty 3149.245085 = -1804213.409806 nChanged 129 SP:Iteration 79Q (6205.534926 sec): 3 clusters Score: Raw -1807392.479910 + Penalty 3149.245085 = -1804243.234825 nChanged 130 SP:Iteration 80F (6205.592695 sec): 3 clusters Score: Raw -1807422.018705 + Penalty 3149.245085 = -1804272.773620 nChanged 137 SP:Iteration 81Q (6205.654579 sec): 3 clusters Score: Raw -1807456.842325 + Penalty 3149.245085 = -1804307.597240 nChanged 142 SP:Iteration 82Q (6205.718771 sec): 3 clusters Score: Raw -1807496.882868 + Penalty 3149.245085 = -1804347.637783 nChanged 154 SP:Iteration 83Q (6205.793202 sec): 3 clusters Score: Raw -1807539.419197 + Penalty 3149.245085 = -1804390.174111 nChanged 155 SP:Iteration 84Q (6205.869864 sec): 3 clusters Score: Raw -1807581.270468 + Penalty 3149.245085 = -1804432.025383 nChanged 149 SP:Iteration 85Q (6205.949951 sec): 3 clusters Score: Raw -1807619.870067 + Penalty 3149.245085 = -1804470.624982 nChanged 123 SP:Iteration 86Q (6206.033177 sec): 3 clusters Score: Raw -1807648.778999 + Penalty 3149.245085 = -1804499.533913 nChanged 121 SP:Iteration 87Q (6206.110275 sec): 3 clusters Score: Raw -1807681.521887 + Penalty 3149.245085 = -1804532.276801 nChanged 124 SP:Iteration 88Q (6206.188858 sec): 3 clusters Score: Raw -1807711.910239 + Penalty 3149.245085 = -1804562.665154 nChanged 112 SP:Iteration 89Q (6206.267483 sec): 3 clusters Score: Raw -1807742.492919 + Penalty 3149.245085 = -1804593.247833 nChanged 123 SP:Iteration 90Q (6206.321389 sec): 3 clusters Score: Raw -1807777.791151 + Penalty 3149.245085 = -1804628.546065 nChanged 120 SP:Iteration 91Q (6206.389977 sec): 3 clusters Score: Raw -1807815.004820 + Penalty 3149.245085 = -1804665.759734 nChanged 123 SP:Iteration 92Q (6206.439117 sec): 3 clusters Score: Raw -1807849.777527 + Penalty 3149.245085 = -1804700.532442 nChanged 127 SP:Iteration 93Q (6206.494683 sec): 3 clusters Score: Raw -1807892.153833 + Penalty 3149.245085 = -1804742.908747 nChanged 127 SP:Iteration 94Q (6206.555267 sec): 3 clusters Score: Raw -1807931.308339 + Penalty 3149.245085 = -1804782.063254 nChanged 109 SP:Iteration 95Q (6206.603864 sec): 3 clusters Score: Raw -1807960.297200 + Penalty 3149.245085 = -1804811.052115 nChanged 102 SP:Iteration 96Q (6206.665545 sec): 3 clusters Score: Raw -1807990.869341 + Penalty 3149.245085 = -1804841.624255 nChanged 103 SP:Iteration 97Q (6206.714238 sec): 3 clusters Score: Raw -1808023.233650 + Penalty 3149.245085 = -1804873.988564 nChanged 109 SP:Iteration 98Q (6206.776433 sec): 3 clusters Score: Raw -1808057.124391 + Penalty 3149.245085 = -1804907.879306 nChanged 106 SP:Iteration 99Q (6206.836530 sec): 3 clusters Score: Raw -1808091.443971 + Penalty 3149.245085 = -1804942.198885 nChanged 80 SP:Iteration 100F (6206.902458 sec): 3 clusters Score: Raw -1808114.205516 + Penalty 3149.245085 = -1804964.960431 nChanged 80 SP:Iteration 101Q (6206.951487 sec): 3 clusters Score: Raw -1808133.722711 + Penalty 3149.245085 = -1804984.477626 nChanged 68 SP:Iteration 102Q (6207.019971 sec): 3 clusters Score: Raw -1808151.770653 + Penalty 3149.245085 = -1805002.525568 nChanged 63 SP:Iteration 103Q (6207.066115 sec): 3 clusters Score: Raw -1808168.566093 + Penalty 3149.245085 = -1805019.321007 nChanged 52 SP:Iteration 104Q (6207.139193 sec): 3 clusters Score: Raw -1808182.105008 + Penalty 3149.245085 = -1805032.859923 nChanged 55 SP:Iteration 105Q (6207.207882 sec): 3 clusters Score: Raw -1808194.461782 + Penalty 3149.245085 = -1805045.216697 nChanged 39 SP:Iteration 106Q (6207.275238 sec): 3 clusters Score: Raw -1808206.468435 + Penalty 3149.245085 = -1805057.223350 nChanged 37 SP:Iteration 107Q (6207.338285 sec): 3 clusters Score: Raw -1808215.782861 + Penalty 3149.245085 = -1805066.537776 nChanged 30 SP:Iteration 108Q (6207.400589 sec): 3 clusters Score: Raw -1808222.741809 + Penalty 3149.245085 = -1805073.496723 nChanged 31 SP:Iteration 109Q (6207.461655 sec): 3 clusters Score: Raw -1808229.448624 + Penalty 3149.245085 = -1805080.203539 nChanged 30 SP:Iteration 110Q (6207.524210 sec): 3 clusters Score: Raw -1808235.612920 + Penalty 3149.245085 = -1805086.367835 nChanged 23 SP:Iteration 111Q (6207.587528 sec): 3 clusters Score: Raw -1808240.998981 + Penalty 3149.245085 = -1805091.753896 nChanged 18 SP:Iteration 112Q (6207.649851 sec): 3 clusters Score: Raw -1808244.748329 + Penalty 3149.245085 = -1805095.503243 nChanged 19 SP:Iteration 113Q (6207.728065 sec): 3 clusters Score: Raw -1808247.868217 + Penalty 3149.245085 = -1805098.623131 nChanged 14 SP:Iteration 114Q (6207.778951 sec): 3 clusters Score: Raw -1808250.281755 + Penalty 3149.245085 = -1805101.036670 nChanged 9 SP:Iteration 115Q (6207.840938 sec): 3 clusters Score: Raw -1808252.004625 + Penalty 3149.245085 = -1805102.759540 nChanged 9 SP:Iteration 116Q (6207.912268 sec): 3 clusters Score: Raw -1808253.980406 + Penalty 3149.245085 = -1805104.735320 nChanged 8 SP:Iteration 117Q (6207.983995 sec): 3 clusters Score: Raw -1808255.467059 + Penalty 3149.245085 = -1805106.221974 nChanged 10 SP:Iteration 118Q (6208.059620 sec): 3 clusters Score: Raw -1808257.706904 + Penalty 3149.245085 = -1805108.461818 nChanged 9 SP:Iteration 119Q (6208.123935 sec): 3 clusters Score: Raw -1808259.257559 + Penalty 3149.245085 = -1805110.012474 nChanged 3 SP:Iteration 120F (6208.191266 sec): 3 clusters Score: Raw -1808259.867720 + Penalty 3149.245085 = -1805110.622634 nChanged 1 SP:Iteration 121Q (6208.255385 sec): 3 clusters Score: Raw -1808260.052382 + Penalty 3149.245085 = -1805110.807297 nChanged 1 SP:Iteration 122Q (6208.330571 sec): 3 clusters Score: Raw -1808260.172984 + Penalty 3149.245085 = -1805110.927899 nChanged 0 SP:Iteration 123F (6208.392719 sec): 3 clusters Score: Raw -1808260.172984 + Penalty 3149.245085 = -1805110.927899 nChanged 0 Trying to split cluster 30 (6597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6208.433978 sec): 2 clusters Score: Raw -733023.575354 + Penalty 1429.085170 = -731594.490183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6208.477031 sec): 3 clusters Score: Raw -729461.759555 + Penalty 2858.170341 = -726603.589215 nChanged 2812 SP:Iteration 1F (6208.533101 sec): 3 clusters Score: Raw -731138.904231 + Penalty 2858.170341 = -728280.733890 nChanged 535 SP:Iteration 2F (6208.586936 sec): 3 clusters Score: Raw -731519.491926 + Penalty 2858.170341 = -728661.321585 nChanged 462 SP:Iteration 3F (6208.641265 sec): 3 clusters Score: Raw -731860.114311 + Penalty 2858.170341 = -729001.943970 nChanged 444 SP:Iteration 4F (6208.700713 sec): 3 clusters Score: Raw -732210.185241 + Penalty 2858.170341 = -729352.014900 nChanged 426 SP:Iteration 5F (6208.759329 sec): 3 clusters Score: Raw -732516.749528 + Penalty 2858.170341 = -729658.579187 nChanged 379 SP:Iteration 6F (6208.818909 sec): 3 clusters Score: Raw -732777.631745 + Penalty 2858.170341 = -729919.461404 nChanged 321 SP:Iteration 7Q (6208.878878 sec): 3 clusters Score: Raw -732979.191227 + Penalty 2858.170341 = -730121.020886 nChanged 258 SP:Iteration 8Q (6208.939727 sec): 3 clusters Score: Raw -733107.764040 + Penalty 2858.170341 = -730249.593700 nChanged 187 SP:Iteration 9Q (6208.999758 sec): 3 clusters Score: Raw -733204.562560 + Penalty 2858.170341 = -730346.392219 nChanged 149 SP:Iteration 10Q (6209.060292 sec): 3 clusters Score: Raw -733275.986769 + Penalty 2858.170341 = -730417.816428 nChanged 138 SP:Iteration 11Q (6209.121931 sec): 3 clusters Score: Raw -733344.381294 + Penalty 2858.170341 = -730486.210954 nChanged 119 SP:Iteration 12Q (6209.182592 sec): 3 clusters Score: Raw -733398.517234 + Penalty 2858.170341 = -730540.346894 nChanged 109 SP:Iteration 13Q (6209.244026 sec): 3 clusters Score: Raw -733446.287832 + Penalty 2858.170341 = -730588.117492 nChanged 99 SP:Iteration 14Q (6209.314348 sec): 3 clusters Score: Raw -733486.848868 + Penalty 2858.170341 = -730628.678527 nChanged 82 SP:Iteration 15Q (6209.371038 sec): 3 clusters Score: Raw -733513.018454 + Penalty 2858.170341 = -730654.848113 nChanged 70 SP:Iteration 16Q (6209.424813 sec): 3 clusters Score: Raw -733534.224465 + Penalty 2858.170341 = -730676.054124 nChanged 64 SP:Iteration 17Q (6209.481559 sec): 3 clusters Score: Raw -733550.840075 + Penalty 2858.170341 = -730692.669734 nChanged 54 SP:Iteration 18Q (6209.527720 sec): 3 clusters Score: Raw -733566.738616 + Penalty 2858.170341 = -730708.568275 nChanged 54 SP:Iteration 19Q (6209.581470 sec): 3 clusters Score: Raw -733581.415225 + Penalty 2858.170341 = -730723.244885 nChanged 43 SP:Iteration 20F (6209.631114 sec): 3 clusters Score: Raw -733593.736975 + Penalty 2858.170341 = -730735.566634 nChanged 38 SP:Iteration 21Q (6209.694114 sec): 3 clusters Score: Raw -733603.764723 + Penalty 2858.170341 = -730745.594382 nChanged 37 SP:Iteration 22Q (6209.737036 sec): 3 clusters Score: Raw -733614.304909 + Penalty 2858.170341 = -730756.134568 nChanged 32 SP:Iteration 23Q (6209.797949 sec): 3 clusters Score: Raw -733620.789520 + Penalty 2858.170341 = -730762.619180 nChanged 29 SP:Iteration 24Q (6209.850700 sec): 3 clusters Score: Raw -733627.556072 + Penalty 2858.170341 = -730769.385731 nChanged 25 SP:Iteration 25Q (6209.886050 sec): 3 clusters Score: Raw -733634.207464 + Penalty 2858.170341 = -730776.037123 nChanged 24 SP:Iteration 26Q (6209.936755 sec): 3 clusters Score: Raw -733641.489699 + Penalty 2858.170341 = -730783.319358 nChanged 24 SP:Iteration 27Q (6209.972405 sec): 3 clusters Score: Raw -733652.951319 + Penalty 2858.170341 = -730794.780979 nChanged 23 SP:Iteration 28Q (6210.016128 sec): 3 clusters Score: Raw -733660.812068 + Penalty 2858.170341 = -730802.641728 nChanged 26 SP:Iteration 29Q (6210.059982 sec): 3 clusters Score: Raw -733668.336341 + Penalty 2858.170341 = -730810.166000 nChanged 24 SP:Iteration 30Q (6210.102271 sec): 3 clusters Score: Raw -733675.133999 + Penalty 2858.170341 = -730816.963658 nChanged 20 SP:Iteration 31Q (6210.137971 sec): 3 clusters Score: Raw -733682.146182 + Penalty 2858.170341 = -730823.975841 nChanged 17 SP:Iteration 32Q (6210.201321 sec): 3 clusters Score: Raw -733688.367303 + Penalty 2858.170341 = -730830.196962 nChanged 18 SP:Iteration 33Q (6210.243219 sec): 3 clusters Score: Raw -733693.191397 + Penalty 2858.170341 = -730835.021056 nChanged 16 SP:Iteration 34Q (6210.289805 sec): 3 clusters Score: Raw -733697.182951 + Penalty 2858.170341 = -730839.012610 nChanged 9 SP:Iteration 35Q (6210.335660 sec): 3 clusters Score: Raw -733698.867188 + Penalty 2858.170341 = -730840.696847 nChanged 5 SP:Iteration 36Q (6210.382467 sec): 3 clusters Score: Raw -733699.824533 + Penalty 2858.170341 = -730841.654193 nChanged 7 SP:Iteration 37Q (6210.417659 sec): 3 clusters Score: Raw -733701.141645 + Penalty 2858.170341 = -730842.971305 nChanged 7 SP:Iteration 38Q (6210.474659 sec): 3 clusters Score: Raw -733703.006912 + Penalty 2858.170341 = -730844.836571 nChanged 12 SP:Iteration 39Q (6210.505438 sec): 3 clusters Score: Raw -733706.581344 + Penalty 2858.170341 = -730848.411003 nChanged 11 SP:Iteration 40F (6210.554292 sec): 3 clusters Score: Raw -733710.062344 + Penalty 2858.170341 = -730851.892003 nChanged 12 SP:Iteration 41Q (6210.588547 sec): 3 clusters Score: Raw -733712.654603 + Penalty 2858.170341 = -730854.484262 nChanged 10 SP:Iteration 42Q (6210.645144 sec): 3 clusters Score: Raw -733715.402409 + Penalty 2858.170341 = -730857.232069 nChanged 9 SP:Iteration 43Q (6210.703597 sec): 3 clusters Score: Raw -733717.322822 + Penalty 2858.170341 = -730859.152481 nChanged 9 SP:Iteration 44Q (6210.756221 sec): 3 clusters Score: Raw -733720.172904 + Penalty 2858.170341 = -730862.002563 nChanged 14 SP:Iteration 45Q (6210.806811 sec): 3 clusters Score: Raw -733723.225562 + Penalty 2858.170341 = -730865.055221 nChanged 10 SP:Iteration 46Q (6210.876803 sec): 3 clusters Score: Raw -733725.471291 + Penalty 2858.170341 = -730867.300950 nChanged 4 SP:Iteration 47Q (6210.925203 sec): 3 clusters Score: Raw -733726.450679 + Penalty 2858.170341 = -730868.280338 nChanged 7 SP:Iteration 48Q (6210.979155 sec): 3 clusters Score: Raw -733728.283472 + Penalty 2858.170341 = -730870.113132 nChanged 8 SP:Iteration 49Q (6211.049359 sec): 3 clusters Score: Raw -733730.252848 + Penalty 2858.170341 = -730872.082507 nChanged 8 SP:Iteration 50Q (6211.092402 sec): 3 clusters Score: Raw -733732.520378 + Penalty 2858.170341 = -730874.350037 nChanged 11 SP:Iteration 51Q (6211.149864 sec): 3 clusters Score: Raw -733735.746551 + Penalty 2858.170341 = -730877.576210 nChanged 14 SP:Iteration 52Q (6211.196238 sec): 3 clusters Score: Raw -733739.837128 + Penalty 2858.170341 = -730881.666788 nChanged 13 SP:Iteration 53Q (6211.254109 sec): 3 clusters Score: Raw -733744.267391 + Penalty 2858.170341 = -730886.097050 nChanged 12 SP:Iteration 54Q (6211.313306 sec): 3 clusters Score: Raw -733749.178920 + Penalty 2858.170341 = -730891.008579 nChanged 17 SP:Iteration 55Q (6211.372747 sec): 3 clusters Score: Raw -733753.432403 + Penalty 2858.170341 = -730895.262062 nChanged 11 SP:Iteration 56Q (6211.424069 sec): 3 clusters Score: Raw -733756.724401 + Penalty 2858.170341 = -730898.554060 nChanged 11 SP:Iteration 57Q (6211.482671 sec): 3 clusters Score: Raw -733759.489243 + Penalty 2858.170341 = -730901.318902 nChanged 6 SP:Iteration 58Q (6211.541321 sec): 3 clusters Score: Raw -733760.897468 + Penalty 2858.170341 = -730902.727127 nChanged 4 SP:Iteration 59Q (6211.599928 sec): 3 clusters Score: Raw -733762.013024 + Penalty 2858.170341 = -730903.842683 nChanged 4 SP:Iteration 60F (6211.653177 sec): 3 clusters Score: Raw -733762.985169 + Penalty 2858.170341 = -730904.814828 nChanged 3 SP:Iteration 61Q (6211.702739 sec): 3 clusters Score: Raw -733763.787561 + Penalty 2858.170341 = -730905.617220 nChanged 6 SP:Iteration 62Q (6211.761964 sec): 3 clusters Score: Raw -733764.578986 + Penalty 2858.170341 = -730906.408646 nChanged 0 SP:Iteration 63F (6211.833044 sec): 3 clusters Score: Raw -733764.578986 + Penalty 2858.170341 = -730906.408646 nChanged 0 Trying to split cluster 31 (223121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6212.157167 sec): 2 clusters Score: Raw -26410235.381357 + Penalty 2001.263794 = -26408234.117563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6212.593342 sec): 3 clusters Score: Raw -26261778.905232 + Penalty 4002.527589 = -26257776.377643 nChanged 108293 SP:Iteration 1F (6213.026271 sec): 3 clusters Score: Raw -26326862.424978 + Penalty 4002.527589 = -26322859.897389 nChanged 7893 SP:Iteration 2Q (6213.480338 sec): 3 clusters Score: Raw -26329023.617562 + Penalty 4002.527589 = -26325021.089973 nChanged 8564 SP:Iteration 3Q (6213.940696 sec): 3 clusters Score: Raw -26331937.473882 + Penalty 4002.527589 = -26327934.946293 nChanged 9953 SP:Iteration 4Q (6214.365959 sec): 3 clusters Score: Raw -26336184.153626 + Penalty 4002.527589 = -26332181.626037 nChanged 11760 SP:Iteration 5F (6214.767981 sec): 3 clusters Score: Raw -26342404.339969 + Penalty 4002.527589 = -26338401.812380 nChanged 13467 SP:Iteration 6F (6215.183082 sec): 3 clusters Score: Raw -26350831.664160 + Penalty 4002.527589 = -26346829.136572 nChanged 14353 SP:Iteration 7F (6215.611828 sec): 3 clusters Score: Raw -26360656.799933 + Penalty 4002.527589 = -26356654.272344 nChanged 13613 SP:Iteration 8F (6216.026960 sec): 3 clusters Score: Raw -26369149.499708 + Penalty 4002.527589 = -26365146.972120 nChanged 10626 SP:Iteration 9Q (6216.444348 sec): 3 clusters Score: Raw -26373775.437777 + Penalty 4002.527589 = -26369772.910188 nChanged 6875 SP:Iteration 10Q (6216.868337 sec): 3 clusters Score: Raw -26375578.022928 + Penalty 4002.527589 = -26371575.495339 nChanged 3908 SP:Iteration 11Q (6217.279557 sec): 3 clusters Score: Raw -26376318.168487 + Penalty 4002.527589 = -26372315.640898 nChanged 2617 SP:Iteration 12Q (6217.686762 sec): 3 clusters Score: Raw -26376775.651480 + Penalty 4002.527589 = -26372773.123891 nChanged 2299 SP:Iteration 13Q (6218.095819 sec): 3 clusters Score: Raw -26377211.671079 + Penalty 4002.527589 = -26373209.143490 nChanged 2378 SP:Iteration 14Q (6218.503689 sec): 3 clusters Score: Raw -26377665.111106 + Penalty 4002.527589 = -26373662.583517 nChanged 2472 SP:Iteration 15Q (6218.908554 sec): 3 clusters Score: Raw -26378154.487873 + Penalty 4002.527589 = -26374151.960284 nChanged 2646 SP:Iteration 16Q (6219.312977 sec): 3 clusters Score: Raw -26378710.441995 + Penalty 4002.527589 = -26374707.914406 nChanged 2904 SP:Iteration 17Q (6219.737068 sec): 3 clusters Score: Raw -26379353.929288 + Penalty 4002.527589 = -26375351.401699 nChanged 3091 SP:Iteration 18Q (6220.152294 sec): 3 clusters Score: Raw -26380071.602189 + Penalty 4002.527589 = -26376069.074601 nChanged 3238 SP:Iteration 19Q (6220.562427 sec): 3 clusters Score: Raw -26380865.807030 + Penalty 4002.527589 = -26376863.279441 nChanged 3399 SP:Iteration 20F (6220.959605 sec): 3 clusters Score: Raw -26381735.124448 + Penalty 4002.527589 = -26377732.596859 nChanged 3606 SP:Iteration 21Q (6221.356700 sec): 3 clusters Score: Raw -26382713.226838 + Penalty 4002.527589 = -26378710.699249 nChanged 3750 SP:Iteration 22Q (6221.740423 sec): 3 clusters Score: Raw -26383776.086530 + Penalty 4002.527589 = -26379773.558941 nChanged 3915 SP:Iteration 23Q (6222.133145 sec): 3 clusters Score: Raw -26384931.299171 + Penalty 4002.527589 = -26380928.771582 nChanged 3904 SP:Iteration 24Q (6222.523156 sec): 3 clusters Score: Raw -26386096.386978 + Penalty 4002.527589 = -26382093.859389 nChanged 3957 SP:Iteration 25Q (6222.907089 sec): 3 clusters Score: Raw -26387348.765101 + Penalty 4002.527589 = -26383346.237513 nChanged 4218 SP:Iteration 26Q (6223.316874 sec): 3 clusters Score: Raw -26388804.626939 + Penalty 4002.527589 = -26384802.099351 nChanged 4349 SP:Iteration 27Q (6223.707689 sec): 3 clusters Score: Raw -26390385.462296 + Penalty 4002.527589 = -26386382.934707 nChanged 4354 SP:Iteration 28Q (6224.132735 sec): 3 clusters Score: Raw -26392055.757124 + Penalty 4002.527589 = -26388053.229535 nChanged 4290 SP:Iteration 29Q (6224.498684 sec): 3 clusters Score: Raw -26393793.323940 + Penalty 4002.527589 = -26389790.796351 nChanged 4260 SP:Iteration 30Q (6224.870856 sec): 3 clusters Score: Raw -26395620.177264 + Penalty 4002.527589 = -26391617.649675 nChanged 4182 SP:Iteration 31Q (6225.228497 sec): 3 clusters Score: Raw -26397487.110986 + Penalty 4002.527589 = -26393484.583397 nChanged 3946 SP:Iteration 32Q (6225.597017 sec): 3 clusters Score: Raw -26399300.755210 + Penalty 4002.527589 = -26395298.227621 nChanged 3704 SP:Iteration 33Q (6225.959185 sec): 3 clusters Score: Raw -26401050.666775 + Penalty 4002.527589 = -26397048.139186 nChanged 3364 SP:Iteration 34Q (6226.328836 sec): 3 clusters Score: Raw -26402725.792653 + Penalty 4002.527589 = -26398723.265064 nChanged 3001 SP:Iteration 35Q (6226.739113 sec): 3 clusters Score: Raw -26404244.038095 + Penalty 4002.527589 = -26400241.510506 nChanged 2625 SP:Iteration 36Q (6227.109266 sec): 3 clusters Score: Raw -26405540.696890 + Penalty 4002.527589 = -26401538.169301 nChanged 2175 SP:Iteration 37Q (6227.428220 sec): 3 clusters Score: Raw -26406605.781140 + Penalty 4002.527589 = -26402603.253552 nChanged 1842 SP:Iteration 38Q (6227.755786 sec): 3 clusters Score: Raw -26407490.221104 + Penalty 4002.527589 = -26403487.693515 nChanged 1470 SP:Iteration 39Q (6228.122784 sec): 3 clusters Score: Raw -26408158.966815 + Penalty 4002.527589 = -26404156.439226 nChanged 1151 SP:Iteration 40F (6228.546881 sec): 3 clusters Score: Raw -26408731.457144 + Penalty 4002.527589 = -26404728.929555 nChanged 1076 SP:Iteration 41Q (6228.879418 sec): 3 clusters Score: Raw -26409206.371774 + Penalty 4002.527589 = -26405203.844186 nChanged 827 SP:Iteration 42Q (6229.218829 sec): 3 clusters Score: Raw -26409547.536683 + Penalty 4002.527589 = -26405545.009094 nChanged 637 SP:Iteration 43Q (6229.519142 sec): 3 clusters Score: Raw -26409799.531621 + Penalty 4002.527589 = -26405797.004032 nChanged 485 SP:Iteration 44Q (6229.822883 sec): 3 clusters Score: Raw -26409987.368472 + Penalty 4002.527589 = -26405984.840883 nChanged 357 SP:Iteration 45Q (6230.116030 sec): 3 clusters Score: Raw -26410112.878531 + Penalty 4002.527589 = -26406110.350943 nChanged 292 SP:Iteration 46Q (6230.402190 sec): 3 clusters Score: Raw -26410215.668928 + Penalty 4002.527589 = -26406213.141339 nChanged 257 SP:Iteration 47Q (6230.695998 sec): 3 clusters Score: Raw -26410302.004051 + Penalty 4002.527589 = -26406299.476462 nChanged 200 SP:Iteration 48Q (6230.999062 sec): 3 clusters Score: Raw -26410371.311244 + Penalty 4002.527589 = -26406368.783656 nChanged 168 SP:Iteration 49Q (6231.339770 sec): 3 clusters Score: Raw -26410433.541320 + Penalty 4002.527589 = -26406431.013731 nChanged 134 SP:Iteration 50Q (6231.685364 sec): 3 clusters Score: Raw -26410484.148789 + Penalty 4002.527589 = -26406481.621200 nChanged 102 SP:Iteration 51Q (6232.004559 sec): 3 clusters Score: Raw -26410515.718193 + Penalty 4002.527589 = -26406513.190604 nChanged 84 SP:Iteration 52Q (6232.315737 sec): 3 clusters Score: Raw -26410545.270505 + Penalty 4002.527589 = -26406542.742916 nChanged 87 SP:Iteration 53Q (6232.620086 sec): 3 clusters Score: Raw -26410574.393393 + Penalty 4002.527589 = -26406571.865804 nChanged 79 SP:Iteration 54Q (6232.917126 sec): 3 clusters Score: Raw -26410599.239574 + Penalty 4002.527589 = -26406596.711985 nChanged 62 SP:Iteration 55Q (6233.212766 sec): 3 clusters Score: Raw -26410621.094656 + Penalty 4002.527589 = -26406618.567067 nChanged 44 SP:Iteration 56Q (6233.503332 sec): 3 clusters Score: Raw -26410634.323729 + Penalty 4002.527589 = -26406631.796140 nChanged 39 SP:Iteration 57Q (6233.799438 sec): 3 clusters Score: Raw -26410647.134655 + Penalty 4002.527589 = -26406644.607066 nChanged 40 SP:Iteration 58Q (6234.090075 sec): 3 clusters Score: Raw -26410657.868741 + Penalty 4002.527589 = -26406655.341152 nChanged 40 SP:Iteration 59Q (6234.385413 sec): 3 clusters Score: Raw -26410667.078458 + Penalty 4002.527589 = -26406664.550869 nChanged 26 SP:Iteration 60F (6234.775118 sec): 3 clusters Score: Raw -26410674.616308 + Penalty 4002.527589 = -26406672.088719 nChanged 30 SP:Iteration 61Q (6235.076421 sec): 3 clusters Score: Raw -26410682.212416 + Penalty 4002.527589 = -26406679.684827 nChanged 18 SP:Iteration 62Q (6235.388275 sec): 3 clusters Score: Raw -26410686.220133 + Penalty 4002.527589 = -26406683.692544 nChanged 13 SP:Iteration 63Q (6235.683985 sec): 3 clusters Score: Raw -26410688.729543 + Penalty 4002.527589 = -26406686.201954 nChanged 6 SP:Iteration 64Q (6235.972112 sec): 3 clusters Score: Raw -26410690.277086 + Penalty 4002.527589 = -26406687.749497 nChanged 5 SP:Iteration 65Q (6236.264161 sec): 3 clusters Score: Raw -26410691.589490 + Penalty 4002.527589 = -26406689.061901 nChanged 10 SP:Iteration 66Q (6236.551208 sec): 3 clusters Score: Raw -26410693.984947 + Penalty 4002.527589 = -26406691.457359 nChanged 12 SP:Iteration 67Q (6236.840356 sec): 3 clusters Score: Raw -26410696.328559 + Penalty 4002.527589 = -26406693.800971 nChanged 6 SP:Iteration 68Q (6237.135066 sec): 3 clusters Score: Raw -26410697.336935 + Penalty 4002.527589 = -26406694.809346 nChanged 2 SP:Iteration 69Q (6237.427135 sec): 3 clusters Score: Raw -26410697.631558 + Penalty 4002.527589 = -26406695.103970 nChanged 1 SP:Iteration 70Q (6237.722185 sec): 3 clusters Score: Raw -26410697.749284 + Penalty 4002.527589 = -26406695.221695 nChanged 0 SP:Iteration 71F (6238.130471 sec): 3 clusters Score: Raw -26410697.749284 + Penalty 4002.527589 = -26406695.221695 nChanged 0 Iteration 339Q (6244.691524 sec): 32 clusters Score: Raw -86563356.244052 + Penalty 68161.391939 = -86495194.852113 nChanged 45 Iteration 340F (6260.494179 sec): 32 clusters Score: Raw -86563359.763498 + Penalty 68161.391939 = -86495198.371559 nChanged 52 Iteration 341Q (6266.711365 sec): 32 clusters Score: Raw -86563362.969365 + Penalty 68161.391939 = -86495201.577426 nChanged 46 Iteration 342Q (6273.613649 sec): 32 clusters Score: Raw -86563366.219617 + Penalty 68161.391939 = -86495204.827678 nChanged 39 Iteration 343Q (6280.029260 sec): 32 clusters Score: Raw -86563368.597123 + Penalty 68161.391939 = -86495207.205184 nChanged 35 Iteration 344Q (6287.182343 sec): 32 clusters Score: Raw -86563370.233354 + Penalty 68161.391939 = -86495208.841415 nChanged 31 Iteration 345Q (6293.645330 sec): 32 clusters Score: Raw -86563371.553504 + Penalty 68161.391939 = -86495210.161565 nChanged 21 Iteration 346Q (6300.564332 sec): 32 clusters Score: Raw -86563372.427644 + Penalty 68161.391939 = -86495211.035705 nChanged 12 Iteration 347Q (6307.231908 sec): 32 clusters Score: Raw -86563373.412922 + Penalty 68161.391939 = -86495212.020983 nChanged 8 Iteration 348Q (6314.469723 sec): 32 clusters Score: Raw -86563373.756103 + Penalty 68161.391939 = -86495212.364164 nChanged 5 Iteration 349Q (6320.871112 sec): 32 clusters Score: Raw -86563374.071606 + Penalty 68161.391939 = -86495212.679667 nChanged 4 Iteration 350Q (6327.840342 sec): 32 clusters Score: Raw -86563374.306454 + Penalty 68161.391939 = -86495212.914515 nChanged 3 Iteration 351Q (6334.505843 sec): 32 clusters Score: Raw -86563374.516716 + Penalty 68161.391939 = -86495213.124777 nChanged 1 Iteration 352Q (6341.552109 sec): 32 clusters Score: Raw -86563374.542901 + Penalty 68161.391939 = -86495213.150962 nChanged 2 Iteration 353Q (6347.948409 sec): 32 clusters Score: Raw -86563374.848937 + Penalty 68161.391939 = -86495213.456998 nChanged 3 Iteration 354Q (6354.993230 sec): 32 clusters Score: Raw -86563375.513232 + Penalty 68161.391939 = -86495214.121294 nChanged 4 Iteration 355Q (6361.686272 sec): 32 clusters Score: Raw -86563375.701476 + Penalty 68161.391939 = -86495214.309537 nChanged 2 Iteration 356Q (6368.939809 sec): 32 clusters Score: Raw -86563375.761948 + Penalty 68161.391939 = -86495214.370009 nChanged 0 Iteration 357F (6384.311835 sec): 32 clusters Score: Raw -86563375.761948 + Penalty 68161.391939 = -86495214.370009 nChanged 0 Compute initial score before splitting: Score: Raw -86563375.761948 + Penalty 68161.391939 = -86495214.370009 Trying to split cluster 1 (10956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6384.472864 sec): 2 clusters Score: Raw -1301986.226949 + Penalty 1511.516911 = -1300474.710037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6384.539549 sec): 3 clusters Score: Raw -1295760.819751 + Penalty 3023.033822 = -1292737.785928 nChanged 4711 SP:Iteration 1F (6384.600266 sec): 3 clusters Score: Raw -1298232.755167 + Penalty 3023.033822 = -1295209.721345 nChanged 668 SP:Iteration 2F (6384.660339 sec): 3 clusters Score: Raw -1298513.292569 + Penalty 3023.033822 = -1295490.258746 nChanged 564 SP:Iteration 3F (6384.718701 sec): 3 clusters Score: Raw -1298742.180474 + Penalty 3023.033822 = -1295719.146651 nChanged 500 SP:Iteration 4Q (6384.776428 sec): 3 clusters Score: Raw -1298958.737012 + Penalty 3023.033822 = -1295935.703189 nChanged 547 SP:Iteration 5Q (6384.837574 sec): 3 clusters Score: Raw -1299237.492679 + Penalty 3023.033822 = -1296214.458857 nChanged 603 SP:Iteration 6F (6384.896142 sec): 3 clusters Score: Raw -1299566.861774 + Penalty 3023.033822 = -1296543.827952 nChanged 604 SP:Iteration 7F (6384.963362 sec): 3 clusters Score: Raw -1299943.967335 + Penalty 3023.033822 = -1296920.933512 nChanged 612 SP:Iteration 8F (6385.030384 sec): 3 clusters Score: Raw -1300350.565864 + Penalty 3023.033822 = -1297327.532042 nChanged 594 SP:Iteration 9F (6385.098031 sec): 3 clusters Score: Raw -1300787.344964 + Penalty 3023.033822 = -1297764.311142 nChanged 523 SP:Iteration 10Q (6385.176623 sec): 3 clusters Score: Raw -1301229.003417 + Penalty 3023.033822 = -1298205.969595 nChanged 460 SP:Iteration 11Q (6385.233471 sec): 3 clusters Score: Raw -1301658.648155 + Penalty 3023.033822 = -1298635.614332 nChanged 348 SP:Iteration 12Q (6385.300935 sec): 3 clusters Score: Raw -1301980.038893 + Penalty 3023.033822 = -1298957.005071 nChanged 207 SP:Iteration 13Q (6385.369766 sec): 3 clusters Score: Raw -1302157.286664 + Penalty 3023.033822 = -1299134.252841 nChanged 136 SP:Iteration 14Q (6385.437588 sec): 3 clusters Score: Raw -1302286.232510 + Penalty 3023.033822 = -1299263.198688 nChanged 88 SP:Iteration 15Q (6385.505230 sec): 3 clusters Score: Raw -1302350.994949 + Penalty 3023.033822 = -1299327.961126 nChanged 48 SP:Iteration 16Q (6385.560470 sec): 3 clusters Score: Raw -1302382.783792 + Penalty 3023.033822 = -1299359.749969 nChanged 36 SP:Iteration 17Q (6385.626645 sec): 3 clusters Score: Raw -1302401.393813 + Penalty 3023.033822 = -1299378.359991 nChanged 26 SP:Iteration 18Q (6385.688251 sec): 3 clusters Score: Raw -1302417.445714 + Penalty 3023.033822 = -1299394.411892 nChanged 18 SP:Iteration 19Q (6385.756880 sec): 3 clusters Score: Raw -1302423.811774 + Penalty 3023.033822 = -1299400.777952 nChanged 9 SP:Iteration 20F (6385.813950 sec): 3 clusters Score: Raw -1302428.265525 + Penalty 3023.033822 = -1299405.231702 nChanged 9 SP:Iteration 21Q (6385.872625 sec): 3 clusters Score: Raw -1302435.468725 + Penalty 3023.033822 = -1299412.434902 nChanged 10 SP:Iteration 22Q (6385.935910 sec): 3 clusters Score: Raw -1302440.929354 + Penalty 3023.033822 = -1299417.895532 nChanged 12 SP:Iteration 23Q (6385.980143 sec): 3 clusters Score: Raw -1302445.820585 + Penalty 3023.033822 = -1299422.786763 nChanged 9 SP:Iteration 24Q (6386.032635 sec): 3 clusters Score: Raw -1302451.150592 + Penalty 3023.033822 = -1299428.116770 nChanged 9 SP:Iteration 25Q (6386.077449 sec): 3 clusters Score: Raw -1302456.867757 + Penalty 3023.033822 = -1299433.833935 nChanged 3 SP:Iteration 26Q (6386.137894 sec): 3 clusters Score: Raw -1302458.496304 + Penalty 3023.033822 = -1299435.462482 nChanged 5 SP:Iteration 27Q (6386.178496 sec): 3 clusters Score: Raw -1302462.635223 + Penalty 3023.033822 = -1299439.601400 nChanged 4 SP:Iteration 28Q (6386.242282 sec): 3 clusters Score: Raw -1302464.681544 + Penalty 3023.033822 = -1299441.647722 nChanged 1 SP:Iteration 29Q (6386.279686 sec): 3 clusters Score: Raw -1302465.538221 + Penalty 3023.033822 = -1299442.504398 nChanged 3 SP:Iteration 30Q (6386.319193 sec): 3 clusters Score: Raw -1302466.887409 + Penalty 3023.033822 = -1299443.853586 nChanged 2 SP:Iteration 31Q (6386.380690 sec): 3 clusters Score: Raw -1302467.765209 + Penalty 3023.033822 = -1299444.731386 nChanged 2 SP:Iteration 32Q (6386.428697 sec): 3 clusters Score: Raw -1302468.880284 + Penalty 3023.033822 = -1299445.846461 nChanged 2 SP:Iteration 33Q (6386.489604 sec): 3 clusters Score: Raw -1302470.192135 + Penalty 3023.033822 = -1299447.158312 nChanged 2 SP:Iteration 34Q (6386.532649 sec): 3 clusters Score: Raw -1302471.823099 + Penalty 3023.033822 = -1299448.789276 nChanged 2 SP:Iteration 35Q (6386.581759 sec): 3 clusters Score: Raw -1302472.937836 + Penalty 3023.033822 = -1299449.904014 nChanged 2 SP:Iteration 36Q (6386.628337 sec): 3 clusters Score: Raw -1302474.332835 + Penalty 3023.033822 = -1299451.299013 nChanged 1 SP:Iteration 37Q (6386.675757 sec): 3 clusters Score: Raw -1302474.655002 + Penalty 3023.033822 = -1299451.621180 nChanged 1 SP:Iteration 38Q (6386.729934 sec): 3 clusters Score: Raw -1302474.881294 + Penalty 3023.033822 = -1299451.847472 nChanged 0 SP:Iteration 39F (6386.769509 sec): 3 clusters Score: Raw -1302474.881294 + Penalty 3023.033822 = -1299451.847472 nChanged 0 Trying to split cluster 2 (10814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6386.807072 sec): 2 clusters Score: Raw -1234564.145873 + Penalty 1509.396991 = -1233054.748882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6386.873713 sec): 3 clusters Score: Raw -1228423.807968 + Penalty 3018.793983 = -1225405.013986 nChanged 4651 SP:Iteration 1F (6386.939525 sec): 3 clusters Score: Raw -1231177.248932 + Penalty 3018.793983 = -1228158.454949 nChanged 805 SP:Iteration 2F (6387.006107 sec): 3 clusters Score: Raw -1231685.456265 + Penalty 3018.793983 = -1228666.662282 nChanged 802 SP:Iteration 3F (6387.072443 sec): 3 clusters Score: Raw -1232218.416549 + Penalty 3018.793983 = -1229199.622567 nChanged 764 SP:Iteration 4F (6387.139973 sec): 3 clusters Score: Raw -1232712.424847 + Penalty 3018.793983 = -1229693.630864 nChanged 673 SP:Iteration 5F (6387.207793 sec): 3 clusters Score: Raw -1233143.672517 + Penalty 3018.793983 = -1230124.878535 nChanged 517 SP:Iteration 6Q (6387.275338 sec): 3 clusters Score: Raw -1233467.296693 + Penalty 3018.793983 = -1230448.502710 nChanged 429 SP:Iteration 7Q (6387.329406 sec): 3 clusters Score: Raw -1233711.046292 + Penalty 3018.793983 = -1230692.252310 nChanged 339 SP:Iteration 8Q (6387.381707 sec): 3 clusters Score: Raw -1233923.901588 + Penalty 3018.793983 = -1230905.107605 nChanged 286 SP:Iteration 9Q (6387.440989 sec): 3 clusters Score: Raw -1234110.534996 + Penalty 3018.793983 = -1231091.741013 nChanged 232 SP:Iteration 10Q (6387.507324 sec): 3 clusters Score: Raw -1234258.913183 + Penalty 3018.793983 = -1231240.119200 nChanged 199 SP:Iteration 11Q (6387.564208 sec): 3 clusters Score: Raw -1234375.674544 + Penalty 3018.793983 = -1231356.880561 nChanged 147 SP:Iteration 12Q (6387.629702 sec): 3 clusters Score: Raw -1234474.452995 + Penalty 3018.793983 = -1231455.659012 nChanged 117 SP:Iteration 13Q (6387.697041 sec): 3 clusters Score: Raw -1234540.481716 + Penalty 3018.793983 = -1231521.687733 nChanged 100 SP:Iteration 14Q (6387.762217 sec): 3 clusters Score: Raw -1234589.245014 + Penalty 3018.793983 = -1231570.451031 nChanged 78 SP:Iteration 15Q (6387.823489 sec): 3 clusters Score: Raw -1234625.457682 + Penalty 3018.793983 = -1231606.663699 nChanged 73 SP:Iteration 16Q (6387.878426 sec): 3 clusters Score: Raw -1234662.612341 + Penalty 3018.793983 = -1231643.818358 nChanged 62 SP:Iteration 17Q (6387.935348 sec): 3 clusters Score: Raw -1234688.792153 + Penalty 3018.793983 = -1231669.998170 nChanged 50 SP:Iteration 18Q (6387.997934 sec): 3 clusters Score: Raw -1234707.065130 + Penalty 3018.793983 = -1231688.271148 nChanged 38 SP:Iteration 19Q (6388.045856 sec): 3 clusters Score: Raw -1234721.253034 + Penalty 3018.793983 = -1231702.459052 nChanged 30 SP:Iteration 20F (6388.112565 sec): 3 clusters Score: Raw -1234732.052529 + Penalty 3018.793983 = -1231713.258547 nChanged 23 SP:Iteration 21Q (6388.153017 sec): 3 clusters Score: Raw -1234740.173808 + Penalty 3018.793983 = -1231721.379825 nChanged 18 SP:Iteration 22Q (6388.216305 sec): 3 clusters Score: Raw -1234744.489308 + Penalty 3018.793983 = -1231725.695325 nChanged 14 SP:Iteration 23Q (6388.267601 sec): 3 clusters Score: Raw -1234747.978944 + Penalty 3018.793983 = -1231729.184962 nChanged 15 SP:Iteration 24Q (6388.341279 sec): 3 clusters Score: Raw -1234751.714428 + Penalty 3018.793983 = -1231732.920445 nChanged 12 SP:Iteration 25Q (6388.395114 sec): 3 clusters Score: Raw -1234755.366191 + Penalty 3018.793983 = -1231736.572209 nChanged 10 SP:Iteration 26Q (6388.464071 sec): 3 clusters Score: Raw -1234758.903965 + Penalty 3018.793983 = -1231740.109982 nChanged 13 SP:Iteration 27Q (6388.526366 sec): 3 clusters Score: Raw -1234765.914905 + Penalty 3018.793983 = -1231747.120922 nChanged 14 SP:Iteration 28Q (6388.580850 sec): 3 clusters Score: Raw -1234774.350467 + Penalty 3018.793983 = -1231755.556484 nChanged 22 SP:Iteration 29Q (6388.631985 sec): 3 clusters Score: Raw -1234783.559456 + Penalty 3018.793983 = -1231764.765473 nChanged 15 SP:Iteration 30Q (6388.688926 sec): 3 clusters Score: Raw -1234788.397549 + Penalty 3018.793983 = -1231769.603566 nChanged 18 SP:Iteration 31Q (6388.750500 sec): 3 clusters Score: Raw -1234793.859208 + Penalty 3018.793983 = -1231775.065225 nChanged 8 SP:Iteration 32Q (6388.809423 sec): 3 clusters Score: Raw -1234797.065832 + Penalty 3018.793983 = -1231778.271850 nChanged 11 SP:Iteration 33Q (6388.865592 sec): 3 clusters Score: Raw -1234799.969156 + Penalty 3018.793983 = -1231781.175173 nChanged 8 SP:Iteration 34Q (6388.930677 sec): 3 clusters Score: Raw -1234802.749031 + Penalty 3018.793983 = -1231783.955048 nChanged 7 SP:Iteration 35Q (6388.995807 sec): 3 clusters Score: Raw -1234805.147060 + Penalty 3018.793983 = -1231786.353077 nChanged 6 SP:Iteration 36Q (6389.050935 sec): 3 clusters Score: Raw -1234807.281577 + Penalty 3018.793983 = -1231788.487594 nChanged 4 SP:Iteration 37Q (6389.108324 sec): 3 clusters Score: Raw -1234808.042807 + Penalty 3018.793983 = -1231789.248825 nChanged 3 SP:Iteration 38Q (6389.172895 sec): 3 clusters Score: Raw -1234808.958676 + Penalty 3018.793983 = -1231790.164693 nChanged 1 SP:Iteration 39Q (6389.222802 sec): 3 clusters Score: Raw -1234809.116446 + Penalty 3018.793983 = -1231790.322464 nChanged 1 SP:Iteration 40F (6389.270808 sec): 3 clusters Score: Raw -1234809.357866 + Penalty 3018.793983 = -1231790.563883 nChanged 2 SP:Iteration 41Q (6389.336868 sec): 3 clusters Score: Raw -1234809.889551 + Penalty 3018.793983 = -1231791.095569 nChanged 0 SP:Iteration 42F (6389.392415 sec): 3 clusters Score: Raw -1234809.889551 + Penalty 3018.793983 = -1231791.095569 nChanged 0 Trying to split cluster 3 (17453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6389.431301 sec): 2 clusters Score: Raw -2044056.076920 + Penalty 1587.180860 = -2042468.896060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6389.507099 sec): 3 clusters Score: Raw -2033688.032008 + Penalty 3174.361721 = -2030513.670287 nChanged 7816 SP:Iteration 1F (6389.561203 sec): 3 clusters Score: Raw -2037885.414870 + Penalty 3174.361721 = -2034711.053149 nChanged 940 SP:Iteration 2F (6389.627237 sec): 3 clusters Score: Raw -2038218.336270 + Penalty 3174.361721 = -2035043.974549 nChanged 861 SP:Iteration 3Q (6389.689833 sec): 3 clusters Score: Raw -2038541.996902 + Penalty 3174.361721 = -2035367.635182 nChanged 860 SP:Iteration 4Q (6389.762216 sec): 3 clusters Score: Raw -2038920.167222 + Penalty 3174.361721 = -2035745.805501 nChanged 886 SP:Iteration 5F (6389.822841 sec): 3 clusters Score: Raw -2039357.066546 + Penalty 3174.361721 = -2036182.704825 nChanged 938 SP:Iteration 6F (6389.876798 sec): 3 clusters Score: Raw -2039885.104000 + Penalty 3174.361721 = -2036710.742279 nChanged 1059 SP:Iteration 7F (6389.950830 sec): 3 clusters Score: Raw -2040502.176665 + Penalty 3174.361721 = -2037327.814944 nChanged 1056 SP:Iteration 8F (6390.009094 sec): 3 clusters Score: Raw -2041158.857330 + Penalty 3174.361721 = -2037984.495609 nChanged 1000 SP:Iteration 9F (6390.078228 sec): 3 clusters Score: Raw -2041807.005323 + Penalty 3174.361721 = -2038632.643603 nChanged 900 SP:Iteration 10F (6390.151853 sec): 3 clusters Score: Raw -2042354.343079 + Penalty 3174.361721 = -2039179.981358 nChanged 713 SP:Iteration 11Q (6390.215896 sec): 3 clusters Score: Raw -2042744.645919 + Penalty 3174.361721 = -2039570.284199 nChanged 590 SP:Iteration 12Q (6390.266225 sec): 3 clusters Score: Raw -2043063.496771 + Penalty 3174.361721 = -2039889.135051 nChanged 491 SP:Iteration 13Q (6390.342158 sec): 3 clusters Score: Raw -2043317.931326 + Penalty 3174.361721 = -2040143.569606 nChanged 409 SP:Iteration 14Q (6390.416005 sec): 3 clusters Score: Raw -2043515.838989 + Penalty 3174.361721 = -2040341.477268 nChanged 316 SP:Iteration 15Q (6390.475041 sec): 3 clusters Score: Raw -2043653.958683 + Penalty 3174.361721 = -2040479.596962 nChanged 240 SP:Iteration 16Q (6390.534552 sec): 3 clusters Score: Raw -2043766.684883 + Penalty 3174.361721 = -2040592.323162 nChanged 216 SP:Iteration 17Q (6390.587287 sec): 3 clusters Score: Raw -2043869.969934 + Penalty 3174.361721 = -2040695.608213 nChanged 207 SP:Iteration 18Q (6390.654377 sec): 3 clusters Score: Raw -2043976.571213 + Penalty 3174.361721 = -2040802.209492 nChanged 176 SP:Iteration 19Q (6390.712666 sec): 3 clusters Score: Raw -2044063.522490 + Penalty 3174.361721 = -2040889.160769 nChanged 126 SP:Iteration 20F (6390.771124 sec): 3 clusters Score: Raw -2044119.807416 + Penalty 3174.361721 = -2040945.445696 nChanged 102 SP:Iteration 21Q (6390.826109 sec): 3 clusters Score: Raw -2044168.804836 + Penalty 3174.361721 = -2040994.443116 nChanged 92 SP:Iteration 22Q (6390.892068 sec): 3 clusters Score: Raw -2044211.625929 + Penalty 3174.361721 = -2041037.264209 nChanged 63 SP:Iteration 23Q (6390.949595 sec): 3 clusters Score: Raw -2044238.590273 + Penalty 3174.361721 = -2041064.228552 nChanged 59 SP:Iteration 24Q (6391.012922 sec): 3 clusters Score: Raw -2044260.273322 + Penalty 3174.361721 = -2041085.911602 nChanged 47 SP:Iteration 25Q (6391.074162 sec): 3 clusters Score: Raw -2044276.574928 + Penalty 3174.361721 = -2041102.213207 nChanged 46 SP:Iteration 26Q (6391.129713 sec): 3 clusters Score: Raw -2044292.010027 + Penalty 3174.361721 = -2041117.648306 nChanged 35 SP:Iteration 27Q (6391.189666 sec): 3 clusters Score: Raw -2044303.778624 + Penalty 3174.361721 = -2041129.416903 nChanged 33 SP:Iteration 28Q (6391.262808 sec): 3 clusters Score: Raw -2044317.334426 + Penalty 3174.361721 = -2041142.972706 nChanged 26 SP:Iteration 29Q (6391.330766 sec): 3 clusters Score: Raw -2044324.836400 + Penalty 3174.361721 = -2041150.474680 nChanged 17 SP:Iteration 30Q (6391.392890 sec): 3 clusters Score: Raw -2044332.234648 + Penalty 3174.361721 = -2041157.872927 nChanged 12 SP:Iteration 31Q (6391.451250 sec): 3 clusters Score: Raw -2044335.861848 + Penalty 3174.361721 = -2041161.500127 nChanged 15 SP:Iteration 32Q (6391.518734 sec): 3 clusters Score: Raw -2044342.953357 + Penalty 3174.361721 = -2041168.591636 nChanged 17 SP:Iteration 33Q (6391.586987 sec): 3 clusters Score: Raw -2044351.016500 + Penalty 3174.361721 = -2041176.654779 nChanged 17 SP:Iteration 34Q (6391.653521 sec): 3 clusters Score: Raw -2044359.319802 + Penalty 3174.361721 = -2041184.958082 nChanged 18 SP:Iteration 35Q (6391.711209 sec): 3 clusters Score: Raw -2044367.203476 + Penalty 3174.361721 = -2041192.841756 nChanged 17 SP:Iteration 36Q (6391.780549 sec): 3 clusters Score: Raw -2044375.990127 + Penalty 3174.361721 = -2041201.628406 nChanged 18 SP:Iteration 37Q (6391.849541 sec): 3 clusters Score: Raw -2044384.127830 + Penalty 3174.361721 = -2041209.766109 nChanged 15 SP:Iteration 38Q (6391.916290 sec): 3 clusters Score: Raw -2044391.177577 + Penalty 3174.361721 = -2041216.815856 nChanged 15 SP:Iteration 39Q (6391.978980 sec): 3 clusters Score: Raw -2044396.825307 + Penalty 3174.361721 = -2041222.463587 nChanged 12 SP:Iteration 40F (6392.056990 sec): 3 clusters Score: Raw -2044402.054876 + Penalty 3174.361721 = -2041227.693156 nChanged 10 SP:Iteration 41Q (6392.116960 sec): 3 clusters Score: Raw -2044407.097549 + Penalty 3174.361721 = -2041232.735829 nChanged 10 SP:Iteration 42Q (6392.184824 sec): 3 clusters Score: Raw -2044414.660770 + Penalty 3174.361721 = -2041240.299050 nChanged 15 SP:Iteration 43Q (6392.251712 sec): 3 clusters Score: Raw -2044424.099216 + Penalty 3174.361721 = -2041249.737496 nChanged 18 SP:Iteration 44Q (6392.321811 sec): 3 clusters Score: Raw -2044436.501510 + Penalty 3174.361721 = -2041262.139789 nChanged 17 SP:Iteration 45Q (6392.393685 sec): 3 clusters Score: Raw -2044447.672765 + Penalty 3174.361721 = -2041273.311044 nChanged 16 SP:Iteration 46Q (6392.466108 sec): 3 clusters Score: Raw -2044457.819959 + Penalty 3174.361721 = -2041283.458238 nChanged 16 SP:Iteration 47Q (6392.532418 sec): 3 clusters Score: Raw -2044468.720877 + Penalty 3174.361721 = -2041294.359157 nChanged 13 SP:Iteration 48Q (6392.606022 sec): 3 clusters Score: Raw -2044479.618311 + Penalty 3174.361721 = -2041305.256591 nChanged 13 SP:Iteration 49Q (6392.676091 sec): 3 clusters Score: Raw -2044490.881071 + Penalty 3174.361721 = -2041316.519351 nChanged 15 SP:Iteration 50Q (6392.748104 sec): 3 clusters Score: Raw -2044500.200631 + Penalty 3174.361721 = -2041325.838911 nChanged 11 SP:Iteration 51Q (6392.817199 sec): 3 clusters Score: Raw -2044505.232872 + Penalty 3174.361721 = -2041330.871152 nChanged 7 SP:Iteration 52Q (6392.880928 sec): 3 clusters Score: Raw -2044507.792133 + Penalty 3174.361721 = -2041333.430412 nChanged 1 SP:Iteration 53Q (6392.937453 sec): 3 clusters Score: Raw -2044508.160105 + Penalty 3174.361721 = -2041333.798385 nChanged 2 SP:Iteration 54Q (6392.999740 sec): 3 clusters Score: Raw -2044508.811652 + Penalty 3174.361721 = -2041334.449932 nChanged 2 SP:Iteration 55Q (6393.070234 sec): 3 clusters Score: Raw -2044509.397615 + Penalty 3174.361721 = -2041335.035894 nChanged 2 SP:Iteration 56Q (6393.140790 sec): 3 clusters Score: Raw -2044510.204020 + Penalty 3174.361721 = -2041335.842300 nChanged 2 SP:Iteration 57Q (6393.209018 sec): 3 clusters Score: Raw -2044511.057134 + Penalty 3174.361721 = -2041336.695414 nChanged 2 SP:Iteration 58Q (6393.282368 sec): 3 clusters Score: Raw -2044512.930717 + Penalty 3174.361721 = -2041338.568997 nChanged 4 SP:Iteration 59Q (6393.356682 sec): 3 clusters Score: Raw -2044515.917701 + Penalty 3174.361721 = -2041341.555980 nChanged 8 SP:Iteration 60F (6393.423289 sec): 3 clusters Score: Raw -2044523.677814 + Penalty 3174.361721 = -2041349.316094 nChanged 8 SP:Iteration 61Q (6393.499761 sec): 3 clusters Score: Raw -2044529.334300 + Penalty 3174.361721 = -2041354.972580 nChanged 7 SP:Iteration 62Q (6393.575411 sec): 3 clusters Score: Raw -2044534.774095 + Penalty 3174.361721 = -2041360.412375 nChanged 5 SP:Iteration 63Q (6393.652050 sec): 3 clusters Score: Raw -2044538.310520 + Penalty 3174.361721 = -2041363.948799 nChanged 6 SP:Iteration 64Q (6393.719007 sec): 3 clusters Score: Raw -2044542.602097 + Penalty 3174.361721 = -2041368.240377 nChanged 9 SP:Iteration 65Q (6393.787386 sec): 3 clusters Score: Raw -2044547.013230 + Penalty 3174.361721 = -2041372.651509 nChanged 5 SP:Iteration 66Q (6393.849421 sec): 3 clusters Score: Raw -2044549.280377 + Penalty 3174.361721 = -2041374.918656 nChanged 1 SP:Iteration 67Q (6393.922467 sec): 3 clusters Score: Raw -2044549.776136 + Penalty 3174.361721 = -2041375.414415 nChanged 3 SP:Iteration 68Q (6393.990350 sec): 3 clusters Score: Raw -2044551.816223 + Penalty 3174.361721 = -2041377.454502 nChanged 3 SP:Iteration 69Q (6394.050003 sec): 3 clusters Score: Raw -2044552.695560 + Penalty 3174.361721 = -2041378.333839 nChanged 3 SP:Iteration 70Q (6394.122749 sec): 3 clusters Score: Raw -2044553.984779 + Penalty 3174.361721 = -2041379.623058 nChanged 3 SP:Iteration 71Q (6394.196124 sec): 3 clusters Score: Raw -2044555.381132 + Penalty 3174.361721 = -2041381.019411 nChanged 0 SP:Iteration 72F (6394.272633 sec): 3 clusters Score: Raw -2044555.381132 + Penalty 3174.361721 = -2041381.019411 nChanged 0 Trying to split cluster 4 (11188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6394.308607 sec): 2 clusters Score: Raw -1400656.972088 + Penalty 1514.922021 = -1399142.050067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6394.381014 sec): 3 clusters Score: Raw -1394207.969369 + Penalty 3029.844043 = -1391178.125326 nChanged 4896 SP:Iteration 1F (6394.441719 sec): 3 clusters Score: Raw -1396783.935226 + Penalty 3029.844043 = -1393754.091183 nChanged 657 SP:Iteration 2F (6394.502739 sec): 3 clusters Score: Raw -1397042.401198 + Penalty 3029.844043 = -1394012.557155 nChanged 554 SP:Iteration 3Q (6394.564149 sec): 3 clusters Score: Raw -1397266.834943 + Penalty 3029.844043 = -1394236.990901 nChanged 471 SP:Iteration 4Q (6394.628584 sec): 3 clusters Score: Raw -1397454.989568 + Penalty 3029.844043 = -1394425.145525 nChanged 492 SP:Iteration 5Q (6394.698258 sec): 3 clusters Score: Raw -1397672.615600 + Penalty 3029.844043 = -1394642.771558 nChanged 472 SP:Iteration 6Q (6394.761390 sec): 3 clusters Score: Raw -1397918.848848 + Penalty 3029.844043 = -1394889.004806 nChanged 483 SP:Iteration 7Q (6394.827377 sec): 3 clusters Score: Raw -1398219.776958 + Penalty 3029.844043 = -1395189.932916 nChanged 541 SP:Iteration 8Q (6394.876670 sec): 3 clusters Score: Raw -1398606.579858 + Penalty 3029.844043 = -1395576.735815 nChanged 546 SP:Iteration 9Q (6394.945506 sec): 3 clusters Score: Raw -1399029.459382 + Penalty 3029.844043 = -1395999.615339 nChanged 518 SP:Iteration 10Q (6395.013686 sec): 3 clusters Score: Raw -1399448.640031 + Penalty 3029.844043 = -1396418.795988 nChanged 402 SP:Iteration 11Q (6395.076765 sec): 3 clusters Score: Raw -1399747.643483 + Penalty 3029.844043 = -1396717.799440 nChanged 351 SP:Iteration 12Q (6395.141494 sec): 3 clusters Score: Raw -1400019.798854 + Penalty 3029.844043 = -1396989.954811 nChanged 299 SP:Iteration 13Q (6395.206936 sec): 3 clusters Score: Raw -1400246.808705 + Penalty 3029.844043 = -1397216.964662 nChanged 193 SP:Iteration 14Q (6395.272076 sec): 3 clusters Score: Raw -1400388.307187 + Penalty 3029.844043 = -1397358.463144 nChanged 151 SP:Iteration 15Q (6395.335582 sec): 3 clusters Score: Raw -1400506.012235 + Penalty 3029.844043 = -1397476.168192 nChanged 127 SP:Iteration 16Q (6395.399863 sec): 3 clusters Score: Raw -1400595.946910 + Penalty 3029.844043 = -1397566.102867 nChanged 82 SP:Iteration 17Q (6395.453490 sec): 3 clusters Score: Raw -1400656.833803 + Penalty 3029.844043 = -1397626.989761 nChanged 65 SP:Iteration 18Q (6395.516783 sec): 3 clusters Score: Raw -1400695.257271 + Penalty 3029.844043 = -1397665.413228 nChanged 48 SP:Iteration 19Q (6395.570148 sec): 3 clusters Score: Raw -1400725.417551 + Penalty 3029.844043 = -1397695.573508 nChanged 37 SP:Iteration 20F (6395.637681 sec): 3 clusters Score: Raw -1400746.036477 + Penalty 3029.844043 = -1397716.192434 nChanged 24 SP:Iteration 21Q (6395.696348 sec): 3 clusters Score: Raw -1400758.789170 + Penalty 3029.844043 = -1397728.945127 nChanged 13 SP:Iteration 22Q (6395.759350 sec): 3 clusters Score: Raw -1400765.031510 + Penalty 3029.844043 = -1397735.187467 nChanged 15 SP:Iteration 23Q (6395.822674 sec): 3 clusters Score: Raw -1400775.022109 + Penalty 3029.844043 = -1397745.178067 nChanged 18 SP:Iteration 24Q (6395.876032 sec): 3 clusters Score: Raw -1400786.789107 + Penalty 3029.844043 = -1397756.945064 nChanged 9 SP:Iteration 25Q (6395.939579 sec): 3 clusters Score: Raw -1400792.205488 + Penalty 3029.844043 = -1397762.361445 nChanged 5 SP:Iteration 26Q (6395.993438 sec): 3 clusters Score: Raw -1400794.213541 + Penalty 3029.844043 = -1397764.369499 nChanged 3 SP:Iteration 27Q (6396.052403 sec): 3 clusters Score: Raw -1400796.515353 + Penalty 3029.844043 = -1397766.671311 nChanged 6 SP:Iteration 28Q (6396.114548 sec): 3 clusters Score: Raw -1400800.209027 + Penalty 3029.844043 = -1397770.364984 nChanged 5 SP:Iteration 29Q (6396.177278 sec): 3 clusters Score: Raw -1400802.472379 + Penalty 3029.844043 = -1397772.628336 nChanged 4 SP:Iteration 30Q (6396.240519 sec): 3 clusters Score: Raw -1400804.485171 + Penalty 3029.844043 = -1397774.641128 nChanged 2 SP:Iteration 31Q (6396.303126 sec): 3 clusters Score: Raw -1400805.075891 + Penalty 3029.844043 = -1397775.231848 nChanged 2 SP:Iteration 32Q (6396.361793 sec): 3 clusters Score: Raw -1400806.157831 + Penalty 3029.844043 = -1397776.313788 nChanged 1 SP:Iteration 33Q (6396.423690 sec): 3 clusters Score: Raw -1400806.498617 + Penalty 3029.844043 = -1397776.654574 nChanged 2 SP:Iteration 34Q (6396.485663 sec): 3 clusters Score: Raw -1400806.828258 + Penalty 3029.844043 = -1397776.984215 nChanged 1 SP:Iteration 35Q (6396.558921 sec): 3 clusters Score: Raw -1400807.754912 + Penalty 3029.844043 = -1397777.910870 nChanged 4 SP:Iteration 36Q (6396.622555 sec): 3 clusters Score: Raw -1400811.118826 + Penalty 3029.844043 = -1397781.274784 nChanged 3 SP:Iteration 37Q (6396.685315 sec): 3 clusters Score: Raw -1400814.139582 + Penalty 3029.844043 = -1397784.295539 nChanged 6 SP:Iteration 38Q (6396.737340 sec): 3 clusters Score: Raw -1400821.734668 + Penalty 3029.844043 = -1397791.890625 nChanged 8 SP:Iteration 39Q (6396.808361 sec): 3 clusters Score: Raw -1400829.587589 + Penalty 3029.844043 = -1397799.743547 nChanged 6 SP:Iteration 40F (6396.864562 sec): 3 clusters Score: Raw -1400834.347232 + Penalty 3029.844043 = -1397804.503189 nChanged 4 SP:Iteration 41Q (6396.929260 sec): 3 clusters Score: Raw -1400837.361603 + Penalty 3029.844043 = -1397807.517561 nChanged 4 SP:Iteration 42Q (6396.983413 sec): 3 clusters Score: Raw -1400840.645219 + Penalty 3029.844043 = -1397810.801176 nChanged 6 SP:Iteration 43Q (6397.036630 sec): 3 clusters Score: Raw -1400845.043051 + Penalty 3029.844043 = -1397815.199008 nChanged 8 SP:Iteration 44Q (6397.100072 sec): 3 clusters Score: Raw -1400855.274127 + Penalty 3029.844043 = -1397825.430085 nChanged 6 SP:Iteration 45Q (6397.157943 sec): 3 clusters Score: Raw -1400861.472316 + Penalty 3029.844043 = -1397831.628273 nChanged 4 SP:Iteration 46Q (6397.221225 sec): 3 clusters Score: Raw -1400865.483376 + Penalty 3029.844043 = -1397835.639334 nChanged 2 SP:Iteration 47Q (6397.274112 sec): 3 clusters Score: Raw -1400866.583093 + Penalty 3029.844043 = -1397836.739050 nChanged 2 SP:Iteration 48Q (6397.334297 sec): 3 clusters Score: Raw -1400867.845831 + Penalty 3029.844043 = -1397838.001788 nChanged 0 SP:Iteration 49F (6397.401536 sec): 3 clusters Score: Raw -1400867.845831 + Penalty 3029.844043 = -1397838.001788 nChanged 0 Trying to split cluster 5 (7079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6397.436293 sec): 2 clusters Score: Raw -818059.360480 + Penalty 1440.544289 = -816618.816191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6397.494943 sec): 3 clusters Score: Raw -814249.081337 + Penalty 2881.088578 = -811367.992758 nChanged 2900 SP:Iteration 1F (6397.554801 sec): 3 clusters Score: Raw -816134.559913 + Penalty 2881.088578 = -813253.471334 nChanged 615 SP:Iteration 2F (6397.613852 sec): 3 clusters Score: Raw -816665.953226 + Penalty 2881.088578 = -813784.864647 nChanged 603 SP:Iteration 3F (6397.673842 sec): 3 clusters Score: Raw -817236.380943 + Penalty 2881.088578 = -814355.292365 nChanged 631 SP:Iteration 4F (6397.722791 sec): 3 clusters Score: Raw -817919.581832 + Penalty 2881.088578 = -815038.493254 nChanged 526 SP:Iteration 5F (6397.774987 sec): 3 clusters Score: Raw -818413.291142 + Penalty 2881.088578 = -815532.202564 nChanged 418 SP:Iteration 6F (6397.834947 sec): 3 clusters Score: Raw -818743.449605 + Penalty 2881.088578 = -815862.361027 nChanged 306 SP:Iteration 7Q (6397.894943 sec): 3 clusters Score: Raw -818984.832112 + Penalty 2881.088578 = -816103.743533 nChanged 217 SP:Iteration 8Q (6397.964922 sec): 3 clusters Score: Raw -819125.784844 + Penalty 2881.088578 = -816244.696266 nChanged 169 SP:Iteration 9Q (6398.005927 sec): 3 clusters Score: Raw -819225.650895 + Penalty 2881.088578 = -816344.562317 nChanged 132 SP:Iteration 10Q (6398.070675 sec): 3 clusters Score: Raw -819296.409936 + Penalty 2881.088578 = -816415.321358 nChanged 94 SP:Iteration 11Q (6398.112746 sec): 3 clusters Score: Raw -819341.574046 + Penalty 2881.088578 = -816460.485468 nChanged 79 SP:Iteration 12Q (6398.182409 sec): 3 clusters Score: Raw -819375.510401 + Penalty 2881.088578 = -816494.421822 nChanged 63 SP:Iteration 13Q (6398.230358 sec): 3 clusters Score: Raw -819398.821365 + Penalty 2881.088578 = -816517.732786 nChanged 43 SP:Iteration 14Q (6398.289964 sec): 3 clusters Score: Raw -819415.182279 + Penalty 2881.088578 = -816534.093701 nChanged 36 SP:Iteration 15Q (6398.349586 sec): 3 clusters Score: Raw -819428.695906 + Penalty 2881.088578 = -816547.607328 nChanged 38 SP:Iteration 16Q (6398.408828 sec): 3 clusters Score: Raw -819444.683998 + Penalty 2881.088578 = -816563.595420 nChanged 43 SP:Iteration 17Q (6398.468512 sec): 3 clusters Score: Raw -819473.679721 + Penalty 2881.088578 = -816592.591143 nChanged 65 SP:Iteration 18Q (6398.516620 sec): 3 clusters Score: Raw -819533.009181 + Penalty 2881.088578 = -816651.920602 nChanged 82 SP:Iteration 19Q (6398.575810 sec): 3 clusters Score: Raw -819618.204767 + Penalty 2881.088578 = -816737.116189 nChanged 98 SP:Iteration 20F (6398.635939 sec): 3 clusters Score: Raw -819736.063992 + Penalty 2881.088578 = -816854.975413 nChanged 125 SP:Iteration 21Q (6398.705286 sec): 3 clusters Score: Raw -819899.148681 + Penalty 2881.088578 = -817018.060103 nChanged 127 SP:Iteration 22Q (6398.747330 sec): 3 clusters Score: Raw -819995.188323 + Penalty 2881.088578 = -817114.099745 nChanged 98 SP:Iteration 23Q (6398.806636 sec): 3 clusters Score: Raw -820041.117433 + Penalty 2881.088578 = -817160.028854 nChanged 65 SP:Iteration 24Q (6398.865882 sec): 3 clusters Score: Raw -820060.063003 + Penalty 2881.088578 = -817178.974425 nChanged 38 SP:Iteration 25Q (6398.920362 sec): 3 clusters Score: Raw -820069.519070 + Penalty 2881.088578 = -817188.430492 nChanged 25 SP:Iteration 26Q (6398.989152 sec): 3 clusters Score: Raw -820073.599841 + Penalty 2881.088578 = -817192.511262 nChanged 10 SP:Iteration 27Q (6399.036707 sec): 3 clusters Score: Raw -820075.434703 + Penalty 2881.088578 = -817194.346125 nChanged 5 SP:Iteration 28Q (6399.091753 sec): 3 clusters Score: Raw -820076.246568 + Penalty 2881.088578 = -817195.157989 nChanged 4 SP:Iteration 29Q (6399.160731 sec): 3 clusters Score: Raw -820076.773192 + Penalty 2881.088578 = -817195.684614 nChanged 3 SP:Iteration 30Q (6399.208441 sec): 3 clusters Score: Raw -820077.143279 + Penalty 2881.088578 = -817196.054701 nChanged 2 SP:Iteration 31Q (6399.266351 sec): 3 clusters Score: Raw -820077.698177 + Penalty 2881.088578 = -817196.609598 nChanged 4 SP:Iteration 32Q (6399.325062 sec): 3 clusters Score: Raw -820078.296180 + Penalty 2881.088578 = -817197.207602 nChanged 6 SP:Iteration 33Q (6399.382921 sec): 3 clusters Score: Raw -820079.174475 + Penalty 2881.088578 = -817198.085897 nChanged 7 SP:Iteration 34Q (6399.437198 sec): 3 clusters Score: Raw -820080.537895 + Penalty 2881.088578 = -817199.449317 nChanged 5 SP:Iteration 35Q (6399.506272 sec): 3 clusters Score: Raw -820081.137554 + Penalty 2881.088578 = -817200.048976 nChanged 2 SP:Iteration 36Q (6399.554002 sec): 3 clusters Score: Raw -820081.284951 + Penalty 2881.088578 = -817200.196372 nChanged 1 SP:Iteration 37Q (6399.612879 sec): 3 clusters Score: Raw -820081.356634 + Penalty 2881.088578 = -817200.268056 nChanged 1 SP:Iteration 38Q (6399.659726 sec): 3 clusters Score: Raw -820081.440774 + Penalty 2881.088578 = -817200.352195 nChanged 1 SP:Iteration 39Q (6399.718278 sec): 3 clusters Score: Raw -820081.614215 + Penalty 2881.088578 = -817200.525637 nChanged 0 SP:Iteration 40F (6399.778169 sec): 3 clusters Score: Raw -820081.614215 + Penalty 2881.088578 = -817200.525637 nChanged 0 Score: Raw -86565398.015683 + Penalty 70360.146518 = -86495037.869165 Splitting cluster 5 changes total score from -86495214.370009 to -86495037.869165 So it's not getting split. Trying to split cluster 6 (12148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6415.820087 sec): 2 clusters Score: Raw -1404495.310807 + Penalty 1528.299472 = -1402967.011336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6415.874278 sec): 3 clusters Score: Raw -1397520.405009 + Penalty 3056.598944 = -1394463.806065 nChanged 5325 SP:Iteration 1F (6415.934134 sec): 3 clusters Score: Raw -1400719.913503 + Penalty 3056.598944 = -1397663.314560 nChanged 873 SP:Iteration 2F (6415.988943 sec): 3 clusters Score: Raw -1401362.384809 + Penalty 3056.598944 = -1398305.785866 nChanged 992 SP:Iteration 3F (6416.049076 sec): 3 clusters Score: Raw -1402217.132409 + Penalty 3056.598944 = -1399160.533466 nChanged 1021 SP:Iteration 4F (6416.100558 sec): 3 clusters Score: Raw -1403160.800720 + Penalty 3056.598944 = -1400104.201776 nChanged 931 SP:Iteration 5F (6416.146480 sec): 3 clusters Score: Raw -1403891.574623 + Penalty 3056.598944 = -1400834.975679 nChanged 703 SP:Iteration 6F (6416.203519 sec): 3 clusters Score: Raw -1404370.694247 + Penalty 3056.598944 = -1401314.095304 nChanged 482 SP:Iteration 7Q (6416.268163 sec): 3 clusters Score: Raw -1404663.134250 + Penalty 3056.598944 = -1401606.535306 nChanged 318 SP:Iteration 8Q (6416.319969 sec): 3 clusters Score: Raw -1404866.129462 + Penalty 3056.598944 = -1401809.530518 nChanged 237 SP:Iteration 9Q (6416.364380 sec): 3 clusters Score: Raw -1404998.515874 + Penalty 3056.598944 = -1401941.916931 nChanged 179 SP:Iteration 10Q (6416.428880 sec): 3 clusters Score: Raw -1405077.760445 + Penalty 3056.598944 = -1402021.161502 nChanged 126 SP:Iteration 11Q (6416.481891 sec): 3 clusters Score: Raw -1405119.687670 + Penalty 3056.598944 = -1402063.088727 nChanged 93 SP:Iteration 12Q (6416.548499 sec): 3 clusters Score: Raw -1405141.995206 + Penalty 3056.598944 = -1402085.396263 nChanged 54 SP:Iteration 13Q (6416.604818 sec): 3 clusters Score: Raw -1405150.651143 + Penalty 3056.598944 = -1402094.052200 nChanged 33 SP:Iteration 14Q (6416.662938 sec): 3 clusters Score: Raw -1405155.184138 + Penalty 3056.598944 = -1402098.585194 nChanged 21 SP:Iteration 15Q (6416.731635 sec): 3 clusters Score: Raw -1405159.536748 + Penalty 3056.598944 = -1402102.937805 nChanged 26 SP:Iteration 16Q (6416.791109 sec): 3 clusters Score: Raw -1405164.030558 + Penalty 3056.598944 = -1402107.431615 nChanged 21 SP:Iteration 17Q (6416.860042 sec): 3 clusters Score: Raw -1405166.364155 + Penalty 3056.598944 = -1402109.765211 nChanged 15 SP:Iteration 18Q (6416.928469 sec): 3 clusters Score: Raw -1405168.605062 + Penalty 3056.598944 = -1402112.006119 nChanged 18 SP:Iteration 19Q (6416.996256 sec): 3 clusters Score: Raw -1405171.131550 + Penalty 3056.598944 = -1402114.532607 nChanged 12 SP:Iteration 20F (6417.073677 sec): 3 clusters Score: Raw -1405172.792716 + Penalty 3056.598944 = -1402116.193773 nChanged 3 SP:Iteration 21Q (6417.125892 sec): 3 clusters Score: Raw -1405173.168965 + Penalty 3056.598944 = -1402116.570022 nChanged 2 SP:Iteration 22Q (6417.194177 sec): 3 clusters Score: Raw -1405173.454151 + Penalty 3056.598944 = -1402116.855207 nChanged 4 SP:Iteration 23Q (6417.259147 sec): 3 clusters Score: Raw -1405173.810705 + Penalty 3056.598944 = -1402117.211761 nChanged 4 SP:Iteration 24Q (6417.326544 sec): 3 clusters Score: Raw -1405174.154650 + Penalty 3056.598944 = -1402117.555707 nChanged 2 SP:Iteration 25Q (6417.392644 sec): 3 clusters Score: Raw -1405174.461965 + Penalty 3056.598944 = -1402117.863021 nChanged 7 SP:Iteration 26Q (6417.462137 sec): 3 clusters Score: Raw -1405174.941728 + Penalty 3056.598944 = -1402118.342784 nChanged 5 SP:Iteration 27Q (6417.530724 sec): 3 clusters Score: Raw -1405175.539005 + Penalty 3056.598944 = -1402118.940062 nChanged 4 SP:Iteration 28Q (6417.588194 sec): 3 clusters Score: Raw -1405176.039726 + Penalty 3056.598944 = -1402119.440782 nChanged 6 SP:Iteration 29Q (6417.657867 sec): 3 clusters Score: Raw -1405176.410431 + Penalty 3056.598944 = -1402119.811487 nChanged 4 SP:Iteration 30Q (6417.726454 sec): 3 clusters Score: Raw -1405176.851327 + Penalty 3056.598944 = -1402120.252383 nChanged 1 SP:Iteration 31Q (6417.795510 sec): 3 clusters Score: Raw -1405176.875550 + Penalty 3056.598944 = -1402120.276607 nChanged 0 SP:Iteration 32F (6417.864963 sec): 3 clusters Score: Raw -1405176.875550 + Penalty 3056.598944 = -1402120.276607 nChanged 0 Trying to split cluster 7 (3839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6417.892378 sec): 2 clusters Score: Raw -402514.577094 + Penalty 1341.107169 = -401173.469925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6417.947263 sec): 3 clusters Score: Raw -400621.803609 + Penalty 2682.214338 = -397939.589271 nChanged 1507 SP:Iteration 1F (6417.993654 sec): 3 clusters Score: Raw -401693.497793 + Penalty 2682.214338 = -399011.283454 nChanged 401 SP:Iteration 2F (6418.037388 sec): 3 clusters Score: Raw -402137.149274 + Penalty 2682.214338 = -399454.934936 nChanged 326 SP:Iteration 3F (6418.089925 sec): 3 clusters Score: Raw -402512.363616 + Penalty 2682.214338 = -399830.149278 nChanged 286 SP:Iteration 4F (6418.144178 sec): 3 clusters Score: Raw -402805.028414 + Penalty 2682.214338 = -400122.814076 nChanged 218 SP:Iteration 5F (6418.198098 sec): 3 clusters Score: Raw -402992.436033 + Penalty 2682.214338 = -400310.221695 nChanged 158 SP:Iteration 6Q (6418.246178 sec): 3 clusters Score: Raw -403119.647557 + Penalty 2682.214338 = -400437.433218 nChanged 113 SP:Iteration 7Q (6418.300049 sec): 3 clusters Score: Raw -403198.015570 + Penalty 2682.214338 = -400515.801232 nChanged 88 SP:Iteration 8Q (6418.343262 sec): 3 clusters Score: Raw -403248.741245 + Penalty 2682.214338 = -400566.526906 nChanged 66 SP:Iteration 9Q (6418.397406 sec): 3 clusters Score: Raw -403285.253765 + Penalty 2682.214338 = -400603.039427 nChanged 52 SP:Iteration 10Q (6418.437905 sec): 3 clusters Score: Raw -403309.510398 + Penalty 2682.214338 = -400627.296059 nChanged 44 SP:Iteration 11Q (6418.492619 sec): 3 clusters Score: Raw -403336.600637 + Penalty 2682.214338 = -400654.386298 nChanged 39 SP:Iteration 12Q (6418.532436 sec): 3 clusters Score: Raw -403359.339284 + Penalty 2682.214338 = -400677.124945 nChanged 25 SP:Iteration 13Q (6418.567265 sec): 3 clusters Score: Raw -403374.588912 + Penalty 2682.214338 = -400692.374574 nChanged 29 SP:Iteration 14Q (6418.617162 sec): 3 clusters Score: Raw -403392.195782 + Penalty 2682.214338 = -400709.981444 nChanged 26 SP:Iteration 15Q (6418.669389 sec): 3 clusters Score: Raw -403414.910780 + Penalty 2682.214338 = -400732.696442 nChanged 28 SP:Iteration 16Q (6418.723064 sec): 3 clusters Score: Raw -403434.305717 + Penalty 2682.214338 = -400752.091379 nChanged 27 SP:Iteration 17Q (6418.776703 sec): 3 clusters Score: Raw -403457.032487 + Penalty 2682.214338 = -400774.818148 nChanged 29 SP:Iteration 18Q (6418.830287 sec): 3 clusters Score: Raw -403475.434614 + Penalty 2682.214338 = -400793.220276 nChanged 26 SP:Iteration 19Q (6418.895121 sec): 3 clusters Score: Raw -403488.083535 + Penalty 2682.214338 = -400805.869197 nChanged 18 SP:Iteration 20F (6418.925981 sec): 3 clusters Score: Raw -403494.609688 + Penalty 2682.214338 = -400812.395350 nChanged 15 SP:Iteration 21Q (6418.980666 sec): 3 clusters Score: Raw -403503.344772 + Penalty 2682.214338 = -400821.130434 nChanged 21 SP:Iteration 22Q (6419.021635 sec): 3 clusters Score: Raw -403514.596870 + Penalty 2682.214338 = -400832.382532 nChanged 20 SP:Iteration 23Q (6419.073366 sec): 3 clusters Score: Raw -403523.385045 + Penalty 2682.214338 = -400841.170706 nChanged 12 SP:Iteration 24Q (6419.127471 sec): 3 clusters Score: Raw -403526.987135 + Penalty 2682.214338 = -400844.772797 nChanged 11 SP:Iteration 25Q (6419.170188 sec): 3 clusters Score: Raw -403530.296166 + Penalty 2682.214338 = -400848.081827 nChanged 5 SP:Iteration 26Q (6419.207133 sec): 3 clusters Score: Raw -403530.967603 + Penalty 2682.214338 = -400848.753265 nChanged 5 SP:Iteration 27Q (6419.254237 sec): 3 clusters Score: Raw -403531.859226 + Penalty 2682.214338 = -400849.644887 nChanged 2 SP:Iteration 28Q (6419.304466 sec): 3 clusters Score: Raw -403532.173005 + Penalty 2682.214338 = -400849.958666 nChanged 1 SP:Iteration 29Q (6419.356375 sec): 3 clusters Score: Raw -403532.306797 + Penalty 2682.214338 = -400850.092459 nChanged 1 SP:Iteration 30Q (6419.409695 sec): 3 clusters Score: Raw -403532.418896 + Penalty 2682.214338 = -400850.204557 nChanged 0 SP:Iteration 31F (6419.458871 sec): 3 clusters Score: Raw -403532.418896 + Penalty 2682.214338 = -400850.204557 nChanged 0 Trying to split cluster 8 (119273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6419.636792 sec): 2 clusters Score: Raw -14046618.311785 + Penalty 1899.490168 = -14044718.821617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6419.914735 sec): 3 clusters Score: Raw -13968679.093018 + Penalty 3798.980335 = -13964880.112683 nChanged 57363 SP:Iteration 1F (6420.142261 sec): 3 clusters Score: Raw -14002861.044676 + Penalty 3798.980335 = -13999062.064341 nChanged 4801 SP:Iteration 2Q (6420.404131 sec): 3 clusters Score: Raw -14004390.323091 + Penalty 3798.980335 = -14000591.342756 nChanged 5295 SP:Iteration 3Q (6420.666851 sec): 3 clusters Score: Raw -14006445.244154 + Penalty 3798.980335 = -14002646.263819 nChanged 6066 SP:Iteration 4F (6420.884041 sec): 3 clusters Score: Raw -14009302.580629 + Penalty 3798.980335 = -14005503.600293 nChanged 6736 SP:Iteration 5F (6421.123669 sec): 3 clusters Score: Raw -14012979.499110 + Penalty 3798.980335 = -14009180.518775 nChanged 7153 SP:Iteration 6F (6421.367834 sec): 3 clusters Score: Raw -14017257.054526 + Penalty 3798.980335 = -14013458.074191 nChanged 6926 SP:Iteration 7F (6421.595147 sec): 3 clusters Score: Raw -14021672.921649 + Penalty 3798.980335 = -14017873.941313 nChanged 6360 SP:Iteration 8F (6421.845183 sec): 3 clusters Score: Raw -14025632.344068 + Penalty 3798.980335 = -14021833.363732 nChanged 5332 SP:Iteration 9Q (6422.111209 sec): 3 clusters Score: Raw -14028661.517222 + Penalty 3798.980335 = -14024862.536887 nChanged 4080 SP:Iteration 10Q (6422.394244 sec): 3 clusters Score: Raw -14030572.095240 + Penalty 3798.980335 = -14026773.114905 nChanged 2976 SP:Iteration 11Q (6422.659140 sec): 3 clusters Score: Raw -14031774.007089 + Penalty 3798.980335 = -14027975.026754 nChanged 2338 SP:Iteration 12Q (6422.924674 sec): 3 clusters Score: Raw -14032610.225510 + Penalty 3798.980335 = -14028811.245175 nChanged 2069 SP:Iteration 13Q (6423.164697 sec): 3 clusters Score: Raw -14033331.928090 + Penalty 3798.980335 = -14029532.947755 nChanged 2071 SP:Iteration 14Q (6423.403723 sec): 3 clusters Score: Raw -14034055.064862 + Penalty 3798.980335 = -14030256.084527 nChanged 2081 SP:Iteration 15Q (6423.640012 sec): 3 clusters Score: Raw -14034809.708149 + Penalty 3798.980335 = -14031010.727813 nChanged 2117 SP:Iteration 16Q (6423.876298 sec): 3 clusters Score: Raw -14035621.379809 + Penalty 3798.980335 = -14031822.399473 nChanged 2080 SP:Iteration 17Q (6424.109333 sec): 3 clusters Score: Raw -14036434.401208 + Penalty 3798.980335 = -14032635.420873 nChanged 2020 SP:Iteration 18Q (6424.338312 sec): 3 clusters Score: Raw -14037250.286396 + Penalty 3798.980335 = -14033451.306060 nChanged 1995 SP:Iteration 19Q (6424.560201 sec): 3 clusters Score: Raw -14038062.946262 + Penalty 3798.980335 = -14034263.965927 nChanged 1934 SP:Iteration 20F (6424.790007 sec): 3 clusters Score: Raw -14038873.767094 + Penalty 3798.980335 = -14035074.786759 nChanged 1870 SP:Iteration 21Q (6425.006645 sec): 3 clusters Score: Raw -14039658.361194 + Penalty 3798.980335 = -14035859.380859 nChanged 1778 SP:Iteration 22Q (6425.222486 sec): 3 clusters Score: Raw -14040417.220297 + Penalty 3798.980335 = -14036618.239962 nChanged 1720 SP:Iteration 23Q (6425.438711 sec): 3 clusters Score: Raw -14041155.563446 + Penalty 3798.980335 = -14037356.583111 nChanged 1629 SP:Iteration 24Q (6425.668620 sec): 3 clusters Score: Raw -14041875.685572 + Penalty 3798.980335 = -14038076.705237 nChanged 1546 SP:Iteration 25Q (6425.897166 sec): 3 clusters Score: Raw -14042578.917815 + Penalty 3798.980335 = -14038779.937480 nChanged 1386 SP:Iteration 26Q (6426.122932 sec): 3 clusters Score: Raw -14043175.955481 + Penalty 3798.980335 = -14039376.975146 nChanged 1280 SP:Iteration 27Q (6426.346065 sec): 3 clusters Score: Raw -14043742.013531 + Penalty 3798.980335 = -14039943.033195 nChanged 1141 SP:Iteration 28Q (6426.568369 sec): 3 clusters Score: Raw -14044254.628976 + Penalty 3798.980335 = -14040455.648640 nChanged 1017 SP:Iteration 29Q (6426.792352 sec): 3 clusters Score: Raw -14044721.176328 + Penalty 3798.980335 = -14040922.195993 nChanged 887 SP:Iteration 30Q (6427.002178 sec): 3 clusters Score: Raw -14045106.940548 + Penalty 3798.980335 = -14041307.960213 nChanged 748 SP:Iteration 31Q (6427.203004 sec): 3 clusters Score: Raw -14045432.829372 + Penalty 3798.980335 = -14041633.849036 nChanged 645 SP:Iteration 32Q (6427.402796 sec): 3 clusters Score: Raw -14045723.598686 + Penalty 3798.980335 = -14041924.618351 nChanged 569 SP:Iteration 33Q (6427.589707 sec): 3 clusters Score: Raw -14045969.736293 + Penalty 3798.980335 = -14042170.755957 nChanged 453 SP:Iteration 34Q (6427.784113 sec): 3 clusters Score: Raw -14046159.322389 + Penalty 3798.980335 = -14042360.342054 nChanged 353 SP:Iteration 35Q (6427.973054 sec): 3 clusters Score: Raw -14046304.607421 + Penalty 3798.980335 = -14042505.627086 nChanged 303 SP:Iteration 36Q (6428.159808 sec): 3 clusters Score: Raw -14046431.384351 + Penalty 3798.980335 = -14042632.404016 nChanged 242 SP:Iteration 37Q (6428.331167 sec): 3 clusters Score: Raw -14046527.611414 + Penalty 3798.980335 = -14042728.631079 nChanged 190 SP:Iteration 38Q (6428.517611 sec): 3 clusters Score: Raw -14046605.689611 + Penalty 3798.980335 = -14042806.709275 nChanged 165 SP:Iteration 39Q (6428.702745 sec): 3 clusters Score: Raw -14046666.545823 + Penalty 3798.980335 = -14042867.565488 nChanged 152 SP:Iteration 40F (6428.931169 sec): 3 clusters Score: Raw -14046726.283232 + Penalty 3798.980335 = -14042927.302896 nChanged 121 SP:Iteration 41Q (6429.115056 sec): 3 clusters Score: Raw -14046772.646176 + Penalty 3798.980335 = -14042973.665841 nChanged 82 SP:Iteration 42Q (6429.298841 sec): 3 clusters Score: Raw -14046799.494180 + Penalty 3798.980335 = -14043000.513844 nChanged 59 SP:Iteration 43Q (6429.482352 sec): 3 clusters Score: Raw -14046819.207163 + Penalty 3798.980335 = -14043020.226827 nChanged 57 SP:Iteration 44Q (6429.666499 sec): 3 clusters Score: Raw -14046840.368150 + Penalty 3798.980335 = -14043041.387814 nChanged 61 SP:Iteration 45Q (6429.849781 sec): 3 clusters Score: Raw -14046862.549632 + Penalty 3798.980335 = -14043063.569297 nChanged 48 SP:Iteration 46Q (6430.041291 sec): 3 clusters Score: Raw -14046877.032261 + Penalty 3798.980335 = -14043078.051926 nChanged 38 SP:Iteration 47Q (6430.233309 sec): 3 clusters Score: Raw -14046889.858689 + Penalty 3798.980335 = -14043090.878353 nChanged 33 SP:Iteration 48Q (6430.447253 sec): 3 clusters Score: Raw -14046901.085665 + Penalty 3798.980335 = -14043102.105329 nChanged 29 SP:Iteration 49Q (6430.631742 sec): 3 clusters Score: Raw -14046911.702188 + Penalty 3798.980335 = -14043112.721852 nChanged 27 SP:Iteration 50Q (6430.835900 sec): 3 clusters Score: Raw -14046920.450937 + Penalty 3798.980335 = -14043121.470602 nChanged 19 SP:Iteration 51Q (6431.099878 sec): 3 clusters Score: Raw -14046925.785913 + Penalty 3798.980335 = -14043126.805578 nChanged 9 SP:Iteration 52Q (6431.302697 sec): 3 clusters Score: Raw -14046927.874835 + Penalty 3798.980335 = -14043128.894500 nChanged 7 SP:Iteration 53Q (6431.504236 sec): 3 clusters Score: Raw -14046929.673771 + Penalty 3798.980335 = -14043130.693435 nChanged 5 SP:Iteration 54Q (6431.696649 sec): 3 clusters Score: Raw -14046931.200813 + Penalty 3798.980335 = -14043132.220478 nChanged 6 SP:Iteration 55Q (6431.881410 sec): 3 clusters Score: Raw -14046932.859568 + Penalty 3798.980335 = -14043133.879233 nChanged 7 SP:Iteration 56Q (6432.057953 sec): 3 clusters Score: Raw -14046935.284145 + Penalty 3798.980335 = -14043136.303809 nChanged 5 SP:Iteration 57Q (6432.250955 sec): 3 clusters Score: Raw -14046937.236308 + Penalty 3798.980335 = -14043138.255972 nChanged 8 SP:Iteration 58Q (6432.446131 sec): 3 clusters Score: Raw -14046939.814411 + Penalty 3798.980335 = -14043140.834076 nChanged 5 SP:Iteration 59Q (6432.650992 sec): 3 clusters Score: Raw -14046940.780519 + Penalty 3798.980335 = -14043141.800183 nChanged 4 SP:Iteration 60F (6432.890197 sec): 3 clusters Score: Raw -14046941.642849 + Penalty 3798.980335 = -14043142.662514 nChanged 2 SP:Iteration 61Q (6433.101843 sec): 3 clusters Score: Raw -14046941.840067 + Penalty 3798.980335 = -14043142.859732 nChanged 0 SP:Iteration 62F (6433.324661 sec): 3 clusters Score: Raw -14046941.840067 + Penalty 3798.980335 = -14043142.859732 nChanged 0 Trying to split cluster 9 (51440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6433.411784 sec): 2 clusters Score: Raw -5910688.369992 + Penalty 1762.827846 = -5908925.542146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6433.529302 sec): 3 clusters Score: Raw -5878158.763617 + Penalty 3525.655692 = -5874633.107925 nChanged 24108 SP:Iteration 1F (6433.636991 sec): 3 clusters Score: Raw -5892745.458659 + Penalty 3525.655692 = -5889219.802968 nChanged 2800 SP:Iteration 2F (6433.754072 sec): 3 clusters Score: Raw -5894072.362128 + Penalty 3525.655692 = -5890546.706437 nChanged 3181 SP:Iteration 3F (6433.878189 sec): 3 clusters Score: Raw -5895899.004837 + Penalty 3525.655692 = -5892373.349146 nChanged 3563 SP:Iteration 4F (6434.003594 sec): 3 clusters Score: Raw -5898284.438363 + Penalty 3525.655692 = -5894758.782671 nChanged 3673 SP:Iteration 5F (6434.123137 sec): 3 clusters Score: Raw -5901084.012010 + Penalty 3525.655692 = -5897558.356318 nChanged 3360 SP:Iteration 6F (6434.247217 sec): 3 clusters Score: Raw -5903799.082539 + Penalty 3525.655692 = -5900273.426848 nChanged 2838 SP:Iteration 7F (6434.383214 sec): 3 clusters Score: Raw -5906310.701235 + Penalty 3525.655692 = -5902785.045543 nChanged 2098 SP:Iteration 8Q (6434.519815 sec): 3 clusters Score: Raw -5908143.258051 + Penalty 3525.655692 = -5904617.602359 nChanged 1407 SP:Iteration 9Q (6434.651215 sec): 3 clusters Score: Raw -5909335.234304 + Penalty 3525.655692 = -5905809.578612 nChanged 914 SP:Iteration 10Q (6434.782051 sec): 3 clusters Score: Raw -5910055.759968 + Penalty 3525.655692 = -5906530.104276 nChanged 594 SP:Iteration 11Q (6434.908189 sec): 3 clusters Score: Raw -5910521.728535 + Penalty 3525.655692 = -5906996.072843 nChanged 438 SP:Iteration 12Q (6435.025162 sec): 3 clusters Score: Raw -5910871.831764 + Penalty 3525.655692 = -5907346.176073 nChanged 310 SP:Iteration 13Q (6435.137193 sec): 3 clusters Score: Raw -5911116.776109 + Penalty 3525.655692 = -5907591.120417 nChanged 245 SP:Iteration 14Q (6435.247315 sec): 3 clusters Score: Raw -5911311.978939 + Penalty 3525.655692 = -5907786.323247 nChanged 207 SP:Iteration 15Q (6435.346000 sec): 3 clusters Score: Raw -5911453.315769 + Penalty 3525.655692 = -5907927.660077 nChanged 148 SP:Iteration 16Q (6435.443132 sec): 3 clusters Score: Raw -5911543.270013 + Penalty 3525.655692 = -5908017.614321 nChanged 151 SP:Iteration 17Q (6435.551044 sec): 3 clusters Score: Raw -5911639.048639 + Penalty 3525.655692 = -5908113.392948 nChanged 144 SP:Iteration 18Q (6435.672632 sec): 3 clusters Score: Raw -5911715.035624 + Penalty 3525.655692 = -5908189.379932 nChanged 136 SP:Iteration 19Q (6435.799981 sec): 3 clusters Score: Raw -5911771.730776 + Penalty 3525.655692 = -5908246.075085 nChanged 94 SP:Iteration 20F (6435.931639 sec): 3 clusters Score: Raw -5911811.576488 + Penalty 3525.655692 = -5908285.920796 nChanged 84 SP:Iteration 21Q (6436.049643 sec): 3 clusters Score: Raw -5911844.723097 + Penalty 3525.655692 = -5908319.067405 nChanged 78 SP:Iteration 22Q (6436.158213 sec): 3 clusters Score: Raw -5911875.479069 + Penalty 3525.655692 = -5908349.823378 nChanged 79 SP:Iteration 23Q (6436.282473 sec): 3 clusters Score: Raw -5911903.961779 + Penalty 3525.655692 = -5908378.306087 nChanged 70 SP:Iteration 24Q (6436.400762 sec): 3 clusters Score: Raw -5911923.483567 + Penalty 3525.655692 = -5908397.827875 nChanged 47 SP:Iteration 25Q (6436.511307 sec): 3 clusters Score: Raw -5911935.124017 + Penalty 3525.655692 = -5908409.468326 nChanged 27 SP:Iteration 26Q (6436.627001 sec): 3 clusters Score: Raw -5911942.361090 + Penalty 3525.655692 = -5908416.705398 nChanged 27 SP:Iteration 27Q (6436.764282 sec): 3 clusters Score: Raw -5911948.171584 + Penalty 3525.655692 = -5908422.515892 nChanged 15 SP:Iteration 28Q (6436.872932 sec): 3 clusters Score: Raw -5911952.001721 + Penalty 3525.655692 = -5908426.346029 nChanged 17 SP:Iteration 29Q (6436.973006 sec): 3 clusters Score: Raw -5911955.600093 + Penalty 3525.655692 = -5908429.944401 nChanged 11 SP:Iteration 30Q (6437.073571 sec): 3 clusters Score: Raw -5911957.032843 + Penalty 3525.655692 = -5908431.377151 nChanged 9 SP:Iteration 31Q (6437.173705 sec): 3 clusters Score: Raw -5911958.626017 + Penalty 3525.655692 = -5908432.970325 nChanged 10 SP:Iteration 32Q (6437.285728 sec): 3 clusters Score: Raw -5911960.389452 + Penalty 3525.655692 = -5908434.733760 nChanged 6 SP:Iteration 33Q (6437.388804 sec): 3 clusters Score: Raw -5911961.708494 + Penalty 3525.655692 = -5908436.052802 nChanged 11 SP:Iteration 34Q (6437.485111 sec): 3 clusters Score: Raw -5911963.678320 + Penalty 3525.655692 = -5908438.022628 nChanged 12 SP:Iteration 35Q (6437.597068 sec): 3 clusters Score: Raw -5911966.204474 + Penalty 3525.655692 = -5908440.548782 nChanged 15 SP:Iteration 36Q (6437.708200 sec): 3 clusters Score: Raw -5911969.200159 + Penalty 3525.655692 = -5908443.544467 nChanged 15 SP:Iteration 37Q (6437.825435 sec): 3 clusters Score: Raw -5911971.555248 + Penalty 3525.655692 = -5908445.899556 nChanged 10 SP:Iteration 38Q (6437.945951 sec): 3 clusters Score: Raw -5911973.463947 + Penalty 3525.655692 = -5908447.808255 nChanged 9 SP:Iteration 39Q (6438.056693 sec): 3 clusters Score: Raw -5911975.140856 + Penalty 3525.655692 = -5908449.485164 nChanged 11 SP:Iteration 40F (6438.181875 sec): 3 clusters Score: Raw -5911977.471979 + Penalty 3525.655692 = -5908451.816287 nChanged 11 SP:Iteration 41Q (6438.292853 sec): 3 clusters Score: Raw -5911978.856317 + Penalty 3525.655692 = -5908453.200625 nChanged 8 SP:Iteration 42Q (6438.412919 sec): 3 clusters Score: Raw -5911980.555376 + Penalty 3525.655692 = -5908454.899685 nChanged 9 SP:Iteration 43Q (6438.531329 sec): 3 clusters Score: Raw -5911981.920249 + Penalty 3525.655692 = -5908456.264557 nChanged 10 SP:Iteration 44Q (6438.637356 sec): 3 clusters Score: Raw -5911983.827678 + Penalty 3525.655692 = -5908458.171986 nChanged 9 SP:Iteration 45Q (6438.758551 sec): 3 clusters Score: Raw -5911986.062131 + Penalty 3525.655692 = -5908460.406439 nChanged 17 SP:Iteration 46Q (6438.873344 sec): 3 clusters Score: Raw -5911989.239417 + Penalty 3525.655692 = -5908463.583725 nChanged 12 SP:Iteration 47Q (6439.010810 sec): 3 clusters Score: Raw -5911990.765363 + Penalty 3525.655692 = -5908465.109671 nChanged 5 SP:Iteration 48Q (6439.129966 sec): 3 clusters Score: Raw -5911991.904426 + Penalty 3525.655692 = -5908466.248734 nChanged 6 SP:Iteration 49Q (6439.236280 sec): 3 clusters Score: Raw -5911992.628323 + Penalty 3525.655692 = -5908466.972632 nChanged 3 SP:Iteration 50Q (6439.368020 sec): 3 clusters Score: Raw -5911993.185003 + Penalty 3525.655692 = -5908467.529311 nChanged 0 SP:Iteration 51F (6439.499651 sec): 3 clusters Score: Raw -5911993.185003 + Penalty 3525.655692 = -5908467.529311 nChanged 0 Trying to split cluster 10 (11644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6439.538804 sec): 2 clusters Score: Raw -1349747.993700 + Penalty 1521.413775 = -1348226.579925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6439.609458 sec): 3 clusters Score: Raw -1343034.228597 + Penalty 3042.827549 = -1339991.401048 nChanged 5083 SP:Iteration 1F (6439.660529 sec): 3 clusters Score: Raw -1345966.526861 + Penalty 3042.827549 = -1342923.699312 nChanged 743 SP:Iteration 2F (6439.723723 sec): 3 clusters Score: Raw -1346350.174160 + Penalty 3042.827549 = -1343307.346611 nChanged 681 SP:Iteration 3F (6439.789220 sec): 3 clusters Score: Raw -1346724.092769 + Penalty 3042.827549 = -1343681.265220 nChanged 696 SP:Iteration 4F (6439.850833 sec): 3 clusters Score: Raw -1347143.045349 + Penalty 3042.827549 = -1344100.217800 nChanged 669 SP:Iteration 5F (6439.903792 sec): 3 clusters Score: Raw -1347599.721925 + Penalty 3042.827549 = -1344556.894376 nChanged 664 SP:Iteration 6F (6439.965600 sec): 3 clusters Score: Raw -1348125.274860 + Penalty 3042.827549 = -1345082.447311 nChanged 627 SP:Iteration 7F (6440.029103 sec): 3 clusters Score: Raw -1348612.469732 + Penalty 3042.827549 = -1345569.642183 nChanged 516 SP:Iteration 8Q (6440.087655 sec): 3 clusters Score: Raw -1349004.358617 + Penalty 3042.827549 = -1345961.531068 nChanged 419 SP:Iteration 9Q (6440.150183 sec): 3 clusters Score: Raw -1349369.133986 + Penalty 3042.827549 = -1346326.306437 nChanged 319 SP:Iteration 10Q (6440.216633 sec): 3 clusters Score: Raw -1349639.977166 + Penalty 3042.827549 = -1346597.149617 nChanged 222 SP:Iteration 11Q (6440.283411 sec): 3 clusters Score: Raw -1349788.348234 + Penalty 3042.827549 = -1346745.520685 nChanged 167 SP:Iteration 12Q (6440.336479 sec): 3 clusters Score: Raw -1349880.094279 + Penalty 3042.827549 = -1346837.266730 nChanged 130 SP:Iteration 13Q (6440.403457 sec): 3 clusters Score: Raw -1349946.019579 + Penalty 3042.827549 = -1346903.192030 nChanged 102 SP:Iteration 14Q (6440.454957 sec): 3 clusters Score: Raw -1350002.153342 + Penalty 3042.827549 = -1346959.325793 nChanged 99 SP:Iteration 15Q (6440.512815 sec): 3 clusters Score: Raw -1350047.857271 + Penalty 3042.827549 = -1347005.029722 nChanged 83 SP:Iteration 16Q (6440.569277 sec): 3 clusters Score: Raw -1350081.881275 + Penalty 3042.827549 = -1347039.053726 nChanged 56 SP:Iteration 17Q (6440.617950 sec): 3 clusters Score: Raw -1350104.247968 + Penalty 3042.827549 = -1347061.420419 nChanged 53 SP:Iteration 18Q (6440.675610 sec): 3 clusters Score: Raw -1350127.536704 + Penalty 3042.827549 = -1347084.709155 nChanged 47 SP:Iteration 19Q (6440.733206 sec): 3 clusters Score: Raw -1350148.396590 + Penalty 3042.827549 = -1347105.569041 nChanged 37 SP:Iteration 20F (6440.802406 sec): 3 clusters Score: Raw -1350168.183222 + Penalty 3042.827549 = -1347125.355673 nChanged 50 SP:Iteration 21Q (6440.859494 sec): 3 clusters Score: Raw -1350194.024043 + Penalty 3042.827549 = -1347151.196494 nChanged 51 SP:Iteration 22Q (6440.904057 sec): 3 clusters Score: Raw -1350219.471450 + Penalty 3042.827549 = -1347176.643901 nChanged 46 SP:Iteration 23Q (6440.961593 sec): 3 clusters Score: Raw -1350246.632649 + Penalty 3042.827549 = -1347203.805100 nChanged 47 SP:Iteration 24Q (6441.019198 sec): 3 clusters Score: Raw -1350271.584568 + Penalty 3042.827549 = -1347228.757019 nChanged 32 SP:Iteration 25Q (6441.075280 sec): 3 clusters Score: Raw -1350285.292262 + Penalty 3042.827549 = -1347242.464713 nChanged 37 SP:Iteration 26Q (6441.141524 sec): 3 clusters Score: Raw -1350299.143881 + Penalty 3042.827549 = -1347256.316332 nChanged 24 SP:Iteration 27Q (6441.189358 sec): 3 clusters Score: Raw -1350308.535051 + Penalty 3042.827549 = -1347265.707501 nChanged 29 SP:Iteration 28Q (6441.245891 sec): 3 clusters Score: Raw -1350319.751218 + Penalty 3042.827549 = -1347276.923669 nChanged 24 SP:Iteration 29Q (6441.312863 sec): 3 clusters Score: Raw -1350330.041053 + Penalty 3042.827549 = -1347287.213504 nChanged 23 SP:Iteration 30Q (6441.359842 sec): 3 clusters Score: Raw -1350339.346689 + Penalty 3042.827549 = -1347296.519140 nChanged 17 SP:Iteration 31Q (6441.426529 sec): 3 clusters Score: Raw -1350346.201199 + Penalty 3042.827549 = -1347303.373650 nChanged 11 SP:Iteration 32Q (6441.483755 sec): 3 clusters Score: Raw -1350348.812857 + Penalty 3042.827549 = -1347305.985308 nChanged 8 SP:Iteration 33Q (6441.530561 sec): 3 clusters Score: Raw -1350351.599403 + Penalty 3042.827549 = -1347308.771854 nChanged 12 SP:Iteration 34Q (6441.587193 sec): 3 clusters Score: Raw -1350357.197022 + Penalty 3042.827549 = -1347314.369473 nChanged 18 SP:Iteration 35Q (6441.653857 sec): 3 clusters Score: Raw -1350362.908825 + Penalty 3042.827549 = -1347320.081276 nChanged 12 SP:Iteration 36Q (6441.705854 sec): 3 clusters Score: Raw -1350366.015921 + Penalty 3042.827549 = -1347323.188372 nChanged 11 SP:Iteration 37Q (6441.753680 sec): 3 clusters Score: Raw -1350369.885046 + Penalty 3042.827549 = -1347327.057497 nChanged 6 SP:Iteration 38Q (6441.818447 sec): 3 clusters Score: Raw -1350371.640997 + Penalty 3042.827549 = -1347328.813448 nChanged 6 SP:Iteration 39Q (6441.862620 sec): 3 clusters Score: Raw -1350373.369457 + Penalty 3042.827549 = -1347330.541908 nChanged 11 SP:Iteration 40F (6441.919906 sec): 3 clusters Score: Raw -1350377.347983 + Penalty 3042.827549 = -1347334.520434 nChanged 10 SP:Iteration 41Q (6441.979539 sec): 3 clusters Score: Raw -1350381.363882 + Penalty 3042.827549 = -1347338.536333 nChanged 9 SP:Iteration 42Q (6442.042321 sec): 3 clusters Score: Raw -1350383.388687 + Penalty 3042.827549 = -1347340.561138 nChanged 7 SP:Iteration 43Q (6442.104693 sec): 3 clusters Score: Raw -1350384.816832 + Penalty 3042.827549 = -1347341.989282 nChanged 3 SP:Iteration 44Q (6442.167669 sec): 3 clusters Score: Raw -1350385.419987 + Penalty 3042.827549 = -1347342.592438 nChanged 1 SP:Iteration 45Q (6442.222143 sec): 3 clusters Score: Raw -1350385.588304 + Penalty 3042.827549 = -1347342.760755 nChanged 0 SP:Iteration 46F (6442.281501 sec): 3 clusters Score: Raw -1350385.588304 + Penalty 3042.827549 = -1347342.760755 nChanged 0 Trying to split cluster 11 (6222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6442.326061 sec): 2 clusters Score: Raw -740306.557755 + Penalty 1419.575085 = -738886.982670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6442.364862 sec): 3 clusters Score: Raw -737026.416871 + Penalty 2839.150170 = -734187.266701 nChanged 2554 SP:Iteration 1F (6442.416759 sec): 3 clusters Score: Raw -738397.719983 + Penalty 2839.150170 = -735558.569813 nChanged 424 SP:Iteration 2F (6442.486149 sec): 3 clusters Score: Raw -738623.504664 + Penalty 2839.150170 = -735784.354494 nChanged 334 SP:Iteration 3F (6442.544302 sec): 3 clusters Score: Raw -738792.762045 + Penalty 2839.150170 = -735953.611875 nChanged 286 SP:Iteration 4Q (6442.586317 sec): 3 clusters Score: Raw -738955.295265 + Penalty 2839.150170 = -736116.145095 nChanged 253 SP:Iteration 5Q (6442.638961 sec): 3 clusters Score: Raw -739098.004851 + Penalty 2839.150170 = -736258.854681 nChanged 250 SP:Iteration 6Q (6442.697319 sec): 3 clusters Score: Raw -739234.434454 + Penalty 2839.150170 = -736395.284284 nChanged 239 SP:Iteration 7Q (6442.755220 sec): 3 clusters Score: Raw -739354.877599 + Penalty 2839.150170 = -736515.727429 nChanged 213 SP:Iteration 8Q (6442.818136 sec): 3 clusters Score: Raw -739461.789065 + Penalty 2839.150170 = -736622.638895 nChanged 185 SP:Iteration 9Q (6442.864925 sec): 3 clusters Score: Raw -739553.776929 + Penalty 2839.150170 = -736714.626759 nChanged 184 SP:Iteration 10Q (6442.922640 sec): 3 clusters Score: Raw -739654.261214 + Penalty 2839.150170 = -736815.111043 nChanged 180 SP:Iteration 11Q (6442.980928 sec): 3 clusters Score: Raw -739745.334506 + Penalty 2839.150170 = -736906.184336 nChanged 135 SP:Iteration 12Q (6443.034159 sec): 3 clusters Score: Raw -739801.793696 + Penalty 2839.150170 = -736962.643526 nChanged 110 SP:Iteration 13Q (6443.085154 sec): 3 clusters Score: Raw -739841.573851 + Penalty 2839.150170 = -737002.423681 nChanged 92 SP:Iteration 14Q (6443.143657 sec): 3 clusters Score: Raw -739871.460334 + Penalty 2839.150170 = -737032.310164 nChanged 71 SP:Iteration 15Q (6443.201664 sec): 3 clusters Score: Raw -739890.428926 + Penalty 2839.150170 = -737051.278756 nChanged 51 SP:Iteration 16Q (6443.253693 sec): 3 clusters Score: Raw -739903.466696 + Penalty 2839.150170 = -737064.316526 nChanged 39 SP:Iteration 17Q (6443.311936 sec): 3 clusters Score: Raw -739912.602518 + Penalty 2839.150170 = -737073.452348 nChanged 34 SP:Iteration 18Q (6443.370264 sec): 3 clusters Score: Raw -739919.188794 + Penalty 2839.150170 = -737080.038624 nChanged 22 SP:Iteration 19Q (6443.418227 sec): 3 clusters Score: Raw -739923.650015 + Penalty 2839.150170 = -737084.499845 nChanged 18 SP:Iteration 20F (6443.476455 sec): 3 clusters Score: Raw -739926.505870 + Penalty 2839.150170 = -737087.355700 nChanged 13 SP:Iteration 21Q (6443.534830 sec): 3 clusters Score: Raw -739929.327752 + Penalty 2839.150170 = -737090.177582 nChanged 14 SP:Iteration 22Q (6443.592417 sec): 3 clusters Score: Raw -739932.160833 + Penalty 2839.150170 = -737093.010663 nChanged 8 SP:Iteration 23Q (6443.661301 sec): 3 clusters Score: Raw -739934.365744 + Penalty 2839.150170 = -737095.215573 nChanged 9 SP:Iteration 24Q (6443.707787 sec): 3 clusters Score: Raw -739935.656727 + Penalty 2839.150170 = -737096.506556 nChanged 10 SP:Iteration 25Q (6443.765411 sec): 3 clusters Score: Raw -739936.852838 + Penalty 2839.150170 = -737097.702668 nChanged 5 SP:Iteration 26Q (6443.824338 sec): 3 clusters Score: Raw -739937.774437 + Penalty 2839.150170 = -737098.624267 nChanged 5 SP:Iteration 27Q (6443.882526 sec): 3 clusters Score: Raw -739938.734666 + Penalty 2839.150170 = -737099.584496 nChanged 5 SP:Iteration 28Q (6443.940226 sec): 3 clusters Score: Raw -739939.527905 + Penalty 2839.150170 = -737100.377735 nChanged 7 SP:Iteration 29Q (6443.997786 sec): 3 clusters Score: Raw -739940.827488 + Penalty 2839.150170 = -737101.677318 nChanged 5 SP:Iteration 30Q (6444.055449 sec): 3 clusters Score: Raw -739941.728697 + Penalty 2839.150170 = -737102.578527 nChanged 3 SP:Iteration 31Q (6444.104208 sec): 3 clusters Score: Raw -739942.061799 + Penalty 2839.150170 = -737102.911629 nChanged 1 SP:Iteration 32Q (6444.162545 sec): 3 clusters Score: Raw -739942.209777 + Penalty 2839.150170 = -737103.059607 nChanged 2 SP:Iteration 33Q (6444.215256 sec): 3 clusters Score: Raw -739942.359202 + Penalty 2839.150170 = -737103.209031 nChanged 0 SP:Iteration 34F (6444.273290 sec): 3 clusters Score: Raw -739942.359202 + Penalty 2839.150170 = -737103.209031 nChanged 0 Trying to split cluster 12 (75678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6444.393001 sec): 2 clusters Score: Raw -9066397.644830 + Penalty 1825.564451 = -9064572.080378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6444.557892 sec): 3 clusters Score: Raw -9017450.588715 + Penalty 3651.128902 = -9013799.459813 nChanged 35953 SP:Iteration 1F (6444.714387 sec): 3 clusters Score: Raw -9038387.641352 + Penalty 3651.128902 = -9034736.512450 nChanged 2990 SP:Iteration 2Q (6444.884423 sec): 3 clusters Score: Raw -9039372.234138 + Penalty 3651.128902 = -9035721.105236 nChanged 3187 SP:Iteration 3Q (6445.043888 sec): 3 clusters Score: Raw -9040609.111706 + Penalty 3651.128902 = -9036957.982804 nChanged 3474 SP:Iteration 4Q (6445.213544 sec): 3 clusters Score: Raw -9042109.209107 + Penalty 3651.128902 = -9038458.080205 nChanged 3847 SP:Iteration 5F (6445.380828 sec): 3 clusters Score: Raw -9043952.537780 + Penalty 3651.128902 = -9040301.408878 nChanged 4085 SP:Iteration 6F (6445.535845 sec): 3 clusters Score: Raw -9045952.368964 + Penalty 3651.128902 = -9042301.240061 nChanged 4077 SP:Iteration 7F (6445.702009 sec): 3 clusters Score: Raw -9047940.226157 + Penalty 3651.128902 = -9044289.097255 nChanged 3801 SP:Iteration 8F (6445.864720 sec): 3 clusters Score: Raw -9049793.144587 + Penalty 3651.128902 = -9046142.015684 nChanged 3459 SP:Iteration 9Q (6446.038799 sec): 3 clusters Score: Raw -9051371.550553 + Penalty 3651.128902 = -9047720.421651 nChanged 3149 SP:Iteration 10Q (6446.211760 sec): 3 clusters Score: Raw -9052752.612117 + Penalty 3651.128902 = -9049101.483215 nChanged 2780 SP:Iteration 11Q (6446.384865 sec): 3 clusters Score: Raw -9053833.316373 + Penalty 3651.128902 = -9050182.187471 nChanged 2243 SP:Iteration 12Q (6446.546397 sec): 3 clusters Score: Raw -9054605.841510 + Penalty 3651.128902 = -9050954.712608 nChanged 1907 SP:Iteration 13Q (6446.717376 sec): 3 clusters Score: Raw -9055185.353397 + Penalty 3651.128902 = -9051534.224495 nChanged 1570 SP:Iteration 14Q (6446.882362 sec): 3 clusters Score: Raw -9055592.386599 + Penalty 3651.128902 = -9051941.257697 nChanged 1327 SP:Iteration 15Q (6447.038663 sec): 3 clusters Score: Raw -9055921.373587 + Penalty 3651.128902 = -9052270.244685 nChanged 1148 SP:Iteration 16Q (6447.203905 sec): 3 clusters Score: Raw -9056195.367657 + Penalty 3651.128902 = -9052544.238754 nChanged 1078 SP:Iteration 17Q (6447.366600 sec): 3 clusters Score: Raw -9056452.586029 + Penalty 3651.128902 = -9052801.457126 nChanged 1046 SP:Iteration 18Q (6447.530613 sec): 3 clusters Score: Raw -9056711.093110 + Penalty 3651.128902 = -9053059.964208 nChanged 1068 SP:Iteration 19Q (6447.693452 sec): 3 clusters Score: Raw -9057000.133469 + Penalty 3651.128902 = -9053349.004566 nChanged 1123 SP:Iteration 20F (6447.848045 sec): 3 clusters Score: Raw -9057323.081554 + Penalty 3651.128902 = -9053671.952651 nChanged 1209 SP:Iteration 21Q (6448.011365 sec): 3 clusters Score: Raw -9057681.491520 + Penalty 3651.128902 = -9054030.362618 nChanged 1270 SP:Iteration 22Q (6448.162904 sec): 3 clusters Score: Raw -9058101.112893 + Penalty 3651.128902 = -9054449.983990 nChanged 1372 SP:Iteration 23Q (6448.316184 sec): 3 clusters Score: Raw -9058605.480796 + Penalty 3651.128902 = -9054954.351894 nChanged 1431 SP:Iteration 24Q (6448.474018 sec): 3 clusters Score: Raw -9059174.127688 + Penalty 3651.128902 = -9055522.998786 nChanged 1518 SP:Iteration 25Q (6448.634118 sec): 3 clusters Score: Raw -9059825.917385 + Penalty 3651.128902 = -9056174.788483 nChanged 1527 SP:Iteration 26Q (6448.790575 sec): 3 clusters Score: Raw -9060490.343605 + Penalty 3651.128902 = -9056839.214703 nChanged 1439 SP:Iteration 27Q (6448.949778 sec): 3 clusters Score: Raw -9061097.202970 + Penalty 3651.128902 = -9057446.074068 nChanged 1328 SP:Iteration 28Q (6449.105230 sec): 3 clusters Score: Raw -9061638.563803 + Penalty 3651.128902 = -9057987.434901 nChanged 1242 SP:Iteration 29Q (6449.262853 sec): 3 clusters Score: Raw -9062127.235416 + Penalty 3651.128902 = -9058476.106514 nChanged 1164 SP:Iteration 30Q (6449.425556 sec): 3 clusters Score: Raw -9062589.398675 + Penalty 3651.128902 = -9058938.269773 nChanged 1061 SP:Iteration 31Q (6449.577781 sec): 3 clusters Score: Raw -9062993.354232 + Penalty 3651.128902 = -9059342.225330 nChanged 977 SP:Iteration 32Q (6449.749793 sec): 3 clusters Score: Raw -9063347.020602 + Penalty 3651.128902 = -9059695.891700 nChanged 889 SP:Iteration 33Q (6449.916568 sec): 3 clusters Score: Raw -9063657.667058 + Penalty 3651.128902 = -9060006.538156 nChanged 818 SP:Iteration 34Q (6450.059410 sec): 3 clusters Score: Raw -9063939.005168 + Penalty 3651.128902 = -9060287.876265 nChanged 804 SP:Iteration 35Q (6450.217328 sec): 3 clusters Score: Raw -9064245.145541 + Penalty 3651.128902 = -9060594.016638 nChanged 758 SP:Iteration 36Q (6450.376023 sec): 3 clusters Score: Raw -9064538.383449 + Penalty 3651.128902 = -9060887.254547 nChanged 682 SP:Iteration 37Q (6450.568855 sec): 3 clusters Score: Raw -9064822.448724 + Penalty 3651.128902 = -9061171.319821 nChanged 623 SP:Iteration 38Q (6450.738980 sec): 3 clusters Score: Raw -9065078.953941 + Penalty 3651.128902 = -9061427.825039 nChanged 590 SP:Iteration 39Q (6450.895938 sec): 3 clusters Score: Raw -9065309.421575 + Penalty 3651.128902 = -9061658.292672 nChanged 473 SP:Iteration 40F (6451.063173 sec): 3 clusters Score: Raw -9065495.331539 + Penalty 3651.128902 = -9061844.202637 nChanged 467 SP:Iteration 41Q (6451.224689 sec): 3 clusters Score: Raw -9065684.948096 + Penalty 3651.128902 = -9062033.819194 nChanged 464 SP:Iteration 42Q (6451.369948 sec): 3 clusters Score: Raw -9065877.486001 + Penalty 3651.128902 = -9062226.357099 nChanged 390 SP:Iteration 43Q (6451.514171 sec): 3 clusters Score: Raw -9066038.406701 + Penalty 3651.128902 = -9062387.277799 nChanged 351 SP:Iteration 44Q (6451.660886 sec): 3 clusters Score: Raw -9066183.726277 + Penalty 3651.128902 = -9062532.597375 nChanged 316 SP:Iteration 45Q (6451.795444 sec): 3 clusters Score: Raw -9066321.419355 + Penalty 3651.128902 = -9062670.290453 nChanged 288 SP:Iteration 46Q (6451.951431 sec): 3 clusters Score: Raw -9066446.891672 + Penalty 3651.128902 = -9062795.762770 nChanged 243 SP:Iteration 47Q (6452.082677 sec): 3 clusters Score: Raw -9066550.746540 + Penalty 3651.128902 = -9062899.617638 nChanged 170 SP:Iteration 48Q (6452.240348 sec): 3 clusters Score: Raw -9066616.636861 + Penalty 3651.128902 = -9062965.507959 nChanged 143 SP:Iteration 49Q (6452.382094 sec): 3 clusters Score: Raw -9066670.830998 + Penalty 3651.128902 = -9063019.702096 nChanged 124 SP:Iteration 50Q (6452.513096 sec): 3 clusters Score: Raw -9066718.694011 + Penalty 3651.128902 = -9063067.565108 nChanged 104 SP:Iteration 51Q (6452.655403 sec): 3 clusters Score: Raw -9066757.046903 + Penalty 3651.128902 = -9063105.918000 nChanged 91 SP:Iteration 52Q (6452.807583 sec): 3 clusters Score: Raw -9066786.641571 + Penalty 3651.128902 = -9063135.512668 nChanged 93 SP:Iteration 53Q (6452.954113 sec): 3 clusters Score: Raw -9066817.019070 + Penalty 3651.128902 = -9063165.890167 nChanged 71 SP:Iteration 54Q (6453.091388 sec): 3 clusters Score: Raw -9066841.245857 + Penalty 3651.128902 = -9063190.116954 nChanged 65 SP:Iteration 55Q (6453.227109 sec): 3 clusters Score: Raw -9066859.641741 + Penalty 3651.128902 = -9063208.512839 nChanged 53 SP:Iteration 56Q (6453.365993 sec): 3 clusters Score: Raw -9066875.230436 + Penalty 3651.128902 = -9063224.101534 nChanged 45 SP:Iteration 57Q (6453.500892 sec): 3 clusters Score: Raw -9066888.433500 + Penalty 3651.128902 = -9063237.304597 nChanged 51 SP:Iteration 58Q (6453.643988 sec): 3 clusters Score: Raw -9066904.259370 + Penalty 3651.128902 = -9063253.130468 nChanged 48 SP:Iteration 59Q (6453.778599 sec): 3 clusters Score: Raw -9066919.324640 + Penalty 3651.128902 = -9063268.195738 nChanged 36 SP:Iteration 60F (6453.935115 sec): 3 clusters Score: Raw -9066929.713897 + Penalty 3651.128902 = -9063278.584994 nChanged 28 SP:Iteration 61Q (6454.074467 sec): 3 clusters Score: Raw -9066936.240497 + Penalty 3651.128902 = -9063285.111595 nChanged 16 SP:Iteration 62Q (6454.210218 sec): 3 clusters Score: Raw -9066939.417389 + Penalty 3651.128902 = -9063288.288486 nChanged 17 SP:Iteration 63Q (6454.349874 sec): 3 clusters Score: Raw -9066942.552230 + Penalty 3651.128902 = -9063291.423328 nChanged 13 SP:Iteration 64Q (6454.491673 sec): 3 clusters Score: Raw -9066945.440581 + Penalty 3651.128902 = -9063294.311678 nChanged 9 SP:Iteration 65Q (6454.618990 sec): 3 clusters Score: Raw -9066947.697922 + Penalty 3651.128902 = -9063296.569020 nChanged 5 SP:Iteration 66Q (6454.762649 sec): 3 clusters Score: Raw -9066948.602911 + Penalty 3651.128902 = -9063297.474009 nChanged 1 SP:Iteration 67Q (6454.911642 sec): 3 clusters Score: Raw -9066948.753115 + Penalty 3651.128902 = -9063297.624213 nChanged 1 SP:Iteration 68Q (6455.053627 sec): 3 clusters Score: Raw -9066948.943117 + Penalty 3651.128902 = -9063297.814215 nChanged 1 SP:Iteration 69Q (6455.233967 sec): 3 clusters Score: Raw -9066949.137198 + Penalty 3651.128902 = -9063298.008295 nChanged 1 SP:Iteration 70Q (6455.377186 sec): 3 clusters Score: Raw -9066949.234505 + Penalty 3651.128902 = -9063298.105603 nChanged 2 SP:Iteration 71Q (6455.522422 sec): 3 clusters Score: Raw -9066949.409680 + Penalty 3651.128902 = -9063298.280777 nChanged 2 SP:Iteration 72Q (6455.664953 sec): 3 clusters Score: Raw -9066949.886981 + Penalty 3651.128902 = -9063298.758079 nChanged 0 SP:Iteration 73F (6455.824127 sec): 3 clusters Score: Raw -9066949.886981 + Penalty 3651.128902 = -9063298.758079 nChanged 0 Trying to split cluster 13 (1272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6455.856228 sec): 2 clusters Score: Raw -137993.942235 + Penalty 1161.606183 = -136832.336052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6455.884859 sec): 3 clusters Score: Raw -137521.527697 + Penalty 2323.212367 = -135198.315330 nChanged 418 SP:Iteration 1F (6455.918232 sec): 3 clusters Score: Raw -137930.922911 + Penalty 2323.212367 = -135607.710544 nChanged 125 SP:Iteration 2F (6455.951428 sec): 3 clusters Score: Raw -138064.780735 + Penalty 2323.212367 = -135741.568368 nChanged 82 SP:Iteration 3F (6455.982550 sec): 3 clusters Score: Raw -138171.985706 + Penalty 2323.212367 = -135848.773340 nChanged 57 SP:Iteration 4Q (6456.022974 sec): 3 clusters Score: Raw -138242.896277 + Penalty 2323.212367 = -135919.683910 nChanged 46 SP:Iteration 5Q (6456.056484 sec): 3 clusters Score: Raw -138309.778866 + Penalty 2323.212367 = -135986.566500 nChanged 46 SP:Iteration 6Q (6456.082970 sec): 3 clusters Score: Raw -138376.102657 + Penalty 2323.212367 = -136052.890290 nChanged 49 SP:Iteration 7Q (6456.116019 sec): 3 clusters Score: Raw -138454.424660 + Penalty 2323.212367 = -136131.212294 nChanged 40 SP:Iteration 8Q (6456.149411 sec): 3 clusters Score: Raw -138508.084690 + Penalty 2323.212367 = -136184.872323 nChanged 32 SP:Iteration 9Q (6456.190114 sec): 3 clusters Score: Raw -138553.741976 + Penalty 2323.212367 = -136230.529610 nChanged 26 SP:Iteration 10Q (6456.220952 sec): 3 clusters Score: Raw -138583.447654 + Penalty 2323.212367 = -136260.235287 nChanged 19 SP:Iteration 11Q (6456.256982 sec): 3 clusters Score: Raw -138599.133524 + Penalty 2323.212367 = -136275.921158 nChanged 9 SP:Iteration 12Q (6456.300833 sec): 3 clusters Score: Raw -138608.033415 + Penalty 2323.212367 = -136284.821049 nChanged 6 SP:Iteration 13Q (6456.344673 sec): 3 clusters Score: Raw -138613.751404 + Penalty 2323.212367 = -136290.539037 nChanged 6 SP:Iteration 14Q (6456.388379 sec): 3 clusters Score: Raw -138617.554784 + Penalty 2323.212367 = -136294.342418 nChanged 2 SP:Iteration 15Q (6456.431882 sec): 3 clusters Score: Raw -138619.414706 + Penalty 2323.212367 = -136296.202339 nChanged 1 SP:Iteration 16Q (6456.475524 sec): 3 clusters Score: Raw -138620.103147 + Penalty 2323.212367 = -136296.890780 nChanged 0 SP:Iteration 17F (6456.519194 sec): 3 clusters Score: Raw -138620.963752 + Penalty 2323.212367 = -136297.751385 nChanged 1 SP:Iteration 18Q (6456.555932 sec): 3 clusters Score: Raw -138623.634478 + Penalty 2323.212367 = -136300.422112 nChanged 0 SP:Iteration 19F (6456.600414 sec): 3 clusters Score: Raw -138623.634478 + Penalty 2323.212367 = -136300.422112 nChanged 0 Trying to split cluster 14 (5996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6456.641736 sec): 2 clusters Score: Raw -676781.464053 + Penalty 1413.562777 = -675367.901276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6456.677347 sec): 3 clusters Score: Raw -673661.958762 + Penalty 2827.125554 = -670834.833208 nChanged 2418 SP:Iteration 1F (6456.730550 sec): 3 clusters Score: Raw -675000.374953 + Penalty 2827.125554 = -672173.249399 nChanged 451 SP:Iteration 2F (6456.782397 sec): 3 clusters Score: Raw -675315.659413 + Penalty 2827.125554 = -672488.533859 nChanged 407 SP:Iteration 3F (6456.833187 sec): 3 clusters Score: Raw -675608.454779 + Penalty 2827.125554 = -672781.329224 nChanged 379 SP:Iteration 4F (6456.885980 sec): 3 clusters Score: Raw -675921.012620 + Penalty 2827.125554 = -673093.887065 nChanged 374 SP:Iteration 5F (6456.934371 sec): 3 clusters Score: Raw -676265.405349 + Penalty 2827.125554 = -673438.279794 nChanged 350 SP:Iteration 6F (6456.975973 sec): 3 clusters Score: Raw -676575.675581 + Penalty 2827.125554 = -673748.550027 nChanged 279 SP:Iteration 7Q (6457.018248 sec): 3 clusters Score: Raw -676851.116541 + Penalty 2827.125554 = -674023.990987 nChanged 226 SP:Iteration 8Q (6457.067222 sec): 3 clusters Score: Raw -677076.445000 + Penalty 2827.125554 = -674249.319445 nChanged 171 SP:Iteration 9Q (6457.109289 sec): 3 clusters Score: Raw -677230.246690 + Penalty 2827.125554 = -674403.121135 nChanged 138 SP:Iteration 10Q (6457.142000 sec): 3 clusters Score: Raw -677348.768050 + Penalty 2827.125554 = -674521.642496 nChanged 132 SP:Iteration 11Q (6457.185949 sec): 3 clusters Score: Raw -677455.366315 + Penalty 2827.125554 = -674628.240761 nChanged 86 SP:Iteration 12Q (6457.242960 sec): 3 clusters Score: Raw -677504.479854 + Penalty 2827.125554 = -674677.354300 nChanged 61 SP:Iteration 13Q (6457.284840 sec): 3 clusters Score: Raw -677536.035519 + Penalty 2827.125554 = -674708.909964 nChanged 32 SP:Iteration 14Q (6457.330961 sec): 3 clusters Score: Raw -677547.236528 + Penalty 2827.125554 = -674720.110974 nChanged 27 SP:Iteration 15Q (6457.373203 sec): 3 clusters Score: Raw -677558.417886 + Penalty 2827.125554 = -674731.292332 nChanged 20 SP:Iteration 16Q (6457.417928 sec): 3 clusters Score: Raw -677565.606909 + Penalty 2827.125554 = -674738.481355 nChanged 14 SP:Iteration 17Q (6457.452018 sec): 3 clusters Score: Raw -677569.565346 + Penalty 2827.125554 = -674742.439791 nChanged 11 SP:Iteration 18Q (6457.504840 sec): 3 clusters Score: Raw -677572.075354 + Penalty 2827.125554 = -674744.949800 nChanged 9 SP:Iteration 19Q (6457.546366 sec): 3 clusters Score: Raw -677573.542586 + Penalty 2827.125554 = -674746.417032 nChanged 1 SP:Iteration 20F (6457.581984 sec): 3 clusters Score: Raw -677573.818628 + Penalty 2827.125554 = -674746.693074 nChanged 1 SP:Iteration 21Q (6457.630728 sec): 3 clusters Score: Raw -677573.935748 + Penalty 2827.125554 = -674746.810194 nChanged 0 SP:Iteration 22F (6457.670881 sec): 3 clusters Score: Raw -677573.935748 + Penalty 2827.125554 = -674746.810194 nChanged 0 Trying to split cluster 15 (64075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6457.776134 sec): 2 clusters Score: Raw -7568184.021629 + Penalty 1798.519052 = -7566385.502577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6457.929958 sec): 3 clusters Score: Raw -7527086.662671 + Penalty 3597.038104 = -7523489.624566 nChanged 30360 SP:Iteration 1F (6458.080469 sec): 3 clusters Score: Raw -7545090.659745 + Penalty 3597.038104 = -7541493.621641 nChanged 2748 SP:Iteration 2Q (6458.233467 sec): 3 clusters Score: Raw -7546174.373325 + Penalty 3597.038104 = -7542577.335221 nChanged 3104 SP:Iteration 3Q (6458.394394 sec): 3 clusters Score: Raw -7547654.871962 + Penalty 3597.038104 = -7544057.833858 nChanged 3468 SP:Iteration 4F (6458.534212 sec): 3 clusters Score: Raw -7549553.056478 + Penalty 3597.038104 = -7545956.018373 nChanged 3805 SP:Iteration 5F (6458.684756 sec): 3 clusters Score: Raw -7551814.035277 + Penalty 3597.038104 = -7548216.997172 nChanged 4090 SP:Iteration 6F (6458.847344 sec): 3 clusters Score: Raw -7554549.119356 + Penalty 3597.038104 = -7550952.081252 nChanged 4019 SP:Iteration 7F (6458.989299 sec): 3 clusters Score: Raw -7557493.758490 + Penalty 3597.038104 = -7553896.720386 nChanged 3757 SP:Iteration 8F (6459.137889 sec): 3 clusters Score: Raw -7559936.940153 + Penalty 3597.038104 = -7556339.902049 nChanged 2861 SP:Iteration 9Q (6459.307621 sec): 3 clusters Score: Raw -7561295.450484 + Penalty 3597.038104 = -7557698.412380 nChanged 1948 SP:Iteration 10Q (6459.469546 sec): 3 clusters Score: Raw -7561969.026593 + Penalty 3597.038104 = -7558371.988488 nChanged 1268 SP:Iteration 11Q (6459.635686 sec): 3 clusters Score: Raw -7562323.942229 + Penalty 3597.038104 = -7558726.904124 nChanged 1007 SP:Iteration 12Q (6459.802398 sec): 3 clusters Score: Raw -7562576.116896 + Penalty 3597.038104 = -7558979.078792 nChanged 875 SP:Iteration 13Q (6459.969051 sec): 3 clusters Score: Raw -7562784.947603 + Penalty 3597.038104 = -7559187.909498 nChanged 818 SP:Iteration 14Q (6460.124759 sec): 3 clusters Score: Raw -7562988.032524 + Penalty 3597.038104 = -7559390.994419 nChanged 784 SP:Iteration 15Q (6460.277575 sec): 3 clusters Score: Raw -7563176.978260 + Penalty 3597.038104 = -7559579.940156 nChanged 756 SP:Iteration 16Q (6460.430303 sec): 3 clusters Score: Raw -7563362.720273 + Penalty 3597.038104 = -7559765.682169 nChanged 752 SP:Iteration 17Q (6460.583728 sec): 3 clusters Score: Raw -7563552.143064 + Penalty 3597.038104 = -7559955.104959 nChanged 799 SP:Iteration 18Q (6460.738456 sec): 3 clusters Score: Raw -7563764.387241 + Penalty 3597.038104 = -7560167.349137 nChanged 786 SP:Iteration 19Q (6460.888490 sec): 3 clusters Score: Raw -7563973.239359 + Penalty 3597.038104 = -7560376.201255 nChanged 819 SP:Iteration 20F (6461.029744 sec): 3 clusters Score: Raw -7564199.402260 + Penalty 3597.038104 = -7560602.364156 nChanged 811 SP:Iteration 21Q (6461.170077 sec): 3 clusters Score: Raw -7564425.873062 + Penalty 3597.038104 = -7560828.834958 nChanged 810 SP:Iteration 22Q (6461.306140 sec): 3 clusters Score: Raw -7564665.339257 + Penalty 3597.038104 = -7561068.301153 nChanged 841 SP:Iteration 23Q (6461.446597 sec): 3 clusters Score: Raw -7564943.962268 + Penalty 3597.038104 = -7561346.924164 nChanged 859 SP:Iteration 24Q (6461.584931 sec): 3 clusters Score: Raw -7565243.830535 + Penalty 3597.038104 = -7561646.792431 nChanged 874 SP:Iteration 25Q (6461.723784 sec): 3 clusters Score: Raw -7565565.274724 + Penalty 3597.038104 = -7561968.236620 nChanged 858 SP:Iteration 26Q (6461.858890 sec): 3 clusters Score: Raw -7565918.129098 + Penalty 3597.038104 = -7562321.090994 nChanged 814 SP:Iteration 27Q (6461.996636 sec): 3 clusters Score: Raw -7566271.068337 + Penalty 3597.038104 = -7562674.030233 nChanged 799 SP:Iteration 28Q (6462.132248 sec): 3 clusters Score: Raw -7566620.467704 + Penalty 3597.038104 = -7563023.429600 nChanged 768 SP:Iteration 29Q (6462.264809 sec): 3 clusters Score: Raw -7566963.153189 + Penalty 3597.038104 = -7563366.115085 nChanged 711 SP:Iteration 30Q (6462.403919 sec): 3 clusters Score: Raw -7567281.568272 + Penalty 3597.038104 = -7563684.530168 nChanged 589 SP:Iteration 31Q (6462.541416 sec): 3 clusters Score: Raw -7567532.965787 + Penalty 3597.038104 = -7563935.927683 nChanged 502 SP:Iteration 32Q (6462.678066 sec): 3 clusters Score: Raw -7567724.058683 + Penalty 3597.038104 = -7564127.020579 nChanged 428 SP:Iteration 33Q (6462.813221 sec): 3 clusters Score: Raw -7567888.289901 + Penalty 3597.038104 = -7564291.251796 nChanged 408 SP:Iteration 34Q (6462.938555 sec): 3 clusters Score: Raw -7568036.997014 + Penalty 3597.038104 = -7564439.958910 nChanged 323 SP:Iteration 35Q (6463.072158 sec): 3 clusters Score: Raw -7568144.930235 + Penalty 3597.038104 = -7564547.892130 nChanged 286 SP:Iteration 36Q (6463.206437 sec): 3 clusters Score: Raw -7568243.889898 + Penalty 3597.038104 = -7564646.851794 nChanged 257 SP:Iteration 37Q (6463.341453 sec): 3 clusters Score: Raw -7568332.755407 + Penalty 3597.038104 = -7564735.717303 nChanged 246 SP:Iteration 38Q (6463.468830 sec): 3 clusters Score: Raw -7568420.583631 + Penalty 3597.038104 = -7564823.545527 nChanged 215 SP:Iteration 39Q (6463.601912 sec): 3 clusters Score: Raw -7568491.715533 + Penalty 3597.038104 = -7564894.677429 nChanged 209 SP:Iteration 40F (6463.755328 sec): 3 clusters Score: Raw -7568548.700409 + Penalty 3597.038104 = -7564951.662305 nChanged 154 SP:Iteration 41Q (6463.893529 sec): 3 clusters Score: Raw -7568589.686647 + Penalty 3597.038104 = -7564992.648543 nChanged 145 SP:Iteration 42Q (6464.029362 sec): 3 clusters Score: Raw -7568629.335735 + Penalty 3597.038104 = -7565032.297630 nChanged 133 SP:Iteration 43Q (6464.159205 sec): 3 clusters Score: Raw -7568659.945252 + Penalty 3597.038104 = -7565062.907148 nChanged 117 SP:Iteration 44Q (6464.294491 sec): 3 clusters Score: Raw -7568690.598776 + Penalty 3597.038104 = -7565093.560672 nChanged 101 SP:Iteration 45Q (6464.429211 sec): 3 clusters Score: Raw -7568715.848648 + Penalty 3597.038104 = -7565118.810544 nChanged 96 SP:Iteration 46Q (6464.556248 sec): 3 clusters Score: Raw -7568744.290802 + Penalty 3597.038104 = -7565147.252698 nChanged 91 SP:Iteration 47Q (6464.686287 sec): 3 clusters Score: Raw -7568764.984859 + Penalty 3597.038104 = -7565167.946755 nChanged 90 SP:Iteration 48Q (6464.820893 sec): 3 clusters Score: Raw -7568786.763773 + Penalty 3597.038104 = -7565189.725669 nChanged 83 SP:Iteration 49Q (6464.956149 sec): 3 clusters Score: Raw -7568807.063084 + Penalty 3597.038104 = -7565210.024980 nChanged 84 SP:Iteration 50Q (6465.090286 sec): 3 clusters Score: Raw -7568827.052235 + Penalty 3597.038104 = -7565230.014131 nChanged 65 SP:Iteration 51Q (6465.220444 sec): 3 clusters Score: Raw -7568840.450263 + Penalty 3597.038104 = -7565243.412159 nChanged 59 SP:Iteration 52Q (6465.349983 sec): 3 clusters Score: Raw -7568851.293516 + Penalty 3597.038104 = -7565254.255411 nChanged 54 SP:Iteration 53Q (6465.473536 sec): 3 clusters Score: Raw -7568863.376525 + Penalty 3597.038104 = -7565266.338421 nChanged 50 SP:Iteration 54Q (6465.603283 sec): 3 clusters Score: Raw -7568871.925417 + Penalty 3597.038104 = -7565274.887313 nChanged 35 SP:Iteration 55Q (6465.728761 sec): 3 clusters Score: Raw -7568879.082029 + Penalty 3597.038104 = -7565282.043925 nChanged 36 SP:Iteration 56Q (6465.854077 sec): 3 clusters Score: Raw -7568885.255296 + Penalty 3597.038104 = -7565288.217192 nChanged 29 SP:Iteration 57Q (6465.983167 sec): 3 clusters Score: Raw -7568889.198374 + Penalty 3597.038104 = -7565292.160269 nChanged 25 SP:Iteration 58Q (6466.112717 sec): 3 clusters Score: Raw -7568892.969690 + Penalty 3597.038104 = -7565295.931586 nChanged 25 SP:Iteration 59Q (6466.237698 sec): 3 clusters Score: Raw -7568896.623018 + Penalty 3597.038104 = -7565299.584914 nChanged 21 SP:Iteration 60F (6466.387266 sec): 3 clusters Score: Raw -7568899.483632 + Penalty 3597.038104 = -7565302.445528 nChanged 18 SP:Iteration 61Q (6466.505779 sec): 3 clusters Score: Raw -7568902.842786 + Penalty 3597.038104 = -7565305.804681 nChanged 17 SP:Iteration 62Q (6466.631724 sec): 3 clusters Score: Raw -7568905.975206 + Penalty 3597.038104 = -7565308.937102 nChanged 18 SP:Iteration 63Q (6466.757253 sec): 3 clusters Score: Raw -7568908.696339 + Penalty 3597.038104 = -7565311.658235 nChanged 20 SP:Iteration 64Q (6466.886429 sec): 3 clusters Score: Raw -7568910.917792 + Penalty 3597.038104 = -7565313.879688 nChanged 12 SP:Iteration 65Q (6467.015601 sec): 3 clusters Score: Raw -7568912.780225 + Penalty 3597.038104 = -7565315.742121 nChanged 16 SP:Iteration 66Q (6467.139439 sec): 3 clusters Score: Raw -7568914.859940 + Penalty 3597.038104 = -7565317.821836 nChanged 16 SP:Iteration 67Q (6467.268727 sec): 3 clusters Score: Raw -7568917.249418 + Penalty 3597.038104 = -7565320.211314 nChanged 13 SP:Iteration 68Q (6467.394800 sec): 3 clusters Score: Raw -7568919.332462 + Penalty 3597.038104 = -7565322.294358 nChanged 15 SP:Iteration 69Q (6467.520734 sec): 3 clusters Score: Raw -7568920.901681 + Penalty 3597.038104 = -7565323.863577 nChanged 10 SP:Iteration 70Q (6467.653742 sec): 3 clusters Score: Raw -7568921.855875 + Penalty 3597.038104 = -7565324.817771 nChanged 8 SP:Iteration 71Q (6467.781152 sec): 3 clusters Score: Raw -7568922.997598 + Penalty 3597.038104 = -7565325.959494 nChanged 13 SP:Iteration 72Q (6467.919982 sec): 3 clusters Score: Raw -7568924.457265 + Penalty 3597.038104 = -7565327.419161 nChanged 13 SP:Iteration 73Q (6468.058032 sec): 3 clusters Score: Raw -7568926.215641 + Penalty 3597.038104 = -7565329.177537 nChanged 8 SP:Iteration 74Q (6468.207926 sec): 3 clusters Score: Raw -7568927.408669 + Penalty 3597.038104 = -7565330.370565 nChanged 12 SP:Iteration 75Q (6468.343190 sec): 3 clusters Score: Raw -7568929.665646 + Penalty 3597.038104 = -7565332.627542 nChanged 18 SP:Iteration 76Q (6468.470266 sec): 3 clusters Score: Raw -7568931.722467 + Penalty 3597.038104 = -7565334.684363 nChanged 17 SP:Iteration 77Q (6468.602558 sec): 3 clusters Score: Raw -7568934.167964 + Penalty 3597.038104 = -7565337.129859 nChanged 23 SP:Iteration 78Q (6468.734046 sec): 3 clusters Score: Raw -7568938.950591 + Penalty 3597.038104 = -7565341.912487 nChanged 28 SP:Iteration 79Q (6468.857021 sec): 3 clusters Score: Raw -7568943.659672 + Penalty 3597.038104 = -7565346.621568 nChanged 20 SP:Iteration 80F (6468.993357 sec): 3 clusters Score: Raw -7568947.407988 + Penalty 3597.038104 = -7565350.369883 nChanged 24 SP:Iteration 81Q (6469.105243 sec): 3 clusters Score: Raw -7568951.008905 + Penalty 3597.038104 = -7565353.970801 nChanged 24 SP:Iteration 82Q (6469.219947 sec): 3 clusters Score: Raw -7568954.589835 + Penalty 3597.038104 = -7565357.551731 nChanged 21 SP:Iteration 83Q (6469.337289 sec): 3 clusters Score: Raw -7568957.152538 + Penalty 3597.038104 = -7565360.114434 nChanged 18 SP:Iteration 84Q (6469.451435 sec): 3 clusters Score: Raw -7568960.056412 + Penalty 3597.038104 = -7565363.018308 nChanged 18 SP:Iteration 85Q (6469.564561 sec): 3 clusters Score: Raw -7568963.122142 + Penalty 3597.038104 = -7565366.084038 nChanged 21 SP:Iteration 86Q (6469.678326 sec): 3 clusters Score: Raw -7568965.698480 + Penalty 3597.038104 = -7565368.660376 nChanged 11 SP:Iteration 87Q (6469.800220 sec): 3 clusters Score: Raw -7568966.770199 + Penalty 3597.038104 = -7565369.732095 nChanged 13 SP:Iteration 88Q (6469.934269 sec): 3 clusters Score: Raw -7568969.044590 + Penalty 3597.038104 = -7565372.006486 nChanged 13 SP:Iteration 89Q (6470.067940 sec): 3 clusters Score: Raw -7568971.085804 + Penalty 3597.038104 = -7565374.047700 nChanged 11 SP:Iteration 90Q (6470.192032 sec): 3 clusters Score: Raw -7568971.986180 + Penalty 3597.038104 = -7565374.948076 nChanged 6 SP:Iteration 91Q (6470.326669 sec): 3 clusters Score: Raw -7568972.799990 + Penalty 3597.038104 = -7565375.761886 nChanged 8 SP:Iteration 92Q (6470.454949 sec): 3 clusters Score: Raw -7568973.389175 + Penalty 3597.038104 = -7565376.351071 nChanged 3 SP:Iteration 93Q (6470.583929 sec): 3 clusters Score: Raw -7568973.663775 + Penalty 3597.038104 = -7565376.625671 nChanged 0 SP:Iteration 94F (6470.741274 sec): 3 clusters Score: Raw -7568973.663775 + Penalty 3597.038104 = -7565376.625671 nChanged 0 Trying to split cluster 16 (18853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6470.790770 sec): 2 clusters Score: Raw -2250916.598410 + Penalty 1599.719441 = -2249316.878969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6470.866041 sec): 3 clusters Score: Raw -2239627.043910 + Penalty 3199.438883 = -2236427.605027 nChanged 8393 SP:Iteration 1F (6470.939418 sec): 3 clusters Score: Raw -2244267.970234 + Penalty 3199.438883 = -2241068.531352 nChanged 1013 SP:Iteration 2F (6471.017593 sec): 3 clusters Score: Raw -2244754.564250 + Penalty 3199.438883 = -2241555.125367 nChanged 1047 SP:Iteration 3F (6471.103784 sec): 3 clusters Score: Raw -2245350.803444 + Penalty 3199.438883 = -2242151.364561 nChanged 1112 SP:Iteration 4F (6471.181153 sec): 3 clusters Score: Raw -2246022.744838 + Penalty 3199.438883 = -2242823.305955 nChanged 1125 SP:Iteration 5F (6471.266179 sec): 3 clusters Score: Raw -2246713.082388 + Penalty 3199.438883 = -2243513.643505 nChanged 1087 SP:Iteration 6F (6471.339132 sec): 3 clusters Score: Raw -2247352.654060 + Penalty 3199.438883 = -2244153.215178 nChanged 998 SP:Iteration 7F (6471.426428 sec): 3 clusters Score: Raw -2247899.835994 + Penalty 3199.438883 = -2244700.397112 nChanged 858 SP:Iteration 8Q (6471.494562 sec): 3 clusters Score: Raw -2248290.096810 + Penalty 3199.438883 = -2245090.657927 nChanged 663 SP:Iteration 9Q (6471.574949 sec): 3 clusters Score: Raw -2248556.449795 + Penalty 3199.438883 = -2245357.010912 nChanged 588 SP:Iteration 10Q (6471.644542 sec): 3 clusters Score: Raw -2248799.899921 + Penalty 3199.438883 = -2245600.461038 nChanged 511 SP:Iteration 11Q (6471.723796 sec): 3 clusters Score: Raw -2249010.334498 + Penalty 3199.438883 = -2245810.895616 nChanged 455 SP:Iteration 12Q (6471.800400 sec): 3 clusters Score: Raw -2249196.565176 + Penalty 3199.438883 = -2245997.126293 nChanged 420 SP:Iteration 13Q (6471.875756 sec): 3 clusters Score: Raw -2249378.400022 + Penalty 3199.438883 = -2246178.961140 nChanged 427 SP:Iteration 14Q (6471.946075 sec): 3 clusters Score: Raw -2249565.704361 + Penalty 3199.438883 = -2246366.265479 nChanged 415 SP:Iteration 15Q (6472.018981 sec): 3 clusters Score: Raw -2249751.949514 + Penalty 3199.438883 = -2246552.510631 nChanged 414 SP:Iteration 16Q (6472.092616 sec): 3 clusters Score: Raw -2249922.489630 + Penalty 3199.438883 = -2246723.050748 nChanged 374 SP:Iteration 17Q (6472.166960 sec): 3 clusters Score: Raw -2250066.064396 + Penalty 3199.438883 = -2246866.625513 nChanged 373 SP:Iteration 18Q (6472.233494 sec): 3 clusters Score: Raw -2250208.545432 + Penalty 3199.438883 = -2247009.106549 nChanged 355 SP:Iteration 19Q (6472.303759 sec): 3 clusters Score: Raw -2250348.431150 + Penalty 3199.438883 = -2247148.992267 nChanged 333 SP:Iteration 20F (6472.381165 sec): 3 clusters Score: Raw -2250482.097568 + Penalty 3199.438883 = -2247282.658686 nChanged 311 SP:Iteration 21Q (6472.441217 sec): 3 clusters Score: Raw -2250595.732265 + Penalty 3199.438883 = -2247396.293383 nChanged 291 SP:Iteration 22Q (6472.503651 sec): 3 clusters Score: Raw -2250698.673240 + Penalty 3199.438883 = -2247499.234357 nChanged 250 SP:Iteration 23Q (6472.556781 sec): 3 clusters Score: Raw -2250778.598926 + Penalty 3199.438883 = -2247579.160044 nChanged 212 SP:Iteration 24Q (6472.616322 sec): 3 clusters Score: Raw -2250841.658824 + Penalty 3199.438883 = -2247642.219942 nChanged 205 SP:Iteration 25Q (6472.682517 sec): 3 clusters Score: Raw -2250902.092529 + Penalty 3199.438883 = -2247702.653647 nChanged 197 SP:Iteration 26Q (6472.752946 sec): 3 clusters Score: Raw -2250956.286867 + Penalty 3199.438883 = -2247756.847985 nChanged 169 SP:Iteration 27Q (6472.810043 sec): 3 clusters Score: Raw -2251007.726964 + Penalty 3199.438883 = -2247808.288081 nChanged 159 SP:Iteration 28Q (6472.870995 sec): 3 clusters Score: Raw -2251053.845069 + Penalty 3199.438883 = -2247854.406186 nChanged 141 SP:Iteration 29Q (6472.931923 sec): 3 clusters Score: Raw -2251094.344932 + Penalty 3199.438883 = -2247894.906049 nChanged 123 SP:Iteration 30Q (6472.994797 sec): 3 clusters Score: Raw -2251131.421768 + Penalty 3199.438883 = -2247931.982885 nChanged 114 SP:Iteration 31Q (6473.049264 sec): 3 clusters Score: Raw -2251166.632306 + Penalty 3199.438883 = -2247967.193423 nChanged 106 SP:Iteration 32Q (6473.116055 sec): 3 clusters Score: Raw -2251197.489928 + Penalty 3199.438883 = -2247998.051045 nChanged 108 SP:Iteration 33Q (6473.188606 sec): 3 clusters Score: Raw -2251230.992855 + Penalty 3199.438883 = -2248031.553972 nChanged 122 SP:Iteration 34Q (6473.262501 sec): 3 clusters Score: Raw -2251268.284111 + Penalty 3199.438883 = -2248068.845228 nChanged 107 SP:Iteration 35Q (6473.343969 sec): 3 clusters Score: Raw -2251296.273297 + Penalty 3199.438883 = -2248096.834414 nChanged 83 SP:Iteration 36Q (6473.399607 sec): 3 clusters Score: Raw -2251319.716557 + Penalty 3199.438883 = -2248120.277674 nChanged 82 SP:Iteration 37Q (6473.473291 sec): 3 clusters Score: Raw -2251347.625166 + Penalty 3199.438883 = -2248148.186284 nChanged 87 SP:Iteration 38Q (6473.546822 sec): 3 clusters Score: Raw -2251374.943664 + Penalty 3199.438883 = -2248175.504781 nChanged 87 SP:Iteration 39Q (6473.620243 sec): 3 clusters Score: Raw -2251399.995690 + Penalty 3199.438883 = -2248200.556807 nChanged 56 SP:Iteration 40F (6473.689411 sec): 3 clusters Score: Raw -2251415.801361 + Penalty 3199.438883 = -2248216.362478 nChanged 57 SP:Iteration 41Q (6473.758631 sec): 3 clusters Score: Raw -2251429.776666 + Penalty 3199.438883 = -2248230.337783 nChanged 49 SP:Iteration 42Q (6473.822512 sec): 3 clusters Score: Raw -2251440.995728 + Penalty 3199.438883 = -2248241.556845 nChanged 43 SP:Iteration 43Q (6473.889772 sec): 3 clusters Score: Raw -2251452.209314 + Penalty 3199.438883 = -2248252.770432 nChanged 45 SP:Iteration 44Q (6473.956578 sec): 3 clusters Score: Raw -2251462.426940 + Penalty 3199.438883 = -2248262.988058 nChanged 29 SP:Iteration 45Q (6474.023864 sec): 3 clusters Score: Raw -2251468.016218 + Penalty 3199.438883 = -2248268.577335 nChanged 23 SP:Iteration 46Q (6474.086929 sec): 3 clusters Score: Raw -2251473.497518 + Penalty 3199.438883 = -2248274.058635 nChanged 26 SP:Iteration 47Q (6474.155194 sec): 3 clusters Score: Raw -2251480.250839 + Penalty 3199.438883 = -2248280.811956 nChanged 18 SP:Iteration 48Q (6474.224180 sec): 3 clusters Score: Raw -2251484.543539 + Penalty 3199.438883 = -2248285.104656 nChanged 16 SP:Iteration 49Q (6474.293740 sec): 3 clusters Score: Raw -2251488.080779 + Penalty 3199.438883 = -2248288.641896 nChanged 19 SP:Iteration 50Q (6474.359363 sec): 3 clusters Score: Raw -2251493.003226 + Penalty 3199.438883 = -2248293.564343 nChanged 23 SP:Iteration 51Q (6474.428350 sec): 3 clusters Score: Raw -2251499.764522 + Penalty 3199.438883 = -2248300.325639 nChanged 21 SP:Iteration 52Q (6474.493248 sec): 3 clusters Score: Raw -2251505.878704 + Penalty 3199.438883 = -2248306.439822 nChanged 25 SP:Iteration 53Q (6474.574387 sec): 3 clusters Score: Raw -2251514.655945 + Penalty 3199.438883 = -2248315.217063 nChanged 25 SP:Iteration 54Q (6474.638899 sec): 3 clusters Score: Raw -2251521.403265 + Penalty 3199.438883 = -2248321.964383 nChanged 24 SP:Iteration 55Q (6474.712717 sec): 3 clusters Score: Raw -2251528.151315 + Penalty 3199.438883 = -2248328.712432 nChanged 22 SP:Iteration 56Q (6474.784118 sec): 3 clusters Score: Raw -2251532.819408 + Penalty 3199.438883 = -2248333.380526 nChanged 17 SP:Iteration 57Q (6474.866067 sec): 3 clusters Score: Raw -2251537.718092 + Penalty 3199.438883 = -2248338.279210 nChanged 17 SP:Iteration 58Q (6474.941989 sec): 3 clusters Score: Raw -2251542.942497 + Penalty 3199.438883 = -2248343.503614 nChanged 24 SP:Iteration 59Q (6475.017671 sec): 3 clusters Score: Raw -2251549.761371 + Penalty 3199.438883 = -2248350.322489 nChanged 19 SP:Iteration 60F (6475.084395 sec): 3 clusters Score: Raw -2251554.489036 + Penalty 3199.438883 = -2248355.050153 nChanged 11 SP:Iteration 61Q (6475.164409 sec): 3 clusters Score: Raw -2251557.005604 + Penalty 3199.438883 = -2248357.566722 nChanged 10 SP:Iteration 62Q (6475.223970 sec): 3 clusters Score: Raw -2251559.020172 + Penalty 3199.438883 = -2248359.581290 nChanged 3 SP:Iteration 63Q (6475.291176 sec): 3 clusters Score: Raw -2251559.567132 + Penalty 3199.438883 = -2248360.128249 nChanged 4 SP:Iteration 64Q (6475.359593 sec): 3 clusters Score: Raw -2251560.440082 + Penalty 3199.438883 = -2248361.001199 nChanged 2 SP:Iteration 65Q (6475.424408 sec): 3 clusters Score: Raw -2251560.794316 + Penalty 3199.438883 = -2248361.355433 nChanged 4 SP:Iteration 66Q (6475.494304 sec): 3 clusters Score: Raw -2251561.405899 + Penalty 3199.438883 = -2248361.967016 nChanged 3 SP:Iteration 67Q (6475.563083 sec): 3 clusters Score: Raw -2251562.247576 + Penalty 3199.438883 = -2248362.808693 nChanged 1 SP:Iteration 68Q (6475.638161 sec): 3 clusters Score: Raw -2251562.589316 + Penalty 3199.438883 = -2248363.150433 nChanged 1 SP:Iteration 69Q (6475.707434 sec): 3 clusters Score: Raw -2251563.003925 + Penalty 3199.438883 = -2248363.565042 nChanged 2 SP:Iteration 70Q (6475.765972 sec): 3 clusters Score: Raw -2251563.565232 + Penalty 3199.438883 = -2248364.126349 nChanged 2 SP:Iteration 71Q (6475.833221 sec): 3 clusters Score: Raw -2251564.015849 + Penalty 3199.438883 = -2248364.576966 nChanged 4 SP:Iteration 72Q (6475.892140 sec): 3 clusters Score: Raw -2251564.450933 + Penalty 3199.438883 = -2248365.012050 nChanged 1 SP:Iteration 73Q (6475.941029 sec): 3 clusters Score: Raw -2251564.545901 + Penalty 3199.438883 = -2248365.107018 nChanged 1 SP:Iteration 74Q (6476.006925 sec): 3 clusters Score: Raw -2251564.718830 + Penalty 3199.438883 = -2248365.279947 nChanged 0 SP:Iteration 75F (6476.064549 sec): 3 clusters Score: Raw -2251564.718830 + Penalty 3199.438883 = -2248365.279947 nChanged 0 Trying to split cluster 17 (6985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6476.092818 sec): 2 clusters Score: Raw -827298.167989 + Penalty 1438.372044 = -825859.795944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6476.148370 sec): 3 clusters Score: Raw -823500.064426 + Penalty 2876.744088 = -820623.320338 nChanged 2903 SP:Iteration 1F (6476.202853 sec): 3 clusters Score: Raw -825069.394971 + Penalty 2876.744088 = -822192.650883 nChanged 444 SP:Iteration 2F (6476.252627 sec): 3 clusters Score: Raw -825277.785266 + Penalty 2876.744088 = -822401.041178 nChanged 334 SP:Iteration 3Q (6476.300105 sec): 3 clusters Score: Raw -825429.351599 + Penalty 2876.744088 = -822552.607511 nChanged 328 SP:Iteration 4Q (6476.337169 sec): 3 clusters Score: Raw -825591.226662 + Penalty 2876.744088 = -822714.482573 nChanged 318 SP:Iteration 5Q (6476.380633 sec): 3 clusters Score: Raw -825750.127003 + Penalty 2876.744088 = -822873.382915 nChanged 308 SP:Iteration 6Q (6476.432398 sec): 3 clusters Score: Raw -825912.798971 + Penalty 2876.744088 = -823036.054883 nChanged 305 SP:Iteration 7Q (6476.473564 sec): 3 clusters Score: Raw -826103.223803 + Penalty 2876.744088 = -823226.479715 nChanged 308 SP:Iteration 8Q (6476.516966 sec): 3 clusters Score: Raw -826311.452287 + Penalty 2876.744088 = -823434.708199 nChanged 308 SP:Iteration 9Q (6476.567369 sec): 3 clusters Score: Raw -826511.532683 + Penalty 2876.744088 = -823634.788594 nChanged 290 SP:Iteration 10Q (6476.618776 sec): 3 clusters Score: Raw -826699.209878 + Penalty 2876.744088 = -823822.465789 nChanged 246 SP:Iteration 11Q (6476.656393 sec): 3 clusters Score: Raw -826866.977323 + Penalty 2876.744088 = -823990.233234 nChanged 212 SP:Iteration 12Q (6476.700146 sec): 3 clusters Score: Raw -826991.249567 + Penalty 2876.744088 = -824114.505479 nChanged 169 SP:Iteration 13Q (6476.745590 sec): 3 clusters Score: Raw -827072.295857 + Penalty 2876.744088 = -824195.551768 nChanged 138 SP:Iteration 14Q (6476.807627 sec): 3 clusters Score: Raw -827126.341303 + Penalty 2876.744088 = -824249.597214 nChanged 93 SP:Iteration 15Q (6476.849608 sec): 3 clusters Score: Raw -827162.549509 + Penalty 2876.744088 = -824285.805421 nChanged 76 SP:Iteration 16Q (6476.892596 sec): 3 clusters Score: Raw -827185.207392 + Penalty 2876.744088 = -824308.463304 nChanged 68 SP:Iteration 17Q (6476.941271 sec): 3 clusters Score: Raw -827207.679150 + Penalty 2876.744088 = -824330.935061 nChanged 47 SP:Iteration 18Q (6476.990984 sec): 3 clusters Score: Raw -827220.967407 + Penalty 2876.744088 = -824344.223319 nChanged 46 SP:Iteration 19Q (6477.034932 sec): 3 clusters Score: Raw -827236.089810 + Penalty 2876.744088 = -824359.345721 nChanged 39 SP:Iteration 20F (6477.083039 sec): 3 clusters Score: Raw -827249.112008 + Penalty 2876.744088 = -824372.367919 nChanged 39 SP:Iteration 21Q (6477.136924 sec): 3 clusters Score: Raw -827262.100975 + Penalty 2876.744088 = -824385.356887 nChanged 38 SP:Iteration 22Q (6477.186721 sec): 3 clusters Score: Raw -827271.341496 + Penalty 2876.744088 = -824394.597408 nChanged 26 SP:Iteration 23Q (6477.224750 sec): 3 clusters Score: Raw -827276.800536 + Penalty 2876.744088 = -824400.056448 nChanged 17 SP:Iteration 24Q (6477.278351 sec): 3 clusters Score: Raw -827281.722251 + Penalty 2876.744088 = -824404.978162 nChanged 20 SP:Iteration 25Q (6477.336346 sec): 3 clusters Score: Raw -827287.658070 + Penalty 2876.744088 = -824410.913981 nChanged 28 SP:Iteration 26Q (6477.391669 sec): 3 clusters Score: Raw -827294.931295 + Penalty 2876.744088 = -824418.187206 nChanged 22 SP:Iteration 27Q (6477.440891 sec): 3 clusters Score: Raw -827301.241395 + Penalty 2876.744088 = -824424.497306 nChanged 20 SP:Iteration 28Q (6477.500669 sec): 3 clusters Score: Raw -827307.350243 + Penalty 2876.744088 = -824430.606155 nChanged 24 SP:Iteration 29Q (6477.559634 sec): 3 clusters Score: Raw -827311.590059 + Penalty 2876.744088 = -824434.845970 nChanged 16 SP:Iteration 30Q (6477.611659 sec): 3 clusters Score: Raw -827314.216387 + Penalty 2876.744088 = -824437.472299 nChanged 8 SP:Iteration 31Q (6477.670099 sec): 3 clusters Score: Raw -827315.181068 + Penalty 2876.744088 = -824438.436980 nChanged 4 SP:Iteration 32Q (6477.731048 sec): 3 clusters Score: Raw -827315.745911 + Penalty 2876.744088 = -824439.001822 nChanged 2 SP:Iteration 33Q (6477.790886 sec): 3 clusters Score: Raw -827315.932244 + Penalty 2876.744088 = -824439.188155 nChanged 2 SP:Iteration 34Q (6477.851567 sec): 3 clusters Score: Raw -827316.847084 + Penalty 2876.744088 = -824440.102995 nChanged 6 SP:Iteration 35Q (6477.900482 sec): 3 clusters Score: Raw -827317.847116 + Penalty 2876.744088 = -824441.103028 nChanged 7 SP:Iteration 36Q (6477.957999 sec): 3 clusters Score: Raw -827318.800181 + Penalty 2876.744088 = -824442.056092 nChanged 5 SP:Iteration 37Q (6478.018444 sec): 3 clusters Score: Raw -827320.052376 + Penalty 2876.744088 = -824443.308288 nChanged 4 SP:Iteration 38Q (6478.074671 sec): 3 clusters Score: Raw -827320.897626 + Penalty 2876.744088 = -824444.153538 nChanged 1 SP:Iteration 39Q (6478.136249 sec): 3 clusters Score: Raw -827321.087495 + Penalty 2876.744088 = -824444.343406 nChanged 2 SP:Iteration 40F (6478.181772 sec): 3 clusters Score: Raw -827321.241526 + Penalty 2876.744088 = -824444.497438 nChanged 0 Trying to split cluster 18 (3683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6478.210814 sec): 2 clusters Score: Raw -436949.621014 + Penalty 1334.365974 = -435615.255040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6478.264593 sec): 3 clusters Score: Raw -435123.533843 + Penalty 2668.731948 = -432454.801895 nChanged 1449 SP:Iteration 1F (6478.320123 sec): 3 clusters Score: Raw -435902.562675 + Penalty 2668.731948 = -433233.830727 nChanged 255 SP:Iteration 2F (6478.371499 sec): 3 clusters Score: Raw -436049.491584 + Penalty 2668.731948 = -433380.759636 nChanged 183 SP:Iteration 3Q (6478.425224 sec): 3 clusters Score: Raw -436160.957018 + Penalty 2668.731948 = -433492.225070 nChanged 150 SP:Iteration 4Q (6478.468297 sec): 3 clusters Score: Raw -436240.464420 + Penalty 2668.731948 = -433571.732472 nChanged 120 SP:Iteration 5Q (6478.521950 sec): 3 clusters Score: Raw -436300.312996 + Penalty 2668.731948 = -433631.581048 nChanged 103 SP:Iteration 6Q (6478.575598 sec): 3 clusters Score: Raw -436357.984623 + Penalty 2668.731948 = -433689.252675 nChanged 104 SP:Iteration 7Q (6478.641017 sec): 3 clusters Score: Raw -436419.543167 + Penalty 2668.731948 = -433750.811220 nChanged 122 SP:Iteration 8Q (6478.685802 sec): 3 clusters Score: Raw -436495.898130 + Penalty 2668.731948 = -433827.166183 nChanged 108 SP:Iteration 9Q (6478.739943 sec): 3 clusters Score: Raw -436569.671442 + Penalty 2668.731948 = -433900.939494 nChanged 108 SP:Iteration 10Q (6478.793452 sec): 3 clusters Score: Raw -436650.010586 + Penalty 2668.731948 = -433981.278638 nChanged 105 SP:Iteration 11Q (6478.847539 sec): 3 clusters Score: Raw -436724.397295 + Penalty 2668.731948 = -434055.665347 nChanged 87 SP:Iteration 12Q (6478.901577 sec): 3 clusters Score: Raw -436787.368258 + Penalty 2668.731948 = -434118.636310 nChanged 91 SP:Iteration 13Q (6478.955797 sec): 3 clusters Score: Raw -436846.027465 + Penalty 2668.731948 = -434177.295517 nChanged 72 SP:Iteration 14Q (6479.000432 sec): 3 clusters Score: Raw -436894.717311 + Penalty 2668.731948 = -434225.985363 nChanged 53 SP:Iteration 15Q (6479.054265 sec): 3 clusters Score: Raw -436931.442139 + Penalty 2668.731948 = -434262.710191 nChanged 46 SP:Iteration 16Q (6479.108347 sec): 3 clusters Score: Raw -436952.745591 + Penalty 2668.731948 = -434284.013643 nChanged 27 SP:Iteration 17Q (6479.161923 sec): 3 clusters Score: Raw -436965.608976 + Penalty 2668.731948 = -434296.877028 nChanged 24 SP:Iteration 18Q (6479.227007 sec): 3 clusters Score: Raw -436974.384488 + Penalty 2668.731948 = -434305.652540 nChanged 20 SP:Iteration 19Q (6479.269920 sec): 3 clusters Score: Raw -436981.571645 + Penalty 2668.731948 = -434312.839698 nChanged 15 SP:Iteration 20F (6479.329343 sec): 3 clusters Score: Raw -436988.607572 + Penalty 2668.731948 = -434319.875624 nChanged 19 SP:Iteration 21Q (6479.371421 sec): 3 clusters Score: Raw -436996.648752 + Penalty 2668.731948 = -434327.916805 nChanged 12 SP:Iteration 22Q (6479.423053 sec): 3 clusters Score: Raw -437000.889298 + Penalty 2668.731948 = -434332.157350 nChanged 8 SP:Iteration 23Q (6479.464390 sec): 3 clusters Score: Raw -437003.993699 + Penalty 2668.731948 = -434335.261751 nChanged 9 SP:Iteration 24Q (6479.516895 sec): 3 clusters Score: Raw -437008.639571 + Penalty 2668.731948 = -434339.907623 nChanged 11 SP:Iteration 25Q (6479.564633 sec): 3 clusters Score: Raw -437014.770859 + Penalty 2668.731948 = -434346.038912 nChanged 15 SP:Iteration 26Q (6479.610033 sec): 3 clusters Score: Raw -437020.549975 + Penalty 2668.731948 = -434351.818027 nChanged 11 SP:Iteration 27Q (6479.657459 sec): 3 clusters Score: Raw -437026.217639 + Penalty 2668.731948 = -434357.485691 nChanged 11 SP:Iteration 28Q (6479.714644 sec): 3 clusters Score: Raw -437030.091533 + Penalty 2668.731948 = -434361.359586 nChanged 15 SP:Iteration 29Q (6479.750318 sec): 3 clusters Score: Raw -437036.432408 + Penalty 2668.731948 = -434367.700460 nChanged 14 SP:Iteration 30Q (6479.798016 sec): 3 clusters Score: Raw -437043.056897 + Penalty 2668.731948 = -434374.324949 nChanged 22 SP:Iteration 31Q (6479.845781 sec): 3 clusters Score: Raw -437052.725030 + Penalty 2668.731948 = -434383.993082 nChanged 14 SP:Iteration 32Q (6479.903344 sec): 3 clusters Score: Raw -437060.271093 + Penalty 2668.731948 = -434391.539146 nChanged 13 SP:Iteration 33Q (6479.938173 sec): 3 clusters Score: Raw -437065.285317 + Penalty 2668.731948 = -434396.553369 nChanged 7 SP:Iteration 34Q (6479.987354 sec): 3 clusters Score: Raw -437067.729104 + Penalty 2668.731948 = -434398.997156 nChanged 8 SP:Iteration 35Q (6480.037111 sec): 3 clusters Score: Raw -437071.188404 + Penalty 2668.731948 = -434402.456456 nChanged 5 SP:Iteration 36Q (6480.088275 sec): 3 clusters Score: Raw -437073.032090 + Penalty 2668.731948 = -434404.300142 nChanged 0 SP:Iteration 37F (6480.139205 sec): 3 clusters Score: Raw -437073.032090 + Penalty 2668.731948 = -434404.300142 nChanged 0 Trying to split cluster 19 (6116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6480.173156 sec): 2 clusters Score: Raw -734543.628173 + Penalty 1416.782830 = -733126.845343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6480.238145 sec): 3 clusters Score: Raw -731289.230860 + Penalty 2833.565659 = -728455.665201 nChanged 2519 SP:Iteration 1F (6480.285793 sec): 3 clusters Score: Raw -732695.990389 + Penalty 2833.565659 = -729862.424730 nChanged 417 SP:Iteration 2F (6480.337946 sec): 3 clusters Score: Raw -732912.527158 + Penalty 2833.565659 = -730078.961499 nChanged 330 SP:Iteration 3F (6480.400598 sec): 3 clusters Score: Raw -733094.067875 + Penalty 2833.565659 = -730260.502215 nChanged 319 SP:Iteration 4F (6480.448661 sec): 3 clusters Score: Raw -733264.649033 + Penalty 2833.565659 = -730431.083374 nChanged 275 SP:Iteration 5Q (6480.514254 sec): 3 clusters Score: Raw -733420.118965 + Penalty 2833.565659 = -730586.553306 nChanged 281 SP:Iteration 6Q (6480.562775 sec): 3 clusters Score: Raw -733592.109750 + Penalty 2833.565659 = -730758.544090 nChanged 304 SP:Iteration 7Q (6480.620238 sec): 3 clusters Score: Raw -733781.843630 + Penalty 2833.565659 = -730948.277970 nChanged 271 SP:Iteration 8Q (6480.678635 sec): 3 clusters Score: Raw -733984.241686 + Penalty 2833.565659 = -731150.676027 nChanged 259 SP:Iteration 9Q (6480.726926 sec): 3 clusters Score: Raw -734181.937978 + Penalty 2833.565659 = -731348.372319 nChanged 209 SP:Iteration 10Q (6480.792229 sec): 3 clusters Score: Raw -734335.231465 + Penalty 2833.565659 = -731501.665805 nChanged 186 SP:Iteration 11Q (6480.840101 sec): 3 clusters Score: Raw -734467.212361 + Penalty 2833.565659 = -731633.646701 nChanged 132 SP:Iteration 12Q (6480.896801 sec): 3 clusters Score: Raw -734557.883293 + Penalty 2833.565659 = -731724.317634 nChanged 75 SP:Iteration 13Q (6480.955917 sec): 3 clusters Score: Raw -734605.738581 + Penalty 2833.565659 = -731772.172921 nChanged 53 SP:Iteration 14Q (6480.996626 sec): 3 clusters Score: Raw -734637.849749 + Penalty 2833.565659 = -731804.284089 nChanged 32 SP:Iteration 15Q (6481.048076 sec): 3 clusters Score: Raw -734657.856559 + Penalty 2833.565659 = -731824.290900 nChanged 34 SP:Iteration 16Q (6481.107133 sec): 3 clusters Score: Raw -734677.263356 + Penalty 2833.565659 = -731843.697697 nChanged 17 SP:Iteration 17Q (6481.157836 sec): 3 clusters Score: Raw -734688.178743 + Penalty 2833.565659 = -731854.613084 nChanged 17 SP:Iteration 18Q (6481.216337 sec): 3 clusters Score: Raw -734702.400115 + Penalty 2833.565659 = -731868.834456 nChanged 16 SP:Iteration 19Q (6481.285155 sec): 3 clusters Score: Raw -734714.571298 + Penalty 2833.565659 = -731881.005639 nChanged 15 SP:Iteration 20F (6481.334748 sec): 3 clusters Score: Raw -734726.791307 + Penalty 2833.565659 = -731893.225648 nChanged 12 SP:Iteration 21Q (6481.390304 sec): 3 clusters Score: Raw -734733.218170 + Penalty 2833.565659 = -731899.652510 nChanged 10 SP:Iteration 22Q (6481.440811 sec): 3 clusters Score: Raw -734739.671486 + Penalty 2833.565659 = -731906.105826 nChanged 8 SP:Iteration 23Q (6481.498462 sec): 3 clusters Score: Raw -734742.853284 + Penalty 2833.565659 = -731909.287625 nChanged 3 SP:Iteration 24Q (6481.567136 sec): 3 clusters Score: Raw -734744.109941 + Penalty 2833.565659 = -731910.544281 nChanged 1 SP:Iteration 25Q (6481.612516 sec): 3 clusters Score: Raw -734744.614098 + Penalty 2833.565659 = -731911.048439 nChanged 0 SP:Iteration 26F (6481.666135 sec): 3 clusters Score: Raw -734744.614098 + Penalty 2833.565659 = -731911.048439 nChanged 0 Trying to split cluster 20 (4729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6481.696586 sec): 2 clusters Score: Raw -502714.473781 + Penalty 1374.988719 = -501339.485062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6481.749906 sec): 3 clusters Score: Raw -500255.594833 + Penalty 2749.977439 = -497505.617394 nChanged 1965 SP:Iteration 1F (6481.806865 sec): 3 clusters Score: Raw -501413.626336 + Penalty 2749.977439 = -498663.648897 nChanged 372 SP:Iteration 2F (6481.862263 sec): 3 clusters Score: Raw -501648.307447 + Penalty 2749.977439 = -498898.330008 nChanged 281 SP:Iteration 3F (6481.917792 sec): 3 clusters Score: Raw -501863.034662 + Penalty 2749.977439 = -499113.057223 nChanged 272 SP:Iteration 4F (6481.970147 sec): 3 clusters Score: Raw -502084.585838 + Penalty 2749.977439 = -499334.608399 nChanged 255 SP:Iteration 5F (6482.025238 sec): 3 clusters Score: Raw -502273.070828 + Penalty 2749.977439 = -499523.093389 nChanged 228 SP:Iteration 6Q (6482.080645 sec): 3 clusters Score: Raw -502440.164676 + Penalty 2749.977439 = -499690.187237 nChanged 196 SP:Iteration 7Q (6482.140397 sec): 3 clusters Score: Raw -502590.063358 + Penalty 2749.977439 = -499840.085919 nChanged 181 SP:Iteration 8Q (6482.182349 sec): 3 clusters Score: Raw -502686.639860 + Penalty 2749.977439 = -499936.662422 nChanged 137 SP:Iteration 9Q (6482.231580 sec): 3 clusters Score: Raw -502744.141327 + Penalty 2749.977439 = -499994.163888 nChanged 87 SP:Iteration 10Q (6482.287761 sec): 3 clusters Score: Raw -502778.981700 + Penalty 2749.977439 = -500029.004261 nChanged 58 SP:Iteration 11Q (6482.340290 sec): 3 clusters Score: Raw -502798.800944 + Penalty 2749.977439 = -500048.823505 nChanged 50 SP:Iteration 12Q (6482.380812 sec): 3 clusters Score: Raw -502816.849886 + Penalty 2749.977439 = -500066.872447 nChanged 45 SP:Iteration 13Q (6482.419500 sec): 3 clusters Score: Raw -502828.990106 + Penalty 2749.977439 = -500079.012668 nChanged 29 SP:Iteration 14Q (6482.468251 sec): 3 clusters Score: Raw -502837.778290 + Penalty 2749.977439 = -500087.800851 nChanged 24 SP:Iteration 15Q (6482.522496 sec): 3 clusters Score: Raw -502845.143610 + Penalty 2749.977439 = -500095.166171 nChanged 22 SP:Iteration 16Q (6482.563845 sec): 3 clusters Score: Raw -502850.519121 + Penalty 2749.977439 = -500100.541682 nChanged 22 SP:Iteration 17Q (6482.612517 sec): 3 clusters Score: Raw -502857.133949 + Penalty 2749.977439 = -500107.156511 nChanged 17 SP:Iteration 18Q (6482.673568 sec): 3 clusters Score: Raw -502861.144075 + Penalty 2749.977439 = -500111.166637 nChanged 11 SP:Iteration 19Q (6482.713799 sec): 3 clusters Score: Raw -502863.330152 + Penalty 2749.977439 = -500113.352713 nChanged 12 SP:Iteration 20F (6482.764715 sec): 3 clusters Score: Raw -502866.168107 + Penalty 2749.977439 = -500116.190669 nChanged 11 SP:Iteration 21Q (6482.805708 sec): 3 clusters Score: Raw -502869.498051 + Penalty 2749.977439 = -500119.520612 nChanged 14 SP:Iteration 22Q (6482.854826 sec): 3 clusters Score: Raw -502871.857877 + Penalty 2749.977439 = -500121.880438 nChanged 3 SP:Iteration 23Q (6482.913165 sec): 3 clusters Score: Raw -502872.570499 + Penalty 2749.977439 = -500122.593060 nChanged 5 SP:Iteration 24Q (6482.954447 sec): 3 clusters Score: Raw -502873.603334 + Penalty 2749.977439 = -500123.625895 nChanged 5 SP:Iteration 25Q (6483.003379 sec): 3 clusters Score: Raw -502875.532624 + Penalty 2749.977439 = -500125.555185 nChanged 15 SP:Iteration 26Q (6483.052306 sec): 3 clusters Score: Raw -502879.462374 + Penalty 2749.977439 = -500129.484935 nChanged 17 SP:Iteration 27Q (6483.103395 sec): 3 clusters Score: Raw -502885.751983 + Penalty 2749.977439 = -500135.774544 nChanged 15 SP:Iteration 28Q (6483.152283 sec): 3 clusters Score: Raw -502889.904057 + Penalty 2749.977439 = -500139.926618 nChanged 9 SP:Iteration 29Q (6483.202290 sec): 3 clusters Score: Raw -502890.843411 + Penalty 2749.977439 = -500140.865972 nChanged 18 SP:Iteration 30Q (6483.250653 sec): 3 clusters Score: Raw -502895.398182 + Penalty 2749.977439 = -500145.420743 nChanged 17 SP:Iteration 31Q (6483.301225 sec): 3 clusters Score: Raw -502898.859075 + Penalty 2749.977439 = -500148.881636 nChanged 13 SP:Iteration 32Q (6483.349442 sec): 3 clusters Score: Raw -502901.078463 + Penalty 2749.977439 = -500151.101025 nChanged 5 SP:Iteration 33Q (6483.403835 sec): 3 clusters Score: Raw -502901.737497 + Penalty 2749.977439 = -500151.760058 nChanged 4 SP:Iteration 34Q (6483.445499 sec): 3 clusters Score: Raw -502902.468784 + Penalty 2749.977439 = -500152.491345 nChanged 6 SP:Iteration 35Q (6483.493713 sec): 3 clusters Score: Raw -502903.746986 + Penalty 2749.977439 = -500153.769547 nChanged 5 SP:Iteration 36Q (6483.551046 sec): 3 clusters Score: Raw -502904.884571 + Penalty 2749.977439 = -500154.907132 nChanged 0 SP:Iteration 37F (6483.596735 sec): 3 clusters Score: Raw -502904.884571 + Penalty 2749.977439 = -500154.907132 nChanged 0 Trying to split cluster 21 (1563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6483.622886 sec): 2 clusters Score: Raw -180815.505556 + Penalty 1195.083879 = -179620.421677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6483.672564 sec): 3 clusters Score: Raw -180180.383108 + Penalty 2390.167757 = -177790.215351 nChanged 537 SP:Iteration 1F (6483.721788 sec): 3 clusters Score: Raw -180570.051209 + Penalty 2390.167757 = -178179.883452 nChanged 128 SP:Iteration 2F (6483.770969 sec): 3 clusters Score: Raw -180709.236360 + Penalty 2390.167757 = -178319.068603 nChanged 79 SP:Iteration 3F (6483.815688 sec): 3 clusters Score: Raw -180781.987974 + Penalty 2390.167757 = -178391.820217 nChanged 42 SP:Iteration 4Q (6483.862481 sec): 3 clusters Score: Raw -180814.656069 + Penalty 2390.167757 = -178424.488312 nChanged 34 SP:Iteration 5Q (6483.911702 sec): 3 clusters Score: Raw -180841.354586 + Penalty 2390.167757 = -178451.186829 nChanged 32 SP:Iteration 6Q (6483.959208 sec): 3 clusters Score: Raw -180864.597612 + Penalty 2390.167757 = -178474.429855 nChanged 17 SP:Iteration 7Q (6484.008233 sec): 3 clusters Score: Raw -180878.801902 + Penalty 2390.167757 = -178488.634145 nChanged 13 SP:Iteration 8Q (6484.053404 sec): 3 clusters Score: Raw -180887.736782 + Penalty 2390.167757 = -178497.569024 nChanged 13 SP:Iteration 9Q (6484.102410 sec): 3 clusters Score: Raw -180896.036294 + Penalty 2390.167757 = -178505.868537 nChanged 12 SP:Iteration 10Q (6484.151413 sec): 3 clusters Score: Raw -180902.898271 + Penalty 2390.167757 = -178512.730514 nChanged 11 SP:Iteration 11Q (6484.196829 sec): 3 clusters Score: Raw -180909.776553 + Penalty 2390.167757 = -178519.608796 nChanged 11 SP:Iteration 12Q (6484.245784 sec): 3 clusters Score: Raw -180914.791819 + Penalty 2390.167757 = -178524.624062 nChanged 3 SP:Iteration 13Q (6484.294806 sec): 3 clusters Score: Raw -180915.592286 + Penalty 2390.167757 = -178525.424529 nChanged 2 SP:Iteration 14Q (6484.353505 sec): 3 clusters Score: Raw -180916.757935 + Penalty 2390.167757 = -178526.590178 nChanged 2 SP:Iteration 15Q (6484.386791 sec): 3 clusters Score: Raw -180917.072210 + Penalty 2390.167757 = -178526.904452 nChanged 1 SP:Iteration 16Q (6484.436315 sec): 3 clusters Score: Raw -180919.133828 + Penalty 2390.167757 = -178528.966070 nChanged 2 SP:Iteration 17Q (6484.487781 sec): 3 clusters Score: Raw -180920.633582 + Penalty 2390.167757 = -178530.465824 nChanged 2 SP:Iteration 18Q (6484.537049 sec): 3 clusters Score: Raw -180921.446061 + Penalty 2390.167757 = -178531.278304 nChanged 0 SP:Iteration 19F (6484.587468 sec): 3 clusters Score: Raw -180921.446061 + Penalty 2390.167757 = -178531.278304 nChanged 0 Trying to split cluster 22 (2859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6484.615980 sec): 2 clusters Score: Raw -326846.008260 + Penalty 1293.211919 = -325552.796341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6484.659588 sec): 3 clusters Score: Raw -325514.803397 + Penalty 2586.423838 = -322928.379559 nChanged 1068 SP:Iteration 1F (6484.710861 sec): 3 clusters Score: Raw -326173.406835 + Penalty 2586.423838 = -323586.982998 nChanged 256 SP:Iteration 2F (6484.749769 sec): 3 clusters Score: Raw -326340.239188 + Penalty 2586.423838 = -323753.815350 nChanged 155 SP:Iteration 3F (6484.793903 sec): 3 clusters Score: Raw -326445.198171 + Penalty 2586.423838 = -323858.774334 nChanged 119 SP:Iteration 4Q (6484.839067 sec): 3 clusters Score: Raw -326518.066939 + Penalty 2586.423838 = -323931.643102 nChanged 99 SP:Iteration 5Q (6484.885658 sec): 3 clusters Score: Raw -326575.187887 + Penalty 2586.423838 = -323988.764049 nChanged 79 SP:Iteration 6Q (6484.932220 sec): 3 clusters Score: Raw -326620.545637 + Penalty 2586.423838 = -324034.121799 nChanged 68 SP:Iteration 7Q (6484.980301 sec): 3 clusters Score: Raw -326668.467197 + Penalty 2586.423838 = -324082.043360 nChanged 67 SP:Iteration 8Q (6485.037095 sec): 3 clusters Score: Raw -326718.030912 + Penalty 2586.423838 = -324131.607074 nChanged 68 SP:Iteration 9Q (6485.075090 sec): 3 clusters Score: Raw -326777.915282 + Penalty 2586.423838 = -324191.491445 nChanged 96 SP:Iteration 10Q (6485.126780 sec): 3 clusters Score: Raw -326856.784779 + Penalty 2586.423838 = -324270.360941 nChanged 92 SP:Iteration 11Q (6485.169617 sec): 3 clusters Score: Raw -326930.174075 + Penalty 2586.423838 = -324343.750237 nChanged 92 SP:Iteration 12Q (6485.215182 sec): 3 clusters Score: Raw -327012.598058 + Penalty 2586.423838 = -324426.174221 nChanged 84 SP:Iteration 13Q (6485.267095 sec): 3 clusters Score: Raw -327087.555948 + Penalty 2586.423838 = -324501.132111 nChanged 79 SP:Iteration 14Q (6485.318686 sec): 3 clusters Score: Raw -327153.451995 + Penalty 2586.423838 = -324567.028158 nChanged 82 SP:Iteration 15Q (6485.370592 sec): 3 clusters Score: Raw -327224.453074 + Penalty 2586.423838 = -324638.029237 nChanged 73 SP:Iteration 16Q (6485.422471 sec): 3 clusters Score: Raw -327295.316849 + Penalty 2586.423838 = -324708.893011 nChanged 83 SP:Iteration 17Q (6485.474251 sec): 3 clusters Score: Raw -327365.144807 + Penalty 2586.423838 = -324778.720969 nChanged 53 SP:Iteration 18Q (6485.525886 sec): 3 clusters Score: Raw -327421.811946 + Penalty 2586.423838 = -324835.388109 nChanged 67 SP:Iteration 19Q (6485.575524 sec): 3 clusters Score: Raw -327518.916375 + Penalty 2586.423838 = -324932.492538 nChanged 78 SP:Iteration 20F (6485.628562 sec): 3 clusters Score: Raw -327615.688812 + Penalty 2586.423838 = -325029.264975 nChanged 58 SP:Iteration 21Q (6485.676822 sec): 3 clusters Score: Raw -327677.331973 + Penalty 2586.423838 = -325090.908136 nChanged 60 SP:Iteration 22Q (6485.725876 sec): 3 clusters Score: Raw -327743.179957 + Penalty 2586.423838 = -325156.756120 nChanged 45 SP:Iteration 23Q (6485.774408 sec): 3 clusters Score: Raw -327786.392379 + Penalty 2586.423838 = -325199.968542 nChanged 38 SP:Iteration 24Q (6485.823537 sec): 3 clusters Score: Raw -327818.025058 + Penalty 2586.423838 = -325231.601220 nChanged 27 SP:Iteration 25Q (6485.862824 sec): 3 clusters Score: Raw -327836.926184 + Penalty 2586.423838 = -325250.502346 nChanged 17 SP:Iteration 26Q (6485.910257 sec): 3 clusters Score: Raw -327846.687109 + Penalty 2586.423838 = -325260.263272 nChanged 12 SP:Iteration 27Q (6485.950322 sec): 3 clusters Score: Raw -327855.166209 + Penalty 2586.423838 = -325268.742372 nChanged 11 SP:Iteration 28Q (6486.001353 sec): 3 clusters Score: Raw -327861.742277 + Penalty 2586.423838 = -325275.318440 nChanged 7 SP:Iteration 29Q (6486.046990 sec): 3 clusters Score: Raw -327865.354610 + Penalty 2586.423838 = -325278.930772 nChanged 6 SP:Iteration 30Q (6486.098882 sec): 3 clusters Score: Raw -327867.100653 + Penalty 2586.423838 = -325280.676816 nChanged 3 SP:Iteration 31Q (6486.150156 sec): 3 clusters Score: Raw -327868.220015 + Penalty 2586.423838 = -325281.796177 nChanged 2 SP:Iteration 32Q (6486.199718 sec): 3 clusters Score: Raw -327868.627802 + Penalty 2586.423838 = -325282.203964 nChanged 0 SP:Iteration 33F (6486.240638 sec): 3 clusters Score: Raw -327868.627802 + Penalty 2586.423838 = -325282.203964 nChanged 0 Trying to split cluster 23 (4693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6486.272024 sec): 2 clusters Score: Raw -546260.373653 + Penalty 1373.746939 = -544886.626714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6486.327265 sec): 3 clusters Score: Raw -543828.639564 + Penalty 2747.493878 = -541081.145687 nChanged 1880 SP:Iteration 1F (6486.378753 sec): 3 clusters Score: Raw -544886.327579 + Penalty 2747.493878 = -542138.833701 nChanged 379 SP:Iteration 2F (6486.432365 sec): 3 clusters Score: Raw -545133.862308 + Penalty 2747.493878 = -542386.368430 nChanged 303 SP:Iteration 3F (6486.494389 sec): 3 clusters Score: Raw -545332.166334 + Penalty 2747.493878 = -542584.672457 nChanged 249 SP:Iteration 4F (6486.533611 sec): 3 clusters Score: Raw -545515.836937 + Penalty 2747.493878 = -542768.343059 nChanged 248 SP:Iteration 5F (6486.581459 sec): 3 clusters Score: Raw -545732.842642 + Penalty 2747.493878 = -542985.348764 nChanged 261 SP:Iteration 6F (6486.635246 sec): 3 clusters Score: Raw -545989.032525 + Penalty 2747.493878 = -543241.538648 nChanged 224 SP:Iteration 7Q (6486.687791 sec): 3 clusters Score: Raw -546184.985032 + Penalty 2747.493878 = -543437.491154 nChanged 220 SP:Iteration 8Q (6486.738530 sec): 3 clusters Score: Raw -546392.592776 + Penalty 2747.493878 = -543645.098899 nChanged 226 SP:Iteration 9Q (6486.794081 sec): 3 clusters Score: Raw -546609.454069 + Penalty 2747.493878 = -543861.960192 nChanged 183 SP:Iteration 10Q (6486.846176 sec): 3 clusters Score: Raw -546754.366797 + Penalty 2747.493878 = -544006.872920 nChanged 159 SP:Iteration 11Q (6486.900375 sec): 3 clusters Score: Raw -546854.032270 + Penalty 2747.493878 = -544106.538393 nChanged 102 SP:Iteration 12Q (6486.957610 sec): 3 clusters Score: Raw -546916.583585 + Penalty 2747.493878 = -544169.089708 nChanged 79 SP:Iteration 13Q (6487.015792 sec): 3 clusters Score: Raw -546975.647266 + Penalty 2747.493878 = -544228.153388 nChanged 82 SP:Iteration 14Q (6487.070420 sec): 3 clusters Score: Raw -547031.676419 + Penalty 2747.493878 = -544284.182541 nChanged 79 SP:Iteration 15Q (6487.122968 sec): 3 clusters Score: Raw -547091.304631 + Penalty 2747.493878 = -544343.810754 nChanged 65 SP:Iteration 16Q (6487.179813 sec): 3 clusters Score: Raw -547167.760616 + Penalty 2747.493878 = -544420.266738 nChanged 84 SP:Iteration 17Q (6487.227959 sec): 3 clusters Score: Raw -547262.809153 + Penalty 2747.493878 = -544515.315275 nChanged 69 SP:Iteration 18Q (6487.285599 sec): 3 clusters Score: Raw -547321.308091 + Penalty 2747.493878 = -544573.814213 nChanged 69 SP:Iteration 19Q (6487.341717 sec): 3 clusters Score: Raw -547369.953190 + Penalty 2747.493878 = -544622.459312 nChanged 44 SP:Iteration 20F (6487.398972 sec): 3 clusters Score: Raw -547393.341091 + Penalty 2747.493878 = -544645.847213 nChanged 33 SP:Iteration 21Q (6487.444326 sec): 3 clusters Score: Raw -547410.265852 + Penalty 2747.493878 = -544662.771974 nChanged 22 SP:Iteration 22Q (6487.500016 sec): 3 clusters Score: Raw -547418.512447 + Penalty 2747.493878 = -544671.018569 nChanged 13 SP:Iteration 23Q (6487.557618 sec): 3 clusters Score: Raw -547421.834817 + Penalty 2747.493878 = -544674.340939 nChanged 8 SP:Iteration 24Q (6487.614683 sec): 3 clusters Score: Raw -547423.987532 + Penalty 2747.493878 = -544676.493654 nChanged 8 SP:Iteration 25Q (6487.681809 sec): 3 clusters Score: Raw -547426.091046 + Penalty 2747.493878 = -544678.597169 nChanged 4 SP:Iteration 26Q (6487.726864 sec): 3 clusters Score: Raw -547427.204840 + Penalty 2747.493878 = -544679.710962 nChanged 5 SP:Iteration 27Q (6487.781076 sec): 3 clusters Score: Raw -547428.385705 + Penalty 2747.493878 = -544680.891828 nChanged 2 SP:Iteration 28Q (6487.830685 sec): 3 clusters Score: Raw -547429.144284 + Penalty 2747.493878 = -544681.650406 nChanged 4 SP:Iteration 29Q (6487.884845 sec): 3 clusters Score: Raw -547429.987084 + Penalty 2747.493878 = -544682.493207 nChanged 2 SP:Iteration 30Q (6487.939750 sec): 3 clusters Score: Raw -547430.300706 + Penalty 2747.493878 = -544682.806828 nChanged 0 SP:Iteration 31F (6487.992379 sec): 3 clusters Score: Raw -547430.300706 + Penalty 2747.493878 = -544682.806828 nChanged 0 Trying to split cluster 24 (11781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6488.031532 sec): 2 clusters Score: Raw -1318847.611175 + Penalty 1523.314543 = -1317324.296632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6488.102664 sec): 3 clusters Score: Raw -1312154.861372 + Penalty 3046.629087 = -1309108.232285 nChanged 5124 SP:Iteration 1F (6488.170938 sec): 3 clusters Score: Raw -1315353.847932 + Penalty 3046.629087 = -1312307.218846 nChanged 858 SP:Iteration 2F (6488.238935 sec): 3 clusters Score: Raw -1315896.599378 + Penalty 3046.629087 = -1312849.970292 nChanged 788 SP:Iteration 3F (6488.306821 sec): 3 clusters Score: Raw -1316438.079041 + Penalty 3046.629087 = -1313391.449955 nChanged 770 SP:Iteration 4F (6488.364929 sec): 3 clusters Score: Raw -1317034.630271 + Penalty 3046.629087 = -1313988.001184 nChanged 715 SP:Iteration 5F (6488.432772 sec): 3 clusters Score: Raw -1317573.465792 + Penalty 3046.629087 = -1314526.836706 nChanged 605 SP:Iteration 6F (6488.500374 sec): 3 clusters Score: Raw -1318029.236142 + Penalty 3046.629087 = -1314982.607056 nChanged 486 SP:Iteration 7Q (6488.563437 sec): 3 clusters Score: Raw -1318379.002789 + Penalty 3046.629087 = -1315332.373702 nChanged 388 SP:Iteration 8Q (6488.620648 sec): 3 clusters Score: Raw -1318647.204180 + Penalty 3046.629087 = -1315600.575093 nChanged 296 SP:Iteration 9Q (6488.683246 sec): 3 clusters Score: Raw -1318827.828212 + Penalty 3046.629087 = -1315781.199125 nChanged 243 SP:Iteration 10Q (6488.745656 sec): 3 clusters Score: Raw -1318962.392855 + Penalty 3046.629087 = -1315915.763768 nChanged 191 SP:Iteration 11Q (6488.799677 sec): 3 clusters Score: Raw -1319052.481882 + Penalty 3046.629087 = -1316005.852795 nChanged 138 SP:Iteration 12Q (6488.859169 sec): 3 clusters Score: Raw -1319106.185584 + Penalty 3046.629087 = -1316059.556497 nChanged 99 SP:Iteration 13Q (6488.920743 sec): 3 clusters Score: Raw -1319147.295363 + Penalty 3046.629087 = -1316100.666277 nChanged 99 SP:Iteration 14Q (6488.979613 sec): 3 clusters Score: Raw -1319186.386181 + Penalty 3046.629087 = -1316139.757095 nChanged 82 SP:Iteration 15Q (6489.040961 sec): 3 clusters Score: Raw -1319217.823603 + Penalty 3046.629087 = -1316171.194516 nChanged 65 SP:Iteration 16Q (6489.101701 sec): 3 clusters Score: Raw -1319238.838287 + Penalty 3046.629087 = -1316192.209200 nChanged 56 SP:Iteration 17Q (6489.161595 sec): 3 clusters Score: Raw -1319253.029728 + Penalty 3046.629087 = -1316206.400642 nChanged 47 SP:Iteration 18Q (6489.222556 sec): 3 clusters Score: Raw -1319264.703679 + Penalty 3046.629087 = -1316218.074592 nChanged 40 SP:Iteration 19Q (6489.282780 sec): 3 clusters Score: Raw -1319273.058291 + Penalty 3046.629087 = -1316226.429204 nChanged 32 SP:Iteration 20F (6489.345360 sec): 3 clusters Score: Raw -1319283.827276 + Penalty 3046.629087 = -1316237.198189 nChanged 38 SP:Iteration 21Q (6489.415424 sec): 3 clusters Score: Raw -1319295.563944 + Penalty 3046.629087 = -1316248.934857 nChanged 36 SP:Iteration 22Q (6489.465061 sec): 3 clusters Score: Raw -1319306.936382 + Penalty 3046.629087 = -1316260.307296 nChanged 39 SP:Iteration 23Q (6489.524622 sec): 3 clusters Score: Raw -1319320.562790 + Penalty 3046.629087 = -1316273.933704 nChanged 35 SP:Iteration 24Q (6489.583817 sec): 3 clusters Score: Raw -1319330.952460 + Penalty 3046.629087 = -1316284.323373 nChanged 25 SP:Iteration 25Q (6489.642846 sec): 3 clusters Score: Raw -1319337.829642 + Penalty 3046.629087 = -1316291.200555 nChanged 22 SP:Iteration 26Q (6489.698966 sec): 3 clusters Score: Raw -1319342.812845 + Penalty 3046.629087 = -1316296.183758 nChanged 27 SP:Iteration 27Q (6489.768686 sec): 3 clusters Score: Raw -1319350.997178 + Penalty 3046.629087 = -1316304.368092 nChanged 34 SP:Iteration 28Q (6489.818010 sec): 3 clusters Score: Raw -1319361.007592 + Penalty 3046.629087 = -1316314.378505 nChanged 37 SP:Iteration 29Q (6489.876885 sec): 3 clusters Score: Raw -1319372.084936 + Penalty 3046.629087 = -1316325.455849 nChanged 42 SP:Iteration 30Q (6489.936071 sec): 3 clusters Score: Raw -1319389.966383 + Penalty 3046.629087 = -1316343.337296 nChanged 32 SP:Iteration 31Q (6489.990778 sec): 3 clusters Score: Raw -1319401.333306 + Penalty 3046.629087 = -1316354.704219 nChanged 29 SP:Iteration 32Q (6490.040732 sec): 3 clusters Score: Raw -1319412.017364 + Penalty 3046.629087 = -1316365.388278 nChanged 28 SP:Iteration 33Q (6490.105202 sec): 3 clusters Score: Raw -1319422.954719 + Penalty 3046.629087 = -1316376.325632 nChanged 33 SP:Iteration 34Q (6490.180672 sec): 3 clusters Score: Raw -1319433.579751 + Penalty 3046.629087 = -1316386.950664 nChanged 21 SP:Iteration 35Q (6490.234360 sec): 3 clusters Score: Raw -1319441.181220 + Penalty 3046.629087 = -1316394.552133 nChanged 23 SP:Iteration 36Q (6490.299189 sec): 3 clusters Score: Raw -1319446.066063 + Penalty 3046.629087 = -1316399.436976 nChanged 13 SP:Iteration 37Q (6490.359345 sec): 3 clusters Score: Raw -1319449.290394 + Penalty 3046.629087 = -1316402.661308 nChanged 18 SP:Iteration 38Q (6490.414865 sec): 3 clusters Score: Raw -1319453.349900 + Penalty 3046.629087 = -1316406.720813 nChanged 23 SP:Iteration 39Q (6490.478822 sec): 3 clusters Score: Raw -1319458.315366 + Penalty 3046.629087 = -1316411.686280 nChanged 24 SP:Iteration 40F (6490.546114 sec): 3 clusters Score: Raw -1319462.845831 + Penalty 3046.629087 = -1316416.216744 nChanged 12 SP:Iteration 41Q (6490.610675 sec): 3 clusters Score: Raw -1319465.846613 + Penalty 3046.629087 = -1316419.217527 nChanged 12 SP:Iteration 42Q (6490.674860 sec): 3 clusters Score: Raw -1319469.621164 + Penalty 3046.629087 = -1316422.992077 nChanged 14 SP:Iteration 43Q (6490.730581 sec): 3 clusters Score: Raw -1319473.313752 + Penalty 3046.629087 = -1316426.684665 nChanged 12 SP:Iteration 44Q (6490.795189 sec): 3 clusters Score: Raw -1319476.040892 + Penalty 3046.629087 = -1316429.411805 nChanged 7 SP:Iteration 45Q (6490.859836 sec): 3 clusters Score: Raw -1319478.362036 + Penalty 3046.629087 = -1316431.732949 nChanged 7 SP:Iteration 46Q (6490.923994 sec): 3 clusters Score: Raw -1319479.905270 + Penalty 3046.629087 = -1316433.276183 nChanged 5 SP:Iteration 47Q (6490.999362 sec): 3 clusters Score: Raw -1319480.473102 + Penalty 3046.629087 = -1316433.844015 nChanged 1 SP:Iteration 48Q (6491.052246 sec): 3 clusters Score: Raw -1319480.737695 + Penalty 3046.629087 = -1316434.108608 nChanged 1 SP:Iteration 49Q (6491.115596 sec): 3 clusters Score: Raw -1319480.923445 + Penalty 3046.629087 = -1316434.294359 nChanged 1 SP:Iteration 50Q (6491.180250 sec): 3 clusters Score: Raw -1319481.120881 + Penalty 3046.629087 = -1316434.491794 nChanged 1 SP:Iteration 51Q (6491.237832 sec): 3 clusters Score: Raw -1319481.291013 + Penalty 3046.629087 = -1316434.661926 nChanged 1 SP:Iteration 52Q (6491.307739 sec): 3 clusters Score: Raw -1319481.565234 + Penalty 3046.629087 = -1316434.936147 nChanged 1 SP:Iteration 53Q (6491.360361 sec): 3 clusters Score: Raw -1319481.648332 + Penalty 3046.629087 = -1316435.019245 nChanged 2 SP:Iteration 54Q (6491.412785 sec): 3 clusters Score: Raw -1319482.073934 + Penalty 3046.629087 = -1316435.444848 nChanged 1 SP:Iteration 55Q (6491.477143 sec): 3 clusters Score: Raw -1319482.146395 + Penalty 3046.629087 = -1316435.517309 nChanged 0 SP:Iteration 56F (6491.544655 sec): 3 clusters Score: Raw -1319482.146395 + Penalty 3046.629087 = -1316435.517309 nChanged 0 Trying to split cluster 25 (2546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6491.572718 sec): 2 clusters Score: Raw -293994.583088 + Penalty 1274.370302 = -292720.212786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6491.624570 sec): 3 clusters Score: Raw -292837.886007 + Penalty 2548.740603 = -290289.145404 nChanged 933 SP:Iteration 1F (6491.672211 sec): 3 clusters Score: Raw -293461.563185 + Penalty 2548.740603 = -290912.822582 nChanged 237 SP:Iteration 2F (6491.735396 sec): 3 clusters Score: Raw -293675.639157 + Penalty 2548.740603 = -291126.898554 nChanged 177 SP:Iteration 3F (6491.776084 sec): 3 clusters Score: Raw -293832.689643 + Penalty 2548.740603 = -291283.949040 nChanged 150 SP:Iteration 4F (6491.827568 sec): 3 clusters Score: Raw -293986.276445 + Penalty 2548.740603 = -291437.535842 nChanged 140 SP:Iteration 5F (6491.879009 sec): 3 clusters Score: Raw -294121.920994 + Penalty 2548.740603 = -291573.180391 nChanged 105 SP:Iteration 6Q (6491.930496 sec): 3 clusters Score: Raw -294219.438315 + Penalty 2548.740603 = -291670.697711 nChanged 91 SP:Iteration 7Q (6491.983216 sec): 3 clusters Score: Raw -294293.011329 + Penalty 2548.740603 = -291744.270726 nChanged 74 SP:Iteration 8Q (6492.041112 sec): 3 clusters Score: Raw -294356.997472 + Penalty 2548.740603 = -291808.256869 nChanged 63 SP:Iteration 9Q (6492.086692 sec): 3 clusters Score: Raw -294397.166911 + Penalty 2548.740603 = -291848.426307 nChanged 33 SP:Iteration 10Q (6492.136806 sec): 3 clusters Score: Raw -294414.749358 + Penalty 2548.740603 = -291866.008755 nChanged 23 SP:Iteration 11Q (6492.188296 sec): 3 clusters Score: Raw -294427.284959 + Penalty 2548.740603 = -291878.544356 nChanged 25 SP:Iteration 12Q (6492.240680 sec): 3 clusters Score: Raw -294441.926179 + Penalty 2548.740603 = -291893.185575 nChanged 27 SP:Iteration 13Q (6492.292157 sec): 3 clusters Score: Raw -294460.810785 + Penalty 2548.740603 = -291912.070182 nChanged 27 SP:Iteration 14Q (6492.344039 sec): 3 clusters Score: Raw -294477.697904 + Penalty 2548.740603 = -291928.957301 nChanged 23 SP:Iteration 15Q (6492.396839 sec): 3 clusters Score: Raw -294491.486723 + Penalty 2548.740603 = -291942.746120 nChanged 15 SP:Iteration 16Q (6492.449716 sec): 3 clusters Score: Raw -294500.661008 + Penalty 2548.740603 = -291951.920404 nChanged 6 SP:Iteration 17Q (6492.501440 sec): 3 clusters Score: Raw -294502.443384 + Penalty 2548.740603 = -291953.702781 nChanged 1 SP:Iteration 18Q (6492.553120 sec): 3 clusters Score: Raw -294502.791441 + Penalty 2548.740603 = -291954.050838 nChanged 1 SP:Iteration 19Q (6492.604554 sec): 3 clusters Score: Raw -294502.961551 + Penalty 2548.740603 = -291954.220948 nChanged 0 SP:Iteration 20F (6492.656513 sec): 3 clusters Score: Raw -294502.961551 + Penalty 2548.740603 = -291954.220948 nChanged 0 Trying to split cluster 26 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6492.680561 sec): 2 clusters Score: Raw -11557.738401 + Penalty 799.496900 = -10758.241500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6492.724156 sec): 3 clusters Score: Raw -11826.384007 + Penalty 1598.993801 = -10227.390206 nChanged 21 SP:Iteration 1F (6492.770035 sec): 3 clusters Score: Raw -11921.563983 + Penalty 1598.993801 = -10322.570182 nChanged 2 SP:Iteration 2Q (6492.818821 sec): 3 clusters Score: Raw -11927.735688 + Penalty 1598.993801 = -10328.741887 nChanged 1 SP:Iteration 3Q (6492.864818 sec): 3 clusters Score: Raw -11929.392317 + Penalty 1598.993801 = -10330.398516 nChanged 0 SP:Iteration 4F (6492.914482 sec): 3 clusters Score: Raw -11929.392317 + Penalty 1598.993801 = -10330.398516 nChanged 0 Trying to split cluster 27 (3603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6492.945741 sec): 2 clusters Score: Raw -414487.224744 + Penalty 1330.797343 = -413156.427401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6493.000749 sec): 3 clusters Score: Raw -412689.415986 + Penalty 2661.594686 = -410027.821300 nChanged 1427 SP:Iteration 1F (6493.054918 sec): 3 clusters Score: Raw -413557.887582 + Penalty 2661.594686 = -410896.292896 nChanged 289 SP:Iteration 2F (6493.112783 sec): 3 clusters Score: Raw -413770.274120 + Penalty 2661.594686 = -411108.679434 nChanged 229 SP:Iteration 3F (6493.162221 sec): 3 clusters Score: Raw -413966.631252 + Penalty 2661.594686 = -411305.036566 nChanged 193 SP:Iteration 4F (6493.202228 sec): 3 clusters Score: Raw -414160.774127 + Penalty 2661.594686 = -411499.179441 nChanged 188 SP:Iteration 5F (6493.251278 sec): 3 clusters Score: Raw -414358.092930 + Penalty 2661.594686 = -411696.498244 nChanged 171 SP:Iteration 6Q (6493.298214 sec): 3 clusters Score: Raw -414527.192503 + Penalty 2661.594686 = -411865.597817 nChanged 156 SP:Iteration 7Q (6493.345343 sec): 3 clusters Score: Raw -414671.557872 + Penalty 2661.594686 = -412009.963186 nChanged 131 SP:Iteration 8Q (6493.395554 sec): 3 clusters Score: Raw -414805.751480 + Penalty 2661.594686 = -412144.156794 nChanged 121 SP:Iteration 9Q (6493.453960 sec): 3 clusters Score: Raw -414927.418796 + Penalty 2661.594686 = -412265.824110 nChanged 118 SP:Iteration 10Q (6493.501362 sec): 3 clusters Score: Raw -415055.960885 + Penalty 2661.594686 = -412394.366199 nChanged 122 SP:Iteration 11Q (6493.541564 sec): 3 clusters Score: Raw -415170.238018 + Penalty 2661.594686 = -412508.643332 nChanged 103 SP:Iteration 12Q (6493.581990 sec): 3 clusters Score: Raw -415281.197100 + Penalty 2661.594686 = -412619.602414 nChanged 92 SP:Iteration 13Q (6493.637705 sec): 3 clusters Score: Raw -415369.341830 + Penalty 2661.594686 = -412707.747144 nChanged 79 SP:Iteration 14Q (6493.676200 sec): 3 clusters Score: Raw -415435.336979 + Penalty 2661.594686 = -412773.742293 nChanged 63 SP:Iteration 15Q (6493.728683 sec): 3 clusters Score: Raw -415485.460109 + Penalty 2661.594686 = -412823.865423 nChanged 42 SP:Iteration 16Q (6493.781224 sec): 3 clusters Score: Raw -415524.512724 + Penalty 2661.594686 = -412862.918038 nChanged 35 SP:Iteration 17Q (6493.830379 sec): 3 clusters Score: Raw -415562.841563 + Penalty 2661.594686 = -412901.246877 nChanged 43 SP:Iteration 18Q (6493.882883 sec): 3 clusters Score: Raw -415611.414028 + Penalty 2661.594686 = -412949.819342 nChanged 34 SP:Iteration 19Q (6493.931528 sec): 3 clusters Score: Raw -415666.737857 + Penalty 2661.594686 = -413005.143171 nChanged 45 SP:Iteration 20F (6493.980511 sec): 3 clusters Score: Raw -415767.432288 + Penalty 2661.594686 = -413105.837602 nChanged 41 SP:Iteration 21Q (6494.033614 sec): 3 clusters Score: Raw -415832.523993 + Penalty 2661.594686 = -413170.929307 nChanged 23 SP:Iteration 22Q (6494.088798 sec): 3 clusters Score: Raw -415853.398206 + Penalty 2661.594686 = -413191.803520 nChanged 16 SP:Iteration 23Q (6494.139221 sec): 3 clusters Score: Raw -415861.332148 + Penalty 2661.594686 = -413199.737462 nChanged 12 SP:Iteration 24Q (6494.192651 sec): 3 clusters Score: Raw -415865.787057 + Penalty 2661.594686 = -413204.192371 nChanged 6 SP:Iteration 25Q (6494.245983 sec): 3 clusters Score: Raw -415868.929764 + Penalty 2661.594686 = -413207.335078 nChanged 3 SP:Iteration 26Q (6494.298982 sec): 3 clusters Score: Raw -415869.641318 + Penalty 2661.594686 = -413208.046632 nChanged 1 SP:Iteration 27Q (6494.352846 sec): 3 clusters Score: Raw -415869.853438 + Penalty 2661.594686 = -413208.258752 nChanged 2 SP:Iteration 28Q (6494.411435 sec): 3 clusters Score: Raw -415871.570695 + Penalty 2661.594686 = -413209.976009 nChanged 3 SP:Iteration 29Q (6494.455376 sec): 3 clusters Score: Raw -415872.495760 + Penalty 2661.594686 = -413210.901074 nChanged 2 SP:Iteration 30Q (6494.509311 sec): 3 clusters Score: Raw -415872.986251 + Penalty 2661.594686 = -413211.391565 nChanged 0 SP:Iteration 31F (6494.566465 sec): 3 clusters Score: Raw -415872.986251 + Penalty 2661.594686 = -413211.391565 nChanged 0 Score: Raw -86564761.523455 + Penalty 70360.146518 = -86494401.376937 Splitting cluster 27 changes total score from -86495214.370009 to -86494401.376937 So it's not getting split. Trying to split cluster 28 (29698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6510.612086 sec): 2 clusters Score: Raw -3545957.266910 + Penalty 1673.560685 = -3544283.706226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6510.706823 sec): 3 clusters Score: Raw -3527711.094961 + Penalty 3347.121369 = -3524363.973592 nChanged 13636 SP:Iteration 1F (6510.803554 sec): 3 clusters Score: Raw -3535475.853099 + Penalty 3347.121369 = -3532128.731729 nChanged 1668 SP:Iteration 2F (6510.893646 sec): 3 clusters Score: Raw -3536244.194768 + Penalty 3347.121369 = -3532897.073399 nChanged 1786 SP:Iteration 3F (6511.003096 sec): 3 clusters Score: Raw -3537209.623449 + Penalty 3347.121369 = -3533862.502080 nChanged 1890 SP:Iteration 4F (6511.093331 sec): 3 clusters Score: Raw -3538381.218741 + Penalty 3347.121369 = -3535034.097372 nChanged 1917 SP:Iteration 5F (6511.181215 sec): 3 clusters Score: Raw -3539729.316973 + Penalty 3347.121369 = -3536382.195603 nChanged 1909 SP:Iteration 6F (6511.263110 sec): 3 clusters Score: Raw -3541176.006210 + Penalty 3347.121369 = -3537828.884841 nChanged 1722 SP:Iteration 7F (6511.358602 sec): 3 clusters Score: Raw -3542517.851867 + Penalty 3347.121369 = -3539170.730498 nChanged 1394 SP:Iteration 8Q (6511.456837 sec): 3 clusters Score: Raw -3543521.477900 + Penalty 3347.121369 = -3540174.356530 nChanged 1007 SP:Iteration 9Q (6511.553557 sec): 3 clusters Score: Raw -3544142.474871 + Penalty 3347.121369 = -3540795.353502 nChanged 700 SP:Iteration 10Q (6511.650925 sec): 3 clusters Score: Raw -3544545.289527 + Penalty 3347.121369 = -3541198.168157 nChanged 564 SP:Iteration 11Q (6511.750818 sec): 3 clusters Score: Raw -3544874.452124 + Penalty 3347.121369 = -3541527.330755 nChanged 498 SP:Iteration 12Q (6511.851318 sec): 3 clusters Score: Raw -3545160.109423 + Penalty 3347.121369 = -3541812.988053 nChanged 422 SP:Iteration 13Q (6511.949140 sec): 3 clusters Score: Raw -3545360.215409 + Penalty 3347.121369 = -3542013.094040 nChanged 325 SP:Iteration 14Q (6512.046867 sec): 3 clusters Score: Raw -3545494.195802 + Penalty 3347.121369 = -3542147.074433 nChanged 258 SP:Iteration 15Q (6512.135764 sec): 3 clusters Score: Raw -3545597.438396 + Penalty 3347.121369 = -3542250.317027 nChanged 248 SP:Iteration 16Q (6512.228872 sec): 3 clusters Score: Raw -3545698.075539 + Penalty 3347.121369 = -3542350.954169 nChanged 222 SP:Iteration 17Q (6512.301708 sec): 3 clusters Score: Raw -3545786.442574 + Penalty 3347.121369 = -3542439.321204 nChanged 197 SP:Iteration 18Q (6512.389211 sec): 3 clusters Score: Raw -3545855.996355 + Penalty 3347.121369 = -3542508.874985 nChanged 155 SP:Iteration 19Q (6512.482089 sec): 3 clusters Score: Raw -3545902.890145 + Penalty 3347.121369 = -3542555.768776 nChanged 143 SP:Iteration 20F (6512.571181 sec): 3 clusters Score: Raw -3545948.271987 + Penalty 3347.121369 = -3542601.150618 nChanged 132 SP:Iteration 21Q (6512.659788 sec): 3 clusters Score: Raw -3545990.601841 + Penalty 3347.121369 = -3542643.480472 nChanged 119 SP:Iteration 22Q (6512.753065 sec): 3 clusters Score: Raw -3546027.483582 + Penalty 3347.121369 = -3542680.362213 nChanged 108 SP:Iteration 23Q (6512.838979 sec): 3 clusters Score: Raw -3546056.719822 + Penalty 3347.121369 = -3542709.598452 nChanged 82 SP:Iteration 24Q (6512.926015 sec): 3 clusters Score: Raw -3546077.933423 + Penalty 3347.121369 = -3542730.812054 nChanged 62 SP:Iteration 25Q (6513.014486 sec): 3 clusters Score: Raw -3546090.806761 + Penalty 3347.121369 = -3542743.685392 nChanged 58 SP:Iteration 26Q (6513.103712 sec): 3 clusters Score: Raw -3546105.163197 + Penalty 3347.121369 = -3542758.041828 nChanged 59 SP:Iteration 27Q (6513.193385 sec): 3 clusters Score: Raw -3546120.194686 + Penalty 3347.121369 = -3542773.073317 nChanged 70 SP:Iteration 28Q (6513.283089 sec): 3 clusters Score: Raw -3546137.209894 + Penalty 3347.121369 = -3542790.088525 nChanged 66 SP:Iteration 29Q (6513.371749 sec): 3 clusters Score: Raw -3546152.620646 + Penalty 3347.121369 = -3542805.499277 nChanged 64 SP:Iteration 30Q (6513.463444 sec): 3 clusters Score: Raw -3546170.752496 + Penalty 3347.121369 = -3542823.631127 nChanged 71 SP:Iteration 31Q (6513.544357 sec): 3 clusters Score: Raw -3546194.867654 + Penalty 3347.121369 = -3542847.746284 nChanged 82 SP:Iteration 32Q (6513.616029 sec): 3 clusters Score: Raw -3546217.847449 + Penalty 3347.121369 = -3542870.726080 nChanged 63 SP:Iteration 33Q (6513.702745 sec): 3 clusters Score: Raw -3546235.906478 + Penalty 3347.121369 = -3542888.785109 nChanged 63 SP:Iteration 34Q (6513.787253 sec): 3 clusters Score: Raw -3546249.800568 + Penalty 3347.121369 = -3542902.679199 nChanged 48 SP:Iteration 35Q (6513.871681 sec): 3 clusters Score: Raw -3546259.550323 + Penalty 3347.121369 = -3542912.428954 nChanged 40 SP:Iteration 36Q (6513.958663 sec): 3 clusters Score: Raw -3546268.234715 + Penalty 3347.121369 = -3542921.113346 nChanged 43 SP:Iteration 37Q (6514.045318 sec): 3 clusters Score: Raw -3546278.595634 + Penalty 3347.121369 = -3542931.474265 nChanged 45 SP:Iteration 38Q (6514.131459 sec): 3 clusters Score: Raw -3546287.090165 + Penalty 3347.121369 = -3542939.968796 nChanged 34 SP:Iteration 39Q (6514.208893 sec): 3 clusters Score: Raw -3546293.637972 + Penalty 3347.121369 = -3542946.516603 nChanged 34 SP:Iteration 40F (6514.301493 sec): 3 clusters Score: Raw -3546301.209831 + Penalty 3347.121369 = -3542954.088462 nChanged 40 SP:Iteration 41Q (6514.374056 sec): 3 clusters Score: Raw -3546309.394072 + Penalty 3347.121369 = -3542962.272702 nChanged 34 SP:Iteration 42Q (6514.458168 sec): 3 clusters Score: Raw -3546314.902145 + Penalty 3347.121369 = -3542967.780775 nChanged 25 SP:Iteration 43Q (6514.528017 sec): 3 clusters Score: Raw -3546319.137925 + Penalty 3347.121369 = -3542972.016556 nChanged 19 SP:Iteration 44Q (6514.614008 sec): 3 clusters Score: Raw -3546322.840221 + Penalty 3347.121369 = -3542975.718852 nChanged 21 SP:Iteration 45Q (6514.681625 sec): 3 clusters Score: Raw -3546327.738900 + Penalty 3347.121369 = -3542980.617531 nChanged 25 SP:Iteration 46Q (6514.766226 sec): 3 clusters Score: Raw -3546333.658290 + Penalty 3347.121369 = -3542986.536921 nChanged 29 SP:Iteration 47Q (6514.845148 sec): 3 clusters Score: Raw -3546339.175522 + Penalty 3347.121369 = -3542992.054153 nChanged 28 SP:Iteration 48Q (6514.929952 sec): 3 clusters Score: Raw -3546343.651404 + Penalty 3347.121369 = -3542996.530035 nChanged 22 SP:Iteration 49Q (6515.020009 sec): 3 clusters Score: Raw -3546346.397376 + Penalty 3347.121369 = -3542999.276007 nChanged 17 SP:Iteration 50Q (6515.109873 sec): 3 clusters Score: Raw -3546348.512207 + Penalty 3347.121369 = -3543001.390838 nChanged 10 SP:Iteration 51Q (6515.199468 sec): 3 clusters Score: Raw -3546349.934522 + Penalty 3347.121369 = -3543002.813153 nChanged 10 SP:Iteration 52Q (6515.278888 sec): 3 clusters Score: Raw -3546351.137131 + Penalty 3347.121369 = -3543004.015762 nChanged 7 SP:Iteration 53Q (6515.360810 sec): 3 clusters Score: Raw -3546352.007228 + Penalty 3347.121369 = -3543004.885859 nChanged 8 SP:Iteration 54Q (6515.440430 sec): 3 clusters Score: Raw -3546353.229511 + Penalty 3347.121369 = -3543006.108142 nChanged 8 SP:Iteration 55Q (6515.524969 sec): 3 clusters Score: Raw -3546354.255443 + Penalty 3347.121369 = -3543007.134074 nChanged 5 SP:Iteration 56Q (6515.609296 sec): 3 clusters Score: Raw -3546354.792988 + Penalty 3347.121369 = -3543007.671618 nChanged 3 SP:Iteration 57Q (6515.698861 sec): 3 clusters Score: Raw -3546355.122226 + Penalty 3347.121369 = -3543008.000857 nChanged 4 SP:Iteration 58Q (6515.777947 sec): 3 clusters Score: Raw -3546355.620780 + Penalty 3347.121369 = -3543008.499411 nChanged 8 SP:Iteration 59Q (6515.867638 sec): 3 clusters Score: Raw -3546356.395907 + Penalty 3347.121369 = -3543009.274538 nChanged 4 SP:Iteration 60F (6515.965343 sec): 3 clusters Score: Raw -3546356.963370 + Penalty 3347.121369 = -3543009.842001 nChanged 4 SP:Iteration 61Q (6516.050346 sec): 3 clusters Score: Raw -3546357.453502 + Penalty 3347.121369 = -3543010.332133 nChanged 5 SP:Iteration 62Q (6516.130757 sec): 3 clusters Score: Raw -3546358.051438 + Penalty 3347.121369 = -3543010.930069 nChanged 4 SP:Iteration 63Q (6516.219665 sec): 3 clusters Score: Raw -3546358.702490 + Penalty 3347.121369 = -3543011.581120 nChanged 7 SP:Iteration 64Q (6516.301069 sec): 3 clusters Score: Raw -3546359.896912 + Penalty 3347.121369 = -3543012.775543 nChanged 8 SP:Iteration 65Q (6516.382323 sec): 3 clusters Score: Raw -3546360.885491 + Penalty 3347.121369 = -3543013.764122 nChanged 6 SP:Iteration 66Q (6516.464085 sec): 3 clusters Score: Raw -3546361.853811 + Penalty 3347.121369 = -3543014.732442 nChanged 7 SP:Iteration 67Q (6516.545383 sec): 3 clusters Score: Raw -3546362.763282 + Penalty 3347.121369 = -3543015.641912 nChanged 7 SP:Iteration 68Q (6516.629548 sec): 3 clusters Score: Raw -3546363.551897 + Penalty 3347.121369 = -3543016.430527 nChanged 6 SP:Iteration 69Q (6516.716905 sec): 3 clusters Score: Raw -3546364.095075 + Penalty 3347.121369 = -3543016.973705 nChanged 8 SP:Iteration 70Q (6516.795165 sec): 3 clusters Score: Raw -3546365.136798 + Penalty 3347.121369 = -3543018.015429 nChanged 5 SP:Iteration 71Q (6516.881260 sec): 3 clusters Score: Raw -3546365.632179 + Penalty 3347.121369 = -3543018.510809 nChanged 5 SP:Iteration 72Q (6516.969191 sec): 3 clusters Score: Raw -3546366.312117 + Penalty 3347.121369 = -3543019.190748 nChanged 4 SP:Iteration 73Q (6517.061746 sec): 3 clusters Score: Raw -3546366.940048 + Penalty 3347.121369 = -3543019.818678 nChanged 3 SP:Iteration 74Q (6517.137003 sec): 3 clusters Score: Raw -3546367.179235 + Penalty 3347.121369 = -3543020.057866 nChanged 3 SP:Iteration 75Q (6517.212957 sec): 3 clusters Score: Raw -3546367.479385 + Penalty 3347.121369 = -3543020.358016 nChanged 1 SP:Iteration 76Q (6517.292293 sec): 3 clusters Score: Raw -3546367.553912 + Penalty 3347.121369 = -3543020.432543 nChanged 0 SP:Iteration 77F (6517.378519 sec): 3 clusters Score: Raw -3546367.553912 + Penalty 3347.121369 = -3543020.432543 nChanged 0 Trying to split cluster 29 (16153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6517.413813 sec): 2 clusters Score: Raw -1807373.651980 + Penalty 1574.602424 = -1805799.049556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6517.477299 sec): 3 clusters Score: Raw -1797823.923321 + Penalty 3149.204848 = -1794674.718473 nChanged 7220 SP:Iteration 1F (6517.547774 sec): 3 clusters Score: Raw -1801926.946504 + Penalty 3149.204848 = -1798777.741656 nChanged 934 SP:Iteration 2F (6517.612890 sec): 3 clusters Score: Raw -1802362.342190 + Penalty 3149.204848 = -1799213.137342 nChanged 869 SP:Iteration 3F (6517.683766 sec): 3 clusters Score: Raw -1802800.195441 + Penalty 3149.204848 = -1799650.990593 nChanged 859 SP:Iteration 4F (6517.742716 sec): 3 clusters Score: Raw -1803270.386505 + Penalty 3149.204848 = -1800121.181657 nChanged 899 SP:Iteration 5F (6517.810189 sec): 3 clusters Score: Raw -1803784.106887 + Penalty 3149.204848 = -1800634.902040 nChanged 884 SP:Iteration 6F (6517.877629 sec): 3 clusters Score: Raw -1804301.451744 + Penalty 3149.204848 = -1801152.246896 nChanged 847 SP:Iteration 7F (6517.941354 sec): 3 clusters Score: Raw -1804798.883646 + Penalty 3149.204848 = -1801649.678798 nChanged 742 SP:Iteration 8Q (6518.016455 sec): 3 clusters Score: Raw -1805244.404939 + Penalty 3149.204848 = -1802095.200091 nChanged 680 SP:Iteration 9Q (6518.090810 sec): 3 clusters Score: Raw -1805625.812799 + Penalty 3149.204848 = -1802476.607951 nChanged 575 SP:Iteration 10Q (6518.165032 sec): 3 clusters Score: Raw -1805955.268639 + Penalty 3149.204848 = -1802806.063792 nChanged 472 SP:Iteration 11Q (6518.230767 sec): 3 clusters Score: Raw -1806223.187941 + Penalty 3149.204848 = -1803073.983093 nChanged 400 SP:Iteration 12Q (6518.293855 sec): 3 clusters Score: Raw -1806416.638722 + Penalty 3149.204848 = -1803267.433875 nChanged 338 SP:Iteration 13Q (6518.357857 sec): 3 clusters Score: Raw -1806560.756021 + Penalty 3149.204848 = -1803411.551173 nChanged 255 SP:Iteration 14Q (6518.422349 sec): 3 clusters Score: Raw -1806661.440989 + Penalty 3149.204848 = -1803512.236142 nChanged 232 SP:Iteration 15Q (6518.486331 sec): 3 clusters Score: Raw -1806762.325157 + Penalty 3149.204848 = -1803613.120309 nChanged 216 SP:Iteration 16Q (6518.557414 sec): 3 clusters Score: Raw -1806844.430434 + Penalty 3149.204848 = -1803695.225587 nChanged 179 SP:Iteration 17Q (6518.628311 sec): 3 clusters Score: Raw -1806914.986467 + Penalty 3149.204848 = -1803765.781620 nChanged 172 SP:Iteration 18Q (6518.699749 sec): 3 clusters Score: Raw -1806993.687737 + Penalty 3149.204848 = -1803844.482890 nChanged 178 SP:Iteration 19Q (6518.762357 sec): 3 clusters Score: Raw -1807098.402444 + Penalty 3149.204848 = -1803949.197596 nChanged 189 SP:Iteration 20F (6518.834994 sec): 3 clusters Score: Raw -1807217.198666 + Penalty 3149.204848 = -1804067.993818 nChanged 195 SP:Iteration 21Q (6518.905590 sec): 3 clusters Score: Raw -1807349.308552 + Penalty 3149.204848 = -1804200.103704 nChanged 203 SP:Iteration 22Q (6518.975633 sec): 3 clusters Score: Raw -1807481.170630 + Penalty 3149.204848 = -1804331.965782 nChanged 177 SP:Iteration 23Q (6519.045195 sec): 3 clusters Score: Raw -1807561.023872 + Penalty 3149.204848 = -1804411.819024 nChanged 129 SP:Iteration 24Q (6519.109734 sec): 3 clusters Score: Raw -1807609.447922 + Penalty 3149.204848 = -1804460.243075 nChanged 104 SP:Iteration 25Q (6519.178914 sec): 3 clusters Score: Raw -1807642.394308 + Penalty 3149.204848 = -1804493.189460 nChanged 90 SP:Iteration 26Q (6519.247332 sec): 3 clusters Score: Raw -1807666.109436 + Penalty 3149.204848 = -1804516.904588 nChanged 82 SP:Iteration 27Q (6519.314003 sec): 3 clusters Score: Raw -1807689.547267 + Penalty 3149.204848 = -1804540.342419 nChanged 76 SP:Iteration 28Q (6519.378896 sec): 3 clusters Score: Raw -1807709.499393 + Penalty 3149.204848 = -1804560.294545 nChanged 72 SP:Iteration 29Q (6519.444413 sec): 3 clusters Score: Raw -1807727.835565 + Penalty 3149.204848 = -1804578.630717 nChanged 57 SP:Iteration 30Q (6519.509247 sec): 3 clusters Score: Raw -1807743.421860 + Penalty 3149.204848 = -1804594.217012 nChanged 46 SP:Iteration 31Q (6519.574000 sec): 3 clusters Score: Raw -1807752.344724 + Penalty 3149.204848 = -1804603.139876 nChanged 31 SP:Iteration 32Q (6519.633667 sec): 3 clusters Score: Raw -1807757.698221 + Penalty 3149.204848 = -1804608.493374 nChanged 18 SP:Iteration 33Q (6519.701628 sec): 3 clusters Score: Raw -1807759.988864 + Penalty 3149.204848 = -1804610.784016 nChanged 20 SP:Iteration 34Q (6519.756339 sec): 3 clusters Score: Raw -1807763.132198 + Penalty 3149.204848 = -1804613.927350 nChanged 18 SP:Iteration 35Q (6519.825388 sec): 3 clusters Score: Raw -1807765.291427 + Penalty 3149.204848 = -1804616.086580 nChanged 16 SP:Iteration 36Q (6519.892379 sec): 3 clusters Score: Raw -1807767.110707 + Penalty 3149.204848 = -1804617.905859 nChanged 11 SP:Iteration 37Q (6519.951293 sec): 3 clusters Score: Raw -1807768.271686 + Penalty 3149.204848 = -1804619.066838 nChanged 8 SP:Iteration 38Q (6520.013546 sec): 3 clusters Score: Raw -1807769.356778 + Penalty 3149.204848 = -1804620.151931 nChanged 7 SP:Iteration 39Q (6520.068208 sec): 3 clusters Score: Raw -1807770.057164 + Penalty 3149.204848 = -1804620.852316 nChanged 6 SP:Iteration 40F (6520.134262 sec): 3 clusters Score: Raw -1807770.934728 + Penalty 3149.204848 = -1804621.729880 nChanged 10 SP:Iteration 41Q (6520.197938 sec): 3 clusters Score: Raw -1807772.022271 + Penalty 3149.204848 = -1804622.817423 nChanged 9 SP:Iteration 42Q (6520.262896 sec): 3 clusters Score: Raw -1807772.999720 + Penalty 3149.204848 = -1804623.794872 nChanged 9 SP:Iteration 43Q (6520.327853 sec): 3 clusters Score: Raw -1807773.890397 + Penalty 3149.204848 = -1804624.685549 nChanged 8 SP:Iteration 44Q (6520.391334 sec): 3 clusters Score: Raw -1807774.688560 + Penalty 3149.204848 = -1804625.483713 nChanged 7 SP:Iteration 45Q (6520.449518 sec): 3 clusters Score: Raw -1807775.469581 + Penalty 3149.204848 = -1804626.264733 nChanged 11 SP:Iteration 46Q (6520.513162 sec): 3 clusters Score: Raw -1807776.801868 + Penalty 3149.204848 = -1804627.597021 nChanged 7 SP:Iteration 47Q (6520.578126 sec): 3 clusters Score: Raw -1807777.538719 + Penalty 3149.204848 = -1804628.333871 nChanged 5 SP:Iteration 48Q (6520.643203 sec): 3 clusters Score: Raw -1807778.175842 + Penalty 3149.204848 = -1804628.970994 nChanged 7 SP:Iteration 49Q (6520.708285 sec): 3 clusters Score: Raw -1807779.085962 + Penalty 3149.204848 = -1804629.881114 nChanged 7 SP:Iteration 50Q (6520.773136 sec): 3 clusters Score: Raw -1807780.370079 + Penalty 3149.204848 = -1804631.165232 nChanged 7 SP:Iteration 51Q (6520.847369 sec): 3 clusters Score: Raw -1807780.954021 + Penalty 3149.204848 = -1804631.749173 nChanged 3 SP:Iteration 52Q (6520.900144 sec): 3 clusters Score: Raw -1807781.233713 + Penalty 3149.204848 = -1804632.028865 nChanged 2 SP:Iteration 53Q (6520.956836 sec): 3 clusters Score: Raw -1807781.350042 + Penalty 3149.204848 = -1804632.145194 nChanged 1 SP:Iteration 54Q (6521.013760 sec): 3 clusters Score: Raw -1807781.474281 + Penalty 3149.204848 = -1804632.269433 nChanged 1 SP:Iteration 55Q (6521.071564 sec): 3 clusters Score: Raw -1807781.561457 + Penalty 3149.204848 = -1804632.356609 nChanged 0 SP:Iteration 56F (6521.140669 sec): 3 clusters Score: Raw -1807781.561457 + Penalty 3149.204848 = -1804632.356609 nChanged 0 Trying to split cluster 30 (6596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6521.171917 sec): 2 clusters Score: Raw -732906.291385 + Penalty 1429.060536 = -731477.230849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6521.225322 sec): 3 clusters Score: Raw -729343.528639 + Penalty 2858.121072 = -726485.407567 nChanged 2727 SP:Iteration 1F (6521.277665 sec): 3 clusters Score: Raw -730784.607875 + Penalty 2858.121072 = -727926.486802 nChanged 478 SP:Iteration 2F (6521.341148 sec): 3 clusters Score: Raw -731053.887163 + Penalty 2858.121072 = -728195.766090 nChanged 389 SP:Iteration 3F (6521.394010 sec): 3 clusters Score: Raw -731287.134062 + Penalty 2858.121072 = -728429.012989 nChanged 349 SP:Iteration 4F (6521.446962 sec): 3 clusters Score: Raw -731502.052733 + Penalty 2858.121072 = -728643.931661 nChanged 329 SP:Iteration 5Q (6521.493831 sec): 3 clusters Score: Raw -731745.719709 + Penalty 2858.121072 = -728887.598637 nChanged 338 SP:Iteration 6F (6521.547628 sec): 3 clusters Score: Raw -732012.638442 + Penalty 2858.121072 = -729154.517370 nChanged 313 SP:Iteration 7Q (6521.601657 sec): 3 clusters Score: Raw -732262.203074 + Penalty 2858.121072 = -729404.082002 nChanged 296 SP:Iteration 8Q (6521.657870 sec): 3 clusters Score: Raw -732475.750280 + Penalty 2858.121072 = -729617.629208 nChanged 242 SP:Iteration 9Q (6521.707449 sec): 3 clusters Score: Raw -732594.835213 + Penalty 2858.121072 = -729736.714141 nChanged 213 SP:Iteration 10Q (6521.764497 sec): 3 clusters Score: Raw -732703.222804 + Penalty 2858.121072 = -729845.101732 nChanged 214 SP:Iteration 11Q (6521.825899 sec): 3 clusters Score: Raw -732806.951495 + Penalty 2858.121072 = -729948.830422 nChanged 164 SP:Iteration 12Q (6521.886963 sec): 3 clusters Score: Raw -732883.804382 + Penalty 2858.121072 = -730025.683310 nChanged 135 SP:Iteration 13Q (6521.939866 sec): 3 clusters Score: Raw -732945.745781 + Penalty 2858.121072 = -730087.624709 nChanged 122 SP:Iteration 14Q (6522.000865 sec): 3 clusters Score: Raw -733000.409618 + Penalty 2858.121072 = -730142.288545 nChanged 115 SP:Iteration 15Q (6522.060713 sec): 3 clusters Score: Raw -733059.489363 + Penalty 2858.121072 = -730201.368291 nChanged 105 SP:Iteration 16Q (6522.127035 sec): 3 clusters Score: Raw -733100.601834 + Penalty 2858.121072 = -730242.480762 nChanged 76 SP:Iteration 17Q (6522.179838 sec): 3 clusters Score: Raw -733124.302474 + Penalty 2858.121072 = -730266.181402 nChanged 56 SP:Iteration 18Q (6522.233254 sec): 3 clusters Score: Raw -733138.507798 + Penalty 2858.121072 = -730280.386726 nChanged 36 SP:Iteration 19Q (6522.292321 sec): 3 clusters Score: Raw -733149.858016 + Penalty 2858.121072 = -730291.736944 nChanged 37 SP:Iteration 20F (6522.334984 sec): 3 clusters Score: Raw -733157.041344 + Penalty 2858.121072 = -730298.920271 nChanged 36 SP:Iteration 21Q (6522.390018 sec): 3 clusters Score: Raw -733163.896308 + Penalty 2858.121072 = -730305.775236 nChanged 25 SP:Iteration 22Q (6522.438142 sec): 3 clusters Score: Raw -733168.340638 + Penalty 2858.121072 = -730310.219566 nChanged 29 SP:Iteration 23Q (6522.497535 sec): 3 clusters Score: Raw -733173.077991 + Penalty 2858.121072 = -730314.956919 nChanged 17 SP:Iteration 24Q (6522.558002 sec): 3 clusters Score: Raw -733175.851308 + Penalty 2858.121072 = -730317.730235 nChanged 14 SP:Iteration 25Q (6522.618370 sec): 3 clusters Score: Raw -733177.779484 + Penalty 2858.121072 = -730319.658412 nChanged 12 SP:Iteration 26Q (6522.669386 sec): 3 clusters Score: Raw -733179.019024 + Penalty 2858.121072 = -730320.897952 nChanged 10 SP:Iteration 27Q (6522.720937 sec): 3 clusters Score: Raw -733180.271499 + Penalty 2858.121072 = -730322.150427 nChanged 10 SP:Iteration 28Q (6522.781420 sec): 3 clusters Score: Raw -733181.631759 + Penalty 2858.121072 = -730323.510687 nChanged 13 SP:Iteration 29Q (6522.842517 sec): 3 clusters Score: Raw -733183.235395 + Penalty 2858.121072 = -730325.114323 nChanged 10 SP:Iteration 30Q (6522.902789 sec): 3 clusters Score: Raw -733184.417793 + Penalty 2858.121072 = -730326.296721 nChanged 9 SP:Iteration 31Q (6522.957557 sec): 3 clusters Score: Raw -733185.709516 + Penalty 2858.121072 = -730327.588443 nChanged 12 SP:Iteration 32Q (6523.010469 sec): 3 clusters Score: Raw -733187.204109 + Penalty 2858.121072 = -730329.083037 nChanged 11 SP:Iteration 33Q (6523.069598 sec): 3 clusters Score: Raw -733188.402177 + Penalty 2858.121072 = -730330.281104 nChanged 8 SP:Iteration 34Q (6523.130603 sec): 3 clusters Score: Raw -733189.428018 + Penalty 2858.121072 = -730331.306946 nChanged 11 SP:Iteration 35Q (6523.189091 sec): 3 clusters Score: Raw -733191.403760 + Penalty 2858.121072 = -730333.282688 nChanged 14 SP:Iteration 36Q (6523.237568 sec): 3 clusters Score: Raw -733194.071835 + Penalty 2858.121072 = -730335.950763 nChanged 18 SP:Iteration 37Q (6523.291608 sec): 3 clusters Score: Raw -733198.404094 + Penalty 2858.121072 = -730340.283021 nChanged 18 SP:Iteration 38Q (6523.344318 sec): 3 clusters Score: Raw -733202.659032 + Penalty 2858.121072 = -730344.537960 nChanged 19 SP:Iteration 39Q (6523.398652 sec): 3 clusters Score: Raw -733205.624843 + Penalty 2858.121072 = -730347.503770 nChanged 23 SP:Iteration 40F (6523.455675 sec): 3 clusters Score: Raw -733209.591076 + Penalty 2858.121072 = -730351.470004 nChanged 24 SP:Iteration 41Q (6523.497226 sec): 3 clusters Score: Raw -733215.411353 + Penalty 2858.121072 = -730357.290281 nChanged 26 SP:Iteration 42Q (6523.563170 sec): 3 clusters Score: Raw -733220.568467 + Penalty 2858.121072 = -730362.447395 nChanged 22 SP:Iteration 43Q (6523.610001 sec): 3 clusters Score: Raw -733225.063623 + Penalty 2858.121072 = -730366.942551 nChanged 20 SP:Iteration 44Q (6523.658268 sec): 3 clusters Score: Raw -733229.900641 + Penalty 2858.121072 = -730371.779569 nChanged 28 SP:Iteration 45Q (6523.698956 sec): 3 clusters Score: Raw -733234.510735 + Penalty 2858.121072 = -730376.389663 nChanged 20 SP:Iteration 46Q (6523.755234 sec): 3 clusters Score: Raw -733237.049969 + Penalty 2858.121072 = -730378.928897 nChanged 11 SP:Iteration 47Q (6523.800505 sec): 3 clusters Score: Raw -733238.361968 + Penalty 2858.121072 = -730380.240896 nChanged 6 SP:Iteration 48Q (6523.849604 sec): 3 clusters Score: Raw -733239.463567 + Penalty 2858.121072 = -730381.342494 nChanged 5 SP:Iteration 49Q (6523.892650 sec): 3 clusters Score: Raw -733240.229952 + Penalty 2858.121072 = -730382.108880 nChanged 7 SP:Iteration 50Q (6523.936474 sec): 3 clusters Score: Raw -733241.289036 + Penalty 2858.121072 = -730383.167964 nChanged 5 SP:Iteration 51Q (6523.979663 sec): 3 clusters Score: Raw -733241.761024 + Penalty 2858.121072 = -730383.639952 nChanged 5 SP:Iteration 52Q (6524.020673 sec): 3 clusters Score: Raw -733242.251847 + Penalty 2858.121072 = -730384.130774 nChanged 7 SP:Iteration 53Q (6524.070572 sec): 3 clusters Score: Raw -733242.902746 + Penalty 2858.121072 = -730384.781674 nChanged 6 SP:Iteration 54Q (6524.114143 sec): 3 clusters Score: Raw -733243.862921 + Penalty 2858.121072 = -730385.741849 nChanged 10 SP:Iteration 55Q (6524.160572 sec): 3 clusters Score: Raw -733245.422638 + Penalty 2858.121072 = -730387.301566 nChanged 12 SP:Iteration 56Q (6524.200864 sec): 3 clusters Score: Raw -733247.322551 + Penalty 2858.121072 = -730389.201479 nChanged 11 SP:Iteration 57Q (6524.257319 sec): 3 clusters Score: Raw -733248.311435 + Penalty 2858.121072 = -730390.190363 nChanged 7 SP:Iteration 58Q (6524.296769 sec): 3 clusters Score: Raw -733249.255207 + Penalty 2858.121072 = -730391.134134 nChanged 13 SP:Iteration 59Q (6524.333119 sec): 3 clusters Score: Raw -733251.181087 + Penalty 2858.121072 = -730393.060015 nChanged 16 SP:Iteration 60F (6524.375767 sec): 3 clusters Score: Raw -733253.277673 + Penalty 2858.121072 = -730395.156600 nChanged 14 SP:Iteration 61Q (6524.425253 sec): 3 clusters Score: Raw -733255.482920 + Penalty 2858.121072 = -730397.361848 nChanged 15 SP:Iteration 62Q (6524.464725 sec): 3 clusters Score: Raw -733258.633674 + Penalty 2858.121072 = -730400.512602 nChanged 21 SP:Iteration 63Q (6524.512333 sec): 3 clusters Score: Raw -733262.844253 + Penalty 2858.121072 = -730404.723181 nChanged 21 SP:Iteration 64Q (6524.574389 sec): 3 clusters Score: Raw -733267.331520 + Penalty 2858.121072 = -730409.210448 nChanged 20 SP:Iteration 65Q (6524.618168 sec): 3 clusters Score: Raw -733272.077460 + Penalty 2858.121072 = -730413.956388 nChanged 15 SP:Iteration 66Q (6524.675974 sec): 3 clusters Score: Raw -733275.194472 + Penalty 2858.121072 = -730417.073400 nChanged 13 SP:Iteration 67Q (6524.732559 sec): 3 clusters Score: Raw -733277.158438 + Penalty 2858.121072 = -730419.037366 nChanged 8 SP:Iteration 68Q (6524.775933 sec): 3 clusters Score: Raw -733278.418260 + Penalty 2858.121072 = -730420.297188 nChanged 7 SP:Iteration 69Q (6524.830338 sec): 3 clusters Score: Raw -733279.510335 + Penalty 2858.121072 = -730421.389263 nChanged 7 SP:Iteration 70Q (6524.900628 sec): 3 clusters Score: Raw -733280.738849 + Penalty 2858.121072 = -730422.617777 nChanged 9 SP:Iteration 71Q (6524.950169 sec): 3 clusters Score: Raw -733281.983969 + Penalty 2858.121072 = -730423.862897 nChanged 5 SP:Iteration 72Q (6525.010355 sec): 3 clusters Score: Raw -733282.868043 + Penalty 2858.121072 = -730424.746971 nChanged 5 SP:Iteration 73Q (6525.070616 sec): 3 clusters Score: Raw -733283.678931 + Penalty 2858.121072 = -730425.557859 nChanged 3 SP:Iteration 74Q (6525.130342 sec): 3 clusters Score: Raw -733284.374093 + Penalty 2858.121072 = -730426.253021 nChanged 3 SP:Iteration 75Q (6525.184282 sec): 3 clusters Score: Raw -733284.982412 + Penalty 2858.121072 = -730426.861340 nChanged 6 SP:Iteration 76Q (6525.244001 sec): 3 clusters Score: Raw -733285.943587 + Penalty 2858.121072 = -730427.822515 nChanged 11 SP:Iteration 77Q (6525.303416 sec): 3 clusters Score: Raw -733287.879017 + Penalty 2858.121072 = -730429.757945 nChanged 10 SP:Iteration 78Q (6525.364941 sec): 3 clusters Score: Raw -733289.095404 + Penalty 2858.121072 = -730430.974331 nChanged 5 SP:Iteration 79Q (6525.412728 sec): 3 clusters Score: Raw -733289.592220 + Penalty 2858.121072 = -730431.471148 nChanged 10 SP:Iteration 80F (6525.462374 sec): 3 clusters Score: Raw -733291.184633 + Penalty 2858.121072 = -730433.063561 nChanged 15 SP:Iteration 81Q (6525.534040 sec): 3 clusters Score: Raw -733294.731453 + Penalty 2858.121072 = -730436.610380 nChanged 19 SP:Iteration 82Q (6525.583935 sec): 3 clusters Score: Raw -733298.885977 + Penalty 2858.121072 = -730440.764905 nChanged 28 SP:Iteration 83Q (6525.634400 sec): 3 clusters Score: Raw -733304.902083 + Penalty 2858.121072 = -730446.781011 nChanged 25 SP:Iteration 84Q (6525.690149 sec): 3 clusters Score: Raw -733310.977179 + Penalty 2858.121072 = -730452.856107 nChanged 29 SP:Iteration 85Q (6525.743642 sec): 3 clusters Score: Raw -733317.665554 + Penalty 2858.121072 = -730459.544481 nChanged 27 SP:Iteration 86Q (6525.797754 sec): 3 clusters Score: Raw -733326.136737 + Penalty 2858.121072 = -730468.015665 nChanged 33 SP:Iteration 87Q (6525.863405 sec): 3 clusters Score: Raw -733333.650022 + Penalty 2858.121072 = -730475.528950 nChanged 26 SP:Iteration 88Q (6525.912139 sec): 3 clusters Score: Raw -733340.091538 + Penalty 2858.121072 = -730481.970466 nChanged 31 SP:Iteration 89Q (6525.965636 sec): 3 clusters Score: Raw -733346.883312 + Penalty 2858.121072 = -730488.762239 nChanged 27 SP:Iteration 90Q (6526.018237 sec): 3 clusters Score: Raw -733353.646073 + Penalty 2858.121072 = -730495.525001 nChanged 22 SP:Iteration 91Q (6526.064252 sec): 3 clusters Score: Raw -733358.864592 + Penalty 2858.121072 = -730500.743519 nChanged 25 SP:Iteration 92Q (6526.111787 sec): 3 clusters Score: Raw -733364.607873 + Penalty 2858.121072 = -730506.486801 nChanged 31 SP:Iteration 93Q (6526.157549 sec): 3 clusters Score: Raw -733372.751715 + Penalty 2858.121072 = -730514.630643 nChanged 30 SP:Iteration 94Q (6526.217364 sec): 3 clusters Score: Raw -733381.163727 + Penalty 2858.121072 = -730523.042655 nChanged 26 SP:Iteration 95Q (6526.267483 sec): 3 clusters Score: Raw -733389.726542 + Penalty 2858.121072 = -730531.605470 nChanged 30 SP:Iteration 96Q (6526.316793 sec): 3 clusters Score: Raw -733400.807778 + Penalty 2858.121072 = -730542.686706 nChanged 34 SP:Iteration 97Q (6526.376086 sec): 3 clusters Score: Raw -733409.444980 + Penalty 2858.121072 = -730551.323908 nChanged 27 SP:Iteration 98Q (6526.435692 sec): 3 clusters Score: Raw -733415.167247 + Penalty 2858.121072 = -730557.046175 nChanged 21 SP:Iteration 99Q (6526.481741 sec): 3 clusters Score: Raw -733420.315859 + Penalty 2858.121072 = -730562.194787 nChanged 23 SP:Iteration 100F (6526.542761 sec): 3 clusters Score: Raw -733426.795315 + Penalty 2858.121072 = -730568.674242 nChanged 21 SP:Iteration 101Q (6526.592623 sec): 3 clusters Score: Raw -733433.934307 + Penalty 2858.121072 = -730575.813235 nChanged 26 SP:Iteration 102Q (6526.641244 sec): 3 clusters Score: Raw -733439.359639 + Penalty 2858.121072 = -730581.238567 nChanged 16 SP:Iteration 103Q (6526.696434 sec): 3 clusters Score: Raw -733443.027395 + Penalty 2858.121072 = -730584.906322 nChanged 13 SP:Iteration 104Q (6526.737471 sec): 3 clusters Score: Raw -733446.204592 + Penalty 2858.121072 = -730588.083520 nChanged 12 SP:Iteration 105Q (6526.797655 sec): 3 clusters Score: Raw -733449.386431 + Penalty 2858.121072 = -730591.265359 nChanged 15 SP:Iteration 106Q (6526.857968 sec): 3 clusters Score: Raw -733452.603198 + Penalty 2858.121072 = -730594.482126 nChanged 13 SP:Iteration 107Q (6526.919246 sec): 3 clusters Score: Raw -733455.119123 + Penalty 2858.121072 = -730596.998050 nChanged 14 SP:Iteration 108Q (6526.968346 sec): 3 clusters Score: Raw -733458.949992 + Penalty 2858.121072 = -730600.828919 nChanged 14 SP:Iteration 109Q (6527.038774 sec): 3 clusters Score: Raw -733464.183627 + Penalty 2858.121072 = -730606.062555 nChanged 18 SP:Iteration 110Q (6527.087376 sec): 3 clusters Score: Raw -733471.836079 + Penalty 2858.121072 = -730613.715007 nChanged 28 SP:Iteration 111Q (6527.147981 sec): 3 clusters Score: Raw -733482.903349 + Penalty 2858.121072 = -730624.782276 nChanged 32 SP:Iteration 112Q (6527.209209 sec): 3 clusters Score: Raw -733500.829464 + Penalty 2858.121072 = -730642.708392 nChanged 35 SP:Iteration 113Q (6527.267863 sec): 3 clusters Score: Raw -733519.688212 + Penalty 2858.121072 = -730661.567140 nChanged 44 SP:Iteration 114Q (6527.315004 sec): 3 clusters Score: Raw -733539.513259 + Penalty 2858.121072 = -730681.392187 nChanged 39 SP:Iteration 115Q (6527.386761 sec): 3 clusters Score: Raw -733558.947903 + Penalty 2858.121072 = -730700.826831 nChanged 42 SP:Iteration 116Q (6527.448162 sec): 3 clusters Score: Raw -733593.236871 + Penalty 2858.121072 = -730735.115799 nChanged 56 SP:Iteration 117Q (6527.497923 sec): 3 clusters Score: Raw -733634.819786 + Penalty 2858.121072 = -730776.698714 nChanged 61 SP:Iteration 118Q (6527.544605 sec): 3 clusters Score: Raw -733685.415727 + Penalty 2858.121072 = -730827.294654 nChanged 58 SP:Iteration 119Q (6527.596806 sec): 3 clusters Score: Raw -733728.024287 + Penalty 2858.121072 = -730869.903215 nChanged 45 SP:Iteration 120F (6527.657100 sec): 3 clusters Score: Raw -733759.580218 + Penalty 2858.121072 = -730901.459146 nChanged 46 SP:Iteration 121Q (6527.704776 sec): 3 clusters Score: Raw -733814.709331 + Penalty 2858.121072 = -730956.588258 nChanged 63 SP:Iteration 122Q (6527.750255 sec): 3 clusters Score: Raw -733890.779333 + Penalty 2858.121072 = -731032.658261 nChanged 55 SP:Iteration 123Q (6527.796660 sec): 3 clusters Score: Raw -733974.806017 + Penalty 2858.121072 = -731116.684945 nChanged 63 SP:Iteration 124Q (6527.835074 sec): 3 clusters Score: Raw -734094.349731 + Penalty 2858.121072 = -731236.228659 nChanged 48 SP:Iteration 125Q (6527.884899 sec): 3 clusters Score: Raw -734183.207506 + Penalty 2858.121072 = -731325.086434 nChanged 31 SP:Iteration 126Q (6527.933916 sec): 3 clusters Score: Raw -734216.571633 + Penalty 2858.121072 = -731358.450561 nChanged 6 SP:Iteration 127Q (6527.994262 sec): 3 clusters Score: Raw -734218.720099 + Penalty 2858.121072 = -731360.599027 nChanged 1 SP:Iteration 128Q (6528.046850 sec): 3 clusters Score: Raw -734219.169442 + Penalty 2858.121072 = -731361.048370 nChanged 0 SP:Iteration 129F (6528.096390 sec): 3 clusters Score: Raw -734219.169442 + Penalty 2858.121072 = -731361.048370 nChanged 0 Trying to split cluster 31 (223129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6528.379731 sec): 2 clusters Score: Raw -26411135.204612 + Penalty 2001.269621 = -26409133.934991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6528.774685 sec): 3 clusters Score: Raw -26263013.963051 + Penalty 4002.539242 = -26259011.423810 nChanged 108201 SP:Iteration 1F (6529.171557 sec): 3 clusters Score: Raw -26328472.158676 + Penalty 4002.539242 = -26324469.619434 nChanged 8303 SP:Iteration 2Q (6529.591443 sec): 3 clusters Score: Raw -26331143.506405 + Penalty 4002.539242 = -26327140.967164 nChanged 9558 SP:Iteration 3Q (6530.018701 sec): 3 clusters Score: Raw -26335183.760033 + Penalty 4002.539242 = -26331181.220791 nChanged 11748 SP:Iteration 4F (6530.465353 sec): 3 clusters Score: Raw -26341538.307908 + Penalty 4002.539242 = -26337535.768666 nChanged 14043 SP:Iteration 5F (6530.897836 sec): 3 clusters Score: Raw -26351062.683954 + Penalty 4002.539242 = -26347060.144713 nChanged 15701 SP:Iteration 6F (6531.283879 sec): 3 clusters Score: Raw -26363626.187051 + Penalty 4002.539242 = -26359623.647810 nChanged 15073 SP:Iteration 7F (6531.665633 sec): 3 clusters Score: Raw -26376447.029885 + Penalty 4002.539242 = -26372444.490644 nChanged 12592 SP:Iteration 8F (6532.048000 sec): 3 clusters Score: Raw -26386399.867255 + Penalty 4002.539242 = -26382397.328014 nChanged 9309 SP:Iteration 9Q (6532.434697 sec): 3 clusters Score: Raw -26392565.114277 + Penalty 4002.539242 = -26388562.575036 nChanged 6622 SP:Iteration 10Q (6532.834194 sec): 3 clusters Score: Raw -26396295.242373 + Penalty 4002.539242 = -26392292.703132 nChanged 4984 SP:Iteration 11Q (6533.239564 sec): 3 clusters Score: Raw -26398890.209845 + Penalty 4002.539242 = -26394887.670604 nChanged 4074 SP:Iteration 12Q (6533.656166 sec): 3 clusters Score: Raw -26400997.561508 + Penalty 4002.539242 = -26396995.022266 nChanged 3508 SP:Iteration 13Q (6534.035589 sec): 3 clusters Score: Raw -26402906.795468 + Penalty 4002.539242 = -26398904.256226 nChanged 3114 SP:Iteration 14Q (6534.386230 sec): 3 clusters Score: Raw -26404706.643397 + Penalty 4002.539242 = -26400704.104156 nChanged 2661 SP:Iteration 15Q (6534.741256 sec): 3 clusters Score: Raw -26406364.772026 + Penalty 4002.539242 = -26402362.232785 nChanged 2243 SP:Iteration 16Q (6535.083181 sec): 3 clusters Score: Raw -26407666.756793 + Penalty 4002.539242 = -26403664.217552 nChanged 1839 SP:Iteration 17Q (6535.418174 sec): 3 clusters Score: Raw -26408554.861606 + Penalty 4002.539242 = -26404552.322365 nChanged 1522 SP:Iteration 18Q (6535.749550 sec): 3 clusters Score: Raw -26409184.386907 + Penalty 4002.539242 = -26405181.847665 nChanged 1329 SP:Iteration 19Q (6536.078548 sec): 3 clusters Score: Raw -26409658.650700 + Penalty 4002.539242 = -26405656.111458 nChanged 1130 SP:Iteration 20F (6536.474224 sec): 3 clusters Score: Raw -26410005.008781 + Penalty 4002.539242 = -26406002.469540 nChanged 928 SP:Iteration 21Q (6536.799164 sec): 3 clusters Score: Raw -26410260.028590 + Penalty 4002.539242 = -26406257.489349 nChanged 848 SP:Iteration 22Q (6537.126640 sec): 3 clusters Score: Raw -26410487.953519 + Penalty 4002.539242 = -26406485.414277 nChanged 753 SP:Iteration 23Q (6537.466004 sec): 3 clusters Score: Raw -26410683.754297 + Penalty 4002.539242 = -26406681.215055 nChanged 669 SP:Iteration 24Q (6537.795221 sec): 3 clusters Score: Raw -26410852.400838 + Penalty 4002.539242 = -26406849.861596 nChanged 608 SP:Iteration 25Q (6538.126199 sec): 3 clusters Score: Raw -26411002.576514 + Penalty 4002.539242 = -26407000.037273 nChanged 548 SP:Iteration 26Q (6538.430336 sec): 3 clusters Score: Raw -26411137.376114 + Penalty 4002.539242 = -26407134.836873 nChanged 479 SP:Iteration 27Q (6538.747238 sec): 3 clusters Score: Raw -26411244.168905 + Penalty 4002.539242 = -26407241.629664 nChanged 399 SP:Iteration 28Q (6539.062333 sec): 3 clusters Score: Raw -26411328.844579 + Penalty 4002.539242 = -26407326.305338 nChanged 355 SP:Iteration 29Q (6539.367114 sec): 3 clusters Score: Raw -26411404.630698 + Penalty 4002.539242 = -26407402.091457 nChanged 368 SP:Iteration 30Q (6539.679211 sec): 3 clusters Score: Raw -26411485.354093 + Penalty 4002.539242 = -26407482.814852 nChanged 334 SP:Iteration 31Q (6539.990256 sec): 3 clusters Score: Raw -26411559.522439 + Penalty 4002.539242 = -26407556.983198 nChanged 349 SP:Iteration 32Q (6540.315173 sec): 3 clusters Score: Raw -26411640.880459 + Penalty 4002.539242 = -26407638.341218 nChanged 314 SP:Iteration 33Q (6540.663699 sec): 3 clusters Score: Raw -26411721.356239 + Penalty 4002.539242 = -26407718.816997 nChanged 302 SP:Iteration 34Q (6541.019646 sec): 3 clusters Score: Raw -26411803.180029 + Penalty 4002.539242 = -26407800.640788 nChanged 271 SP:Iteration 35Q (6541.378031 sec): 3 clusters Score: Raw -26411882.663217 + Penalty 4002.539242 = -26407880.123975 nChanged 250 SP:Iteration 36Q (6541.682562 sec): 3 clusters Score: Raw -26411947.657268 + Penalty 4002.539242 = -26407945.118027 nChanged 199 SP:Iteration 37Q (6541.983888 sec): 3 clusters Score: Raw -26411997.367199 + Penalty 4002.539242 = -26407994.827957 nChanged 193 SP:Iteration 38Q (6542.288103 sec): 3 clusters Score: Raw -26412040.787438 + Penalty 4002.539242 = -26408038.248196 nChanged 165 SP:Iteration 39Q (6542.630235 sec): 3 clusters Score: Raw -26412075.377040 + Penalty 4002.539242 = -26408072.837798 nChanged 154 SP:Iteration 40F (6543.031940 sec): 3 clusters Score: Raw -26412105.669696 + Penalty 4002.539242 = -26408103.130454 nChanged 140 SP:Iteration 41Q (6543.414572 sec): 3 clusters Score: Raw -26412132.375858 + Penalty 4002.539242 = -26408129.836616 nChanged 126 SP:Iteration 42Q (6543.761381 sec): 3 clusters Score: Raw -26412154.024480 + Penalty 4002.539242 = -26408151.485238 nChanged 97 SP:Iteration 43Q (6544.062720 sec): 3 clusters Score: Raw -26412171.161301 + Penalty 4002.539242 = -26408168.622060 nChanged 99 SP:Iteration 44Q (6544.364564 sec): 3 clusters Score: Raw -26412186.244089 + Penalty 4002.539242 = -26408183.704847 nChanged 95 SP:Iteration 45Q (6544.679319 sec): 3 clusters Score: Raw -26412201.925428 + Penalty 4002.539242 = -26408199.386187 nChanged 84 SP:Iteration 46Q (6545.025586 sec): 3 clusters Score: Raw -26412215.137582 + Penalty 4002.539242 = -26408212.598340 nChanged 71 SP:Iteration 47Q (6545.387797 sec): 3 clusters Score: Raw -26412226.101266 + Penalty 4002.539242 = -26408223.562025 nChanged 56 SP:Iteration 48Q (6545.726893 sec): 3 clusters Score: Raw -26412233.949834 + Penalty 4002.539242 = -26408231.410593 nChanged 55 SP:Iteration 49Q (6546.031887 sec): 3 clusters Score: Raw -26412242.546563 + Penalty 4002.539242 = -26408240.007321 nChanged 49 SP:Iteration 50Q (6546.337471 sec): 3 clusters Score: Raw -26412250.806883 + Penalty 4002.539242 = -26408248.267641 nChanged 42 SP:Iteration 51Q (6546.640682 sec): 3 clusters Score: Raw -26412255.899226 + Penalty 4002.539242 = -26408253.359985 nChanged 43 SP:Iteration 52Q (6546.949411 sec): 3 clusters Score: Raw -26412261.078909 + Penalty 4002.539242 = -26408258.539667 nChanged 40 SP:Iteration 53Q (6547.305064 sec): 3 clusters Score: Raw -26412267.033787 + Penalty 4002.539242 = -26408264.494546 nChanged 45 SP:Iteration 54Q (6547.621227 sec): 3 clusters Score: Raw -26412273.966980 + Penalty 4002.539242 = -26408271.427739 nChanged 38 SP:Iteration 55Q (6547.967075 sec): 3 clusters Score: Raw -26412280.308932 + Penalty 4002.539242 = -26408277.769691 nChanged 47 SP:Iteration 56Q (6548.322982 sec): 3 clusters Score: Raw -26412287.398754 + Penalty 4002.539242 = -26408284.859513 nChanged 33 SP:Iteration 57Q (6548.635694 sec): 3 clusters Score: Raw -26412291.995957 + Penalty 4002.539242 = -26408289.456716 nChanged 35 SP:Iteration 58Q (6548.950226 sec): 3 clusters Score: Raw -26412296.349930 + Penalty 4002.539242 = -26408293.810689 nChanged 41 SP:Iteration 59Q (6549.252154 sec): 3 clusters Score: Raw -26412303.988363 + Penalty 4002.539242 = -26408301.449122 nChanged 44 SP:Iteration 60F (6549.643833 sec): 3 clusters Score: Raw -26412310.764683 + Penalty 4002.539242 = -26408308.225442 nChanged 39 SP:Iteration 61Q (6549.945374 sec): 3 clusters Score: Raw -26412317.024295 + Penalty 4002.539242 = -26408314.485054 nChanged 39 SP:Iteration 62Q (6550.247772 sec): 3 clusters Score: Raw -26412322.760808 + Penalty 4002.539242 = -26408320.221567 nChanged 32 SP:Iteration 63Q (6550.534425 sec): 3 clusters Score: Raw -26412328.112493 + Penalty 4002.539242 = -26408325.573252 nChanged 29 SP:Iteration 64Q (6550.833411 sec): 3 clusters Score: Raw -26412331.980439 + Penalty 4002.539242 = -26408329.441198 nChanged 28 SP:Iteration 65Q (6551.133568 sec): 3 clusters Score: Raw -26412335.762963 + Penalty 4002.539242 = -26408333.223721 nChanged 21 SP:Iteration 66Q (6551.458334 sec): 3 clusters Score: Raw -26412338.858562 + Penalty 4002.539242 = -26408336.319321 nChanged 28 SP:Iteration 67Q (6551.760972 sec): 3 clusters Score: Raw -26412344.581404 + Penalty 4002.539242 = -26408342.042162 nChanged 37 SP:Iteration 68Q (6552.073938 sec): 3 clusters Score: Raw -26412348.992394 + Penalty 4002.539242 = -26408346.453153 nChanged 26 SP:Iteration 69Q (6552.367354 sec): 3 clusters Score: Raw -26412352.432254 + Penalty 4002.539242 = -26408349.893012 nChanged 26 SP:Iteration 70Q (6552.667560 sec): 3 clusters Score: Raw -26412356.243317 + Penalty 4002.539242 = -26408353.704075 nChanged 25 SP:Iteration 71Q (6552.966622 sec): 3 clusters Score: Raw -26412360.252650 + Penalty 4002.539242 = -26408357.713409 nChanged 33 SP:Iteration 72Q (6553.264241 sec): 3 clusters Score: Raw -26412365.580605 + Penalty 4002.539242 = -26408363.041363 nChanged 36 SP:Iteration 73Q (6553.566050 sec): 3 clusters Score: Raw -26412373.007615 + Penalty 4002.539242 = -26408370.468373 nChanged 35 SP:Iteration 74Q (6553.855292 sec): 3 clusters Score: Raw -26412377.985618 + Penalty 4002.539242 = -26408375.446376 nChanged 31 SP:Iteration 75Q (6554.163517 sec): 3 clusters Score: Raw -26412381.680805 + Penalty 4002.539242 = -26408379.141563 nChanged 22 SP:Iteration 76Q (6554.509019 sec): 3 clusters Score: Raw -26412384.753169 + Penalty 4002.539242 = -26408382.213927 nChanged 19 SP:Iteration 77Q (6554.825025 sec): 3 clusters Score: Raw -26412386.762702 + Penalty 4002.539242 = -26408384.223461 nChanged 15 SP:Iteration 78Q (6555.184866 sec): 3 clusters Score: Raw -26412388.488544 + Penalty 4002.539242 = -26408385.949302 nChanged 14 SP:Iteration 79Q (6555.495717 sec): 3 clusters Score: Raw -26412390.225980 + Penalty 4002.539242 = -26408387.686738 nChanged 14 SP:Iteration 80F (6555.872448 sec): 3 clusters Score: Raw -26412391.939434 + Penalty 4002.539242 = -26408389.400192 nChanged 14 SP:Iteration 81Q (6556.169339 sec): 3 clusters Score: Raw -26412393.285199 + Penalty 4002.539242 = -26408390.745957 nChanged 14 SP:Iteration 82Q (6556.515718 sec): 3 clusters Score: Raw -26412395.156538 + Penalty 4002.539242 = -26408392.617297 nChanged 13 SP:Iteration 83Q (6556.840374 sec): 3 clusters Score: Raw -26412397.083325 + Penalty 4002.539242 = -26408394.544084 nChanged 15 SP:Iteration 84Q (6557.148766 sec): 3 clusters Score: Raw -26412399.254819 + Penalty 4002.539242 = -26408396.715577 nChanged 8 SP:Iteration 85Q (6557.542278 sec): 3 clusters Score: Raw -26412400.215495 + Penalty 4002.539242 = -26408397.676253 nChanged 8 SP:Iteration 86Q (6557.884622 sec): 3 clusters Score: Raw -26412401.260241 + Penalty 4002.539242 = -26408398.720999 nChanged 8 SP:Iteration 87Q (6558.183730 sec): 3 clusters Score: Raw -26412402.214846 + Penalty 4002.539242 = -26408399.675605 nChanged 9 SP:Iteration 88Q (6558.487541 sec): 3 clusters Score: Raw -26412403.358506 + Penalty 4002.539242 = -26408400.819264 nChanged 8 SP:Iteration 89Q (6558.809486 sec): 3 clusters Score: Raw -26412404.046007 + Penalty 4002.539242 = -26408401.506765 nChanged 3 SP:Iteration 90Q (6559.156738 sec): 3 clusters Score: Raw -26412404.154474 + Penalty 4002.539242 = -26408401.615232 nChanged 2 SP:Iteration 91Q (6559.464460 sec): 3 clusters Score: Raw -26412404.500633 + Penalty 4002.539242 = -26408401.961391 nChanged 6 SP:Iteration 92Q (6559.783717 sec): 3 clusters Score: Raw -26412405.041095 + Penalty 4002.539242 = -26408402.501854 nChanged 3 SP:Iteration 93Q (6560.094678 sec): 3 clusters Score: Raw -26412405.264404 + Penalty 4002.539242 = -26408402.725163 nChanged 3 SP:Iteration 94Q (6560.398604 sec): 3 clusters Score: Raw -26412405.686518 + Penalty 4002.539242 = -26408403.147277 nChanged 7 SP:Iteration 95Q (6560.699718 sec): 3 clusters Score: Raw -26412406.418585 + Penalty 4002.539242 = -26408403.879343 nChanged 7 SP:Iteration 96Q (6561.006331 sec): 3 clusters Score: Raw -26412407.359657 + Penalty 4002.539242 = -26408404.820416 nChanged 7 SP:Iteration 97Q (6561.311087 sec): 3 clusters Score: Raw -26412408.365976 + Penalty 4002.539242 = -26408405.826735 nChanged 4 SP:Iteration 98Q (6561.605990 sec): 3 clusters Score: Raw -26412408.885269 + Penalty 4002.539242 = -26408406.346027 nChanged 5 SP:Iteration 99Q (6561.931867 sec): 3 clusters Score: Raw -26412409.515910 + Penalty 4002.539242 = -26408406.976669 nChanged 6 SP:Iteration 100F (6562.353842 sec): 3 clusters Score: Raw -26412409.933091 + Penalty 4002.539242 = -26408407.393850 nChanged 3 SP:Iteration 101Q (6562.673684 sec): 3 clusters Score: Raw -26412410.117979 + Penalty 4002.539242 = -26408407.578738 nChanged 2 SP:Iteration 102Q (6563.043003 sec): 3 clusters Score: Raw -26412410.357760 + Penalty 4002.539242 = -26408407.818519 nChanged 4 SP:Iteration 103Q (6563.419369 sec): 3 clusters Score: Raw -26412410.717821 + Penalty 4002.539242 = -26408408.178580 nChanged 5 SP:Iteration 104Q (6563.719898 sec): 3 clusters Score: Raw -26412411.037352 + Penalty 4002.539242 = -26408408.498111 nChanged 2 SP:Iteration 105Q (6564.016615 sec): 3 clusters Score: Raw -26412411.118163 + Penalty 4002.539242 = -26408408.578921 nChanged 1 SP:Iteration 106Q (6564.307400 sec): 3 clusters Score: Raw -26412411.383651 + Penalty 4002.539242 = -26408408.844410 nChanged 4 SP:Iteration 107Q (6564.609019 sec): 3 clusters Score: Raw -26412412.053313 + Penalty 4002.539242 = -26408409.514071 nChanged 1 SP:Iteration 108Q (6564.910005 sec): 3 clusters Score: Raw -26412412.094757 + Penalty 4002.539242 = -26408409.555516 nChanged 2 SP:Iteration 109Q (6565.203646 sec): 3 clusters Score: Raw -26412412.302918 + Penalty 4002.539242 = -26408409.763676 nChanged 1 SP:Iteration 110Q (6565.519188 sec): 3 clusters Score: Raw -26412412.364868 + Penalty 4002.539242 = -26408409.825627 nChanged 3 SP:Iteration 111Q (6565.823110 sec): 3 clusters Score: Raw -26412412.743578 + Penalty 4002.539242 = -26408410.204336 nChanged 2 SP:Iteration 112Q (6566.137392 sec): 3 clusters Score: Raw -26412412.890046 + Penalty 4002.539242 = -26408410.350805 nChanged 0 SP:Iteration 113F (6566.537203 sec): 3 clusters Score: Raw -26412412.890046 + Penalty 4002.539242 = -26408410.350805 nChanged 0 Time taken for this iteration:4562.941130 seconds. 21->32 Clusters: Score -86495214.370009, best is -86496018.999544 Main iterations: 513 (time per iteration =6423.972741 ms) Total iterations: 25637 (time per iteration =128.544604 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 817588723392.000000 (time per metric unit =4.030753ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 19622129361408.000000 (time per metric unit=167.948032ps) That took 3295.498016 seconds.